billionaries-wizualizacja/projekt2.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import folium\n",
    "import warnings\n",
    "import pandas as pd \n",
    "import plotly.express as px\n",
    "import matplotlib.pyplot as plt\n",
    "import plotly.graph_objects as go\n",
    "\n",
    "from difflib import get_close_matches\n",
    "from plotly.subplots import make_subplots\n",
    "\n",
    "plt.style.use('ggplot')\n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Read and clean up data \n",
    "\n",
    "Remove nans value and replace them from: latitude country, longitude_country, country, city, gdp_country."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('data.csv')\n",
    "\n",
    "df.latitude_country = df.latitude_country.fillna(0.0)\n",
    "df.longitude_country = df.longitude_country.fillna(0.0)\n",
    "df.country = df.country.fillna('Unknown')\n",
    "df.city = df.city.fillna('Unknown')\n",
    "df.gdp_country = df.gdp_country.fillna(0.0)\n",
    "df.finalWorth = df.finalWorth / 1000"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Interactive plots using plotly"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot made using ploty that dipslay on hover age, net worth and name of billionaire"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "customdata": [
          [
           "Bernard Arnault & family"
          ],
          [
           "Elon Musk"
          ],
          [
           "Jeff Bezos"
          ],
          [
           "Larry Ellison"
          ],
          [
           "Warren Buffett"
          ],
          [
           "Bill Gates"
          ],
          [
           "Michael Bloomberg"
          ],
          [
           "Carlos Slim Helu & family"
          ],
          [
           "Mukesh Ambani"
          ],
          [
           "Steve Ballmer"
          ],
          [
           "Francoise Bettencourt Meyers & family"
          ],
          [
           "Larry Page"
          ],
          [
           "Amancio Ortega"
          ],
          [
           "Sergey Brin"
          ],
          [
           "Zhong Shanshan"
          ],
          [
           "Mark Zuckerberg"
          ],
          [
           "Charles Koch & family"
          ],
          [
           "Julia Koch & family"
          ],
          [
           "Jim Walton"
          ],
          [
           "Rob Walton & family"
          ]
         ],
         "hovertemplate": "age=%{marker.color}<br>finalWorth=%{marker.size}<br>personName=%{customdata[0]}<extra></extra>",
         "legendgroup": "",
         "marker": {
          "color": [
           74,
           51,
           59,
           78,
           92,
           67,
           81,
           83,
           65,
           67,
           69,
           50,
           87,
           49,
           68,
           38,
           87,
           60,
           74,
           78
          ],
          "coloraxis": "coloraxis",
          "size": [
           211,
           180,
           114,
           107,
           106,
           104,
           94.5,
           93,
           83.4,
           80.7,
           80.5,
           79.2,
           77.3,
           76,
           68,
           64.4,
           59,
           59,
           58.8,
           57.6
          ],
          "sizemode": "area",
          "sizeref": 0.5275,
          "symbol": "circle"
         },
         "mode": "markers",
         "name": "",
         "orientation": "v",
         "showlegend": false,
         "type": "scatter",
         "x": [
          74,
          51,
          59,
          78,
          92,
          67,
          81,
          83,
          65,
          67,
          69,
          50,
          87,
          49,
          68,
          38,
          87,
          60,
          74,
          78
         ],
         "xaxis": "x",
         "y": [
          211,
          180,
          114,
          107,
          106,
          104,
          94.5,
          93,
          83.4,
          80.7,
          80.5,
          79.2,
          77.3,
          76,
          68,
          64.4,
          59,
          59,
          58.8,
          57.6
         ],
         "yaxis": "y"
        }
       ],
       "layout": {
        "coloraxis": {
         "colorbar": {
          "title": {
           "text": "age"
          }
         },
         "colorscale": [
          [
           0,
           "#0d0887"
          ],
          [
           0.1111111111111111,
           "#46039f"
          ],
          [
           0.2222222222222222,
           "#7201a8"
          ],
          [
           0.3333333333333333,
           "#9c179e"
          ],
          [
           0.4444444444444444,
           "#bd3786"
          ],
          [
           0.5555555555555556,
           "#d8576b"
          ],
          [
           0.6666666666666666,
           "#ed7953"
          ],
          [
           0.7777777777777778,
           "#fb9f3a"
          ],
          [
           0.8888888888888888,
           "#fdca26"
          ],
          [
           1,
           "#f0f921"
          ]
         ]
        },
        "font": {
         "color": "RebeccaPurple",
         "family": "Courier New, monospace",
         "size": 18
        },
        "legend": {
         "itemsizing": "constant",
         "title": {
          "text": "Age"
         },
         "tracegroupgap": 0
        },
        "template": {
         "data": {
          "bar": [
           {
            "error_x": {
             "color": "#2a3f5f"
            },
            "error_y": {
             "color": "#2a3f5f"
            },
            "marker": {
             "line": {
              "color": "#E5ECF6",
              "width": 0.5
             },
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "bar"
           }
          ],
          "barpolar": [
           {
            "marker": {
             "line": {
              "color": "#E5ECF6",
              "width": 0.5
             },
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "barpolar"
           }
          ],
          "carpet": [
           {
            "aaxis": {
             "endlinecolor": "#2a3f5f",
             "gridcolor": "white",
             "linecolor": "white",
             "minorgridcolor": "white",
             "startlinecolor": "#2a3f5f"
            },
            "baxis": {
             "endlinecolor": "#2a3f5f",
             "gridcolor": "white",
             "linecolor": "white",
             "minorgridcolor": "white",
             "startlinecolor": "#2a3f5f"
            },
            "type": "carpet"
           }
          ],
          "choropleth": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "choropleth"
           }
          ],
          "contour": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "contour"
           }
          ],
          "contourcarpet": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "contourcarpet"
           }
          ],
          "heatmap": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "heatmap"
           }
          ],
          "heatmapgl": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "heatmapgl"
           }
          ],
          "histogram": [
           {
            "marker": {
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "histogram"
           }
          ],
          "histogram2d": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "histogram2d"
           }
          ],
          "histogram2dcontour": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "histogram2dcontour"
           }
          ],
          "mesh3d": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "mesh3d"
           }
          ],
          "parcoords": [
           {
            "line": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "parcoords"
           }
          ],
          "pie": [
           {
            "automargin": true,
            "type": "pie"
           }
          ],
          "scatter": [
           {
            "fillpattern": {
             "fillmode": "overlay",
             "size": 10,
             "solidity": 0.2
            },
            "type": "scatter"
           }
          ],
          "scatter3d": [
           {
            "line": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatter3d"
           }
          ],
          "scattercarpet": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattercarpet"
           }
          ],
          "scattergeo": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattergeo"
           }
          ],
          "scattergl": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattergl"
           }
          ],
          "scattermapbox": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattermapbox"
           }
          ],
          "scatterpolar": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterpolar"
           }
          ],
          "scatterpolargl": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterpolargl"
           }
          ],
          "scatterternary": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterternary"
           }
          ],
          "surface": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "surface"
           }
          ],
          "table": [
           {
            "cells": {
             "fill": {
              "color": "#EBF0F8"
             },
             "line": {
              "color": "white"
             }
            },
            "header": {
             "fill": {
              "color": "#C8D4E3"
             },
             "line": {
              "color": "white"
             }
            },
            "type": "table"
           }
          ]
         },
         "layout": {
          "annotationdefaults": {
           "arrowcolor": "#2a3f5f",
           "arrowhead": 0,
           "arrowwidth": 1
          },
          "autotypenumbers": "strict",
          "coloraxis": {
           "colorbar": {
            "outlinewidth": 0,
            "ticks": ""
           }
          },
          "colorscale": {
           "diverging": [
            [
             0,
             "#8e0152"
            ],
            [
             0.1,
             "#c51b7d"
            ],
            [
             0.2,
             "#de77ae"
            ],
            [
             0.3,
             "#f1b6da"
            ],
            [
             0.4,
             "#fde0ef"
            ],
            [
             0.5,
             "#f7f7f7"
            ],
            [
             0.6,
             "#e6f5d0"
            ],
            [
             0.7,
             "#b8e186"
            ],
            [
             0.8,
             "#7fbc41"
            ],
            [
             0.9,
             "#4d9221"
            ],
            [
             1,
             "#276419"
            ]
           ],
           "sequential": [
            [
             0,
             "#0d0887"
            ],
            [
             0.1111111111111111,
             "#46039f"
            ],
            [
             0.2222222222222222,
             "#7201a8"
            ],
            [
             0.3333333333333333,
             "#9c179e"
            ],
            [
             0.4444444444444444,
             "#bd3786"
            ],
            [
             0.5555555555555556,
             "#d8576b"
            ],
            [
             0.6666666666666666,
             "#ed7953"
            ],
            [
             0.7777777777777778,
             "#fb9f3a"
            ],
            [
             0.8888888888888888,
             "#fdca26"
            ],
            [
             1,
             "#f0f921"
            ]
           ],
           "sequentialminus": [
            [
             0,
             "#0d0887"
            ],
            [
             0.1111111111111111,
             "#46039f"
            ],
            [
             0.2222222222222222,
             "#7201a8"
            ],
            [
             0.3333333333333333,
             "#9c179e"
            ],
            [
             0.4444444444444444,
             "#bd3786"
            ],
            [
             0.5555555555555556,
             "#d8576b"
            ],
            [
             0.6666666666666666,
             "#ed7953"
            ],
            [
             0.7777777777777778,
             "#fb9f3a"
            ],
            [
             0.8888888888888888,
             "#fdca26"
            ],
            [
             1,
             "#f0f921"
            ]
           ]
          },
          "colorway": [
           "#636efa",
           "#EF553B",
           "#00cc96",
           "#ab63fa",
           "#FFA15A",
           "#19d3f3",
           "#FF6692",
           "#B6E880",
           "#FF97FF",
           "#FECB52"
          ],
          "font": {
           "color": "#2a3f5f"
          },
          "geo": {
           "bgcolor": "white",
           "lakecolor": "white",
           "landcolor": "#E5ECF6",
           "showlakes": true,
           "showland": true,
           "subunitcolor": "white"
          },
          "hoverlabel": {
           "align": "left"
          },
          "hovermode": "closest",
          "mapbox": {
           "style": "light"
          },
          "paper_bgcolor": "white",
          "plot_bgcolor": "#E5ECF6",
          "polar": {
           "angularaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "radialaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "scene": {
           "xaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           },
           "yaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           },
           "zaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           }
          },
          "shapedefaults": {
           "line": {
            "color": "#2a3f5f"
           }
          },
          "ternary": {
           "aaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "baxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "caxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "title": {
           "x": 0.05
          },
          "xaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          },
          "yaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          }
         }
        },
        "title": {
         "text": "Age vs Net Worth"
        },
        "xaxis": {
         "anchor": "y",
         "domain": [
          0,
          1
         ],
         "title": {
          "text": "Age"
         },
         "type": "log"
        },
        "yaxis": {
         "anchor": "x",
         "domain": [
          0,
          1
         ],
         "tickprefix": "$",
         "ticksuffix": "b",
         "title": {
          "text": "Net Worth (Billions)"
         }
        }
       }
      }
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = px.scatter(df.head(20), x='age', y='finalWorth', color='age', size='finalWorth', hover_data=['personName'], title='Age vs Net Worth')\n",
    "fig.update_layout(\n",
    "    xaxis_title='Age',\n",
    "    yaxis_title='Net Worth (Billions)',\n",
    "    yaxis=dict(tickprefix='$', ticksuffix='b'),\n",
    "    xaxis=dict(type='log'),\n",
    "    legend_title='Age',\n",
    "    font=dict(\n",
    "        family='Courier New, monospace',\n",
    "        size=18,\n",
    "        color='RebeccaPurple'\n",
    "    )\n",
    "\n",
    ")\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot made using plotly that on hover displays: industry, number of billionaries and % of billionaires that are from that industry"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "hole": 0.3,
         "labels": [
          "Finance & Investments",
          "Manufacturing",
          "Technology",
          "Fashion & Retail",
          "Food & Beverage",
          "Healthcare",
          "Real Estate",
          "Diversified",
          "Energy",
          "Media & Entertainment",
          "Metals & Mining",
          "Automotive",
          "Service",
          "Construction & Engineering",
          "Logistics",
          "Sports",
          "Telecom",
          "Gambling & Casinos"
         ],
         "type": "pie",
         "values": [
          372,
          324,
          314,
          266,
          212,
          201,
          193,
          187,
          100,
          91,
          74,
          73,
          53,
          45,
          40,
          39,
          31,
          25
         ]
        }
       ],
       "layout": {
        "annotations": [
         {
          "font": {
           "size": 20
          },
          "showarrow": false,
          "text": "Industry",
          "x": 0.5,
          "y": 0.5
         }
        ],
        "template": {
         "data": {
          "bar": [
           {
            "error_x": {
             "color": "#2a3f5f"
            },
            "error_y": {
             "color": "#2a3f5f"
            },
            "marker": {
             "line": {
              "color": "#E5ECF6",
              "width": 0.5
             },
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "bar"
           }
          ],
          "barpolar": [
           {
            "marker": {
             "line": {
              "color": "#E5ECF6",
              "width": 0.5
             },
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "barpolar"
           }
          ],
          "carpet": [
           {
            "aaxis": {
             "endlinecolor": "#2a3f5f",
             "gridcolor": "white",
             "linecolor": "white",
             "minorgridcolor": "white",
             "startlinecolor": "#2a3f5f"
            },
            "baxis": {
             "endlinecolor": "#2a3f5f",
             "gridcolor": "white",
             "linecolor": "white",
             "minorgridcolor": "white",
             "startlinecolor": "#2a3f5f"
            },
            "type": "carpet"
           }
          ],
          "choropleth": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "choropleth"
           }
          ],
          "contour": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "contour"
           }
          ],
          "contourcarpet": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "contourcarpet"
           }
          ],
          "heatmap": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "heatmap"
           }
          ],
          "heatmapgl": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "heatmapgl"
           }
          ],
          "histogram": [
           {
            "marker": {
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "histogram"
           }
          ],
          "histogram2d": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "histogram2d"
           }
          ],
          "histogram2dcontour": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "histogram2dcontour"
           }
          ],
          "mesh3d": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "mesh3d"
           }
          ],
          "parcoords": [
           {
            "line": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "parcoords"
           }
          ],
          "pie": [
           {
            "automargin": true,
            "type": "pie"
           }
          ],
          "scatter": [
           {
            "fillpattern": {
             "fillmode": "overlay",
             "size": 10,
             "solidity": 0.2
            },
            "type": "scatter"
           }
          ],
          "scatter3d": [
           {
            "line": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatter3d"
           }
          ],
          "scattercarpet": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattercarpet"
           }
          ],
          "scattergeo": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattergeo"
           }
          ],
          "scattergl": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattergl"
           }
          ],
          "scattermapbox": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattermapbox"
           }
          ],
          "scatterpolar": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterpolar"
           }
          ],
          "scatterpolargl": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterpolargl"
           }
          ],
          "scatterternary": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterternary"
           }
          ],
          "surface": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "surface"
           }
          ],
          "table": [
           {
            "cells": {
             "fill": {
              "color": "#EBF0F8"
             },
             "line": {
              "color": "white"
             }
            },
            "header": {
             "fill": {
              "color": "#C8D4E3"
             },
             "line": {
              "color": "white"
             }
            },
            "type": "table"
           }
          ]
         },
         "layout": {
          "annotationdefaults": {
           "arrowcolor": "#2a3f5f",
           "arrowhead": 0,
           "arrowwidth": 1
          },
          "autotypenumbers": "strict",
          "coloraxis": {
           "colorbar": {
            "outlinewidth": 0,
            "ticks": ""
           }
          },
          "colorscale": {
           "diverging": [
            [
             0,
             "#8e0152"
            ],
            [
             0.1,
             "#c51b7d"
            ],
            [
             0.2,
             "#de77ae"
            ],
            [
             0.3,
             "#f1b6da"
            ],
            [
             0.4,
             "#fde0ef"
            ],
            [
             0.5,
             "#f7f7f7"
            ],
            [
             0.6,
             "#e6f5d0"
            ],
            [
             0.7,
             "#b8e186"
            ],
            [
             0.8,
             "#7fbc41"
            ],
            [
             0.9,
             "#4d9221"
            ],
            [
             1,
             "#276419"
            ]
           ],
           "sequential": [
            [
             0,
             "#0d0887"
            ],
            [
             0.1111111111111111,
             "#46039f"
            ],
            [
             0.2222222222222222,
             "#7201a8"
            ],
            [
             0.3333333333333333,
             "#9c179e"
            ],
            [
             0.4444444444444444,
             "#bd3786"
            ],
            [
             0.5555555555555556,
             "#d8576b"
            ],
            [
             0.6666666666666666,
             "#ed7953"
            ],
            [
             0.7777777777777778,
             "#fb9f3a"
            ],
            [
             0.8888888888888888,
             "#fdca26"
            ],
            [
             1,
             "#f0f921"
            ]
           ],
           "sequentialminus": [
            [
             0,
             "#0d0887"
            ],
            [
             0.1111111111111111,
             "#46039f"
            ],
            [
             0.2222222222222222,
             "#7201a8"
            ],
            [
             0.3333333333333333,
             "#9c179e"
            ],
            [
             0.4444444444444444,
             "#bd3786"
            ],
            [
             0.5555555555555556,
             "#d8576b"
            ],
            [
             0.6666666666666666,
             "#ed7953"
            ],
            [
             0.7777777777777778,
             "#fb9f3a"
            ],
            [
             0.8888888888888888,
             "#fdca26"
            ],
            [
             1,
             "#f0f921"
            ]
           ]
          },
          "colorway": [
           "#636efa",
           "#EF553B",
           "#00cc96",
           "#ab63fa",
           "#FFA15A",
           "#19d3f3",
           "#FF6692",
           "#B6E880",
           "#FF97FF",
           "#FECB52"
          ],
          "font": {
           "color": "#2a3f5f"
          },
          "geo": {
           "bgcolor": "white",
           "lakecolor": "white",
           "landcolor": "#E5ECF6",
           "showlakes": true,
           "showland": true,
           "subunitcolor": "white"
          },
          "hoverlabel": {
           "align": "left"
          },
          "hovermode": "closest",
          "mapbox": {
           "style": "light"
          },
          "paper_bgcolor": "white",
          "plot_bgcolor": "#E5ECF6",
          "polar": {
           "angularaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "radialaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "scene": {
           "xaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           },
           "yaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           },
           "zaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           }
          },
          "shapedefaults": {
           "line": {
            "color": "#2a3f5f"
           }
          },
          "ternary": {
           "aaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "baxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "caxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "title": {
           "x": 0.05
          },
          "xaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          },
          "yaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          }
         }
        },
        "title": {
         "text": "Billionaires by Industry"
        }
       }
      }
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "industry_counts = df['industries'].str.split(',').explode().value_counts()\n",
    "fig = go.Figure(data=[go.Pie(labels=industry_counts.index, values=industry_counts, hole=0.3)])\n",
    "fig.update_layout(\n",
    "    title='Billionaires by Industry',\n",
    "    annotations=[dict(text='Industry', x=0.5, y=0.5, font_size=20, showarrow=False)]\n",
    ")\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Pie plots made with plotly that shows gender distribution and self-made by gender"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "domain": {
          "x": [
           0,
           0.2888888888888889
          ],
          "y": [
           0,
           1
          ]
         },
         "hole": 0.3,
         "labels": [
          "M",
          "F"
         ],
         "textinfo": "percent+label",
         "type": "pie",
         "values": [
          2303,
          337
         ]
        },
        {
         "domain": {
          "x": [
           0.35555555555555557,
           0.6444444444444445
          ],
          "y": [
           0,
           1
          ]
         },
         "hole": 0.3,
         "labels": [
          true,
          false
         ],
         "textinfo": "percent+label",
         "type": "pie",
         "values": [
          1716,
          587
         ]
        },
        {
         "domain": {
          "x": [
           0.7111111111111111,
           1
          ],
          "y": [
           0,
           1
          ]
         },
         "hole": 0.3,
         "labels": [
          false,
          true
         ],
         "textinfo": "percent+label",
         "type": "pie",
         "values": [
          241,
          96
         ]
        }
       ],
       "layout": {
        "annotations": [
         {
          "ax": 0,
          "ay": 0,
          "text": "% Gender Distribution",
          "x": 0.14,
          "y": -0.1
         },
         {
          "ax": 0,
          "ay": 0,
          "text": "% SelfMade (M)",
          "x": 0.5,
          "y": -0.1
         },
         {
          "ax": 0,
          "ay": 0,
          "text": "% SelfMade (F)",
          "x": 0.85,
          "y": -0.1
         }
        ],
        "height": 400,
        "showlegend": false,
        "template": {
         "data": {
          "bar": [
           {
            "error_x": {
             "color": "#2a3f5f"
            },
            "error_y": {
             "color": "#2a3f5f"
            },
            "marker": {
             "line": {
              "color": "#E5ECF6",
              "width": 0.5
             },
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "bar"
           }
          ],
          "barpolar": [
           {
            "marker": {
             "line": {
              "color": "#E5ECF6",
              "width": 0.5
             },
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "barpolar"
           }
          ],
          "carpet": [
           {
            "aaxis": {
             "endlinecolor": "#2a3f5f",
             "gridcolor": "white",
             "linecolor": "white",
             "minorgridcolor": "white",
             "startlinecolor": "#2a3f5f"
            },
            "baxis": {
             "endlinecolor": "#2a3f5f",
             "gridcolor": "white",
             "linecolor": "white",
             "minorgridcolor": "white",
             "startlinecolor": "#2a3f5f"
            },
            "type": "carpet"
           }
          ],
          "choropleth": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "choropleth"
           }
          ],
          "contour": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "contour"
           }
          ],
          "contourcarpet": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "contourcarpet"
           }
          ],
          "heatmap": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "heatmap"
           }
          ],
          "heatmapgl": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "heatmapgl"
           }
          ],
          "histogram": [
           {
            "marker": {
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "histogram"
           }
          ],
          "histogram2d": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "histogram2d"
           }
          ],
          "histogram2dcontour": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "histogram2dcontour"
           }
          ],
          "mesh3d": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "mesh3d"
           }
          ],
          "parcoords": [
           {
            "line": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "parcoords"
           }
          ],
          "pie": [
           {
            "automargin": true,
            "type": "pie"
           }
          ],
          "scatter": [
           {
            "fillpattern": {
             "fillmode": "overlay",
             "size": 10,
             "solidity": 0.2
            },
            "type": "scatter"
           }
          ],
          "scatter3d": [
           {
            "line": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatter3d"
           }
          ],
          "scattercarpet": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattercarpet"
           }
          ],
          "scattergeo": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattergeo"
           }
          ],
          "scattergl": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattergl"
           }
          ],
          "scattermapbox": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattermapbox"
           }
          ],
          "scatterpolar": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterpolar"
           }
          ],
          "scatterpolargl": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterpolargl"
           }
          ],
          "scatterternary": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterternary"
           }
          ],
          "surface": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "surface"
           }
          ],
          "table": [
           {
            "cells": {
             "fill": {
              "color": "#EBF0F8"
             },
             "line": {
              "color": "white"
             }
            },
            "header": {
             "fill": {
              "color": "#C8D4E3"
             },
             "line": {
              "color": "white"
             }
            },
            "type": "table"
           }
          ]
         },
         "layout": {
          "annotationdefaults": {
           "arrowcolor": "#2a3f5f",
           "arrowhead": 0,
           "arrowwidth": 1
          },
          "autotypenumbers": "strict",
          "coloraxis": {
           "colorbar": {
            "outlinewidth": 0,
            "ticks": ""
           }
          },
          "colorscale": {
           "diverging": [
            [
             0,
             "#8e0152"
            ],
            [
             0.1,
             "#c51b7d"
            ],
            [
             0.2,
             "#de77ae"
            ],
            [
             0.3,
             "#f1b6da"
            ],
            [
             0.4,
             "#fde0ef"
            ],
            [
             0.5,
             "#f7f7f7"
            ],
            [
             0.6,
             "#e6f5d0"
            ],
            [
             0.7,
             "#b8e186"
            ],
            [
             0.8,
             "#7fbc41"
            ],
            [
             0.9,
             "#4d9221"
            ],
            [
             1,
             "#276419"
            ]
           ],
           "sequential": [
            [
             0,
             "#0d0887"
            ],
            [
             0.1111111111111111,
             "#46039f"
            ],
            [
             0.2222222222222222,
             "#7201a8"
            ],
            [
             0.3333333333333333,
             "#9c179e"
            ],
            [
             0.4444444444444444,
             "#bd3786"
            ],
            [
             0.5555555555555556,
             "#d8576b"
            ],
            [
             0.6666666666666666,
             "#ed7953"
            ],
            [
             0.7777777777777778,
             "#fb9f3a"
            ],
            [
             0.8888888888888888,
             "#fdca26"
            ],
            [
             1,
             "#f0f921"
            ]
           ],
           "sequentialminus": [
            [
             0,
             "#0d0887"
            ],
            [
             0.1111111111111111,
             "#46039f"
            ],
            [
             0.2222222222222222,
             "#7201a8"
            ],
            [
             0.3333333333333333,
             "#9c179e"
            ],
            [
             0.4444444444444444,
             "#bd3786"
            ],
            [
             0.5555555555555556,
             "#d8576b"
            ],
            [
             0.6666666666666666,
             "#ed7953"
            ],
            [
             0.7777777777777778,
             "#fb9f3a"
            ],
            [
             0.8888888888888888,
             "#fdca26"
            ],
            [
             1,
             "#f0f921"
            ]
           ]
          },
          "colorway": [
           "#636efa",
           "#EF553B",
           "#00cc96",
           "#ab63fa",
           "#FFA15A",
           "#19d3f3",
           "#FF6692",
           "#B6E880",
           "#FF97FF",
           "#FECB52"
          ],
          "font": {
           "color": "#2a3f5f"
          },
          "geo": {
           "bgcolor": "white",
           "lakecolor": "white",
           "landcolor": "#E5ECF6",
           "showlakes": true,
           "showland": true,
           "subunitcolor": "white"
          },
          "hoverlabel": {
           "align": "left"
          },
          "hovermode": "closest",
          "mapbox": {
           "style": "light"
          },
          "paper_bgcolor": "white",
          "plot_bgcolor": "#E5ECF6",
          "polar": {
           "angularaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "radialaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "scene": {
           "xaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           },
           "yaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           },
           "zaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           }
          },
          "shapedefaults": {
           "line": {
            "color": "#2a3f5f"
           }
          },
          "ternary": {
           "aaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "baxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "caxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "title": {
           "x": 0.05
          },
          "xaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          },
          "yaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          }
         }
        },
        "title": {
         "text": "Distribution of Gender and SelfMade by Gender"
        }
       }
      }
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gender_counts = df['gender'].str.split(',').explode().value_counts()\n",
    "\n",
    "df_women = df[df['gender'] == 'F']\n",
    "selfMade_counts_women = df_women['selfMade'].value_counts()\n",
    "\n",
    "df_men = df[df['gender'] == 'M']\n",
    "selfMade_counts_men = df_men['selfMade'].value_counts()\n",
    "\n",
