diff --git a/EDA_Billionaires .ipynb b/EDA_Billionaires .ipynb deleted file mode 100644 index 3d0be1b..0000000 --- a/EDA_Billionaires .ipynb +++ /dev/null @@ -1,716 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "c3968b76-b939-4c1c-9b84-29e51f8ae69f", - "metadata": {}, - "source": [ - "# Statystyki miliarderów\n", - "**Zbiór danych zawiera statystyki dotyczące miliarderów na świecie, zawarte są również ich dane osobowe, branże którymi się zajmują oraz firmy.**\n", - "\n", - "**Został on pobrany z serwisu Kaggle.**\n", - "\n", - "[Źródło](https://www.kaggle.com/datasets/nelgiriyewithana/billionaires-statistics-dataset)" - ] - }, - { - "cell_type": "markdown", - "id": "79451718", - "metadata": {}, - "source": [ - "# Potencjalne wykresy\n", - "* Analiza rozkładu majątku: Zbadanie rozkład majątku miliarderów w różnych branżach, krajach i regionach.\n", - "\n", - "* Analiza demograficzna: Przedstawienie wieku, płeci i miejsca urodzenia miliarderów.\n", - "\n", - "* Samodzielnie wytworzone vs. odziedziczone bogactwo: Analiza odseteku samodzielnie stworzonych miliarderów i tych, którzy odziedziczyli swój majątek.\n", - "\n", - "* Wskaźniki ekonomiczne: Zbadanie korelacji między bogactwem miliarderów a wskaźnikami ekonomicznymi, takimi jak PKB, CPI (wskaźnik cen towarów i usług) i stawki podatkowe.\n", - "\n", - "* Analiza geoprzestrzenna: Wizualizacja geograficznego rozmieszczenia miliarderów i ich majątku na mapie.\n", - "\n", - "* Trendy w czasie: Prześledzenie zmian demograficznych i majątkowych miliarderów na przestrzeni lat.\n", - "\n" - ] - }, - { - "cell_type": "markdown", - "id": "081ecfe0", - "metadata": {}, - "source": [ - "# Wykresy testowe oraz przedstawienie zbioru danych" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "id": "cb8f7a05-40a5-46cf-8900-88da58e8690f", - "metadata": {}, - "outputs": [], - "source": [ - "import pandas as pd \n", - "import seaborn as sns\n", - "import matplotlib.pyplot as plt\n", - "import matplotlib.image as mpimg\n", - "\n", - "plt.style.use('ggplot')" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "id": "5a5c0cd6-6606-4983-b945-eeed8b5afe24", - "metadata": {}, - "outputs": [], - "source": [ - "df = pd.read_csv('data.csv')" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "id": "4b91bc35-5308-49fc-954e-dc278d133c36", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
rankfinalWorthcategorypersonNameagecountrycitysourceindustriescountryOfCitizenship...cpi_change_countrygdp_countrygross_tertiary_education_enrollmentgross_primary_education_enrollment_countrylife_expectancy_countrytax_revenue_country_countrytotal_tax_rate_countrypopulation_countrylatitude_countrylongitude_country
01211000Fashion & RetailBernard Arnault & family74.0FranceParisLVMHFashion & RetailFrance...1.1$2,715,518,274,22765.6102.582.524.260.767059887.046.2276382.213749
12180000AutomotiveElon Musk51.0United StatesAustinTesla, SpaceXAutomotiveUnited States...7.5$21,427,700,000,00088.2101.878.59.636.6328239523.037.090240-95.712891
23114000TechnologyJeff Bezos59.0United StatesMedinaAmazonTechnologyUnited States...7.5$21,427,700,000,00088.2101.878.59.636.6328239523.037.090240-95.712891
34107000TechnologyLarry Ellison78.0United StatesLanaiOracleTechnologyUnited States...7.5$21,427,700,000,00088.2101.878.59.636.6328239523.037.090240-95.712891
45106000Finance & InvestmentsWarren Buffett92.0United StatesOmahaBerkshire HathawayFinance & InvestmentsUnited States...7.5$21,427,700,000,00088.2101.878.59.636.6328239523.037.090240-95.712891
\n", - "

5 rows × 35 columns

\n", - "
" - ], - "text/plain": [ - " rank finalWorth category personName age \\\n", - "0 1 211000 Fashion & Retail Bernard Arnault & family 74.0 \n", - "1 2 180000 Automotive Elon Musk 51.0 \n", - "2 3 114000 Technology Jeff Bezos 59.0 \n", - "3 4 107000 Technology Larry Ellison 78.0 \n", - "4 5 106000 Finance & Investments Warren Buffett 92.0 \n", - "\n", - " country city source industries \\\n", - "0 France Paris LVMH Fashion & Retail \n", - "1 United States Austin Tesla, SpaceX Automotive \n", - "2 United States Medina Amazon Technology \n", - "3 United States Lanai Oracle Technology \n", - "4 United States Omaha Berkshire Hathaway Finance & Investments \n", - "\n", - " countryOfCitizenship ... cpi_change_country gdp_country \\\n", - "0 France ... 1.1 $2,715,518,274,227 \n", - "1 United States ... 7.5 $21,427,700,000,000 \n", - "2 United States ... 7.5 $21,427,700,000,000 \n", - "3 United States ... 7.5 $21,427,700,000,000 \n", - "4 United States ... 7.5 $21,427,700,000,000 \n", - "\n", - " gross_tertiary_education_enrollment \\\n", - "0 65.6 \n", - "1 88.2 \n", - "2 88.2 \n", - "3 88.2 \n", - "4 88.2 \n", - "\n", - " gross_primary_education_enrollment_country life_expectancy_country \\\n", - "0 102.5 82.5 \n", - "1 101.8 78.5 \n", - "2 101.8 78.5 \n", - "3 101.8 78.5 \n", - "4 101.8 78.5 \n", - "\n", - " tax_revenue_country_country total_tax_rate_country population_country \\\n", - "0 24.2 60.7 67059887.0 \n", - "1 9.6 36.6 328239523.0 \n", - "2 9.6 36.6 328239523.0 \n", - "3 9.6 36.6 328239523.0 \n", - "4 9.6 36.6 328239523.0 \n", - "\n", - " latitude_country longitude_country \n", - "0 46.227638 2.213749 \n", - "1 37.090240 -95.712891 \n", - "2 37.090240 -95.712891 \n", - "3 37.090240 -95.712891 \n", - "4 37.090240 -95.712891 \n", - "\n", - "[5 rows x 35 columns]" - ] - }, - "execution_count": 23, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "id": "30486a19", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "RangeIndex: 2640 entries, 0 to 2639\n", - "Data columns (total 35 columns):\n", - " # Column Non-Null Count Dtype \n", - "--- ------ -------------- ----- \n", - " 0 rank 2640 non-null int64 \n", - " 1 finalWorth 2640 non-null int64 \n", - " 2 category 2640 non-null object \n", - " 3 personName 2640 non-null object \n", - " 4 age 2575 non-null float64\n", - " 5 country 2602 non-null object \n", - " 6 city 2568 non-null object \n", - " 7 source 2640 non-null object \n", - " 8 industries 2640 non-null object \n", - " 9 countryOfCitizenship 2640 non-null object \n", - " 10 organization 325 non-null object \n", - " 11 selfMade 2640 non-null bool \n", - " 12 status 2640 non-null object \n", - " 13 gender 2640 non-null object \n", - " 14 birthDate 2564 non-null object \n", - " 15 lastName 2640 non-null object \n", - " 16 firstName 2637 non-null object \n", - " 17 title 339 non-null object \n", - " 18 date 2640 non-null object \n", - " 19 state 753 non-null object \n", - " 20 residenceStateRegion 747 non-null object \n", - " 21 birthYear 2564 non-null float64\n", - " 22 birthMonth 2564 non-null float64\n", - " 23 birthDay 2564 non-null float64\n", - " 24 cpi_country 2456 non-null float64\n", - " 25 cpi_change_country 2456 non-null float64\n", - " 26 gdp_country 2476 non-null object \n", - " 27 gross_tertiary_education_enrollment 2458 non-null float64\n", - " 28 gross_primary_education_enrollment_country 2459 non-null float64\n", - " 29 life_expectancy_country 2458 non-null float64\n", - " 30 tax_revenue_country_country 2457 non-null float64\n", - " 31 total_tax_rate_country 2458 non-null float64\n", - " 32 population_country 2476 non-null float64\n", - " 33 latitude_country 2476 non-null float64\n", - " 34 longitude_country 2476 non-null float64\n", - "dtypes: bool(1), float64(14), int64(2), object(18)\n", - "memory usage: 704.0+ KB\n" - ] - } - ], - "source": [ - "df.info()" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "id": "165adea3-3cf5-44e7-9555-2dbebd7b824c", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "rank 0\n", - "finalWorth 0\n", - "category 0\n", - "personName 0\n", - "age 65\n", - "country 38\n", - "city 72\n", - "source 0\n", - "industries 0\n", - "countryOfCitizenship 0\n", - "organization 2315\n", - "selfMade 0\n", - "status 0\n", - "gender 0\n", - "birthDate 76\n", - "lastName 0\n", - "firstName 3\n", - "title 2301\n", - "date 0\n", - "state 1887\n", - "residenceStateRegion 1893\n", - "birthYear 76\n", - "birthMonth 76\n", - "birthDay 76\n", - "cpi_country 184\n", - "cpi_change_country 184\n", - "gdp_country 164\n", - "gross_tertiary_education_enrollment 182\n", - "gross_primary_education_enrollment_country 181\n", - "life_expectancy_country 182\n", - "tax_revenue_country_country 183\n", - "total_tax_rate_country 182\n", - "population_country 164\n", - "latitude_country 164\n", - "longitude_country 164\n", - "dtype: int64" - ] - }, - "execution_count": 25, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df.isnull().sum()" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "id": "603f6bb5-366d-4978-bafd-c260983caace", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "ax = sns.barplot(df.head(10), x='finalWorth',y='personName', hue = 'personName', legend = False,orient='h', palette='rainbow')\n", - "ax.set_title('Najbardziej majętne osoby')\n", - "ax.set_xlabel('Osoba')\n", - "ax.set_ylabel('Majątek')\n", - "for container in ax.containers:\n", - " ax.bar_label(container, fontsize=8)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "id": "d9aa8a3c-4bed-48d3-87db-2356f44b381c", - "metadata": {}, - "outputs": [], - "source": [ - "ppl_in_countries = df.groupby('countryOfCitizenship')['rank'].count().reset_index().sort_values(by ='rank',ascending=False).head(20)" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "id": "7c9dbf33-76b6-4f7b-a355-d81e352d7859", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "ax = sns.barplot(ppl_in_countries,x='rank',y='countryOfCitizenship',orient='h',hue = 'countryOfCitizenship', legend = False, palette='rainbow')\n", - "ax.set_title('Kraj z największą liczbą miliarderów')\n", - "ax.set_ylabel('Kraje')\n", - "ax.set_xlabel('Liczba milarderów')\n", - "for container in ax.containers:\n", - " ax.bar_label(container, fontsize=8)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "id": "dc6c894e-3e60-491b-a7d0-16e434f8a4eb", - "metadata": {}, - "outputs": [], - "source": [ - "age_and_wealthy = df.groupby('age')['finalWorth'].mean()" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "id": "4f4918b6-0296-4f5a-8dec-7a65f7653777", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "age\n", - "18.0 3500.000000\n", - "19.0 1700.000000\n", - "20.0 2300.000000\n", - "21.0 2600.000000\n", - "26.0 1450.000000\n", - " ... \n", - "96.0 4366.666667\n", - "97.0 1425.000000\n", - "98.0 1750.000000\n", - "99.0 4375.000000\n", - "101.0 1300.000000\n", - "Name: finalWorth, Length: 79, dtype: float64" - ] - }, - "execution_count": 30, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "age_and_wealthy" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "id": "c97d5224-9a5b-4563-a618-5333e0e15625", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sns.lineplot(df, x='age', y='finalWorth',errorbar=None)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "id": "8a71ce98-835a-4974-8edf-ceeb9ec5e2a7", - "metadata": {}, - "outputs": [], - "source": [ - "#category = df.explode('category')\n", - "categories = df.groupby('category')['rank'].count().sort_values(ascending=False).reset_index().head(20)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "id": "4f6a6b8a-f111-4592-b187-9e801cdffa63", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "ax = sns.barplot(categories,x='rank',y='category',orient='h',hue = 'category', legend = False, palette='rainbow')\n", - "ax.set_title('Najpopularniejsze kategorie biznesu')\n", - "ax.set_ylabel('Kategoria')\n", - "ax.set_xlabel('Liczba osób')\n", - "for container in ax.containers:\n", - " ax.bar_label(container, fontsize=8)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "id": "b834c620", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAwYAAAIACAYAAAA46Ht9AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/H5lhTAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdd3QUddfA8e/sZrPpjTR6KAESOiIoKEVBEAEFFUSUYi+oqKggKmBBLBTF8loeQVQEFUGkSZEmID2AEEqAJIT0Xrfv+0fISkyABJJMyv2ck0MyO+XOJOzOnV+5it1utyOEEEIIIYSo0zRqByCEEEIIIYRQnyQGQgghhBBCCEkMhBBCCCGEEJIYCCGEEEIIIZDEQAghhBBCCIEkBkIIIYQQQggkMRBCCCGEEEIgiYEQQgghhBACSQyEEEIIIYQQSGIghAAWLlyIoigsXLiw2PKQkBBCQkKuet3qSlEU+vTpo3YYVzR9+nQURWHLli1qh1Jp6sI5CiFETSGJgRC1jKIoJb70ej0hISGMHTuWyMhItUMUNUBRAjhu3Di1Q6lwNSmJFUKIquSkdgBCiMoxbdo0x/dZWVns2bOHRYsWsWzZMv766y86derkeH3YsGHccMMN1K9f/6qPt2nTpmsJt0pFRkbi5uamdhhCCCFEtSKJgRC11PTp00sse+aZZ/jkk0+YN29esa5A3t7eeHt7X9PxWrRocU3bV6U2bdqoHYIQQghR7UhXIiHqkNtuuw2AlJSUYssvNW6gPC7VPcNoNDJr1izat2+Pm5sbXl5e3Hzzzfz0008l1o2OjnZ0X4mOjua+++7D398fFxcXunbtyqpVq0psk5WVxQcffMAtt9xCo0aNcHZ2JiAggKFDh7Jr165SYy1tjMHFfd0XL15M9+7d8fDwKHZO+fn5vPvuu3Tq1Al3d3c8PDy48cYb+fHHH0scw2638+2339KjRw8CAgJwcXGhcePGDBgwgKVLl17+Ypbi22+/pXPnzri6uhIYGMhDDz1EYmJisXVuvPFGNBoN0dHRpe5j9uzZKIrChx9+WO7jF7n4Ov3yyy9069YNNzc3/Pz8uO+++zh//nyp2+3fv5+BAwfi6emJl5cX/fr1u+Tv5+K/g9L06dMHRVGKLSvL9d6yZQuKohATE0NMTEyx7nYXH6vo7yMxMZFHHnmEhg0botVqWbhwIaNGjUJRFLZu3VpqbMuWLUNRFCZMmHCFKymEENWPtBgIUYds3LgRgK5du1bJ8UwmEwMGDGDr1q20adOGp59+mvz8fH755RdGjhxJREQEM2fOLLFdTEwM3bp1o3nz5jz44IOkp6ezdOlS7rzzTjZu3Ejfvn0d60ZGRjJ16lR69erFHXfcga+vL7GxsaxcuZK1a9fy+++/M3DgwDLHPHv2bDZs2MCQIUPo27cvWVlZAGRmZnLLLbdw8OBBunTpwkMPPYTNZuOPP/7g/vvv5+jRo7z99tuO/UydOpV3332XZs2aMWLECLy9vUlISGDv3r38/PPPjBw5sswxzZ07l/Xr1zNy5EgGDhzIX3/9xYIFC9iyZQu7d+8mICAAgCeffJK///6br776infeeafEfr788kv0en2FjBv47LPPWLlyJUOHDqV3797s3r2bpUuXcujQISIiItDr9Y51d+7cSb9+/TCZTAwfPpyWLVsSERFBnz59uOWWW645Fijb9Q4JCWHatGnMmzcPgIkTJzq2v7hrHUB6ejo33HADHh4eDB8+HI1GQ1BQEE8++SRLlizhyy+/pHfv3iXi+OKLLwB44oknKuS8hBCiStmFELUKYAfs06ZNc3w9//zz9ptuusmuKIp98ODB9uzs7GLbLFiwwA7YFyxYUGx506ZN7U2bNr3qdWfOnGkH7LfffrvdbDY7liclJdmbNm1qB+w7duxwLD979qwj/unTpxfb17p16xz7ulhmZqY9JSWlxHU4d+6cvX79+vY2bdqUeo169+5dbNm0adPsgN3Nzc1+4MCBEtuMHTvWDtjfe++9YssLCgrsAwYMsCuKYj948KBjuZ+fn71hw4b2vLy8EvsqLd7SFMWk0+lKxDRx4kQ7YH/ooYeKxVKvXj17cHBwsettt9vtmzdvtgP2+++/v0zHLvo9jx07ttSYPD097YcPHy722qhRo+yAfenSpY5lNpvN3rp1aztgX7FiRbH1582b5/h9b9682bG86O/gv8cu0rt3b/t/P77Kc71L+1u9WFFMDz74YInraLfb7W3btrXr9Xp7ampqseWnT5+2K4pi79GjxyX3LYQQ1Zl0JRKilpoxY4bja+7cufz111+EhYUxatQoPD09qySGb775BkVRmDNnDk5O/zZQBgYG8vrrrwPw9ddfl9iuadOmvPbaa8WWDRgwgCZNmrBnz55iy729vfH39y+xj0aNGnHPPfdw/PhxYmNjyxzzY489RufOnYstS0tL4/vvv6dr1668/PLLxV5zcXHhvffew263s3jx4mKv6XQ6tFptiWOUFu/lPPjggyVimj59Ot7e3ixevBij0eiIZfz48SQmJvLbb78VW7/oSfbjjz9ermNfyrPPPkv79u2LLXv00UcBiv2Odu7cyYkTJ+jVqxd33nlnsfUnTJhQoWNTKup6Azg7O/Phhx8W+7st8uSTT2I0Gkt0vfvqq6+w2+0Vdo2FEKKqSWIgRC1lt9sdX7m5uezevZugoCBGjx7N1KlTK/34OTk5REVF0aBBg1IH+xZ1ITl48GCJ1zp16lTqDV7jxo3JyMgosXzHjh2MGDGCxo0bo9frHf3G58+fD3DJfu+l6datW4lle/fuxWq1oigK06dPL/FVNF7i4qlgR48eTXR0NOHh4UyZMoV169Y5uiWVV2ldVry9venUqRMGg6HYcZ988kkURXEkAgCpqaksX76csLAwevXqdVUx/Fdp3dEaN24MUOx3dODAgUueg1ar5aabbqqQeCryekPhmJnAwMBSXxszZgweHh58+eWXjmVms5mFCxfi6+vLiBEjrvq4QgihJhljIEQd4O7uTrdu3fj1119p1KgR77//Pk888YTjRq4yFN2UXWoK1KLlmZmZJV7z8fEpdRsnJydsNluxZcuXL+eee+7BxcWF/v3706JFC9zd3dFoNGzZsoWtW7c6nqiXRXBwcIllaWlpQGGCsHfv3ktum5ub6/h+7ty5NG/enAULFjBr1ixmzZqFk5MTgwYNYvbs2bRs2bLMMQUFBV021otvgJs3b86AAQP4448/OH36NC1atODbb7/FaDRW6JPs0n5HRU/XrVarY1lRbFc6h2tVkdf7SnF5enrywAMP8H//939s3ryZvn37snLlShITE5k4cSIuLi7XejpCCKEKaTEQog7x8fGhdevWWCwWx5PcylI0/el/Z84pkpCQUGy9q/X666/j7OzMvn37WLFiBbNnz+bNN99k+vTptG7dutz7++9sNxfH+Pzzzxdrifnv1+bNmx3baLVaJk6cyKFDh0hKSmLZsmUMGzaMlStXMnDgwHIlK0lJSaUuL7q2/72GTz75JHa7na+++gooHHTs4uLCmDFjynzMilIU25XO4WIaTeFHk8ViKXWb0pLJirzeUPrfwcWefPJJ4N8uWkX/PvbYY+U6jhBCVCeSGAhRxxR18/jvk/eK5unpSYsWLTh//jynTp0q8XrRTXSXLl2u6ThRUVGEh4cTFhZWbLnNZuOvv/66pn0X6datGxqNhu3bt1/V9oGBgQwfPpyffvqJW265hdOnT/PPP/+UefvSpsbMysoiIiICFxeXEuc+ePBgmjRpwoIFC1i/fj0nT55kxIgR+Pr6XlX816Lo91vaOVit1lJ/R0Vxnjt3rsRr2dnZnDx58rLHvNL11mq1xVo1rkaHDh3o2bMny5cvZ/fu3WzcuJFevXqV+F0IIURNIomBEHXIihUrOHv2LDqdjh49elT68R566CHsdjsvvfRSsRux1NRU3nrrLcc61yIkJIRTp04RHx/vWGa325k+fTrHjh27pn0XCQwMZPTo0ezbt4+33nqr1JvK06dPc/bsWaCwdsOOHTtKrGM2m0lPTwcoV+Xl7777rsRYjOnTp5OVlcWoUaOKTQ0KhU/cH3vsMZKTkx3XV63pM3v06EHr1q3Ztm1biQHRn3zyCadPny6xjaenJ23atGHHjh3FfodWq5UXXniBgoKCYuuX93rXq1ePlJSUEvspryeffBKTycTdd9+N3W6XKUqFEDWejDEQopa6uPJxXl4ex44dY+3atQDMnDnzkn2+K9KkSZNYu3Ytv/32Gx07dmTQoEHk5+fz888/k5yczMsvv3zNg0+ff/55nnjiCTp37szdd9+NTqdz3FAOGTKE33//vULO5ZNPPuHUqVO88cYbfPfdd9x0000EBQURHx9PZGQke/fu5ccff6RZs2YUFBRw00030bJlS6677jqaNm2KwWBgw4YNREZGMnTo0HI9Wb799tvp2bMnI0aMoH79+vz111/89ddfhISEMGvWrFK3eeSRR3jzzTc5f/487du358Ybb6yQ61BeiqLwv//9j/79+3P33XcXq2OwadMmBg4cyLp160ps99JLL/Hwww/Ts2dP7r33XlxcXNi8eTNms5mOHTty6NAhx7rlvd633nore/fuZeDAgfTq1Qu9Xk/Hjh0ZMmRIuc7t3nvv5fnnn+f8+fP4+/szfPjwq79QQghRDUhiIEQtNWPGDMf3Wq2WgIAAhgwZwoQJE+jfv3+VxODs7MyGDRuYM2cOixcvZv78+Tg5OdGxY0fmzZvHqFGjrvkYjz/+OHq9nnnz5vHtt9/i6urKzTffzIIFC1i2bFmFJQZeXl5s3bqVL7/8ksWLF7Ns2TIMBgNBQUGEhoYyd+5cx3V1d3fnvffeY/PmzezcuZMVK1Y4ulZ9/vnn5W4lef755xk2bBjz5s1j6dKleHh4MG7cOGbOnHnJmXOCgoIYNGgQK1asUH36zJ49e7J9+3amTp3qSE67d+/Oli1b+OOPP0pNDIpam+bMmcO3336Lr68vd955JzNnzuTuu+8utm55r/drr71GZmYmv//+Ozt27MBqtTJ27NhyJwbOzs6MHj2aefPmMW7cuBItN0IIUdModrvdrnYQQgghKpbNZqNly5YkJSWRkJCAl5eX2iHVSn369GHbtm2cOHGC0NBQtcMRQohrImMMhBCiFvrll184e/YsY8aMkaSgkuzZs4etW7cyYMAASQqEELWCtBgIIUQtMmvWLNLT0/nyyy+xWCwcO3aMJk2aqB1WrfL5559z/vx5FixYQGJiIrt27Sq1MJ4QQtQ0khgIIUQtoigKOp2O8PBwPvjggyobT1KXhISEEBcXR/PmzZk+fTr333+/2iEJIUSFkMRACCGEEEIIIWMMhBBCCCGEEJIYCCGEEEIIIZDEQAghhBBCCIEkBkIIIYQQQggkMRBCCCGEEEIgiYEQQgghhBACSQyEEEIIIYQQSGIghBBCXJPp06cTFBSEoiisWLFC7XBKWLhwIT4+PmqHIYSoASQxEEIIUSOMGzcORVF44oknSrz29NNPoygK48aNq9KYIiMjmTFjBl988QUJCQncfvvt17zPir6RHzlyJCdPnqyw/Qkhai9JDIQQQtQYjRs3ZsmSJRQUFDiWGQwGFi9eTJMmTao8ntOnTwNw5513EhwcjF6vr/IYLsdsNuPq6kpgYKDaoQghagBJDIQQQtQYXbp0oXHjxvz666+OZb/++itNmjShc+fOjmXr1q3jpptuwsfHh3r16jF48GDHTTxAdHQ0iqLw66+/0rdvX9zc3OjYsSO7du1yrDN9+nQ6depU7Pjz5s0jJCTE8fqQIUMA0Gg0KIoCwN69e+nfvz/+/v54e3vTu3dvDhw4UGw/mZmZPP744wQFBeHi4kK7du1YtWoVW7ZsYfz48WRlZaEoCoqiMH36dIBSuyr5+PiwcOHCYue0dOlSevfujYuLCz/88EOJFoii8/ruu+8ICQnB29ub++67j5ycHMc6OTk5jB49Gnd3d+rXr8/cuXPp06cPEydOvOLvSAhRc0liIIQQokZ56KGHWLBggePnb775hvHjxxdbJy8vjxdeeIF9+/axadMmNBoNw4YNw2azFVtv6tSpTJo0iYiICFq1asWoUaOwWCxlimPSpEmOOBISEkhISAAKb6rHjh3LX3/9xd9//01oaCiDBg1y3HjbbDZuv/12duzYwffff8+xY8eYNWsWWq2WHj16MG/ePLy8vBz7nDRpUrmuz+TJk3nuueeIjIxkwIABpa5z+vRpVqxYwapVq1i1ahVbt25l1qxZjtdfeOEFduzYwcqVK9mwYQPbt28vkdwIIWofJ7UDEEIIIcrjgQceYMqUKcTExACwY8cOlixZwpYtWxzr3H333cW2+eabbwgICODYsWO0a9fOsXzSpEnccccdAMyYMYO2bdsSFRVFmzZtrhiHh4eH40l8cHCwY/ktt9xSbL0vv/wSHx8ftm7dyuDBg9m4cSN79uwhMjKSVq1aAdC8eXPH+t7e3iiKUmyf5TFx4kSGDx9+2XVsNhsLFy7E09MTgAcffJBNmzbxzjvvkJOTw7fffsvixYu59dZbAViwYAENGjS4qniEEDWHtBgIIYSoUQICArjjjjtYuHAhCxYs4I477sDf37/YOqdOnWLUqFE0b94cLy8vR/ef2NjYYut16NDB8X39+vUBSE5Ovqb4kpKSePTRRwkNDcXb2xsvLy9yc3Mdx46IiKBRo0aOpKCide3a9YrrhISEOJICKDz3ovM+c+YMZrOZbt26OV739vamdevWFR+sEKJakRYDIYQQNc5DDz3EhAkTAPj0009LvD5kyBCaNm3KV199RYMGDbDZbLRr1w6TyVRsPZ1O5/i+aIxAUXcjjUaD3W4vtr7ZbL5ibGPHjiUtLY2PPvqIpk2botfrufHGGx3HdnV1LceZ/ktRlDLF4+7ufsV9XXzeRfv+bzcrIUTdIy0GQgghapyBAwdiMpkwm80l+tGnpaVx4sQJXnvtNW699VbCwsLIyMgo9zECAgJITEwsdjMeERFxxe127NjBs88+y6BBg2jbti16vZ7U1FTH6x06dCAuLu6SU4g6OztjtVpLjadoHAMUtork5+eX44zKpnnz5uh0Ovbu3etYlpWVJVOeClEHSIuBEEKIGker1RIZGen4/mK+vr7Uq1ePL7/8kvr16xMbG8vkyZPLfYw+ffqQkpLC+++/zz333MO6detYu3YtXl5el90uNDSU7777jq5du5Kdnc1LL71UrJWgd+/e9OrVi7vvvps5c+bQsmVLjh8/jqIoDBw4kJCQEHJzc9m0aRMdO3bEzc0NNzc3brnlFj755BNuvPFGrFYrr7zySokn/xXB09OTsWPH8tJLL+Hn50dgYCDTpk0rNvOSEKJ2khYDIYQQNZKXl1epN+kajYYlS5awf/9+2rVrx/PPP88HH3xQ7v2HhYXx2Wef8emnn9KxY0f27NlTphmC/ve//5GRkUGXLl148MEHefbZZ0vUEVi2bBnXX389o0aNIjw8nJdfftnRStCjRw+eeOIJRo4cSUBAAO+//z4As2fPpnHjxtx8883cf//9TJo0CTc3t3KfV1nMmTOHG2+8kcGDB9OvXz969uxJWFgYLi4ulXI8IUT1oNj/22FRCCGEEOIieXl5NGzYkNmzZ/Pwww+rHY4QopJIVyIhhBBCFHPw4EGOHz9Ot27dyMrK4s033wQKKzwLIWov6UokxBWUVv20Jh9HCCHK4sMPP6Rjx47069ePvLw8tm/fXmJaWCFE7SItBqJWuNKAuGnTpjF9+vSqCUYIIWq4zp07s3//frXDEEJUMUkMRK1w8RR+S5cu5Y033uDEiROOZR4eHmqEJYQQQghRY0hXIlErBAcHO768vb1RFKXYsiVLljhm1GjTpg2fffZZse3j4uIYNWoUfn5+uLu707VrV3bv3l1sne+++46QkBC8vb257777yMnJcbzWp08fnn32WV5++WX8/PwIDg4u0UIRGxvLnXfeiYeHB15eXowYMYKkpKRLnpPNZuPNN9+kUaNG6PV6OnXqxLp164qts3PnTjp16oSLiwtdu3ZlxYoVKIpCREQEdrudli1b8uGHHxbbJiIiAkVRiIqKKs8lFkIIIUQtJy0Gotb74YcfeOONN/jkk0/o3LkzBw8e5NFHH8Xd3Z2xY8eSm5tL7969adiwIStXriQ4OJgDBw4UqwJ6+vRpVqxYwapVq8jIyGDEiBHMmjWLd955x7HOt99+ywsvvMDu3bvZtWsX48aNo2fPnvTv3x+bzeZICrZu3YrFYuHpp59m5MiRbNmypdS4P/roI2bPns0XX3xB586d+eabbxg6dChHjx4lNDSU7OxshgwZwqBBg1i8eDExMTFMnDjRsb2iKDz00EMsWLCg2BSLCxYsoFevXrRs2bLCr3VdZSiwkJ9n4Ux+PpkFFjLzTWQWmMksMJNrtGC02DBYrBjMNoxmKwaLDaPlwr8XfrZY7SgKaDUKGkVBc+F7RVHQKhQu0yjoNArueic8ir6ci77X4qF3crzm7aLD38OZQA89ni4VP9e9EEKI2kcSA1HrTZs2jdmzZzN8+HAAmjVrxrFjx/jiiy8YO3YsixcvJiUlhb179+Ln5wdQ4qbZZrOxcOFCPD09AXjwwQfZtGlTscSgQ4cOTJs2DSgscPTJJ5+wadMm+vfvz6ZNmzhy5Ahnz56lcePGACxatIi2bduyd+9err/++hJxf/jhh7zyyivcd999ALz33nts3ryZefPm8emnn7J48WIUReGrr77CxcWF8PBwzp8/z6OPPurYx7hx43jjjTfYs2cP3bp1w2w2s3jx4hKtCOLSrFY7udkmsrPMZGcV/puTZSI3x0x+noWCAis2a+Gsz785pZNiMF39wexgsVX8DNJuOi0BnnoCPPQEXfg30FNPoIeeYC8Xmvi64eqsvfKOhBBC1GqSGIhaLS8vj9OnT/Pwww8Xu2G2WCx4e3sDhV1rOnfu7EgKShMSEuJICgDq169PcnJysXU6dOhQ7OeL14mMjKRx48aOpAAgPDwcHx8fIiMjSyQG2dnZxMfH07Nnz2LLe/bsyaFDhwA4ceIEHTp0KFZwqFu3bsXWb9CgAXfccQfffPMN3bp14/fff8doNHLvvfde8lzrqpxsE2kpRjLSjBcSABPZmWbycs2UtdpLkIvztSUGlSTfbCUmPZ+Y9PxSX1eAAE89IX5uNKvnTlM/N0L83Aip506Ah75qgxVCCKEaSQxErZabmwvAV199Rffu3Yu9ptUWPiF1dXW94n50uuJdMRRFKdbVqKzrqOGRRx7hwQcfZO7cuSxYsICRI0dWWrXUmsBstpGeaiAtxVj4b2rhvybjtf+u/JydKyDCqmcHknOMJOcY2ROTUew1d2ctTf3caO7vTliQF2HBnrQK9EDvJC0MQghR20hiIGq1oKAgGjRowJkzZxg9enSp63To0IGvv/6a9PT0y7YaXIuwsDDOnTvHuXPnHK0Gx44dIzMzk/Dw8BLre3l50aBBA3bs2EHv3r0dy3fs2OFoFWjdujXff/89RqMRvb7wqe7evXtL7GvQoEG4u7vz+eefs27dOrZt21YZp1gt2Wx20lIMJMbnkxRfQGqygewsU5lbAMrLR1f73lLzTFaOJeZwLDGHVf8kAuCkUWjh7054sBfh9b0IC/KkRYA7ThqZz0IIIWqy2vcpJsR/zJgxg2effRZvb28GDhyI0Whk3759ZGRk8MILLzBq1ChmzpzJXXfdxbvvvkv9+vU5ePAgDRo04MYbb6yQGPr160f79u0ZPXo08+bNw2Kx8NRTT9G7d2+6du1a6jYvvfQS06ZNo0WLFnTq1IkFCxYQERHBDz/8AMD999/P1KlTeeyxx5g8eTKxsbGOsQMX13XQarWMGzeOKVOmEBoaWmHnVB0ZjVaSEgpIis8nMT6f5MQCLOZKygJK4ampG0/RLTY7J5JzOZGcy/LD8QDonTS0CvSgfX1vujTx4brGvnjo5SNGCCFqEnnXFrXeI488gpubGx988AEvvfQS7u7utG/f3jGDj7OzM+vXr+fFF19k0KBBWCwWwsPD+fTTTyssBkVR+O2333jmmWfo1asXGo2GgQMHMn/+/Etu8+yzz5KVlcWLL75IcnIy4eHhrFy5ktDQUKCwVeH333/nySefpFOnTrRv35433niD+++/v9i4A4CHH36YmTNnMn78+Ao7p+rAaLRyPiaP8+fySIzPJyPNWGmtAWXhWkcSg9IYLTaOxGdzJD6bxfvPoVUUWgd50LWJL9c38aVTIx9cdHX3+gghRE2g2O1qfowKISrSDz/8wPjx48nKyio2dmL79u3ceuutnDt3jqCgIBUjvDZ2u52UJAPnonOJi8klObGAajCMw8GlgTOfxMaqHUa1pNMqtA32omsTX7o29aVDA290Wul6JIQQ1YkkBkLUYIsWLaJ58+Y0bNiQQ4cOMWHCBPr06cP3338PgNFoJCUlhbFjxxIcHOzohlST5OdZHIlAXGwehgKr2iFdknuQMx+dl8SgLNydtXQP8ePmFv7c1LwePm41c+C2EELUJtKVSIgaLDExkTfeeIPExETq16/PvffeW6y2wo8//sjDDz9Mp06dWLRokYqRlk9Wpomzp7I5cyqblCSD2uGUmWJRO4KaI89k5c+TKfx5MgWNAu3qe9O7pT99WgXQxLfuzpolhBBqkhYDIUS1kJVh5PSpbM6eyiE1ueYkAxdz83Li4/Q4tcOo8Zr7u9M3NIC+oQG0DvK88gZCCCEqhCQGQgjVZKYbOXMqm9Mns0lPNaodzjXTOWv4PD9e7TBqlaZ+bgwKD+b28CDqe1+55ogQQoirJ4mBEKJKFRRYOBWZxYmjmbUiGfiv7+xJGK3ytlrRFKBTI29uDw+mX+tAPF10V9xGCCFE+UhiIISodDabnXPRuZw4mknMmZxqNZNQRVuvzyQ2r2Z2haopnLUabm5Rj9vbBtOzWT2cZHYjIYSoEJIYCCEqTVaGkeNHMzl5LIv8vLoxMveAVz4H0rPVDqPO8HHVMSAsiHs6NSSknrva4QghRI0miYEQokJZLDZOn8jm+D8ZJMYXqB1OlYv2N7MxMU3tMOqk65v4cm/nRvRq6Y9Wo1x5AyGEEMVIYiCEqBB5uWaOHc7g2OGMal1roLJlBMOyuES1w6jTgjz1DO/YkLs6NMDPXeojCCFEWUliIIS4JilJBRw5kM7pU9nYZNAt5gYavo2VmYmqA51W4dZWgdzbuREdGnqrHY4QQlR7khgIIcrNZrMTfTqHIwfS6mR3octxaqDj/2LPqR2G+I82QZ48eH0T+rUJRKNINyMhhCiNJAZCiDIzm2xEHsngn4h0crLNaodTLbnWd2b+uVi1wxCX0MTXlQe7NeWOtsHoZDYjIYQoRhIDIcQVGY1W/jmYzj8H0zEY6u74gbLwCHRmXrwkBtVdoKee0V2bMLxjA1x0WrXDEUKIakESAyHEJRkKLBw+kM7RQ+mYjLW4+EAF8vDTMS9ZuhLVFD6uOu67rhEjOjeSomlCiDpPEgMhRAkGg5XD+9P4JyIds0kSgvJwddcyP+u82mGIcnJ31nJP50Y8cH0TfFwlQRBC1E2SGAghHIwGK4cPpPHPwXRMkhBcFa1W4QtjgtphiKvkoXdiTLcmjLqusXQxEkLUOZIYCCGwWmz8E5HOgT2p0mWoAvyspJJlrhuVnmsrf3dnHu3RjKEd6uOkkUHKQoi6QRIDIeowu93O6RPZ7NmRLLMMVaBtbjmczM5TOwxRAZr4uvHUzc25tXWg2qEIIUSlk8RAiDoqIS6Pv7cnkZxoUDuUWueor4FdKZlqhyEqUNv6Xkzo1YKuTXzVDkUIISqNJAZC1DGZGUZ2b08m+nSO2qHUWvEBVtYkpKgdhqgENzbz44VbQgnxc1c7FCGEqHCSGAhRRxgKLOzblULkkQxsMoygUuXUV1h6TgYg11Y6rcKo6xrzyI3NcHWWAcpCiNpDEgMhajm73c6JY1ns3pYkxcmqiK2Blm9iZcrS2i7QU8/zfUPpJ+MPhBC1hCQGQtRiGWlGtm9KIOF8vtqh1CnODXR8FitFzuqK7k19mdSvlXQvEkLUeJIYCFELmc02DvydwuEDadJtSAXuwc58FBerdhiiCkn3IiFEbSCJgRC1TMyZHHZsTpTpR1XkEeDMvARJDOqiIE89L97Sir6tAtQORQghyk0SAyFqidwcMzu2JBIdJbMNqc3dW8dHadKVqC67rU0gL/VrjY+rTu1QhBCizCQxEKIWOHE0k51bE6VqcTWhd9Hyaa4MPq7r/Nx0vNK/Nbe0ksHJQoiaQRIDIWqwgnwL2zYmSE2CakZR4H+WRGzy7iqQ1gMhRM0hiYEQNdSZU9ls35SAoUCmIK2OVunSSSwwqR2GqCb83JyZ3L+1jD0QQlRrkhgIUcMYDVb+2pxI1PEstUMRl7HbM48jGdKSI4obEBbEpFtbSeuBEKJaksRAiBrkXEwuW9fHk5drUTsUcQVR9UxsSUpXOwxRDfm5OfPmHeF0D/FTOxQhhChGEgMhagCrxcaubUkcPZShdiiijFKCbPx2PlntMEQ1pQBjuzfl8Zua4aTRqB2OEEIAkhgIUe1lZZrYuDqO1GSD2qGIcjA00PB9bLzaYYhqrmNDb94e3JZgLxe1QxFCCOQxhRDV2JmT2fz6wxlJCmogV0XeXsWVHTqfxQPf7mFrVIraoQghhCQGQlRHVqudvzYnsGF1HCaT1CaoifR2Re0QRA2RZbAwafkRZv95ErNV/r8LIdQjiYEQ1Ux2lonflp7laISMJ6jJnKySGIjyWbI/jod/2E9cRr7aoQgh6ihJDISoRs5GZbPshzOkJEnXoRpPJo4SVyEyKYcHFu1lyynpWiSEqHqSGAhRDdjtdv7elsT63+MwGaUrQW1gky5g4irlmay8vOIIX/x1BpkfRAhRlSQxEEJlJpOVdb+d49D+NLVDERXIZJDEQFw9O/D1rmgmrThCnkman4QQVUOmKxVCRdmZJtatPEdGmlHtUEQl+IFkCiySIIhr07eRG+/0boiuQWO1QxFC1HLSYiCESuLj8lj+41lJCmqxIL2z2iGIGs7bRcuoLZ+S/MI4DIf2qh2OEKKWk8RACBVEHslg9bIYDAar2qGIShTgolc7BFGDaTUKryRvxD8uEltOFimvTyB3zS9qhyWEqMUkMRCiCtlsdnZsTmTbxgRs0sOk1vPV6dQOQdRgTzhF0+bA2n8XWK1kfDqLjM/fx26VhwpCiIoniYEQVcRksrJ2RSz/RKSrHYqoIl5OTmqHIGqoO3xN3Lr+01Jfy131E6lvPo/NINMaCyEqliQGQlSBgnwLv/8cQ1xMntqhiCrkrtGqHYKogTr4OjF21ZuXXcewbycpU5/EmpNVRVEJIeoCSQyEqGQ5WSZ+WxpNarI83atrXOUtVpRTsLuOF7bPwclsuuK6puNHSH75USypSVUQmRCiLpBPLSEqUVqKgRVLo8nKvPKHvKh9dHZF7RBEDeLipGFK1FK8UuPKvI0l9gzJkx7GHBddeYEJIeoMSQyEqCQJcXms/Dma/DwpTlRXaWV8qCiH500RND7xd7m3s6YkkvzSIxhPHq2EqIQQdYkkBkJUgujTOaz+NRaTUaYeqtPMUj9SlM39Xhlcv+37q97elp1JyqtPYji4uwKjEkLUNZIYCFHBjv+Twfrfz2G1yk1hXWcxSWIoruwmP7j791nXvB97QT4p0yeSv31DBUQlhKiLJDEQogIdOZDG1g0J2CUnEIDZIImBuLxmXjqe+uNdlIp607CYSXt/Kjmrfq6Y/Qkh6hRJDISoIEcOpLFzq8wOIv5ltdrx0UktA1E6L72WyQe/xCUvo2J3bLOR+fl75Cy/+q5JQoi6SRIDISqAJAXiUoJc9WqHIKohrUZhcuomAs5FVtoxMr+eR87KJZW2fyFE7SOJgRDX6MhBSQrEpdVzdlY7BFENPa6Loc3+NZV+nMwvPiR3zS+VfhwhRO0giYEQ1+DIwTR2bpGkQFyar3QlEv9xh5+Jfn98UmXHy/jsPXL/WFFlxxNC1FySGAhxlf45mC5JgbgiTydJDMS/2vs6Meb3t6v2oHY7GZ/MJG/Tqqo9rhCixpHEQIir8M/BdHZsSVQ7DFEDuGm0aocgqokgdyde3D4HndlQ9Qe32Uif9yZ5W9ZV/bGFEDWGJAZClFPkkQxJCkSZudgVtUMQ1YCLk4Ypp3/BKzVOvSBsNtJnTyP/r43qxSCEqNYkMRCiHM6czGb7pgS1wxA1iM4miYGA500RNDm+U+0wwGYl7f2p5O/aonYkQohqSBIDIcooLiaXTevOS/EyUS6KVe0IhNru98rk+m3VqKaA1UrarCkYDvytdiRCiGpGEgMhyiAxMYv1v8dhs0pWIMrHbpK/mbqspx/c/fu7aodRksVM6sxXMJ05qXYkQohqRBIDIa4gNTWVr7+ej7NHtNqhiBrIYpQmg7qqmZeOp/94F6WaNjPaC/JInf4clhQZMyWEKCSJgRCXkZuby4IFC8jNzeWf41tw8T6hdkiihjEZbTgpMs6grvHSa5kc8TUueRlqh3JZ1rQUUqc9hy0vV+1QhBDVgCQGQlyCyWRi4cKFpKWlOZZFntyNk0cEYFMtLlGz2O0Q4KJTOwxRhbQahVdSNxMQe1TtUMrEHHOa1Hdexm6xqB2KEEJlkhgIUQqbzcbixYuJiys5teCp04exu+xB0UhyIMomwEWvdgiiCj2miyVsf80qJmY8tIf0j99SOwwhhMokMRCiFCtWrOD48eOXfD065iQGZRtanbkKoxI1lZ+ztBjUFbf7mej/x3y1w7gq+ZtWk/Xd52qHIYRQkSQGQvzHpk2b2LNnzxXXi4+PJdOwCZ3eVAVRiZrMx8lJ7RBEFWjv68S4399WO4xrkr3kf+T+sULtMIQQKpHEQIiL/PPPP2zYsKHM66emJpOUtQ4Xt4JKjErUdB5aSQxquyB3J17cPhed2aB2KNcs49N3Kdi/S+0whBAqkMRAiAtSU1P5+eefy71dVlYmMUlrcPXMqYSoRG3gJm+1tZreScPk08vwSj2ndigVw2ol7d3JmOOi1Y5ECFHF5NNKCApnIPr+++8xGo1XtX1+fh5Rsatx906v4MhEbeBsl+lKa7PnTYdoenyH2mFUKHtBHqnvvIytIF/tUIQQVUgSAyGA5cuXk5h4bUV+TCYTkafX4u4rxYJEcU42SQxqq1FeWXTb9p3aYVQKS+wZ0j+SmYqEqEskMRB13t9//83BgwcrZF9Wq5WjJzbg7htbIfsTtYSlela+Fdemh5/C3atmqR1GpSrYvoGc5d+rHYYQoopIYiDqtHPnzvH7779X6D7tdrtUSRbF2EySGNQ2zbx0TPhjJhqbVe1QKl3mgvkYjuxXOwwhRBWQxEDUWXl5eXz//fdYrZXzwS5VkkURk6H23zzWJV56La8c+h8ueRlqh1I1rFbSZr2KNS1F7UiEEJVMEgNRJ9lsNpYsWUJWVlalHkeqJAsAi9mOm5O83dYGWgVeTt9CYMw/aodSpWyZaaS++wp2i0XtUIQQlUg+qUSdtHHjRk6dOlUlx5IqyQIgyEWvdgiiAjyqjyN8b8V2P6wpTJGHyfxqjtphCCEqkVTdEXXO8ePH2bx5c5UeMz4+Fn9/A35ut2A2OlfpsUX14K935mxu1RXCyzlzmMStS8mPO4U5J40WY2bg2+4mAGxWC/F/fEPW8T0Y0xLQurjjFdqFhrc/grO3/yX3mbxrJSm7VmLMSALANagpDfo9iHeb7o51zv3+Gan71qNxdqHR7Y9Qr0s/x2vph7eStn89oePfqaSzrlwD/czc9uvHaoehqtxVP+Hcuh3utwxSOxQhRCWQFgNRp6Snp/PTTz9ht1f9YFCpkly3+TnrqvR4NlMBbvVb0GTYs6W8ZiDv/Cnq3/oA4c/9Hy3GTMeQco6oha9fdp/O3v40vP1Rwp/9nPBnP8OzZWeivn2DgsRoADKP7STt4J+0euQ9Gg16jOhfZmPOK+yuZynI5fy6/9HkrpLx1ATtfJ0Y/7tM3QmQ8clMKX4mRC0liYGoMywWCz/88AP5+eoV7JEqyXWXl7ZqG2i923Sn4cCHHK0EF3Ny9aD1ox/g17EPLoGN8WgaTpO7niH//ElHa0BpfMJ74BPWHZeARrgENKbRwIfROLuSG3sMgILkWDxbdMS9cWvqdb4FrYsbpvQEAOLWfEnADUPR+wZVzglXokA3J178ax46s0HtUKoFu9FA2odvYLfKeAMhahtJDESd8dtvv3H+/Hm1w5AqyXWUu0ardgiXZTXkgaLg5OpRpvXtNivpEX9iMxnwaBoOgFv9FuTHncSSn0Ne3ElsZhP6eg3JOXuE/PNRBN00rDJPoVLonTRMOfsr3ilSm+Ri5lPHyF78tdphCCEqmIwxEHXCkSNH2Lt3r9phOBRVSQ4LvZW8jGC1wxFVwKUaP4exmU3ErfkKv463oHVxv+y6+QlnOP7pM9gsJrTOrrQYMwPXoBAAvFtfj1/nfkTOfwqNTk+zka+gcXYhdvlHhIx4mZRdv5O0YzlO7t6E3P0CrsEhlX9y12ii+TBNI/9SO4xqKfunBbhc3xN9m/ZqhyKEqCDV95NKiAqSl5fHb7/9pnYYJRRVSXbzjVE7FFEFnO2K2iGUyma1cPr7N8Fup+nw5664vktAY8InfknYhE8JuHEo0T+9R0FStOP1hreNpf0r39H2ha/xbXcTiZt/xLNlFxStlvhN39PmqY8I6DaIs0urf8Xg+7yy6L51kdphVF82K+mz38BmkHFTQtQWkhiIWu/3338nNzdX7TBKZbfbOXp8Ky4+UiW5ttNUwxpnNquFM9+/iSkziVaPvn/F1gIAjZMOF/+GuDdqRaPbH8G1fguS/vq11HULkmNJO7CRhgPGk3P6EJ7NO6Dz8MG3Y2/yz5/CalBvvM+V9PBTuGdV9U9e1GaJPydTmApRi0hXIlGrRUZGEhERoXYYVxR5YjehLQqw5HagNubrp07vY/3mb4iNO0ZWdgpPjP+YTu1vdbx+8PAGtu38idi4o+TlZzH1xV9o3DDssvu0Ws2s2/gVu/atJDMriaCAEIYPfoG2YTc71tm9fxUrVs/FaMznxm53ce+drzheS00/z8dfPMqU53/C1aVs/eqvibnqZ8K6nKKkwJB6ntaPz8bJ3fvqdmS3YbeUrNFht9uJWTaXxkOeQKt3xW6zOQar2i9UG7fbq2fhvxAvHU+vfxONrRpmc9VQ3rrluHbvhWu3m6+8shCiWqt9dyBCXGAwGFi+fLnaYZRZba6SbDQV0KhBa+4b/tolX2/ZrDPDBr9Q5n3+tuZjtu36mZHDXmXaKyvp1WMk/7fgOWLjIgHIzc3g+6VvcPeQSTz7+Jfs2b+Kw0e3OLb/8Ze3GHbH81WTFAAWY9X+Xq3GAvLjo8iPjwLAmJ5IfnwUxoykwqTguxnkxZ2k+ahXwW7DnJOOOScd20U3+Se+nETyjhWOn+PWfk3OmcOF+0o4c+HnQ/h1vvW/hyd1zxp0Ht74hPcAwCOkHTmnI8iNOUbS9l9wCWpa5oHOVclLr2XyoW9wzc1QO5QaJf2jt7FmyTUToqaTFgNRa61evZrs7Gy1wyiX6JiTNGhgwE3XE6u5aue9r0ztwm6mXdilnybe0HUoUPgUv6x27/+d2/s9RvvwXgD07nkfx0/uYuOWhTz0wHukpJ3D1dWDrp1vB6BVy24kJp2hQ9s+7D2wGq3Wic4d+l/DWZWPyVC1T5/z4k5w8osXHT/HrfocgHrX3UaD/mPJPLYTgGPzHiu2XavHZ+PVohMAxrR4Rx0CAEtuBmeXzsKcnY7WxR3X+s0JfXgW3q26FtuHOSedhD9/oM1T/xYD82jShqCb7+HUglfRefgSMuIVqhutAi+nbyEw5ojaodQ4tsw0Mj5+G//XZ6sdihDiGkhiIGqlqKioajULUXlIleSysVhM6Jz0xZbpdC5EnT0AQGBAU0wmA7FxkdTzrU9M7D/06DaMvPwsVq6dz/NPLajSeG22wiJn6aaS3W4qg1eLTnR9f9MlX7/ca0U6TFlc7OeQe18q07F1nn4ltgVo0H8MDfqPKdM+1PCI/jzhm39XO4waq+DvreSu/w2P2+5UOxQhxFWSxEDUOiaTiV9/LX0wZE2RmpqM2Xsd9ev1x5jnqnY41VJ4655s3PotLVt0JaBeY46f+puDRzZiv9Av3N3Nm7GjZrJw8RTMZgPduw6lbZubWLTkdfrcdD9p6ef5/JsJWK0W7hjwFNd1HFDpMQe66qssMRDlM9DPzIBfP1I7jBov638f4drtZrQ+fmqHIoS4CpIYiFpn3bp1pKfX/OJhWVmZmM1rCGlwGwU5nmqHU+2MGDaF73+axvRZg1EUhYB6jenR7S527v53XEnnDv3o3KGf4+eTUXs5n3CC+4a/yuszb+fhBz7Ay8ufWfPuI7R5V7w861VqzP7Otad7WG3S1teJ8aumqR1GrWDLzSbz67nUm/SW2qEIIa6CJAaiVomOjmbXrl1qh1Fhiqoktwq5jbwseQJ3MU8PP558aD5ms5HcvEx8vANZvmoO/vUalbq+2WLix2VvMX70LJJTY7HZrLRqeT0AQQFNiY49TIe2fSs1Zh+dvOVWNwFuTkz6ax46k8zFX1HyN6/Fvf9QXDper3YoQohyklmJRK1hNptZtmwZdnv1mhbyWhVVSXb3TVQ7lGpJp9Pj6xOEzWbh4OENdGx3S6nrrd3wf7RtcxNNGoVjs9mwXpg6E8BqtWCzVf6sQZ5aSQyqE71Ww5To5XinxKodSq2T8em72M0mtcMQQpSTfEqJWmPjxo2kpKSoHUalKKqSHN66F/kZTdUOp9wMxjxSUv+9+UpNj+Pc+Ujc3bzx821AXl4m6ZkJZGYV/v6SkqMB8PL0x9srAIAFi6fg4xXIsMHPA3A25jCZWUk0atiGzKxkVv3xKXa7ndtueajE8eMTo9gXsY6pL/wCQHBgMxSNhh1/L8PLy5/E5LM0bdyuMi8BAO6KttKPIcpuovUIIce2qx1GrWQ5H0v2z9/iff+jaocihCgHSQxErRAXF8f27bX7A76oSnJY6+4YMlurHU65xJw7ytzPxjt+/uW39wG44fo7GTdqJoeObmbRkn9rHHz93SQA7rjtKYYMfBqA9IwEFEVxrGM2G/lt7cekpsWh17vRLqwX4++fhZurV7Fj2+12fvh5OvcMfRm93g0AZ2cXxt73Dkt+fRuLxcR9w6fi6xNUOSd/ET3KlVcSVWKkdzbdf/tW7TBqtZyfF+LWZyC6Bo3VDkUIUUaKvbb1uxB1jtVqZf78+SQm1p2uNqEtOtTaKsm1mXuwMx/FSbcVtd3gpzBpxWSpbFwF9J27E/j2p2qHIYQoI7mrEDXerl276lRSALW7SnJtpliuvI6oXE29dDyzfqYkBVXEeHA3eVvWqR2GEKKMJDEQNVpBQQF//vmn2mGoIjrmJAZlG1qdzItfU9jNksipydNZy5RD3+Cam6F2KHVK5tdzseXlqh2GEKIMJDEQNdqWLVvIz89XOwzVxMfHkmnYhE4vs3/UBGaDJAZq0SrwSsZWAmOOqB1KnWPLSCNr0Wdqh1FMnz59mDhxotphCFHtSGIgaqzMzEx27NihdhiqS01NJilrHXp3mYe9ujMZbThpZACyGh52OU/43pVqh1Fn5a5dhjkuukqPOW7cOBRFKfEVFRXFr7/+yltv1Y4ibDabjVdeeYUGDRrg6upKhw4d+O2338q0raIorFixonIDLIfp06fTqVMntcNw2LJlC4qikJmZqXYoVUZmJRI11vr167FYpNM2SJXkmiTQxZn4fKPaYdQpA/wsDPz1I7XDqNusVrK+/RT/qR9U6WEHDhzIggULii0LCAhAq609Uwd///33zJ07l0WLFnHDDTcQFRWldkiiBpMWA1EjxcfHc/DgQbXDqFaKqiS7e6erHYq4jEC9Xu0Q6pRwHyceWlU7ngzXdAU7N2OMPFylx9Tr9QQHBxf70mq1JboShYSEMHPmTB566CE8PT1p0qQJX375ZbF9vfLKK7Rq1Qo3NzeaN2/O66+/jtn87xivoqfd3333HSEhIXh7e3PfffeRk5PjWMdms/H+++/TsmVL9Ho9TZo04Z133nG8fu7cOUaMGIGPjw9+fn7ceeedREdHX/YcNRoNAQEB3HfffYSEhNCvXz/69etX7msVHR2Noij8+uuv9O3bFzc3Nzp27MiuXbsAyM7OxtXVlbVr1xbbbvny5Xh6ejq69V7pHLZs2UK3bt1wd3fHx8eHnj17EhMTw8KFC5kxYwaHDh1ytO4sXLgQKGzZ+OKLLxg8eDBubm6EhYWxa9cuoqKi6NOnD+7u7vTo0YPTp08Xi+23336jS5cuuLi40Lx5c2bMmFHsgaKiKHz99dcMGzYMNzc3QkNDWblypeN69O3bFwBfX18URWHcuHEA/PLLL7Rv3x5XV1fq1atHv379yMvLK/c1r44kMRA10tq1a2tdheOKIFWSqz8/Z2morSoBbk5M2vkROpN0s6suMhd8rHYIlzR79my6du3KwYMHeeqpp3jyySc5ceKE43VPT08WLlzIsWPH+Oijj/jqq6+YO3dusX2cPn2aFStWsGrVKlatWsXWrVuZNWuW4/UpU6Ywa9YsXn/9dY4dO8bixYsJCiqsoWI2mxkwYACenp5s376dHTt24OHhwcCBAzGZLj2O7NZbbyUrK4vXX3+9Qq7D1KlTmTRpEhEREbRq1YpRo0ZhsVjw8vJi8ODBLF68uNj6P/zwA3fddRdubm5XPAeLxcJdd91F7969OXz4MLt27eKxxx5DURRGjhzJiy++SNu2bUlISCAhIYGRI0c6jvPWW28xZswYIiIiaNOmDffffz+PP/44U6ZMYd++fdjtdiZMmOBYf/v27YwZM4bnnnuOY8eO8cUXX7Bw4cJiiRjAjBkzGDFiBIcPH2bQoEGMHj2a9PR0GjduzLJlywA4ceIECQkJfPTRRyQkJDBq1CgeeughIiMj2bJlC8OHD6819yR1KjEoS1+x6ta/rbr57zVcuHAhPj4+VRrDqVOnOHXqVJUesyYpqpLs5hujdiiiFN5OOrVDqBP0Wg1TYpbjkyz/D6oT09EICnZtqbLjrVq1Cg8PD8fXvffee8l1Bw0axFNPPUXLli155ZVX8Pf3Z/PmzY7XX3vtNXr06EFISAhDhgxh0qRJ/PTTT8X2YbPZWLhwIe3atePmm2/mwQcfZNOmTQDk5OTw0Ucf8f777zN27FhatGjBTTfdxCOPPALA0qVLsdlsfP3117Rv356wsDAWLFhAbGwsW7ZsKTXm/Px8+vfvz/3338+GDRuYNGlSsRtULy8vfvnll3Jds0mTJnHHHXfQqlUrZsyYQUxMjKN70ujRo1mxYoWjdSA7O5vVq1czevToMp1DdnY2WVlZDB48mBYtWhAWFsbYsWNp0qQJrq6ueHh44OTk5GjdcXV1dcQ1fvx4RowYQatWrXjllVeIjo5m9OjRDBgwgLCwMJ577rli12nGjBlMnjyZsWPH0rx5c/r3789bb73FF198Uex8x40bx6hRo2jZsiUzZ84kNzeXPXv2oNVq8fPzAyAwMJDg4GC8vb1JSEjAYrEwfPhwQkJCaN++PU899RQeHh7lus7VVbVMDC43YKiyTZo0yfGfuLJ9//33tGnTBhcXF0JCQso8EKpPnz6Oa+Li4kKrVq149913y5WtXu0NfY8ePUhISMDb27vc21YEu93OmjVrVDl2TVJUJdnF58SVVxZVyqMW9W2uzp61/kPI0dpdDb2myvz2U+zWqqkj0bdvXyIiIhxfH3986RaLDh06OL5XFIXg4GCSk5Mdy5YuXUrPnj0JDg7Gw8OD1157jdjY4gULQ0JC8PT8d5xX/fr1HfuIjIzEaDRy6623lnr8Q4cOERUVhaenpyOR8fPzw2AwlOgiU2ThwoVkZmby6aefsnbtWjZs2MD48eOxWCxER0eTm5tLz549r3yhLnEd6tevD+A4h0GDBqHT6RzdbZYtW4aXl5ej69KVzsHPz49x48YxYMAAhgwZ4ngCX964ilpZ2rdvX2yZwWAgOzvbEcubb75ZLDF89NFHSUhIKDab4cX7dXd3x8vLq9jv/b86duzIrbfeSvv27bn33nv56quvyMioPVMgV9s27UsNGKpsRX88lS06OpoxY8bw8ssv8/jjj5OSksLJkyfLvP2jjz7Km2++idFo5M8//+Sxxx7Dx8eHJ598shKjBmdnZ4KDgyv1GJdz8ODBMr+JCIg8sZvQFgVSJbkacZXfQ6Ub4Z3Djb8tVDsMcQmWc2fJ27ASj4HDKv1Y7u7utGzZskzr6nTFW/MURcFmK5xieNeuXYwePZoZM2YwYMAAvL29WbJkCbNnzy7zPi5++l2a3NxcrrvuOn744YcSr13q/ufw4cO0bdsWnU6Hr68vGzZs4Oabb2bYsGGEhoYycOBAx819WV18DopSOIta0Tk4Oztzzz33sHjxYu677z4WL17MyJEjcXJyKvM5LFiwgGeffZZ169axdOlSXnvtNTZs2MANN9xQ7rguF2tubi4zZsxg+PDhJfbl4uJS6n6L9lO0j9JotVo2bNjAzp07Wb9+PfPnz2fq1Kns3r2bZs2aXfYcaoJq+wl1qQFDc+bMoX379ri7u9O4cWOeeuopcnP/LZwSExPDkCFD8PX1xd3dnbZt25Z4wrx//366du2Km5sbPXr0KNaH8L9diWw2G2+++SaNGjVCr9fTqVMn1q37t4rjlQbrXErRE/+HHnqIZs2a0a1bNx544IEyXx83NzeCg4Np2rQp48ePp0OHDmzYsMHxutFoZNKkSTRs2BB3d3e6d+/uaGLbsmUL48ePJysryxHH9OnTAfjuu+/o2rUrnp6eBAcHc//99xfLnNWcustisbB+/foqP25NJ1WSqxe9vdq+7dYK3f00jPh9ptphiCvI+uELbAaD2mGU2c6dO2natClTp06la9euhIaGEhNTvm5qoaGhuLq6XrJXQpcuXTh16hSBgYG0bNmy2NelWukbNmxIRESEY4BzYGAgGzdu5MiRI8ydO5e33367fCdaBqNHj2bdunUcPXqUP//809GNqDzn0LlzZ6ZMmcLOnTtp166dY9yCs7Mz1gpqTerSpQsnTpwoEUfLli3RaMr2Puzs7AxQIiZFUejZsyczZszg4MGDODs7s3z58gqJW2017hNKo9Hw8ccfc/ToUb799lv+/PNPXn75ZcfrTz/9NEajkW3btnHkyBHee++9Ei0AU6dOZfbs2ezbtw8nJyceeuihSx7vo48+Yvbs2Xz44YccPnyYAQMGMHTo0BJ93C81WOdSGjZsSNeuXZkwYQKGa3hztNvtbN++nePHjzv+gAEmTJjArl27WLJkCYcPH+bee+9l4MCBnDp1ih49ejBv3jy8vLwcA3wmTZoEFA5+euuttzh06BArVqwgOjraMQpfbTt27KhTcwlXJKmSXH1oJT+rNE08dTyz8V00tqrppiKuni09ldwVJZ8qV1ehoaHExsayZMkSTp8+zccff1zuG0EXFxdeeeUVXn75ZRYtWsTp06f5+++/+d///gcU3nD7+/tz5513sn37ds6ePcuWLVt49tlniYuLK3WfDz/8MFarlaFDh7Jz505OnDjBH3/8QW5uLm5ubo59V6RevXoRHBzM6NGjadasGd27d3e8dqVzOHv2LFOmTGHXrl3ExMSwfv16Tp06RVhYGFDYFevs2bNERESQmpqK0Xj1Uzu/8cYbLFq0iBkzZnD06FEiIyNZsmQJr732Wpn30bRpUxRFYdWqVaSkpJCbm8vu3buZOXMm+/btIzY2ll9//ZWUlBTHOdR01TYxuNSAoYkTJ9K3b19CQkK45ZZbePvtt4sN/omNjaVnz560b9+e5s2bM3jwYHr16lVs3++88w69e/cmPDycyZMns3PnzkvenH/44Ye88sor3HfffbRu3Zr33nuPTp06MW/evGLrXW6wTmkeffRR7HY7zZs35/bbb3f0iQMYMmRIsZH1pfnss8/w8PBAr9fTq1cvbDYbzz77rOMaLFiwgJ9//pmbb76ZFi