    "fig1 = go.Figure(data=[go.Pie(labels=gender_counts.index, values=gender_counts, hole=0.3)])\n",
    "fig1.update_traces(textinfo='percent+label')\n",
    "\n",
    "fig2 = go.Figure(data=[go.Pie(labels=selfMade_counts_men.index, values=selfMade_counts_men, hole=0.3)])\n",
    "fig2.update_traces(textinfo='percent+label')\n",
    "\n",
    "fig3 = go.Figure(data=[go.Pie(labels=selfMade_counts_women.index, values=selfMade_counts_women, hole=0.3)])\n",
    "fig3.update_traces(textinfo='percent+label')\n",
    "\n",
    "fig = make_subplots(rows=1, cols=3, specs=[[{'type': 'domain'}, {'type': 'domain'},{'type': 'sunburst'}]])\n",
    "\n",
    "fig.add_trace(fig1.data[0], row=1, col=1)\n",
    "fig.add_trace(fig2.data[0], row=1, col=2)\n",
    "fig.add_trace(fig3.data[0], row=1, col=3)\n",
    "\n",
    "fig.update_layout(height=400, showlegend=False, title_text=\"Distribution of Gender and SelfMade by Gender\")\n",
    "fig.add_annotation(dict(x=0.14, y=-0.1, ax=0, ay=0, text=\"% Gender Distribution\"))\n",
    "fig.add_annotation(dict(x=0.50, y=-0.1, ax=0, ay=0, text=\"% SelfMade (M)\"))\n",
    "fig.add_annotation(dict(x=0.85, y=-0.1, ax=0, ay=0, text=\"% SelfMade (F)\"))\n",
    "\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Maps using plotly and folium"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Map made using folium on click show name of country and numbers of billionaries from that country"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe srcdoc=\"&lt;!DOCTYPE html&gt;\n",
       "&lt;html&gt;\n",
       "&lt;head&gt;\n",
       "    \n",
       "    &lt;meta http-equiv=&quot;content-type&quot; content=&quot;text/html; charset=UTF-8&quot; /&gt;\n",
       "    \n",
       "        &lt;script&gt;\n",
       "            L_NO_TOUCH = false;\n",
       "            L_DISABLE_3D = false;\n",
       "        &lt;/script&gt;\n",
       "    \n",
       "    &lt;style&gt;html, body {width: 100%;height: 100%;margin: 0;padding: 0;}&lt;/style&gt;\n",
       "    &lt;style&gt;#map {position:absolute;top:0;bottom:0;right:0;left:0;}&lt;/style&gt;\n",
       "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;script src=&quot;https://code.jquery.com/jquery-3.7.1.min.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/js/bootstrap.bundle.min.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/css/bootstrap.min.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://netdna.bootstrapcdn.com/bootstrap/3.0.0/css/bootstrap.min.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/@fortawesome/fontawesome-free@6.2.0/css/all.min.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css&quot;/&gt;\n",
       "    \n",
       "            &lt;meta name=&quot;viewport&quot; content=&quot;width=device-width,\n",
       "                initial-scale=1.0, maximum-scale=1.0, user-scalable=no&quot; /&gt;\n",
       "            &lt;style&gt;\n",
       "                #map_7ec748345796ae3818396c62d2451748 {\n",
       "                    position: relative;\n",
       "                    width: 100.0%;\n",
       "                    height: 100.0%;\n",
       "                    left: 0.0%;\n",
       "                    top: 0.0%;\n",
       "                }\n",
       "                .leaflet-container { font-size: 1rem; }\n",
       "            &lt;/style&gt;\n",
       "        \n",
       "&lt;/head&gt;\n",
       "&lt;body&gt;\n",
       "    \n",
       "    \n",
       "            &lt;div class=&quot;folium-map&quot; id=&quot;map_7ec748345796ae3818396c62d2451748&quot; &gt;&lt;/div&gt;\n",
       "        \n",
       "&lt;/body&gt;\n",
       "&lt;script&gt;\n",
       "    \n",
       "    \n",
       "            var map_7ec748345796ae3818396c62d2451748 = L.map(\n",
       "                &quot;map_7ec748345796ae3818396c62d2451748&quot;,\n",
       "                {\n",
       "                    center: [40.0, -100.0],\n",
       "                    crs: L.CRS.EPSG3857,\n",
       "                    zoom: 4,\n",
       "                    zoomControl: true,\n",
       "                    preferCanvas: false,\n",
       "                }\n",
       "            );\n",
       "\n",
       "            \n",
       "\n",
       "        \n",
       "    \n",
       "            var tile_layer_6add7090a17857a63b964a5911ac6c90 = L.tileLayer(\n",
       "                &quot;https://tile.openstreetmap.org/{z}/{x}/{y}.png&quot;,\n",
       "                {&quot;attribution&quot;: &quot;\\u0026copy; \\u003ca href=\\&quot;https://www.openstreetmap.org/copyright\\&quot;\\u003eOpenStreetMap\\u003c/a\\u003e contributors&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 19, &quot;maxZoom&quot;: 19, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
       "            );\n",
       "        \n",
       "    \n",
       "            tile_layer_6add7090a17857a63b964a5911ac6c90.addTo(map_7ec748345796ae3818396c62d2451748);\n",
       "        \n",
       "    \n",
       "            var marker_30f44cd7f4367fb757b2382e73318034 = L.marker(\n",
       "                [46.227638000000006, 2.2137490000000004],\n",
       "                {}\n",
       "            ).addTo(map_7ec748345796ae3818396c62d2451748);\n",
       "        \n",
       "    \n",
       "        var popup_57b89cb0eaf428b37a4bcb177a1d276f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_c0e690589ec7205857eddd75d93b7499 = $(`&lt;div id=&quot;html_c0e690589ec7205857eddd75d93b7499&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;France Num of billionaires 35&lt;/div&gt;`)[0];\n",
       "                popup_57b89cb0eaf428b37a4bcb177a1d276f.setContent(html_c0e690589ec7205857eddd75d93b7499);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_30f44cd7f4367fb757b2382e73318034.bindPopup(popup_57b89cb0eaf428b37a4bcb177a1d276f)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_276c81c9f26105b2041310801b5676b4 = L.marker(\n",
       "                [37.09024, -95.712891],\n",
       "                {}\n",
       "            ).addTo(map_7ec748345796ae3818396c62d2451748);\n",
       "        \n",
       "    \n",
       "        var popup_0cb3ac16affeb0cc3f6dabe7a65a9bca = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_aae0d14dc5fb7512eb8921939533c074 = $(`&lt;div id=&quot;html_aae0d14dc5fb7512eb8921939533c074&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;United States Num of billionaires 754&lt;/div&gt;`)[0];\n",
       "                popup_0cb3ac16affeb0cc3f6dabe7a65a9bca.setContent(html_aae0d14dc5fb7512eb8921939533c074);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_276c81c9f26105b2041310801b5676b4.bindPopup(popup_0cb3ac16affeb0cc3f6dabe7a65a9bca)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_b26ca340fae4b2538b5f566cb111d001 = L.marker(\n",
       "                [23.634501, -102.55278399999999],\n",
       "                {}\n",
       "            ).addTo(map_7ec748345796ae3818396c62d2451748);\n",
       "        \n",
       "    \n",
       "        var popup_2a246cc1950c1660e7fa03c29875385b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_d1b238e2095697fa249833d304cf4612 = $(`&lt;div id=&quot;html_d1b238e2095697fa249833d304cf4612&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Mexico Num of billionaires 13&lt;/div&gt;`)[0];\n",
       "                popup_2a246cc1950c1660e7fa03c29875385b.setContent(html_d1b238e2095697fa249833d304cf4612);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_b26ca340fae4b2538b5f566cb111d001.bindPopup(popup_2a246cc1950c1660e7fa03c29875385b)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_eae1241e049b00af68b43f6efa3fbbf0 = L.marker(\n",
       "                [20.593683999999996, 78.96288000000001],\n",
       "                {}\n",
       "            ).addTo(map_7ec748345796ae3818396c62d2451748);\n",
       "        \n",
       "    \n",
       "        var popup_07b9f6c0d902b1a87c27f37321a2b3eb = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_7b080129ce75db0a255d212ec8affe56 = $(`&lt;div id=&quot;html_7b080129ce75db0a255d212ec8affe56&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;India Num of billionaires 157&lt;/div&gt;`)[0];\n",
       "                popup_07b9f6c0d902b1a87c27f37321a2b3eb.setContent(html_7b080129ce75db0a255d212ec8affe56);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_eae1241e049b00af68b43f6efa3fbbf0.bindPopup(popup_07b9f6c0d902b1a87c27f37321a2b3eb)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_9890ae9a75a0725477c3ed384d1e4431 = L.marker(\n",
       "                [40.463667, -3.7492199999999998],\n",
       "                {}\n",
       "            ).addTo(map_7ec748345796ae3818396c62d2451748);\n",
       "        \n",
       "    \n",
       "        var popup_053d0aeb8748ff7c8979767dda826c39 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_d56c8801633ef6bd5d7fe14a46cbe2ea = $(`&lt;div id=&quot;html_d56c8801633ef6bd5d7fe14a46cbe2ea&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Spain Num of billionaires 25&lt;/div&gt;`)[0];\n",
       "                popup_053d0aeb8748ff7c8979767dda826c39.setContent(html_d56c8801633ef6bd5d7fe14a46cbe2ea);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_9890ae9a75a0725477c3ed384d1e4431.bindPopup(popup_053d0aeb8748ff7c8979767dda826c39)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_ebe86e62f1fb5985d96731a09c4654af = L.marker(\n",
       "                [35.86166000000001, 104.19539699999997],\n",
       "                {}\n",
       "            ).addTo(map_7ec748345796ae3818396c62d2451748);\n",
       "        \n",
       "    \n",
       "        var popup_6bb159e3d97e7fb6aae69f7229191f4f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_0dc38300495f7e0c4170ca532e213c75 = $(`&lt;div id=&quot;html_0dc38300495f7e0c4170ca532e213c75&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;China Num of billionaires 523&lt;/div&gt;`)[0];\n",
       "                popup_6bb159e3d97e7fb6aae69f7229191f4f.setContent(html_0dc38300495f7e0c4170ca532e213c75);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_ebe86e62f1fb5985d96731a09c4654af.bindPopup(popup_6bb159e3d97e7fb6aae69f7229191f4f)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_0705a17a0796cc389dced77790454da7 = L.marker(\n",
       "                [56.130365999999995, -106.34677100000003],\n",
       "                {}\n",
       "            ).addTo(map_7ec748345796ae3818396c62d2451748);\n",
       "        \n",
       "    \n",
       "        var popup_187293f527d576016d00a06d27e15b54 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_faf852e212e2bafb6d127a7c489b4030 = $(`&lt;div id=&quot;html_faf852e212e2bafb6d127a7c489b4030&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Canada Num of billionaires 42&lt;/div&gt;`)[0];\n",
       "                popup_187293f527d576016d00a06d27e15b54.setContent(html_faf852e212e2bafb6d127a7c489b4030);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_0705a17a0796cc389dced77790454da7.bindPopup(popup_187293f527d576016d00a06d27e15b54)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_666694fa3b0e79925b498e51a3fe715a = L.marker(\n",
       "                [51.16569100000001, 10.451526000000003],\n",
       "                {}\n",
       "            ).addTo(map_7ec748345796ae3818396c62d2451748);\n",
       "        \n",
       "    \n",
       "        var popup_c3347b52963d334605cd67efec1573c0 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_b4c44a5a07dfb95a605f56f7c9be7006 = $(`&lt;div id=&quot;html_b4c44a5a07dfb95a605f56f7c9be7006&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Germany Num of billionaires 102&lt;/div&gt;`)[0];\n",
       "                popup_c3347b52963d334605cd67efec1573c0.setContent(html_b4c44a5a07dfb95a605f56f7c9be7006);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_666694fa3b0e79925b498e51a3fe715a.bindPopup(popup_c3347b52963d334605cd67efec1573c0)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_6c5d87f9562f6469f1cb3b7f1fb64054 = L.marker(\n",
       "                [46.81818800000002, 8.227512000000006],\n",
       "                {}\n",
       "            ).addTo(map_7ec748345796ae3818396c62d2451748);\n",
       "        \n",
       "    \n",
       "        var popup_41fa95ea717a36ca1ae2535e0eac4b67 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_9854731a1d34c09808d1fadd5d4c319a = $(`&lt;div id=&quot;html_9854731a1d34c09808d1fadd5d4c319a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Switzerland Num of billionaires 78&lt;/div&gt;`)[0];\n",
       "                popup_41fa95ea717a36ca1ae2535e0eac4b67.setContent(html_9854731a1d34c09808d1fadd5d4c319a);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_6c5d87f9562f6469f1cb3b7f1fb64054.bindPopup(popup_41fa95ea717a36ca1ae2535e0eac4b67)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_f8a2f87126c1bfe340099356ce902175 = L.marker(\n",
       "                [50.503887, 4.469936],\n",
       "                {}\n",
       "            ).addTo(map_7ec748345796ae3818396c62d2451748);\n",
       "        \n",
       "    \n",
       "        var popup_0e81fb26af358bef69796852daa926c5 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_4dd93521b17cf090e75d057e60f6eecb = $(`&lt;div id=&quot;html_4dd93521b17cf090e75d057e60f6eecb&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Belgium Num of billionaires 3&lt;/div&gt;`)[0];\n",
       "                popup_0e81fb26af358bef69796852daa926c5.setContent(html_4dd93521b17cf090e75d057e60f6eecb);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_f8a2f87126c1bfe340099356ce902175.bindPopup(popup_0e81fb26af358bef69796852daa926c5)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_d982d9eb3e8273d5b9c646dcf4a2ea3a = L.marker(\n",
       "                [0.0, 0.0],\n",
       "                {}\n",
       "            ).addTo(map_7ec748345796ae3818396c62d2451748);\n",
       "        \n",
       "    \n",
       "        var popup_0bb3d8084850df3dfb869406eb99df34 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_f6de5db9032af2b13113891a6f766b0e = $(`&lt;div id=&quot;html_f6de5db9032af2b13113891a6f766b0e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Hong Kong Num of billionaires 68&lt;/div&gt;`)[0];\n",
       "                popup_0bb3d8084850df3dfb869406eb99df34.setContent(html_f6de5db9032af2b13113891a6f766b0e);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_d982d9eb3e8273d5b9c646dcf4a2ea3a.bindPopup(popup_0bb3d8084850df3dfb869406eb99df34)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_12e63b5ed598b9a32a38622552989b8f = L.marker(\n",
       "                [47.516231, 14.550072],\n",
       "                {}\n",
       "            ).addTo(map_7ec748345796ae3818396c62d2451748);\n",
       "        \n",
       "    \n",
       "        var popup_faa3f4c0a1516da878e7cdb794b40f47 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_e1d6440324c55661f1403bc9306d29a3 = $(`&lt;div id=&quot;html_e1d6440324c55661f1403bc9306d29a3&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Austria Num of billionaires 11&lt;/div&gt;`)[0];\n",
       "                popup_faa3f4c0a1516da878e7cdb794b40f47.setContent(html_e1d6440324c55661f1403bc9306d29a3);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_12e63b5ed598b9a32a38622552989b8f.bindPopup(popup_faa3f4c0a1516da878e7cdb794b40f47)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_8f25bbbb7983fd716431bd1b3b8aaa6b = L.marker(\n",
       "                [36.20482399999999, 138.25292400000006],\n",
       "                {}\n",
       "            ).addTo(map_7ec748345796ae3818396c62d2451748);\n",
       "        \n",
       "    \n",
       "        var popup_6321dcb1d53599e1640956ee03d80169 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_c76b80b145b6373cd2f6457bdaf5ac04 = $(`&lt;div id=&quot;html_c76b80b145b6373cd2f6457bdaf5ac04&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Japan Num of billionaires 38&lt;/div&gt;`)[0];\n",
       "                popup_6321dcb1d53599e1640956ee03d80169.setContent(html_c76b80b145b6373cd2f6457bdaf5ac04);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_8f25bbbb7983fd716431bd1b3b8aaa6b.bindPopup(popup_6321dcb1d53599e1640956ee03d80169)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_05f159ab530d02aa23856b3faa322ca4 = L.marker(\n",
       "                [55.378051000000006, -3.4359729999999997],\n",
       "                {}\n",
       "            ).addTo(map_7ec748345796ae3818396c62d2451748);\n",
       "        \n",
       "    \n",
       "        var popup_7b7af900f137842964f9db5df1bef765 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_1a43e7833978b45fc6cf41b6181b4750 = $(`&lt;div id=&quot;html_1a43e7833978b45fc6cf41b6181b4750&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;United Kingdom Num of billionaires 82&lt;/div&gt;`)[0];\n",
       "                popup_7b7af900f137842964f9db5df1bef765.setContent(html_1a43e7833978b45fc6cf41b6181b4750);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_05f159ab530d02aa23856b3faa322ca4.bindPopup(popup_7b7af900f137842964f9db5df1bef765)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_ab55d8a84bc82a7037da8609729c73b3 = L.marker(\n",
       "                [-25.274398000000005, 133.775136],\n",
       "                {}\n",
       "            ).addTo(map_7ec748345796ae3818396c62d2451748);\n",
       "        \n",
       "    \n",
       "        var popup_186239dea46b25da115c690eab7a6c94 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_7f0dab42bceff51f15fd61c6b9fe3b4f = $(`&lt;div id=&quot;html_7f0dab42bceff51f15fd61c6b9fe3b4f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Australia Num of billionaires 43&lt;/div&gt;`)[0];\n",
       "                popup_186239dea46b25da115c690eab7a6c94.setContent(html_7f0dab42bceff51f15fd61c6b9fe3b4f);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_ab55d8a84bc82a7037da8609729c73b3.bindPopup(popup_186239dea46b25da115c690eab7a6c94)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_28a7073c25c9b8bd9ddcddb5f0c4706f = L.marker(\n",
       "                [-0.789275, 113.921327],\n",
       "                {}\n",
       "            ).addTo(map_7ec748345796ae3818396c62d2451748);\n",
       "        \n",
       "    \n",
       "        var popup_401f7db7482d209e07b2e0339bded847 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_b634c7a429e7c7179596010297ee0736 = $(`&lt;div id=&quot;html_b634c7a429e7c7179596010297ee0736&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Indonesia Num of billionaires 25&lt;/div&gt;`)[0];\n",
       "                popup_401f7db7482d209e07b2e0339bded847.setContent(html_b634c7a429e7c7179596010297ee0736);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_28a7073c25c9b8bd9ddcddb5f0c4706f.bindPopup(popup_401f7db7482d209e07b2e0339bded847)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_01c84f3025e09abc24af6f25f8e92eaa = L.marker(\n",
       "                [23.424076, 53.847818],\n",
       "                {}\n",
       "            ).addTo(map_7ec748345796ae3818396c62d2451748);\n",
       "        \n",
       "    \n",
       "        var popup_87d32925b2ed8c377415efac34d44771 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_31ed4af34d23252c277edda83b2bd7a8 = $(`&lt;div id=&quot;html_31ed4af34d23252c277edda83b2bd7a8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;United Arab Emirates Num of billionaires 17&lt;/div&gt;`)[0];\n",
       "                popup_87d32925b2ed8c377415efac34d44771.setContent(html_31ed4af34d23252c277edda83b2bd7a8);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_01c84f3025e09abc24af6f25f8e92eaa.bindPopup(popup_87d32925b2ed8c377415efac34d44771)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_026224e8455d591a8aa677ee6defd72c = L.marker(\n",
       "                [61.52401, 105.31875599999998],\n",
       "                {}\n",
       "            ).addTo(map_7ec748345796ae3818396c62d2451748);\n",
       "        \n",
       "    \n",
       "        var popup_f2ede2bb8b98529bc5c313245244e982 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_8d6b5f0bb402d6e3178ba07f446cfc19 = $(`&lt;div id=&quot;html_8d6b5f0bb402d6e3178ba07f446cfc19&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Russia Num of billionaires 79&lt;/div&gt;`)[0];\n",
       "                popup_f2ede2bb8b98529bc5c313245244e982.setContent(html_8d6b5f0bb402d6e3178ba07f446cfc19);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_026224e8455d591a8aa677ee6defd72c.bindPopup(popup_f2ede2bb8b98529bc5c313245244e982)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_23d88939ccfcc009360ca9cd98f00be9 = L.marker(\n",
       "                [-35.675147, -71.54296899999999],\n",
       "                {}\n",
       "            ).addTo(map_7ec748345796ae3818396c62d2451748);\n",
       "        \n",
       "    \n",
       "        var popup_21064e4e6f42f4188e6ff3b9896a1779 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_a73560eb879bab9854c5181bb9b2128b = $(`&lt;div id=&quot;html_a73560eb879bab9854c5181bb9b2128b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Chile Num of billionaires 6&lt;/div&gt;`)[0];\n",
       "                popup_21064e4e6f42f4188e6ff3b9896a1779.setContent(html_a73560eb879bab9854c5181bb9b2128b);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_23d88939ccfcc009360ca9cd98f00be9.bindPopup(popup_21064e4e6f42f4188e6ff3b9896a1779)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_b07183f25c91c48e49d412dfc3515f9a = L.marker(\n",
       "                [43.7384176, 7.4246158],\n",
       "                {}\n",
       "            ).addTo(map_7ec748345796ae3818396c62d2451748);\n",
       "        \n",
       "    \n",
       "        var popup_35bd17c646c3d9c1eb002ba959f21b66 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_90bb00a5b422fcf2de0377afe5dbde93 = $(`&lt;div id=&quot;html_90bb00a5b422fcf2de0377afe5dbde93&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Monaco Num of billionaires 17&lt;/div&gt;`)[0];\n",
       "                popup_35bd17c646c3d9c1eb002ba959f21b66.setContent(html_90bb00a5b422fcf2de0377afe5dbde93);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_b07183f25c91c48e49d412dfc3515f9a.bindPopup(popup_35bd17c646c3d9c1eb002ba959f21b66)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_1258ca986349bc5ae8a5908a2240e03d = L.marker(\n",
       "                [49.81749200000001, 15.472961999999999],\n",
       "                {}\n",
       "            ).addTo(map_7ec748345796ae3818396c62d2451748);\n",
       "        \n",
       "    \n",
       "        var popup_54125bceb97338c0db2bc4594186869a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_38085f1fc3586f839ea9097e9d0c78fa = $(`&lt;div id=&quot;html_38085f1fc3586f839ea9097e9d0c78fa&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Czech Republic Num of billionaires 7&lt;/div&gt;`)[0];\n",
       "                popup_54125bceb97338c0db2bc4594186869a.setContent(html_38085f1fc3586f839ea9097e9d0c78fa);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_1258ca986349bc5ae8a5908a2240e03d.bindPopup(popup_54125bceb97338c0db2bc4594186869a)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_d815ae48fce0a046bc1bf44b822c7f81 = L.marker(\n",
       "                [60.128161000000006, 18.643501],\n",
       "                {}\n",
       "            ).addTo(map_7ec748345796ae3818396c62d2451748);\n",
       "        \n",
       "    \n",
       "        var popup_0289cde545f2d68ee7785dda56c64366 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_8799dd0526b81a12156f0a16e8ce41a0 = $(`&lt;div id=&quot;html_8799dd0526b81a12156f0a16e8ce41a0&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Sweden Num of billionaires 26&lt;/div&gt;`)[0];\n",
       "                popup_0289cde545f2d68ee7785dda56c64366.setContent(html_8799dd0526b81a12156f0a16e8ce41a0);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_d815ae48fce0a046bc1bf44b822c7f81.bindPopup(popup_0289cde545f2d68ee7785dda56c64366)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_58a1ca24e16d3a1b2917ff6c02c847e5 = L.marker(\n",
       "                [0.0, 0.0],\n",
       "                {}\n",
       "            ).addTo(map_7ec748345796ae3818396c62d2451748);\n",
       "        \n",
       "    \n",
       "        var popup_26263f32c9022b9edebaeb8e638dc272 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_b5a80e902b41068fbac1f816021db881 = $(`&lt;div id=&quot;html_b5a80e902b41068fbac1f816021db881&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Unknown Num of billionaires 38&lt;/div&gt;`)[0];\n",
       "                popup_26263f32c9022b9edebaeb8e638dc272.setContent(html_b5a80e902b41068fbac1f816021db881);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_58a1ca24e16d3a1b2917ff6c02c847e5.bindPopup(popup_26263f32c9022b9edebaeb8e638dc272)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_eb56323cbdd4b197b2b935d28dbe5e53 = L.marker(\n",
       "                [15.870031999999997, 100.992541],\n",
       "                {}\n",
       "            ).addTo(map_7ec748345796ae3818396c62d2451748);\n",
       "        \n",
       "    \n",
       "        var popup_7e7172941612c433dbe07f942bdc6d26 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_2fefa22a090903cb584d6e309f75a52f = $(`&lt;div id=&quot;html_2fefa22a090903cb584d6e309f75a52f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Thailand Num of billionaires 28&lt;/div&gt;`)[0];\n",
       "                popup_7e7172941612c433dbe07f942bdc6d26.setContent(html_2fefa22a090903cb584d6e309f75a52f);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_eb56323cbdd4b197b2b935d28dbe5e53.bindPopup(popup_7e7172941612c433dbe07f942bdc6d26)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_8417e0ff9bbfb2b642ad4fb83c570a14 = L.marker(\n",
       "                [41.377491, 64.585262],\n",
       "                {}\n",
       "            ).addTo(map_7ec748345796ae3818396c62d2451748);\n",
       "        \n",
       "    \n",
       "        var popup_4d1104a2b91c5334e8c751b6cb30f2cc = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_489154a86e9ccfb007cb2a794a14f881 = $(`&lt;div id=&quot;html_489154a86e9ccfb007cb2a794a14f881&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Uzbekistan Num of billionaires 1&lt;/div&gt;`)[0];\n",
       "                popup_4d1104a2b91c5334e8c751b6cb30f2cc.setContent(html_489154a86e9ccfb007cb2a794a14f881);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_8417e0ff9bbfb2b642ad4fb83c570a14.bindPopup(popup_4d1104a2b91c5334e8c751b6cb30f2cc)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_4a3c64b6ef448953914bcbf6b558a196 = L.marker(\n",
       "                [1.3520830000000001, 103.81983599999994],\n",
       "                {}\n",
       "            ).addTo(map_7ec748345796ae3818396c62d2451748);\n",
       "        \n",
       "    \n",
       "        var popup_ecb354cf0954b595e8e00bf3446fef55 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_f70e2b56867b62d9df7f125f93880dc0 = $(`&lt;div id=&quot;html_f70e2b56867b62d9df7f125f93880dc0&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Singapore Num of billionaires 46&lt;/div&gt;`)[0];\n",
       "                popup_ecb354cf0954b595e8e00bf3446fef55.setContent(html_f70e2b56867b62d9df7f125f93880dc0);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_4a3c64b6ef448953914bcbf6b558a196.bindPopup(popup_ecb354cf0954b595e8e00bf3446fef55)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_768c396911640e132c3617577e35d73a = L.marker(\n",
       "                [9.081999, 8.675277],\n",
       "                {}\n",
       "            ).addTo(map_7ec748345796ae3818396c62d2451748);\n",
       "        \n",
       "    \n",
       "        var popup_42098c8a2f448d33ac11de57d9959328 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_b769ec379f1f3ef5dc22821ce218c0ce = $(`&lt;div id=&quot;html_b769ec379f1f3ef5dc22821ce218c0ce&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Nigeria Num of billionaires 3&lt;/div&gt;`)[0];\n",
       "                popup_42098c8a2f448d33ac11de57d9959328.setContent(html_b769ec379f1f3ef5dc22821ce218c0ce);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_768c396911640e132c3617577e35d73a.bindPopup(popup_42098c8a2f448d33ac11de57d9959328)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_2241418e6091f7f55684b2bb3e6aafb3 = L.marker(\n",
       "                [31.046051, 34.851612],\n",
       "                {}\n",
       "            ).addTo(map_7ec748345796ae3818396c62d2451748);\n",
       "        \n",
       "    \n",
       "        var popup_c996db1adc47c0f843418d6fbde14b63 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_0c907fd22a740042429231018a317963 = $(`&lt;div id=&quot;html_0c907fd22a740042429231018a317963&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Israel Num of billionaires 26&lt;/div&gt;`)[0];\n",
       "                popup_c996db1adc47c0f843418d6fbde14b63.setContent(html_0c907fd22a740042429231018a317963);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_2241418e6091f7f55684b2bb3e6aafb3.bindPopup(popup_c996db1adc47c0f843418d6fbde14b63)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_24813cc47bbcd83e70acec1bae19be30 = L.marker(\n",
       "                [41.87194, 12.567379999999995],\n",
       "                {}\n",
       "            ).addTo(map_7ec748345796ae3818396c62d2451748);\n",
       "        \n",
       "    \n",
       "        var popup_ef612e261906ef21618286742ad08200 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_708921c6f5cbd91cc3c314072e1a6ae6 = $(`&lt;div id=&quot;html_708921c6f5cbd91cc3c314072e1a6ae6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Italy Num of billionaires 55&lt;/div&gt;`)[0];\n",
       "                popup_ef612e261906ef21618286742ad08200.setContent(html_708921c6f5cbd91cc3c314072e1a6ae6);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_24813cc47bbcd83e70acec1bae19be30.bindPopup(popup_ef612e261906ef21618286742ad08200)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_ecf6a7eb6cdeea8a902f249f7d2475e4 = L.marker(\n",
       "                [-30.559481999999996, 22.937506],\n",
       "                {}\n",
       "            ).addTo(map_7ec748345796ae3818396c62d2451748);\n",
       "        \n",
       "    \n",
       "        var popup_9eb48e8d6b6d3ea1b9b2ec9fc2e69ce4 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_3e4021a609dd73b97017a04678231377 = $(`&lt;div id=&quot;html_3e4021a609dd73b97017a04678231377&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;South Africa Num of billionaires 5&lt;/div&gt;`)[0];\n",
       "                popup_9eb48e8d6b6d3ea1b9b2ec9fc2e69ce4.setContent(html_3e4021a609dd73b97017a04678231377);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_ecf6a7eb6cdeea8a902f249f7d2475e4.bindPopup(popup_9eb48e8d6b6d3ea1b9b2ec9fc2e69ce4)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_3306ec2b63c71d7d850fd3ac5858d93e = L.marker(\n",
       "                [-14.235004000000002, -51.925279999999994],\n",
       "                {}\n",
       "            ).addTo(map_7ec748345796ae3818396c62d2451748);\n",
       "        \n",
       "    \n",
       "        var popup_493097783af7acbb8c75c4494f1483d0 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_ad211e96332294c0b886db805be18111 = $(`&lt;div id=&quot;html_ad211e96332294c0b886db805be18111&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Brazil Num of billionaires 44&lt;/div&gt;`)[0];\n",
       "                popup_493097783af7acbb8c75c4494f1483d0.setContent(html_ad211e96332294c0b886db805be18111);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_3306ec2b63c71d7d850fd3ac5858d93e.bindPopup(popup_493097783af7acbb8c75c4494f1483d0)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_1e8275991379d4f48989a44145b89cdb = L.marker(\n",
       "                [4.210484, 101.97576600000001],\n",
       "                {}\n",
       "            ).addTo(map_7ec748345796ae3818396c62d2451748);\n",
       "        \n",
       "    \n",
       "        var popup_025f6d2d04df40b360b21d1c99bbc33b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_ad4508146e62864e34425f4a82e3f8a1 = $(`&lt;div id=&quot;html_ad4508146e62864e34425f4a82e3f8a1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Malaysia Num of billionaires 11&lt;/div&gt;`)[0];\n",
       "                popup_025f6d2d04df40b360b21d1c99bbc33b.setContent(html_ad4508146e62864e34425f4a82e3f8a1);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_1e8275991379d4f48989a44145b89cdb.bindPopup(popup_025f6d2d04df40b360b21d1c99bbc33b)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_f77de149db0eb79e472122662a37e1c5 = L.marker(\n",
       "                [35.90775699999999, 127.76692199999995],\n",
       "                {}\n",
       "            ).addTo(map_7ec748345796ae3818396c62d2451748);\n",
       "        \n",
       "    \n",
       "        var popup_2cd020182b150e8deda10f102f6d17ad = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_3266d15b4d945400cb8d82e0c87080e4 = $(`&lt;div id=&quot;html_3266d15b4d945400cb8d82e0c87080e4&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;South Korea Num of billionaires 29&lt;/div&gt;`)[0];\n",
       "                popup_2cd020182b150e8deda10f102f6d17ad.setContent(html_3266d15b4d945400cb8d82e0c87080e4);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_f77de149db0eb79e472122662a37e1c5.bindPopup(popup_2cd020182b150e8deda10f102f6d17ad)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_e499e93a0ff98a925af7505cb332bf85 = L.marker(\n",
       "                [-40.900557, 174.885971],\n",
       "                {}\n",
       "            ).addTo(map_7ec748345796ae3818396c62d2451748);\n",
       "        \n",
       "    \n",
       "        var popup_82e30895567e0004aff6ff8271b1880b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_906b734135a3dc500467df4a8078e6fd = $(`&lt;div id=&quot;html_906b734135a3dc500467df4a8078e6fd&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;New Zealand Num of billionaires 2&lt;/div&gt;`)[0];\n",
       "                popup_82e30895567e0004aff6ff8271b1880b.setContent(html_906b734135a3dc500467df4a8078e6fd);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_e499e93a0ff98a925af7505cb332bf85.bindPopup(popup_82e30895567e0004aff6ff8271b1880b)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_55f765dcd67c269f79ca3752eb4137e8 = L.marker(\n",
       "                [12.879720999999998, 121.77401699999999],\n",
       "                {}\n",
       "            ).addTo(map_7ec748345796ae3818396c62d2451748);\n",
       "        \n",
       "    \n",
       "        var popup_db97665ddb340e6aafee767ac9afa7b5 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_84280174232da9ae65f17cce40adb758 = $(`&lt;div id=&quot;html_84280174232da9ae65f17cce40adb758&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Philippines Num of billionaires 14&lt;/div&gt;`)[0];\n",
       "                popup_db97665ddb340e6aafee767ac9afa7b5.setContent(html_84280174232da9ae65f17cce40adb758);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_55f765dcd67c269f79ca3752eb4137e8.bindPopup(popup_db97665ddb340e6aafee767ac9afa7b5)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_2873ba6d641e2fe0d7fdb7aadc07b2a5 = L.marker(\n",
       "                [0.0, 0.0],\n",
       "                {}\n",
       "            ).addTo(map_7ec748345796ae3818396c62d2451748);\n",
       "        \n",
       "    \n",
       "        var popup_435c7cf7ee10f2a5900c6fc3d55ec9f0 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_f17c20a24d37224d32eadb07c1ab1a50 = $(`&lt;div id=&quot;html_f17c20a24d37224d32eadb07c1ab1a50&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Taiwan Num of billionaires 43&lt;/div&gt;`)[0];\n",
       "                popup_435c7cf7ee10f2a5900c6fc3d55ec9f0.setContent(html_f17c20a24d37224d32eadb07c1ab1a50);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_2873ba6d641e2fe0d7fdb7aadc07b2a5.bindPopup(popup_435c7cf7ee10f2a5900c6fc3d55ec9f0)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_5dc3e0819eef71d8267134169bdde881 = L.marker(\n",
       "                [60.472024, 8.468946],\n",
       "                {}\n",
       "            ).addTo(map_7ec748345796ae3818396c62d2451748);\n",
       "        \n",
       "    \n",
       "        var popup_81e5eb35658f1e84917d5f4c5d659a77 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_0293a560245e0edae743dc53d15e1e87 = $(`&lt;div id=&quot;html_0293a560245e0edae743dc53d15e1e87&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Norway Num of billionaires 9&lt;/div&gt;`)[0];\n",
       "                popup_81e5eb35658f1e84917d5f4c5d659a77.setContent(html_0293a560245e0edae743dc53d15e1e87);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_5dc3e0819eef71d8267134169bdde881.bindPopup(popup_81e5eb35658f1e84917d5f4c5d659a77)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_77f7cfe24cbdf1615a96a5bc4f32d14b = L.marker(\n",
       "                [26.820553, 30.802498],\n",
       "                {}\n",
       "            ).addTo(map_7ec748345796ae3818396c62d2451748);\n",
       "        \n",
       "    \n",
       "        var popup_ef5774ac8d3e3a37600a87c34405353d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_f0b9a0f3eec84c6151e01bd30a46e73b = $(`&lt;div id=&quot;html_f0b9a0f3eec84c6151e01bd30a46e73b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Egypt Num of billionaires 4&lt;/div&gt;`)[0];\n",
       "                popup_ef5774ac8d3e3a37600a87c34405353d.setContent(html_f0b9a0f3eec84c6151e01bd30a46e73b);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_77f7cfe24cbdf1615a96a5bc4f32d14b.bindPopup(popup_ef5774ac8d3e3a37600a87c34405353d)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_66762c7df35817de0cb3fd81ceec15a9 = L.marker(\n",
       "                [56.26391999999999, 9.501785],\n",
       "                {}\n",
       "            ).addTo(map_7ec748345796ae3818396c62d2451748);\n",
       "        \n",
       "    \n",
       "        var popup_680ac7437d16df94b97f100e18b27e87 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_34a0ecc7cb9b8a2efb9d4e89151a5f1c = $(`&lt;div id=&quot;html_34a0ecc7cb9b8a2efb9d4e89151a5f1c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Denmark Num of billionaires 7&lt;/div&gt;`)[0];\n",
       "                popup_680ac7437d16df94b97f100e18b27e87.setContent(html_34a0ecc7cb9b8a2efb9d4e89151a5f1c);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_66762c7df35817de0cb3fd81ceec15a9.bindPopup(popup_680ac7437d16df94b97f100e18b27e87)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_c1d53b14a1f9375ed75e26578eb507e9 = L.marker(\n",
       "                [0.0, 0.0],\n",
       "                {}\n",
       "            ).addTo(map_7ec748345796ae3818396c62d2451748);\n",
       "        \n",
       "    \n",
       "        var popup_71582fca90ed2c4b2db032c637f16c1b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_c0ba80c2b41e2e801efe345409c00410 = $(`&lt;div id=&quot;html_c0ba80c2b41e2e801efe345409c00410&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Eswatini (Swaziland) Num of billionaires 1&lt;/div&gt;`)[0];\n",
       "                popup_71582fca90ed2c4b2db032c637f16c1b.setContent(html_c0ba80c2b41e2e801efe345409c00410);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_c1d53b14a1f9375ed75e26578eb507e9.bindPopup(popup_71582fca90ed2c4b2db032c637f16c1b)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_4811815528e4d9b35c6f83a743301c9a = L.marker(\n",
       "                [4.570868, -74.297333],\n",
       "                {}\n",
       "            ).addTo(map_7ec748345796ae3818396c62d2451748);\n",
       "        \n",
       "    \n",
       "        var popup_3d97397cc1a353af9cac32256fcb240d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_5c71052fd70ef1075c29dc405e71f85c = $(`&lt;div id=&quot;html_5c71052fd70ef1075c29dc405e71f85c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Colombia Num of billionaires 1&lt;/div&gt;`)[0];\n",
       "                popup_3d97397cc1a353af9cac32256fcb240d.setContent(html_5c71052fd70ef1075c29dc405e71f85c);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_4811815528e4d9b35c6f83a743301c9a.bindPopup(popup_3d97397cc1a353af9cac32256fcb240d)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_86a946d1938db1b5f0ec47cf3cca9832 = L.marker(\n",
       "                [52.132633, 5.291266],\n",
       "                {}\n",
       "            ).addTo(map_7ec748345796ae3818396c62d2451748);\n",
       "        \n",
       "    \n",
       "        var popup_a28510cb7c40fa9a8bdeee9d44a3c37a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_c5485eb5d833a2ee35a8ae29c73115a6 = $(`&lt;div id=&quot;html_c5485eb5d833a2ee35a8ae29c73115a6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Netherlands Num of billionaires 10&lt;/div&gt;`)[0];\n",
       "                popup_a28510cb7c40fa9a8bdeee9d44a3c37a.setContent(html_c5485eb5d833a2ee35a8ae29c73115a6);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_86a946d1938db1b5f0ec47cf3cca9832.bindPopup(popup_a28510cb7c40fa9a8bdeee9d44a3c37a)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_a12302124d852a466185712c3595adce = L.marker(\n",
       "                [51.919438, 19.145136],\n",
       "                {}\n",
       "            ).addTo(map_7ec748345796ae3818396c62d2451748);\n",
       "        \n",
       "    \n",
       "        var popup_47796a0579903cc722da10b75ac768f8 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_0ca80338d982eacda28e702a05b5ab9c = $(`&lt;div id=&quot;html_0ca80338d982eacda28e702a05b5ab9c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Poland Num of billionaires 5&lt;/div&gt;`)[0];\n",
       "                popup_47796a0579903cc722da10b75ac768f8.setContent(html_0ca80338d982eacda28e702a05b5ab9c);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_a12302124d852a466185712c3595adce.bindPopup(popup_47796a0579903cc722da10b75ac768f8)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_4809611793a68324f6d8e30b8f76512b = L.marker(\n",
       "                [0.0, 0.0],\n",
       "                {}\n",
       "            ).addTo(map_7ec748345796ae3818396c62d2451748);\n",
       "        \n",
       "    \n",
       "        var popup_b267da451d36f224f1c30122aae159ad = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_29466e8128ea57c5b5ea35c2d0909ab6 = $(`&lt;div id=&quot;html_29466e8128ea57c5b5ea35c2d0909ab6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Bahamas Num of billionaires 2&lt;/div&gt;`)[0];\n",
       "                popup_b267da451d36f224f1c30122aae159ad.setContent(html_29466e8128ea57c5b5ea35c2d0909ab6);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_4809611793a68324f6d8e30b8f76512b.bindPopup(popup_b267da451d36f224f1c30122aae159ad)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_839f4ddeef00ee2d031cfbae434f1386 = L.marker(\n",
       "                [48.379433, 31.165580000000002],\n",
       "                {}\n",
       "            ).addTo(map_7ec748345796ae3818396c62d2451748);\n",
       "        \n",
       "    \n",
       "        var popup_da8d2008ef0a17e2c32f69de8024d8f2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_bbb74b572e3deb3f19b1664d4b308bb6 = $(`&lt;div id=&quot;html_bbb74b572e3deb3f19b1664d4b308bb6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Ukraine Num of billionaires 6&lt;/div&gt;`)[0];\n",
       "                popup_da8d2008ef0a17e2c32f69de8024d8f2.setContent(html_bbb74b572e3deb3f19b1664d4b308bb6);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_839f4ddeef00ee2d031cfbae434f1386.bindPopup(popup_da8d2008ef0a17e2c32f69de8024d8f2)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_9d5233ef55e1ab6488d4c18b5e912fbe = L.marker(\n",
       "                [0.0, 0.0],\n",
       "                {}\n",
       "            ).addTo(map_7ec748345796ae3818396c62d2451748);\n",
       "        \n",
       "    \n",
       "        var popup_781db376620a9cf2e59f7e41a4b0c701 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_73dd43e08dd650a982f445196e21697c = $(`&lt;div id=&quot;html_73dd43e08dd650a982f445196e21697c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Cayman Islands Num of billionaires 3&lt;/div&gt;`)[0];\n",
       "                popup_781db376620a9cf2e59f7e41a4b0c701.setContent(html_73dd43e08dd650a982f445196e21697c);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_9d5233ef55e1ab6488d4c18b5e912fbe.bindPopup(popup_781db376620a9cf2e59f7e41a4b0c701)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_0f62504fee0b7567d059061672f934b4 = L.marker(\n",
       "                [39.074208, 21.824312000000003],\n",
       "                {}\n",
       "            ).addTo(map_7ec748345796ae3818396c62d2451748);\n",
       "        \n",
       "    \n",
       "        var popup_9f70d6080e18d7a1977fa9db8345aed4 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_5d91e94ac3214ef2bd20bbef7f08b1c9 = $(`&lt;div id=&quot;html_5d91e94ac3214ef2bd20bbef7f08b1c9&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Greece Num of billionaires 3&lt;/div&gt;`)[0];\n",
       "                popup_9f70d6080e18d7a1977fa9db8345aed4.setContent(html_5d91e94ac3214ef2bd20bbef7f08b1c9);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_0f62504fee0b7567d059061672f934b4.bindPopup(popup_9f70d6080e18d7a1977fa9db8345aed4)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_1b4260835ec569c0f19690710b798930 = L.marker(\n",
       "                [38.963745, 35.243322],\n",
       "                {}\n",
       "            ).addTo(map_7ec748345796ae3818396c62d2451748);\n",
       "        \n",
       "    \n",
       "        var popup_0369c6af64a367182f0617a623b9d321 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_76dae6147ed36252bb5d09d825431289 = $(`&lt;div id=&quot;html_76dae6147ed36252bb5d09d825431289&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Turkey Num of billionaires 25&lt;/div&gt;`)[0];\n",
       "                popup_0369c6af64a367182f0617a623b9d321.setContent(html_76dae6147ed36252bb5d09d825431289);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_1b4260835ec569c0f19690710b798930.bindPopup(popup_0369c6af64a367182f0617a623b9d321)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_b6a4aef3538443df4d75fa78b295adf4 = L.marker(\n",
       "                [-38.416097, -63.616672],\n",
       "                {}\n",
       "            ).addTo(map_7ec748345796ae3818396c62d2451748);\n",
       "        \n",
       "    \n",
       "        var popup_22894618f53a8ebfc9ab397ad76d2e3f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_aa5cd77f012728cc85b9b890478af154 = $(`&lt;div id=&quot;html_aa5cd77f012728cc85b9b890478af154&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Argentina Num of billionaires 4&lt;/div&gt;`)[0];\n",
       "                popup_22894618f53a8ebfc9ab397ad76d2e3f.setContent(html_aa5cd77f012728cc85b9b890478af154);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_b6a4aef3538443df4d75fa78b295adf4.bindPopup(popup_22894618f53a8ebfc9ab397ad76d2e3f)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_b581daf1c2080786f3716ace60c60040 = L.marker(\n",
       "                [42.315407, 43.356892],\n",
       "                {}\n",
       "            ).addTo(map_7ec748345796ae3818396c62d2451748);\n",
       "        \n",
       "    \n",
       "        var popup_1ff3fcfa56971968dceb8cf7b8995b5e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_4fe0f290ccd0b90267529426e726001d = $(`&lt;div id=&quot;html_4fe0f290ccd0b90267529426e726001d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Georgia Num of billionaires 1&lt;/div&gt;`)[0];\n",
       "                popup_1ff3fcfa56971968dceb8cf7b8995b5e.setContent(html_4fe0f290ccd0b90267529426e726001d);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_b581daf1c2080786f3716ace60c60040.bindPopup(popup_1ff3fcfa56971968dceb8cf7b8995b5e)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_5c3697144c8600aa83bbf5448aefd2a1 = L.marker(\n",
       "                [39.399872, -8.224454],\n",
       "                {}\n",
       "            ).addTo(map_7ec748345796ae3818396c62d2451748);\n",
       "        \n",
       "    \n",
       "        var popup_a2b1d3139be15ef72a6138e9e6f15d47 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_ee93ff10951a5d1d9f514188ae0da543 = $(`&lt;div id=&quot;html_ee93ff10951a5d1d9f514188ae0da543&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Portugal Num of billionaires 1&lt;/div&gt;`)[0];\n",
       "                popup_a2b1d3139be15ef72a6138e9e6f15d47.setContent(html_ee93ff10951a5d1d9f514188ae0da543);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_5c3697144c8600aa83bbf5448aefd2a1.bindPopup(popup_a2b1d3139be15ef72a6138e9e6f15d47)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_0a144fbb1b5d5c205e130dd16faedd19 = L.marker(\n",
       "                [48.019572999999994, 66.923684],\n",
       "                {}\n",
       "            ).addTo(map_7ec748345796ae3818396c62d2451748);\n",
       "        \n",
       "    \n",
       "        var popup_0dbb1eff5020713a5df97a24808c5628 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_85d41845ce740d92db5309af9e8da6c0 = $(`&lt;div id=&quot;html_85d41845ce740d92db5309af9e8da6c0&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Kazakhstan Num of billionaires 7&lt;/div&gt;`)[0];\n",
       "                popup_0dbb1eff5020713a5df97a24808c5628.setContent(html_85d41845ce740d92db5309af9e8da6c0);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_0a144fbb1b5d5c205e130dd16faedd19.bindPopup(popup_0dbb1eff5020713a5df97a24808c5628)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_ab74a31166fa10ceefb6365cfbdd0855 = L.marker(\n",
       "                [28.033886, 1.659626],\n",
       "                {}\n",
       "            ).addTo(map_7ec748345796ae3818396c62d2451748);\n",
       "        \n",
       "    \n",
       "        var popup_be688356a9649a89a16858459984d015 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_fc519570dec5940ff63f351d0d64831e = $(`&lt;div id=&quot;html_fc519570dec5940ff63f351d0d64831e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Algeria Num of billionaires 1&lt;/div&gt;`)[0];\n",
       "                popup_be688356a9649a89a16858459984d015.setContent(html_fc519570dec5940ff63f351d0d64831e);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_ab74a31166fa10ceefb6365cfbdd0855.bindPopup(popup_be688356a9649a89a16858459984d015)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_40be84bdcda228cb310c30690a5a5806 = L.marker(\n",
       "                [14.058324, 108.277199],\n",
       "                {}\n",
       "            ).addTo(map_7ec748345796ae3818396c62d2451748);\n",
       "        \n",
       "    \n",
       "        var popup_b7cd2024bd8910e387ae5b26cbb1638b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_10814f3ae391f112750abe4368c4566e = $(`&lt;div id=&quot;html_10814f3ae391f112750abe4368c4566e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Vietnam Num of billionaires 6&lt;/div&gt;`)[0];\n",
       "                popup_b7cd2024bd8910e387ae5b26cbb1638b.setContent(html_10814f3ae391f112750abe4368c4566e);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_40be84bdcda228cb310c30690a5a5806.bindPopup(popup_b7cd2024bd8910e387ae5b26cbb1638b)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_cdc2af16e0e62be25f9d9dc7cbaecc94 = L.marker(\n",
       "                [56.879635, 24.603189],\n",
       "                {}\n",
       "            ).addTo(map_7ec748345796ae3818396c62d2451748);\n",
       "        \n",
       "    \n",
       "        var popup_7ebf740863d67b14dc967e40e9045029 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_e246e3b00248a47ba98b4a12e5fc6553 = $(`&lt;div id=&quot;html_e246e3b00248a47ba98b4a12e5fc6553&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Latvia Num of billionaires 1&lt;/div&gt;`)[0];\n",
       "                popup_7ebf740863d67b14dc967e40e9045029.setContent(html_e246e3b00248a47ba98b4a12e5fc6553);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_cdc2af16e0e62be25f9d9dc7cbaecc94.bindPopup(popup_7ebf740863d67b14dc967e40e9045029)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_2a3a63ed5bb8967dc9e21f71c455aea2 = L.marker(\n",
       "                [61.92410999999999, 25.748151000000004],\n",
       "                {}\n",
       "            ).addTo(map_7ec748345796ae3818396c62d2451748);\n",
       "        \n",
       "    \n",
       "        var popup_1070be56ade82cf0a6bd78f7cf3362a7 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_e504ca4e12094fe567056168be61ec05 = $(`&lt;div id=&quot;html_e504ca4e12094fe567056168be61ec05&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Finland Num of billionaires 7&lt;/div&gt;`)[0];\n",
       "                popup_1070be56ade82cf0a6bd78f7cf3362a7.setContent(html_e504ca4e12094fe567056168be61ec05);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_2a3a63ed5bb8967dc9e21f71c455aea2.bindPopup(popup_1070be56ade82cf0a6bd78f7cf3362a7)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_4ee84cccba4967f803593b3335990709 = L.marker(\n",
       "                [0.0, 0.0],\n",
       "                {}\n",
       "            ).addTo(map_7ec748345796ae3818396c62d2451748);\n",
       "        \n",
       "    \n",
       "        var popup_86c4fe0273d04b22ce7242f562a99013 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_6ca467be6b51fc2be300387a98f7fbda = $(`&lt;div id=&quot;html_6ca467be6b51fc2be300387a98f7fbda&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Bermuda Num of billionaires 2&lt;/div&gt;`)[0];\n",
       "                popup_86c4fe0273d04b22ce7242f562a99013.setContent(html_6ca467be6b51fc2be300387a98f7fbda);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_4ee84cccba4967f803593b3335990709.bindPopup(popup_86c4fe0273d04b22ce7242f562a99013)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_e3791d1d5700d739c490b6f14e833bd1 = L.marker(\n",
       "                [49.815273, 6.129583],\n",
       "                {}\n",
       "            ).addTo(map_7ec748345796ae3818396c62d2451748);\n",
       "        \n",
       "    \n",
       "        var popup_37be4a931b924d1d7b55cb48fd957af8 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_b63d7377d0a19a5ae1b8023abdbc12cf = $(`&lt;div id=&quot;html_b63d7377d0a19a5ae1b8023abdbc12cf&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Luxembourg Num of billionaires 1&lt;/div&gt;`)[0];\n",
       "                popup_37be4a931b924d1d7b55cb48fd957af8.setContent(html_b63d7377d0a19a5ae1b8023abdbc12cf);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_e3791d1d5700d739c490b6f14e833bd1.bindPopup(popup_37be4a931b924d1d7b55cb48fd957af8)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_2762741db54661bf16744e5319666d6f = L.marker(\n",
       "                [0.0, 0.0],\n",
       "                {}\n",
       "            ).addTo(map_7ec748345796ae3818396c62d2451748);\n",
       "        \n",
       "    \n",
       "        var popup_4d4ac48186771ebab27178b21d89d23b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_583ef79855c519b8a8b8d809eb71ca1a = $(`&lt;div id=&quot;html_583ef79855c519b8a8b8d809eb71ca1a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;British Virgin Islands Num of billionaires 1&lt;/div&gt;`)[0];\n",
       "                popup_4d4ac48186771ebab27178b21d89d23b.setContent(html_583ef79855c519b8a8b8d809eb71ca1a);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_2762741db54661bf16744e5319666d6f.bindPopup(popup_4d4ac48186771ebab27178b21d89d23b)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_9402ce4ed1c692881da703142ab6d17d = L.marker(\n",
       "                [12.565679, 104.990963],\n",
       "                {}\n",
       "            ).addTo(map_7ec748345796ae3818396c62d2451748);\n",
       "        \n",
       "    \n",
       "        var popup_34112668908cc6e3914664d098808629 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_07f7657ef8b92764ed2c6d6a9240b397 = $(`&lt;div id=&quot;html_07f7657ef8b92764ed2c6d6a9240b397&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Cambodia Num of billionaires 1&lt;/div&gt;`)[0];\n",
       "                popup_34112668908cc6e3914664d098808629.setContent(html_07f7657ef8b92764ed2c6d6a9240b397);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_9402ce4ed1c692881da703142ab6d17d.bindPopup(popup_34112668908cc6e3914664d098808629)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_4e18c21ecc1f845e0a2fc7f63e17956b = L.marker(\n",
       "                [33.854721, 35.862285],\n",
       "                {}\n",
       "            ).addTo(map_7ec748345796ae3818396c62d2451748);\n",
       "        \n",
       "    \n",
       "        var popup_87dcbc476092e0b4ddab68bba0d0777a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_934deb03f5830ce31e0c3c18783f728b = $(`&lt;div id=&quot;html_934deb03f5830ce31e0c3c18783f728b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Lebanon Num of billionaires 2&lt;/div&gt;`)[0];\n",
       "                popup_87dcbc476092e0b4ddab68bba0d0777a.setContent(html_934deb03f5830ce31e0c3c18783f728b);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_4e18c21ecc1f845e0a2fc7f63e17956b.bindPopup(popup_87dcbc476092e0b4ddab68bba0d0777a)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_2d181e3326d31b70c7fa9427897c2187 = L.marker(\n",
       "                [21.4735329, 55.975413],\n",
       "                {}\n",
       "            ).addTo(map_7ec748345796ae3818396c62d2451748);\n",
       "        \n",
       "    \n",
       "        var popup_cceaad7c3c79db2ce239b2299c4f50c8 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_eaa6c7083e0f6a990949255219013fb9 = $(`&lt;div id=&quot;html_eaa6c7083e0f6a990949255219013fb9&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Oman Num of billionaires 1&lt;/div&gt;`)[0];\n",
       "                popup_cceaad7c3c79db2ce239b2299c4f50c8.setContent(html_eaa6c7083e0f6a990949255219013fb9);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_2d181e3326d31b70c7fa9427897c2187.bindPopup(popup_cceaad7c3c79db2ce239b2299c4f50c8)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_aec815ffe731514942fc1dfd8d120b0c = L.marker(\n",
       "                [0.0, 0.0],\n",
       "                {}\n",
       "            ).addTo(map_7ec748345796ae3818396c62d2451748);\n",
       "        \n",
       "    \n",
       "        var popup_13742f95ff59a1f3b4604e302d51c4f7 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_22d5a95e016242ac81c01335d1345e97 = $(`&lt;div id=&quot;html_22d5a95e016242ac81c01335d1345e97&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Ireland Num of billionaires 4&lt;/div&gt;`)[0];\n",
       "                popup_13742f95ff59a1f3b4604e302d51c4f7.setContent(html_22d5a95e016242ac81c01335d1345e97);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_aec815ffe731514942fc1dfd8d120b0c.bindPopup(popup_13742f95ff59a1f3b4604e302d51c4f7)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_32af9202faedd581605418e15d39641e = L.marker(\n",
       "                [35.126413, 33.429859],\n",
       "                {}\n",
       "            ).addTo(map_7ec748345796ae3818396c62d2451748);\n",
       "        \n",
       "    \n",
       "        var popup_b99499c4631b7278644ff7b9ddca1044 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_09f16876c4b4e0f6197d34e461e13284 = $(`&lt;div id=&quot;html_09f16876c4b4e0f6197d34e461e13284&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Cyprus Num of billionaires 5&lt;/div&gt;`)[0];\n",
       "                popup_b99499c4631b7278644ff7b9ddca1044.setContent(html_09f16876c4b4e0f6197d34e461e13284);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_32af9202faedd581605418e15d39641e.bindPopup(popup_b99499c4631b7278644ff7b9ddca1044)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_47174f3312866789deaaec3725063880 = L.marker(\n",
       "                [0.0, 0.0],\n",
       "                {}\n",
       "            ).addTo(map_7ec748345796ae3818396c62d2451748);\n",
       "        \n",
       "    \n",
       "        var popup_d3491cd0cc94ecedeafad00098dd1a3f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_4d5f9354d45fdbca267d3a73c4b1d75f = $(`&lt;div id=&quot;html_4d5f9354d45fdbca267d3a73c4b1d75f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Guernsey Num of billionaires 1&lt;/div&gt;`)[0];\n",
       "                popup_d3491cd0cc94ecedeafad00098dd1a3f.setContent(html_4d5f9354d45fdbca267d3a73c4b1d75f);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_47174f3312866789deaaec3725063880.bindPopup(popup_d3491cd0cc94ecedeafad00098dd1a3f)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_ff958ca758de41eaaf9d9c870e503fc1 = L.marker(\n",
       "                [47.1410392, 9.520935],\n",
       "                {}\n",
       "            ).addTo(map_7ec748345796ae3818396c62d2451748);\n",
       "        \n",
       "    \n",
       "        var popup_620852fbe54d639aa258e69bcef25bbc = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_ef577b6cac2ef8bbb8865276bcdac2c4 = $(`&lt;div id=&quot;html_ef577b6cac2ef8bbb8865276bcdac2c4&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Liechtenstein Num of billionaires 1&lt;/div&gt;`)[0];\n",
       "                popup_620852fbe54d639aa258e69bcef25bbc.setContent(html_ef577b6cac2ef8bbb8865276bcdac2c4);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_ff958ca758de41eaaf9d9c870e503fc1.bindPopup(popup_620852fbe54d639aa258e69bcef25bbc)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_e46c14ef58d2a703655fb3bef68f1315 = L.marker(\n",
       "                [0.0, 0.0],\n",
       "                {}\n",
       "            ).addTo(map_7ec748345796ae3818396c62d2451748);\n",
       "        \n",
       "    \n",
       "        var popup_eee136a0c2a42a7b6ac905ed2b27a23e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_7b059581fa0e9bb4cc5a1d498289cf85 = $(`&lt;div id=&quot;html_7b059581fa0e9bb4cc5a1d498289cf85&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Turks and Caicos Islands Num of billionaires 1&lt;/div&gt;`)[0];\n",
       "                popup_eee136a0c2a42a7b6ac905ed2b27a23e.setContent(html_7b059581fa0e9bb4cc5a1d498289cf85);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_e46c14ef58d2a703655fb3bef68f1315.bindPopup(popup_eee136a0c2a42a7b6ac905ed2b27a23e)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_9f9c72c10ac531962a29b79748b47a22 = L.marker(\n",
       "                [45.943161, 24.966760000000004],\n",
       "                {}\n",
       "            ).addTo(map_7ec748345796ae3818396c62d2451748);\n",
       "        \n",
       "    \n",
       "        var popup_522b43e7e6f4465ddb4be305f5ff3e98 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_5d3de0b0d0647830d795ad8efea956cf = $(`&lt;div id=&quot;html_5d3de0b0d0647830d795ad8efea956cf&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Romania Num of billionaires 3&lt;/div&gt;`)[0];\n",
       "                popup_522b43e7e6f4465ddb4be305f5ff3e98.setContent(html_5d3de0b0d0647830d795ad8efea956cf);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_9f9c72c10ac531962a29b79748b47a22.bindPopup(popup_522b43e7e6f4465ddb4be305f5ff3e98)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_2a8c40d13f4add62083bc867a6ae3f8c = L.marker(\n",
       "                [25.354826, 51.183884],\n",
       "                {}\n",
       "            ).addTo(map_7ec748345796ae3818396c62d2451748);\n",
       "        \n",
       "    \n",
       "        var popup_62ee1351742968cf8640b6537400da03 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_347cdca68f87102685ca149db95e854d = $(`&lt;div id=&quot;html_347cdca68f87102685ca149db95e854d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Qatar Num of billionaires 2&lt;/div&gt;`)[0];\n",
       "                popup_62ee1351742968cf8640b6537400da03.setContent(html_347cdca68f87102685ca149db95e854d);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_2a8c40d13f4add62083bc867a6ae3f8c.bindPopup(popup_62ee1351742968cf8640b6537400da03)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_845c7e6b7428be06c205a29e5f1f27aa = L.marker(\n",
       "                [-32.522779, -55.765835],\n",
       "                {}\n",
       "            ).addTo(map_7ec748345796ae3818396c62d2451748);\n",
       "        \n",
       "    \n",
       "        var popup_708b3ee388bd18cd7ff18ddd9051b339 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_61d76dcc9528a14bfc4a174df84ea731 = $(`&lt;div id=&quot;html_61d76dcc9528a14bfc4a174df84ea731&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Uruguay Num of billionaires 1&lt;/div&gt;`)[0];\n",
       "                popup_708b3ee388bd18cd7ff18ddd9051b339.setContent(html_61d76dcc9528a14bfc4a174df84ea731);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_845c7e6b7428be06c205a29e5f1f27aa.bindPopup(popup_708b3ee388bd18cd7ff18ddd9051b339)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_5b87878641705f16f907cb2d6359c614 = L.marker(\n",
       "                [28.394857, 84.124008],\n",
       "                {}\n",
       "            ).addTo(map_7ec748345796ae3818396c62d2451748);\n",
       "        \n",
       "    \n",
       "        var popup_1eb8198da25a93ab913635112cc4299b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_5185537c02391b72732956de911c3786 = $(`&lt;div id=&quot;html_5185537c02391b72732956de911c3786&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Nepal Num of billionaires 1&lt;/div&gt;`)[0];\n",
       "                popup_1eb8198da25a93ab913635112cc4299b.setContent(html_5185537c02391b72732956de911c3786);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_5b87878641705f16f907cb2d6359c614.bindPopup(popup_1eb8198da25a93ab913635112cc4299b)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_7f26b8f731b9f7a24bccb757d8a7e526 = L.marker(\n",
       "                [48.669026, 19.699024],\n",
       "                {}\n",
       "            ).addTo(map_7ec748345796ae3818396c62d2451748);\n",
       "        \n",
       "    \n",
       "        var popup_0f5e3dce14b6bbe9f16a23db226cdf57 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_f19196ad875791d025056d3450e4a205 = $(`&lt;div id=&quot;html_f19196ad875791d025056d3450e4a205&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Slovakia Num of billionaires 2&lt;/div&gt;`)[0];\n",
       "                popup_0f5e3dce14b6bbe9f16a23db226cdf57.setContent(html_f19196ad875791d025056d3450e4a205);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_7f26b8f731b9f7a24bccb757d8a7e526.bindPopup(popup_0f5e3dce14b6bbe9f16a23db226cdf57)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_0aaf3936188e7f97cc34ae5cbc4f6686 = L.marker(\n",
       "                [31.791702, -7.09262],\n",
       "                {}\n",
       "            ).addTo(map_7ec748345796ae3818396c62d2451748);\n",
       "        \n",
       "    \n",
       "        var popup_1abee6470459358a62116e9e8165d7d3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_bd234d3a9d9a9bcdc013ec1c16794539 = $(`&lt;div id=&quot;html_bd234d3a9d9a9bcdc013ec1c16794539&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Morocco Num of billionaires 2&lt;/div&gt;`)[0];\n",
       "                popup_1abee6470459358a62116e9e8165d7d3.setContent(html_bd234d3a9d9a9bcdc013ec1c16794539);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_0aaf3936188e7f97cc34ae5cbc4f6686.bindPopup(popup_1abee6470459358a62116e9e8165d7d3)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_af8eb2c0bc4aa3eb886f0583f5cc874f = L.marker(\n",
       "                [47.162494, 19.503304],\n",
       "                {}\n",
       "            ).addTo(map_7ec748345796ae3818396c62d2451748);\n",
       "        \n",
       "    \n",
       "        var popup_c21f83809f712887b57e7ddecc2432d5 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_9aa1e8a60b0e70bc18c5f0db86bf11a7 = $(`&lt;div id=&quot;html_9aa1e8a60b0e70bc18c5f0db86bf11a7&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Hungary Num of billionaires 3&lt;/div&gt;`)[0];\n",
       "                popup_c21f83809f712887b57e7ddecc2432d5.setContent(html_9aa1e8a60b0e70bc18c5f0db86bf11a7);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_af8eb2c0bc4aa3eb886f0583f5cc874f.bindPopup(popup_c21f83809f712887b57e7ddecc2432d5)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_cb7b4e98deedcd540228de1277f78c14 = L.marker(\n",
       "                [-6.369028, 34.888822],\n",
       "                {}\n",
       "            ).addTo(map_7ec748345796ae3818396c62d2451748);\n",
       "        \n",
       "    \n",
       "        var popup_a8b270343905be467ce6cf7abd77369e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_6cdd5fc11f7c8ea0caf39130b1276345 = $(`&lt;div id=&quot;html_6cdd5fc11f7c8ea0caf39130b1276345&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Tanzania Num of billionaires 1&lt;/div&gt;`)[0];\n",
       "                popup_a8b270343905be467ce6cf7abd77369e.setContent(html_6cdd5fc11f7c8ea0caf39130b1276345);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_cb7b4e98deedcd540228de1277f78c14.bindPopup(popup_a8b270343905be467ce6cf7abd77369e)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_b67f391b4f1a27d2c3da5e30bcf4cc3c = L.marker(\n",
       "                [26.0667, 50.5577],\n",
       "                {}\n",
       "            ).addTo(map_7ec748345796ae3818396c62d2451748);\n",
       "        \n",
       "    \n",
       "        var popup_7a4e14209cc7d2a00e5edba237e4dc68 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_8cc6fbe144ceab98fc3093c989073f5b = $(`&lt;div id=&quot;html_8cc6fbe144ceab98fc3093c989073f5b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Bahrain Num of billionaires 1&lt;/div&gt;`)[0];\n",
       "                popup_7a4e14209cc7d2a00e5edba237e4dc68.setContent(html_8cc6fbe144ceab98fc3093c989073f5b);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_b67f391b4f1a27d2c3da5e30bcf4cc3c.bindPopup(popup_7a4e14209cc7d2a00e5edba237e4dc68)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_737474b1f396e72762c451e5f7ee9572 = L.marker(\n",
       "                [-9.189967, -75.015152],\n",
       "                {}\n",
       "            ).addTo(map_7ec748345796ae3818396c62d2451748);\n",
       "        \n",
       "    \n",
       "        var popup_f66e2f555ab16a36839902bd55dc548c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_eedc073c92ab5e1ee670fe1f6ada4034 = $(`&lt;div id=&quot;html_eedc073c92ab5e1ee670fe1f6ada4034&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Peru Num of billionaires 2&lt;/div&gt;`)[0];\n",
       "                popup_f66e2f555ab16a36839902bd55dc548c.setContent(html_eedc073c92ab5e1ee670fe1f6ada4034);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_737474b1f396e72762c451e5f7ee9572.bindPopup(popup_f66e2f555ab16a36839902bd55dc548c)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_7c4662b0d9dbc056a737fba63f440044 = L.marker(\n",
       "                [42.506285, 1.521801],\n",
       "                {}\n",
       "            ).addTo(map_7ec748345796ae3818396c62d2451748);\n",
       "        \n",
       "    \n",
       "        var popup_3936c8b9ae3543bf74726e90eb2ab738 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_968d843d589272afba16ae2dc452ee9d = $(`&lt;div id=&quot;html_968d843d589272afba16ae2dc452ee9d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Andorra Num of billionaires 1&lt;/div&gt;`)[0];\n",
       "                popup_3936c8b9ae3543bf74726e90eb2ab738.setContent(html_968d843d589272afba16ae2dc452ee9d);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_7c4662b0d9dbc056a737fba63f440044.bindPopup(popup_3936c8b9ae3543bf74726e90eb2ab738)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_173e13d77e850640b4f25624ed27763f = L.marker(\n",
       "                [40.069099, 45.038189],\n",
       "                {}\n",
       "            ).addTo(map_7ec748345796ae3818396c62d2451748);\n",
       "        \n",
       "    \n",
       "        var popup_1e134c2762435609d3c362262f96c41b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_5603262aad429c70755ff88acb01fedb = $(`&lt;div id=&quot;html_5603262aad429c70755ff88acb01fedb&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Armenia Num of billionaires 1&lt;/div&gt;`)[0];\n",
       "                popup_1e134c2762435609d3c362262f96c41b.setContent(html_5603262aad429c70755ff88acb01fedb);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_173e13d77e850640b4f25624ed27763f.bindPopup(popup_1e134c2762435609d3c362262f96c41b)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "&lt;/script&gt;\n",
       "&lt;/html&gt;\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x7421123a7370>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m = folium.Map(location=[40, -100], zoom_start=4)\n",
    "\n",
    "for country in df['country'].unique():\n",
    "    lat, lon = df[df['country'] == country]['latitude_country'].mean(), df[df['country'] == country]['longitude_country'].mean()\n",
    "    num_billionaires = len(df[df['country'] == country])\n",
    "    folium.Marker([lat, lon], popup=f\"{country} Num of billionaires {num_billionaires}\").add_to(m)\n",
    "\n",
    "m"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Adjust states names to display"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['TX', 'WA', 'HI', 'NE', 'NY', 'CA', 'KS', 'AR', 'OR', 'VA', 'WY',\n",
       "       'NV', 'FL', 'PA', 'MA', 'IL', 'TN', 'CT', 'OK', 'MI', 'WI', 'CO',\n",
       "       'IN', 'NH', 'GA', 'MO', 'NJ', 'NC', 'IA', 'KY', 'MD', 'MT', 'OH',\n",
       "       'SC', 'AZ', 'LA', 'UT', 'RI', 'ID', 'VI', 'MN', 'ME', 'MS', 'SD',\n",
       "       'AL'], dtype=object)"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dd= df.dropna(subset=[\"state\"])\n",
    "\n",
    "states = {\n",
    "    'AK': 'Alaska', 'AL': 'Alabama', 'AR': 'Arkansas', 'AS': 'American Samoa',\n",
    "    'AZ': 'Arizona', 'CA': 'California', 'CO': 'Colorado', 'CT': 'Connecticut',\n",
    "    'DC': 'District of Columbia', 'DE': 'Delaware', 'FL': 'Florida', 'GA': 'Georgia',\n",
    "    'GU': 'Guam', 'HI': 'Hawaii', 'IA': 'Iowa', 'ID': 'Idaho', 'IL': 'Illinois',\n",
    "    'IN': 'Indiana', 'KS': 'Kansas', 'KY': 'Kentucky', 'LA': 'Louisiana', 'MA': 'Massachusetts',\n",
    "    'MD': 'Maryland', 'ME': 'Maine', 'MI': 'Michigan', 'MN': 'Minnesota', 'MO': 'Missouri',\n",
    "    'MP': 'Northern Mariana Islands', 'MS': 'Mississippi', 'MT': 'Montana', 'NA': 'National',\n",
    "    'NC': 'North Carolina', 'ND': 'North Dakota', 'NE': 'Nebraska', 'NH': 'New Hampshire',\n",
    "    'NJ': 'New Jersey', 'NM': 'New Mexico', 'NV': 'Nevada', 'NY': 'New York', 'OH': 'Ohio',\n",
    "    'OK': 'Oklahoma', 'OR': 'Oregon', 'PA': 'Pennsylvania', 'PR': 'Puerto Rico', 'RI': 'Rhode Island',\n",
    "    'SC': 'South Carolina', 'SD': 'South Dakota', 'TN': 'Tennessee', 'TX': 'Texas', 'UT': 'Utah',\n",
    "    'VA': 'Virginia', 'VI': 'Virgin Islands', 'VT': 'Vermont', 'WA': 'Washington', 'WI': 'Wisconsin',\n",
    "    'WV': 'West Virginia', 'WY': 'Wyoming'\n",
    "}\n",
    "\n",
    "def best_match(x):\n",
    "    if len(x) == 2:\n",
    "        abbr = x.upper()\n",
    "        if abbr in states:\n",
    "            return abbr\n",
    "    else:\n",
    "        matches = get_close_matches(x, states.values(), n=1, cutoff=0.8)\n",
    "        if matches:\n",
    "            abbr = list(states.keys())[list(states.values()).index(matches[0])]\n",
    "            return abbr\n",
    "    return None\n",
    "\n",
    "dd['state_corrected'] = dd['state'].apply(lambda x: best_match(x))\n",
    "\n",
    "dd[\"state_corrected\"].unique()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot make by plotly, displaying states in USA on hover: name of state, billionaries population in this state"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "coloraxis": "coloraxis",
         "customdata": [
          1,
          6,
          12,
          178,
          13,
          14,
          94,
          17,
          2,
          1,
          1,
          24,
          3,
          2,
          1,
          1,
          21,
          10,
          1,
          10,
          5,
          7,
          2,
          4,
          5,
          3,
          1,
          5,
          18,
          128,
          7,
          6,
          3,
          19,
          1,
          2,
          1,
          12,
          70,
          6,
          8,
          1,
          13,
          7,
          7
         ],
         "geo": "geo",
         "hovertemplate": "<b>%{text}</b><br>Billionaires Population: %{customdata}",
         "locationmode": "USA-states",
         "locations": [
          "AL",
          "AR",
          "AZ",
          "CA",
          "CO",
          "CT",
          "FL",
          "GA",
          "HI",
          "IA",
          "ID",
          "IL",
          "IN",
          "KS",
          "KY",
          "LA",
          "MA",
          "MD",
          "ME",
          "MI",
          "MN",
          "MO",
          "MS",
          "MT",
          "NC",
          "NE",
          "NH",
          "NJ",
          "NV",
          "NY",
          "OH",
          "OK",
          "OR",
          "PA",
          "RI",
          "SC",
          "SD",
          "TN",
          "TX",
          "UT",
          "VA",
          "VI",
          "WA",
          "WI",
          "WY"
         ],
         "marker": {
          "line": {
           "color": "white",
           "width": 0.5
          }
         },
         "name": "",
         "text": [
          "Alabama (AL)",
          "Arkansas (AR)",
          "Arizona (AZ)",
          "California (CA)",
          "Colorado (CO)",
          "Connecticut (CT)",
          "Florida (FL)",
          "Georgia (GA)",
          "Hawaii (HI)",
          "Iowa (IA)",
          "Idaho (ID)",
          "Illinois (IL)",
          "Indiana (IN)",
          "Kansas (KS)",
          "Kentucky (KY)",
          "Louisiana (LA)",
          "Massachusetts (MA)",
          "Maryland (MD)",
          "Maine (ME)",
          "Michigan (MI)",
          "Minnesota (MN)",
          "Missouri (MO)",
          "Mississippi (MS)",
          "Montana (MT)",
          "North Carolina (NC)",
          "Nebraska (NE)",
          "New Hampshire (NH)",
          "New Jersey (NJ)",
          "Nevada (NV)",
          "New York (NY)",
          "Ohio (OH)",
          "Oklahoma (OK)",
          "Oregon (OR)",
          "Pennsylvania (PA)",
          "Rhode Island (RI)",
          "South Carolina (SC)",
          "South Dakota (SD)",
          "Tennessee (TN)",
          "Texas (TX)",
          "Utah (UT)",
          "Virginia (VA)",
          "Virgin Islands (VI)",
          "Washington (WA)",
          "Wisconsin (WI)",
          "Wyoming (WY)"
         ],
         "type": "choropleth",
         "z": [
          1,
          6,
          12,
          178,
          13,
          14,
          94,
          17,
          2,
          1,
          1,
          24,
          3,
          2,
          1,
          1,
          21,
          10,
          1,
          10,
          5,
          7,
          2,
          4,
          5,
          3,
          1,
          5,
          18,
          128,
          7,
          6,
          3,
          19,
          1,
          2,
          1,
          12,
          70,
          6,
          8,
          1,
          13,
          7,
          7
         ]
        }
       ],
       "layout": {
        "coloraxis": {
         "colorbar": {
          "title": {
           "text": "rich_pop_usa"
          }
         },
         "colorscale": [
          [
           0,
           "#440154"
          ],
          [
           0.1111111111111111,
           "#482878"
          ],
          [
           0.2222222222222222,
           "#3e4989"
          ],
          [
           0.3333333333333333,
           "#31688e"
          ],
          [
           0.4444444444444444,
           "#26828e"
          ],
          [
           0.5555555555555556,
           "#1f9e89"
          ],
          [
           0.6666666666666666,
           "#35b779"
          ],
          [
           0.7777777777777778,
           "#6ece58"
          ],
          [
           0.8888888888888888,
           "#b5de2b"
          ],
          [
           1,
           "#fde725"
          ]
         ]
        },
        "geo": {
         "center": {},
         "domain": {
          "x": [
           0,
           1
          ],
          "y": [
           0,
           1
          ]
         },
         "scope": "usa"
        },
        "legend": {
         "tracegroupgap": 0
        },
        "margin": {
         "t": 60
        },
        "template": {
         "data": {
          "bar": [
           {
            "error_x": {
             "color": "#2a3f5f"
            },
            "error_y": {
             "color": "#2a3f5f"
            },
            "marker": {
             "line": {
              "color": "#E5ECF6",
              "width": 0.5
             },
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "bar"
           }
          ],
          "barpolar": [
           {
            "marker": {
             "line": {
              "color": "#E5ECF6",
              "width": 0.5
             },
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "barpolar"
           }
          ],
          "carpet": [
           {
            "aaxis": {
             "endlinecolor": "#2a3f5f",
             "gridcolor": "white",
             "linecolor": "white",
             "minorgridcolor": "white",
             "startlinecolor": "#2a3f5f"
            },
            "baxis": {
             "endlinecolor": "#2a3f5f",
             "gridcolor": "white",
             "linecolor": "white",
             "minorgridcolor": "white",
             "startlinecolor": "#2a3f5f"
            },
            "type": "carpet"
           }
          ],
          "choropleth": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "choropleth"
           }
          ],
          "contour": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "contour"
           }
          ],
          "contourcarpet": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "contourcarpet"
           }
          ],
          "heatmap": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "heatmap"
           }
          ],
          "heatmapgl": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "heatmapgl"
           }
          ],
          "histogram": [
           {
            "marker": {
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "histogram"
           }
          ],
          "histogram2d": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "histogram2d"
           }
          ],
          "histogram2dcontour": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "histogram2dcontour"
           }
          ],
          "mesh3d": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "mesh3d"
           }
          ],
          "parcoords": [
           {
            "line": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "parcoords"
           }
          ],
          "pie": [
           {
            "automargin": true,
            "type": "pie"
           }
          ],
          "scatter": [
           {
            "fillpattern": {
             "fillmode": "overlay",
             "size": 10,
             "solidity": 0.2
            },
            "type": "scatter"
           }
          ],
          "scatter3d": [
           {
            "line": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatter3d"
           }
          ],
          "scattercarpet": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattercarpet"
           }
          ],
          "scattergeo": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattergeo"
           }
          ],
          "scattergl": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattergl"
           }
          ],
          "scattermapbox": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattermapbox"
           }
          ],
          "scatterpolar": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterpolar"
           }
          ],
          "scatterpolargl": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterpolargl"
           }
          ],
          "scatterternary": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterternary"
           }
          ],
          "surface": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "surface"
           }
          ],
          "table": [
           {
            "cells": {
             "fill": {
              "color": "#EBF0F8"
             },
             "line": {
              "color": "white"
             }
            },
            "header": {
             "fill": {
              "color": "#C8D4E3"
             },
             "line": {
              "color": "white"
             }
            },
            "type": "table"
           }
          ]
         },
         "layout": {
          "annotationdefaults": {
           "arrowcolor": "#2a3f5f",
           "arrowhead": 0,
           "arrowwidth": 1
          },
          "autotypenumbers": "strict",
          "coloraxis": {
           "colorbar": {
            "outlinewidth": 0,
            "ticks": ""
           }
          },
          "colorscale": {
           "diverging": [
            [
             0,
             "#8e0152"
            ],
            [
             0.1,
             "#c51b7d"
            ],
            [
             0.2,
             "#de77ae"
            ],
            [
             0.3,
             "#f1b6da"
            ],
            [
             0.4,
             "#fde0ef"
            ],
            [
             0.5,
             "#f7f7f7"
            ],
            [
             0.6,
             "#e6f5d0"
            ],
            [
             0.7,
             "#b8e186"
            ],
            [
             0.8,
             "#7fbc41"
            ],
            [
             0.9,
             "#4d9221"
            ],
            [
             1,
             "#276419"
            ]
           ],
           "sequential": [
            [
             0,
             "#0d0887"
            ],
            [
             0.1111111111111111,
             "#46039f"
            ],
            [
             0.2222222222222222,
             "#7201a8"
            ],
            [
             0.3333333333333333,
             "#9c179e"
            ],
            [
             0.4444444444444444,
             "#bd3786"
            ],
            [
             0.5555555555555556,
             "#d8576b"
            ],
            [
             0.6666666666666666,
             "#ed7953"
            ],
            [
             0.7777777777777778,
             "#fb9f3a"
            ],
            [
             0.8888888888888888,
             "#fdca26"
            ],
            [
             1,
             "#f0f921"
            ]
           ],
           "sequentialminus": [
            [
             0,
             "#0d0887"
            ],
            [
             0.1111111111111111,
             "#46039f"
            ],
            [
             0.2222222222222222,
             "#7201a8"
            ],
            [
             0.3333333333333333,
             "#9c179e"
            ],
            [
             0.4444444444444444,
             "#bd3786"
            ],
            [
             0.5555555555555556,
             "#d8576b"
            ],
            [
             0.6666666666666666,
             "#ed7953"
            ],
            [
             0.7777777777777778,
             "#fb9f3a"
            ],
            [
             0.8888888888888888,
             "#fdca26"
            ],
            [
             1,
             "#f0f921"
            ]
           ]
          },
          "colorway": [
           "#636efa",
           "#EF553B",
           "#00cc96",
           "#ab63fa",
           "#FFA15A",
           "#19d3f3",
           "#FF6692",
           "#B6E880",
           "#FF97FF",
           "#FECB52"
          ],
          "font": {
           "color": "#2a3f5f"
          },
          "geo": {
           "bgcolor": "white",
           "lakecolor": "white",
           "landcolor": "#E5ECF6",
           "showlakes": true,
           "showland": true,
           "subunitcolor": "white"
          },
          "hoverlabel": {
           "align": "left"
          },
          "hovermode": "closest",
          "mapbox": {
           "style": "light"
          },
          "paper_bgcolor": "white",
          "plot_bgcolor": "#E5ECF6",
          "polar": {
           "angularaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "radialaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "scene": {
           "xaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           },
           "yaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           },
           "zaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           }
          },
          "shapedefaults": {
           "line": {
            "color": "#2a3f5f"
           }
          },
          "ternary": {
           "aaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "baxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "caxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "title": {
           "x": 0.05
          },
          "xaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          },
          "yaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          }
         }
        },
        "title": {
         "text": "Rich Population by U.S. State"
        }
       }
      }
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "d = dd[dd['country'] == 'United States']\n",
    "d = dd.groupby('state_corrected')['personName'].count().reset_index(name='rich_pop_usa')\n",
    "\n",
    "fig = px.choropleth(d, locations=\"state_corrected\", locationmode='USA-states', \n",
    "                    scope=\"usa\", color=\"rich_pop_usa\", \n",
    "                    color_continuous_scale=\"Viridis\")\n",
    "\n",
    "fig.update_traces(customdata=d['rich_pop_usa'].values,\n",
    "                hovertemplate='<b>%{text}</b><br>Billionaires Population: %{customdata}',\n",
    "                  \n",
    "                  text=[f\"{states[abbr]} ({abbr})\" for abbr in d['state_corrected']],\n",
    "                  marker_line_color='white', marker_line_width=0.5)\n",
    "\n",
    "fig.update_layout(\n",
    "    title_text='Rich Population by U.S. State',\n",
    "    geo_scope='usa',\n",
    ")\n",
    "\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot make using plotly to display life expectancy in each conutry, on hover: name of country, life expectancy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "coloraxis": "coloraxis",
         "geo": "geo",
         "hovertemplate": "<b>%{hovertext}</b><br><br>country=%{location}<br>life_expectancy_country=%{z}<extra></extra>",
         "hovertext": [
          "France",
          "United States",
          "United States",
          "United States",
          "United States",
          "United States",
          "United States",
          "Mexico",
          "India",
          "United States",
          "France",
          "United States",
          "Spain",
          "United States",
          "China",
          "United States",
          "United States",
          "United States",
          "United States",
          "United States",
          "United States",
          "Canada",
          "United States",
          "India",
          "United States",
          "China",
          "Germany",
          "France",
          "Switzerland",
          "Belgium",
          "United States",
          "United States",
          "Hong Kong",
          "China",
          "United States",
          "United States",
          "Austria",
          "China",
          "Japan",
          "United Kingdom",
          "United States",
          "United States",
          "Switzerland",
          "Switzerland",
          "China",
          "Germany",
          "Hong Kong",
          "United States",
          "United States",
          "United States",
          "Germany",
          "Australia",
          "China",
          "Mexico",
          "India",
          "Indonesia",
          "United States",
          "United Arab Emirates",
          "Germany",
          "United States",
          "Indonesia",
          "Russia",
          "China",
          "China",
          "Chile",
          "Indonesia",
          "United Kingdom",
          "India",
          "Japan",
          "Russia",
          "France",
          "United States",
          "Russia",
          "United States",
          "China",
          "United States",
          "United States",
          "Japan",
          "Russia",
          "Russia",
          "United States",
          "Australia",
          "United States",
          "China",
          "China",
          "Monaco",
          "China",
          "China",
          "United States",
          "United States",
          "Russia",
          "United States",
          "United Kingdom",
          "United States",
          "United States",
          "India",
          "United States",
          "United States",
          "United States",
          "Switzerland",
          "Germany",
          "Czech Republic",
          "China",
          "Sweden",
          "United States",
          "Switzerland",
          "China",
          "Germany",
          "Unknown",
          "Switzerland",
          "Hong Kong",
          "India",
          "United States",
          "India",
          "China",
          "Thailand",
          "United States",
          "Thailand",
          "United Kingdom",
          "China",
          "China",
          "Uzbekistan",
          "Singapore",
          "India",
          "Nigeria",
          "Hong Kong",
          "United Kingdom",
          "China",
          "Hong Kong",
          "United Kingdom",
          "United States",
          "United States",
          "United States",
          "United States",
          "Hong Kong",
          "China",
          "Australia",
          "India",
          "United States",
          "United Kingdom",
          "Thailand",
          "China",
          "China",
          "United States",
          "United States",
          "Hong Kong",
          "United States",
          "United Arab Emirates",
          "Germany",
          "Germany",
          "China",
          "United States",
          "United States",
          "Israel",
          "Australia",
          "Switzerland",
          "Italy",
          "South Africa",
          "Hong Kong",
          "China",
          "United States",
          "United States",
          "Mexico",
          "United States",
          "United States",
          "Brazil",
          "Russia",
          "China",
          "United Arab Emirates",
          "United States",
          "Australia",
          "United States",
          "United States",
          "United States",
          "Russia",
          "Singapore",
          "Germany",
          "United States",
          "Australia",
          "Malaysia",
          "China",
          "United States",
          "China",
          "United Arab Emirates",
          "Switzerland",
          "France",
          "France",
          "France",
          "Sweden",
          "Russia",
          "South Korea",
          "China",
          "Germany",
          "China",
          "United States",
          "China",
          "China",
          "United States",
          "United States",
          "United States",
          "United States",
          "France",
          "Canada",
          "Switzerland",
          "China",
          "United States",
          "United Kingdom",
          "Russia",
          "Sweden",
          "Czech Republic",
          "United States",
          "India",
          "United States",
          "United States",
          "United States",
          "Switzerland",
          "Germany",
          "Canada",
          "China",
          "United Kingdom",
          "United Kingdom",
          "United Kingdom",
          "Russia",
          "United States",
          "China",
          "United States",
          "United States",
          "China",
          "United Kingdom",
          "China",
          "Germany",
          "United States",
          "New Zealand",
          "India",
          "Germany",
          "Switzerland",
          "Philippines",
          "United States",
          "United States",
          "United States",
          "China",
          "United States",
          "South Africa",
          "Australia",
          "China",
          "United States",
          "Monaco",
          "Switzerland",
          "Hong Kong",
          "Russia",
          "Nigeria",
          "United States",
          "India",
          "China",
          "China",
          "France",
          "France",
          "United States",
          "France",
          "Switzerland",
          "United States",
          "Russia",
          "United States",
          "United States",
          "United States",
          "Czech Republic",
          "Monaco",
          "United States",
          "China",
          "United States",
          "South Korea",
          "United States",
          "United States",
          "Russia",
          "Austria",
          "United States",
          "China",
          "Taiwan",
          "China",
          "China",
          "Taiwan",
          "France",
          "France",
          "United States",
          "China",
          "China",
          "United States",
          "United States",
          "Norway",
          "China",
          "India",
          "United Kingdom",
          "United States",
          "Singapore",
          "United Kingdom",
          "United States",
          "Hong Kong",
          "China",
          "United States",
          "United States",
          "China",
          "United States",
          "United States",
          "Singapore",
          "United States",
          "United Kingdom",
          "China",
          "Singapore",
          "United States",
          "Egypt",
          "United States",
          "India",
          "Russia",
          "Denmark",
          "Philippines",
          "China",
          "United States",
          "Taiwan",
          "United States",
          "United States",
          "United States",
          "United Arab Emirates",
          "Japan",
          "China",
          "United States",
          "Austria",
          "United States",
          "China",
          "Switzerland",
          "Singapore",
          "China",
          "United States",
          "United Kingdom",
          "United Kingdom",
          "United States",
          "India",
          "United States",
          "Hong Kong",
          "India",
          "India",
          "United States",
          "United States",
          "United States",
          "Mexico",
          "United States",
          "United States",
          "United States",
          "China",
          "United States",
          "Spain",
          "United States",
          "United States",
          "Italy",
          "United Kingdom",
          "United States",
          "United States",
          "United States",
          "United States",
          "United States",
          "United States",
          "United States",
          "Russia",
          "China",
          "United States",
          "United States",
          "United Kingdom",
          "Denmark",
          "Denmark",
          "Denmark",
          "Italy",
          "China",
          "China",
          "Switzerland",
          "France",
          "United States",
          "United States",
          "United States",
          "United States",
          "United States",
          "Denmark",
          "United States",
          "China",
          "Switzerland",
          "United States",
          "United States",
          "United States",
          "United States",
          "United States",
          "Germany",
          "United States",
          "United States",
          "Eswatini (Swaziland)",
          "United States",
          "United Kingdom",
          "Monaco",
          "Switzerland",
          "Sweden",
          "United States",
          "United States",
          "China",
          "France",
          "Monaco",
          "Colombia",
          "United States",
          "United Kingdom",
          "China",
          "United Kingdom",
          "France",
          "China",
          "Israel",
          "Mexico",
          "Sweden",
          "Netherlands",
          "China",
          "China",
          "China",
          "Poland",
          "Nigeria",
          "United States",
          "Germany",
          "Germany",
          "Hong Kong",
          "Unknown",
          "Hong Kong",
          "Russia",
          "Austria",
          "United States",
          "Canada",
          "United States",
          "India",
          "Thailand",
          "Bahamas",
          "Israel",
          "United States",
          "United States",
          "United States",
          "China",
          "Thailand",
          "United States",
          "United States",
          "China",
          "United States",
          "Denmark",
          "United States",
          "Ukraine",
          "United States",
          "Cayman Islands",
          "Canada",
          "Sweden",
          "Switzerland",
          "Hong Kong",
          "United States",
          "United States",
          "United States",
          "Greece",
          "United States",
          "China",
          "India",
          "United States",
          "China",
          "United States",
          "United States",
          "Israel",
          "South Korea",
          "China",
          "United States",
          "United States",
          "Taiwan",
          "United States",
          "United States",
          "United States",
          "Italy",
          "United States",
          "Canada",
          "China",
          "Germany",
          "Germany",
          "United States",
          "United States",
          "Hong Kong",
          "United States",
          "Italy",
          "United States",
          "Australia",
          "China",
          "Italy",
          "India",
          "United States",
          "Singapore",
          "China",
          "Switzerland",
          "Italy",
          "Germany",
          "Germany",
          "Austria",
          "Austria",
          "United States",
          "United States",
          "Turkey",
          "United States",
          "United States",
          "Indonesia",
          "United States",
          "United States",
          "United States",
          "United States",
          "United States",
          "United States",
          "Germany",
          "United Arab Emirates",
          "United States",
          "China",
          "United States",
          "China",
          "United Arab Emirates",
          "Malaysia",
          "Taiwan",
          "United States",
          "United Kingdom",
          "United States",
          "United States",
          "United States",
          "China",
          "India",
          "United States",
          "South Korea",
          "United States",
          "Norway",
          "United States",
          "Hong Kong",
          "United States",
          "United States",
          "United States",
          "United States",
          "United States",
          "Switzerland",
          "United Kingdom",
          "Switzerland",
          "United States",
          "Russia",
          "South Korea",
          "United States",
          "France",
          "United States",
          "United States",
          "Germany",
          "Germany",
          "Switzerland",
          "Turkey",
          "Canada",
          "China",
          "United States",
          "India",
          "United States",
          "Argentina",
          "United States",
          "United States",
          "Georgia",
          "Indonesia",
          "Switzerland",
          "Canada",
          "United States",
          "United States",
          "Indonesia",
          "United States",
          "China",
          "United Kingdom",
          "Poland",
          "Germany",
          "United States",
          "United States",
          "United States",
          "United States",
          "United States",
          "United States",
          "United States",
          "India",
          "Hong Kong",
          "China",
          "Portugal",
          "United States",
          "Taiwan",
          "Turkey",
          "Brazil",
          "Canada",
          "South Korea",
          "China",
          "United States",
          "China",
          "United States",
          "United States",
          "United States",
          "United States",
          "United States",
          "China",
          "Kazakhstan",
          "Taiwan",
          "United States",
          "China",
          "Singapore",
          "Hong Kong",
          "United States",
          "United States",
          "United States",
          "Algeria",
          "United States",
          "United States",
          "Germany",
          "United States",
          "China",
          "Mexico",
          "Germany",
          "China",
          "United States",
          "Switzerland",
          "India",
          "Norway",
          "United States",
          "United Arab Emirates",
          "Brazil",
          "China",
          "Taiwan",
          "China",
          "United States",
          "United States",
          "United States",
          "United States",
          "Spain",
          "Switzerland",
          "Germany",
          "India",
          "United States",
          "United States",
          "China",
          "Russia",
          "Switzerland",
          "United States",
          "Spain",
          "United States",
          "China",
          "United States",
          "United States",
          "Canada",
          "Russia",
          "Kazakhstan",
          "Kazakhstan",
          "Unknown",
          "Unknown",
          "United States",
          "United States",
          "Vietnam",
          "United States",
          "Taiwan",
          "Taiwan",
          "China",
          "China",
          "China",
          "United States",
          "Israel",
          "Latvia",
          "China",
          "China",
          "United States",
          "United States",
          "Indonesia",
          "United States",
          "France",
          "United States",
          "China",
          "China",
          "United States",
          "United States",
          "United States",
          "United States",
          "United States",
          "Indonesia",
          "Indonesia",
          "United States",
          "Czech Republic",
          "France",
          "Germany",
          "United States",
          "United States",
          "United States",
          "Italy",
          "Finland",
          "China",
          "United States",
          "Russia",
          "United States",
          "Brazil",
          "Brazil",
          "United States",
          "Switzerland",
          "United States",
          "Australia",
          "United States",
          "China",
          "United States",
          "United States",
          "United States",
          "China",
          "India",
          "United States",
          "United States",
          "Malaysia",
          "United States",
          "China",
          "Canada",
          "United States",
          "India",
          "India",
          "United States",
          "United States",
          "Italy",
          "United States",
          "Poland",
          "Switzerland",
          "Mexico",
          "China",
          "Germany",
          "United States",
          "United States",
          "Thailand",
          "China",
          "South Korea",
          "Cayman Islands",
          "Italy",
          "Germany",
          "United States",
          "United States",
          "Thailand",
          "United States",
          "Brazil",
          "Brazil",
          "Brazil",
          "United States",
          "Germany",
          "Germany",
          "Germany",
          "China",
          "United States",
          "Taiwan",
          "India",
          "China",
          "China",
          "China",
          "India",
          "Italy",
          "United States",
          "United States",
          "United States",
          "United States",
          "United States",
          "United States",
          "China",
          "United States",
          "India",
          "United States",
          "Japan",
          "China",
          "Taiwan",
          "United States",
          "United States",
          "United States",
          "United States",
          "United States",
          "United States",
          "United Kingdom",
          "China",
          "United States",
          "China",
          "China",
          "United States",
          "United States",
          "Kazakhstan",
          "United Kingdom",
          "Japan",
          "United States",
          "Chile",
          "United States",
          "United States",
          "United States",
          "United States",
          "Israel",
          "China",
          "India",
          "India",
          "Italy",
          "United States",
          "Switzerland",
          "Bermuda",
          "Canada",
          "United Kingdom",
          "Hong Kong",
          "Switzerland",
          "China",
          "United States",
          "Kazakhstan",
          "United States",
          "Hong Kong",
          "Hong Kong",
          "United States",
          "United Kingdom",
          "Japan",
          "Japan",
          "Australia",
          "Australia",
          "United States",
          "Spain",
          "United States",
          "Switzerland",
          "Hong Kong",
          "China",
          "China",
          "China",
          "China",
          "United States",
          "Brazil",
          "China",
          "Italy",
          "United States",
          "United States",
          "Italy",
          "Italy",
          "Italy",
          "Italy",
          "Luxembourg",
          "Germany",
          "China",
          "United States",
          "Russia",
          "Hong Kong",
          "China",
          "United States",
          "Switzerland",
          "Thailand",
          "United States",
          "Germany",
          "Russia",
          "Italy",
          "Germany",
          "India",
          "United States",
          "United States",
          "Netherlands",
          "China",
          "United States",
          "China",
          "Monaco",
          "Canada",
          "United States",
          "Thailand",
          "Russia",
          "Philippines",
          "India",
          "Switzerland",
          "British Virgin Islands",
          "South Korea",
          "Italy",
          "Switzerland",
          "United States",
          "United States",
          "United States",
          "United States",
          "United States",
          "Japan",
          "United States",
          "United States",
          "United States",
          "India",
          "Germany",
          "Switzerland",
          "China",
          "China",
          "United States",
          "United States",
          "France",
          "United States",
          "United States",
          "China",
          "United States",
          "Brazil",
          "Switzerland",
          "China",
          "Australia",
          "Canada",
          "Singapore",
          "United States",
          "Israel",
          "Japan",
          "Chile",
          "United States",
          "United States",
          "Egypt",
          "China",
          "Israel",
          "Canada",
          "United Kingdom",
          "United States",
          "United States",
          "United States",
          "China",
          "Singapore",
          "Unknown",
          "Italy",