1aMGnSJG666SYWLFiAs7Mz3t7ejj6URf0lAR566CFuv/12mjdvzg033MDHH3/M2rVri7XKqCE/P7/YIDBRflIluZow146ZK6obT2ctU44swC07Te1QRBllL1uENatm9M0eOnQozz//PBMmTKBTp07s3LnzqmYBev3113nxxRd54403CAsLY+TIkY5WeTc3N7Zt20aTJk0YPnw4YWFhPPzwwxgMBry8vErdX4MGDdizZw/+/v4MHz6czp07s2jRIhYtWsTq1av58ssvmTNnzjWd+38pisKoUaM4dOhQsdaCspyDm5sbx48f5+6776ZVq1Y89thjPP300zz++OMA3H333QwcOJC+ffsSEBDAjz/+eNVxDhgwgFWrVrF+/Xquv/56brjhBubOnUvTpk3LvI+GDRs6BjEHBQUxYcIEvLy82LZtG4MGDaJVq1a89tprzJ49m9tvv/2qY61OFHs1nF9p3LhxnD9/ns8//9yxzN3dnfr167Nx40beffddjh8/TnZ2NhaLBYPBQF5eHm5ubnz99dc8+eSTdOvWjX79+nH33Xc7BpZs2bKFvn37kpyc7OjrdvDgQbp06UJMTAxNmjRh+vTprFixgoiICLKzs/H29mbLli307t3bEcvzzz/PoUOH+PPPP4mOjqZZs2bs2bOH66+/HoCMjAz8/PzYunVriaQE4NixY7Rt25ajR48SFhbGuHHjOHLkCOvWrSMwMJBmzZoxa9asYtN0XaxPnz40a9aMqVOnkpGRwbRp0+jRo4cjC169ejWDBw/G3d292HZGo5Hhw4ezdOlSFi5cyMSJE0s8gd+/fz/Tp0/n0KFDZGRkYLPZyM/P5+jRo4SHhzuuYUZGBj4+PpfcT0VbtWoVf/31V6Ueo67w9vahfr3+GPMu399VVA5XDyfmZ5b+9E9cHY0C0/N20m7PCrVDEeXkec9YfMY/o3YYQogLqm2LQdGAoaKv+vXrEx0dzeDBg+nQoQPLli1j//79fPrppwCOOX4feeQRzpw5w4MPPsiRI0fo2rUr8+fPL7bvyw1WuVrl2efhw4fR6/WEh4ejKArffPMNzZs3p2fPnnz11Vfk5OQwdOjQyx7P29ubli1bcv311/PTTz/xySefsHHjRqBwwI1Wq2X//v3FZmOIjIzko48uXf0zLy+PAQMG4OXlxQ8//MDevXsdTaWXm0O5smVmZvL333+rdvzaJisrk9jENbh65lx5ZVHhzAbp5lLRHnGJl6Sghspd/Qu2nOwrryiEqBLVNjEozf79+7HZbMyePZsbbriBVq1aER8fX2K9xo0b88QTT/Drr7/y4osv8tVXX13V8by8vGjQoAE7duwotnzHjh2Eh4df1T6hsGnKaDSye/duoHCE++LFi2nRogWPPfYYU6dOveLsBRfz8PDgueeec8xf3LlzZ6xWK8nJySUG3BTNKFTaAJ/jx4+TlpbGrFmzuPnmm2nTps1lp+yqKtu2bbvseA1RflIlWT0Wix13pxr11lut3eZnYeDaeWqHIa6SvSCPnJVX311ECFGxatSnU8uWLTGbzcyfP58zZ87w3Xff8X//93/F1pk4cSJ//PEHZ8+e5cCBA2zevPmaBoS89NJLvPfeeyxdupQTJ04wefJkIiIieO655656nzfddBM9evRg5MiRrFixgtOnT7Nu3Tri4+Nxd3dn8eLFxebYLYvHH3+ckydPsmzZMlq1asXo0aMZM2YMv/76K2fPnmXPnj28++67rF69Gigc4JObm8umTZtITU0lPz+fJk2a4Ozs7Li+K1euLHNthcqSl5fH3r17VY2htpIqyeoJdnW58kriisJ8nHh49TtXXlFUa7krl2LLV3ccmxCiUI1KDDp27MicOXN47733aNeuHT/88APvvvtusXWsVitPP/00YWFhDBw4kFatWvHZZ59d9TGfffZZXnjhBV588UXat2/PunXrWLlyJaGhoVe9T0VRWLduHffccw8vvPAC4eHhTJkyhYcffpiTJ0+SmJjI6NGjy9W9yc/PjzFjxjB9+nRsNhsLFixgzJgxvPjii7Ru3Zq77rqLvXv30qRJE6CwUNkTTzzByJEjCQgI4P333ycgIICFCxfy888/Ex4ezqxZs/jwww+v+jwrwq5duzCbZSadyiJVktXhr3e+8krisgLcnHhp18fojHlqhyKukS03m9xVP6sdhhCCajr4WAgofKI9a9ascreeiKsT1ro7hszWaodRJ8QFWFiXkKp2GDWWXqthZuLvNDu6Ve1QRAXRePvSYOEqFGe92qEIUafVqBYDUbfs3btXkoIqFHliN04eEYBMtF/ZvJyqbdH5GuEZ21FJCmoZW1YGeRt+VzsMIeo8SQxEtWS1Wtm+fbvaYdQ5UiW5argpWrVDqLHu9c6hx+YFaochKkHO8u+xV1DVWyHE1ZHEQFRLhw8flirHKpEqyZXPVd56r0p3Pw0jf5+pdhiiklgS4ijY+afaYQhRp8mnk6iWtm3bpnYIdZpUSa5cOruidgg1ThNPHc9snIXGJk+Ua7PsXxapHYIQdZokBqLaOXPmDAkJCWqHUeelpiaTlLUOvXuB2qHUOhopy1EuHs5aJv+zELdsGbBd25mjIjEc3qd2GELUWZIYiGpn586daocgLpAqyZXDbpbJ4MpKo8BLWdsJPntI7VBEFcld/YvaIQhRZ0liIKqVzMxMjh07pnYY4iJSJbniWU0yuLusHnZNoP3uFWqHIapQwd9bsGakqR2GEHWSJAaiWtm1a1e5CruJqiFVkiuWyWBFRhlcWX8/K7evmat2GKKqWSzkrf9N7SiEqJMkMRDVhslkYs+ePWqHIS5BqiRXHJsN6ul1aodRrYX5OPHI6rfVDkOoJHfdcuzykEiIKieJgag2Dh48SEGBDHStzux2O0ePb8XF54TaodR4AS5S4fVS/N2ceGnXx+iMeWqHIlRiTU7AsE/GmwlR1SQxENWGDDquOaRK8rXzlxaDUjlrFabErsQnKVrtUITKctfIIGQhqpokBqJaOHfuHElJSWqHIcpBqiRfGx8nJ7VDqJaetUXS7J8taochqgHD/p1YkmVckxBVSRIDUS0cPHhQ7RDEVZAqyVfPUyuJwX/d451Lj83fqB2GqC5sNvLW/ap2FELUKZIYCNXZbDYOHz6sdhjiKkmV5Kvjpsjb78W6+WkY+ftMtcMQ1Uzu+t+wW6QioBBVRT6ZhOqioqLIzc1VOwxxDaRKcvnp5e3XoYmnjmc3zkJrkxtAUZwtI42CXVvUDkOIOkM+mYTqpBtR7SBVksvHySaVDAA8nLVM/udb3LJT1Q5FVFN5G1aqHYIQdYYkBkJVJpOJo0ePqh2GqCBSJbnsFHk4jkaBl7K2E3w2Qu1QRDVmiNiNNStT7TCEqBMkMRCqOnbsGCaT9E2vTaRKctnYTTKb00OuibTfvULtMER1Z7VSsGOj2lEIUSdIYiBUFRERoXYIohJIleQrMxvrdmLQz8/KoDVz1A5D1BD529arHYIQdYIkBkI1eXl5nDx5Uu0wRCWRKsmXZzLa0Gnq5jiDMB8nHl39ttphiBrEeDQCa1qK2mEIUetJYiBUc/jwYWy2uv3UtC6QKsmXFuTirHYIVa6eqxMv7foEnTFP7VBETWKzSauBEFVAEgOhGulGVHdIleTS+ev1aodQpZy1ClPifscn6YzaoYgaSBIDISqfJAZCFenp6cTESP/zukSqJJdUz7luVT9+xnac5kc2qx2GqKFMJ49iSTyvdhhC1GqSGAhVSO2CukmqJBfn7aRTO4Qqc493Lj03/0/tMEQNJ60GQlQuSQyEKqQbUd0lVZL/5aHVqh1ClbjeT8PI32eqHYaoBfK3/qF2CELUapIYiCp3/vx5UlJkdom6TKokF3JVav9bcGNPHc9tnIXWJhXdxLUzR0dhjpUxKkJUltr/qSSqncOHD6sdgqgGpEoyONtq91uwu7OWKf98i1t2qtqhiFokf+efaocgRK1Vuz+VRLV04oTMay8K1fUqydpaPEmTRoGXsncQfDZC7VBELWPYt1PtEISotSQxEFUqNzeXpKQktcMQ1UidrpJstqsdQaUZ75pEh79/VTsMUQuZThzFlpOtdhhC1EqSGIgqFRUVhd1ee2+GxNWpq1WSraba+X+hn5+VO9bMVjuMctmdnsP4fVF03XSYJmv280di5iXXnXIkhiZr9vP12cs/5CjLPr84k0jnjYfovPEQX54pvr+DmXkM+isSi612/p1cNZsVQ8RutaMQolaSxEBUqVOnTqkdgqjG6lqVZLPBqnYIFa6NjxOPrH1b7TDKLd9iI9zTlbfbNr7seusSMziYmUeQ/spTzV5pn5HZ+cw+Gc8nnZoxv1MzPjh5nuPZhbN1WWx2Xv0nhnfbNcFJo5T/hGq5AulOJESlqFvVdYTqJDEQV3Lq9GFCmhrQmLphr+WDcy0WO55OWnIstSNBqOfqxMu7PsG5IE/tUMqtb6A3fQO9L7tOosHEG8fO8d31oYzfF3XN+4zKMxDm5UZPfy8Awjxdicoz0MbLlf87k0g3P086+riX70TqCMOBXdjtdhRFkiYhKpIkBqLKJCcnk50t/UKLnDt3jt27d5OUlERubi7Dhg2jVatWjtftdjt//fUXhw4dwmg00rBhQ2677Tb8/Pyuep8Au3fvZs+ePQB0796dbt26OV6Lj49n/fr1jBkzBo1GvZvy6JiTNGhgwE3XE6u5dhcBC3TVk5OTr3YY18xZqzA5bhU+SbVzKkmb3c7EQ9E83iyI1p6uFbLPNp6unMkzcL7AhB07Z/KMtPZ0ITrPyM9xaay+KaxCjlMb2dJTMZ85iXOL1mqHIkStUrsfx4lqRVoLijOZTAQGBtK/f/9SX9+9ezf79+9nwIABPPjgg+h0On766ScslkvPB3+lfSYnJ/PXX38xdOhQhgwZwvbt2x01JWw2G3/88QcDBgxQNSkoUleqJAfondUOoUJM4AQtjtTeaSQ/O52IVoGHQgIrbJ+hHq683Koho/ec5IE9p3ildUNCPVyZ8k8Mr7ZpxNaUbPptO8rtfx1jd3rdrvlRGsN+6U4kREWTFgNRZSQxKK5Fixa0aNGi1Nfsdjv79u3jxhtvJDQ0FIDBgwczf/58Tp48SXh4eLn3CZCWlkZAQABNmzYFICAgwLFs9+7dNG7cmPr161/jmVWc1NRkzN7rqF+vP8a8inlKW9346Gp+i8jdPnnctOJrtcOoNIez8lgQnczqm8IqvOvKg00DeLBpgOPnn+PS8HDS0sXXnb5bj/J7zzYkGMw8ffAsO/q0Q69VP2mvLgz7d+E1YrzaYQhRq8g7jKgSVquVM2dqZxeDypCVlUVeXh4hISGOZXq9ngYNGhAfH3/V+w0ICCAjI4Ps7GyysrJIT0/H39+fjIwMjhw5ws0331wB0Ves2l4l2VurVTuEa3K9n4b7Vr6jdhiVak96LqkmCzduPkKztftptnY/cQUm3o6Mo8fmIxV2nHSThXmn4nkzvDEHM/No5q6nmbsLPep5YrHbOZtnrLBj1QbGyEPY8nLVDkOIWkVaDESViI2NxWSq3V1CKlJubuGHnbt78YGHbm5u5OVd/cBOf39/evXqxdKlSwHo3bs3/v7+LFmyhD59+nD27Fl27NiBRqOhX79+NG58+RlaqkpRleRWIbeRl3XpMRY1kZum5iYGjTx1PLfpXbS2S3dvqw3ubliPmy8MEC7ywJ5TDG/ox4hG/hV2nBnHzvFIsyDquzpzKCsPy0VTO1tsdqzItKXFWAunLXXreavakQhRa0hiIKqEdCOqPjp37kznzp0dPx85cgRnZ2caNmzIV199xZgxY8jJyWHlypU8/vjjODlVj7eJoirJYaG3kpcRrHY4FcalhjbcujtrmXJ0EW5ZyWqHUiHyLFai8/99In+uwMjR7Hx8dE40dHXG17n4/wOdRiFAr6OFh4tj2X27TzIwyIdxF8YhXGmfF9uWks3ZPANzO4YA0NHbnahcA5uTs4g3mNAq0MLdBVGcIWKPJAZCVKDq8Ykvar2oqCtP7Sf+5eHhAUBeXp7je4D8/HwCAytu8GN+fj47duzg/vvvJz4+Hj8/P8eX1WolIyODgICAK++oihRVSQ5v3Yv8jKZqh1MhdLaaN92iRoFJ2Tupf+ag2qFUmMNZ+YzcfdLx85uRcQDc07Aecy7crF9JbL6RdNO/rSdl3afBauONY7F82rk5mgtjGOq7OvNm2yZMOhyNs0bDnI7NcJHxBSWYIg+rHYIQtYokBqLSFRQUEBcXp3YYNYq3tzfu7u7ExMQQFBQEgNFoJD4+nk6dOlXYcf7880+uv/56vLy8SExMxGr9dz59m82GzVb9Co0VVUlu06obxqw2aodzzTQ1sITBOLckOm5epnYYFerGep7EDrquzOvv7Nv+isvKuk8XrYYtvduVWD6qsT+jGldcV6XayBxzGlt+Hho3qfcgREWQxw+i0p0+fbpa3mCqzWQykZSURFJSElA44DgpKYns7GwURaFr167s3LmTU6dOkZKSwurVq/Hw8ChWl2DJkiXs37+/TPv8r7Nnz5Kenk6XLl0ACA4OJj09ndOnTxMREYFGo7lszQS1HT+5p1ZUSbaba1a/8Vv9rAxePVvtMIQoZLNhOvGP2lEIUWtIi4GodNKNqHSJiYn8+OOPjp///LNwDvh27dpxxx130L17d8xmM3/88QcGg4FGjRoxYsSIYn3+MzIyKCgoKPM+i5jNZjZu3MjQoUMd0y96eXnRr18/1q5di1ar5Y477kBXzafSrA1Vki3GmpPYtPbR8ejaGWqHIUQxxsjDuHTurnYYQtQKit1ur1mPq0SNM3v2bEcRLSEqQ4MGTXDT1MwqyYoCX5sTq/18M36uTnxw8FN8E0+rHYoQxbhc14OANz9WOwwhaoWa+YhN1BhGo5HU1FS1wxC1XE2ukmy3g79L9a5+rNMqTDm/SpICUS0Zjx9BnnEKUTEkMRCVKjExUd6wRZVITU0mKWsdeveCK69czQRV88TgGU7S4vCfaochRKnseTlYYqWAphAVQRIDUakSEhLUDkHUITW1SrKfc/VNDIb75HPTpq/UDkOIyzIer7gK1ELUZZIYiEoliYGoakVVkt2909UOpcx8dNVzHoiufhpGrXxb7TCEuCJT5CG1QxCiVpDEQFSq+Ph4tUMQdVBRlWR330S1QykTT41W7RBKaOih47k/P0Brs1x5ZSFUZoyUFgMhKoIkBqLS2Gw2EhNrxo2ZqH2KqiS7+caoHcoVuVazxMBNp2FK5Pe4ZyapHYoQZWI5H4Mtp2S9FiFE+UhiICpNWloaZrNZ7TBEHVZUJVnvfVztUC7LxV593oo1CryU+zcNTu+/8spCVBd2O+YYmTVLiGtVfT6NRK0j3YhEdVHdqyRrrWpH8K+xbsl03PWL2mEIUW7mWEkMhLhWkhiISiMDj0V1cur0Yewue1A01S85UKpJN/5b/GwMWf2h2mEIcVXMsWfVDkGIGk8SA1FpJDEQ1U10zEkMyja0uurVxc1mVj9Zae2j47G1b6kdhhBXzSy1DIS4ZpIYiEojiYGojqpjlWSzQd3EwM/ViZd2f4pzQZ6qcQhxLcwxkhgIca0kMRCVIjc3l+xsmSFCVE/VrUqy2WRDr1VUObZOqzA5fg1+CVGqHF+IimLLTMOanal2GELUaJIYiEohrQWiuqtuVZKDXPSqHHcCJ2l5aKMqxxaiokl3IiGujSQGolJIYiBqgupUJdlf71zlxxzmk8/Nm76q8uMKUVks0p1IiGsiiYGoFDJVqagpqkuVZD9nXZUe7zo/Lff//k6VHlOIyiZTlgpxbSQxEJVCKh6LmqQ6VEn2dqq6xKChh46Jf76P1lq9ZmcS4lrJAGQhro0kBqJSpKWlqR2CEOWidpVkD03VvB276TRMOf497plJVXI8IaqSjDEQ4tpIYiAqXG5uLmazPIkUNZNaVZJd0Vb6MRRgUu5uGkTtr/RjCaEGW1YGtvxctcMQosaSxEBUuMzMTLVDEOKaqFElWWev/OlKx7mn0GnXz5V+HCHUZE1NVjsEIWosSQxEhZPEQNQGVV0lWWut3P339bMxZPUHlXsQIaoBS4p0kxPiakliICqcJAaitqjSKskWe6XtupW3jsfXygxEom6wpkpiIMTVksRAVLiMjAy1QxCiwlRVlWSrsXK6Lfm6OvHynk9xLqgehdyEqGySGAhx9SQxEBVOWgxEbVMVVZJNhopPDHRahcnxa/FLiKrwfQtRXckYAyGuniQGosJlZWWpHYIQFa6yqyRbrXa8dU4Vus+nlVOEHtpQofsUorqTFgMhrl7FfgoJATzWPQHr9RoMNlcKrHpyjFoy8xXScm0kZ5hISDOQlVcFfbaFqGBFVZLDQm8lLyO4wvcf5Kony2ypkH3d5VNArxVfVsi+hKhJLNJiIMRVq/LEYOvWrYSFhREYGFjq68nJyURGRtK7d+8qjkxUBLvdhqYgHg02dIAnEKgDvC98NbywnkaPzckLM+4U2FzIMzuRVaAlI89OaraFxHQjiekFWKyVNyBTiKtRVCU5vHUv8jOaVui+6+krpvpxFz8to397u0L2JURNY5VZiYS4alWeGHz22Wc888wzl0wMoqKi+OyzzyQxqKnMOZSlMJRiM6I1paAlBRfAV4FGboAbEAC0AFCwO3li0XhgxI18y7+tD+m5VpIzzcSnFZCVK8XURNUqqpLcplU3jFltKmy/vk7Xnhg09NAxcfN7aK3y/0LUTfaCPGz5uWjcPNQORYgap9p1JTIYDGi1lV8BVFQSU2YF7syOYslGRzY6wINLtT44X9T64EqeWUdWgcbR+pCUYSIxvQCzpWor2Yra7/jJPYS2MGDJ7UBFDNnydLq2t2Q3nYYpx3/AIyPxmmMRoiazpiShaSqJgRDlVSWJQUxMDNHR0Y6fIyMjsVpLVvPJy8tjw4YN1K9fvyrCEpXAbqr6gceKzYTWlIqW1NJbHwrXwu7kgUXjeaH1wZlcoxMZF7U+JKYbyMiRsQ+ifE6dPkxIUwMaUzfstmtLDtyVq99eAV7M30uDqH3XFIMQtYE1LQVd0xZqhyFEjVMlicGePXv45ZdfHD9v3LiRjRs3lrqum5sbEyZMqIqwRGVQITEoGzuKJQcdOWVufTDYXMk168g2FLY+pGRZSM40kZAmrQ+iuOiYkzRoYMBN1xOr+eq7A7lcQ6vDWI9UOq9aetXbC1Gb2HKz1Q5BiBqpShKDfv36cd1112G323n11VcZMWIEnTt3LrGei4sLQUFB0pWoJjPX7Dfj/7Y++CiA64Uvf8daF7U+uFJg0ZNjdCKzQCE913ah65K0PtQ18fGx+Psb8HO7BbPR+ar2obMpV7VdHz87Q399/6q2FaI2suXnqR2CEDVSlSQGvr6++Pr6AjBt2jQaNmyIt7d3VRxaVDG7pXKrw1YPJVsfAnSADvACGlxYS+OMzckTMx4YbC7kWZzJLtCQnmcnNdtKUoZRWh9qmdTUZMze66hfrz/GPNdyb6+U7GF5RaHeOp5Y+0b5NxSiFpPEQIirU+WDj8PDw6v6kKIq2YxqR1BtFLY+pKElrbD1AWhYauuDOxaNJ6YLMy/lmpwcdR9SMs0kpBtIz5brWlNkZWViNq8hpMFtFOR4lmtbu7l80/P6ujrxyt7PcC6ovIrMQtRE9rxctUMQokZSZVaiiIgI/vzzT5KTk8nLy8NuL/5hqCgK8+fPVyM0ca2scgNbPnYUSy46ctEB7kCAE4UtD/9tfdB6Yta4Y3SMfdCSkQepWRaSMo0kpBZgktaHaqGoSnKrkNvIy/Ir83YWY9l/f04ahcnxa/GLP3U1IQpRq9kKpMVAiKtR5YnBypUr+eGHH/Dx8aFFixY0adKkqkMQlckq/eorg2IzobX92/rgDTR0AVyAeo61irU+FFad/nfsQ3KmmcQ0A2nS+lAlrqZKsslgRaOArQwNB09rogg9tOEaoxSidrLnS4uBEFejyhODNWvW0K5dO6ZMmYLTNc7ZLaoh6UqkopKtD/5OFJaf9gQuzAJsV3SFMy9daH3Ic7Q+XBj7kGkiIbUAo/kqOryLYspbJdluB3+9M8mGyyfYd/oW0Hv5FxUVphC1jowxEOLqVPmdeV5eHjfccIMkBbWVdCWq9hS7Ga25eOtDgxKtDzhmXvq39UFLVoGmcOxDlpnENCOpWQZ1TqIGKW+V5EAX/WUTgy6+Wh5Y+XZFhihErWOTMQZCXJUqvztv2bIl8fHxVX1YUUXs0mJQa5Sl9QHF6ULrgweG/7Y+5FhJzjARL60PQNmrJNdzvnQdhAYeOiZueQ+t1VwJEQpRe9ilxUCIq1LlicHDDz/Mu+++S4sWLbjpppuq+vCisskYg7rFbkFjTkdPOnpKaX0IubCa1h2r1hMj7hRY/515Kf1C60NCupG0LAP28k3KU+OUpUqyt670t2U3nYYpJxbjkZFYmSEKUStIVyIhro5i/++UQJVs0qRJ5ObmkpGRgYuLC/Xq1UOjKf4BqSgKH3zwQVWGJSqIZe/LUJCkdhiiJirW+uBCntmZbIOWzHxIzS6sOh2fWoDBVPNbHxo0aIKbpvQqyQX1NfxwrnirqgK8Zt5P5x1S2ViIstD4+dPwu3VqhyFEjVPlLQYeHh54enpSv379K68sah4ZYyCu1uVaHy6a8bOo9cGEG/lWF3JNTmRdaH1IzjKTmG4gNctYrVsfLlcl2U0p2ZIwxiONzqskKRCirOxGGf8kxNWo8hYDUbtZdjwJ1ny1wxB1neJUWHX6wtiHfLMz2cbCsQ9pF2Zeqg6tD97ePiWqJLs0cOaT2FjHz7397Dy7fDKKvFULUWaKqzuNftmqdhhC1DgyNZCoWDL4WFQHdgsacwZ6MhytD/X1gJ7/tD64YdV6OWZeyjXpyCq4UHU6y0JiuoGUzMob+1BalWTtRblKS28dT6ybJkmBEOVlq/ldDoVQQ5UnBseOHSvTeuHh4ZUciahodrsV7PJmLGoOxZqPkzUfJ8ANqKcFPC58FdUku6j1obDugzM5Ri0ZF8Y+JGWYSEgroMB4dX/7/62SrFgKkwBfFyde2fc5+vzsaz9RIeoaSaaFuCpVnhjMmDGjTOstXSr9aWsceSMWtdF/Wh+8uKj1wRe4ULesZOuDE1kFGtJz7aRkm0lIu3Trw8VVkm2mRjhpFCYn/kG98yer7DRFxfg2OpkvziaRYjQT5unKm22b0MnHvdR1zTY7n55O4JfzaSQZzDR3d2FKm4b0CfB2rLP8fBqzTpwnz2JjRKN6vBHe2PHauXwjD+w5xaqeYXjqtJV+bjWJ3WZTOwQhaqQqTwymTZtWYpnNZiM5OZlNmzZhs9kYPXp0VYclKoCikZ5pou4qW+uD1jHzktHmQr5F/+/YhxwbKZl/4+nXhady4wiN+EOtUxFXaWV8Om8dj2PmhWTgf9HJPLDnFFt6t8VfX3IGqg9Onmf5+XTea9+UFh4ubEvJ5tH9p1l+YxvaebuRbrLw8pEYZncIoambnnH7ouhRz5N+QT4AvHY0lsltGkpSUBq7JAZCXI0qv5O7XBehPn36MG3aNI4ePUq7du2qMCpRYRStdCcS4lLs1hKtD8HOgDNYfbWcCgvCKzuW0571ON1iKrm5rqTbdRg1zujtVjRWM3aLCbvdjNVmwmo1YbGasFiMmM1GTCYjBmPhvzZ5Ylrlvj34Le06dSb1ttvYCDTpYcf26ac8b/HlxutvLLH+99s+4cZefTh+3XUcv7CsqflXXsrUMOTm/sTHx+PkGkXcwJHEAQHpK/jOqz4nO3Tn2LFjnPPO4uxt9/BZVZ5kDaHRaHhH7SAqUUhICBMnTmTixImXXEdRFJYvX85dd91FdHQ0zZo14+DBg3Tq1KnK4qyOxo0bR2ZmJitWrFA7lGqpWj3i1Wg09OjRgxUrVjBy5Ei1wxFXQxIDIcol18mDf/SeHM05SbgxlJBoG1t0/rQOPElQwwK6JHthj8nmmMGJY/ogTuv8KcCVAGc9ATpnvBUnPK0KdqMdY64Fi96O3W7HSWdD62RBoy38UjQWUMyAGRsm7LbC5MJiNWGxGrGYTZjMRoxGAyaTEZPJhExaV3ZWq5XExERuuOGGYtctJCSE8+fPl3otLRYLWq222GtOTk6cO3cOu92Or68vZrOZxMREvLy8SEhIoH379hQUFLBt2zZGjRolvyOVJCYm8u6777J69Wri4uLw9vamZcuWPPDAA4wdOxY3Nze1QyymcePGJCQk4O/vX+nHstlsTJkyhe+++46MjAxCQ0N56623uPPOO8u0/ebNm/nggw/YvXs3BQUFhISEcPvtt/PCCy/QsGHDa47vo48+kv83l1GtEgOA3Nxc8vKkYmGNpTgBUv1YiCuJcw3kiN3EmexIbHlWmujbcFNuNzISN5Ln7cNpuhOYvQWvppEc8VXoQHd6JdgwxOwk59gBoj0acKppZ467N+IfgzPJ+RYA6rs6E+LuRrBej5/WHTe7Bq0ZzPlWDPmlJ+3aC196LXi6UdgXCjtanQWtkxXthcSiKLmwY8ZuN2OzF7ZaWC8kF2azEaOpsMXCaDRgNpur6GqqLz8/H7vdjrt78fEEbm5upKWllbpNs2bN2Lt3L40bN8bX15fo6GhOnjzpuGlxcXHhjjvuYNWqVVgsFtq1a0fz5s1Zs2YNXbp0ISsri2XLlmGz2ejZsydt2rSp9PMUcObMGXr27ImPjw8zZ86kffv26PV6jhw5wpdffknDhg0ZOnSo2mEWo9VqCQ4OvvKKFeD7779n7ty5LFq0iBtuuIGoqKgyb/vFF1/w1FNPMXbsWJYtW0ZISAixsbEsWrSI2bNnM2fOnGuOz9vb+8or1WFVnhikpqaWujwvL4/IyEhWrlxJWFhYFUclKoxGC9JgIESpzIqOE24BHDHEk5p5wLHcU+vHXdZ7UCwmjGdO0KK+nr+922LL7kzKoXzuDj/PPy57+cM3mpvr30Hzdt0JzEyjfVwU+X+vxBIfS3qDUE6F3shxlxYcM9vYk5aJ9T8PxVydNDT3cKORqwsBOme8FC3OFgW7wY4hz4LVcvEGClazrtTqzKUpSi5cdIAOcAdFsRUmFk4WNE5WFI0ZRfk3ubDZTYVfF7pEmc1GzBbThRYLA0ajEYvFco1Xvfrq168f69at4+uvvwbA19eX9u3bc+TIEcc6rVq1olWrVo6fY2NjSUlJoX///nz55ZcMGTIEd3d3Fi1aROPGjUskJnWVRlOyUGBFeeqpp3BycmLfvn3Frnfz5s258847iz2NnjNnDgsWLODMmTP4+fkxZMgQ3n//fTw8PABYuHAhEydO5Pvvv+fFF1/k3LlzDBo0iEWLFvHzzz8zbdo0srKyePDBB5k7dy5a7b/jSXJychg1ahQrV67Ex8eHV199laeffrrUmP/blWjLli307duXjRs38sorr3Ds2DE6derEggULaN26tWO7t99+m48//piCggJGjhyJv78/69atIyIi4pLXR6PREBAQwH333QcUtpqVRVxcHM8++yzPPvssc+fOdSwPCQmhV69eZGZmApCWlsaECRPYtm0bGRkZtGjRgldffZVRo0Y5tvnll1+YMWMGUVFRuLm50blzZ3777Tfc3d1LdCXq06cPHTp0wMXFha+//hpnZ2eeeOIJpk+f7thfbGwszzzzDJs2bUKj0TBw4EDmz59PUFAQAIcOHWLixIns27cPRVEIDQ3liy++oGvXrmU69+qkyhODS/3RFgkNDeXRRx+tomhEhVNkEJwQ/5Wp8+aIswuR2ccxpp8t9poGLaP1T6LNMmG1mLDExxKSncMb3r2Z4NsIszacb/ZaGN89k+Y6H/7S7GGN7Ti9Gt5FW/8b8A7tgqkgG6+4UwT+s4Xu8YsAMLj7ciasJyfrtyVSF8DRHMg32ziamcvRzNwSMSpAQzc9Td3dqK/X46Nxws2uQWMqbG0wFpQ/47fbNVjMGixlTC6Kcgq3C+Mu8ABFY8NJV5hYaDRmNBoLaMygWLDbTdjsZmwXjbcwXzTewmgsTC6qYryFm5sbiqKUaPHOz8+/5M26m5sbw4cPx2KxUFBQgIeHB1u3br3kE02LxcL69esZPHgwGRkZ2Gw2mjRpAoCfnx8JCQm0bNmyYk+shrr4BroipaWlsX79embOnHnJ36uiKI7vNRoNH3/8Mc2aNePMmTM89dRTvPzyy3z22b8jQ/Lz8/n4449ZsmQJOTk5DB8+nGHDhuHj48OaNWs4c+YMd999Nz179izWzfqDDz7g1VdfZcaMGfzxxx8899xztGrViv79+5f5fKZOncrs2bMJCAjgiSee4KGHHmLHjh0A/PDDD7zzzjt89tln9OzZkyVLljB79myaNWt22X3eeuutZGVl8frrr/PWW2+VOZaff/4Zk8nEyy+/XOrrPj4+ABgMBq677jpeeeUVvLy8WL16NQ8++CAtWrSgW7duJCQkMGrUKN5//32GDRtGTk4O27dvv2z3oW+//ZYXXniB3bt3s2vXLsaNG0fPnj3p378/NpuNO++80/H/02Kx8PTTTzNy5Ei2bNkCwOjRo+ncuTOff/45Wq2WiIgIdLqyve9VN1WeGDz55JMllimKgru7O8HBwTRq1KiqQxIVSal2vdOEUIXdDrHuwRyy5hKTfQwo/UNplNczuKYVdrkxZiUD4JqbQRMPJ865mvBNaAGuKczfbOGpvnoGFsQR49uJrQXb2Gz6ha4+/ejq3R1vVy+8Q6/DVJBNwfkonP7ZR/i+VYSzirsAq8aJ+NCunGp6HZEejThqdCEx79+uPnYgLt9IXH7pRQrdnTS08HSnoasL/k46vNCisyjYDTYMeVas/22eqCB2mwaz0RmMAK6XXVehMJ9wVsC9aEpZQKO1oHWyoXEyO7pFoVgA04WWi4sGc1sKWy3MF423MBqNV+yTXNRVIyYmxvGE3263Ex0dzXXXXXfZbZ2cnPD09MRqtXLixIlLdgnauXMnzZs3Jzg4mKSkpGIJj81mkwHnF6msxCAqKgq73V7sqTqAv78/BoMBKHwA+t577wEUGxwcEhLC22+/zRNPPFEsMTCbzXz++ee0aNECgHvuuYfvvvuOpKQkPDw8CA8Pp2/fvmzevLlYYtCzZ08mT54MFLYs7dixg7lz55YrMXjnnXfo3bs3AJMnT+aOO+7AYDDg4uLC/Pnzefjhhxk/fjwAb7zxBuvXryc3t+SDhSL5+fn079+f+++/nw0bNlBQUMAHH3zgSJa8vLz45ptvuOeee0pse+rUKby8vKhfv/5lY27YsCGTJk1y/PzMM8/wxx9/8NNPPzkSA4vFwvDhw2natHA+6fbt2192nx06dHDMmhkaGsonn3zCpk2b6N+/P5s2beLIkSOcPXuWxo0LpwtetGgRbdu2Ze/evVx//fXExsby0ksvOf7vhoaGXvZ41VmV38X16dOnqg8pqpJGWgxE3WbU6jnmUo8j+TFkZey77LoDvB4gMM35322Tzjm+b+2Uz8rzFp7yaYjRcD1WTTofrM3kudtb0jQ/ivsVN/b5Xc/+jC3ss28k1LMLNzv1w0vxxrllF7xbdnEkCfn/7IPzMTQ+8TeNT/zNLReOkRnUnFOte3DCryVH8SYq24LVVvoNcJ7FxuGMHA5n5JR4TaNAIzcXmrq7Euysx0frhKtVg8Zkx5xvw2hQt3+hzepUWAjX6HzFdTUU5hN6DXi4Aq5cGMxd2CVKW9Ql6uLxFpg5HhmBTqfnwIEDHDhwgOHD7+b8+fNYLBa6dOkCwKpVq/D09KR3796cOHGCv//+m/T0dOx2O15eXo6ByN27dwfg6NGjbN26FZPJRMuWLYmPj2fcuHFAYTJhNBrZv38/Pj4+pKWlXfGGqi5xcqra25s9e/Y4pls3Gv9Nrjdu3Mi7777L8ePHyc7OxmKxYDAYyM/PdwxQdnNzcyQFAEFBQYSEhDi6GxUtS05OLnbMG2+8scTP8+bNK1fcHTp0cHxf9PeTnJxMkyZNOHHiBE899VSx9bt168aff/55yf0tXLiQzMxMPv30U3Jzc+nTpw/jx4/n66+/Ji4ujtzcXHr27Fnqtna7vVhry6VYrVZmzpzJTz/9xPnz5zGZTBiNRsf17NixI7feeivt27dnwIAB3Hbbbdxzzz34+vqW6ToUXYui6x0ZGUnjxo0dSQEUzrDp4+NDZGQk119/PS+88AKPPPII3333Hf369ePee+8t9jutSVR9vBsXF0dKSgoAAQEB0lpQG0iLgaijUvV+HNFqOZ51DEv+6Suu38m9D2HpDbm4JcEUc8rxfaucc6yzNyfJw4pnjhPBvn04nfc7H6zMZ8KgcAJsx7ghL4FWnmFssRdwKucApzhAsFsIt7jcSWCmG86uXo4kwVyQQ/75U+Qf3Y8lLhoAn6QzXJ90husvHNPo5sXZsJs4Wb8dx5wDOZqrkGe68k29zQ6xeQZi8wylvu6tc6KZhxsNXfX4O+nwuNDaYCuwYcizUN0fdCuKgtXihNVy6fe3nIx42ra6jcb109ixexkrVqygSaNwnnt8Ac0adwBsmI0b0Xr6E95iOAf3f0hYm+v555+9ZGSmkp2dg8ViZuKzL9O6TRsys9L5Y90c7h0xAg8Pd77++mtuuOEGnJ0Lk5s///yT7t27s2fPHqxWK/3798fT07OKrkj1V1ndOFq2bImiKJw4caLY8ubNmwPg6vpvq1Z0dDSDBw/mySef5J133sHPz4+//vqLhx9+GJPJ5LiR/W+siqKUuqwyWoQuPk7RTfm1HOfw4cO0bdsWnU6Hr68vGzZs4Oabb2bYsGGEhoYycODASyawrVq1Iisri4SEhMsmuR988AEfffQR8+bNo3379ri7uzNx4kRMpsKJT7RaLRs2bGDnzp2sX7+e+fPnM3XqVHbv3n3JblDXer2nT5/O/fffz+rVq1m7di3Tpk1jyZIlDBs2rMz7qC5UuYvbu3cvixYtKpH9BgYGMnbs2Bo5WENcIGMMRB1iQ8MZ92AOm9M5n324zNs10ofSJ68Hiv3fgbU2mxVTzL+zd7SIjYD6zVkRn8hjHg0oyHOnVfO+/HP8Dz5alcFD/TvQXHcYP2MGw+xw3K8bf2VHkmiKZrHpIzx1vtzqcw9NcwLRmMzoXD3xdiQJ2eSfjyqWJADo87Nps38NbVjDUMCm0RLf4jpOhVzHcc8mHDW5EJ9b/pmGsswWIjKyicgo+ZqTotDE3YUm7q4E6ZzxvtDaoJjsmPKsmIzVPGu4oF3YzbQLuxmAHbuX8djYuXRqf+tFa2h44anC8R8FuTB80HQARl40ec2M94YSdTyX1k27kZFwGFdXL3p1fRWAzh1iCfYPJ7TxKPYeXIW3Z0OeenRmYcsFFuxcGMh98TS05gvjLcyF3aGMRgNWa92YHaKyWgzq1atH//79+eSTT3jmmWcuO9h7//792Gw2Zs+e7RgM/dNPP1VYLH///XeJnyty8pbWrVuzd+9exowZ41i2d+/ey27TsGFDli9fTk5ODp6engQGBrJx40ZuvvlmVq1axf79+y+57T333MPkyZN5//33iw0+LpKZmYmPjw87duzgzjvv5IEHHgAKE5mTJ08Wq5OlKAo9e/akZ8+evPHGGzRt2pTly5fzwgsvlPcyEBYWxrlz5zh37pyj1eDYsWNkZmYWO2bRRAHPP/88o0aNYsGCBZIYlMWBAwccA11GjRrlaCWIi4tj06ZNfPjhh0yePLnOF+CosaT6sagD8rXuHHXx5p/cKHLT95RrW3eNN8NsI1HMxaf1NeWkwUU3bQ1O7cOl8T0YLDYyvO245EFeRhBtWnXl+Ml9fLMhhbtv6khn739QsBKWF0+IczA7PVtwLOMQOdYMVmR/hQ49vesNI6ygJU75hcfUuXr9myQYcsiPO1UiSQDQ2Kw0OrWHRqf20PfCsszApkS16skJ/1CO4c3JbOslux+VhcVu50xuAWdyC0p93c9ZR4iHKw1d9NRzcsYDLU5msBbYMORbak2BW5vNhsGYh5tb4cDjwICmmEwGYuMiqedbn5jYf+jRbRhZmfn8uuILnn9qAflZfpfcn8KFwdzKRYO5PUGjtaLVWh01LhRtyfEW/w7mNmI2mxzJhcFgqDHF84paVipD0WDcrl27Mn36dDp06IBGo2Hv3r0cP37cMaakZcuWmM1m5s+fz5AhQ9ixYwf/93//V2Fx7Nixg/fff5+77rqLDRs28PPPP7N69eoK2/8zzzzDo48+SteuXenRowdLly7l8OHDjtaR0jz88MN89NFHDB06lHfeeYd69eqxfft2cnNzcXNz43//+5+ja91/NW7cmLlz5zJhwgSys7MZM2YMISEhxMXFsWjRIjw8PJg9ezahoaH88ssv7Ny5E19fX+bMmUNSUpLjJn337t1s2rSJ2267jcDAQHbv3k1KSspVJ039+vWjffv2jB49mnnz5mGxWHjqqafo3bs3Xbt2paCggJdeeol77rmHZs2aERcXx969e7n77ruv6nhqq/K7uGXLltG0aVNmzJiBi4uLY3nXrl0ZOHAgb7zxBj///LMkBjWVtBiIWizRJYDDipWorEis+eV/cq7YNYx2eRqnrJK1PowpccV+1tostPbUcCjDxq/xiYx3rY+xwIopuw0NG6Zw/nwMy/5KJrNzOH0ankCxmXC1FnBrfgFtfDqzxZhEesF5zBjZmL2EjXaFG3wH0tnaBZfsf2PXuXj+J0mIIv/ovhJJQhGf5Bi6JsdQ1K5rcvUkuk0PTjRoT6Q+iKO5GnLK0P2orNJNZtLTzRwo5TUnjUKIuytN3FwIdNbjozihtykoRjvGPCtmU/W/gS2yYcsCjMZ8rus0EAB3N2/GjprJwsVTMJsNdO86lLZtbmLRktfpc9P9pKWf5/NvJmC1WrhjwFNc13FAmY5js2qxWbWYTVe+cXYM5tYUH8yt1VrR6koWz7NzoYCezYzVbsJqMTqmoTVdNFNUVRTP0+v1lbbvFi1acPDgQWbOnMmUKVOIi4tDr9cTHh7OpEmTHP3yO3bsyJw5c3jvvfeYMmUKvXr14t133y32BP5avPjii+zbt48ZM2bg5eXFnDlzGDCgbH8HZTF69GjOnDnDpEmTMBgMjBgxgnHjxrFnz6UfhjRo0IA9e/bwyiuvMHz4cLKzs+natSuLFi3Czc2N/v3706JFi0s+uX/qqado1aoVH374IcOGDXMUOBs8eLBjm9dee40zZ84wYMAA3NzceOyxx7jrrrvIysoCCgc4b9u2jXnz5pGdnU3Tpk2ZPXs2t99++1VdB0VR+O2333jmmWfo1atXselKobDrUlpaGmPGjCEpKQl/f3+GDx/OjBkzrup4alPsVVz+7cEHH2TUqFEMGjSo1NfXrFnDjz/+yHfffVeVYYkKYj3yIfaMI1deUYgawooTJ90DOWJMJikv+pr2NcrrOYLTSr9hSf7zJ4yRh4otW3Ln6/yUVdhvfFyThjjFF95w6/QmEjLWkJOTDUCXVr4MaxOLYvl3thArGg66B7M38xAWW/GZhsLcutND6Ytnlh3lEh8BZUkSSmNXFBJadOFUSFeOezXlH5Mr56+i+1FFCNDrCPFwo76LnnpaHe4XtzbkWaisT78nXmjLE+M//k9Xokvbs38V3/88nScfmk9Yqxsvud7JqL0s+/0DXnz6W16feTsPP/ABXl7+zJp3H29OWYOXZ72KOoVKZkerKyycp3GyoNFaURTzRZW5L7RaOGaKuji5KJyCtqg/+aW0a9fO0dVEVJz+/fsTHBws92i1WJW3GOh0ustOdZWbm1tj534VgE4Gv4naIUfnyT/O7hzNOUlBevQ176+f132XTArsNhumMydKLG+ZFgVOnQFYnpDEaH0gJqMNs9GZJkG3cDz/d6xWKwdOZpCd14AHu6ahNRdW2dVio2tePKHuLdiq2IjJPu7Yb2T+biLZTQP3UG5xHoJ/ljOKtfjT9cKWhM54t+xcriRBsdtpELWfBlH76X1hWbZ/Y6Ja9+SEfyuOaXw4mW3FXEnTm14sxWgmxZhV6ms6jUJzDzcau7kQqHPGS3HCxapgN9ox5lmwmKvmmdneg2v47qdpPDZ2zmWTArPFxI/L3mL86Fkkp8Zis1lp1bJw2HhQQFOiYw/ToW3fS25fvShYzU5YzWW7BXEUz3Oi8K7FrWTxPM2F2hZFLReNGgRWYvx1Q35+Pv/3f//HgAED0Gq1/Pjjj2zcuJENGzaoHZqoRFWeGLRr1441a9bQqVOnYtUcoXAO27Vr15aYNkrUIDovtSOodqxWG28uPMTi9WdJTC+ggb8rYwa25NUx7S87NdvWg4lM+nQfx6IzaRzozpQH2zP29n+LFy3ecIapXxwgt8DC2Ntb8OGE6x2vRSfkMmjSBv7+8g683Cuvr21tFOcaxGG7gTPZkdhzK6YrSgf3m2mX3pRL1TIwFWRhN5ac0adF1B5oU5gYZJktmOprIL4wpvwcL9qE9uLo8c0ARJ3P4dN8L57srUdninfsw9uUzVAgyq8b23JPkWf6dwRwvPEU3xvn4O0cQD+3u2mc44diKllpuESScP40+f/sLXNLglfqObqkLqGoZ7FZ7050WE9ONmxPpD6Yf/I0ZBurdlCs2WbnRHYeJ7LzSn09yNWZZheKvfk66XC3adCawVpgpSCvYmLde2A1i5a8zsNjPqR9eO/Lrrt2w//Rts1NNGkUTmxcJFbrv78nq9VSI/r9V6QrFc/TN7/0+AtRNoqisGbNGt555x0MBgOtW7dm2bJl9OvXT+3QRCWq8sTggQceYOrUqbz++uu0bNmSBg0aABAfH09UVBTe3t6MHj26qsMSFURx9rrErU/d9cHio3zx20m+mdKT8BAf9p9I45FZO/By1/HMPaUPhjqbkMPQyX/y2NBWLHrtJv48kMjjH+yifj1XbuvWkNRMA4+/v4v/TelBs/qe3Dn5T/p2qc8dPQoH8z8zdzfvPN5FkoIyMmmcOeHqz+GC86RnXnrWjKvRwLk5t+TfXGwGov8ypsaXutw38TQBXZxIyS/cdkVSEvfqAjCbLyQHGY1p2aI9UacLu+8lZxj48A8nnhvQHDfTmWL7apkXTxOtL3/7NuNwRgR2/r2RzLKksCz7/3BWXLml3t20yg9BW1B6Vw2diyfeLTrh3aKTI0koOLoP87mzpa5f6j6MeYRGrCc0Yj13UNj9KCmkI6eaX0+kdwjHzG7E5qjT/ahIUoGJpEtcAxethmYebjR2dSFA54yXosWel0/iuWhM+YVJQ2p6HOfOR+Lu5o2fbwOWr5pLZnYy4+9/FyjsPrTwx6mMGDaZZk3ak5VdOHW3s84FV9fiLa/xiVHsi1jH1Bd+ASA4sBmKRsOOv5fh5eVPYvJZmjZuV1mXokbS62W827VydXVl48aNaochqliVJwaBgYF8+OGHLF++nIiICHbu3AkU1jEYNGgQd9111yXLwYsaQLoSlbDraDJDejZm0I2FN+0h9T1Yuukse4+nXnKbL387SbP6HnzwdOEQz7AQH3YeSeajnyO5rVtDziTk4u2hY8QthXMy9+kcxPGYTO7o0YglG8+ic1IY1qtp5Z9cDZfh7MMRnZ7IrEhMBWeuvEE5uWo8uJv7Ua7QH9oYd+ljt3GxkJJf+H2q0YytidbRagBgy+9IUGAqSckJAOQVWHj/dyvP3hGGnyWy2L6cbSZ65SfT2rsDWywZJOfFFHvdZC9gXfb3/GHX0MP3DjpZOuKcc+nYiycJueTHR1HwT/mSBCjsfhR8NoLgsxHcfGFZTr0GnG59E8cDWhOp8eVEthVTFXQ/KguD1UZkVi6RWf92i80+HcHJL150/PzLb+8DcEOvYTz15Pvkm9LIzEpwvL7971+w2SwsWfY2S5a97Vh+w/V3Mm7UTMfPdrudH36ezj1DX0avL5z33tnZhbH3vcOSX9/GYjFx3/Cp+PoEVdr51kTOkhgIcVWqfPCx1WotVqHuv/Lz89Hr9ZVWzlxULltaBLajJecfrstmfXeEr1edZM2H/WnV2ItDUekMmrSRD57uyv39S5/2re8z6+jcqh5znvm3e9DCNVG8+Mle0taMIiPHSIsRv7Lpo9toGuzBDY+t5pMXunN9mD83Pr6GDfNuo3HgpefXrsvsdoh2r89hazax2Se5VPeeaz+QwqMek/HIvHy3E7vdTvyi97HlZpf6+upBL/K//H9v+uq7OjPUXg+r5d+4nV0NxCatoqAgv9i2jw30p4mm9MkAbHaFIx4N+DvrMCZr6VOFArRzu4kblZtxz7Ry5Zqkhf5NEvZjPlcxCZfZ2ZWYC92PjrvU5598p/9n77zDm6zaOHwnaZqmaTrp3qW0lFX23kOWyFKGKCJLZas40E8FtyiiorgRVFBEEFGGAgICInu2pYVCKXTT3aTN/v6oFEp3mzQtvPd19brI+57xvGlJzu+cZ5BTVPEpTEPF3kZMiIMCP7kMd6ktSiTYGkSYikwUFegxNBDx09gZMNSX0OYNZ5MxISGB4OBgTp48KWRdFGjQ1PuJwTfffENMTAzLli0r9/5LL71Eq1atePTRR+vZMgFzIBJODMrw7KRW5Km1tHp4MxKxCIPRxGvT21UoCgDSsgrxdLErdc3T1Y48lY5CjR4XpYxVi3rw6JsHKdIaeGhwCPd09mXGO//wxOhwElIKGL3oL/QGEy9NiWRsX+H0oEhiR7SdK2dVCeRlV16kxxyMd5qNQ2bVvuj6ovwKRQFAaEoUON0UBimFWiQBNhiSb7raaAvtaOrfn6gLW0ulgfxix3XG94mkteIMtwsgschEpCqJpnYB7Lex5WJu+QLinPoA5zhAoEMEfWyH4ZojRVSFP7vUzgGnkLY4hbQ1m0iQagsJPb2L0NO7uJHTLi2oDReadua8YxBRBgWJeTqruDLmXzpD6r71qK9dQJefSdPJS3Bp1bPctmq9kX+O7y91unCDti9tINjLmyCFPclHdvLn+uVoitT07jmG8aOeR1N4w00piY8+n8GiJ39Cbudg0WdrrMjtzb+8qSwmDOCVV15h8eLFZp9XQKA+qXdhcOrUKXr37l3h/a5du7J//35BGDRWbIXg49vZsCeBH3Ze5ruXetEiyJnTF7N4+uOjeDexZ/KQprUed1TvAEb1Dih5/fepVM7GZ/Ph/M40f/AXvn+5F56ucro/vo1ekR54uMjN8TiNjgyZG2clYmJzo9GrL1bdwQz0Vz6AT2b5p6K3o8lOq/R+YNy/iDv359YaYr9nZTBE7ILxlouqXFciwrsTff5gqf7r96WT3bEVvTzPIzKV9dt30KsYqldxxaUTe9VXyNOkl2kDcEUTw7eaGFztvBggH4tvnhMiXdU79pYQCTfwTDiDZ8IZbizBC1y8iG/ekzj3cKIlbpzPM6IxWD4o16gtxN67KU06DSX+21eq3a/VM6uR2N082ZMonLmq0nApPZ0zX7xE8Lhnkbl5s2vVi1z0DiWgTU+ClfbsW/0qIx5+CucQF6R6EcYiI0UFhlJ/D3c7cnvzex2kpNx0BVu/fj0vv/wysbE3s4k5OAgiTaDxI67vCbOzs3F1rThbgIuLC1lZWfVokYBZEbISleH5T4/zzKRWjB8QTOumLjw0uCnzH2jB0rUV13vwdJWTll06S01aVhGOCilyWVk9r9EamLv8MCsXduViUj56g4nebb0ID3CimZ8jR6Irjme4EzEg5oLCh41SGT/mnSYq+2SZXP6WoqV9N9rkVF/waZIr98e3U+UQ7Fg680piQRG2XmX/DtRZIQQFhpW5/uex6/wWH4ZJUrF7WaA6hUkiezq6dkIsqnjPKEuXyoa8T/hM9BFxbukY7aof4H5DJHjdNw2vaYtwHPoA0oCKT85qikN2KpGHfuaBLW/wyi9P8e3f/+O9zO3MlCfTyxVc5JbZC3Nq3gXfIVMrPCWoCBsHF6RK15Ifkbj4K1mTmYLEToFr234o/JujbNqWovRE8vQG/vrrV67rjZz2asUniVf5IDmRj7Ku8ZUuhV2yHOJcteR5g9jHBoWXLQ6uUmzt6v2r3urIFeb/XXt5eZX8ODk5IRKJSl378ccfiYiIwM7OjubNm7Ny5cpKxzt37hxDhw7FwcEBT09PHn74Ya5fv/lZbTQaWbp0KaGhochkMgICAnjjjTdK7p89e5b+/fsjl8txc3Nj5syZpdLBT5kyhVGjRvHmm2/i6emJs7Mzr776Knq9nmeeeQZXV1f8/Pz45ptvzP5eCTRe6v3EwMHBgeTk8jNwACQlJSGX3507m3cCIokMxLZgrDzY8m5CrdEjvu0IWiIWVbq717WlO9v/TSp1bfexZLq2dC+3/ZvfneGezr60D3PjZFwm+lt2SXUGI4a7ZCdRZaPgnMyRqIKLqLIS631+T2kgAwv7IzJWP6OOJv58lW2aS1TEU3oBviM7k34ix1JFukQiERJ9J1xds8jKKi0Gj5zPIlftx6R26Yh12ZSHjUlPN1UKYcoI9hrVJBfEV2hTkamArXmrESOhl+tIWmtbIC2o/v/7UicJmgLUSRcpjDqOLtF8QeBSXREhZ/cQcnYPQ/67lh7YigshnYl1DibK4ECCldyPAKI/mIlJr8POKwifQY+gDCrOLGTXxBejToM66QK2Lp6orsXSpNMQ9Op8kv/8hvDHyrriGk2QoCoiQVU27S2Ak9SGEKU9vnYy3GyKYxtsdBSfNqj03EnZTsVisLOr3zjFtWvX8vLLL/Pxxx/Trl07Tp48yYwZM1AoFDzyyCNl2ufk5NC/f3+mT5/O8uXLKSws5LnnnmPcuHH89ddfACxatIgvv/yS5cuX07NnT1JSUjh/vvjzQqVSMXjwYLp168bRo0dJT09n+vTpzJkzh9WrV5fM89dff+Hn58fff//NwYMHmTZtGv/88w+9e/fm8OHDrF+/nscee4xBgwbh5+dXL++VQMOm3oVB27Zt2bVrF7169SI4OLjUvUuXLrFr1y66dau4yItAI0DqCJq7a4e6MoZ39+ft788S4KmgRZAzpy5k8cFP0UwZdrMmwYtfnCApQ83qF4t3HGeODGPlL7E8/+lxpgwLZc+JFDbsvcKWt/uXGT86IYcNfyVw9Kt7AWge6IRYLGLV1gt4ucqJTcylY/Mm9fOwViJZ7s5Z9FzMjcGosk5Aqp3IgQdEDyOuIgPRrei1hRiuV+5KBNAsLxEILXXtYr6aYf5NUKeUns+gl+Dp3IeCgt/KVIeNTczjM7UrM3raIdWmUBFummzGmCDGtQsH86Ip0udX2NaIgX35m9jHJto596WzqTvyXH21A5UBpLLSIqEwKR511DGzioQbeFw5h8eVc/T477XayYP45j2I9YwgWuJGTL4Jjd6yq2RbpRuBYxZg7xeOSa8j48g24j57iuZzPkbhF4aNvZLg8c9xef07GHUa3NoPwim8Ewkb3sWj+yg0WalcWP0SJoMen0GTcW1TeQ0EKK6DcTIrj5Pl3LMRiQh0kONvb4enrQxnsQQ7gxiR1oSmwIBO27hUg71CWmU8gLl55ZVXWLZsGWPGjAEgODiY6OhoPv/883KFwQ0B8eabNzNQrVq1Cn9/f+Li4vD29ubDDz/k448/LunftGlTevYs/o5Yt24dRUVFfPvttygUipIxR4wYwTvvvIOnZ3FckqurKx999BFisZjw8HCWLl2KWq3mhRdeAIrFx9tvv82BAweYMGGC5d4ggUZDvQuD8ePHc+rUKV544QU6dOiAv78/AFevXuX48eM4Ojoyfvz4+jZLwJzYKgVhcAsfzu/MK1+fYu7yw6RnF+HTRM6M+8L43yM3C/mlZBZyNf1moaVgbyVb3u7P0x8fZcXGGPzc7fn8mW7c09m31Ngmk4kn3jvEu7M7oZAXu5vIZTZ8/XwP5n1wGI3OwIfzu+DrXj1/98aEXmRDnL0nZzQpZOSUt9ypR0wiHlLMQZpTs5MyTU7VogCg6ZWT4Bta5vru/Cy6UdavuUilICykH+fO/1HmXvJ1Ne//KWXePUHItQkVzikSQQtVEsEyLw46hBCTc7pKO0+q9nKSvYQo29BbOhjnbDGiGia+k8ockIZE4hgSeVMkRB9Hd6Xi04u6YJ+bTuvDv9CaXwDQS225GtaVC/5tibH3JapIynW1ecWmnYc/dh7+Ja8dglqiyUwm7cBGQiYsAsClVc9Srkn58adRp1zGf+Rczr0zmZAHX0SqdCXm49koQ9ogdXCptT16k4n4fDXx+epy77vaSglR2uNjJ8NVIsUBMTY6EYbC4tOG+s1tWDX2DvW7tFGpVMTHxzNt2jRmzJhRcl2v11eYfv306dPs2bOn3LiE+Ph4cnJy0Gg0DBgwoNz+MTExREZGlogCgB49emA0GomNjS0RBi1btkQsvulK5unpSatWN2teSCQS3NzcSE8vP7ZI4O6j3oWBq6srb7/9NmvXruXYsWMcPVqcHUQul9OzZ08mTpxYaQyCQMNHJBWKnN2K0l7K+3M7lUo9ejurFvUoc61POy+OfT2i0rFFIhH7Ph5a5vrw7n4lxc7uNPKkSs7ZKojKi6UoK8Ha5gBwv9MTKDNrvquqSa2eu5N3/Ansg8aj1pWeIyqngIF+rqhSywoSVbYnzcM6cT6ubAamfLWOd38XM29YOM762DL3b0WuL2SgvpAI5w7s0aSQXVixK+gNLhWd4VLRGdzl/gyQj8YrV4FIX/NqwaVFgorC5P9OEiwkEgBsdFqCo/4mOOpv7vnv2nW/CC6EdiHWJYQoo5LLeTrM7Z2n8G9OQUIFqWX1Wq5s/pDg8c+jyUzCZDSgbBoJgKyJH6rEGJxbdDevQbeQpdWRlZlb7j2pWPRfsTcZHrYynMQ2yPSi4tMGlXVOGxQWiC+ojBt+/V9++SVdunQpda+i1OsFBQUlu/u34+3tzaVL5jktk0pLxyeJRKJyr91tlbMFKqbehQEUBxjPmTMHk8lEXl5xmj5HR8d6P/oTsBC2zta2QOAOw2SCq/aenDEVkpB7vlTVXmvTRzkGv8zaZSPRXK58UX4DsdFAuIOIk+WEBvytzqED5Z8IaXLD8fPN4FpSQpl7Wr2RZb/l8fjQ1vhScSD8DXwL05iIlBOunTmacwpDNeKIMnRX+VH3EQqJEwOc7ie4wAuxpnYVjaUyBdLgNjgGt7lFJBxHd8XymaaaXIuhybUYbji5qh3duNS8F7FeEcRImhBTYKJQV7e/SXXKRaSObuXeS9m9FqewTij8wlAnXcBkvCmyTAY9Jisu6nRGE3F5KuLyVOXed7ezJVghLzltUJgk2OhBrzZQpDZY5LTBQSmtupEZ8fT0xMfHh0uXLjFp0qRq9Wnfvj0bN24kKCgIG5uyS7FmzZohl8vZvXs306dPL3M/IiKC1atXo1KpSk4NDh48WOIyJCBQW6wiDG4gEomEKsd3ICI7D+HEQMAsaMW2nJe7c6Ywkeyc49Y2pwzN5Z1olxOGqBZCxWDQoU+6UnXD/wg3ZHGSsp+XJ7Py6OPjTEF6eQt1MXJxNxwds8nLK7vjazLBp9uuM6lfJBHysrUObkeCgU6qZMLsm7FPbOBKXtWB0wAqYy5b8r7GBlt6u42iZVEYNqraJygoKxIuoo46US8iAcA+L5NWRzbTis0A5JnEHGnSjCte4RwDpAXpqJMvIpErkbl4cm37V+hyrxM84XkA0vZvxNbVC7lnECa9lowj28i/eIqw6WV3jwvTEsg6vYcWCz4HwM4jAJFIRMaRbUiVrhRlJKLwb7gLwYwiLRlF5f+uZRIRwQ4K/P8r9uYkskFmEGHSmNAU6NHra/dNonSsX2EAsGTJEubNm4eTkxNDhgxBo9Fw7NgxsrOzeeqpp8q0nz17Nl9++SUTJ07k2WefxdXVlYsXL/Ljjz/y1VdfYWdnx3PPPcezzz6Lra0tPXr0ICMjg6ioKKZNm8akSZN45ZVXeOSRR1i8eDEZGRnMnTuXhx9+uMSNSECgNlhVGAjcocg9rG2BQCMnS+bCWYmU83kxaAvNH4BqDprY+DFYc0+NMhDdijY3nZpsl4ZmxoO0fbn3DuvyaIlduff0Wil+Hv2IU/+OXl++r/zaPekM69KG7k2iwFS1P72TLpf7gAuunfm7IA61Nqdaz6BHy195P/EX0MnlHjoYOiHPq937d4NikRCJY3BkvZ8k3CAqK5ep29eVvD6/6RMA+nTozMDHX2ZVUTaqnJs+3EaDjmu/f4Y29zpiWxn2XiGEzViKY2i7UuOaTCaubFyO/71PILEtztYnlsoIGvcsiZs/wqjXETByLrZO5Wcra+hoDCbO5xZwPreg3PvecluCFPZ4yYpPG+xNYmx0oPvvtKEilE7VT6FrLqZPn469vT3vvvsuzzzzDAqFgtatW7NgwYJy2/v4+HDw4EGee+457rnnHjQaDYGBgQwZMqQkJuCll17CxsaGl19+meTkZLy9vXn88ccBsLe3548//mD+/Pl06tQJe3t7xo4dy/vvv19fjyxwhyIymRpa2FBp9u7dS79+/cjOzsbZ2dna5ghUA1N+AoaT1S/yIyAAYDSJSFB4cUafy9X8OGubUym2IjkzbJ/GtgbpOW8n5/y/5O/+rfrtPYOYGjGrwvsLvAMoyKjYHoXLNc6d/6vSObq3cmNocDwiQ2G17dKIZfwrd+Js1qlauXiFyzvQQzIQxxxqHKhcGSUiIfo4uoT6EwkVUaRw4VKLnsR6tSRG2oTofMrEjAhUH7mNmGCFPf72drhLi9OvygwiTEUmhtznT5Mm5QtlAQGByqnRicGUKVNYs2ZNmesXLlwgNLRsxoz65Pvvv+f1118nISEBLy8vpk2bxksvvVRlv759+7Jv376S1x4eHvTu3Zv33nuPwMBAS5p85yIXjjEFqk+hRE603IWzBZfJzy4bKNsQeUgxD9vsutXq0CRcqFF757QEPDrYkF5BhpxTxgJCqXinVJXtR7OmbbgQf6bCNv+cyyQ7P4CJbVMR68oPNr0dmVFDH1U6zZ3asEefRYaqZvUjYguPE8txvOyD6S8biUeuHJGh5oHKt1NuTIIZRcLhrHw+u5TG2Vw16RodX7ZvymAv5wrbn0xMZPyGxWWuf/DqcpJ9WhKtsSNq/3aubf8Ko7aQJh0H4z/iphDUZKUS99WztJj3aalqyXcrhXoj0bkFRJdz2jDGMbicHgICAtWhxq5EQ4YMKVMlz93duseYCQkJTJ48mWeffZbHHnuMjIwM4uKqv+M4Y8YMXn311eJj2ytXWLBgAQ899BD79++3oNVVo9PpymQPaAyIbOQgVYKu4tznAgLpdk04IzIRlxeDQV2zRbI1GeP4GE6ZddvZNhoNaGvh6hJhpyNdXX6Shr1pWbT1DKAgs2LBYlS3wdPzOmlpFWcWirmSxxfqJkzvYYeNtnrpVAE8i64zziTijFsX/s05g64Gpw4AqdrLrNN+gFLqykDn+wnId0esrZub0Q1uFQl6jQp18iXU0cfqJBLUeiMtlHLG+7kx80T13d329m6Jg/Rmppomh75DLBKRpdXTZc855oybRFFwJKtWvIZTaDscI4pDnq/88iF+Q2cIoqAK3BS22NsKXtICArWlxnXSZTJZqRLgXl5eJem49u3bR+fOnZHJZHh7e/P888+X8mnVaDTMmzcPDw8P7Ozs6NmzZ0m60hts27aNsLAw5HI5/fr1IyEhoUqbRCIRIpGIqVOnEhwcTOfOnXnooYeq/Uz29vZ4eXnh7e1N165dmTNnDidOnCjVprLS5V988QU+Pj5l0n2NHDmSqVOnlrz+9ddfad++PXZ2doSEhLBkyZJS749IJOLTTz/lvvvuQ6FQ8MYbb2AwGJg2bRrBwcHI5XLCw8P58MMPS82j1+uZN28ezs7OuLm58dxzz/HII48watSokjZGo5G33nqrZJzIyEh+/vnnar9HNcZOiDMQKIsBCbEKHzZIpazPPUVMzulqZbdpKPRwGEFAZt0TJmgLsqACf//KCCtMrfR+jLj8PPQ3MBrFONv1wt6+8roW1zLUfLjbjiJZQI3sE4tMtC1I4iG7QJo6taxR3xvkG7L4Je8LVpre45zbVfT25vUXt5EpcAxujdfwR/Ge/gJOwyYgDWpW43H6eTjxTLgvQ7xqVj/ATWaDh0xa8nOjKnqiWoOjRMSTuVEsOrWOQQ4iRh1fzRv5f9My5ldc5Tb4dehbYzvvNgJc5NY2QUCgUVNjYVARSUlJDBs2jE6dOnH69Gk+/fRTvv76a15//fWSNs8++ywbN25kzZo1nDhxgtDQUAYPHkxWVhZQXORszJgxjBgxglOnTjF9+nSef/75Kuf29fWlY8eOzJkzh6Ki8svBV5esrCx++umnUrmIb5Qub9euHceOHWPHjh2kpaUxbtw4AB544AEyMzPZs2dPqXF27NhRkrps//79TJ48mfnz55dUQ1y9ejVvvPFGqfkXL17M6NGjOXv2LFOnTsVoNOLn58eGDRuIjo7m5Zdf5oUXXuCnn34q6fPOO++wdu1avvnmGw4ePEheXh6bN28uNe5bb73Ft99+y2effUZUVBRPPvkkDz30UCk3KnMikntZZFyBxkmBjQOHFd6sNubyZ9YRUgsuW9ukGtPMrj2d8lrWqKJvRWgykmrVLzQlqtL7f6Rcx8Gl8lNGbZGMEL8BpYoelUd2vpZ3fzeSJ635otlBX8CwolxGuHREKavdibIODTvzfmCF9g0OuZxDozR/QOlNkTClWCQMr51IqAlDD8TQYfdpHjwcx9Gsm24wQQoZhUYj53LV5Gj1nM5R0VoG3v9uZu/6z/nRJZ81u57lo+SNzJEmMNDVgLdD4ztRtjR+zndeMUcBgfqkRsHHU6ZM4fvvv8fO7mZQz9ChQ9mwYQMvvvgiGzduJCYmpqQewcqVK3nuuefIzc2lsLAQFxcXVq9ezYMPPggUu8oEBQWxYMECnnnmGV544QV+/fVXoqJufvk9//zzvPPOO5UGHz/66KNERUXRvn17YmNj+fXXX3F0dARgxIgRBAYG8vHHH5fbt2/fvvzzzz/Y2tpiMplQq9WEhYXxxx9/EBQUBMDrr7/O/v37+eOPm1VEr127hr+/P7GxsYSFhTFq1Cjc3Nz4+uuvgeJThCVLlnD16lXEYjEDBw5kwIABLFq0qGSM77//nmeffZbk5OJjfZFIxIIFC1i+fHmlv4c5c+aQmppasuPv5eXFwoULWbhwIQAGg4GQkBDatWvH5s2b0Wg0uLq6smvXLrp161YyzvTp01Gr1axbt67ceeqCMfF3jAkbzD6uQOMiyc6dsyId8bkxGE119xu3Fq5SLx42TKt1Dv7bSd/7M5qomldr1sqVTOr2MoZKqmuN8HHHM738okq3Ine5RPT5A1W2E4tg9jBXPE2Vi5KK0IlsOGrfhJPZJ+v8N9BC3pXu4r445BjNItAqQq9Vo06ORx19At3lqt1SA7YdrzLGIL6giENZ+bRxskdrNPHj1etsSsrk1+4RtHYqXszuSM1mWVwyRUYTo31ceSrMh2fOJBCulNPayZ7F0VfRGU082cyH4d7FJxU5nkFcDOvBebdQonHiQp6h0r+PO51ZvUJ4tGuQtc0QEGi01NgRr1+/fnz66aclr28U1oiJiaFbt26lipT16NGDgoICrl27Rk5ODjqdjh49blZ4lUqldO7cmZiYmJIxbq8aeOtCtjyio6NZvXo1UVFRREREMGXKFPr27cuOHTvw8PDg3LlzVboVTZo0iRdffBGAtLQ03nzzTe655x6OHz+OUqmssnR5WFgYkyZNYsaMGaxcuRKZTMbatWuZMGFCya7c6dOnOXjwYKkTAoPBQFFREWq1uuRov2PHjmXm+OSTT1i1ahWJiYkUFhai1Wpp27YtALm5uaSlpdG5c+eS9hKJhA4dOpS4Nl28eBG1Ws2gQYNKjavVamnXrnR6PLNh722ZcQUaPDqRDXH2npwpSuZ6bs0Xvw0NW5EdEyXTEavN4/JkMhnRxlevsFkZWwrzCVHacCG3YoHye3IG89z8UVXSBqAwO4TgoAwuJ1Rui9EEK7Zm8cjASJrZVl3r4HakJj3dVamEK1uyx1hASkHt089GF/5LNP/i5xBGP9t7ccuxRWSB4l42tvY4BrXGMah1jUVCRTR1sKOpw81NtY4uDlxRa/jqchofti0Olh3i5VLKNenfzHxi8gt5tWUAvfae4+O2wbjLpNz3TwxdXB1oIpPinJZAx7QEbnxzaOVKLjfvQZxPa6JlnkQXiMjXNl5RXlNC3IQYDAGBulBjYaBQKKyegehWzpw5g0wmo0WLFgCsWrWK8ePH06NHD5599lny8/O57777Kh3Dycmp5JlCQ0P5+uuv8fb2Zv369UyfPr3K0uVQfDJhMpnYunUrnTp1Yv/+/aV2/gsKCliyZAljxowpM8atJzA3hNYNfvzxRxYuXMiyZcvo1q0bSqWSd999l8OHD1fzHbpZrn3r1q34+vqWuieTyao9Tk0Q2ftYZFyBhkuurSNnpXKi82LRZCVY2xyz8aAZMhDdiq4wD1NR5bEAldFcXMAFKv5/awKuyrW45la9py7RdcTVNZOsrOtVtl2zK537urehs8s5qMXOv5smi7EmiHbtwj950RTpa5+c4Jomju807+Mi82SA/Rj88lwQ6Woes1EdLCESbtDWScHR7PJz+GsMRl6MSuSDyGASVEUYTCa6uikBCFbYcTJHxSBP5zL9bAvzCT+5g/CTOxgBmEQiUpp2IC64I+eVAURp5SQVmOfkqyHS1L12VcgFBASKMVvofkREBBs3bsRkMpWcGhw8eBClUomfnx9ubm7Y2tpy8ODBkjSgOp2Oo0ePlhQAiYiIYMuWLaXG/ffffyud19fXF41Gw+HDh+nSpQsSiYR169Zx3333MXPmTN5//33k8poFI90Ipi4sLM6qUVXpcihe3I8ZM4a1a9dy8eJFwsPDad/+ZjGiG25ONRVVBw8epHv37syadTNtXXx8fMm/nZyc8PT05OjRo/Tu3RsoPok4ceJEyalCixYtkMlkJCYm0qdPnxrNX2vkHiCS1GoBIdB4MJkgUeHFGYOKK3nna5XHviEz0nE6LpnmHVNzveKMQNWhWd4VIKzSNluS0pnl7Is6v/LFskEvwdO5LyrVb2g0mirn3vJPOjmRLRjkfwGRsebxXCIRtFQlESLz4oBDCOdzTtd4jFvJ1qfxc96nyET29HcbSzN1IJJCywWzlxIJGjXqlHjUMSeB2lXljspT4yErP05gRXwKfd0dae1kz7lcNfpbvH71RhPV9RYSmUz4XDyGz8Vj9P3vWq57APFh3Yl1DyMKZ+LyDOjvAPcjuVSCr5NQv0BAoC6YLfh41qxZXL16lblz53L+/Hl+/fVXXnnlFZ566inEYjEKhYInnniCZ555hh07dhAdHc2MGTNQq9VMmzYNgMcff5wLFy7wzDPPEBsby7p161i9enWl8/bs2ZPu3bszfvx4Nm/eTHx8PDt27CA5ORmFQsG6detQqyvfnVOr1aSmppKamsrp06d54oknsLOz45577gGKS5dnZWUxceJEjh49Snx8PH/88QePPvoohlvybU+aNImtW7eyatWqkqDjG7z88st8++23LFmyhKioKGJiYvjxxx/53//+V6ltzZo149ixY/zxxx/ExcXx0ksvlcnkNHfuXN566y1+/fVXYmNjmT9/PtnZ2SUCTalUsnDhQp588knWrFlDfHw8J06cYMWKFeXWpTAHIpFEqGdwB6MRyzjl4Mv3Yj1bso+RkBdzx4mCrg7DCM50Nfu4mqS6VXIOSajaPUtvMpHmUD1RXqSyp1lwv2rP//fp62yICcZk41jtPrcj1xcyqDCT0c4dcJHX3e1QY1KzPe87Vuje5KhrLFoHy1e+LTKKuGSwJzWs2D02I7gFsUoPkv4TJm+fT2LB6ZtB9l9dTuPPtBwSVEXE5heyOPoq/2TmMzmwbHB2XH4hvyVn83Sz4pPXUAc7xMCPV6+zOz2XeFURkXUIsnXKSKT9wR+ZuPlVXt/8FN8fWsw7ObuZqkinm6sIR1nVMSoNkWA3+1LuzOYkIyODJ554goCAgJLsjIMHD+bgwYMWme9WgoKC+OCDDyw+j4AAmPHEwNfXl23btvHMM88QGRmJq6sr06ZNK7XwffvttzEajTz88MPk5+fTsWNH/vjjD1xcin0qAwIC2LhxI08++SQrVqygc+fOvPnmm6VSft6OSCRix44dLFmyhKeeeoqkpCRCQ0OZOXMmDzzwAF26dGHSpEls3LixwiwcX375JV9++SUALi4utGnThm3bthEeHg5Ur3Q5QP/+/XF1dSU2NrYkwPoGgwcP5vfff+fVV1/lnXfeQSqV0rx5c6ZPn17p+/rYY49x8uRJxo8fj0gkYuLEicyaNYvt27eXtHnuuedITU1l8uTJSCQSZs6cyeDBg0tOPgBee+013N3deeutt7h06RLOzs60b9+eF154odL564LI3heTum67owINi0yZK2ckEmLzYtAVxlfdoZESYteGrnmRiDD/iZfmYkyd+ntdPoWi6YOoqvAb35ycykwHHwpVVT+DKtuDiLDOxMQdqZYNZ+JzyFN78mgXGRJtRrX6lIdfYRoTseWEa2eO5pyqc+pak8jIgfxfOcCvtHHuRVd6YZ+jt0ig8rELcfRb9FzJ6xc2FlexfrhfPz6+dzjXL31Ccs5NNyGd0cRrMddILdIil4iJUMpZ1yWM7v+5B5U8g8nE8+eu8FKEH/Y2xZ/hdhIxy9oE8VLUVbRGI6+2DMDLznzix7ZQRbNTf9Ds1B/cS7H7UWpwWy6EdOK8YyBROnuu5jd896NQC7oRjR07Fq1Wy5o1awgJCSEtLY3du3eTmWnmI8Vb0Gq12NpaXuQKCNxKjbISCTQOjEYjERERjBs3jtdee816dlzdhvHyeqvNL2AejCYRlx28OKPL4Vp+4ylEVltcbDyZbJqBuMj8Lim6ogJSv36rzuO8MWYZx7OqXvA/FOCDXXJ1T3KM6KUHuXqt+qlk3RxlzB5gwFZztdp9KiJH6sQ+sZ7EvNoFZldEkF1L+kiH4pJjY5FA5crQa9SoUy9RGH0C7SXzPld9k9fEj/jwHsQ2CSNa5EJsvgGdoWEtHxYOaMb49v5mHzcnJwcXFxf27t1boTuuSCRi5cqVbNmyhb179+Lt7c3SpUu5//77S9qcPXuW+fPnc+jQIezt7Rk7dizvv/9+SWKTKVOmkJOTQ6dOnfjkk0+QyWQEBgaWSSt+oxjrnDlzOHDgAFqtlqCgIN59912GDRtm9ucXuLsQygPeAVy5coU///yTPn36oNFo+Pjjj7l8+XKZU4v6RqQMser8AnWj0EZOlMyFc6p48rOOVt3hDsAGWybaTEecbxk/dU125QXKqku4PpPjOFfZblNyKo/KvdEUVufkQ4ydqCuOjlnk5eVWy47MPA3vbpMwf2goDtraVxEGcNblMhKIc+3M/vw41LqcOo13g4SiKBKKonCz82GAfAw+uY6IalFcrjbYyOxxDGyFY2Ar9NpC1CmXKIw+3ihFguP1a7S7vp4beex0tnKuRPQgzrcNMXZeRKltyCmqn/e1IsI9lFU3qgUODg44ODiwefNmunbtWmHSjpdeeom3336bDz/8kO+++44JEyZw9uxZIiIiUKlUDB48mG7dunH06FHS09OZPn06c+bMKeUyvXv3bhwdHdm5cydQnOAkMjKSmTNnMmPGjJJ2s2fPRqvV8vfff6NQKIiOji43c6KAQE0RTgzuAK5evcqECRM4d+4cJpOJVq1a8fbbb5cEI1sLk0GD4eDjcIf5nt/ppNo14azIxIW8aAzGhu8+YE4eUS7ENctsoVdlyDy+C/W/e6puWAWnuj3Aq7JO1Wo7JcAXm+Tqu0TJlfnEJfxWqip7VUjEIuYMc8bdGF3tPpWhkcg4JHPiXPYps8euyMUO9He4n1CVX41Ohf4+d5Z3N/7M8YsXSMnK4pf/vcyobt0rbD/l/fdYs3tXmestAgI4/eGHqFMu8f3mjbz+91FUeiPj/Nx4ucXN3e6rag0PHbnA7z0iUEobh89/anAkF0M6E+MUSJROQWI9uh+JgD3ze6Owtcx+58aNG5kxYwaFhYW0b9+ePn36MGHCBNq0aVM8v0jE448/Xiqde9euXWnfvj0rV67kyy+/5LnnnuPq1asl2Qe3bdvGiBEjSE5OxtPTkylTprBjxw4SExNLuRDdqPd0I1ELQJs2bRg7diyvvPKKRZ5X4O5FODG4A/D396+XAKiaIpLIQOEHqkRrmyJQBQZsuKDw4IwmnbTcU9Y2xyrc6/gorpmWEwUAmkvnzTJOyIV/oVX1hMEvKWlMknmg1VRvgV2Yr6R5aB/Ond9dbXsMRhMf/p7N1EFtCJGeqXa/ipAZNPRVp9PcKZK9ukwy1Ob7DCk0FrA1bzViJPR2HUUrTQRSVdUCQVVURGRwMFMH3cOYN6p20fzwsSd4e8rN+Di90UDknFk80LMXNrZytM5+PL33GF/PnYu3xMADKz6ju5uSgf+lIP1fVCLPN/dtNKIAwOvyabwun6bnf68LXLyIb96TWPdwoiVunM8zoLWQ+5Gfs9xiogCKYwyGDx/O/v37+ffff9m+fTtLly7lq6++YsqUKUDZukvdunXj1KlTQHGdpsjIyFIpyXv06IHRaCQ2NhZPz+JkHa1bt65WXMG8efN44okn+PPPPxk4cCBjx44tESkCAnVBEAYCFkWkDMYkCIMGS4GNA+dkSs7lx1J4B9UeqCmdHAYTmuVBTYt31QS9rghDeopZxnK8fhUvhZRUVdU7srk6PVpvEdQgD4Aq25dmoZFcuFizdKKrdmYwpmck7Z1qV+vgdryKMhhnEnHatQuHc8+gMxTWecwbGDGwN38je4H2Lv3pZOyKfW7FpyRDO3ZiaMfqiTEAJ4UCp1sWgZsP/UN2QQGPDirOdncpNRUnewUP9i9+PeDQSdKDg3DqGsm6XzdhIxIx9JZiZ40Rh+xUIg/9TOR/r3VSOxKbd+eCXyTRcm+iCm3ILjSP+1FzL8u4Ed2KnZ0dgwYNYtCgQbz00ktMnz6dV155pUQYmIPbaxlVxPTp0xk8eDBbt27lzz//5K233mLZsmXMnTvXbLYI3J1YdntM4K5HpGxqbRMEyuGa3INtdk6sVsdxNOsohbo8a5tkNQJlLeiR3x6Rhb0qtTlpZh0vQlZ13YEb/JKWjlRas497g6o1Xp6+VTe8jU0H0tmd3AKT2DzFE8UiE+1USUySB9LUqaVZxrydEwV/8bn6TX5z/IMcl+KsPObm6z//YGDbdgR6FO8MN/PxQa3RcDL+Iln5+RyNi6NtaBgG1wDeO3OJz994F6d7H8S2aXOz22ItpLoimp79iyHbl/PUpmf5evtTfHb5W54WxTLcRUuwo7TWGaRaeTuZ1dbq0KJFC1QqVcnr2+su/fvvv0RERADFdZpOnz5dqv3BgwcRi8UlGRArwtbWtlRq9Bv4+/vz+OOPs2nTJp5++umS7IoCAnVBODEQsCgiR0EYNBR0Iinn7d05W5hEZs4Ja5vTIHCUuDHSMAaR3nJFsW6gSTXvyVmzwhT2UL2Fe6ZGhzFQAknV99c3GcU42fUkX/F7qcVMddhz8jo5BSGMibiKSF9+Zd+aotQVMEwHl106sU99mXxN1dWaa8rFwtNc5DSe8kD6y0fhmWuPSF/3k4/kzEy2HzvKumefL7nmolSy5qmnmbzsPQq1GiYPGMDgDh2Z9sH7zLn3Pq5m5TLm88/QGfS8NG4cQ4O9KIw5gTbePO5oDQWPK+fwuHKOHv+9Vjl7Et+8B7EeEURLXDmfb0Kjr/rvto1P7etqVEVmZiYPPPAAU6dOpU2bNiiVSo4dO8bSpUsZOXJkSbsNGzbQsWNHevbsydq1azly5Ahff/01UFzn6JVXXuGRRx5h8eLFZGRkMHfuXB5++OESN6KKCAoK4u+//2bChAnIZDKaNGnCggULGDp0KGFhYWRnZ7Nnz54SESIgUBcEYSBgWex9QGIHhppXSRUwDzm2TpyV2hGddx5tVvVTUd7pSLBhku3jSPIsLwoANAlxZh0vNDkKXKq/o78lPY37bNww6Kt/MqItkhHk25+Yi1sx1jDV58kLOeSqvHmkcxYSrflyvQerU/ATKTniGsSp7JMYLVBdPU13hR90H6KwcWag0/0EFXgi1tQ+kHbN7p04OzgwqmtpH/TR3XswunuPktf7zp7hTMJlVjw+i9AZU/nh2efxcnGh85PzufDlKjyHtESvLaQw9RLqmJPFIuEOyx+iyEmjzb+buOEtr5facjWsG3H+bTlv78O5QimZt7kf2UrEhHtazpXIwcGBLl26sHz5cuLj49HpdPj7+zNjxoxStYCWLFnCjz/+yKxZs/D29uaHH36gRYsWANjb2/PHH38wf/58OnXqVCpdaVW8+uqrPPbYYzRt2hSNRoPJZMJgMDB79myuXbuGo6MjQ4YMYfny5RZ7DwTuHoSsRAIWx3D6LUy5d9YuV0PHZIIrCi/OGAq4kheLJX3nGysPK5+iSVb97I0YDTqSvngVzJhHXytXMKnbYgzG6v9uZwX4o02u+QLX3uUyUef317gfgIeLHU/01SLVJNWqf2Vcl7my11hASkHdqklXhQ229FGOpkVRM2zUWkTDh1SZlegGJpOJsJnTuLdTF5bPfKzCdhqdlvbz5vDd089gI5Ew8MVFpK8rrgPTacFcXp44iRFdupbqo9cWUphyCfX5O1MkVESGfwQXQrsS6xxClMEBpdKerx7sYFWbRCIRv/zyC6NGjbKqHQICdUU4MRCwPI5NQRAG9UKRxI4YO1fOqq+Qm33M2uY0WIY6TqZJZv19/GnyrptVFEBxtdpQRxtic6q/0P89K4MhYheMNRATAOrsYIKDMricUPP/x+nZRby33Yb5Q0Kw15p3Ad9Ek8VYE0S7duFgXhQaM7kt3Y4eLbvz17Mb6OwyuEZ99509w8XkZKbdU3m/13/8gSEdOtI+tBkn4y+iv8WnXKc3YCjn78fGVo4ysCXKwBsnCZdR33A3uoNFgvvVGNyvxnBDltnfPwWwrjAQELhTEISBgMURKUOE/WoLc13myhmJhNjcaPTquhWautNp79Cf8Cxv6vMURZNe98rA5REuyicWu2q3TywowjbAhqJanBpItB1wc8skMzOjxn1VRXqW/mZg7rAI3AwxNe5fGSIRtFQlEWzrw0EHOedzapZJqbpoCvVcTy7kF34GYGvOfppkeOGPkkB3dxatXkVSZibfPv1MqX5f//kHXcKb0yooqMKxoxOvsP7vvzm54hMAmvv5IxaL+fqPHXi5uHD+2lU6NQur1D4bWznKgBYoA1rcFAnnT6K9GHNHiwQA+4jW1jZBQOCOQRAGAhZHyExkGYyIiVd4cUabSXJe3XPH3w34y8LpXdAVkal+K7RqrlywyLjNchKAmmWt2ZGdST+RY43XigaDBHenvhQUbEGjqX5GpBvoDSaW/5bDzCGtCRCfrXH/qrA3qBlUqCbCpQN7C5PJLjJPatgbXI3LZ+UzJ0tef/XxHr5iD70HN2PDkmWkZGeTmJFeqk+uSsXGfw7y4czHKxzXZDIxc8WHvD9jJgq7YpEnl8lY/eTTzF75CRqdjo+fmIVvkybVtrWUSOh7h4sEkQjblm2tbQWCV7bAnYIQYyBQL+gPPw0WyCJyN6KWKDhn58S5gouotFnWNqfRoJS48Kh4NhJ1/QQb38BkNHDty9dAb/4qsKnBkcwKnFTjfvP8A1Cn1O59UDhnEBW3o04LofF9PGitOIOlTm0M2HBc4cGxnJP1Vr3bUeLGQMX9+Oe7IdbWr/CsLnpd0U13oztEJNgEhuC98idrmyEgcMcgCAOBesEQtwpT6j5rm9GoSZG7cwYD8bkxGEz1s9i5UxAjYab988hz6/99K8q/Tsa3lskWYhKJmDLoPfK1NcvM09LZgW4FDrWe1845lpjYw7XuD3BPR3d6eZ1HZLScUMuxdWIvOq7mmzcjVGXYiuzopxxLuDoYSWH9itCacKeIBMWwsbjOXmRtMwQE7hgEYSBQLxivH8MYvcLaZjQ69CIJF+w9OaNJI111xdrmNFomKRfgkWVrlbnzLp0md7vldjTfGvMeR7NqHtg83y8AVWptF64m9LYHuXq1bsHEnZq7cl+zBESGmtVJqCmxCh8O5Meh1uVYdJ5SmER0dxxOW11bZPkNVyDADZHwXwrURiYS3J5/G/teA61thoDAHYMgDATqBZO+EMOh2WCBnON3InlSR87ZKojKO0+RPt/a5jRqBjtOokVmzSv4mouMfZsoOnfcYuNvGrGI7/NdatyvnasjHfLsaz2vjVRHev52cnNzaj0GQJi/kofaZyDWZddpnKrQSGT8I3PkXPYp6jt9byv7bnQT9UWRY6h1Zd/6ouQk4fxJtBeiG7ZIEIvxWbcTibL+qx4LCNypCMJAoN7Qn3oD8urvSL8xclXuyRlTEZfzYjCZzJve8m4k0r4P/fK6IrLSx5zJZCLpmzcxFaotNseZrmNYbNe16oblsMA3gIK02u9my5UFxCVsQa+vm0+9l6ucx3oXItWaN2C4PFLt3Nmju851dfmZonb9kMDZgxmkX1UjtRUT1MKJe6c3xcNfUem4p/5OZ8fqS2SlFdHEV86905vSovPNgOE9GxLZtyEJW5Etz40dz8LRY0ruHT5/nlkrP+bw8g+xkUjM86BmoKGLBNuwFngu/9baZggI3FGIrW2AwN2D2FVIKVceWrEtZxx8WCs2sjnnOJdyowRRYAZ8ZM3op+5hNVEAoCvMtagoAAiJPVTrvoc1eXWauzDfgeahfes0BkBqViHv/yml0DaozmNVhVdRBuMNInq6dUYqKZvqNf5sDj3u82P+hx147O22GAwmPl90Ck1hxaedl6Ny+f7NKDoP8ebpTzvRurs73yw+S8rl4roKyZcK2PHtJSYtCuf+54N54duv2ZkdhUlqg95g4PFPVvDZnLkNShQA2EjtUPpH4DnoQbxn/A/nkQ9hG9ayOEdsA8CuXe0EsYCAQMUIwkCg3hC5CMLgVrJtnfnb3oNvtCnsyzxCVmGytU26Y1CInRhrHI9IZ93sMJosy++AO2Sn4OsgrVXfQ9dzULrXLfZCle1DWGjbOo0BkK/W8e7vOnJsapZ+tTaIMdKuIJlJ8iBCnFqWuvfYm23pfI83XkEO+DZVMnFhBNnpGq5dqFhE7d98leadXOk/LhDPAAVDp4TgG6rkwJZrAKRfVeEd7ECzdq6EtXPFO1jB9+e/4TPRRzy7/Rt6RUbSKSzcos9cV2ykdij9bhcJrawqEmTtG6cwCAoK4oMPPqh1/9WrV+Ps7Gw2ewQEbkUQBgL1h0MQSB2tbYVVMZngkr03m23t+T4/itPZJ9AaCq1t1h2FyCRmkt1sbOo5LWl5aK5drpd5mtsW1brvSWPdqwXrVa3w9qp7HIdWb2TZb7kkUT+bCEpdAcOLchnu0gmlzK3cNoWqYnFpr6xYfCVE59KsnWupa807upIQUywmvIMdyEhSk51eRFZaIRlJaryDFFxLSuf7LVvxmZzFcdc4tA7WCZCvKTdFwkR8ZvwP5/vqXySI7BXIItpYZOwpU6YwatQoi4wNcPToUWbOnFmttuWJiPHjxxMXJ7jlClgGQRgI1BsikQiRSytrm2EViiR2nFD48K1Iw9bso/+lT2xY/rp3CuOd5qDIbRh55DXx5q3yWxFh6tqfTOxNy8LBrW4LUpNRjKOsJwpF7VOgloxlgk+3XSe6MBLqKVQ3RJ3CJJEj7V07IhbddOcxGk38+tkFgls64R1c8bPlZ2tRupQWDkpnW/KzigvBeQYoGP5oUz57/hSfLzrN8KlN8QxQsOHDWO6dHsr549e5d8IiQqbexweX16Nysmk0nw6SEnej/0TCyIfrRSTYteuCSNI4a7S6u7tjb1/7wH+5XI6Hh4cZLRIQuIkgDATqlbvNnSjDzo3d9k34pugqB7OOkKfJsLZJdzQDlePxzizrN24NdBoVxpz6KUDXNKlulYSjxXWPg9AWyQjy7Y9YbJ6vlXV70jl4vTWI6mfxJzXp6KFKZZyyFV6KYAA2fRxHSoKKh19oWUXvqul+ry+LVnVl0aqudL/Xl6N/piCTSwhq4cT65ed5dHFr7nusGa+8vJaVOa/zq3Ib2a4mTA3En786SKR2KP2alxIJsvDWYKa/iVux69jD7GNWh3379tG5c2dkMhne3t48//zzpYLv8/PzmTRpEgqFAm9vb5YvX07fvn1ZsGBBSZtbTwFMJhOLFy8mICAAmUyGj48P8+bNA6Bv375cuXKFJ598snhj7b+/hfJciX777Tc6deqEnZ0dTZo0YfTo0SX3Vq5cSbNmzbCzs8PT05P777/fMm+OwB2BIAwE6hWRa2vqaxfQWhgQE6fw4WepLT/mniY6+xR6o8baZt3xtLLvSaucYGubUYImO7Xe5vKP/ReppPb/r/5MuY6DS+3iFG5FnetMRFjPOo9zg+1HMtiaEI5JUvvd1Zrirsnkfp2Ow1/mEH04k1lL2+HsXrnYVLrYkp9dunhefo4Wpaus3PYFuVr++P4yY2aHceV8Lu5+ctx97WnW1gWDwUR6kprLRedYnf8u39utJdmtEJNNwwpMroobIsFj4AR8pptZJIhEyK0gDJKSkhg2bBidOnXi9OnTfPrpp3z99de8/vrrJW2eeuopDh48yJYtW9i5cyf79+/nxIkTFY65ceNGli9fzueff86FCxfYvHkzrVsXb6Bt2rQJPz8/Xn31VVJSUkhJKf9kcOvWrYwePZphw4Zx8uRJdu/eTefOnQE4duwY8+bN49VXXyU2NpYdO3bQu3dvM74rAncajfMcTqDRIpIqi2MNCurH97o+UdkoOCdz5FzBBdRZidY2567CyzaYgYW9ERkbhgsRgDal/grSSbWFhColxOTU/vnjpUV4UvfFpzo7iJDgDC5dNo8b1aGoLHIK/JnYNg1xPRQoM5lMzP/wCPv3J/LXitGkNPUkNudMpX2CWjhx4WQWfcb4l1yLO5FFUET5MVW/fnaBPmP8cXa3IzE2H6P+puOQ0WDCZLz5+rr+GuvzVmAvcWSA0/2EFHgj1jSuyucSqQylX3OUfs0x9NGgTkug8PxJNBeiwFjzDGzSkHAkrk2qbmhmVq5cib+/Px9//DEikYjmzZuTnJzMc889x8svv4xKpWLNmjWsW7eOAQMGAPDNN9/g4+NT4ZiJiYl4eXkxcOBApFIpAQEBJYt6V1dXJBIJSqUSLy+vCsd44403mDBhAkuWLCm5FhkZWTK+QqHg3nvvRalUEhgYSLt27czxdgjcoQgnBgL1zp0WZ5As92CHnQur1fEcyTqKWptjbZPuKuRiBx5gEiJtwxEFAJpL5+t1vnDqVgjv9+QMFE51PzUAEGna0aSJ+XygY67k8fk/buhtPc02ZkXMXX6YdTsv8d1LvXCX6WlzLYke+ubYi24uRNctjeb3r+NLXvca5c/5Y1ns/TmRtEQVO769xNW4fHre51dm/NjjWWRcK6THf/cCwpWkXVUTcySTQ1uTEItFuPuVPSFRG/P4LW8VHxvf4ZTrJXSKxhGofDvFIiG8TicJ9t37WdDCiomJiaFbt24lLj0APXr0oKCggGvXrnHp0iV0Ol3Jwh7AycmJ8PCKM0498MADFBYWEhISwowZM/jll19qXBfk1KlTJULkdgYNGkRgYCAhISE8/PDDrF27FrXasimUBRo3gjAQqHfETTpY24Q6oxfZEKXw4UeJmI05J7iQexajqWEtTO8KTCIeks/FRmX9DES3YtAXoU9Nqtc5m+XU7RTOBFy1M8/7aDTY4K7sg52d+eI9kjLULN8lo8g20Gxjlsfnv8aRW6BjwPw/8R+zAf8xG+gybCXi3Sl0du2ERCwlO72oJLAYILilEw8tasmhbcm898QRzuzP4NHFrcsELGs1BjZ9EscDC8IRi4sXl87udoyZHcaPy2LY9UMCE5+JwFZW8cmNAT178n/mY+3r7Hc+QaGZxJw1uHGSUCISRk2ulkiQ9yh/EdwY8ff3JzY2lpUrVyKXy5k1axa9e/dGp6v+qZBcLq/wnlKp5MSJE/zwww94e3vz8ssvExkZSU5OjhmsF7gTEVyJBOodkTIY7DyhKM3aptSYXFtHzknlROXFoslKsLY5dz3jnGbjkFlx4Slrocmp/yDzppePQ3CLOo2xJTmdWc6+qPPrLnKL1HJCA/sTFbcdk5mKzOUW6Hh3q4T5w8Jw1FkmXaNu3+SKb6pSCFOE4/15MNfyS8/ftrcHbXtXfkpiK5OwaFXZ3Ptdh/rQdWjF7iYVcUy1i2PsopmyPb1sBuKYI7JqQb+6IJHKUPqGo/QNx9C3CHXaFQrPn0ITd66Uu5FNQAhS/yCr2BgREcHGjRsxmUwlpwYHDx5EqVTi5+eHi4sLUqmUo0ePEhAQAEBubi5xcXGV+vXL5XJGjBjBiBEjmD17Ns2bN+fs2bO0b98eW1tbDIbKP+PatGnD7t27efTRR8u9b2Njw8CBAxk4cCCvvPIKzs7O/PXXX4wZM6bc9gJ3N4IwELAKIo+umBJ/tbYZ1cJkgqsKT84Y1CTknceEUJW4IdBXeT++mfUXlFoTNKn1H2PiceUsjs0l5GlqL5T0JhNpDnqUdfNKKkGV04TmYV2Iif3XPAMCGp2B97bkM2tYS7xMUWYbt7q4aHMYDZx37czB/FjUutx6t+F2LhSd4AIn8LIPor9sJB659oiqWEw2ZCQ2djdFQp+RqFOvUBhbLBLsu/evFxtyc3M5depUqWszZ87kgw8+YO7cucyZM4fY2FheeeUVnnrqKcRiMUqlkkceeYRnnnkGV1dXPDw8eOWVVxCLxaXcj25l9erVGAwGunTpgr29Pd9//z1yuZzAwOKTsaCgIP7++28mTJiATCajSZOysRWvvPIKAwYMoGnTpkyYMAG9Xs+2bdt47rnn+P3337l06RK9e/fGxcWFbdu2YTQaK3VvEri7EVyJBKyC2KPhV6zUim05rfBhrdjAr9nHuZwXI4iCBkILeVfa5oRa24wK0VyxTvGhCEXdd4s3J6chV5gvA05RTjMC/JuabTwAowk+3ppFnKYN1spy1lyVzCSpO61c2lnNhttJ1SawLv9DvpZ+xmW3bIy2jdfN6AYSG7vimIQB4/GZ8SIO94yql3n37t1Lu3btSv289tprbNu2jSNHjhAZGcnjjz/OtGnT+N///lfS7/3336dbt27ce++9DBw4kB49ehAREVGhW52zszNffvklPXr0oE2bNuzatYvffvsNN7fignuvvvoqCQkJNG3aFHd393LH6Nu3Lxs2bGDLli20bduW/v37c+TIkZLxN23aRP/+/YmIiOCzzz7jhx9+oGXLuqfgFbgzEZnMdcYrIFBD9MdfAlXDy96TJXPhjETK+bwYdEJV4gaHhzSAifqHEWsbZmYWo0FP0hdLapVtpa78cu9zfFdQfgXfmvBQgA92yeaz30aqI6NgBzk52WYb8wb3dfegs8s5MFlvhzxF7s5ebQbX1desZkN5SJHRx3E0EYWhDaISeJ1xUEBv86XDrQ9UKhW+vr4sW7aMadOmWdscAYEqEU4MBKyG2KObtU0owWgSEW/vzS+2ctbmneVs9glBFDRAZCJ7xoknN1hRAKDJv24VUQDQLD3WLONsSk5FJjffqYFeJ8XHrR9Sqfl3sLf8k84fVyMwia1X2M67MIPxBjE9XLtgIy6/doE10KFhV96PrNC+wSGXsxQ5NvITBO+KU3Y2FE6ePMkPP/xAfHw8J06cYNKkSQCMHDnSypYJCFQPIcZAwGqI3LvA5Z8ozodiHQpt5ETJXDinukR+9lGr2VFbXnv4H7LTispc7zHCl7Fzy/chLSzQse2bS5w5mIE6X4erhx0jn2hGi87FvqvHd6ey9et4NEUGOt/jzcjHm5X0zUot5PNFp3jy407YKer548Mk4iHFPKQ5DXvnU5NuvV3j4LhD0LZ7ncdR642oXMDGjNq4sMCB8KZ9OHd+l/kG/Y/9ZzLJKQhiXKtkRPo8s49fHcQYaa9KItS+KX9L4HJutFXsKBeRiX8LtvMv24lw6kJ3UT+UuabGF6js7W1tC6rFe++9R2xsLLa2tnTo0IH9+/eXGxsgINAQEVyJBKyK/tQbkFf//thpdk04KzIRlxeNwdhwd5+roiBHi/GWYkipCSo+e/4Us95tR2ikS5n2ep2RFU8ex8HZloETA3Fyk5GVXoRcYYNvUyUFuVpenfQPExdG4OYt56v/nWb80xG07Fr8pfbFi6fpOtSbNj3Nl6O+uox1fIKATGW9z1tT0nf9gCb2nNXmnz9iOVfz6/437SS1YZKtB1qNeU8/pI5nibtw0qxj3iDQS8HUrrlItKWzQr3z/Vl++TuR2MRc5DIburVy583H2hMe4FTpeB9uiOaLX+NITFPRxEnGmL6BvDGjPXb/pRNdt/MSL35+goJCPY8Mbcp7czqV9P07x56Js79nwYr29S+iq4GPrBn9bUfQJNcWkaERxE45KqFn3UWvgIBA5TS8TyuBuwqxRzeM9SQMDEi4qPDkjCaD1NxT9TKnpXFwLl3kaPf6K7j5yGnaxrnc9kf+SEGdr2PeBx2Q2BR7Erp63cyBnZlSLBLa9S0uJBXa1oW0RBUtuzbhxJ5UJDYiq4iC3spR+DcCUWAyGdBevmBVG5pLi7hqhgrGuTo9Wh8xJJl30ajPb4m3dwYpKeY/WbmSquKjvxTMGmCHTHO15Prfp9N4YnQ4HZs3QW8w8tKXJxm2cBdn1tyHQl6+e80POy/x4hcn+PLZ7nRr5cGFa3lMe+sgIuC9OZ24nlPEY0sP8fWi7gR7Kxn5/F/0a+/N8O7FhcveffM3Pni8C97+7TmVfRKTqWEtvpM1F/he8z5Otu4MtB+Lf75rgysSWIpG4EYkIHAnIMQYCFgVkXtnEJnPl7k8Cmwc+FfhzWpjDn9mHSFVVbdCUA0Vvc7Iid1pdBnsXWFqvHOHrhMY4cTGFXG8PG4/S2ccZtcPCRgNxacO7r5ytBoD1y7mo8rTkRibh0+IA+p8HdvXXGbM7LD6fCQAwuUdaZ/bvIHkfakcrSoHk1ZTdUMLElZgvgX3L6lpSKXm/ZowmcQopT1xcHCounEtyMzT8N42EwW2N7NWbX13II8MDaVlsDORoa58vagHiWkqTsRlVTjOoagMurfyYOKgEIK8HRjUyYfxA4I5ev46AJdSCnBykDKufzCdIprQt50n56/kAPDjrstIbUQ80MuXnqo0xitb46kIssjz1pVcfQYb8z5jJcuJcUvGIG+AFZVFIvCteZ0HAQGBmiMIAwGrIpI6IHJpZZGxk+SebLdzZo36AkezjjaIfOOW5Nw/GRQW6Ol0T8V+uFkphZzZn4HRaGLG65EMmhTE3p8T2bkuAQB7pZSJC1uwbmk0H8w7RseBXjTv6MaWLy7S8z4/slILWfbEEZbOOMzpv9Mt/kxuNr4M0QxuHK4OgCYj2dom0DTpjNnGytToMHqY/2tCp7El0GcA4ioq3NaWQo2Bd7eoyRCXX/Att6A4TsVFWfEiuFtLd07EZXIk5j8hkJzPjn+TGNql+ESgmZ8SdZGBk3GZZOVpOHY+k9ZNXcjO17B41Sk+XNClZCx3TSYP6PT0de2MrY3CXI9pVrSmQnbkfc8K3ZsccYlBW8l7U+80cQMzVtEWEBCoGMGVSMDqiNy7Yso6bZaxdCIpsfbunC1K5nrOcbOM2Vg4vCOF5p1ccXKrOCuKyWTCwVnKuAXNEUtE+Ic5kntdw56fExn8cDAAbXq606bnzXzZF89kk3K5gDGzw3hzyiEeeqElji62fDD3GCGtnVG6WGYBYSuSM0HyKOLChh1sfCuaa/HWNgHfuKPYet2H1mCe8LEt6encZ+OGQW/ecDR1rhMRYb2IOr/PrOPewGA08eHv2Uwd1IYQ6U2xZDSaePrjo3Rv7U6rkLJxODeYOCiE67ka+s7ZgclkQm8wMfO+MJ5/uDUALkoZqxb14NE3D1KkNfDQ4BDu6ezLjHf+4YnR4SSkFDB60V/oDSZemhLJ2L6BtFYlEyLz5YCDjLicsxZ57rpiEhk5WPAbB/mNVk496SbqhSLHYN0TOz9fa84uIHBXIQgDAasjatIeLsjAWHsXjBypE2dt7YjJO48m6850FaqMrLRC4k5m8ejLrSttp3SVIbERIZbc/Jr3DFCQn6VFrzNic5vbiF5rZOOKOCY924LryYUYDSZC2xQvptz97Ek8n0fLbpbJtvGQYh622Y1HFJhMRjQXY6xtBlJdEc0cJURlm8dfPKVQiyTABkOy+YP01dmBNA1pQfwly2XwWbUzgzE9I2nvVFzrYO7yw0RdzmHviiGV9tt3MpV31p5lxZNd6BzRhPikfJ5acYQ31pzhxUfaADCqdwCjegeU9Pn7VCpn47P5cH5nmj/4C9+/3AtPVzndH99Gr0gPPFzkKPRqBuvVRLh0ZG/hVXKL0iz27HXlnPoA5zhAoEMEfWyH4ZojRVTfqXhtpeBZ/3FNAgJ3K4IrkYDVEUnsENWiErLJBFfsvdgic+C7gmhOZR1Ho1dZwMKGz5E/UnBwtiWiS+XFrYJbOhUv8G/JZJSRpMbR1baMKADYuS6B5h1d8WumxGg0Ybiln0FvKjWOORntOBOn7MaVME1XmI9JXWBtMwAIN5nXbe73zAzEYgvtGRe2w93d0zJj/8emA+nsTm7BvA+Pse3QNXZ+cA9+HpW79Lzy9Skm3RPCtHub0bqpC6N6B/DajPa8s/ZsuX/3Gm2x6Fi5sCsXk/LRG0z0butFeIATzfwcORJ9vVT7AHUqD2JHZ9dOSEQNu77AFU0M3+Yv41u71VxzU2GS1uOeoo8PWMjlTEBAoCzC/zaBBoHYZ0C122okMk4qfPherGNL9jGu5J3HmrUQrI3RaOLonyl0GuSFRFL6v/S6pdH8/vVN95bu9/qiztex+dMLpF9TE334Ort+SKDHfX5lxk29ouLUvjSGTA4BwMPfHrFIxL/bk4k+fJ30q2r8wx3N/jw9HEYQmOls9nEtjSY71domlNAs27ynZomqImy9LLMYNBoluCl6Y2dBH3KTycQLS3/gx7+u8ceKUQR7V53hSq3RI74tiF/ynzgqL8v3m9+d4Z7OvrQPc8NgMKK/JS5GZzCWEtU3sDEZ6KJKYYJDOH7KZmXuNzSydKlsyPuEz0QfEeeWjtGuHuIQAsp+NgkICFgOQRgINAhEDoGgbFppm+syV/bYu/ONJokDWUfIacBH8PXJhRNZZKdr6Dy4bNaO7PQi8rNuumi5eNjx2JttSYzN473HjvDLyjh6j/ZnwPjAUv1MJhMbPjjPfY81K6mAayuTMGFhBDvXXmb9++cZMycM5ybmrfIaateOTnmtGkUGotvRJDUcF7aQS+Yv1rc9OxORhb4xNIVyQgP7V5hNq67s3LmTqKgohgwdztYLfiTl25GaWUih5qa71ZQ3DvDiFydKXt/b3Y/Pf41j/e7LXE7JZ9fRZBavOsW93f3KCPDohBw2/JXA4qmRADQPdEIsFrFq6wW2HbpGbGIuHZtX7HLnqs1htLaQQa6dkUvNL7bNTZGpgK15q1lheIsTrhfROVhIILi4gIWyVwkUs3jxYtq2bWttMxoEDem9SEhIQCQScerUqXqfWyhwJtBgMKYewBj3ZelriLmk8OKMLouk/ItWskygPnCVevGwcRriosZZcC75h+UYsq5X3bCemDrkfXKKzJuXfp5/AOoUy8V92DlfICb2kNnHfeedd8q9/tXz3XlkaHFa0wHz/yDQy4FVi3oAoNcbeev7s6z98xJJGWrcnWUM7+7Pa9Pb4XxLxh6TyUTfuTt49sHWJTUMALb+c415HxxGozOwZFo7pt1bvROBIokd/8iURGWfojGdhLZT9KWzqTvyXL35hH1ka4ulKU1NTeWNN95g69atJCUl4eHhQdu2bVmwYAEDBlT/BLsuTJkyhZycHDZv3lwv84lEIn755RdGjRpVcq2goACNRoObW+VuqObg+++/5/XXXychIQEvLy+mTZvGSy+9VGW/vn37sm9f2SQFjz32GJ999pnZ7KvP96IqDAYDGRkZNGnSBBub+g0HFoSBQIPBZNRi+HcB6FWoJfZE2TlzriCeAm2mtU0TsDBSZMywewZZfuMJNr4VvVZNypdvWNuMUrw75l0OZZn3472lswPdVQ5Y6lvDZDJhtPuHxETLZ3dS2Nkwb4gtCq31M0mVR7Lcg72aNDILk6xtSo0IsWtDb+lgnLPFiOryhyKVQv++IDH/MVVCQgI9evTA2dmZV199ldatW6PT6fjjjz/44osvOH/+vNnnLI/qCgOdTodUWvc4lPKEQX2RkJBASEgIzz77LI899hgZGRnExcXx0EMPVdm3b9++hIWF8eqrr5a6bm9vj6Njwz9hqylarRZbW+ulCxZciQQaDCKxLfk+/flT7srqwsv8m3VEEAV3CZOU8xqtKICGFV9wg3BthtnHjMopwN7Tcl9YIpEImbEzzs6uFpvjBqoiPe/+VkimJMLic9UGn8J0xhsldHfrgo3YvC57luRS0RlW57/LWvk6UtwKMdnUsoCln69FRAHArFmzEIlEHDlyhLFjxxIWFkbLli156qmn+Pfff0vaJSYmMnLkSBwcHHB0dGTcuHGkpd10Yb3hevLdd98RFBSEk5MTEyZMID8/v6TNzz//TOvWrZHL5bi5uTFw4EBUKhWLFy9mzZo1/Prrr4hEIkQiEXv37i1xIVm/fj19+vTBzs6OtWvXluvm8sEHHxAUFFTq2qpVq2jZsiUymQxvb2/mzJkDUNJu9OjRiESikte3j2s0Gnn11Vfx8/NDJpPRtm1bduzYUXL/hn2bNm2iX79+2NvbExkZyaFDlZ/03XjGqVOnEhwcTOfOnaslCm5gb2+Pl5dXqZ8boqC6Nn355Zf4+/tjb2/P6NGjef/993F2di65f/t7MWXKFEaNGsV7772Ht7c3bm5uzJ49G53u5qm2RqNh4cKF+Pr6olAo6NKlC3v37i0174EDB+jVqxdyuRx/f3/mzZuHSnUzUUpQUBCvvfYakydPxtHRkZkzZ5ZxJdq7dy8ikYjdu3fTsWNH7O3t6d69O7GxsaXmev311/Hw8ECpVDJ9+nSef/75GrtHCcJAoEEh8uhOXM45DKbG6U4iUHNGOk7DJasxRhXcRJOSaG0TyhCaZpldz7/VORYZ9wZ6nRRvt75m2SGtci6DieW/5XDFUHmaX2shwUiHgiQm2YcQ5NgwBUxFZOiu8mPeCr6UrCTeLROjrIa/zwB/i9iVlZXFjh07mD17NgpF2cxUNxaKRqORkSNHkpWVxb59+9i5cyeXLl1i/PjxpdrHx8ezefNmfv/9d37//Xf27dvH22+/DUBKSgoTJ05k6tSpxMTEsHfvXsaMGYPJZGLhwoWMGzeOIUOGkJKSQkpKCt27dy8Z9/nnn2f+/PnExMQwePDgaj3bp59+yuzZs5k5cyZnz55ly5YthIYWu8odPVocd/TNN9+QkpJS8vp2PvzwQ5YtW8Z7773HmTNnGDx4MPfddx8XLlwo1e7FF19k4cKFnDp1irCwMCZOnIheX7Hroq+vLx07dmTOnDkUFRVV63lqSmU2HTx4kMcff5z58+dz6tQpBg0axBtvVH3Ku2fPHuLj49mzZw9r1qxh9erVrF69uuT+nDlzOHToED/++CNnzpzhgQceYMiQISXvV3x8PEOGDGHs2LGcOXOG9evXc+DAgRLBdoP33nuPyMhITp48Wal71YsvvsiyZcs4duwYNjY2TJ06teTe2rVreeONN3jnnXc4fvw4AQEBfPrppzV5CwFBGAg0MJztfQh2r3nqUoHGSVeHoQRnWt+fs65oLsdW3aieCYr9xyJB3Cez8nCw4KkBQFGBA+FN+1l0jlv58o/rnCmIpKF+JTrq8hmhyWeYayccbC1/mmJOVMZctuR9zSfGdzntloBeUY2/HU8PUNhbxJ6LFy9iMplo3rx5pe12797N2bNnWbduHR06dKBLly58++237Nu3r9Si2mg0snr1alq1akWvXr14+OGH2b17N1AsDPR6PWPGjCEoKIjWrVsza9YsHBwccHBwQC6XI5PJSnbAb3UfWbBgAWPGjCE4OBhv74qr2d/K66+/ztNPP838+fMJCwujU6dOLFiwAAB39+Kilc7Oznh5eZW8vp333nuP5557jgkTJhAeHs4777xD27Zt+eCDD0q1W7hwIcOHDycsLIwlS5Zw5coVLl6sOA5wxowZmEwmQkJCGDp0KHl5eSX3RowYUWahfDsrV64sed9u/Kxdu7baNq1YsYKhQ4eycOFCwsLCmDVrFkOHDq10TgAXFxc+/vhjmjdvzr333svw4cNLfr+JiYl88803bNiwgV69etG0aVMWLlxIz549+eabbwB46623mDRpEgsWLKBZs2Z0796djz76iG+//baUQOrfvz9PP/00TZs2pWnTihOxvPHGG/Tp04cWLVrw/PPP888//5SMs2LFCqZNm8ajjz5KWFgYL7/8Mq1b13zTo2F+Cgrc1bQPGGNtEwTqgWC71nTNb9soMxDdikGvRZ/c8E4M7POu46+0zK77YU1e1Y3qiCrbi/Bm7S0+zw1++judfWmtMImt59tbFU1VKUySONPWpQMiS6WIshB6tPyV9xMrtK9zwOUUhY6V/G0GB1nMjuqGVcbExODv74+//82TixYtWuDs7ExMzM1ChkFBQSiVN9Pfent7k56eDkBkZCQDBgygdevWPPDAA3z55ZdkZ2dXa/6OHTtWq90N0tPTSU5OrlPgdF5eHsnJyfTo0aPU9R49epR6ZoA2bdqU/PuGcLnx3LcTHR1dstP+6aefEhAQQN++fUvanzt3jl69elVq26RJkzh16lSpn/vuu6/aNsXGxtK5c+dS7W9/XR4tW7ZEIrnpDnfr7/fs2bMYDAbCwsJKCZZ9+/YRH18cu3T69GlWr15d6v7gwYMxGo1cvnwzk111f9+WeMbbESofCzQ4/F3b0cQhmOsFDSf9o4B5cbJxZ4RuJCJ9440ruIEmt/wvw4ZAhLSQRAt8zB+6nkMX7wAKMiz7+9Plt8DHO4PklKsWnecGO49nkNO8Gfc1S0BkaJjFEm2NWnqp0wh3bM1efS5pqgRrm1Rjjhb8yVH+JNyxAz0kA3HM4WagspMTuLpYbO5mzZohEonMFmB8u8ubSCTC+F91aIlEws6dO/nnn3/4888/WbFiBS+++CKHDx8mODi40nFvd3MSi8VlRM2tvu5yubwuj1Fjbn3uG2mGjRVUxT5z5gwymYwWLVoAxXEQ48ePp0ePHjz77LPk5+eXWeTfjpOTU4lblDlsqi6V/X4LCgqQSCQcP368lHgAcPgvzW5BQQGPPfYY8+bNKzN2QMDNqunlubVVZY+5nvF2GteWg8BdQzvh1OCOxQZbJtnMRFLU+EUBgCat4Z0W3KBZ/jWLjX3SYPkqzyaTGAebHjg4FO/IHjp0iDVr1rB8+XJWrFjBpk2byMysOkHB0aNH+fLLL1m2bBkrV65k9+7dpfyho6KiWLlyJR988AFvf7KB7075YpQWL04TUgpoMekX8lQN6+/VoyiTB3R6+rh1xlZiGbcbSxNbeJxVBe/wo/1PpLlqMUkkEBxYdcc64OrqyuDBg/nkk09KBYDeICcnB4CIiAiuXr3K1as3RWl0dDQ5OTklC9zqIBKJ6NGjB0uWLOHkyZPY2tryyy+/AGBra4vBYKjWOO7u7qSmppYSB7fmuFcqlQQFBZW4uZSHVCqtdD5HR0d8fHw4ePBgqesHDx6s0TPfjq+vLxqNhsOHDwPFgmndunU0bdqUmTNn8uKLL1pc2ISHh5eJq6gozqK6tGvXDoPBQHp6OqGhoaV+vLy8AGjfvj3R0dFl7oeGhpo985C5nlEQBgINkuZeA7G3dba2GQIWoDgD0Z0TXK650nDrazS9etpiY+9Lz8LBzfJuNzqtLYHe/ZFIJFy9epX27dvz0EMPMX78eAwGAz/99BNabcWL9ujoaPbt20ePHj2YPn06Q4cO5fz58yV50dVqNTt27KBfv36MHz+e6Ohotu05ycr9LuhsvZm7/DBvPNYex+r4xtczIhG0KUjmITt/mjk1zADq6pCqvcy6/A/4SbkZvDwtPt8nn3yCwWCgc+fObNy4kQsXLhATE8NHH31Et27dABg4cCCtW7dm0qRJnDhxgiNHjjB58mT69OlTbbePw4cP8+abb3Ls2DESExPZtGkTGRkZREQUB5IHBQVx5swZYmNjuX79eqkTgNvp27cvGRkZLF26lPj4eD755BO2b99eqs3ixYtZtmwZH330ERcuXODEiROsWLGi5P4N4ZCamlqhS9MzzzzDO++8w/r164mNjeX555/n1KlTzJ8/v1rPXB49e/ake/fujB8/ns2bNxMfH8+OHTtITk5GoVCwbt061Gp1pWOo1WpSU1NL/VTXLQtg7ty5bNu2jffff58LFy7w+eefs3379joVVQwLC2PSpElMnjyZTZs2cfnyZY4cOcJbb73F1q1bAXjuuef4559/mDNnDqdOneLChQv8+uuvVcZU1Ia5c+fy9ddfs2bNGi5cuMDrr7/OmTNnavyMgjAQaJDYSGzpEDjO2mYImJnhjlNwzbpzPnaMBj26hIYrDPwuHEFmY7n3O1pU+Ze5uVDnOdG8WU/GjRtH69atcXd3x8PDg+HDh5OXl1cqheTtJCUl4efnR4sWLXByciI4OJiIiAhSUlKA4h1imUxGREQE3t7eBAQEkJmZSWpWIY8si0Vs68Do3pbdxa4rCr2KIUXZjHTpiJOdh7XNqTXhfgNBbPnPh5CQEE6cOEG/fv14+umnadWqFYMGDWL37t0lWVxEIhG//vorLi4u9O7dm4EDBxISEsL69eurPY+joyN///03w4YNIywsjP/9738sW7asJOh1xowZhIeH07FjR9zd3cvs1N9KREQEK1eu5JNPPiEyMpIjR46wcOHCUm0eeeQRPvjgA1auXEnLli259957S2UTWrZsGTt37sTf35927dqVO8+8efN46qmnePrpp2ndujU7duxgy5YtNGtWvQJ95SESidixYwf3338/Tz31FC1atGDRokVMmzaNuLg4UlNTmTRpUqUuMV9++SXe3t6lfiZOnFhtG3r06MFnn33G+++/T2RkJDt27ODJJ5/Ezs6u1s8FxVmeJk+ezNNPP014eDijRo3i6NGjJW5Cbdq0Yd++fcTFxdGrVy/atWvHyy+/jI+P+Qv3TZo0iUWLFrFw4ULat2/P5cuXmTJlSo2fUShwJtBg0RkK+Xr/JAp1udY2RcAMdHK4hx457epW9KiBUZSbRsb3H1nbjEp5ZfT7nM02bwXkW1ng7k9Bdv2cAIkVx4m/FFXyOjs7my+++IKpU6dWmGUlOjqaP//8k3HjxuHj40NOTg4bNmygVatWdOvWjaKiIj799FMefPBBHB0dWbNmDffccw8+Pj6sWbOGhx+exMsTfHHW10/Rq7qiF9lwzN6dE9mnGlXaZ7nUmem91mEjaTw1GwQaNzNmzOD8+fPs37/f2qZYjEGDBuHl5cV3331X7T5C8LFAg0UqkdM+8AEOXvzK2qYI1JFAWQt65HdAZKqeP21jQZPe8KvSNjflcBYHi41/UVqEF7UsYlVTitri7n6djIw0TCYTu3fvxtfXt0JRAMWZZNRqdUlqQ6PRSNu2bUtcRuzs7Bg+fDi///47er2eVq1aERISwrZt22jfvj2Zmdm0HL0BZ3sRrz7anLF9G/bpgY1JT1dVCmHK5uw1FZKU33BPtG6lXcBoQRQIWJT33nuPQYMGoVAo2L59O2vWrGHlypXWNstsqNVqPvvsMwYPHoxEIuGHH35g165d7Ny5s0bjCMJAoEHT1n8Ux6/8RJHO8ukRBSyDo8SNkYYxd0QGotvRXG34i67QrEsgblN1w1qyNTmDeW7+qHItvzttNEhwU/SmIP93Nv+6mYyMDCZNmlRpn8TERP7999+SU4Ds7Gx27drFwYMHS9IyhoWFERYWVqpPRkYGgwYN4osvvmDEiBEoFAqmv/M9vSI98XCpm/tBfeCqyWYMEOPamYP55ylswJ+hthJ7Iv1HWtsMgTucI0eOsHTpUvLz8wkJCeGjjz5i+vTp1jbLbIhEIrZt28Ybb7xBUVER4eHhbNy4kYEDB9ZoHEEYCDRobG3ktA+4n3/iV1nbFIFaIMGGB20fR5J354kCk9GINr7hu5eExB+BZpYTBiYg0U6LW279VKTQFMo5sP808fHxJe4/lbF//35atmxJZGQkUJzdRafTsWPHDrp3714mME+v1/Pnn39y7733kp2djdFoLPEXdnB0Zs2/Cp4ZJgKT5dyzzEmEKpkgqSf/OIQQnX2a4t9Yw6K133DspMqqGwoI1IGffvrJ2iZYFLlczq5du+o8zp0TBShwx9I2YBQyG+FLozEyUTkPeV7j8XOuCdrCHExajbXNqBK3pDhc5ZbdA/otOR17peX3mUwmEz9sfJ2jxw7yvxfewdnZuco+Op2uzOL/xuvyQuz++ecfQkJC8PLywmQylQqINBqNHI3NYWtCOKZGlCJUbihkgPo6Y5za4Sr3tbY5pbARy2gf+IC1zRAQEPgPQRgINHhkNgraB461thkCNWSo48O4Z925h5Ka68nWNqHaRMgtu7utN5lIc7D8DvoPG1/jyPHfmfbQUkxFLXB2cqegoKBUmsfff/+9JBUpQGhoKCdPnizJQX/58mX2799PaGgo4tsy4Fy/fp3z58/Ts2dPoDjnvUgk4vTp4hOKzMxMvL29ORSVxboz/hilzhZ/ZnPiW5TOBKOEbq6dsRE3DH/+SP+ROMjcrG2GgIDAf9y539oCdxTt/Edz4srPaPSWL6okUHfaK/oRnuVDQ3RbMBeaa5esbUK1CdOkcxDLprHcnJzGTAcfClWWCzD/+5/iVJHvr5xS6vqwYcNo3bo4j39eXl6pE4Lu3bsDxS5FBQUFyOVyQkND6d27d6kxTCYTO3bsoH///iWFh6RSKcOGDWPnzp0YDAYGDRqEUll8ehlzJY/P1W7M6GGHjTbVIs9rCSQY6ahKppmiKftERq7kWc8dztZGQaegCVabX0BAoCxCulKBRsOh+DX8e+lba5shUAX+snDGasYi0jUOH+zaYDKZSP52KcaChhvQeSsxHe7lRWXvqhvWkUn+PshTKs5FbgnkDiouJG6ptDiUJXFykDJ3oAg77RWrzF9XLip8+LvgIiptVr3P3TXkEbo1nVzv8woICFSM4Eok0GhoFzAWmY3C2mYIVIJS4sJo4wN3tCgA0BXlNxpRABAUexBxPcQGb0pJRSavp9Sl/1FYoCC8ab96nfNWcgt0vLvVQK40rOrGDZBQVTIPSZxp69oBUT0uCeykjnQIvL/e5hMQEKgegjAQaDTYSR1oGzDG2mYIVIAYCQ/KnkCivvMyEN2ONrviSrsNEXlBNoFKqcXnKdQbUblYfJoyqLK9CG/Wof4n/g+NzsCyLfmkilpZzYa6YGvU0kuVxjinNngo6qdOQ6egidjaNJ4AbgGBuwVBGAg0KjoGjsPe1tXaZgiUwwTHudjn3tknBTfQJF22tgk1JtxGXS/zbEpOxVZW/18tuvwIfHwC6n3eGxhN8PHWTOI0kUD9pG41Nx5F1xmnM9DHtQu2Fsy6pLTzoK3/KIuNLyAgUHsEYSDQqLC1sadH6KPWNkPgNu5RPohnpq21zag3NJdirG1CjQnLv1ov8+TpDWjd6v+rxWQS42DTvSQ42Fp8uzudw9mtQVS/LlXmQiSCNqokJtn508y5tUXm6NZ0CjaSu+fzQkCgMSEIA4FGR0ufIXgoQ61thsB/RNr3pkW2v7XNqDf0WjWG6+nWNqPGNE08VW9z/ZKWhtRWzL6DP/Lau6NZsKgzCxZ15p0PH+RczP5qjXH05DYef6oln66aW+r6n3u+4ZmXe/HMy73YuXd1qXtxcef56ovvytQtqG9+O5TBH1cjMIkbfoXkinDQqxhSmM19Lh1xlJkvo5W7Q1NaeA8y23gCAgLmRRAGAo0OkUhMn/DZ1jZDAPCxbUo/dU9Ed1FyM01O4xMFAD4XjmFnUz8f+ZkaHUZ3MS7Onowa/iSLntrAoid/IrxZFz5dNYfk1IuV9r+elcTGLe8RGlI6buBaciy/7fiYaQ+/y7SH3mXLto9ISo4DwGDQs+7nJUwYs4QW4X0s9mzVZf+ZTH6KDsJoU3ll5oZOoDqVSSJ7Orp2Qiyqe4bzXmEzEYnurKXH4sWLadu2rbXNEBAwC3fW/06BuwY/lzaEevSythl3NQqxE2NNE+/4DES3o0ltnGkpJUY94cr6+8jfnJ5O+8j+tG7RG0/3QDw9ghg1bD4yW3suJ5yusJ/RaGDV988yYvBsmrj5lbqXmn4ZP+8wmjfrSvOwrvj6hJGaXhzvsXPPN4SGdCQooDXq7ABCQ6wfCHz2Ui5fH/HAYOtubVPqhI1JTzdVChOVEfjW4bQ2wLUDgW4dzWhZaTIyMnjiiScICAhAJpPh5eXF4MGDOXjwoMXmBFi4cCG7d++26BwCAvWFIAwEGi29wx5DIrZ8phWBsohMYibJZ2FzF2Qguh3N5Thrm1Brwo3Z9TZXWqEWsefNHWaj0cDRk9vQagsJDoqssN/WPz9F6eBGj65lq537ejcjLSOBrOxkMrOSSc+4go93KBnXE/nn6C+MHDrv5nyFbfHw8DLvQ9WCK6kqPvpLgUbW+N3tXDXZjNYUMcC1M3Y2NYvlECGmV9hMC1lWzNixYzl58iRr1qwhLi6OLVu20LdvXzIzM2s1nlZbvc83BwcH3NyE6s0CdwaCMBBotDjJvWkfIOTBtgbjnWajyLFchduGikGvRZ/UOE8MAEIzK3fhMTe/X88gOfUC85/vyJxn27Fuw6s89uhH+HiVv+t88dJxDh7exMPjlpR739uzKaOGL+DDz2bw0eczGDV8Ad6eTVm7YQlj7n2aqNgDvLp0JG8sG0vchRO42vdGLpdb8hGrRWaehve2mciXNv7YKJEIWqiSeUjmRYRL22r3a+U7zKKxYTk5Oezfv5933nmHfv36ERgYSOfOnVm0aBH33XdfSZvp06fj7u6Oo6Mj/fv35/Tpm6dXN1yCvvrqK4KDg7Gzs+OLL77Ax8cHo7F04b6RI0cyderUUv1uZdWqVbRs2RKZTIa3tzdz5swpZWtldggIWBNBGAg0ajoHPyikL61nBjiOwzvT+osta6DNuw6NOJ6i6cUj9TpfoqqIgDbNePHpjTw3/wd6dx/Pmh9eKDfGoKhIxTfrFvHQuCU4OFRcDKF39/EsWbSVJYu20rv7eA4d3YxMpiAkKJLv17/CY49+xP33PctX3y2kIF9MU//+Vg9GBijUGHjvNzUZ4hbWNsUsyPWFDFRfZ4xzB1zlPpW3lTrRs9k0i9rj4OCAg4MDmzdvRqPRlNvmgQceID09ne3bt3P8+HHat2/PgAEDyMq6WfX54sWLbNy4kU2bNnHq1CkeeOABMjMz2bNnT0mbrKwsduzYwaRJk8qd59NPP2X27NnMnDmTs2fPsmXLFkJDb4qi6tghIGAtBGEg0KgpTl861dpm3DW0su9O6+yQOo0R9OhkRMOHlPmZvfLjcttvOniAjvPn4jxuLIoxI2k7Zxbf/bWrVJv3Nv6Mx4Pj8XhwPMs2bSx17/D583SYNwe9oe4nHJq0xDqPYU1cUuNxt697AGlN2Jmfh6dnIIH+LRl975P4+YSz5+/vy7TLyEwkMyuJlV/PZtbCNsxa2IbDx7ZwJmoPsxa2IeN62fe+oCCbrX98yoQxL3D5yhk83APxdA8kvFkXDAY96ekJqHLdiAjrXh+PWiUGo4kPf8/mkq6NtU0xG76FaUwwSunm2hkbsazcNj2bTcdOatkgbBsbG1avXs2aNWtwdnamR48evPDCC5w5cwaAAwcOcOTIETZs2EDHjh1p1qwZ7733Hs7Ozvz8888l42i1Wr799lvatWtHmzZtcHFxYejQoaxbt66kzc8//0yTJk3o16/8ituvv/46Tz/9NPPnzycsLIxOnTqxYMGCGtkhIGAt6vcbQkDAArT0Gczpq7+Snn/B2qbc0XjZBjGgsC8iY92CjY9+8BEGw81j+XNXEhj0vxd4oGf5weSuSiUvjp9Acz9/bKU2/H7kCI8ufx8PJ2cGd+jImcuXeHntd/z+yhJMJhP3LnmFe9q3p3VQMHqDgcc/WcEXc+dhI6l7XnnNlcb/N9bcTk9G/dQ6AyA+X81w/yaoU4r9tU0mIzpDWd9tL48QXnpmc6lrW7Z/RJFGxbhRi3BxLhsvsOHXdxjQZzIuzl4kJJ7DeMvfptFowGgqFoPq7BCCAtNJaCC/v1U7MxjdI5IOzufA1Phd8iQY6KhKppmiKftERq7knS+55+3UgpY+Q+vFjrFjxzJ8+HD279/Pv//+y/bt21m6dClfffUVKpWKgoKCMrEAhYWFxMfHl7wODAzE3b10sPikSZOYMWMGK1euRCaTsXbtWiZMmIBYXHZvNT09neTkZAYMGFCujadPn66WHQIC1kIQBgKNnuL0pbPYcOxJa5tyxyIXO3A/DyGuZjBeZbg7OZd6/fbPP9HU25s+rcvfRe3bpnSg6vyRo1izeycHoqMY3KEj569do01QMP0j2wLQJiiY81ev0joomHc3bqB3q1Z0Cguvs91GowHtlfr10bcEYUVp7MezXua6tv0rnMI7s1mXR6scOHx8K3HxR5k78wsAvlm3CGdHD0bf+yRSqQxf72al+svlxQGut18HiI79h7SMBB6Z+CYAQQGtSE27zLmY/WTnpCASi/F0DwZAJBIh0XfC1TWLrKzaBaKam18OppPTrgX9feMQGct3fWlsOGnzuA+44NqZ/QUXUOty6R8xv15duezs7Bg0aBCDBg3ipZdeYvr06bzyyivMmjULb29v9u7dW6aPs7Nzyb8VCkWZ+yNGjMBkMrF161Y6derE/v37Wb58ebnzVxXTUlBQUC07BASshSAMBO4I/Fza0Mp3OOeStlrblDsPk4iH5HOR5pg/A5FWp+P7PX/x1Kgx1Vo8mEwm/jp9ithr13jn0WKf5daBQcQlXSMxPR0TJuKSkmgVGER8SjLf7NzJ8Q9XmMfWgkzQN/7UrKEpUeBUP8JAX5DN5fVvE5eXxU6FEl/PMObO/IIW4cWuPVnZKbVaNGq1Razf9AbTJ79Xsmvr4uzF+DEv8O2PL2JjY8uUiW9ia3uzwJhBb4Onc18KCn6rdrYZS7Pn5HVyCpoyJuIqIn2+tc0xG81UyQRKXLjmP9bqxShbtGjB5s2bad++PampqdjY2BAUFFSjMezs7BgzZgxr167l4sWLhIeH0759+3LbKpVKgoKC2L17d7muRnWxQ0CgPhCEgcAdQ++wx0i4foQCTYa1TbmjeMBpFg6ZlnF32PzvIXIKCpgysPJKqLkqFb6TJ6HR6ZCIxaycNYdB7Yq/mCMCAnjzkUcZ9L9FALw15VEiAgIY+MLzLJ06jT9OHGfxuu+RSmz48LHH6d2qda1s1aQn1apfQyMw7l/EnftjrIcY6qAHnin5d1sXRzrm25e6//Ts1ZX2n/LfacDt2NrasWRR2U2Anl3vp2fXijOVFakUhIX049z5Pyqdtz45eSGbXJUXj3SWIdFet7Y5ZsPWxoFmAaPqbb7MzEweeOABpk6dSps2bVAqlRw7doylS5cycuRIBg4cSLdu3Rg1ahRLly4lLCyM5ORktm7dyujRo+nYsfL6CpMmTeLee+8lKiqKhx56qNK2ixcv5vHHH8fDw4OhQ4eSn5/PwYMHmTt3bp3tEBCwNIIwELhjkNkoGBCxgF9PvWhtU+4Y+irH4pdZ9mjdXHz95w6GduyETxU5wJVyOadWrKSgsJDdp0/x1FdfEOLlVeJm9Piw4Tw+bHhJ+zW7dqK0t6db8wjCH5vO0eUfce36dSa88xaXV61GJrWtsa2aq43fjQjATpVDsKOU+Fxdvc57KjuPvr7OFKRZd7dele1J87COnI87ZlU7buVScgEr9iqZ1VeGrfbOEKDi0IcQ2dRf9jIHBwe6dOnC8uXLiY+PR6fT4e/vz4wZM3jhhRcQiURs27aNF198kUcffZSMjAy8vLzo3bs3np5Vn6D1798fV1dXYmNjefDBBytt+8gjj1BUVMTy5ctZuHAhTZo04f77iwVrXe0QELA0IpOpEefeExAoh+3n3uJ8yq6qGwpUSoR9Fwbn90N0W/5uc3ElPY2QaY+y6YWXGNmtW436Tv9wOVevZ/DHa2V3lK/n5tL5yfn8vfRdTly8yOvrf+DI8o8AcJ84nr/eepvWQcE1ms9kMpK06k1MRYU16tdQ+XrM62zNqrk4qivdmjjTMseu6oYWRiQyopHsJ6mB1aRQ2Nkwb4gtCm3jDkIVubVH0nK+tc0QEBCoBcKJgcAdR9+wWSRmHkOtzbG2KY0Wd6k/9xQORGS03K7yNzv/xMPJieGdO9e4r9FkQqMr37Ynv/ycJ0eNxq+JO0fj4tDpb7pB6Q2GUhmRqotWnXvHiAKAK9u/I+rgITTZaQDIPQPxGfgwTs27VNgnbf9G0g9tQZuTjo3CCZfWvfEbOh3xf6cvmSd2cW37Vxi1hTTpOBj/EbNK+mqyUon76lkM8z6lS3AEBRnWPTUwmcQoJN1QKrPJz8+zqi23oirS8+5vBuYOi8DNEGNtc2qHxB5x6MPWtkJAQKCWCHUMBO445LZO9Gs+z9pmNFpkInvGix9BrLWcKDAajXyzcyePDBhUJo3o5GXvsmj1qpLXb/30IztPnuBSSgoxiYks27SR7/7azUP9+pcZd+fJE8QlJTH73hEAdAoL4/y1q2w/dpQvtm9DIhET7udXY3u1mck17tOQaaHNwnfoDFrM+5QW81aiDG3HxTUvU5iaUG77zJO7ubb9S3wGTabVwm8IemAh2af3krTjKwB0qlwSfl6G//DHCJv+DpkndpMTfaik/5VfPsRv6AwkdgpOGgrq4xGrRKexJcCzPxIzpLE1J3qDieW/5XDF0DhrHYibTkIkE4pOCgg0VoQTA4E7kjDPPsR69OJi+n5rm9LoeEgxD2m2ZXd0d506SWJGOlPvuafMvcSMdMS3ZKpRFRUxa+XHXLt+HbmtLc39/Pl+4bOM792nVL9CjYY5n37C+udeKMlU49fEnRWPP8Gjy99HJpWy5smnkcvKL8JUGZprl2vcpyEzzpTF7226odYVn574DZlGxqHfKEiMRu4VVKZ9wZUoHIJa4dauODe7zNUL17b9UF0tzlevyUxBYqfAtW1xFhZl07YUpSdCi25knvwLscQGl9bFdSr2pWfR3jOA/EzrZwZS5zvSvFlvos7vqbpxPfPlHxmM6x1JG4ezgGXc+cyNyK09Yq+e1jZDQECgDgjCQOCOpX/zeVzLPkWR7s5JA2hpxjo+jmOm5Rch97TvgGnrjnLv7X373VKvX588hdcnT6lyTLlMRuwXX5e5Pn3wUKYPrn2BJZPJhCa+kbp1VIDYaCDcQcTJbDAZDWSf2YdRW4RDYIty2zsEtiTrxC4KEs/jENAcTWYyubFHcGs/EAC7Jr4YdRrUSRewdfFEdS2WJp2GoFfnk/znN4Q/tqzUeFEiNQEN5OtHne1PaNPWXIw/a21TyvDT3+lkdWhJH+9YREbrC6lKkSoRN5tibSsEBATqSMP4ZBYQsAAKmSt9wmbxR9Q71jalUdBLhMm7ygAASL9JREFUORL/TEdrm9Hg0GsKMOblWNsMs+OYeJIT7yzCqNcisZXTdPIS5J5B5bZ1azcAvSqX2E/ng8mEyWjAvesIvPtPAsDGXknw+Oe4vP4djDoNbu0H4RTeiYQN7+LRfRSarFQurH4Jk0GPz6DJ/EkfFrj7U5Bdv5mRKsKojsTT4zpp6SnWNqUMu45fJyc8lJFhVxAZVNY2p0LEoY8gsnWythkCAgJ1RBAGAnc0LXzuITZ1DwmZR6xtSoMmXN6BDrkRiBqJy0J9ciNA906jq00RLRZ8gaFIRfbZv0n46R3CH3+/XHGQF3+KlL/WETBqHoqACDSZyVzd8gnJu77DZ2BxoKlLq564tLrpRpIffxp1ymX8R87l3DuTCXnwRaRKV2I+no0ypA0XfdzxomH495uMYpzte5En/53CQrW1zSnDsdhsctW+PNz+OmJdlrXNKYPIvSti907WNkNAQMAMCMHHAnc8g1o8hZ1UaW0zGixuNr4M0QxBVItsPXcDmuSEarftvucsAduOl/n537nEctvH5hfy2PH4kn5fXS4rQn5JyqTLX2do9ecpXo2+WureVbWGPnvPka+reQG68IRj2DXxReEXht/Q6ci9m5J2YFO5bZP/+Aa39oNw7zIce+8QXFr1xHfIVFL3/ICpnHS2Rr2WK5s/JHDMAjSZSZiMBpRNI7Hz8EfWxA9VYgxbkzNQOElrbLel0Bba0dS/f60qMdcHF67ms3K/Mzpbb2ubUhpbZ8Shk61thYCAgJkQhIHAHY+DnTv3tHim6oZ3IbYiOyZIHkWsaRguHQ0RTfz5arf9rXtzjg1oU/KztnMzAIZ7u5TbvshgJMBexvPhvrjLyh7gZmn1PHv2Ci8292Nt52b8kpzFrrSckvv/i0rk+ea+KKU133l3TkvAw/6WOU1GTPry/w6MOg0i8W0LZtGNOcuWwknZvRansE4o/MLAaMRkvClcTAY9JqMRE5Bo17D85lW5rkSEd7e2GRWSmlXI+39KKbStWR0OSyIOm4pIarkiiAICAvWLIAwE7gqaevQg0u8+a5vR4HhIMQ/bgoa1OGtI6HVFGDKq73fuJpPiccvP7vRcAu1ldHV1KLd9pLOCFyP8uM/HFZm47MdxolqDo42E+3xciXRW0M1NyUVVEQC/JmdhIxIx1Kt80VEZb59P4nBWPj4FV1GnXOLa9q/Iv3Qa1/+yDl3+8W2ubf+qpL1TRDfSD/1G1qm/0GSlkBt3jOQ/v8EpohsicWlRUpiWQNbpPfgMngKAnUcAIpGIjCPbyIn5l6KMRBT+4QD8lpyOvbJhebSqs0IICgyzthkVkq/WsfR3Ldk2za1tCiKfAYhdI61thoCAgBlpWJ/IAgIWpHfYEyTlnOV6wZ2VerK2jHKciVOmta1o2NQlvkBrNPJLUiYzgj1r7Z4SpJBRaDRyLleNn9yW0zkqxvu5kaPT815cMuu71G4Bm6nV8eTpBFKPTQGZA3LvEJpNexunsI4AaHLS4RabfQY8hEgkIumPb9DmXkfq4IxTRFd8h0wrNa7JZOLKxuX43/sEEls5AGKpjKBxz5K4+SOMeh0BI+di6+QOgN5kIk2hR9mAEoeJRCIk+k64umaRlXXd2uaUi05v5P3fcnlsSGv8RFbKpqQIQBwy0TpzCwgIWAyRyWQqew4sIHCHklmQwLrDs9Ebi6xtilXprryXzlktaJje1A2HrDN/o9r/R636/paSxbxTlznUrzVedrZVtu++5yxTgzyYHuxZ6vqO1GyWxSVTZDQx2seVp8J8eOZMAuFKOa2d7FkcfRWd0cSTzXwqdFmqiAtt7+E554E16mNupGIRjyt9KFTVPE7CktgpVMRf+w2ttmGfqE3s60FL+zOU59JlMSR2SNotQWTvVX9zCggI1AuCK5HAXYWbQxD9ms+2thlWJVQeSefc1oIoqAbahAu17rv+aiZ93Z2qJQoqY4iXCzt7t2R/31Y8FebDv5n5xOQXMinAndknL/NKhD+ft2/Ks2cTuF7DWJHA2ENIbo8dqGd0RhNZjg1vf6pIpSAspJ+1zaiSH/amc/B6axDVnwOAOPRhQRQICNyhCMJA4K6jle8wIrwHWdsMq+Bi48Vw7QhEhoa1O9sQMRq06GpZ8fhaoYYD1/OY6N/ErDZpDEZejErkrVaBJKiKMJhMdHVT0tTBjmCFHSdzapbn3rYwn5AG4OO/KSUVmbxhpC69FVW2J83DGn4azu1HMth6ORyTxN7ic4k8eyP2FKobCwjcqQjCQOCuZEDEAtwUQdY2o16RImOizXTERQ3bNaKhoMnLhFp6Wv50NRM3mQ393c1b8GlFfAp93R1p7WSPwVTso38DvdGEsRbmNhcXmNHC2lGoN6KqeQx1vaDJDcfPN8jaZlTJoegs1p3xxyh1ttwkCn/EoQ9bbnwBAQGrIwgDgbsSqcSO4W1eRiqxs7Yp9cYk5Txk+YIoqC6atKtVNyoHo8nEhmuZ3O/rhs1tbjoLTl/m7fNJJa+1RiNReWqi8tRojSbSinRE5alJUJWNgYnLL+S35GyebuYDQKiDHWLgx6vX2Z2eS7yqiEjnmu8YN8u7UuM+lmBTciq2sob4lSRGLu6Go2PDr+obcyWPz/9xQ29rATcfiR2SiDmIJHVzjRMQEGjYNMRPYQGBesHNIZABEU9a24x64T7HabhkCVEFNUGTWLv4ggPX80kq0jLer6wbUXKhlvRb4gDSinQMPRDD0AMxpGt0fH45jaEHYnj2bOnFuslk4vlzV3gpwg97m2KXGzuJmGVtgvjwQgrPnkng1ZYBtYpnCEk4WeM+liBPb0Dr1jC/kvRaKX4e/bCxsb7bVVUkZahZvlNGkW2gGUcVIQ6bLsQVCAjcBQhZiQTuevacX8Gpq5utbYbF6OIwhG7ZbYRg4xpgMhq49uVrUEHBrzsJo1jCIwOXotJaP+7ETSZlnMQdnbZhVuFWuFzj3Pm/rG1GtZBJJcwbZo+TLq7OY4kCRiIJGmMGqwQEBBo6DXN7RsBi7N27F5FIRE5OTqXtgoKC+OCDD+rFJmvTJ3wWgW4NP8CwNgTbtaJbfjtBFNQQjSrrrhAFAGKjgebl11+rdzI1OgxNGu7Xkirbj2ZN21jbjGqh0Rl4b0s+KbSq0zgit/aIA0ebySoBAYGGTsP9BL7LmDJlCqNGjSpzvboL+dqyevVqnJ2dLTJ2Y0EskjC89f9wVQRY2xSz4mTjzgjdKER66+8ENzY0GUlVN7qDCNc3nEp3v2akY2PTcKWsUd0GT08fa5tRLUwm+GRbJrGaSKjN9oC9H+Lmj9W6QJ/ATUQiEZs3b7a2GQICVSIIA4EGgzULCcmkDoxs+wZyacMPMKwONtjyoHQmEiEDUa3QXo23tgn1SmhG7es1mJu0Qi0ij4bry280inG264W9veVTg5qL73anczi7Tc1qHdg4IGk5H1E9JGg4dOgQEomE4cOH17jv4sWLadu2rfmNqiUV2ZOSksLQoUPr3yABgRoiCINGxoEDB+jVqxdyuRx/f3/mzZuHSnUzd/l3331Hx44dUSqVeHl58eCDD5Kenl7uWHv37uXRRx8lNzcXkUiESCRi8eLFJffVajVTp05FqVQSEBDAF198Uar/tWvXmDhxIq6urigUCjp27Mjhw4cBiI+PZ+TIkXh6euLg4ECnTp3YtWtXqf5BQUG89tprTJ48GUdHR2bOnFmtZ7QUzvY+3Bu5GIlIavG5LM2DyrnY5d0drjDmxmQyoYk/b20z6pWQC/9a24RSbM3MQGzlwmuVoS2SEeI3ALG48XyF/nYonT8Sm2OqzkJfJEEcMRuR3MPyhgFff/01c+fO5e+//yY5Oble5qxvvLy8kMlk1jZDQKBKGs+nmgDx8fEMGTKEsWPHcubMGdavX8+BAweYM2dOSRudTsdrr73G6dOn2bx5MwkJCUyZMqXc8bp3784HH3yAo6MjKSkppKSksHDhwpL7y5Yto2PHjpw8eZJZs2bxxBNPEBsbC0BBQQF9+vQhKSmJLVu2cPr0aZ599lmMRmPJ/WHDhrF7925OnjzJkCFDGDFiBImJiaVseO+994iMjOTkyZO89NJL1XpGS+Ln0oYBLRbUy1yWYrjjFNyyGl6xqMaCrjAPU6Ha2mbUK47Xr+KlaDiCOFFVhK1Xw7GnPFS5LkSEdbe2GTVi/9lM1kcFYbRxrLSdOGQiYpcW9WJTQUEB69ev54knnmD48OGsXr265F55rq6bN28ucW1avXo1S5Ys4fTp0yWbWzf6JyYmMnLkSBwcHHB0dGTcuHGkpaWVjHNjZ3/VqlUEBATg4ODArFmzMBgMLF26FC8vr/+3d+9xUVf548dfM1yH4Y7cRUG5iBcINe+ImApeSLyka7BCZmnqurphaVutZkVbaqVbWluiVq61peV6oZ+6okmWZouSGt7FFAQvKBcdLjO/P/g6OYKCCswMvp+PxzxyPpfzec+kM/P+nHPeBw8PD1577TWD69+p3TvFc/NQol69evH8888btFtYWIiVlRU7d+4EQKPRkJKSgq+vL2q1mu7du5ORkXEf77QQ9WO6/bUPoA0bNmBvbzgLsOqmFWpTU1NJSEhgxowZAAQFBbF48WKioqJYunQptra2TJgwQX98mzZtWLx4MQ8//DAlJSU12ra2tsbJyQmFQoGXV80ydEOGDGHKlCkAPP/887z99tts376dkJAQVq9eTWFhIXv37sXV1RWAwMBA/bnh4eGEh4frn8+fP59169axfv16gx/5/fv359lnn9U/nzhxYp2vsbF18InlUmkuP536vNGv1dC6qgcSdMkTkGJj90pzsXnesaxLqI2G/FLTuVe0+fIF+isd0ZlmgSIAyi63IcC/kJOncowdSr39cuIKV0s9eLKnLRblNXuTFV79UPo23crwX3zxBe3atSMkJITExERmzJjBnDlz6jWvYezYsfzyyy+kp6fre6SdnJzQarX6H+87duygsrKSqVOnMnbsWIMf18ePH2fz5s2kp6dz/PhxRo8ezYkTJwgODmbHjh18//33TJgwgQEDBtC9e/c6271dPLdKSEjgzTff5I033tC/zs8//xwfHx8iIyMBmDZtGocOHWLNmjX4+Piwbt06YmNjyc7OJigo6H7fdiFuy3S+BQTR0dFkZWUZPD766CP9/v3797NixQrs7e31j5iYGLRaLSdPngRg3759xMXF0apVKxwcHIiKigKocae+PsLCfq++cSN5uDEsKSsri4iICH1ScKuSkhJSUlIIDQ3F2dkZe3t7Dh8+XCOOrl27Gjyvz2tsCn0CJ9LW3bzuBra2CaVPSVcUUoH4vmjOnjB2CEYRdC3P2CEYOF5chsrT9BfTsqjoipubu7HDuCu550t59792aGz8DLYrXMNRBiU1aSwff/wxiYmJAMTGxnLlyhV27NhRr3NVKhX29vZYWlri5eWFl5cXKpWKbdu2kZ2dzerVq+nSpQvdu3dn1apV7Nixg7179+rP12q1LF++nPbt2xMXF0d0dDQ5OTm88847hISE8MQTTxASEsL27dsB6mz3dvHcasyYMZw7d45du3bpt61evZpx48ahUCjIzc0lLS2Nf//730RGRtK2bVtSUlLo06cPaWlp9/N2C1En6TEwIWq12uCuO1SP47+hpKSESZMmMX369BrntmrVitLSUmJiYoiJieGzzz7D3d2d3NxcYmJi7mlir5WVYVe+QqHQDxWq7cPuZikpKWzZsoUFCxYQGBiISqVi9OjRNeJQq9UGz+t6jU1FoVAyuNMLfL53BoXFx5rsuvfKwcKV4VWjUFTKZOP7pTl22NghGEXguYPg4mvsMAxsvXqJ3gp7TDnXraq0wMMxipKS/6DRaIwdTr1duqphwSYLpscG4lBxDOz9q+cVKJrufmFOTg579uxh3bp1AFhaWjJ27Fg+/vhj+vXrd8/tHj58GD8/P/z8fk982rdvj7OzM4cPH+bhh6vLU/v7++Pg4KA/xtPTEwsLC4O5I56envobYvVtty7u7u4MGjSIzz77jMjISE6ePMnu3bv54IMPAMjOzqaqqorg4GCD8zQaDW5ubnf5bghxdyQxMCOdO3fm0KFDNZKHG7Kzs7l48SJvvPGG/oPrp59+umOb1tbWBsOV6issLIyPPvqIS5cu1dprkJmZSXJyMiNGVNe/Likp4dSpU3W2W9drbEpWFiqGP/Qq//pxKqXlplPO8VYWWJJg/QwWVyUpuF8VmhK0Vy4bOwyjaHVkNxY9Y6jSms6v8ENXShjY0pXSfNP+u329zI6ggGh++TXd2KHclWuaKhb8p4wpcd3w6ZiIwqJpJ8d+/PHHVFZW4uPze/lXnU6HjY0N//jHP1Aqldy6BmtFRcMVVajt5tedbog1pISEBKZPn86SJUtYvXo1nTp1olOnTkD196WFhQX79u3DwsJwvtitQ4KFaGgylMiMPP/883z//fdMmzaNrKwsjh49yjfffKMfs9+qVSusra1ZsmQJJ06cYP369cyfP/+Obfr7+1NSUsK2bdu4cOECZWX1m3Q5btw4vLy8iI+PJzMzkxMnTvDVV1+xe/duoHpuwNq1a8nKymL//v08/vjj9fpwres1NjUHW3dGdn4DG0uHug82knEOf0IlFYgahOZSvrFDMBrra6UEOprevaIdpUXGDqFeSi97EBrczdhh3DVblR3WgWNQWDdtqebKykpWrVrFwoULDYbP7t+/Hx8fH/71r3/h7u5OcXGxQVW6rKwsg3Zqu7kVGhrKmTNnOHPmjH7boUOHKCoqon37e59UXZ9263uzbfjw4Vy/fp309HRWr15NQkKCfl9ERARVVVUUFBQQGBho8KhtPqAQDUkSAzMSFhbGjh07OHLkCJGRkURERPDyyy/r77a4u7uzYsUK/v3vf9O+fXveeOMNFixYcMc2e/XqxeTJkxk7dizu7u68+eab9YrF2tqa//f//h8eHh4MGTKETp068cYbb+jvbixatAgXFxd69epFXFwcMTExdO7c+b5fozG0cGjDyM5vYG1henXLYx0Tcb9k2tVbzIkm77SxQzCqEEWxsUOoIevyVezNYK4BwPUrwfi1DDB2GPVmbW1NcnIy7u5NP0diw4YNXL58mSeffJKOHTsaPEaNGsXHH39M9+7dsbOz44UXXuD48eOsXr3aoGoRVN/cOnnyJFlZWVy4cAGNRsOAAQPo1KkTCQkJ/Pzzz+zZs4fx48cTFRVVY17b3ahPu7XFUxu1Wk18fDwvvfQShw8fZty4cfp9wcHBJCQkMH78eNauXcvJkyfZs2cPqampbNy48Z7jF6I+FLpb++mEELX67dJ+1v1vDpVa0xhHHKHuR9SV7jLZuAHlffk+lecfrFWPb5YZPYGFunbGDqOGHi2c6VjU+BXJGoKldQXnr2zi6tUrxg7ljiwsLEhKSqoxjr2pxMXFodVqa/2hu2fPHrp3787+/fs5ceIEs2bN4uzZszzyyCM8+uijPP300/ohRhqNhoSEBLZt20ZRURFpaWkkJyeTm5vLn/70J7Zt24ZSqSQ2NpYlS5bg6ekJVJcr/frrrw16IJKTkykqKjJYobhfv3489NBDvPPOOwB1tnu7eBQKBevWrSM+Pl7f9ubNmxkyZAh9+/atMeG6oqKCV199lVWrVnH27FlatGhBjx49mDdvnn7IkRCNQRIDIe7CyQs/sj7rZbS6SqPG0dImmNGa0SgqjBtHc1JVoeHch68YOwyjyg8IZ0rrhLoPNIIZ3q0oKTTtuQY3qByKOXLqP1RWmua/T6VSydixYw1KSgshBMhQIiHuSkCL7gzu9EKTVu64ldrCmRHaMZIUNDDNldpXCH+QeJ46gIO1aS6O93NVibFDqLdrxQ60C4wydhi1UigUjBo1SpICIUStJDEQ4i4Fe0YxsH0KUPcCPA1NoVOSaDMFyzLzuHNqTjT5D/b8AgCFTkc7e9PsRN5ZcAkHN/OYawBQetmXoEDT+vGtUCgYOXIkXbp0MXYoQggTJYmBEPegg08M0SFNXylpnOOfsLsiPQWNQXPqqLFDMAkhFaZbmvcXRWndB5mQqtJOeHmaztoQjz76aL1r7QshHkySGAhxjx5qFU/vwCeb7HoDHcfhealp64w/KLRVFVSceTBXPL5VYGGOsUO4rS35F7F3NZ8qXDqtEifbPjUWcjSGYcOG0bNnT2OHIYQwcZIYCHEfugU8zsP+4+o+8D6FqSPpcKnpVn5+0GiKL0IjLGJkjtrk7DZ2CHd01PK6sUO4K+XXbfD37W+wmm5TGzx4MH369DHa9YUQ5kMSAyHuU5+giXQLaLxKLj7WbelfGillSRuR5vyZug96QNhfzsPX3nTvym86V4jayXTjq03ZFRdCg3sb5doDBw4kKso0J0ILIUyPJAZCNIDegROIDJrU4O3aKR0ZpRsnFYgamSb3mLFDMCntrE33rrwOyLU1v8n3ZZcDCPBv2jUiYmNjeeSRR5r0mkII8yaJgRANpKv/GAaE/gVFA/2zUuiUJKqmSQWiRqbTaSk/ecTYYZiU4LI8Y4dwR/85V4Cdg6Wxw7hrFuVdcHNr/FWGFQoFw4cPp1+/fo1+LSFE8yKJgRANqFPLoQzu9FeUivv/0TLGaSrqIukpaGzlJZegQpKvm7U9m23sEO6oUqfjvL35/duoqrLA3akfNjaNV0RAqVQyatQomWgshLgnkhgI0cBCvPox/KH5WCpt77mN/o5j8LmoasCoxO1oLpwzdggmxy/nB6wsmn6djrux9ux5VGrTXIztTjSlKoL8+6NQNPz7a2Fhwbhx4+jatWuDty2EeDBIYiBEI/Bv0Y2Rnd/AxvLuyxR2tOtJ2OU2jRCVqI3mzHFjh2ByrMqvEehg2j+6K7Q6LjmaZyWp0iJ32gV3a9A2ra2tSU5OplOnTg3arhDiwSKJgRCNxNelE6O7LERl5Vzvc7ys/XnkWjQKKZ3ZJHQ6LZrjvxo7DJMUQrGxQ6jT2rzz2KpMO4G5netFwfj5NcwNADs7OyZOnEhQUFCDtCeEeHBJYiBEI/JwDGLMw+/gYOtR57G2CntGk4iy3PzGTpurimvF6MpKjB2GSQoqOmnsEOp0rVJLsYuxo7hXCmx13XFycr6vVlxcXJg0aRKtWsk6J0KI+yeJgRCNzFXtx5iu7+CqvsMXt05Bot00rEplEmxT0lzKN3YIJqvtyX3GDqFe1p3Lx9rGPL/KKius8HXvj6XlvRUr8PPzY8qUKXh6ejZwZEKIB5V5fpoKYWYcVZ6MfXgJfq6da93/mNMzOBTJ8KGmpjlr+nfFjcXjdDaONqY/TOdqZRUaN/P9KrtWbE+7wH53fV6HDh14+umncXBwaPighBAPLPP9NBXCzNha2TMy4g06+Q412B7lMJKWF+2NFNWDTXP8kLFDMGmhavNYbXtd/nmsrM3366z0sg/BgQ/V+/i+ffuSkJCAlZV5rQAthDB95vtJKoQZUiotGND+L0QFP4MCJaF23YkoCjZ2WA+kSk0p2ssXjR2GSQsuLzR2CPVyqbyCKnfz/jqrLO2It5fvHY9RKpWMGDGCIUOGoFSa9+sVQpgm81s6UohmoHPr0bioWtL60HUUWo2xw3kgaS6fN3YIJi+oIAfsehk7jHr5pqCAEZZuVFaaRy/HrXRaJY62fbiq3khpac0J8TY2NiQkJBAcLDcShBCNR245CGEkAR49UHbpCnaykJkxaPJPGzsEkxdwZLexQ6i389fKUXiY972u8us2+Pv2r9Eb4ObmxjPPPPNAJQWnTp1CoVCQlZVl7FDqlJycTHx8/F2do1Ao+PrrrxslHiHuhyQGQhiTgz307gkt3IwdyQNHcyLH2CGYPHXRefwczGcc+8aLhViY+IrNdSm74kxocB/98+DgYKZOnYqXl1eTXD85ORmFQsHkyZNr7Js6dSoKhYLk5OR6t5eRkYFCoaCoqKjhgqynvXv30rt3b9RqNR4eHowePZrKyrrLQc+dOxeFQkFsbGyNfW+99RYKhYJ+/frpt7377rusWLHirmLLy8tj8ODBd3WOEE1BEgMhjM3KCh7uAv6tjR3JA6OqQkNl3hljh2EW2lldN3YI9ZZbeh0rT/NJZG6n7LI/bQJC6devH8nJydjZ2TXp9f38/FizZg3Xrl3Tb7t+/TqrV682q/USxo4di4ODAz/99BPbt28nOjq63ud6e3uzfft2fvvtN4Pty5cvr/EeODk54ezsfFexeXl5YWNjc1fnCNEUJDEQwhQoFNC+HYR3AgvTLxFp7jRXzWNSrSkILvmt7oNMyObLF1CY+TebtbWSAf3jiY2NNcok486dO+Pn58fatWv129auXUurVq2IiIgwOFar1ZKamkpAQAAqlYrw8HC+/PJLoHo40I0f4y4uLga9Denp6fTp0wdnZ2fc3NwYNmwYx48fv21Mly9fJiEhAXd3d1QqFUFBQaSlpd3xdSiVSkaOHEloaCgdOnRg6tSp9V4zwsPDg0GDBrFy5Ur9tu+//54LFy4wdKhhZblbhxL169eP6dOn89xzz+Hq6oqXlxdz5841OOfmoUQ3hk2tXbuW6Oho7OzsCA8PZ/duw6F8//znP/Hz88POzo4RI0awaNGiu05IhKiLmX98CtHM+PpA7x7VQ4xEo9Hk5xo7BLPR9uwBY4dwV44Xl2HraW3sMO6ZawsbRj4eQJsgJ6PGMWHCBIMf3suXL+eJJ56ocVxqaiqrVq1i2bJlHDx4kJkzZ5KYmMiOHTvw8/Pjq6++AiAnJ4e8vDzeffddAEpLS/nLX/7CTz/9xLZt2/QVl7Ta2tdzeemllzh06BCbN2/m8OHDLF26lBYtWtzxNQwfPpxXX32VU6dO3fN7cPMQoeXLl5OQkIC1dd1/v1auXIlarebHH3/kzTff5JVXXmHLli13POevf/0rKSkpZGVlERwczLhx4/RDnzIzM5k8eTJ//vOfycrKYuDAgbz22mv39LqEuBNJDIQwNfb20KsHtPIzdiTNlub0UWOHYDZ8j+zF2szG7W+9egmFeYUMQHCoE/F/CMDJxfhDTBITE9m1axenT5/m9OnTZGZmkpiYaHCMRqPh9ddfZ/ny5cTExNCmTRuSk5NJTEzkgw8+wMLCAldXV6D6DryXlxdOTtUJz6hRoxg5ciSBgYE89NBDLF++nOzsbA4dqn1tkdzcXCIiIujatSv+/v4MGDCAuLi428a/cuVKVqxYwZQpU4iKijJod+HChXTs2LHO92DYsGFcvXqVnTt3UlpayhdffMGECRPqPA8gLCyMv/3tbwQFBTF+/Hi6du3Ktm3b7nhOSkoKQ4cOJTg4mHnz5nH69GmOHTsGwJIlSxg8eDApKSkEBwczZcoUmaMgGoV5l3AQormysICO7cHNFbIPQj0mzIn60WorqTh9+yELwpBVxXWCHC04eNl8/g4evlLCoJaulOaXGzuUerG0VNAzyov2YS7GDkXP3d2doUOHsmLFCnQ6HUOHDq1xh/7YsWOUlZUxcOBAg+3l5eU1hhzd6ujRo7z88sv8+OOPXLhwQd9TkJubW+uP9meeeYZRo0bx888/M2jQIOLj4+nVq/ZSulqtltmzZzN//nymTJmCu7s7ffv2ZcOGDfTo0YPs7GwiIyPrfA+srKxITEwkLS2NEydOEBwcTFhYWJ3nATWO8/b2pqCgoN7neHt7A1BQUEC7du3IyclhxIgRBsd369aNDRs21CseIepLEgMhTJm3Fzg5QdZ+KLpi7GiahfLii6CtMnYYZiVEd4WDqI0dxl3ZUVpEV5p20u69aOFhS//Bvri4Gr+X4FYTJkxg2rRpALz33ns19peUVK+3sHHjRnx9DRdnq2tibVxcHK1bt+af//wnPj4+aLVaOnbsSHl57cnc4MGDOX36NJs2bWLLli088sgjTJ06lQULFtQ4tqCggPz8fH1y8uSTT1JcXMyAAQP46KOP+Oqrr+q8e3/DhAkT6N69O7/88ku9ewuAGqtSKxSK2w6Tqu0cxf91edV1jhANTRIDIUydnQp6dIMjR+HEKWNHY/Y0BeY1mdYUBF0+CYq6h16YkqzLV+nn60zJedPsNVAoILyrG117ephsidXY2FjKy8tRKBTExMTU2N++fXtsbGzIzc0lKiqq1jZujMevqvo9Gb948SI5OTn885//1N+537VrV53xuLu7k5SURFJSEpGRkcyaNavWxMDFxQWVSsXOnTvp2bMnADNmzKC4uJhx48bx6KOP0q1bt7rfAKBDhw506NCBAwcO8Pjjj9frnMYQEhLC3r17Dbbd+lyIhiCJgRDmQKmEdiHg5gb7s+E2d9VE3TS5x4wdgtlpc2IvtDWvxADgB81VOmJr7DBqcHC0IjrWF29f0+7RsLCw4PDhw/o/38rBwYGUlBRmzpyJVqulT58+XLlyhczMTBwdHUlKSqJ169YoFAo2bNjAkCFDUKlUuLi44Obmxocffoi3tze5ubnMnj37jrG8/PLLdOnShQ4dOqDRaNiwYQOhoaG1HmtjY8Of//xn5s2bh52dHbGxseTn55OVlYVarea7774jJyeHkJCQer0P//3vf6moqDBqBaA//elP9O3bl0WLFhEXF8d///tfNm/erO9ZEKKhyORjIcyJewvo00sWRLtHOl0V5bKw2V1zP3MYZ1vzu4/0w4Ui7N1Nq0JRcKgToxPbmHxScIOjoyOOjo633T9//nxeeuklUlNTCQ0NJTY2lo0bNxIQEACAr68v8+bNY/bs2Xh6ejJt2jSUSiVr1qxh3759dOzYkZkzZ/LWW2/dMQ5ra2vmzJlDWFgYffv2xcLCgjVr1tz2+Ndee423336bDz/8kLCwMB5//HH8/Pw4deoU3bp1Y+jQoVy4cKFe74FarTZ6WdDevXuzbNkyFi1aRHh4OOnp6cycORNbW9NLfIV5U+h0Op2xgxBC3IMzZ+HwrzIx+S5oSi5RsHKhscMwS2+NfIvdl8zv66KvhyvBl4yfHNjYWhD5iDdtg2//I1uIu/HUU0/x66+/8t133xk7FNGMmN8tICFENT/f6h6Eg4fg/J2rXYhqmgtnjR2C2QopL2Q3d64bb4p2Flyii1crii8Yb/idbys10TE+qO3Nf1VmYTwLFixg4MCBqNVqNm/ezMqVK3n//feNHZZoZiQxEMKc2dpAlwjIy4eDh2XuQR00v50wdghmK/D8r6DuY+ww7skvlNKapv9Rbm2jpHtvD0LDXGQsuLhve/bs4c0336S4uJg2bdqwePFiJk6caOywRDMjQ4mEaC7Ky+HQr3Auz9iRmCSdTse5VX9HW1Js7FDMUpljC/7Y+TnM9QtjhocfJZcqmux6/oEO9In2kl4CIYRZkR4DIZoLa2t4KAx8vOGXQ3D9urEjMikV14slKbgPdlcv4OdgRW5x0/24bkhHLa/jTc3KOg3NTm1Jn/5eBATKXAIhhPmRqkRCNDce7hDZG/xaGjsSk1J+Kd/YIZi9UKtrxg7hnm06V4jaqfHu3isU0OEhF8YktZWkQAhhtiQxEKI5srKETh2qF0ZzdDB2NCZBc+6ksUMwe0HF5rs4nA7ItW2cOTjunraMGBdAn2hvbGwav1dCCCEaiyQGQjRnri7Qu2d1kmBt/JKNxqQ5/quxQzB7bc/sN3YI9+U/5wqwc2i4EbTWNkoi+3sxYlwA7p6qBmtXCCGMReYYCNHcKRTVw4q8veDYCTh1GrRaY0fVpCrLr1F1UUq63q+WR/dg03IEmkrz/PtTqdORb1+J431ONVEqIbSTC116uKOyk69RIUTzIT0GQjwoLC2hXTD07Q2eHsaOpklpLsv8goZgUVVBsIN5f22sO3selfref8z7t3XgsfFt6dPfW5ICIUSzI59qQjxo7Oyq1z64eBEO5UBx86/Uo8nPNXYIzUY7XRHZ2Bs7jHtWodVxybEKVendnefhpaJHX0+8fe0aJzAhhDAB5n3rRwhx79zcoE9P6Ni+2c8/0JzMMXYIzUbgJfNfJG5t3nlsVfWbJOzoZMWAIb6MGBcgSYEQotmTHgMhHmQKBbTyA29vOHmqev5BZaWxo2pQVVXlVJ49bewwmo02x/dAUJixw7gv1yq1FLvAnaqv2tha0Ll7CzqEu2JhIasWCyEeDJIYCCGqy5sGB4J/KzhxCk7nQlWVsaNqEJorhcYOoVlxO3sE1zBLLl0z7wRy3bl8Em09Kb9uOJHa0lJBh3BXIrq1wMZWSo8KIR4skhgIIX5nbV09QTnAH06crE4QzLyCkSb/jLFDaHZCVZVkmu9aZwBcraxC46ZEcbb677ellYIOYa6Ed3WTScVCiAeWfPoJIWqysYbQEGjjXz3E6PQZs+1BKD99xNghNDvBmgIyMf/KVuvyzpOg9iSkvRNhXdxQqeQrUQjxYJPJx0KI27OxgXYhEN0XAttUlzw1I1ptFeWnjxk7jGYnMN/8F4tzUlkxumtLRvwxgO59PJt1UpCRkYFCoaCoqAiAFStW4OzsbNSYmhOFQsHXX39t7DCEaBCSGAgh6mZtDcFB1QlCcGB1j4IZKC++aLY9HabMPycTpZnOx/VwsGFmdBD/eboXT/UOwEFlZdR4kpOTUSgUTJ48uca+qVOnolAoSE5ObtBrjh07liNH7r8nrbCwkNGjR+Pi4oKjoyP9+vUjJ6fuCmA3EpXaHvn59V9zxN/fn3feeec+XsHvTp06hUKhICsr667PzcvLY/DgwQ0SR2NLTk4mPj7e2GEIE9Z8b5EIIRqelRUEtoU2AZCXXz0HoeiKsaO6LU3hb8YOoVlSlVymtYMVJ69WGDuUegtwsyPx4VYMae+FpYVp3RPz8/NjzZo1vP3226hUKgCuX7/O6tWradWqVYNfT6VS6a9zP55//nl++uknNmzYgJeXFz///PNdnZ+Tk4Ojo6PBNg+Pph+iVl5efl/ne3l5NVAkQhifaX06CiHMg1IJvj7Qqwf06g4+3pjiLWTNmePGDqHZCrEsM3YIdbJUKhgQ4sHSsRF8MaEHj3byMbmkAKBz5874+fmxdu1a/ba1a9fSqlUrIiIiDI7VarWkpqYSEBCASqUiPDycL7/80uCYTZs2ERwcjEqlIjo6mlOnThnsv3Uo0fHjxxk+fDienp7Y29vz8MMPs3Xr1jrjViqV9OrVi969e9O2bVsee+wxQkJC6v26PTw88PLyMngoldX/f27c2V6wYAHe3t64ubkxdepUKiqqk9F+/fpx+vRpZs6cqe9tuGHXrl1ERkaiUqnw8/Nj+vTplJb+vqKdv78/8+fPZ/z48Tg6OvL0008TEBAAQEREBAqFgn79+gGwd+9eBg4cSIsWLXByciIqKqpGAnTzUKIbPQ9r164lOjoaOzs7wsPD2b17d433f8OGDYSEhGBnZ8fo0aMpKytj5cqV+Pv74+LiwvTp06m6qcdTo9GQkpKCr68varWa7t27k5GRUaPdb7/9ltDQUOzt7YmNjSUvLw+AuXPnsnLlSr755hv9e3bz+UKAJAZCiPvl7AwPhUF0VHVvgokMM9LptJQfN/+x8KYquNh0qz15OtgwuU8A/5nUi9RHO9K1lYuxQ6rThAkTSEtL0z9fvnw5TzzxRI3jUlNTWbVqFcuWLePgwYPMnDmTxMREduzYAcCZM2cYOXIkcXFxZGVlMXHiRGbPnn3Ha5eUlDBkyBC2bdvG//73P2JjY4mLiyM3984rhg8fPpwvv/yS9PT0e3jFddu+fTvHjx9n+/btrFy5khUrVrBixQqgOnFq2bIlr7zyCnl5efofv8ePHyc2NpZRo0Zx4MABPv/8c3bt2sW0adMM2l6wYAHh4eH873//46WXXmLPnj0AbN26lby8PH2SVlxcTFJSErt27eKHH34gKCiIIUOGUFzHivF//etfSUlJISsri+DgYMaNG0flTWvElJWVsXjxYtasWUN6ejoZGRmMGDGCTZs2sWnTJj755BM++OADg6Rv2rRp7N69mzVr1nDgwAEee+wxYmNjOXr0qEG7CxYs4JNPPmHnzp3k5uaSkpICQEpKCmPGjNEnC3l5efTq1ese/++I5kqGEgkhGoaNTfX8g8A21cOMTuXCFeMNMyovu4JOc91o12/u2uZmgXcbY4ehpwC6+7sy+iFf+rRtgYUJ9mDdSWJiInPmzOH06erF+DIzM1mzZo3BHV2NRsPrr7/O1q1b6dmzJwBt2rRh165dfPDBB0RFRbF06VLatm3LwoULAQgJCSE7O5u///3vt712eHg44eHh+ufz589n3bp1rF+/vsYP6hsOHTrE448/ziuvvMLEiRN5++23eeyxxwDYt28fXbt2pbCwkBYtWtz2ui1btjR43rp1aw4ePKh/7uLiwj/+8Q8sLCxo164dQ4cOZdu2bTz11FO4urpiYWGBg4ODwVCe1NRUEhISmDFjBgBBQUEsXrxY/97Y2toC0L9/f5599ln9eRYW1WtWuLm5GbTXv39/gxg//PBDnJ2d2bFjB8OGDbvta0tJSWHo0KEAzJs3jw4dOnDs2DHatWsHQEVFhf7/FcDo0aP55JNPOH/+PPb29rRv357o6Gi2b9/O2LFjyc3NJS0tjdzcXHx8fPTXSE9PJy0tjddff13f7rJly/TtTps2jVdeeQUAe3t7VCoVGo1Ghj+J25LEQAjRsG4MM/L1gaIi+O0c5OVBRdMuiKW5cK5Jr/eg8Tn6E7Z+o7leadx1LpxUVsR19GZkuA9+LnZGjeV+uLu7M3ToUFasWIFOp2Po0KE1flQfO3aMsrIyBg4caLC9vLxcP+To8OHDdO/e3WD/jSTidkpKSpg7dy4bN24kLy+PyspKrl27dsceg7lz5zJ48GBmz57NoEGDGDhwIBcvXmTy5MlkZ2fTrl27OyYFAN999x0ODg7651ZWhhPBO3TooP/BDuDt7U12dvYd29y/fz8HDhzgs88+02/T6XRotVpOnjxJaGgoAF27dr1jOzecP3+eF198kYyMDAoKCqiqqqKsrKzO3pSwsN9XB/f29gagoKBAnxjY2dnpf7wDeHp64u/vj729vcG2goICALKzs6mqqiI4ONjgOhqNBjc3N/3zW9v19vbWtyFEfUhiIIRoPM7O1Y/27aCgEM6eg8JC0Ooa/dLlZ080+jUeZBbaSkIclOy/3PSJgVIBES2dievozYB2HthYNo8ViidMmKC/Q//ee+/V2F9SUgLAxo0b8fX1NdhnY2Nzz9dNSUlhy5YtLFiwgMDAQFQqFaNHj77jpNwDBw6QlJQEVM+RWL9+PTExMVy4cIH09PRah0HdKiAg4I5lU29NFBQKBdo6FlwsKSlh0qRJTJ8+vca+mydyq9XqOuMDSEpK4uLFi7z77ru0bt0aGxsbevbsWeeE5ZtjvzH/4ebYa3ttd3q9JSUlWFhYsG/fPoNkCTBIJmprQ6dr/M9b0XxIYiCEaHxKJXh5Vj/KyyHvPJw7B5eLGuVyOp0OzbHDjdK2+F2I9jL7caj7wAYS7GFPbKgXMaGeeDjc+w9hUxUbG0t5eTkKhYKYmJga+9u3b4+NjQ25ublERUXV2kZoaCjr16832PbDDz/c8bqZmZkkJyczYsQIoPpH6K0Tlm/l6+vLd999x5w5cwDo3bs369atY9iwYbi6ut52CFJDsra2NpicC9VJyqFDhwgMDLzrtoAa7WVmZvL+++8zZMgQoHoOx4ULF+4j6nsTERFBVVUVBQUFREZG3nM7tb1nQtxMEgMhRNOytobWftWPsrLqXoSzedV/biCVmhK0xaZbRrW5CLx4DCwj6j7wPvg5qxjYzoPY9l4EuNXvLq+5srCw4PDhw/o/38rBwYGUlBRmzpyJVqulT58+XLlyhczMTBwdHUlKSmLy5MksXLiQWbNmMXHiRPbt26efsHs7QUFBrF27lri4OBQKBS+99FKdd+ZnzZrFkCFDmDp1Ks888wwVFRXs2LEDa2trCgsL+c9//sPYsWPv2EZBQQHXrxvOA3Jzc6tx1/t2/P392blzJ3/4wx+wsbGhRYsWPP/88/To0YNp06YxceJE1Go1hw4dYsuWLfzjH/+4bVseHh6oVCrS09Np2bIltra2ODk5ERQUxCeffELXrl25evUqs2bNapBSr3crODiYhIQExo8fz8KFC4mIiKCwsJBt27YRFhamn89QF39/f7799ltycnJwc3PDycmp3u+3eDBIVSIhhPHY2UFQIPSLhJ7dwb919bb7pLlU/0WSxL1re2xPo7TbykXFEz1a8+n4h1n7VE+eiWzb7JOCGxwdHWvU9r/Z/Pnzeemll0hNTSU0NJTY2Fg2btyoL7fZqlUrvvrqK77++mvCw8NZtmyZfmLq7SxatAgXFxd69epFXFwcMTExdO7c+Y7nxMbGsm3bNrKzs+nduzf9+/cnJyeHPXv2MG/ePJKTk/n+++/v2EZISAje3t4Gj3379t3xnJu98sornDp1irZt2+Lu7g5Uj+3fsWMHR44cITIykoiICF5++WX9hN3bsbS0ZPHixXzwwQf4+PgwfPhwAD7++GMuX75M586d+eMf/8j06dONstYCQFpaGuPHj+fZZ58lJCSE+Ph49u7de1drXTz11FOEhITQtWtX3N3dyczMbMSIhTlS6GTwmRD1kpycTFFRkb5etWhEJaVQUFA9L+FyEdzlx9TFn7ZQ9mNGo4QmDE0asojCsvubWK4Agjzs6d3GjUeCPQjxbLrhSUIIIX4nPQbC7CUnJ+sXa7GysiIgIIDnnnuuRhd1Y8vIyNDHcesjP7/uO9hz587loYceuuvr3rpYUbNgr65eXblHNxgQDeGdwNsLLOs3+lFzQtYvaCrtbO8tKXCxsyI21JN5Q0LZPKUPnyV1Y0pkW0kKhBDCiGSOgWgWYmNjSUtLo6Kign379pGUlIRCobhj7e7GkpOTU2MogLG6npsFK6vfy59qtdU9CAWF1Y+bVjO9obL8GlWFMpSoqQRfP893eNZ5nIVSQZiPEz0DXOnh70o7TweD1WqFEEIYn/QYiGbBxsYGLy8v/Pz8iI+PZ8CAAWzZskW/X6vVkpqaSkBAACqVivDwcIMVJauqqnjyySf1+0NCQnj33XfvKRYPDw+8vLwMHkpl9T+1jIwMunXrhlqtxtnZmd69e3P69GlWrFjBvHnz2L9/v76X4caEwUWLFtGpUyfUajV+fn5MmTJFX7YwIyODJ554gitXrujPmzt3LlBd3zolJQVfX1/UajXdu3c3WCzJLCmV4OYKoSEQ1Qf696teddmvJfxf+UHNFanZ3ZQC8w7edp+Pky2jwn15K74TW6dF8uG4zjzRw59QL0dJCoQQwgRJj4Fodn755Re+//57Wrdurd+WmprKp59+yrJlywgKCmLnzp0kJibi7u5OVFQUWq2Wli1b8u9//xs3Nze+//57nn76aby9vRkzZkyDxFVZWUl8fDxPPfUU//rXvygvL2fPnj0oFArGjh3LL7/8Qnp6Olu3bgXAyckJAKVSyeLFiwkICODEiRNMmTKF5557jvfff59evXrxzjvv8PLLL5OTkwP8XtN62rRpHDp0iDVr1uDj48O6deuIjY0lOzuboKCgBnlNRmdrAz7e1Q8AjQarI4ew1xSjObSfihM5IKX5GlXrIz+g7NYfpUJBiKcDYT5OhPk60cnHEU8HW2OHJ4QQ4i7I5GNh9pKTk/n000+xtbWlsrISjUaDUqnkiy++YNSoUWg0GlxdXdm6davBCqATJ06krKyM1atX19rutGnTyM/P1/cs1DX5OCMjg+jo6BoL57Ru3ZqDBw9y6dIl3NzcyMjIqLUG+dy5c/n666/Jysq64+v98ssvmTx5sr6W9ooVK5gxYwZFRUX6Y3Jzc2nTpg25ubkG1TgGDBhAt27d6qxS0lxor1+n/OhByg8foPzIQcpPHqXq/Lm7nswsarL0bol1UHusgtpz5uFYAr1dms1CY0II8aCSHgPRLERHR7N06VJKS0t5++23sbS0ZNSoUQAcO3aMsrIyBg4caHBOeXk5ERG/12B/7733WL58Obm5uVy7do3y8vJ7mgz83Xff4eDw+wTKGzWiXV1dSU5OJiYmhoEDBzJgwADGjBmDt7f3HdvbunUrqamp/Prrr1y9epXKykquX79OWVkZdrcp7ZmdnU1VVRXBwcEG2zUaDW5ubnf9msyV0tYW205dsO3URb9Ne62MilPHqDh1lIqTxyg/dZSKU8fQlZYYMVLTpVDZYdnSH6uWrbFq1QbroFCsA9ujdPh9Hk0HI8YnhBCi4UhiIJoFtVqtX+ly+fLlhIeH8/HHH/Pkk0/qx+Nv3LgRX19fg/NsbKpXT12zZg0pKSksXLiQnj174uDgwFtvvcWPP/5417EEBATctkpQWloa06dPJz09nc8//5wXX3yRLVu20KNHj1qPP3XqFMOGDeOZZ57htddew9XVlV27dvHkk09SXl5+28SgpKQECwsL9u3bV2OhpBtDjR5USpUdNqFh2ISGGWyvLMij4uRRKk4epfz0Maryz1JZkI+26JKRIm1aStcWWPkFYNXSH8uWrbHyC8DSzx/LFnVPLBZCCNE8SGIgmh2lUskLL7zAX/7yFx5//HHat2+PjY0Nubm5tQ7hgepl73v16sWUKVP0244fP94o8UVERBAREcGcOXPo2bMnq1evpkePHrUuVb9v3z60Wi0LFy7UT2D+4osvDI6p7byIiAiqqqooKCggMjKyUV5Hc2Pp4Y2lhzeq7n0NtmuvX6eqMJ/K8+eoKsyjsiCfqvPnqCzIo6ogj6pLF0x+aJLCVoWFqzsWbi2wcGmB0s29+rlrCyy9W2Ll54/S7sFOGIUQQkhiIJqpxx57jFmzZvHee++RkpJCSkoKM2fORKvV0qdPH65cuUJmZiaOjo4kJSURFBTEqlWr+PbbbwkICOCTTz5h7969+tVE70ZBQUGNNRTc3Nz47bff+PDDD3n00Ufx8fEhJyeHo0ePMn78eKB6qfqTJ0+SlZVFy5YtcXBwIDAwkIqKCpYsWUJcXByZmZksW7bMoG1/f39KSkrYtm0b4eHh2NnZERwcTEJCAuPHj2fhwoVERERQWFjItm3bCAsLY+jQoff+5j5glLa2KP38sfLzr3W/rqKCqssX0BZfRVtSjLbk6v89ivX/1d36XHMdXVUlVFaiq6xAV1kJVZW3TTAU1jYobFXVD5UKpY0KhcoOhY0tSpWdfp/SVoVC7YCFa4v/e1QnA/KjXwghRL3ohDBzSUlJuuHDh9fYnpqaqnN3d9eVlJTotFqt7p133tGFhITorKysdO7u7rqYmBjdjh07dDqdTnf9+nVdcnKyzsnJSefs7Kx75plndLNnz9aFh4fXeZ0btm/frgNqfezevVuXn5+vi4+P13l7e+usra11rVu31r388su6qqoqfQyjRo3SOTs76wBdWlqaTqfT6RYtWqTz9vbWqVQqXUxMjG7VqlU6QHf58mX9tSdPnqxzc3PTAbq//e1vOp1OpysvL9e9/PLLOn9/f52VlZXO29tbN2LECN2BAwfu5+0WTUSr1eofQgghRFOQqkRCCCGEEEIIWeBMCCGEEEIIIYmBEEIIM5ecnKxf+fvmR2xsrLFDE0IIsyKTj4UQQpi92NhY0tLSDLbdKEfcGMrLy7G2tm609oUQwhikx0AIIYTZs7GxwcvLy+Dh4uICgEKh4KOPPmLEiBHY2dkRFBTE+vXrDc7/5ZdfGDx4MPb29nh6evLHP/5Rv7o4QL9+/Zg2bRozZsygRYsWxMTEALB+/XqCgoKwtbUlOjqalStXolAoKCoqorS0FEdHR/3q6Td8/fXXqNVqiouLG/ldEUKIuyOJgRBCiGZv3rx5jBkzhgMHDjBkyBASEhK4dKl68bqioiL69+9PREQEP/30E+np6Zw/f54xY8YYtLFy5Uqsra31ZYNPnjzJ6NGjiY+PZ//+/UyaNIm//vWv+uPVajV/+MMfavRkpKWlMXr0aIMV0oUQwhRIVSIhhBBmLTk5mU8//RRbW1uD7S+88AIvvPACCoWCF198kfnz5wNQWlqKvb09mzdvJjY2lldffZXvvvuOb7/9Vn/ub7/9hp+fHzk5OQQHB9OvXz+uXr3Kzz//rD9m9uzZbNy4kezsbP22F198kddee43Lly/j7OzMnj176NWrF2fOnMHb25uCggJ8fX3ZunXrbRdcFEIIY5E5BkIIIcxedHQ0S5cuNdjm6uqq/3NYWJj+z2q1GkdHRwoKCgDYv38/27dvx96+5kJwx48fJzg4GIAuXboY7MvJyeHhhx822NatW7cazzt06MDKlSuZPXs2n376Ka1bt6ZvX8MVtoUQwhRIYiCEEMLsqdVqAgMDb7vfysrK4LlCoUCr1QJQUlJCXFwcf//732uc5+3tbXCNezFx4kTee+89Zs+eTVpaGk888QQKheKe2hJCiMYkiYEQQogHWufOnfnqq6/w9/fH0rL+X4shISFs2rTJYNvevXtrHJeYmMhzzz3H4sWLOXToEElJSfcdsxBCNAaZfCyEEMLsaTQa8vPzDR43VxW6k6lTp3Lp0iXGjRvH3r17OX78ON9++y1PPPEEVVVVtz1v0qRJ/Prrrzz//PMcOXKEL774ghUrVgAY9Ai4uLgwcuRIZs2axaBBg2jZsuV9vVYhhGgskhgIIYQwe+np6Xh7exs8+vTpU69zfXx8yMzMpKqqikGDBtGpUydmzJiBs7MzSuXtvyYDAgL48ssvWbt2LWFhYSxdulRflejWNRSefPJJysvLmTBhwr2/SCGEaGRSlUgIIYRoIK+99hrLli3jzJkzBts/+eQTZs6cyblz52RhNCGEyZIeAyGESVEoFHz99ddGjWHu3Lk89NBDNbZ5enrq40tOTiY+Pv6+rpORkaFfDEuYp/fff5+9e/dy4sQJPvnkE9566y2DOQRlZWUcP36cN954g0mTJklSIIQwadJjIIRoEsnJyaxcuRIAS0tLXF1dCQsLY9y4cSQnJ+uHbOTn5+Pi4lJjKEZTKikpQaPR4ObmBsDhw4dp374969ato0ePHri4uHD9+nV0Oh3Ozs73fJ2MjAyio6P1Ne+F+Zk5cyaff/45ly5dolWrVvzxj39kzpw5+knMc+fO5bXXXqNv37588803tZZEFUIIUyGJgRCiSSQnJ3P+/HnS0tKoqqri/PnzpKenk5qaSmRkJOvXr7+rijD3qqqqCoVCccex47fasGEDcXFxaLXaBi0zKYmBEEIIUyJDiYQQTcbGxgYvLy98fX3p3LkzL7zwAt988w2bN282qOZyYyhRr169eP755w3aKCwsxMrKip07dwLV1WhSUlLw9fVFrVbTvXt3MjIy9MevWLECZ2dn1q9fT/v27bGxsSE3N5eMjAy6deuGWq3G2dmZ3r17c/r0acBwKNHcuXOJi4sDQKlU6hODW4cSabVaUlNTCQgIQKVSER4ezpdffmkQ+6ZNmwgODkalUhEdHc2pU6ca4F0VQgghGoYkBkIIo+rfvz/h4eGsXbu2xr6EhATWrFnDzR2bn3/+OT4+PkRGRgIwbdo0du/ezZo1azhw4ACPPfYYsbGxHD16VH9OWVkZf//73/noo484ePAgrq6uxMfHExUVxYEDB9i9ezdPP/10rb0BKSkppKWlAZCXl0deXl6tryM1NZVVq1axbNkyDh48yMyZM0lMTGTHjh0AnDlzhpEjRxIXF0dWVhYTJ05k9uzZ9/7GCSGEEA1MFjgTQhhdu3btOHDgQI3tY8aMYcaMGezatUufCKxevZpx48ahUCjIzc0lLS2N3NxcfHx8gOof8unp6aSlpfH6668DUFFRwfvvv094eDgAly5d4sqVKwwbNoy2bdsCEBoaWmts9vb2+mE+Xl5etR6j0Wh4/fXX2bp1Kz179gSgTZs27Nq1iw8++ICoqCiWLl1K27ZtWbhwIVC9OFZ2dnatq+0KIYQQxiCJgRDC6HQ6Xa13693d3Rk0aBCfffYZkZGRnDx5kt27d/PBBx8AkJ2dTVVVFcHBwQbn3TxxGMDa2pqwsDD9c1dXV5KTk4mJiWHgwIEMGDCAMWPG4O3tfU/xHzt2jLKyMgYOHGiwvby8nIiICKB6AnP37t0N9t9IIoQQQghTIImBEMLoDh8+TEBAQK37EhISmD59OkuWLGH16tV06tSJTp06AdXVgywsLNi3bx8WFhYG591c/UWlUtVIPNLS0pg+fTrp6el8/vnnvPjii2zZsoUePXrcdfwlJSUAbNy4EV9fX4N9xqyuJIQQQtwNSQyEEEb13//+l+zsbGbOnFnr/uHDh/P000+Tnp7O6tWrGT9+vH5fREQEVVVVFBQU6Ica3Y2IiAgiIiKYM2cOPXv2ZPXq1feUGNw8qTkqKqrWY0JDQ1m/fr3Bth9++OGuryWEEEI0FkkMhBBNRqPRkJ+fX6Nc6bBhwwx+8N9MrVYTHx/PSy+9xOHDhxk3bpx+X3BwMAkJCYwfP56FCxcSERFBYWEh27ZtIywsjKFDh9ba5smTJ/nwww959NFH8fHxIScnh6NHj942hro4ODiQkpLCzJkz0Wq19OnThytXrpCZmYmjoyNJSUlMnjyZhQsXMmvWLCZOnMi+ffv0lZiEEEIIUyCJgRCiyaSnp+Pt7Y2lpSUuLi6Eh4ezePFikpKS7riuQEJCAkOGDKFv3760atXKYF9aWhqvvvoqzz77LGfPnqVFixb06NGDYcOG3bY9Ozs7fv31V1auXMnFixfx9vZm6tSpTJo06Z5f2/z583F3dyc1NZUTJ07g7OysL8kK0KpVK7766itmzpzJkiVL6NatG6+//joTJky452sKIYQQDUkWOBNCCCGEEELIOgZCCCGEEEIISQyEEEIIIYQQSGIghBBCCCGEQBIDIYQQQgghBJIYCCGEEEIIIZDEQAghhBBCCIEkBkIIIYQQQggkMRBCCCGEEEIgiYEQQgghhBACSQyEEEIIIYQQSGIghBBCCCGEQBIDIYQQQgghBPD/AUIcUTMRPmenAAAAAElFTkSuQmCC", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(8, 6))\n", - "df['category'].value_counts().plot(kind='pie', autopct='%1.1f%%')\n", - "plt.title('Billionaires by Industry')\n", - "plt.axis('equal')\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "id": "fc12442c", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "world_map = plt.figure(figsize=(12, 6))\n", - "ax = world_map.add_subplot(111)\n", - "df.groupby('country')['finalWorth'].sum().sort_values(ascending=False).head(10).plot(kind='bar', ax=ax)\n", - "plt.title('Top 10 Countries by Billionaire Wealth')\n", - "plt.xlabel('Country')\n", - "plt.ylabel('Total Wealth (USD)')\n", - "plt.xticks(rotation=90)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "5228fbaf", - "metadata": {}, - "source": [ - "# Przykładowe wykresy z internetu\n" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "id": "bf671c0e", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "for i in ['images/kraje.png', 'images/top.png', 'images/world.jpeg']:\n", - " imga = mpimg.imread(i)\n", - " plt.figure(figsize=(15,8))\n", - " imgplot = plt.imshow(imga)\n" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "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": "3.11.8" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/Prezentacja_wykresy.ipynb b/Prezentacja_wykresy.ipynb index 4ade1b7..0086280 100644 --- a/Prezentacja_wykresy.ipynb +++ b/Prezentacja_wykresy.ipynb @@ -1,19 +1,8 @@ { "cells": [ - { - "cell_type": "markdown", - "id": "c3968b76-b939-4c1c-9b84-29e51f8ae69f", - "metadata": {}, - "source": [ - "# Statystyki miliarderów\n", - "**Zbiór danych zawiera statystyki dotyczące miliarderów na świecie, zawarte są również ich dane osobowe, branże którymi się zajmują oraz firmy.