          "Italy",
          "India",
          "United Kingdom",
          "China",
          "Italy",
          "Mexico",
          "Italy",
          "China",
          "United States",
          "United States",
          "Australia",
          "Russia",
          "India",
          "Brazil",
          "United Kingdom",
          "China",
          "United States",
          "South Korea",
          "China",
          "China",
          "India",
          "India",
          "Switzerland",
          "United States",
          "United States",
          "United Arab Emirates",
          "United States",
          "United States",
          "Germany",
          "United States",
          "Italy",
          "China",
          "United States",
          "United States",
          "Russia",
          "Germany",
          "Germany",
          "United States",
          "China",
          "United States",
          "United States",
          "China",
          "China",
          "United Kingdom",
          "United States",
          "China",
          "India",
          "India",
          "Switzerland",
          "France",
          "Russia",
          "United States",
          "United States",
          "Switzerland",
          "Brazil",
          "Singapore",
          "United States",
          "United States",
          "Hong Kong",
          "Russia",
          "Switzerland",
          "India",
          "Monaco",
          "United States",
          "Hong Kong",
          "United States",
          "Switzerland",
          "United States",
          "Indonesia",
          "Italy",
          "Germany",
          "Hong Kong",
          "Kazakhstan",
          "United States",
          "South Korea",
          "United Arab Emirates",
          "Turkey",
          "United States",
          "United States",
          "United States",
          "Switzerland",
          "China",
          "France",
          "Hong Kong",
          "United States",
          "China",
          "United States",
          "Canada",
          "Unknown",
          "United States",
          "United States",
          "China",
          "United States",
          "Singapore",
          "Mexico",
          "Italy",
          "China",
          "India",
          "Germany",
          "Switzerland",
          "Taiwan",
          "China",
          "India",
          "France",
          "Switzerland",
          "United States",
          "India",
          "China",
          "United Kingdom",
          "United States",
          "Sweden",
          "China",
          "Singapore",
          "China",
          "Singapore",
          "United Arab Emirates",
          "Singapore",
          "China",
          "Hong Kong",
          "China",
          "Spain",
          "Italy",
          "China",
          "United States",
          "United Kingdom",
          "United States",
          "Canada",
          "United States",
          "United Kingdom",
          "Israel",
          "United States",
          "China",
          "Switzerland",
          "Germany",
          "United States",
          "Russia",
          "Turkey",
          "South Korea",
          "China",
          "China",
          "China",
          "China",
          "Sweden",
          "Hong Kong",
          "Germany",
          "Germany",
          "Russia",
          "India",
          "Argentina",
          "Chile",
          "India",
          "Russia",
          "United States",
          "United States",
          "United States",
          "Germany",
          "United States",
          "United States",
          "China",
          "China",
          "India",
          "China",
          "United States",
          "Cambodia",
          "Singapore",
          "South Korea",
          "India",
          "United States",
          "China",
          "United States",
          "Germany",
          "India",
          "India",
          "Malaysia",
          "China",
          "Russia",
          "United States",
          "Lebanon",
          "Lebanon",
          "Japan",
          "India",
          "France",
          "India",
          "Germany",
          "Germany",
          "India",
          "India",
          "United States",
          "United States",
          "China",
          "China",
          "Taiwan",
          "Hong Kong",
          "United States",
          "Hong Kong",
          "Hong Kong",
          "China",
          "Brazil",
          "Spain",
          "Oman",
          "India",
          "India",
          "India",
          "Hong Kong",
          "Germany",
          "United Kingdom",
          "United Kingdom",
          "Russia",
          "Australia",
          "United States",
          "United Kingdom",
          "United States",
          "India",
          "United Kingdom",
          "Spain",
          "Singapore",
          "Russia",
          "India",
          "United States",
          "India",
          "Russia",
          "Hong Kong",
          "Turkey",
          "Russia",
          "Hong Kong",
          "Hong Kong",
          "Germany",
          "United States",
          "United Kingdom",
          "Hong Kong",
          "China",
          "China",
          "United States",
          "South Africa",
          "Ireland",
          "Unknown",
          "Sweden",
          "Japan",
          "Hong Kong",
          "India",
          "United States",
          "Unknown",
          "Unknown",
          "United States",
          "United States",
          "United States",
          "Unknown",
          "India",
          "Russia",
          "United States",
          "United States",
          "United States",
          "Kazakhstan",
          "Norway",
          "Hong Kong",
          "China",
          "China",
          "United States",
          "United States",
          "United States",
          "United States",
          "Brazil",
          "Brazil",
          "Germany",
          "Switzerland",
          "China",
          "Singapore",
          "China",
          "Mexico",
          "United States",
          "Spain",
          "China",
          "Ireland",
          "Sweden",
          "Sweden",
          "Australia",
          "United States",
          "China",
          "China",
          "Russia",
          "Spain",
          "Hong Kong",
          "United States",
          "France",
          "Canada",
          "China",
          "China",
          "Singapore",
          "China",
          "Switzerland",
          "Netherlands",
          "United States",
          "Germany",
          "India",
          "United States",
          "Russia",
          "United States",
          "United States",
          "United States",
          "Germany",
          "United States",
          "Germany",
          "United States",
          "Germany",
          "United States",
          "Germany",
          "Unknown",
          "Unknown",
          "China",
          "China",
          "United States",
          "United States",
          "United States",
          "United States",
          "United States",
          "United Kingdom",
          "United States",
          "India",
          "United States",
          "China",
          "United States",
          "United States",
          "United States",
          "India",
          "United States",
          "Russia",
          "Cyprus",
          "United States",
          "India",
          "Brazil",
          "Canada",
          "United States",
          "United States",
          "United States",
          "United States",
          "India",
          "Turkey",
          "United States",
          "Austria",
          "China",
          "Taiwan",
          "China",
          "Thailand",
          "Switzerland",
          "India",
          "United States",
          "Spain",
          "United States",
          "United States",
          "China",
          "Turkey",
          "China",
          "China",
          "United States",
          "Philippines",
          "Philippines",
          "Singapore",
          "United States",
          "United States",
          "Germany",
          "China",
          "United States",
          "China",
          "Singapore",
          "China",
          "United States",
          "United Arab Emirates",
          "United States",
          "South Africa",
          "Germany",
          "United States",
          "Brazil",
          "Switzerland",
          "United States",
          "United States",
          "France",
          "Switzerland",
          "Germany",
          "Canada",
          "United Kingdom",
          "China",
          "Singapore",
          "United States",
          "India",
          "United States",
          "United States",
          "China",
          "Switzerland",
          "United States",
          "China",
          "China",
          "India",
          "Switzerland",
          "Netherlands",
          "Philippines",
          "Philippines",
          "Philippines",
          "Taiwan",
          "United States",
          "United States",
          "Switzerland",
          "United States",
          "China",
          "China",
          "United States",
          "United Kingdom",
          "United States",
          "United States",
          "United States",
          "United States",
          "Taiwan",
          "Taiwan",
          "Unknown",
          "Hong Kong",
          "India",
          "United States",
          "United States",
          "Sweden",
          "United States",
          "Germany",
          "Turkey",
          "United States",
          "China",
          "United States",
          "South Korea",
          "China",
          "Hong Kong",
          "Guernsey",
          "Unknown",
          "China",
          "China",
          "Malaysia",
          "India",
          "United States",
          "China",
          "Russia",
          "United States",
          "United States",
          "Brazil",
          "Switzerland",
          "Switzerland",
          "Italy",
          "Italy",
          "Turkey",
          "United States",
          "Switzerland",
          "Switzerland",
          "United States",
          "Hong Kong",
          "China",
          "Taiwan",
          "United States",
          "United Kingdom",
          "Australia",
          "China",
          "China",
          "Germany",
          "China",
          "China",
          "Liechtenstein",
          "China",
          "United States",
          "United States",
          "Russia",
          "Turkey",
          "United States",
          "Bahamas",
          "United States",
          "China",
          "China",
          "Ireland",
          "China",
          "United States",
          "China",
          "United States",
          "United States",
          "China",
          "Israel",
          "Germany",
          "Germany",
          "China",
          "United States",
          "United States",
          "United States",
          "China",
          "United States",
          "Australia",
          "Singapore",
          "Thailand",
          "United States",
          "United States",
          "United States",
          "United States",
          "United States",
          "Vietnam",
          "China",
          "Australia",
          "China",
          "United States",
          "India",
          "United States",
          "United States",
          "Switzerland",
          "United States",
          "Canada",
          "United States",
          "United States",
          "United States",
          "United States",
          "Philippines",
          "Philippines",
          "Japan",
          "China",
          "China",
          "Sweden",
          "United Arab Emirates",
          "India",
          "China",
          "China",
          "Israel",
          "China",
          "China",
          "Hong Kong",
          "China",
          "United States",
          "Canada",
          "China",
          "United Kingdom",
          "United States",
          "France",
          "Unknown",
          "United States",
          "India",
          "China",
          "Taiwan",
          "China",
          "Hong Kong",
          "Switzerland",
          "Italy",
          "Germany",
          "United Kingdom",
          "United Kingdom",
          "Australia",
          "United States",
          "Italy",
          "China",
          "United States",
          "United States",
          "United States",
          "India",
          "India",
          "United States",
          "Norway",
          "Switzerland",
          "Spain",
          "Taiwan",
          "China",
          "United States",
          "Russia",
          "Cyprus",
          "Russia",
          "Hong Kong",
          "Hong Kong",
          "United States",
          "France",
          "United States",
          "Taiwan",
          "China",
          "Cyprus",
          "United States",
          "China",
          "India",
          "India",
          "Sweden",
          "India",
          "India",
          "China",
          "Ireland",
          "Russia",
          "China",
          "Spain",
          "Ukraine",
          "United States",
          "India",
          "India",
          "United States",
          "China",
          "United Arab Emirates",
          "Singapore",
          "United States",
          "India",
          "United States",
          "China",
          "Russia",
          "Germany",
          "United States",
          "United States",
          "China",
          "China",
          "Taiwan",
          "China",
          "Taiwan",
          "United States",
          "China",
          "Hong Kong",
          "China",
          "China",
          "China",
          "China",
          "India",
          "United Kingdom",
          "United Kingdom",
          "Turks and Caicos Islands",
          "Czech Republic",
          "Germany",
          "China",
          "China",
          "Thailand",
          "China",
          "Monaco",
          "United States",
          "Monaco",
          "United States",
          "United Kingdom",
          "China",
          "Hong Kong",
          "China",
          "United States",
          "United States",
          "United States",
          "Israel",
          "Finland",
          "Hong Kong",
          "China",
          "China",
          "China",
          "China",
          "Thailand",
          "Canada",
          "Israel",
          "United States",
          "China",
          "China",
          "Singapore",
          "Australia",
          "United States",
          "United States",
          "India",
          "Australia",
          "Australia",
          "United States",
          "India",
          "Poland",
          "Unknown",
          "Germany",
          "Indonesia",
          "Canada",
          "Thailand",
          "Romania",
          "United States",
          "United States",
          "Unknown",
          "China",
          "China",
          "China",
          "China",
          "China",
          "China",
          "Chile",
          "Finland",
          "United States",
          "Brazil",
          "Russia",
          "Italy",
          "United States",
          "Unknown",
          "China",
          "China",
          "China",
          "China",
          "Thailand",
          "Thailand",
          "United States",
          "Spain",
          "United States",
          "United States",
          "China",
          "Germany",
          "Turkey",
          "Turkey",
          "Argentina",
          "Hong Kong",
          "China",
          "India",
          "Switzerland",
          "Mexico",
          "United States",
          "China",
          "United States",
          "Hong Kong",
          "United States",
          "United States",
          "United Kingdom",
          "United States",
          "Thailand",
          "United States",
          "United States",
          "China",
          "United States",
          "United Kingdom",
          "Hong Kong",
          "United Kingdom",
          "Japan",
          "India",
          "India",
          "United States",
          "India",
          "China",
          "United States",
          "United States",
          "China",
          "China",
          "China",
          "Taiwan",
          "Indonesia",
          "United States",
          "Philippines",
          "Indonesia",
          "Turkey",
          "Japan",
          "Greece",
          "India",
          "China",
          "China",
          "United States",
          "China",
          "China",
          "Israel",
          "China",
          "United States",
          "Australia",
          "United Kingdom",
          "Qatar",
          "United States",
          "Japan",
          "Italy",
          "India",
          "United States",
          "Uruguay",
          "India",
          "Nepal",
          "United States",
          "United States",
          "United Kingdom",
          "Netherlands",
          "Spain",
          "China",
          "United States",
          "United States",
          "United States",
          "Brazil",
          "United States",
          "India",
          "United States",
          "China",
          "China",
          "China",
          "China",
          "Cyprus",
          "South Korea",
          "United States",
          "United States",
          "United States",
          "Sweden",
          "China",
          "Brazil",
          "Brazil",
          "Brazil",
          "United States",
          "Canada",
          "Sweden",
          "Netherlands",
          "India",
          "Monaco",
          "India",
          "Unknown",
          "Turkey",
          "China",
          "Canada",
          "United States",
          "United States",
          "Thailand",
          "India",
          "Germany",
          "Russia",
          "China",
          "China",
          "India",
          "South Korea",
          "Indonesia",
          "China",
          "Hong Kong",
          "Vietnam",
          "United States",
          "United States",
          "Netherlands",
          "Germany",
          "United States",
          "United States",
          "United States",
          "Australia",
          "Taiwan",
          "China",
          "United States",
          "China",
          "Japan",
          "United States",
          "China",
          "United States",
          "United States",
          "Italy",
          "Netherlands",
          "South Korea",
          "United States",
          "United States",
          "China",
          "Netherlands",
          "United States",
          "Czech Republic",
          "United States",
          "Italy",
          "France",
          "Japan",
          "United States",
          "Switzerland",
          "United States",
          "Brazil",
          "Australia",
          "China",
          "Thailand",
          "Canada",
          "Finland",
          "Singapore",
          "Canada",
          "India",
          "Thailand",
          "United States",
          "South Korea",
          "Unknown",
          "Unknown",
          "Turkey",
          "Hong Kong",
          "Hong Kong",
          "China",
          "Malaysia",
          "United States",
          "China",
          "United States",
          "China",
          "United States",
          "China",
          "China",
          "United States",
          "United States",
          "Japan",
          "Brazil",
          "China",
          "Spain",
          "India",
          "Romania",
          "United States",
          "Russia",
          "China",
          "United States",
          "United States",
          "China",
          "United States",
          "Russia",
          "Japan",
          "India",
          "China",
          "France",
          "United States",
          "United States",
          "Taiwan",
          "China",
          "United States",
          "United States",
          "United Kingdom",
          "China",
          "China",
          "China",
          "Russia",
          "United States",
          "China",
          "China",
          "China",
          "United States",
          "Malaysia",
          "United States",
          "Switzerland",
          "United States",
          "United States",
          "China",
          "Unknown",
          "Austria",
          "Germany",
          "China",
          "China",
          "Taiwan",
          "South Korea",
          "Slovakia",
          "United States",
          "Canada",
          "United States",
          "United States",
          "France",
          "United States",
          "United States",
          "Brazil",
          "Switzerland",
          "United States",
          "Canada",
          "China",
          "Switzerland",
          "United States",
          "United States",
          "United States",
          "United States",
          "Finland",
          "United States",
          "United States",
          "China",
          "China",
          "China",
          "Russia",
          "Unknown",
          "United States",
          "United States",
          "Austria",
          "Japan",
          "United States",
          "United Kingdom",
          "Greece",
          "Malaysia",
          "China",
          "China",
          "China",
          "China",
          "Hong Kong",
          "Canada",
          "United States",
          "United Arab Emirates",
          "Italy",
          "Israel",
          "Austria",
          "Germany",
          "Germany",
          "United States",
          "Spain",
          "Spain",
          "United States",
          "Thailand",
          "China",
          "Switzerland",
          "United Kingdom",
          "United States",
          "Russia",
          "United States",
          "United States",
          "United States",
          "Austria",
          "United States",
          "Taiwan",
          "India",
          "Australia",
          "China",
          "China",
          "United States",
          "United States",
          "Australia",
          "Australia",
          "Australia",
          "United States",
          "China",
          "China",
          "China",
          "China",
          "China",
          "United States",
          "China",
          "China",
          "China",
          "China",
          "China",
          "China",
          "China",
          "Sweden",
          "India",
          "Morocco",
          "Turkey",
          "Italy",
          "Norway",
          "Norway",
          "Chile",
          "Israel",
          "Italy",
          "Australia",
          "Israel",
          "Italy",
          "United Arab Emirates",
          "Turkey",
          "United States",
          "Taiwan",
          "China",
          "Hungary",
          "Brazil",
          "Italy",
          "United States",
          "Tanzania",
          "United States",
          "China",
          "United States",
          "France",
          "Malaysia",
          "Switzerland",
          "China",
          "United States",
          "United States",
          "Slovakia",
          "China",
          "India",
          "Vietnam",
          "Taiwan",
          "New Zealand",
          "Canada",
          "India",
          "India",
          "China",
          "South Korea",
          "United States",
          "United States",
          "Singapore",
          "Switzerland",
          "Germany",
          "Germany",
          "Germany",
          "China",
          "China",
          "China",
          "China",
          "Taiwan",
          "China",
          "China",
          "China",
          "Egypt",
          "Australia",
          "Italy",
          "United States",
          "Italy",
          "Bahrain",
          "United States",
          "United States",
          "United Kingdom",
          "Brazil",
          "Unknown",
          "Unknown",
          "United States",
          "Mexico",
          "Sweden",
          "United States",
          "United States",
          "Singapore",
          "Peru",
          "United Kingdom",
          "United States",
          "United States",
          "Israel",
          "United States",
          "Singapore",
          "Russia",
          "India",
          "United States",
          "Australia",
          "United States",
          "United States",
          "Russia",
          "China",
          "United States",
          "China",
          "China",
          "China",
          "Thailand",
          "United States",
          "China",
          "Australia",
          "Andorra",
          "Vietnam",
          "United States",
          "Sweden",
          "China",
          "China",
          "United States",
          "Hong Kong",
          "China",
          "China",
          "China",
          "China",
          "China",
          "China",
          "China",
          "China",
          "China",
          "Finland",
          "Spain",
          "Australia",
          "Singapore",
          "India",
          "United Kingdom",
          "Russia",
          "India",
          "China",
          "United States",
          "China",
          "Singapore",
          "Brazil",
          "Australia",
          "United States",
          "United States",
          "Switzerland",
          "United States",
          "Philippines",
          "China",
          "India",
          "Switzerland",
          "France",
          "Mexico",
          "China",
          "United Kingdom",
          "United States",
          "United States",
          "China",
          "India",
          "China",
          "South Korea",
          "Singapore",
          "Russia",
          "India",
          "Switzerland",
          "Singapore",
          "Singapore",
          "Singapore",
          "Singapore",
          "Singapore",
          "Singapore",
          "Hong Kong",
          "South Korea",
          "Canada",
          "Monaco",
          "United Kingdom",
          "China",
          "China",
          "Sweden",
          "China",
          "Taiwan",
          "Hong Kong",
          "Russia",
          "Canada",
          "Brazil",
          "United States",
          "China",
          "United Kingdom",
          "India",
          "China",
          "China",
          "Japan",
          "Israel",
          "Japan",
          "Ukraine",
          "Thailand",
          "Australia",
          "China",
          "China",
          "United States",
          "Sweden",
          "China",
          "China",
          "India",
          "Indonesia",
          "United States",
          "Russia",
          "India",
          "Russia",
          "Brazil",
          "United States",
          "Russia",
          "Russia",
          "Japan",
          "United States",
          "Sweden",
          "India",
          "India",
          "United States",
          "China",
          "China",
          "China",
          "China",
          "China",
          "Switzerland",
          "Brazil",
          "United States",
          "China",
          "China",
          "China",
          "China",
          "China",
          "China",
          "China",
          "China",
          "China",
          "China",
          "China",
          "China",
          "Singapore",
          "China",
          "Russia",
          "United States",
          "Indonesia",
          "India",
          "India",
          "Thailand",
          "Russia",
          "Israel",
          "India",
          "Indonesia",
          "United Kingdom",
          "India",
          "Morocco",
          "India",
          "India",
          "United States",
          "China",
          "United States",
          "China",
          "Taiwan",
          "China",
          "China",
          "Taiwan",
          "United States",
          "Spain",
          "Argentina",
          "China",
          "India",
          "Turkey",
          "Italy",
          "Italy",
          "China",
          "United States",
          "Japan",
          "Japan",
          "Canada",
          "United States",
          "Italy",
          "United States",
          "China",
          "Finland",
          "China",
          "Unknown",
          "United States",
          "United States",
          "India",
          "China",
          "China",
          "Sweden",
          "United States",
          "Singapore",
          "Poland",
          "United States",
          "United States",
          "United States",
          "Japan",
          "United States",
          "Czech Republic",
          "United Kingdom",
          "United States",
          "South Korea",
          "United States",
          "China",
          "China",
          "China",
          "China",
          "China",
          "Brazil",
          "China",
          "China",
          "Brazil",
          "Egypt",
          "China",
          "United States",
          "France",
          "Germany",
          "Unknown",
          "Switzerland",
          "United States",
          "United States",
          "Vietnam",
          "Japan",
          "United States",
          "Unknown",
          "United States",
          "China",
          "India",
          "India",
          "India",
          "India",
          "Spain",
          "Russia",
          "United States",
          "Turkey",
          "Japan",
          "Japan",
          "United States",
          "Unknown",
          "India",
          "Russia",
          "Unknown",
          "Australia",
          "China",
          "United States",
          "United States",
          "United States",
          "Russia",
          "Russia",
          "Germany",
          "Germany",
          "Australia",
          "Thailand",
          "China",
          "China",
          "China",
          "China",
          "Cayman Islands",
          "China",
          "China",
          "China",
          "China",
          "China",
          "China",
          "China",
          "Hong Kong",
          "Ukraine",
          "China",
          "India",
          "Qatar",
          "Brazil",
          "Switzerland",
          "United States",
          "United States",
          "Turkey",
          "Israel",
          "Canada",
          "Canada",
          "China",
          "United States",
          "Germany",
          "Germany",
          "Germany",
          "Malaysia",
          "China",
          "China",
          "South Korea",
          "United States",
          "Italy",
          "India",
          "United Kingdom",
          "China",
          "Turkey",
          "Germany",
          "United States",
          "Brazil",
          "Brazil",
          "China",
          "Brazil",
          "Hungary",
          "United Kingdom",
          "United States",
          "Israel",
          "India",
          "United States",
          "India",
          "Australia",
          "United Kingdom",
          "United States",
          "Australia",
          "United States",
          "Hong Kong",
          "China",
          "Australia",
          "United Kingdom",
          "Taiwan",
          "United States",
          "United States",
          "China",
          "China",
          "Russia",
          "Germany",
          "Germany",
          "India",
          "Canada",
          "South Korea",
          "China",
          "China",
          "China",
          "China",
          "China",
          "Hong Kong",
          "United States",
          "United States",
          "United States",
          "United States",
          "United States",
          "India",
          "China",
          "United States",
          "Hungary",
          "United States",
          "United States",
          "Unknown",
          "Brazil",
          "United States",
          "Unknown",
          "Germany",
          "United States",
          "Russia",
          "Brazil",
          "Sweden",
          "United States",
          "Indonesia",
          "United States",
          "China",
          "United States",
          "Switzerland",
          "Brazil",
          "United States",
          "India",
          "United Kingdom",
          "Canada",
          "United Arab Emirates",
          "Canada",
          "United Kingdom",
          "China",
          "United States",
          "Germany",
          "Germany",
          "Indonesia",
          "India",
          "United Kingdom",
          "Italy",
          "Italy",
          "United States",
          "United States",
          "Indonesia",
          "Belgium",
          "Philippines",
          "China",
          "Australia",
          "Italy",
          "China",
          "Netherlands",
          "Armenia",
          "Italy",
          "Thailand",
          "Hong Kong",
          "China",
          "Taiwan",
          "China",
          "United States",
          "Israel",
          "United States",
          "United States",
          "Taiwan",
          "Taiwan",
          "China",
          "China",
          "China",
          "China",
          "China",
          "China",
          "China",
          "Russia",
          "China",
          "United States",
          "China",
          "China",
          "China",
          "China",
          "China",
          "China",
          "India",
          "Russia",
          "Unknown",
          "United States",
          "United States",
          "United States",
          "United States",
          "Ukraine",
          "Switzerland",
          "Switzerland",
          "United States",
          "Germany",
          "Indonesia",
          "India",
          "China",
          "China",
          "Italy",
          "Italy",
          "China",
          "China",
          "China",
          "China",
          "Taiwan",
          "China",
          "China",
          "Unknown",
          "United States",
          "Spain",
          "China",
          "Israel",
          "United Kingdom",
          "Spain",
          "Brazil",
          "Brazil",
          "Cyprus",
          "United States",
          "United States",
          "Germany",
          "United States",
          "China",
          "India",
          "United States",
          "Russia",
          "United Kingdom",
          "United Kingdom",
          "United Kingdom",
          "Monaco",
          "China",
          "Germany",
          "Germany",
          "United States",
          "China",
          "China",
          "Japan",
          "Japan",
          "Thailand",
          "India",
          "United Kingdom",
          "United Kingdom",
          "Belgium",
          "Japan",
          "India",
          "Turkey",
          "China",
          "Switzerland",
          "South Korea",
          "Russia",
          "India",
          "India",
          "Spain",
          "South Korea",
          "United States",
          "United States",
          "United States",
          "China",
          "China",
          "United States",
          "China",
          "China",
          "Japan",
          "India",
          "India",
          "India",
          "Russia",
          "Singapore",
          "Romania",
          "Italy",
          "United States",
          "India",
          "China",
          "China",
          "Spain",
          "United States",
          "United States",
          "India",
          "United States",
          "United Kingdom",
          "United States",
          "United States",
          "Australia",
          "China",
          "China",
          "United States",
          "Singapore",
          "Malaysia",
          "China",
          "Thailand",
          "Taiwan",
          "China",
          "Israel",
          "Germany",
          "China",
          "China",
          "Sweden",
          "Hong Kong",
          "United States",
          "Germany",
          "China",
          "Taiwan",
          "China",
          "China",
          "China",
          "China",
          "Singapore",
          "China",
          "China",
          "Unknown",
          "China",
          "China",
          "China",
          "China",
          "China",
          "China",
          "China",
          "Hong Kong",
          "India",
          "United Kingdom",
          "Japan",
          "Germany",
          "Germany",
          "Germany",
          "Germany",
          "Peru",
          "United States",
          "Japan",
          "France",
          "Taiwan",
          "China",
          "China",
          "China",
          "United States",
          "China",
          "Hong Kong",
          "India",
          "Monaco",
          "Hong Kong",
          "Turkey",
          "United States",
          "Monaco",
          "China",
          "China",
          "Denmark",
          "United States",
          "China",
          "China",
          "Sweden",
          "Monaco",
          "Monaco",
          "China",
          "China",
          "Indonesia",
          "China",
          "South Korea",
          "China",
          "Italy",
          "Germany",
          "India",
          "United States",
          "Norway",
          "Israel",
          "India",
          "Brazil",
          "United States",
          "United States",
          "Singapore",
          "South Korea",
          "Ukraine",
          "China",
          "South Korea",
          "Singapore",
          "United States",
          "Russia",
          "South Africa",
          "China",
          "China",
          "Singapore",
          "China",
          "China",
          "United States",
          "Germany",
          "Germany",
          "Russia",
          "Italy",
          "Unknown",
          "United States",
          "Canada",
          "Bermuda",
          "United States",
          "Indonesia",
          "United States",
          "United States",
          "Norway",
          "Russia",
          "Russia",
          "Indonesia",
          "Indonesia",
          "United States",
          "Japan",
          "Turkey",
          "Japan",
          "China",
          "China",
          "Unknown",
          "Canada",
          "China",
          "Monaco",
          "Unknown",
          "China",
          "China",
          "China",
          "China",
          "China",
          "United States",
          "China",
          "China",
          "Philippines"
         ],
         "locationmode": "country names",
         "locations": [
          "France",
          "United States",
          "United States",
          "United States",
          "United States",
          "United States",
          "United States",
          "Mexico",
          "India",
          "United States",
          "France",
          "United States",
          "Spain",
          "United States",
          "China",
          "United States",
          "United States",
          "United States",
          "United States",
          "United States",
          "United States",
          "Canada",
          "United States",
          "India",
          "United States",
          "China",
          "Germany",
          "France",
          "Switzerland",
          "Belgium",
          "United States",
          "United States",
          "Hong Kong",
          "China",
          "United States",
          "United States",
          "Austria",
          "China",
          "Japan",
          "United Kingdom",
          "United States",
          "United States",
          "Switzerland",
          "Switzerland",
          "China",
          "Germany",
          "Hong Kong",
          "United States",
          "United States",
          "United States",
          "Germany",
          "Australia",
          "China",
          "Mexico",
          "India",
          "Indonesia",
          "United States",
          "United Arab Emirates",
          "Germany",
          "United States",
          "Indonesia",
          "Russia",
          "China",
          "China",
          "Chile",
          "Indonesia",
          "United Kingdom",
          "India",
          "Japan",
          "Russia",
          "France",
          "United States",
          "Russia",
          "United States",
          "China",
          "United States",
          "United States",
          "Japan",
          "Russia",
          "Russia",
          "United States",
          "Australia",
          "United States",
          "China",
          "China",
          "Monaco",
          "China",
          "China",
          "United States",
          "United States",
          "Russia",
          "United States",
          "United Kingdom",
          "United States",
          "United States",
          "India",
          "United States",
          "United States",
          "United States",
          "Switzerland",
          "Germany",
          "Czech Republic",
          "China",
          "Sweden",
          "United States",
          "Switzerland",
          "China",
          "Germany",
          "Unknown",
          "Switzerland",
          "Hong Kong",
          "India",
          "United States",
          "India",
          "China",
          "Thailand",
          "United States",
          "Thailand",
          "United Kingdom",
          "China",
          "China",
          "Uzbekistan",
          "Singapore",
          "India",
          "Nigeria",
          "Hong Kong",
          "United Kingdom",
          "China",
          "Hong Kong",
          "United Kingdom",
          "United States",
          "United States",
          "United States",
          "United States",
          "Hong Kong",
          "China",
          "Australia",
          "India",
          "United States",
          "United Kingdom",
          "Thailand",
          "China",
          "China",
          "United States",
          "United States",
          "Hong Kong",
          "United States",
          "United Arab Emirates",
          "Germany",
          "Germany",
          "China",
          "United States",
          "United States",
          "Israel",
          "Australia",
          "Switzerland",
          "Italy",
          "South Africa",
          "Hong Kong",
          "China",
          "United States",
          "United States",
          "Mexico",
          "United States",
          "United States",
          "Brazil",
          "Russia",
          "China",
          "United Arab Emirates",
          "United States",
          "Australia",
          "United States",
          "United States",
          "United States",
          "Russia",
          "Singapore",
          "Germany",
          "United States",
          "Australia",
          "Malaysia",
          "China",
          "United States",
          "China",
          "United Arab Emirates",
          "Switzerland",
          "France",
          "France",
          "France",
          "Sweden",
          "Russia",
          "South Korea",
          "China",
          "Germany",
          "China",
          "United States",
          "China",
          "China",
          "United States",
          "United States",
          "United States",
          "United States",
          "France",
          "Canada",
          "Switzerland",
          "China",
          "United States",
          "United Kingdom",
          "Russia",
          "Sweden",
          "Czech Republic",
          "United States",
          "India",
          "United States",
          "United States",
          "United States",
          "Switzerland",
          "Germany",
          "Canada",
          "China",
          "United Kingdom",
          "United Kingdom",
          "United Kingdom",
          "Russia",
          "United States",
          "China",
          "United States",
          "United States",
          "China",
          "United Kingdom",
          "China",
          "Germany",
          "United States",
          "New Zealand",
          "India",
          "Germany",
          "Switzerland",
          "Philippines",
          "United States",
          "United States",
          "United States",
          "China",
          "United States",
          "South Africa",
          "Australia",
          "China",
          "United States",
          "Monaco",
          "Switzerland",
          "Hong Kong",
          "Russia",
          "Nigeria",
          "United States",
          "India",
          "China",
          "China",
          "France",
          "France",
          "United States",
          "France",
          "Switzerland",
          "United States",
          "Russia",
          "United States",
          "United States",
          "United States",
          "Czech Republic",
          "Monaco",
          "United States",
          "China",
          "United States",
          "South Korea",
          "United States",
          "United States",
          "Russia",
          "Austria",
          "United States",
          "China",
          "Taiwan",
          "China",
          "China",
          "Taiwan",
          "France",
          "France",
          "United States",
          "China",
          "China",
          "United States",
          "United States",
          "Norway",
          "China",
          "India",
          "United Kingdom",
          "United States",
          "Singapore",
          "United Kingdom",
          "United States",
          "Hong Kong",
          "China",
          "United States",
          "United States",
          "China",
          "United States",
          "United States",
          "Singapore",
          "United States",
          "United Kingdom",
          "China",
          "Singapore",
          "United States",
          "Egypt",
          "United States",
          "India",
          "Russia",
          "Denmark",
          "Philippines",
          "China",
          "United States",
          "Taiwan",
          "United States",
          "United States",
          "United States",
          "United Arab Emirates",
          "Japan",
          "China",
          "United States",
          "Austria",
          "United States",
          "China",
          "Switzerland",
          "Singapore",
          "China",
          "United States",
          "United Kingdom",
          "United Kingdom",
          "United States",
          "India",
          "United States",
          "Hong Kong",
          "India",
          "India",
          "United States",
          "United States",
          "United States",
          "Mexico",
          "United States",
          "United States",
          "United States",
          "China",
          "United States",
          "Spain",
          "United States",
          "United States",
          "Italy",
          "United Kingdom",
          "United States",
          "United States",
          "United States",
          "United States",
          "United States",
          "United States",
          "United States",
          "Russia",
          "China",
          "United States",
          "United States",
          "United Kingdom",
          "Denmark",
          "Denmark",
          "Denmark",
          "Italy",
          "China",
          "China",
          "Switzerland",
          "France",
          "United States",
          "United States",
          "United States",
          "United States",
          "United States",
          "Denmark",
          "United States",
          "China",
          "Switzerland",
          "United States",
          "United States",
          "United States",
          "United States",
          "United States",
          "Germany",
          "United States",
          "United States",
          "Eswatini (Swaziland)",
          "United States",
          "United Kingdom",
          "Monaco",
          "Switzerland",
          "Sweden",
          "United States",
          "United States",
          "China",
          "France",
          "Monaco",
          "Colombia",
          "United States",
          "United Kingdom",
          "China",
          "United Kingdom",
          "France",
          "China",
          "Israel",
          "Mexico",
          "Sweden",
          "Netherlands",
          "China",
          "China",
          "China",
          "Poland",
          "Nigeria",
          "United States",
          "Germany",
          "Germany",
          "Hong Kong",
          "Unknown",
          "Hong Kong",
          "Russia",
          "Austria",
          "United States",
          "Canada",
          "United States",
          "India",
          "Thailand",
          "Bahamas",
          "Israel",
          "United States",
          "United States",
          "United States",
          "China",
          "Thailand",
          "United States",
          "United States",
          "China",
          "United States",
          "Denmark",
          "United States",
          "Ukraine",
          "United States",
          "Cayman Islands",
          "Canada",
          "Sweden",
          "Switzerland",
          "Hong Kong",
          "United States",
          "United States",
          "United States",
          "Greece",
          "United States",
          "China",
          "India",
          "United States",
          "China",
          "United States",
          "United States",
          "Israel",
          "South Korea",
          "China",
          "United States",
          "United States",
          "Taiwan",
          "United States",
          "United States",
          "United States",
          "Italy",
          "United States",
          "Canada",
          "China",
          "Germany",
          "Germany",
          "United States",
          "United States",
          "Hong Kong",
          "United States",
          "Italy",
          "United States",
          "Australia",
          "China",
          "Italy",
          "India",
          "United States",
          "Singapore",
          "China",
          "Switzerland",
          "Italy",
          "Germany",
          "Germany",
          "Austria",
          "Austria",
          "United States",
          "United States",
          "Turkey",
          "United States",
          "United States",
          "Indonesia",
          "United States",
          "United States",
          "United States",
          "United States",
          "United States",
          "United States",
          "Germany",
          "United Arab Emirates",
          "United States",
          "China",
          "United States",
          "China",
          "United Arab Emirates",
          "Malaysia",
          "Taiwan",
          "United States",
          "United Kingdom",
          "United States",
          "United States",
          "United States",
          "China",
          "India",
          "United States",
          "South Korea",
          "United States",
          "Norway",
          "United States",
          "Hong Kong",
          "United States",
          "United States",
          "United States",
          "United States",
          "United States",
          "Switzerland",
          "United Kingdom",
          "Switzerland",
          "United States",
          "Russia",
          "South Korea",
          "United States",
          "France",
          "United States",
          "United States",
          "Germany",
          "Germany",
          "Switzerland",
          "Turkey",
          "Canada",
          "China",
          "United States",
          "India",
          "United States",
          "Argentina",
          "United States",
          "United States",
          "Georgia",
          "Indonesia",
          "Switzerland",
          "Canada",
          "United States",
          "United States",
          "Indonesia",
          "United States",
          "China",
          "United Kingdom",
          "Poland",
          "Germany",
          "United States",
          "United States",
          "United States",
          "United States",
          "United States",
          "United States",
          "United States",
          "India",
          "Hong Kong",
          "China",
          "Portugal",
          "United States",
          "Taiwan",
          "Turkey",
          "Brazil",
          "Canada",
          "South Korea",
          "China",
          "United States",
          "China",
          "United States",
          "United States",
          "United States",
          "United States",
          "United States",
          "China",
          "Kazakhstan",
          "Taiwan",
          "United States",
          "China",
          "Singapore",
          "Hong Kong",
          "United States",
          "United States",
          "United States",
          "Algeria",
          "United States",
          "United States",
          "Germany",
          "United States",
          "China",
          "Mexico",
          "Germany",
          "China",
          "United States",
          "Switzerland",
          "India",
          "Norway",
          "United States",
          "United Arab Emirates",
          "Brazil",
          "China",
          "Taiwan",
          "China",
          "United States",
          "United States",
          "United States",
          "United States",
          "Spain",
          "Switzerland",
          "Germany",
          "India",
          "United States",
          "United States",
          "China",
          "Russia",
          "Switzerland",
          "United States",
          "Spain",
          "United States",
          "China",
          "United States",
          "United States",
          "Canada",
          "Russia",
          "Kazakhstan",
          "Kazakhstan",
          "Unknown",
          "Unknown",
          "United States",
          "United States",
          "Vietnam",
          "United States",
          "Taiwan",
          "Taiwan",
          "China",
          "China",
          "China",
          "United States",
          "Israel",
          "Latvia",
          "China",
          "China",
          "United States",
          "United States",
          "Indonesia",
          "United States",
          "France",
          "United States",
          "China",
          "China",
          "United States",
          "United States",
          "United States",
          "United States",
          "United States",
          "Indonesia",
          "Indonesia",
          "United States",
          "Czech Republic",
          "France",
          "Germany",
          "United States",
          "United States",
          "United States",
          "Italy",
          "Finland",
          "China",
          "United States",
          "Russia",
          "United States",
          "Brazil",
          "Brazil",
          "United States",
          "Switzerland",
          "United States",
          "Australia",
          "United States",
          "China",
          "United States",
          "United States",
          "United States",
          "China",
          "India",
          "United States",
          "United States",
          "Malaysia",
          "United States",
          "China",
          "Canada",
          "United States",
          "India",
          "India",
          "United States",
          "United States",
          "Italy",
          "United States",
          "Poland",
          "Switzerland",
          "Mexico",
          "China",
          "Germany",
          "United States",
          "United States",
          "Thailand",
          "China",
          "South Korea",
          "Cayman Islands",
          "Italy",
          "Germany",
          "United States",
          "United States",
          "Thailand",
          "United States",
          "Brazil",
          "Brazil",
          "Brazil",
          "United States",
          "Germany",
          "Germany",
          "Germany",
          "China",
          "United States",
          "Taiwan",
          "India",
          "China",
          "China",
          "China",
          "India",
          "Italy",
          "United States",
          "United States",
          "United States",
          "United States",
          "United States",
          "United States",
          "China",
          "United States",
          "India",
          "United States",
          "Japan",
          "China",
          "Taiwan",
          "United States",
          "United States",
          "United States",
          "United States",
          "United States",
          "United States",
          "United Kingdom",
          "China",
          "United States",
          "China",
          "China",
          "United States",
          "United States",
          "Kazakhstan",
          "United Kingdom",
          "Japan",
          "United States",
          "Chile",
          "United States",
          "United States",
          "United States",
          "United States",
          "Israel",
          "China",
          "India",
          "India",
          "Italy",
          "United States",
          "Switzerland",
          "Bermuda",
          "Canada",
          "United Kingdom",
          "Hong Kong",
          "Switzerland",
          "China",
          "United States",
          "Kazakhstan",
          "United States",
          "Hong Kong",
          "Hong Kong",
          "United States",
          "United Kingdom",
          "Japan",
          "Japan",
          "Australia",
          "Australia",
          "United States",
          "Spain",
          "United States",
          "Switzerland",
          "Hong Kong",
          "China",
          "China",
          "China",
          "China",
          "United States",
          "Brazil",
          "China",
          "Italy",
          "United States",
          "United States",
          "Italy",
          "Italy",
          "Italy",
          "Italy",
          "Luxembourg",
          "Germany",
          "China",
          "United States",
          "Russia",
          "Hong Kong",
          "China",
          "United States",
          "Switzerland",
          "Thailand",
          "United States",
          "Germany",
          "Russia",
          "Italy",
          "Germany",
          "India",
          "United States",
          "United States",
          "Netherlands",
          "China",
          "United States",
          "China",
          "Monaco",
          "Canada",
          "United States",
          "Thailand",
          "Russia",
          "Philippines",
          "India",
          "Switzerland",
          "British Virgin Islands",
          "South Korea",
          "Italy",
          "Switzerland",
          "United States",
          "United States",
          "United States",
          "United States",
          "United States",
          "Japan",
          "United States",
          "United States",
          "United States",
          "India",
          "Germany",
          "Switzerland",
          "China",
          "China",
          "United States",
          "United States",
          "France",
          "United States",
          "United States",
          "China",
          "United States",
          "Brazil",
          "Switzerland",
          "China",
          "Australia",
          "Canada",
          "Singapore",
          "United States",
          "Israel",
          "Japan",
          "Chile",
          "United States",
          "United States",
          "Egypt",
          "China",
          "Israel",
          "Canada",
          "United Kingdom",
          "United States",
          "United States",
          "United States",
          "China",
          "Singapore",
          "Unknown",
          "Italy",
          "Italy",
          "India",
          "United Kingdom",
          "China",
          "Italy",
          "Mexico",
          "Italy",
          "China",
          "United States",
          "United States",
          "Australia",
          "Russia",
          "India",
          "Brazil",
          "United Kingdom",
          "China",
          "United States",
          "South Korea",
          "China",
          "China",
          "India",
          "India",
          "Switzerland",
          "United States",
          "United States",
          "United Arab Emirates",
          "United States",
          "United States",
          "Germany",
          "United States",
          "Italy",
          "China",
          "United States",
          "United States",
          "Russia",
          "Germany",
          "Germany",
          "United States",
          "China",
          "United States",
          "United States",
          "China",
          "China",
          "United Kingdom",
          "United States",
          "China",
          "India",
          "India",
          "Switzerland",
          "France",
          "Russia",
          "United States",
          "United States",
          "Switzerland",
          "Brazil",
          "Singapore",
          "United States",
          "United States",
          "Hong Kong",
          "Russia",
          "Switzerland",
          "India",
          "Monaco",
          "United States",
          "Hong Kong",
          "United States",
          "Switzerland",
          "United States",
          "Indonesia",
          "Italy",
          "Germany",
          "Hong Kong",
          "Kazakhstan",
          "United States",
          "South Korea",
          "United Arab Emirates",
          "Turkey",
          "United States",
          "United States",
          "United States",
          "Switzerland",
          "China",
          "France",
          "Hong Kong",
          "United States",
          "China",
          "United States",
          "Canada",
          "Unknown",
          "United States",
          "United States",
          "China",
          "United States",
          "Singapore",
          "Mexico",
          "Italy",
          "China",
          "India",
          "Germany",
          "Switzerland",
          "Taiwan",
          "China",
          "India",
          "France",
          "Switzerland",
          "United States",
          "India",
          "China",
          "United Kingdom",
          "United States",
          "Sweden",
          "China",
          "Singapore",
          "China",
          "Singapore",
          "United Arab Emirates",
          "Singapore",
          "China",
          "Hong Kong",
          "China",
          "Spain",
          "Italy",
          "China",
          "United States",
          "United Kingdom",
          "United States",
          "Canada",
          "United States",
          "United Kingdom",
          "Israel",
          "United States",
          "China",
          "Switzerland",
          "Germany",
          "United States",
          "Russia",
          "Turkey",
          "South Korea",
          "China",
          "China",
          "China",
          "China",
          "Sweden",
          "Hong Kong",
          "Germany",
          "Germany",
          "Russia",
          "India",
          "Argentina",
          "Chile",
          "India",
          "Russia",
          "United States",
          "United States",
          "United States",
          "Germany",
          "United States",
          "United States",
          "China",
          "China",
          "India",
          "China",
          "United States",
          "Cambodia",
          "Singapore",
          "South Korea",
          "India",
          "United States",
          "China",
          "United States",
          "Germany",
          "India",
          "India",
          "Malaysia",
          "China",
          "Russia",
          "United States",
          "Lebanon",
          "Lebanon",
          "Japan",
          "India",
          "France",
          "India",
          "Germany",
          "Germany",
          "India",
          "India",
          "United States",
          "United States",
          "China",
          "China",
          "Taiwan",
          "Hong Kong",
          "United States",
          "Hong Kong",
          "Hong Kong",
          "China",
          "Brazil",
          "Spain",
          "Oman",
          "India",
          "India",
          "India",
          "Hong Kong",
          "Germany",
          "United Kingdom",
          "United Kingdom",
          "Russia",
          "Australia",
          "United States",
          "United Kingdom",
          "United States",
          "India",
          "United Kingdom",
          "Spain",
          "Singapore",
          "Russia",
          "India",
          "United States",
          "India",
          "Russia",
          "Hong Kong",
          "Turkey",
          "Russia",
          "Hong Kong",
          "Hong Kong",
          "Germany",
          "United States",
          "United Kingdom",
          "Hong Kong",
          "China",
          "China",
          "United States",
          "South Africa",
          "Ireland",
          "Unknown",
          "Sweden",
          "Japan",
          "Hong Kong",
          "India",
          "United States",
          "Unknown",
          "Unknown",
          "United States",
          "United States",
          "United States",
          "Unknown",
          "India",
          "Russia",
          "United States",
          "United States",
          "United States",
          "Kazakhstan",
          "Norway",
          "Hong Kong",
          "China",
          "China",
          "United States",
          "United States",
          "United States",
          "United States",
          "Brazil",
          "Brazil",
          "Germany",
          "Switzerland",
          "China",
          "Singapore",
          "China",
          "Mexico",
          "United States",
          "Spain",
          "China",
          "Ireland",
          "Sweden",
          "Sweden",
          "Australia",
          "United States",
          "China",
          "China",
          "Russia",
          "Spain",
          "Hong Kong",
          "United States",
          "France",
          "Canada",
          "China",
          "China",
          "Singapore",
          "China",
          "Switzerland",
          "Netherlands",
          "United States",
          "Germany",
          "India",
          "United States",
          "Russia",
          "United States",
          "United States",
          "United States",
          "Germany",
          "United States",
          "Germany",
          "United States",
          "Germany",
          "United States",
          "Germany",
          "Unknown",
          "Unknown",
          "China",
          "China",
          "United States",
          "United States",
          "United States",
          "United States",
          "United States",
          "United Kingdom",
          "United States",
          "India",
          "United States",
          "China",
          "United States",
          "United States",
          "United States",
          "India",
          "United States",
          "Russia",
          "Cyprus",
          "United States",
          "India",
          "Brazil",
          "Canada",
          "United States",
          "United States",
          "United States",
          "United States",
          "India",
          "Turkey",
          "United States",
          "Austria",
          "China",
          "Taiwan",
          "China",
          "Thailand",
          "Switzerland",
          "India",
          "United States",
          "Spain",
          "United States",
          "United States",
          "China",
          "Turkey",
          "China",
          "China",
          "United States",
          "Philippines",
          "Philippines",
          "Singapore",
          "United States",
          "United States",
          "Germany",
          "China",
          "United States",
          "China",
          "Singapore",
          "China",
          "United States",
          "United Arab Emirates",
          "United States",
          "South Africa",
          "Germany",
          "United States",
          "Brazil",
          "Switzerland",
          "United States",
          "United States",
          "France",
          "Switzerland",
          "Germany",
          "Canada",
          "United Kingdom",
          "China",
          "Singapore",
          "United States",
          "India",
          "United States",
          "United States",
          "China",
          "Switzerland",
          "United States",
          "China",
          "China",
          "India",
          "Switzerland",
          "Netherlands",
          "Philippines",
          "Philippines",
          "Philippines",
          "Taiwan",
          "United States",
          "United States",
          "Switzerland",
          "United States",
          "China",
          "China",
          "United States",
          "United Kingdom",
          "United States",
          "United States",
          "United States",
          "United States",
          "Taiwan",
          "Taiwan",
          "Unknown",
          "Hong Kong",
          "India",
          "United States",
          "United States",
          "Sweden",
          "United States",
          "Germany",
          "Turkey",
          "United States",
          "China",
          "United States",
          "South Korea",
          "China",
          "Hong Kong",
          "Guernsey",
          "Unknown",
          "China",
          "China",
          "Malaysia",
          "India",
          "United States",
          "China",
          "Russia",
          "United States",
          "United States",
          "Brazil",
          "Switzerland",
          "Switzerland",
          "Italy",
          "Italy",
          "Turkey",
          "United States",
          "Switzerland",
          "Switzerland",
          "United States",
          "Hong Kong",
          "China",
          "Taiwan",
          "United States",
          "United Kingdom",
          "Australia",
          "China",
          "China",
          "Germany",
          "China",
          "China",
          "Liechtenstein",
          "China",
          "United States",
          "United States",
          "Russia",
          "Turkey",
          "United States",
          "Bahamas",
          "United States",
          "China",
          "China",
          "Ireland",
          "China",
          "United States",
          "China",
          "United States",
          "United States",
          "China",
          "Israel",
          "Germany",
          "Germany",
          "China",
          "United States",
          "United States",
          "United States",
          "China",
          "United States",
          "Australia",
          "Singapore",
          "Thailand",
          "United States",
          "United States",
          "United States",
          "United States",
          "United States",
          "Vietnam",
          "China",
          "Australia",
          "China",
          "United States",
          "India",
          "United States",
          "United States",
          "Switzerland",
          "United States",
          "Canada",
          "United States",
          "United States",
          "United States",
          "United States",
          "Philippines",
          "Philippines",
          "Japan",
          "China",
          "China",
          "Sweden",
          "United Arab Emirates",
          "India",
          "China",
          "China",
          "Israel",
          "China",
          "China",
          "Hong Kong",
          "China",
          "United States",
          "Canada",
          "China",
          "United Kingdom",
          "United States",
          "France",
          "Unknown",
          "United States",
          "India",
          "China",
          "Taiwan",
          "China",
          "Hong Kong",
          "Switzerland",
          "Italy",
          "Germany",
          "United Kingdom",
          "United Kingdom",
          "Australia",
          "United States",
          "Italy",
          "China",
          "United States",
          "United States",
          "United States",
          "India",
          "India",
          "United States",
          "Norway",
          "Switzerland",
          "Spain",
          "Taiwan",
          "China",
          "United States",
          "Russia",
          "Cyprus",
          "Russia",
          "Hong Kong",
          "Hong Kong",
          "United States",
          "France",
          "United States",
          "Taiwan",
          "China",
          "Cyprus",
          "United States",
          "China",
          "India",
          "India",
          "Sweden",
          "India",
          "India",
          "China",
          "Ireland",
          "Russia",
          "China",
          "Spain",
          "Ukraine",
          "United States",
          "India",
          "India",
          "United States",
          "China",
          "United Arab Emirates",
          "Singapore",
          "United States",
          "India",
          "United States",
          "China",
          "Russia",
          "Germany",
          "United States",
          "United States",
          "China",
          "China",
          "Taiwan",
          "China",
          "Taiwan",
          "United States",
          "China",
          "Hong Kong",
          "China",
          "China",
          "China",
          "China",
          "India",
          "United Kingdom",
          "United Kingdom",
          "Turks and Caicos Islands",
          "Czech Republic",
          "Germany",
          "China",
          "China",
          "Thailand",
          "China",
          "Monaco",
          "United States",
          "Monaco",
          "United States",
          "United Kingdom",
          "China",
          "Hong Kong",
          "China",
          "United States",
          "United States",
          "United States",
          "Israel",
          "Finland",
          "Hong Kong",
          "China",
          "China",
          "China",
          "China",
          "Thailand",
          "Canada",
          "Israel",
          "United States",
          "China",
          "China",
          "Singapore",
          "Australia",
          "United States",
          "United States",
          "India",
          "Australia",
          "Australia",
          "United States",
          "India",
          "Poland",
          "Unknown",
          "Germany",
          "Indonesia",
          "Canada",
          "Thailand",
          "Romania",
          "United States",
          "United States",
          "Unknown",
          "China",
          "China",
          "China",
          "China",
          "China",
          "China",
          "Chile",
          "Finland",
          "United States",
          "Brazil",
          "Russia",
          "Italy",
          "United States",
          "Unknown",
          "China",
          "China",
          "China",
          "China",
          "Thailand",
          "Thailand",
          "United States",
          "Spain",
          "United States",
          "United States",
          "China",
          "Germany",
          "Turkey",
          "Turkey",
          "Argentina",
          "Hong Kong",
          "China",
          "India",
          "Switzerland",
          "Mexico",
          "United States",
          "China",
          "United States",
          "Hong Kong",
          "United States",
          "United States",
          "United Kingdom",
          "United States",
          "Thailand",
          "United States",
          "United States",
          "China",
          "United States",
          "United Kingdom",
          "Hong Kong",
          "United Kingdom",
          "Japan",
          "India",
          "India",
          "United States",
          "India",
          "China",
          "United States",
          "United States",
          "China",
          "China",
          "China",
          "Taiwan",
          "Indonesia",
          "United States",
          "Philippines",
          "Indonesia",
          "Turkey",
          "Japan",
          "Greece",
          "India",
          "China",
          "China",
          "United States",
          "China",
          "China",
          "Israel",
          "China",
          "United States",
          "Australia",
          "United Kingdom",
          "Qatar",
          "United States",
          "Japan",
          "Italy",
          "India",
          "United States",
          "Uruguay",
          "India",
          "Nepal",
          "United States",
          "United States",
          "United Kingdom",
          "Netherlands",
          "Spain",
          "China",
          "United States",
          "United States",
          "United States",
          "Brazil",
          "United States",
          "India",
          "United States",
          "China",
          "China",
          "China",
          "China",
          "Cyprus",
          "South Korea",
          "United States",
          "United States",
          "United States",
          "Sweden",
          "China",
          "Brazil",
          "Brazil",
          "Brazil",
          "United States",
          "Canada",
          "Sweden",
          "Netherlands",
          "India",
          "Monaco",
          "India",
          "Unknown",
          "Turkey",
          "China",
          "Canada",
          "United States",
          "United States",
          "Thailand",
          "India",
          "Germany",
          "Russia",
          "China",
          "China",
          "India",
          "South Korea",
          "Indonesia",
          "China",
          "Hong Kong",
          "Vietnam",
          "United States",
          "United States",
          "Netherlands",
          "Germany",
          "United States",
          "United States",
          "United States",
          "Australia",
          "Taiwan",
          "China",
          "United States",
          "China",
          "Japan",
          "United States",
          "China",
          "United States",
          "United States",
          "Italy",
          "Netherlands",
          "South Korea",
          "United States",
          "United States",
          "China",
          "Netherlands",
          "United States",
          "Czech Republic",
          "United States",
          "Italy",
          "France",
          "Japan",
          "United States",
          "Switzerland",
          "United States",
          "Brazil",
          "Australia",
          "China",
          "Thailand",
          "Canada",
          "Finland",
          "Singapore",
          "Canada",
          "India",
          "Thailand",
          "United States",
          "South Korea",
          "Unknown",
          "Unknown",
          "Turkey",
          "Hong Kong",
          "Hong Kong",
          "China",
          "Malaysia",
          "United States",
          "China",
          "United States",
          "China",
          "United States",
          "China",
          "China",
          "United States",
          "United States",
          "Japan",
          "Brazil",
          "China",
          "Spain",
          "India",
          "Romania",
          "United States",
          "Russia",
          "China",
          "United States",
          "United States",
          "China",
          "United States",
          "Russia",
          "Japan",
          "India",
          "China",
          "France",
          "United States",
          "United States",
          "Taiwan",
          "China",
          "United States",
          "United States",
          "United Kingdom",
          "China",
          "China",
          "China",
          "Russia",
          "United States",
          "China",
          "China",
          "China",
          "United States",
          "Malaysia",
          "United States",
          "Switzerland",
          "United States",
          "United States",
          "China",
          "Unknown",
          "Austria",
          "Germany",
          "China",
          "China",
          "Taiwan",
          "South Korea",
          "Slovakia",
          "United States",
          "Canada",
          "United States",
          "United States",
          "France",
          "United States",
          "United States",
          "Brazil",
          "Switzerland",
          "United States",
          "Canada",
          "China",
          "Switzerland",
          "United States",
          "United States",
          "United States",
          "United States",
          "Finland",
          "United States",
          "United States",
          "China",
          "China",
          "China",
          "Russia",
          "Unknown",
          "United States",
          "United States",
          "Austria",
          "Japan",
          "United States",
          "United Kingdom",
          "Greece",
          "Malaysia",
          "China",
          "China",
          "China",
          "China",
          "Hong Kong",
          "Canada",
          "United States",
          "United Arab Emirates",
          "Italy",
          "Israel",
          "Austria",
          "Germany",
          "Germany",
          "United States",
          "Spain",
          "Spain",
          "United States",
          "Thailand",
          "China",
          "Switzerland",
          "United Kingdom",
          "United States",
          "Russia",
          "United States",
          "United States",
          "United States",
          "Austria",
          "United States",
          "Taiwan",
          "India",
          "Australia",
          "China",
          "China",
          "United States",
          "United States",
          "Australia",
          "Australia",
          "Australia",
          "United States",
          "China",
          "China",
          "China",
          "China",
          "China",
          "United States",
          "China",
          "China",
          "China",
          "China",
          "China",
          "China",
          "China",
          "Sweden",
          "India",
          "Morocco",
          "Turkey",
          "Italy",
          "Norway",
          "Norway",
          "Chile",
          "Israel",
          "Italy",
          "Australia",
          "Israel",
          "Italy",
          "United Arab Emirates",
          "Turkey",
          "United States",
          "Taiwan",
          "China",
          "Hungary",
          "Brazil",
          "Italy",
          "United States",
          "Tanzania",
          "United States",
          "China",
          "United States",
          "France",
          "Malaysia",
          "Switzerland",
          "China",
          "United States",
          "United States",
          "Slovakia",
          "China",
          "India",
          "Vietnam",
          "Taiwan",
          "New Zealand",
          "Canada",
          "India",
          "India",
          "China",
          "South Korea",
          "United States",
          "United States",
          "Singapore",
          "Switzerland",
          "Germany",
          "Germany",
          "Germany",
          "China",
          "China",
          "China",
          "China",
          "Taiwan",
          "China",
          "China",
          "China",
          "Egypt",
          "Australia",
          "Italy",
          "United States",
          "Italy",
          "Bahrain",
          "United States",
          "United States",
          "United Kingdom",
          "Brazil",
          "Unknown",
          "Unknown",
          "United States",
          "Mexico",
          "Sweden",
          "United States",
          "United States",
          "Singapore",
          "Peru",
          "United Kingdom",
          "United States",
          "United States",
          "Israel",
          "United States",
          "Singapore",
          "Russia",
          "India",
          "United States",
          "Australia",
          "United States",
          "United States",
          "Russia",
          "China",
          "United States",
          "China",
          "China",
          "China",
          "Thailand",
          "United States",
          "China",
          "Australia",
          "Andorra",
          "Vietnam",
          "United States",
          "Sweden",
          "China",
          "China",
          "United States",
          "Hong Kong",
          "China",
          "China",
          "China",
          "China",
          "China",
          "China",
          "China",
          "China",
          "China",
          "Finland",
          "Spain",
          "Australia",
          "Singapore",
          "India",
          "United Kingdom",
          "Russia",
          "India",
          "China",
          "United States",
          "China",
          "Singapore",
          "Brazil",
          "Australia",
          "United States",
          "United States",
          "Switzerland",
          "United States",
          "Philippines",
          "China",
          "India",
          "Switzerland",
          "France",
          "Mexico",
          "China",
          "United Kingdom",
          "United States",
          "United States",
          "China",
          "India",
          "China",
          "South Korea",
          "Singapore",
          "Russia",
          "India",
          "Switzerland",
          "Singapore",
          "Singapore",
          "Singapore",
          "Singapore",
          "Singapore",
          "Singapore",
          "Hong Kong",
          "South Korea",
          "Canada",
          "Monaco",
          "United Kingdom",
          "China",
          "China",
          "Sweden",
          "China",
          "Taiwan",
          "Hong Kong",
          "Russia",
          "Canada",
          "Brazil",
          "United States",
          "China",
          "United Kingdom",
          "India",
          "China",
          "China",
          "Japan",
          "Israel",
          "Japan",
          "Ukraine",
          "Thailand",
          "Australia",
          "China",
          "China",
          "United States",
          "Sweden",
          "China",
          "China",
          "India",
          "Indonesia",
          "United States",
          "Russia",
          "India",
          "Russia",
          "Brazil",
          "United States",
          "Russia",
          "Russia",
          "Japan",
          "United States",
          "Sweden",
          "India",
          "India",
          "United States",
          "China",
          "China",
          "China",
          "China",
          "China",
          "Switzerland",
          "Brazil",
          "United States",
          "China",
          "China",
          "China",
          "China",
          "China",
          "China",
          "China",
          "China",
          "China",
          "China",
          "China",
          "China",
          "Singapore",
          "China",
          "Russia",
          "United States",
          "Indonesia",
          "India",
          "India",
          "Thailand",
          "Russia",
          "Israel",
          "India",
          "Indonesia",
          "United Kingdom",
          "India",
          "Morocco",
          "India",
          "India",
          "United States",
          "China",
          "United States",
          "China",
          "Taiwan",
          "China",
          "China",
          "Taiwan",
          "United States",
          "Spain",
          "Argentina",
          "China",
          "India",
          "Turkey",
          "Italy",
          "Italy",
          "China",
          "United States",
          "Japan",
          "Japan",
          "Canada",
          "United States",
          "Italy",
          "United States",
          "China",
          "Finland",
          "China",
          "Unknown",
          "United States",
          "United States",
          "India",
          "China",
          "China",
          "Sweden",
          "United States",
          "Singapore",
          "Poland",
          "United States",
          "United States",
          "United States",
          "Japan",
          "United States",
          "Czech Republic",
          "United Kingdom",
          "United States",
          "South Korea",
          "United States",
          "China",
          "China",
          "China",
          "China",
          "China",
          "Brazil",
          "China",
          "China",
          "Brazil",
          "Egypt",
          "China",
          "United States",
          "France",
          "Germany",
          "Unknown",
          "Switzerland",
          "United States",
          "United States",
          "Vietnam",
          "Japan",
          "United States",
          "Unknown",
          "United States",
          "China",
          "India",
          "India",
          "India",
          "India",
          "Spain",
          "Russia",
          "United States",
          "Turkey",
          "Japan",
          "Japan",
          "United States",
          "Unknown",
          "India",
          "Russia",
          "Unknown",
          "Australia",
          "China",
          "United States",
          "United States",
          "United States",
          "Russia",
          "Russia",
          "Germany",
          "Germany",
          "Australia",
          "Thailand",
          "China",
          "China",
          "China",
          "China",
          "Cayman Islands",
          "China",
          "China",
          "China",
          "China",
          "China",
          "China",
          "China",
          "Hong Kong",
          "Ukraine",
          "China",
          "India",
          "Qatar",
          "Brazil",
          "Switzerland",
          "United States",
          "United States",
          "Turkey",
          "Israel",
          "Canada",
          "Canada",
          "China",
          "United States",
          "Germany",
          "Germany",
          "Germany",
          "Malaysia",
          "China",
          "China",
          "South Korea",
          "United States",
          "Italy",
          "India",
          "United Kingdom",
          "China",
          "Turkey",
          "Germany",
          "United States",
          "Brazil",
          "Brazil",
          "China",
          "Brazil",
          "Hungary",
          "United Kingdom",
          "United States",
          "Israel",
          "India",
          "United States",
          "India",
          "Australia",
          "United Kingdom",
          "United States",
          "Australia",
          "United States",
          "Hong Kong",
          "China",
          "Australia",
          "United Kingdom",
          "Taiwan",
          "United States",
          "United States",
          "China",
          "China",
          "Russia",
          "Germany",
          "Germany",
          "India",
          "Canada",
          "South Korea",
          "China",
          "China",
          "China",
          "China",
          "China",
          "Hong Kong",
          "United States",
          "United States",
          "United States",
          "United States",
          "United States",
          "India",
          "China",
          "United States",
          "Hungary",
          "United States",
          "United States",
          "Unknown",
          "Brazil",
          "United States",
          "Unknown",
          "Germany",
          "United States",
          "Russia",
          "Brazil",
          "Sweden",
          "United States",
          "Indonesia",
          "United States",
          "China",
          "United States",
          "Switzerland",
          "Brazil",
          "United States",
          "India",
          "United Kingdom",
          "Canada",
          "United Arab Emirates",
          "Canada",
          "United Kingdom",
          "China",
          "United States",
          "Germany",
          "Germany",
          "Indonesia",
          "India",
          "United Kingdom",
          "Italy",
          "Italy",
          "United States",
          "United States",
          "Indonesia",
          "Belgium",
          "Philippines",
          "China",
          "Australia",
          "Italy",
          "China",
          "Netherlands",
          "Armenia",
          "Italy",
          "Thailand",
          "Hong Kong",
          "China",
          "Taiwan",
          "China",
          "United States",
          "Israel",
          "United States",
          "United States",
          "Taiwan",
          "Taiwan",
          "China",
          "China",
          "China",
          "China",
          "China",
          "China",
          "China",
          "Russia",
          "China",
          "United States",
          "China",
          "China",
          "China",
          "China",
          "China",
          "China",
          "India",
          "Russia",
          "Unknown",
          "United States",
          "United States",
          "United States",
          "United States",
          "Ukraine",
          "Switzerland",
          "Switzerland",
          "United States",
          "Germany",
          "Indonesia",
          "India",
          "China",
          "China",
          "Italy",
          "Italy",
          "China",
          "China",
          "China",
          "China",
          "Taiwan",
          "China",
          "China",
          "Unknown",
          "United States",
          "Spain",
          "China",
          "Israel",
          "United Kingdom",
          "Spain",
          "Brazil",
          "Brazil",
          "Cyprus",
          "United States",
          "United States",
          "Germany",
          "United States",
          "China",
          "India",
          "United States",
          "Russia",
          "United Kingdom",
          "United Kingdom",
          "United Kingdom",
          "Monaco",
          "China",
          "Germany",
          "Germany",
          "United States",
          "China",
          "China",
          "Japan",
          "Japan",
          "Thailand",
          "India",
          "United Kingdom",
          "United Kingdom",
          "Belgium",
          "Japan",
          "India",
          "Turkey",
          "China",
          "Switzerland",
          "South Korea",
          "Russia",
          "India",
          "India",
          "Spain",
          "South Korea",
          "United States",
          "United States",
          "United States",
          "China",
          "China",
          "United States",
          "China",
          "China",
          "Japan",
          "India",
          "India",
          "India",
          "Russia",
          "Singapore",
          "Romania",
          "Italy",
          "United States",
          "India",
          "China",
          "China",
          "Spain",
          "United States",
          "United States",
          "India",
          "United States",
          "United Kingdom",
          "United States",
          "United States",
          "Australia",
          "China",
          "China",
          "United States",
          "Singapore",
          "Malaysia",
          "China",
          "Thailand",
          "Taiwan",
          "China",
          "Israel",
          "Germany",
          "China",
          "China",
          "Sweden",
          "Hong Kong",
          "United States",
          "Germany",
          "China",
          "Taiwan",
          "China",
          "China",
          "China",
          "China",
          "Singapore",
          "China",
          "China",
          "Unknown",
          "China",
          "China",
          "China",
          "China",
          "China",
          "China",
          "China",
          "Hong Kong",
          "India",
          "United Kingdom",
          "Japan",
          "Germany",
          "Germany",
          "Germany",
          "Germany",
          "Peru",
          "United States",
          "Japan",
          "France",
          "Taiwan",
          "China",
          "China",
          "China",
          "United States",
          "China",
          "Hong Kong",
          "India",
          "Monaco",
          "Hong Kong",
          "Turkey",
          "United States",
          "Monaco",
          "China",
          "China",
          "Denmark",
          "United States",
          "China",
          "China",
          "Sweden",
          "Monaco",
          "Monaco",
          "China",
          "China",
          "Indonesia",
          "China",
          "South Korea",
          "China",
          "Italy",
          "Germany",
          "India",
          "United States",
          "Norway",
          "Israel",
          "India",
          "Brazil",
          "United States",
          "United States",
          "Singapore",
          "South Korea",
          "Ukraine",
          "China",
          "South Korea",
          "Singapore",
          "United States",
          "Russia",
          "South Africa",
          "China",
          "China",
          "Singapore",
          "China",
          "China",
          "United States",
          "Germany",
          "Germany",
          "Russia",
          "Italy",
          "Unknown",
          "United States",
          "Canada",
          "Bermuda",
          "United States",
          "Indonesia",
          "United States",
          "United States",
          "Norway",
          "Russia",
          "Russia",
          "Indonesia",
          "Indonesia",
          "United States",
          "Japan",
          "Turkey",
          "Japan",
          "China",
          "China",
          "Unknown",
          "Canada",
          "China",
          "Monaco",
          "Unknown",
          "China",
          "China",
          "China",
          "China",
          "China",
          "United States",
          "China",
          "China",
          "Philippines"
         ],
         "name": "",
         "type": "choropleth",
         "z": [
          82.5,
          78.5,
          78.5,
          78.5,
          78.5,
          78.5,
          78.5,
          75,
          69.4,
          78.5,
          82.5,
          78.5,
          83.3,
          78.5,
          77,
          78.5,
          78.5,
          78.5,
          78.5,
          78.5,
          78.5,
          81.9,
          78.5,
          69.4,
          78.5,
          77,
          80.9,
          82.5,
          83.6,
          81.6,
          78.5,
          78.5,
          null,
          77,
          78.5,
          78.5,
          81.6,
          77,
          84.2,
          81.3,
          78.5,
          78.5,
          83.6,
          83.6,
          77,
          80.9,
          null,
          78.5,
          78.5,
          78.5,
          80.9,
          82.7,
          77,
          75,
          69.4,
          71.5,
          78.5,
          77.8,
          80.9,
          78.5,
          71.5,
          72.7,
          77,
          77,
          80,
          71.5,
          81.3,
          69.4,
          84.2,
          72.7,
          82.5,
          78.5,
          72.7,
          78.5,
          77,
          78.5,
          78.5,
          84.2,
          72.7,
          72.7,
          78.5,
          82.7,
          78.5,
          77,
          77,
          null,
          77,
          77,
          78.5,
          78.5,
          72.7,
          78.5,
          81.3,
          78.5,
          78.5,
          69.4,
          78.5,
          78.5,
          78.5,
          83.6,
          80.9,
          79,
          77,
          82.5,
          78.5,
          83.6,
          77,
          80.9,
          null,
          83.6,
          null,
          69.4,
          78.5,
          69.4,
          77,
          76.9,
          78.5,
          76.9,
          81.3,
          77,
          77,
          71.6,
          83.1,
          69.4,
          54.3,
          null,
          81.3,
          77,
          null,
          81.3,
          78.5,
          78.5,
          78.5,
          78.5,
          null,
          77,
          82.7,
          69.4,
          78.5,
          81.3,
          76.9,
          77,
          77,
          78.5,
          78.5,
          null,
          78.5,
          77.8,
          80.9,
          80.9,
          77,
          78.5,
          78.5,
          82.8,
          82.7,
          83.6,
          82.9,
          63.9,
          null,
          77,
          78.5,
          78.5,
          75,
          78.5,
          78.5,
          75.7,
          72.7,
          77,
          77.8,
          78.5,
          82.7,
          78.5,
          78.5,
          78.5,
          72.7,
          83.1,
          80.9,
          78.5,
          82.7,
          76,
          77,
          78.5,
          77,
          77.8,
          83.6,
          82.5,
          82.5,
          82.5,
          82.5,
          72.7,
          82.6,
          77,
          80.9,
          77,
          78.5,
          77,
          77,
          78.5,
          78.5,
          78.5,
          78.5,
          82.5,
          81.9,
          83.6,
          77,
          78.5,
          81.3,
          72.7,
          82.5,
          79,
          78.5,
          69.4,
          78.5,
          78.5,
          78.5,
          83.6,
          80.9,
          81.9,
          77,
          81.3,
          81.3,
          81.3,
          72.7,
          78.5,
          77,
          78.5,
          78.5,
          77,
          81.3,
          77,
          80.9,
          78.5,
          81.9,
          69.4,
          80.9,
          83.6,
          71.1,
          78.5,
          78.5,
          78.5,
          77,
          78.5,
          63.9,
          82.7,
          77,
          78.5,
          null,
          83.6,
          null,
          72.7,
          54.3,
          78.5,
          69.4,
          77,
          77,
          82.5,
          82.5,
          78.5,
          82.5,
          83.6,
          78.5,
          72.7,
          78.5,
          78.5,
          78.5,
          79,
          null,
          78.5,
          77,
          78.5,
          82.6,
          78.5,
          78.5,
          72.7,
          81.6,
          78.5,
          77,
          null,
          77,
          77,
          null,
          82.5,
          82.5,
          78.5,
          77,
          77,
          78.5,
          78.5,
          82.8,
          77,
          69.4,
          81.3,
          78.5,
          83.1,
          81.3,
          78.5,
          null,
          77,
          78.5,
          78.5,
          77,
          78.5,
          78.5,
          83.1,
          78.5,
          81.3,
          77,
          83.1,
          78.5,
          71.8,
          78.5,
          69.4,
          72.7,
          81,
          71.1,
          77,
          78.5,
          null,
          78.5,
          78.5,
          78.5,
          77.8,
          84.2,
          77,
          78.5,
          81.6,
          78.5,
          77,
          83.6,
          83.1,
          77,
          78.5,
          81.3,
          81.3,
          78.5,
          69.4,
          78.5,
          null,
          69.4,
          69.4,
          78.5,
          78.5,
          78.5,
          75,
          78.5,
          78.5,
          78.5,
          77,
          78.5,
          83.3,
          78.5,
          78.5,
          82.9,
          81.3,
          78.5,
          78.5,
          78.5,
          78.5,
          78.5,
          78.5,
          78.5,
          72.7,
          77,
          78.5,
          78.5,
          81.3,
          81,
          81,
          81,
          82.9,
          77,
          77,
          83.6,
          82.5,
          78.5,
          78.5,
          78.5,
          78.5,
          78.5,
          81,
          78.5,
          77,
          83.6,
          78.5,
          78.5,
          78.5,
          78.5,
          78.5,
          80.9,
          78.5,
          78.5,
          null,
          78.5,
          81.3,
          null,
          83.6,
          82.5,
          78.5,
          78.5,
          77,
          82.5,
          null,
          77.1,
          78.5,
          81.3,
          77,
          81.3,
          82.5,
          77,
          82.8,
          75,
          82.5,
          81.8,
          77,
          77,
          77,
          77.6,
          54.3,
          78.5,
          80.9,
          80.9,
          null,
          null,
          null,
          72.7,
          81.6,
          78.5,
          81.9,
          78.5,
          69.4,
          76.9,
          null,
          82.8,
          78.5,
          78.5,
          78.5,
          77,
          76.9,
          78.5,
          78.5,
          77,
          78.5,
          81,
          78.5,
          71.6,
          78.5,
          null,
          81.9,
          82.5,
          83.6,
          null,
          78.5,
          78.5,
          78.5,
          81.3,
          78.5,
          77,
          69.4,
          78.5,
          77,
          78.5,
          78.5,
          82.8,
          82.6,
          77,
          78.5,
          78.5,
          null,
          78.5,
          78.5,
          78.5,
          82.9,
          78.5,
          81.9,
          77,
          80.9,
          80.9,
          78.5,
          78.5,
          null,
          78.5,
          82.9,
          78.5,
          82.7,
          77,
          82.9,
          69.4,
          78.5,
          83.1,
          77,
          83.6,
          82.9,
          80.9,
          80.9,
          81.6,
          81.6,
          78.5,
          78.5,
          77.4,
          78.5,
          78.5,
          71.5,
          78.5,
          78.5,
          78.5,
          78.5,
          78.5,
          78.5,
          80.9,
          77.8,
          78.5,
          77,
          78.5,
          77,
          77.8,
          76,
          null,
          78.5,
          81.3,
          78.5,
          78.5,
          78.5,
          77,
          69.4,
          78.5,
          82.6,
          78.5,
          82.8,
          78.5,
          null,
          78.5,
          78.5,
          78.5,
          78.5,
          78.5,
          83.6,
          81.3,
          83.6,
          78.5,
          72.7,
          82.6,
          78.5,
          82.5,
          78.5,
          78.5,
          80.9,
          80.9,
          83.6,
          77.4,
          81.9,
          77,
          78.5,
          69.4,
          78.5,
          76.5,
          78.5,
          78.5,
          73.6,
          71.5,
          83.6,
          81.9,
          78.5,
          78.5,
          71.5,
          78.5,
          77,
          81.3,
          77.6,
          80.9,
          78.5,
          78.5,
          78.5,
          78.5,
          78.5,
          78.5,
          78.5,
          69.4,
          null,
          77,
          81.3,
          78.5,
          null,
          77.4,
          75.7,
          81.9,
          82.6,
          77,
          78.5,
          77,
          78.5,
          78.5,
          78.5,
          78.5,
          78.5,
          77,
          73.2,
          null,
          78.5,
          77,
          83.1,
          null,
          78.5,
          78.5,
          78.5,
          76.7,
          78.5,
          78.5,
          80.9,
          78.5,
          77,
          75,
          80.9,
          77,
          78.5,
          83.6,
          69.4,
          82.8,
          78.5,
          77.8,
          75.7,
          77,
          null,
          77,
          78.5,
          78.5,
          78.5,
          78.5,
          83.3,
          83.6,
          80.9,
          69.4,
          78.5,
          78.5,
          77,
          72.7,
          83.6,
          78.5,
          83.3,
          78.5,
          77,
          78.5,
          78.5,
          81.9,
          72.7,
          73.2,
          73.2,
          null,
          null,
          78.5,
          78.5,
          75.3,
          78.5,
          null,
          null,
          77,
          77,
          77,
          78.5,
          82.8,
          74.7,
          77,
          77,
          78.5,
          78.5,
          71.5,
          78.5,
          82.5,
          78.5,
          77,
          77,
          78.5,
          78.5,
          78.5,
          78.5,
          78.5,
          71.5,
          71.5,
          78.5,
          79,
          82.5,
          80.9,
          78.5,
          78.5,
          78.5,
          82.9,
          81.7,
          77,
          78.5,
          72.7,
          78.5,
          75.7,
          75.7,
          78.5,
          83.6,
          78.5,
          82.7,
          78.5,
          77,
          78.5,
          78.5,
          78.5,
          77,
          69.4,
          78.5,
          78.5,
          76,
          78.5,
          77,
          81.9,
          78.5,
          69.4,
          69.4,
          78.5,
          78.5,
          82.9,
          78.5,
          77.6,
          83.6,
          75,
          77,
          80.9,
          78.5,
          78.5,
          76.9,
          77,
          82.6,
          null,
          82.9,
          80.9,
          78.5,
          78.5,
          76.9,
          78.5,
          75.7,
          75.7,
          75.7,
          78.5,
          80.9,
          80.9,
          80.9,
          77,
          78.5,
          null,
          69.4,
          77,
          77,
          77,
          69.4,
          82.9,
          78.5,
          78.5,
          78.5,
          78.5,
          78.5,
          78.5,
          77,
          78.5,
          69.4,
          78.5,
          84.2,
          77,
          null,
          78.5,
          78.5,
          78.5,
          78.5,
          78.5,
          78.5,
          81.3,
          77,
          78.5,
          77,
          77,
          78.5,
          78.5,
          73.2,
          81.3,
          84.2,
          78.5,
          80,
          78.5,
          78.5,
          78.5,
          78.5,
          82.8,
          77,
          69.4,
          69.4,
          82.9,
          78.5,
          83.6,
          null,
          81.9,
          81.3,
          null,
          83.6,
          77,
          78.5,
          73.2,
          78.5,
          null,
          null,
          78.5,
          81.3,
          84.2,
          84.2,
          82.7,
          82.7,
          78.5,
          83.3,
          78.5,
          83.6,
          null,
          77,
          77,
          77,
          77,
          78.5,
          75.7,
          77,
          82.9,
          78.5,
          78.5,
          82.9,
          82.9,
          82.9,
          82.9,
          82.1,
          80.9,
          77,
          78.5,
          72.7,
          null,
          77,
          78.5,
          83.6,
          76.9,
          78.5,
          80.9,
          72.7,
          82.9,
          80.9,
          69.4,
          78.5,
          78.5,
          81.8,
          77,
          78.5,
          77,
          null,
          81.9,
          78.5,
          76.9,
          72.7,
          71.1,
          69.4,
          83.6,
          null,
          82.6,
          82.9,
          83.6,
          78.5,
          78.5,
          78.5,
          78.5,
          78.5,
          84.2,
          78.5,
          78.5,
          78.5,
          69.4,
          80.9,
          83.6,
          77,
          77,
          78.5,
          78.5,
          82.5,
          78.5,
          78.5,
          77,
          78.5,
          75.7,
          83.6,
          77,
          82.7,
          81.9,
          83.1,
          78.5,
          82.8,
          84.2,
          80,
          78.5,
          78.5,
          71.8,
          77,
          82.8,
          81.9,
          81.3,
          78.5,
          78.5,
          78.5,
          77,
          83.1,
          null,
          82.9,
          82.9,
          69.4,
          81.3,
          77,
          82.9,
          75,
          82.9,
          77,
          78.5,
          78.5,
          82.7,
          72.7,
          69.4,
          75.7,
          81.3,
          77,
          78.5,
          82.6,
          77,
          77,
          69.4,
          69.4,
          83.6,
          78.5,
          78.5,
          77.8,
          78.5,
          78.5,
          80.9,
          78.5,
          82.9,
          77,
          78.5,
          78.5,
          72.7,
          80.9,
          80.9,
          78.5,
          77,
          78.5,
          78.5,
          77,
          77,
          81.3,
          78.5,
          77,
          69.4,
          69.4,
          83.6,
          82.5,
          72.7,
          78.5,
          78.5,
          83.6,
          75.7,
          83.1,
          78.5,
          78.5,
          null,
          72.7,
          83.6,
          69.4,
          null,
          78.5,
          null,
          78.5,
          83.6,
          78.5,
          71.5,
          82.9,
          80.9,
          null,
          73.2,
          78.5,
          82.6,
          77.8,
          77.4,
          78.5,
          78.5,
          78.5,
          83.6,
          77,
          82.5,
          null,
          78.5,
          77,
          78.5,
          81.9,
          null,
          78.5,
          78.5,
          77,
          78.5,
          83.1,
          75,
          82.9,
          77,
          69.4,
          80.9,
          83.6,
          null,
          77,
          69.4,
          82.5,
          83.6,
          78.5,
          69.4,
          77,
          81.3,
          78.5,
          82.5,
          77,
          83.1,
          77,
          83.1,
          77.8,
          83.1,
          77,
          null,
          77,
          83.3,
          82.9,
          77,
          78.5,
          81.3,
          78.5,
          81.9,
          78.5,
          81.3,
          82.8,
          78.5,
          77,
          83.6,
          80.9,
          78.5,
          72.7,
          77.4,
          82.6,
          77,
          77,
          77,
          77,
          82.5,
          null,
          80.9,
          80.9,
          72.7,
          69.4,
          76.5,
          80,
          69.4,
          72.7,
          78.5,
          78.5,
          78.5,
          80.9,
          78.5,
          78.5,
          77,
          77,
          69.4,
          77,
          78.5,
          69.6,
          83.1,
          82.6,
          69.4,
          78.5,
          77,
          78.5,
          80.9,
          69.4,
          69.4,
          76,
          77,
          72.7,
          78.5,
          78.9,
          78.9,
          84.2,
          69.4,
          82.5,
          69.4,
          80.9,
          80.9,
          69.4,
          69.4,
          78.5,
          78.5,
          77,
          77,
          null,
          null,
          78.5,
          null,
          null,
          77,
          75.7,
          83.3,
          77.6,
          69.4,
          69.4,
          69.4,
          null,
          80.9,
          81.3,
          81.3,
          72.7,
          82.7,
          78.5,
          81.3,
          78.5,
          69.4,
          81.3,
          83.3,
          83.1,
          72.7,
          69.4,
          78.5,
          69.4,
          72.7,
          null,
          77.4,
          72.7,
          null,
          null,
          80.9,
          78.5,
          81.3,
          null,
          77,
          77,
          78.5,
          63.9,
          null,
          null,
          82.5,
          84.2,
          null,
          69.4,
          78.5,
          null,
          null,
          78.5,
          78.5,
          78.5,
          null,
          69.4,
          72.7,
          78.5,
          78.5,
          78.5,
          73.2,
          82.8,
          null,
          77,
          77,
          78.5,
          78.5,
          78.5,
          78.5,
          75.7,
          75.7,
          80.9,
          83.6,
          77,
          83.1,
          77,
          75,
          78.5,
          83.3,
          77,
          null,
          82.5,
          82.5,
          82.7,
          78.5,
          77,
          77,
          72.7,
          83.3,
          null,
          78.5,
          82.5,
          81.9,
          77,
          77,
          83.1,
          77,
          83.6,
          81.8,
          78.5,
          80.9,
          69.4,
          78.5,
          72.7,
          78.5,
          78.5,
          78.5,
          80.9,
          78.5,
          80.9,
          78.5,
          80.9,
          78.5,
          80.9,
          null,
          null,
          77,
          77,
          78.5,
          78.5,
          78.5,
          78.5,
          78.5,
          81.3,
          78.5,
          69.4,
          78.5,
          77,
          78.5,
          78.5,
          78.5,
          69.4,
          78.5,
          72.7,
          80.8,
          78.5,
          69.4,
          75.7,
          81.9,
          78.5,
          78.5,
          78.5,
          78.5,
          69.4,
          77.4,
          78.5,
          81.6,
          77,
          null,
          77,
          76.9,
          83.6,
          69.4,
          78.5,
          83.3,
          78.5,
          78.5,
          77,
          77.4,
          77,
          77,
          78.5,
          71.1,
          71.1,
          83.1,
          78.5,
          78.5,
          80.9,
          77,
          78.5,
          77,
          83.1,
          77,
          78.5,
          77.8,
          78.5,
          63.9,
          80.9,
          78.5,
          75.7,
          83.6,
          78.5,
          78.5,
          82.5,
          83.6,
          80.9,
          81.9,
          81.3,
          77,
          83.1,
          78.5,
          69.4,
          78.5,
          78.5,
          77,
          83.6,
          78.5,
          77,
          77,
          69.4,
          83.6,
          81.8,
          71.1,
          71.1,
          71.1,
          null,
          78.5,
          78.5,
          83.6,
          78.5,
          77,
          77,
          78.5,
          81.3,
          78.5,
          78.5,
          78.5,
          78.5,
          null,
          null,
          null,
          null,
          69.4,
          78.5,
          78.5,
          82.5,
          78.5,
          80.9,
          77.4,
          78.5,
          77,
          78.5,
          82.6,
          77,
          null,
          null,
          null,
          77,
          77,
          76,
          69.4,
          78.5,
          77,
          72.7,
          78.5,
          78.5,
          75.7,
          83.6,
          83.6,
          82.9,
          82.9,
          77.4,
          78.5,
          83.6,
          83.6,
          78.5,
          null,
          77,
          null,
          78.5,
          81.3,
          82.7,
          77,
          77,
          80.9,
          77,
          77,
          83,
          77,
          78.5,
          78.5,
          72.7,
          77.4,
          78.5,
          null,
          78.5,
          77,
          77,
          null,
          77,
          78.5,
          77,
          78.5,
          78.5,
          77,
          82.8,
          80.9,
          80.9,
          77,
          78.5,
          78.5,
          78.5,
          77,
          78.5,
          82.7,
          83.1,
          76.9,
          78.5,
          78.5,
          78.5,
          78.5,
          78.5,
          75.3,
          77,
          82.7,
          77,
          78.5,
          69.4,
          78.5,
          78.5,
          83.6,
          78.5,
          81.9,
          78.5,
          78.5,
          78.5,
          78.5,
          71.1,
          71.1,
          84.2,
          77,
          77,
          82.5,
          77.8,
          69.4,
          77,
          77,
          82.8,
          77,
          77,
          null,
          77,
          78.5,
          81.9,
          77,
          81.3,
          78.5,
          82.5,
          null,
          78.5,
          69.4,
          77,
          null,
          77,
          null,
          83.6,
          82.9,
          80.9,
          81.3,
          81.3,
          82.7,
          78.5,
          82.9,
          77,
          78.5,
          78.5,
          78.5,
          69.4,
          69.4,
          78.5,
          82.8,
          83.6,
          83.3,
          null,
          77,
          78.5,
          72.7,
          80.8,
          72.7,
          null,
          null,
          78.5,
          82.5,
          78.5,
          null,
          77,
          80.8,
          78.5,
          77,
          69.4,
          69.4,
          82.5,
          69.4,
          69.4,
          77,
          null,
          72.7,
          77,
          83.3,
          71.6,
          78.5,
          69.4,
          69.4,
          78.5,
          77,
          77.8,
          83.1,
          78.5,
          69.4,
          78.5,
          77,
          72.7,
          80.9,
          78.5,
          78.5,
          77,
          77,
          null,
          77,
          null,
          78.5,
          77,
          null,
          77,
          77,
          77,
          77,
          69.4,
          81.3,
          81.3,
          null,
          79,
          80.9,
          77,
          77,
          76.9,
          77,
          null,
          78.5,
          null,
          78.5,
          81.3,
          77,
          null,
          77,
          78.5,
          78.5,
          78.5,
          82.8,
          81.7,
          null,
          77,
          77,
          77,
          77,
          76.9,
          81.9,
          82.8,
          78.5,
          77,
          77,
          83.1,
          82.7,
          78.5,
          78.5,
          69.4,
          82.7,
          82.7,
          78.5,
          69.4,
          77.6,
          null,
          80.9,
          71.5,
          81.9,
          76.9,
          75.4,
          78.5,
          78.5,
          null,
          77,
          77,
          77,
          77,
          77,
          77,
          80,
          81.7,
          78.5,
          75.7,
          72.7,
          82.9,
          78.5,
          null,
          77,
          77,
          77,
          77,
          76.9,
          76.9,
          78.5,
          83.3,
          78.5,
          78.5,
          77,
          80.9,
          77.4,
          77.4,
          76.5,
          null,
          77,
          69.4,
          83.6,
          75,
          78.5,
          77,
          78.5,
          null,
          78.5,
          78.5,
          81.3,
          78.5,
          76.9,
          78.5,
          78.5,
          77,
          78.5,
          81.3,
          null,
          81.3,
          84.2,
          69.4,
          69.4,
          78.5,
          69.4,
          77,
          78.5,
          78.5,
          77,
          77,
          77,
          null,
          71.5,
          78.5,
          71.1,
          71.5,
          77.4,
          84.2,
          81.3,
          69.4,
          77,
          77,
          78.5,
          77,
          77,
          82.8,
          77,
          78.5,
          82.7,
          81.3,
          80.1,
          78.5,
          84.2,
          82.9,
          69.4,
          78.5,
          77.8,
          69.4,
          70.5,
          78.5,
          78.5,
          81.3,
          81.8,
          83.3,
          77,
          78.5,
          78.5,
          78.5,
          75.7,
          78.5,
          69.4,
          78.5,
          77,
          77,
          77,
          77,
          80.8,
          82.6,
          78.5,
          78.5,
          78.5,
          82.5,
          77,
          75.7,
          75.7,
          75.7,
          78.5,
          81.9,
          82.5,
          81.8,
          69.4,
          null,
          69.4,
          null,
          77.4,
          77,
          81.9,
          78.5,
          78.5,
          76.9,
          69.4,
          80.9,
          72.7,
          77,
          77,
          69.4,
          82.6,
          71.5,
          77,
          null,
          75.3,
          78.5,
          78.5,
          81.8,
          80.9,
          78.5,
          78.5,
          78.5,
          82.7,
          null,
          77,
          78.5,
          77,
          84.2,
          78.5,
          77,
          78.5,
          78.5,
          82.9,
          81.8,
          82.6,
          78.5,
          78.5,
          77,
          81.8,
          78.5,
          79,
          78.5,
          82.9,
          82.5,
          84.2,
          78.5,
          83.6,
          78.5,
          75.7,
          82.7,
          77,
          76.9,
          81.9,
          81.7,
          83.1,
          81.9,
          69.4,
          76.9,
          78.5,
          82.6,
          null,
          null,
          77.4,
          null,
          null,
          77,
          76,
          78.5,
          77,
          78.5,
          77,
          78.5,
          77,
          77,
          78.5,
          78.5,
          84.2,
          75.7,
          77,
          83.3,
          69.4,
          75.4,
          78.5,
          72.7,
          77,
          78.5,
          78.5,
          77,
          78.5,
          72.7,
          84.2,
          69.4,
          77,
          82.5,
          78.5,
          78.5,
          null,
          77,
          78.5,
          78.5,
          81.3,
          77,
          77,
          77,
          72.7,
          78.5,
          77,
          77,
          77,
          78.5,
          76,
          78.5,
          83.6,
          78.5,
          78.5,
          77,
          null,
          81.6,
          80.9,
          77,
          77,
          null,
          82.6,
          77.2,
          78.5,
          81.9,
          78.5,
          78.5,
          82.5,
          78.5,
          78.5,
          75.7,
          83.6,
          78.5,
          81.9,
          77,
          83.6,
          78.5,
          78.5,
          78.5,
          78.5,
          81.7,
          78.5,
          78.5,
          77,
          77,
          77,
          72.7,
          null,
          78.5,
          78.5,
          81.6,
          84.2,
          78.5,
          81.3,
          81.3,
          76,
          77,
          77,
          77,
          77,
          null,
          81.9,
          78.5,
          77.8,
          82.9,
          82.8,
          81.6,
          80.9,
          80.9,
          78.5,
          83.3,
          83.3,
          78.5,
          76.9,
          77,
          83.6,
          81.3,
          78.5,
          72.7,
          78.5,
          78.5,
          78.5,
          81.6,
          78.5,
          null,
          69.4,
          82.7,
          77,
          77,
          78.5,
          78.5,
          82.7,
          82.7,
          82.7,
          78.5,
          77,
          77,
          77,
          77,
          77,
          78.5,
          77,
          77,
          77,
          77,
          77,
          77,
          77,
          82.5,
          69.4,
          76.5,
          77.4,
          82.9,
          82.8,
          82.8,
          80,
          82.8,
          82.9,
          82.7,
          82.8,
          82.9,
          77.8,
          77.4,
          78.5,
          null,
          77,
          75.8,
          75.7,
          82.9,
          78.5,
          65,
          78.5,
          77,
          78.5,
          82.5,
          76,
          83.6,
          77,
          78.5,
          78.5,
          77.2,
          77,
          69.4,
          75.3,
          null,
          81.9,
          81.9,
          69.4,
          69.4,
          77,
          82.6,
          78.5,
          78.5,
          83.1,
          83.6,
          80.9,
          80.9,
          80.9,
          77,
          77,
          77,
          77,
          null,
          77,
          77,
          77,
          71.8,
          82.7,
          82.9,
          78.5,
          82.9,
          77.2,
          78.5,
          78.5,
          81.3,
          75.7,
          null,
          null,
          78.5,
          75,
          82.5,
          78.5,
          78.5,
          83.1,
          76.5,
          81.3,
          78.5,
          78.5,
          82.8,
          78.5,
          83.1,
          72.7,
          69.4,
          78.5,
          82.7,
          78.5,
          78.5,
          72.7,
          77,
          78.5,
          77,
          77,
          77,
          76.9,
          78.5,
          77,
          82.7,
          null,
          75.3,
          78.5,
          82.5,
          77,
          77,
          78.5,
          null,
          77,
          77,
          77,
          77,
          77,
          77,
          77,
          77,
          77,
          81.7,
          83.3,
          82.7,
          83.1,
          69.4,
          81.3,
          72.7,
          69.4,
          77,
          78.5,
          77,
          83.1,
          75.7,
          82.7,
          78.5,
          78.5,
          83.6,
          78.5,
          71.1,
          77,
          69.4,
          83.6,
          82.5,
          75,
          77,
          81.3,
          78.5,
          78.5,
          77,
          69.4,
          77,
          82.6,
          83.1,
          72.7,
          69.4,
          83.6,
          83.1,
          83.1,
          83.1,
          83.1,
          83.1,
          83.1,
          null,
          82.6,
          81.9,
          null,
          81.3,
          77,
          77,
          82.5,
          77,
          null,
          null,
          72.7,
          81.9,
          75.7,
          78.5,
          77,
          81.3,
          69.4,
          77,
          77,
          84.2,
          82.8,
          84.2,
          71.6,
          76.9,
          82.7,
          77,
          77,
          78.5,
          82.5,
          77,
          77,
          69.4,
          71.5,
          78.5,
          72.7,
          69.4,
          72.7,
          75.7,
          78.5,
          72.7,
          72.7,
          84.2,
          78.5,
          82.5,
          69.4,
          69.4,
          78.5,
          77,
          77,
          77,
          77,
          77,
          83.6,
          75.7,
          78.5,
          77,
          77,
          77,
          77,
          77,
          77,
          77,
          77,
          77,
          77,
          77,
          77,
          83.1,
          77,
          72.7,
          78.5,
          71.5,
          69.4,
          69.4,
          76.9,
          72.7,
          82.8,
          69.4,
          71.5,
          81.3,
          69.4,
          76.5,
          69.4,
          69.4,
          78.5,
          77,
          78.5,
          77,
          null,
          77,
          77,
          null,
          78.5,
          83.3,
          76.5,
          77,
          69.4,
          77.4,
          82.9,
          82.9,
          77,
          78.5,
          84.2,
          84.2,
          81.9,
          78.5,
          82.9,
          78.5,
          77,
          81.7,
          77,
          null,
          78.5,
          78.5,
          69.4,
          77,
          77,
          82.5,
          78.5,
          83.1,
          77.6,
          78.5,
          78.5,
          78.5,
          84.2,
          78.5,
          79,
          81.3,
          78.5,
          82.6,
          78.5,
          77,
          77,
          77,
          77,
          77,
          75.7,
          77,
          77,
          75.7,
          71.8,
          77,
          78.5,
          82.5,
          80.9,
          null,
          83.6,
          78.5,
          78.5,
          75.3,
          84.2,
          78.5,
          null,
          78.5,
          77,
          69.4,
          69.4,
          69.4,
          69.4,
          83.3,
          72.7,
          78.5,
          77.4,
          84.2,
          84.2,
          78.5,
          null,
          69.4,
          72.7,
          null,
          82.7,
          77,
          78.5,
          78.5,
          78.5,
          72.7,
          72.7,
          80.9,
          80.9,
          82.7,
          76.9,
          77,
          77,
          77,
          77,
          null,
          77,
          77,
          77,
          77,
          77,
          77,
          77,
          null,
          71.6,
          77,
          69.4,
          80.1,
          75.7,
          83.6,
          78.5,
          78.5,
          77.4,
          82.8,
          81.9,
          81.9,
          77,
          78.5,
          80.9,
          80.9,
          80.9,
          76,
          77,
          77,
          82.6,
          78.5,
          82.9,
          69.4,
          81.3,
          77,
          77.4,
          80.9,
          78.5,
          75.7,
          75.7,
          77,
          75.7,
          75.8,
          81.3,
          78.5,
          82.8,
          69.4,
          78.5,
          69.4,
          82.7,
          81.3,
          78.5,
          82.7,
          78.5,
          null,
          77,
          82.7,
          81.3,
          null,
          78.5,
          78.5,
          77,
          77,
          72.7,
          80.9,
          80.9,
          69.4,
          81.9,
          82.6,
          77,
          77,
          77,
          77,
          77,
          null,
          78.5,
          78.5,
          78.5,
          78.5,
          78.5,
          69.4,
          77,
          78.5,
          75.8,
          78.5,
          78.5,
          null,
          75.7,
          78.5,
          null,
          80.9,
          78.5,
          72.7,
          75.7,
          82.5,
          78.5,
          71.5,
          78.5,
          77,
          78.5,
          83.6,
          75.7,
          78.5,
          69.4,
          81.3,
          81.9,
          77.8,
          81.9,
          81.3,
          77,
          78.5,
          80.9,
          80.9,
          71.5,
          69.4,
          81.3,
          82.9,
          82.9,
          78.5,
          78.5,
          71.5,
          81.6,
          71.1,
          77,
          82.7,
          82.9,
          77,
          81.8,
          74.9,
          82.9,
          76.9,
          null,
          77,
          null,
          77,
          78.5,
          82.8,
          78.5,
          78.5,
          null,
          null,
          77,
          77,
          77,
          77,
          77,
          77,
          77,
          72.7,
          77,
          78.5,
          77,
          77,
          77,
          77,
          77,
          77,
          69.4,
          72.7,
          null,
          78.5,
          78.5,
          78.5,
          78.5,
          71.6,
          83.6,
          83.6,
          78.5,
          80.9,
          71.5,
          69.4,
          77,
          77,
          82.9,
          82.9,
          77,
          77,
          77,
          77,
          null,
          77,
          77,
          null,
          78.5,
          83.3,
          77,
          82.8,
          81.3,
          83.3,
          75.7,
          75.7,
          80.8,
          78.5,
          78.5,
          80.9,
          78.5,
          77,
          69.4,
          78.5,
          72.7,
          81.3,
          81.3,
          81.3,
          null,
          77,
          80.9,
          80.9,
          78.5,
          77,
          77,
          84.2,
          84.2,
          76.9,
          69.4,
          81.3,
          81.3,
          81.6,
          84.2,
          69.4,
          77.4,
          77,
          83.6,
          82.6,
          72.7,
          69.4,
          69.4,
          83.3,
          82.6,
          78.5,
          78.5,
          78.5,
          77,
          77,
          78.5,
          77,
          77,
          84.2,
          69.4,
          69.4,
          69.4,
          72.7,
          83.1,
          75.4,
          82.9,
          78.5,
          69.4,
          77,
          77,
          83.3,
          78.5,
          78.5,
          69.4,
          78.5,
          81.3,
          78.5,
          78.5,
          82.7,
          77,
          77,
          78.5,
          83.1,
          76,
          77,
          76.9,
          null,
          77,
          82.8,
          80.9,
          77,
          77,
          82.5,
          null,
          78.5,
          80.9,
          77,
          null,
          77,
          77,
          77,
          77,
          83.1,
          77,
          77,
          null,
          77,
          77,
          77,
          77,
          77,
          77,
          77,
          null,
          69.4,
          81.3,
          84.2,
          80.9,
          80.9,
          80.9,
          80.9,
          76.5,
          78.5,
          84.2,
          82.5,
          null,
          77,
          77,
          77,
          78.5,
          77,
          null,
          69.4,
          null,
          null,
          77.4,
          78.5,
          null,
          77,
          77,
          81,
          78.5,
          77,
          77,
          82.5,
          null,
          null,
          77,
          77,
          71.5,
          77,
          82.6,
          77,
          82.9,
          80.9,
          69.4,
          78.5,
          82.8,
          82.8,
          69.4,
          75.7,
          78.5,
          78.5,
          83.1,
          82.6,
          71.6,
          77,
          82.6,
          83.1,
          78.5,
          72.7,
          63.9,
          77,
          77,
          83.1,
          77,
          77,
          78.5,
          80.9,
          80.9,
          72.7,
          82.9,
          null,
          78.5,
          81.9,
          null,
          78.5,
          71.5,
          78.5,
          78.5,
          82.8,
          72.7,
          72.7,
          71.5,
          71.5,
          78.5,
          84.2,
          77.4,
          84.2,
          77,
          77,
          null,
          81.9,
          77,
          null,
          null,
          77,
          77,
          77,
          77,
          77,
          78.5,
          77,
          77,
          71.1
         ]
        }
       ],
       "layout": {
        "coloraxis": {
         "colorbar": {
          "title": {
           "text": "life_expectancy_country"
          }
         },
         "colorscale": [
          [
           0,
           "#440154"
          ],
          [
           0.1111111111111111,
           "#482878"
          ],
          [
           0.2222222222222222,
           "#3e4989"
          ],
          [
           0.3333333333333333,
           "#31688e"
          ],
          [
           0.4444444444444444,
           "#26828e"
          ],
          [
           0.5555555555555556,
           "#1f9e89"
          ],
          [
           0.6666666666666666,
           "#35b779"
          ],
          [
           0.7777777777777778,
           "#6ece58"
          ],
          [
           0.8888888888888888,
           "#b5de2b"
          ],
          [
           1,
           "#fde725"
          ]
         ]
        },
        "geo": {
         "center": {},
         "domain": {
          "x": [
           0,
           1
          ],
          "y": [
           0,
           1
          ]
         }
        },
        "legend": {
         "tracegroupgap": 0
        },
        "margin": {
         "t": 60
        },
        "template": {
         "data": {
          "bar": [
           {
            "error_x": {
             "color": "#2a3f5f"
            },
            "error_y": {
             "color": "#2a3f5f"
            },
            "marker": {
             "line": {
              "color": "#E5ECF6",
              "width": 0.5
             },
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "bar"
           }
          ],
          "barpolar": [
           {
            "marker": {
             "line": {
              "color": "#E5ECF6",
              "width": 0.5
             },
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "barpolar"
           }
          ],
          "carpet": [
           {
            "aaxis": {
             "endlinecolor": "#2a3f5f",
             "gridcolor": "white",
             "linecolor": "white",
             "minorgridcolor": "white",
             "startlinecolor": "#2a3f5f"
            },
            "baxis": {
             "endlinecolor": "#2a3f5f",
             "gridcolor": "white",
             "linecolor": "white",
             "minorgridcolor": "white",
             "startlinecolor": "#2a3f5f"
            },
            "type": "carpet"
           }
          ],
          "choropleth": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "choropleth"
           }
          ],
          "contour": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "contour"
           }
          ],
          "contourcarpet": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "contourcarpet"
           }
          ],
          "heatmap": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "heatmap"
           }
          ],
          "heatmapgl": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "heatmapgl"
           }
          ],
          "histogram": [
           {
            "marker": {
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "histogram"
           }
          ],
          "histogram2d": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "histogram2d"
           }
          ],
          "histogram2dcontour": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "histogram2dcontour"
           }
          ],
          "mesh3d": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "mesh3d"
           }
          ],
          "parcoords": [
           {
            "line": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "parcoords"
           }
          ],
          "pie": [
           {
            "automargin": true,
            "type": "pie"
           }
          ],
          "scatter": [
           {
            "fillpattern": {
             "fillmode": "overlay",
             "size": 10,
             "solidity": 0.2
            },
            "type": "scatter"
           }
          ],
          "scatter3d": [
           {
            "line": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatter3d"
           }
          ],
          "scattercarpet": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattercarpet"
           }
          ],
          "scattergeo": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattergeo"
           }
          ],
          "scattergl": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattergl"
           }
          ],
          "scattermapbox": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattermapbox"
           }
          ],
          "scatterpolar": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterpolar"
           }
          ],
          "scatterpolargl": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterpolargl"
           }
          ],
          "scatterternary": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterternary"
           }
          ],
          "surface": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "surface"
           }
          ],
          "table": [
           {
            "cells": {
             "fill": {
              "color": "#EBF0F8"
             },
             "line": {
              "color": "white"
             }
            },
            "header": {
             "fill": {
              "color": "#C8D4E3"
             },
             "line": {
              "color": "white"
             }
            },
            "type": "table"
           }
          ]
         },
         "layout": {
          "annotationdefaults": {
           "arrowcolor": "#2a3f5f",
           "arrowhead": 0,
           "arrowwidth": 1
          },
          "autotypenumbers": "strict",
          "coloraxis": {
           "colorbar": {
            "outlinewidth": 0,
            "ticks": ""
           }
          },
          "colorscale": {
           "diverging": [
            [
             0,
             "#8e0152"
            ],
            [
             0.1,
             "#c51b7d"
            ],
            [
             0.2,
             "#de77ae"
            ],
            [
             0.3,
             "#f1b6da"
            ],
            [
             0.4,
             "#fde0ef"
            ],
            [
             0.5,
             "#f7f7f7"
            ],
            [
             0.6,
             "#e6f5d0"
            ],
            [
             0.7,
             "#b8e186"
            ],
            [
             0.8,
             "#7fbc41"
            ],
            [
             0.9,
             "#4d9221"
            ],
            [
             1,
             "#276419"
            ]
           ],
           "sequential": [
            [
             0,
             "#0d0887"
            ],
            [
             0.1111111111111111,
             "#46039f"
            ],
            [
             0.2222222222222222,
             "#7201a8"
            ],
            [
             0.3333333333333333,
             "#9c179e"
            ],
            [
             0.4444444444444444,
             "#bd3786"
            ],
            [
             0.5555555555555556,
             "#d8576b"
            ],
            [
             0.6666666666666666,
             "#ed7953"
            ],
            [
             0.7777777777777778,
             "#fb9f3a"
            ],
            [
             0.8888888888888888,
             "#fdca26"
            ],
            [
             1,
             "#f0f921"
            ]
           ],
           "sequentialminus": [
            [
             0,
             "#0d0887"
            ],
            [
             0.1111111111111111,
             "#46039f"
            ],
            [
             0.2222222222222222,
             "#7201a8"
            ],
            [
             0.3333333333333333,
             "#9c179e"
            ],
            [
             0.4444444444444444,
             "#bd3786"
            ],
            [
             0.5555555555555556,
             "#d8576b"
            ],
            [
             0.6666666666666666,
             "#ed7953"
            ],
            [
             0.7777777777777778,
             "#fb9f3a"
            ],
            [
             0.8888888888888888,
             "#fdca26"
            ],
            [
             1,
             "#f0f921"
            ]
           ]
          },
          "colorway": [
           "#636efa",
           "#EF553B",
           "#00cc96",
           "#ab63fa",
           "#FFA15A",
           "#19d3f3",
           "#FF6692",
           "#B6E880",
           "#FF97FF",
           "#FECB52"
          ],
          "font": {
           "color": "#2a3f5f"
          },
          "geo": {
           "bgcolor": "white",
           "lakecolor": "white",
           "landcolor": "#E5ECF6",
           "showlakes": true,
           "showland": true,
           "subunitcolor": "white"
          },
          "hoverlabel": {
           "align": "left"
          },
          "hovermode": "closest",
          "mapbox": {
           "style": "light"
          },
          "paper_bgcolor": "white",
          "plot_bgcolor": "#E5ECF6",
          "polar": {
           "angularaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "radialaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "scene": {
           "xaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           },
           "yaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           },
           "zaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           }
          },
          "shapedefaults": {
           "line": {
            "color": "#2a3f5f"
           }
          },
          "ternary": {
           "aaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "baxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "caxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "title": {
           "x": 0.05
          },
          "xaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          },
          "yaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          }
         }
        }
       }
      }
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = px.choropleth(df, locations=\"country\", locationmode='country names',\n",
    "                    color=\"life_expectancy_country\", hover_name=\"country\",\n",
    "                    color_continuous_scale=\"Viridis\")\n",
    "fig.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "dl",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.14"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}