**\n", - "\n", - "[Źródło](https://www.kaggle.com/datasets/nelgiriyewithana/billionaires-statistics-dataset)" - ] - }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 1, "id": "cb8f7a05-40a5-46cf-8900-88da58e8690f", "metadata": {}, "outputs": [], @@ -28,7 +17,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 2, "id": "5a5c0cd6-6606-4983-b945-eeed8b5afe24", "metadata": {}, "outputs": [], @@ -492,26 +481,21 @@ ], "source": [ "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(16, 6))\n", - "# Plot the birth month distribution\n", + "\n", "ax1.set_title('Miesiące urodzenia miliarderów', fontsize=16)\n", "sns.histplot(data=df['birthMonth'], bins=12, color='skyblue', kde=True, ax=ax1)\n", "ax1.set_xlabel('Miesiąc urodzenia', fontsize=12)\n", "ax1.set_ylabel('Liczba miliarderów', fontsize=12)\n", "\n", - "# Plot the birth day distribution\n", "ax2.set_title('Dni urodzenia miliarderów', fontsize=16)\n", "sns.histplot(data=df['birthDay'], bins=31, color='skyblue', kde=True, ax=ax2)\n", "ax2.set_xlabel('Dzień urodzenia', fontsize=12)\n", "ax2.set_ylabel('Liczba miliarderów', fontsize=12)\n", "\n", - "# Set the style and remove the left despine\n", "sns.set_style(\"whitegrid\")\n", "sns.despine(left=True)\n", "plt.grid(axis='y', linestyle='--', alpha=0.7)\n", - "\n", - "# Adjust the spacing between subplots\n", "plt.subplots_adjust(wspace=0.4)\n", - "\n", "plt.show()" ] }, @@ -831,7 +815,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.9" + "version": "3.11.8" } }, "nbformat": 4, diff --git a/dashboard/README.md b/dashboard/README.md new file mode 100644 index 0000000..0db0a99 --- /dev/null +++ b/dashboard/README.md @@ -0,0 +1 @@ +This template gives you a more "complete" dashboard for exploring the tips dataset. For an overview of what's here, visit [this article](https://shiny.posit.co/py/docs/user-interfaces.html). \ No newline at end of file diff --git a/dashboard/__pycache__/shared.cpython-310.pyc b/dashboard/__pycache__/shared.cpython-310.pyc new file mode 100644 index 0000000..4c63589 Binary files /dev/null and b/dashboard/__pycache__/shared.cpython-310.pyc differ diff --git a/dashboard/app.py b/dashboard/app.py new file mode 100644 index 0000000..d9a0816 --- /dev/null +++ b/dashboard/app.py @@ -0,0 +1,231 @@ +import faicons as fa +import plotly.express as px +from shared import app_dir, billionaires +from shinywidgets import render_plotly +import pandas as pd +from shiny import reactive, render +from shiny.express import input, ui + + +worth_rng = (min(billionaires.finalWorth), max(billionaires.finalWorth)) + +ui.page_opts(title="Billionaires dataset", fillable=False) + +with ui.sidebar(open="desktop"): + ui.input_slider( + "net_worth", + "Net worth range in billions", + min=worth_rng[0], + max=worth_rng[1], + value=worth_rng, + pre="$", + post="B", + ) + ui.input_selectize( + "categories", + "Busniess categories", + billionaires['category'].unique().tolist(), + selected="Technology", + ) + ui.input_action_button("reset", "Reset filter") + +# Add main content +ICONS = { + "user": fa.icon_svg("user", "regular"), + "currency-dollar": fa.icon_svg("dollar-sign"), + "ellipsis": fa.icon_svg("ellipsis"), + "age": fa.icon_svg("hourglass-half") +} + +with ui.layout_columns(fill=False): + with ui.value_box(showcase=ICONS["user"]): + "Total billionaires" + + @render.express + def total_billionaires(): + billionaires_data().shape[0] + + with ui.value_box(showcase=ICONS["currency-dollar"]): + "Average net worth" + + @render.express + def average_net_worth(): + d = billionaires_data() + if d.shape[0] > 0: + avg_worth = d['finalWorth'].mean() + f"${avg_worth:,.2f}B" + + with ui.value_box(showcase=ICONS["age"]): + "Average age" + + @render.express + def average_bill(): + d = billionaires_data() + if d.shape[0] > 0: + avg_age = d['age'].mean() + f"{avg_age:.1f}" + + +with ui.layout_columns(col_widths=[6, 6, 12]): + with ui.card(full_screen=True): + ui.card_header("Billionaires data") + + @render.data_frame + def table(): + return render.DataGrid(billionaires_data()) + + with ui.card(full_screen=True): + ui.card_header("Billionaires by Country") + + @render_plotly + def billionaires_map(): + country_counts = billionaires_data()['country'].value_counts() + country_data = pd.DataFrame({ + 'country': country_counts.index, + 'billionaires': country_counts.values + }) + + fig = px.choropleth( + country_data, + locations="country", + locationmode='country names', + color="billionaires", + hover_name="country", + color_continuous_scale="Plasma", + projection="orthographic", + labels={'billionaires': 'Number of Billionaires'}, + ) + fig.update_layout( + geo=dict( + showframe=False, + projection_type="orthographic", + showcoastlines=True, + showocean=True, + showland=True, + showcountries=True, + landcolor='rgb(243, 243, 243)', + countrycolor='rgb(204, 204, 204)' + ), + showlegend=False, + ) + return fig + + with ui.card(full_screen=True): + with ui.card_header(class_="d-flex justify-content-between align-items-center"): + "Top Billionaires by Net Worth" + with ui.popover(title=None): + ICONS["ellipsis"] + ui.input_radio_buttons( + "gender_split", + "Choose gender", + ["M", "F"], + selected="M", + inline=True, + ) + + @render_plotly + def top_billionaires_plot(): + gender_filter = input.gender_split() + filtered_data = billionaires_data()[billionaires_data()["gender"] == gender_filter] + top_10 = filtered_data.nlargest(10, 'finalWorth') + + fig = px.bar( + top_10, + x='finalWorth', + y='personName', + color='personName', + orientation='h', + labels={'finalWorth': 'Net Worth (Billion $)', 'personName': 'Name'}, + facet_row_spacing=0.1, + ) + fig.update_layout( + xaxis_title='Net Worth (Billion $)', + yaxis_title='Name', + showlegend=False, + ) + return fig + +with ui.layout_columns(col_widths=[6, 6]): + with ui.card(full_screen=True): + ui.card_header("Number of Billionaires and Total Tax Rate by Country'") + + @render_plotly + def tabl(): + billionaires_per_country = billionaires_data()['country'].value_counts().reset_index() + billionaires_per_country.columns = ['country', 'number_of_billionaires'] + + tax_rate_df = billionaires_data()[['country', 'total_tax_rate_country']].drop_duplicates() + + merged_df = pd.merge(billionaires_per_country, tax_rate_df, on='country') + + fig = px.scatter(merged_df, + x='number_of_billionaires', + y='total_tax_rate_country', + hover_name='country', + labels={ + 'number_of_billionaires': 'Number of Billionaires', + 'total_tax_rate_country': 'Total Tax Rate (%)' + }, + size='number_of_billionaires', + size_max=60, + color='total_tax_rate_country', + color_continuous_scale=px.colors.sequential.Plasma) + + fig.update_layout( + title_font_size=20, + xaxis_title_font_size=16, + yaxis_title_font_size=16, + plot_bgcolor='rgba(240, 240, 240, 0.8)', + paper_bgcolor='rgba(0, 0, 0, 0)', + xaxis=dict(showgrid=True, gridcolor='lightgrey', type='log'), + yaxis=dict(showgrid=True, gridcolor='lightgrey') + + ) + + return fig + + + with ui.card(full_screen=True): + ui.card_header("Billionaires by City") + + @render_plotly + def billionaire(): + top_birth_cities = billionaires_data()['city'].value_counts().head(20) + + fig = px.bar( + top_birth_cities, + x=top_birth_cities.index, + y=top_birth_cities.values, + orientation='v', + labels={'index': 'City', 'values': 'Number of Billionaires'}, + color=top_birth_cities.values, + color_continuous_scale='Viridis', + ) + + fig.update_traces( + customdata=top_birth_cities.values, + hovertemplate='
Number of Billionaires: %{customdata}' + ) + fig.update_layout( + xaxis_title='Number of Billionaires', + yaxis_title='City', + showlegend=False, + ) + + return fig + +ui.include_css(app_dir / "styles.css") + +@reactive.calc +def billionaires_data(): + net_worth = input.net_worth() + idx1 = billionaires['finalWorth'].between(net_worth[0], net_worth[1]) + idx2 = billionaires['category'].isin([input.categories()]) + return billionaires[idx1 & idx2] + + +@reactive.effect +@reactive.event(input.reset) +def _(): + ui.update_slider("net_worth", value=worth_rng) + ui.update_checkbox_group("categories", selected=[billionaires['category'].unique().tolist()]) \ No newline at end of file diff --git a/dashboard/data.csv b/dashboard/data.csv new file mode 100644 index 0000000..d9f0c2e --- /dev/null +++ b/dashboard/data.csv @@ -0,0 +1,2641 @@ +rank,finalWorth,category,personName,age,country,city,source,industries,countryOfCitizenship,organization,selfMade,status,gender,birthDate,lastName,firstName,title,date,state,residenceStateRegion,birthYear,birthMonth,birthDay,cpi_country,cpi_change_country,gdp_country,gross_tertiary_education_enrollment,gross_primary_education_enrollment_country,life_expectancy_country,tax_revenue_country_country,total_tax_rate_country,population_country,latitude_country,longitude_country +1,211000,Fashion & Retail,Bernard Arnault & family,74,France,Paris,LVMH,Fashion & Retail,France,LVMH Moët Hennessy Louis Vuitton,FALSE,U,M,3/5/1949 0:00,Arnault,Bernard,Chairman and CEO,4/4/2023 5:01,,,1949,3,5,110.05,1.1,"$2,715,518,274,227 ",65.6,102.5,82.5,24.2,60.7,67059887,46.227638,2.213749 +2,180000,Automotive,Elon Musk,51,United States,Austin,"Tesla, SpaceX",Automotive,United States,Tesla,TRUE,D,M,6/28/1971 0:00,Musk,Elon,CEO,4/4/2023 5:01,Texas,South,1971,6,28,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +3,114000,Technology,Jeff Bezos,59,United States,Medina,Amazon,Technology,United States,Amazon,TRUE,D,M,1/12/1964 0:00,Bezos,Jeff,Chairman and Founder,4/4/2023 5:01,Washington,West,1964,1,12,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +4,107000,Technology,Larry Ellison,78,United States,Lanai,Oracle,Technology,United States,Oracle,TRUE,U,M,8/17/1944 0:00,Ellison,Larry,CTO and Founder,4/4/2023 5:01,Hawaii,West,1944,8,17,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +5,106000,Finance & Investments,Warren Buffett,92,United States,Omaha,Berkshire Hathaway,Finance & Investments,United States,Berkshire Hathaway Inc. (Cl A),TRUE,D,M,8/30/1930 0:00,Buffett,Warren,CEO,4/4/2023 5:01,Nebraska,Midwest,1930,8,30,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +6,104000,Technology,Bill Gates,67,United States,Medina,Microsoft,Technology,United States,Bill & Melinda Gates Foundation,TRUE,D,M,10/28/1955 0:00,Gates,Bill,Cochair,4/4/2023 5:01,Washington,West,1955,10,28,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +7,94500,Media & Entertainment,Michael Bloomberg,81,United States,New York,Bloomberg LP,Media & Entertainment,United States,Bloomberg,TRUE,U,M,2/14/1942 0:00,Bloomberg,Michael,CEO,4/4/2023 5:01,New York,Northeast,1942,2,14,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +8,93000,Telecom,Carlos Slim Helu & family,83,Mexico,Mexico City,Telecom,Telecom,Mexico,América Móvil,TRUE,U,M,1/28/1940 0:00,Slim Helu,Carlos,Honorary Chairman,4/4/2023 5:01,,,1940,1,28,141.54,3.6,"$1,258,286,717,125 ",40.2,105.8,75,13.1,55.1,126014024,23.634501,-102.552784 +9,83400,Diversified,Mukesh Ambani,65,India,Mumbai,Diversified,Diversified,India,Reliance Industries,FALSE,D,M,4/19/1957 0:00,Ambani,Mukesh,Founder and Chairman,4/4/2023 5:01,,,1957,4,19,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +10,80700,Technology,Steve Ballmer,67,United States,Hunts Point,Microsoft,Technology,United States,Los Angeles Clippers,TRUE,D,M,3/24/1956 0:00,Ballmer,Steve,Owner,4/4/2023 5:01,Washington,West,1956,3,24,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +11,80500,Fashion & Retail,Francoise Bettencourt Meyers & family,69,France,Paris,L'Oréal,Fashion & Retail,France,,FALSE,U,F,7/10/1953 0:00,Bettencourt Meyers,Francoise,,4/4/2023 5:01,,,1953,7,10,110.05,1.1,"$2,715,518,274,227 ",65.6,102.5,82.5,24.2,60.7,67059887,46.227638,2.213749 +12,79200,Technology,Larry Page,50,United States,Palo Alto,Google,Technology,United States,Alphabet,TRUE,D,M,3/26/1973 0:00,Page,Larry,Cofounder and board member,4/4/2023 5:01,California,West,1973,3,26,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +13,77300,Fashion & Retail,Amancio Ortega,87,Spain,La Coruna,Zara,Fashion & Retail,Spain,,TRUE,U,M,3/28/1936 0:00,Ortega,Amancio,,4/4/2023 5:01,,,1936,3,28,110.96,0.7,"$1,394,116,310,769 ",88.9,102.7,83.3,14.2,47,47076781,40.463667,-3.74922 +14,76000,Technology,Sergey Brin,49,United States,Los Altos,Google,Technology,United States,Alphabet,TRUE,D,M,8/21/1973 0:00,Brin,Sergey,Cofounder and board member,4/4/2023 5:01,California,West,1973,8,21,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +15,68000,Food & Beverage,Zhong Shanshan,68,China,Hangzhou,"Beverages, pharmaceuticals",Food & Beverage,China,,TRUE,U,M,12/1/1954 0:00,Zhong,Shanshan,,4/4/2023 5:01,,,1954,12,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +16,64400,Technology,Mark Zuckerberg,38,United States,Palo Alto,Facebook,Technology,United States,Meta Platforms,TRUE,D,M,5/14/1984 0:00,Zuckerberg,Mark,Cofounder,4/4/2023 5:01,California,West,1984,5,14,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +17,59000,Diversified,Charles Koch & family,87,United States,Wichita,Koch Industries,Diversified,United States,"Koch Industries, Inc.",FALSE,D,M,11/1/1935 0:00,Koch,Charles,Chairman and CEO,4/4/2023 5:01,Kansas,Midwest,1935,11,1,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +17,59000,Diversified,Julia Koch & family,60,United States,New York,Koch Industries,Diversified,United States,,FALSE,D,F,4/12/1962 0:00,Koch,Julia,,4/4/2023 5:01,New York,Northeast,1962,4,12,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +19,58800,Fashion & Retail,Jim Walton,74,United States,Bentonville,Walmart,Fashion & Retail,United States,"Arvest Bank Group, Inc.",FALSE,D,M,6/7/1948 0:00,Walton,Jim,Chairman and CEO,4/4/2023 5:01,Arkansas,South,1948,6,7,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +20,57600,Fashion & Retail,Rob Walton & family,78,United States,Bentonville,Walmart,Fashion & Retail,United States,Walmart,FALSE,D,M,10/27/1944 0:00,Walton,Rob,Director,4/4/2023 5:01,Arkansas,South,1944,10,27,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +21,56700,Fashion & Retail,Alice Walton,73,United States,Fort Worth,Walmart,Fashion & Retail,United States,Crystal Bridges Museum of American Art,FALSE,D,F,10/7/1949 0:00,Walton,Alice,Philanthropist,4/4/2023 5:01,Texas,South,1949,10,7,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +22,54400,Media & Entertainment,David Thomson & family,65,Canada,Toronto,Media,Media & Entertainment,Canada,Thomson Reuters Corporation,FALSE,U,M,6/12/1957 0:00,Thomson,David,Chairman,4/4/2023 5:01,,,1957,6,12,116.76,1.9,"$1,736,425,629,520 ",68.9,100.9,81.9,12.8,24.5,36991981,56.130366,-106.346771 +23,50100,Technology,Michael Dell,58,United States,Austin,Dell Technologies,Technology,United States,Dell Inc.,TRUE,D,M,2/23/1965 0:00,Dell,Michael,Chairman and CEO,4/4/2023 5:01,Texas,South,1965,2,23,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +24,47200,Diversified,Gautam Adani,60,India,Ahmedabad,"Infrastructure, commodities",Diversified,India,,TRUE,D,M,6/24/1962 0:00,Adani,Gautam,,4/4/2023 5:01,,,1962,6,24,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +25,45100,Fashion & Retail,Phil Knight & family,85,United States,Hillsboro,Nike,Fashion & Retail,United States,Nike,TRUE,D,M,2/24/1938 0:00,Knight,Phil,Chairman,4/4/2023 5:01,Oregon,West,1938,2,24,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +26,45000,Technology,Zhang Yiming,39,China,Beijing,TikTok,Technology,China,ByteDance,TRUE,D,M,1/1/1984 0:00,Zhang,Yiming,Founder,4/4/2023 5:01,,,1984,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +27,42900,Fashion & Retail,Dieter Schwarz,83,Germany,Neckarsulm,Retail,Fashion & Retail,Germany,,FALSE,D,M,9/24/1939 0:00,Schwarz,Dieter,,4/4/2023 5:01,,,1939,9,24,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +28,40100,Fashion & Retail,François Pinault & family,86,France,Paris,Luxury goods,Fashion & Retail,France,,TRUE,D,M,8/21/1936 0:00,Pinault,François,,4/4/2023 5:01,,,1936,8,21,110.05,1.1,"$2,715,518,274,227 ",65.6,102.5,82.5,24.2,60.7,67059887,46.227638,2.213749 +29,39100,Logistics,Klaus-Michael Kuehne,85,Switzerland,Schindellegi,Shipping,Logistics,Germany,,FALSE,U,M,6/2/1937 0:00,Kuehne,Klaus-Michael,,4/4/2023 5:01,,,1937,6,2,99.55,0.4,"$703,082,435,360 ",59.6,105.2,83.6,10.1,28.8,8574832,46.818188,8.227512 +30,38900,Food & Beverage,Giovanni Ferrero,58,Belgium,Brussels,"Nutella, chocolates",Food & Beverage,Italy,,FALSE,U,M,9/21/1964 0:00,Ferrero,Giovanni,,4/4/2023 5:01,,,1964,9,21,117.11,1.4,"$529,606,710,418 ",79.7,103.9,81.6,24,55.4,11484055,50.503887,4.469936 +31,38300,Food & Beverage,Jacqueline Mars,83,United States,The Plains,"Candy, pet food",Food & Beverage,United States,,FALSE,U,F,10/10/1939 0:00,Mars,Jacqueline,,4/4/2023 5:01,Virginia,South,1939,10,10,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +31,38300,Food & Beverage,John Mars,87,United States,Jackson,"Candy, pet food",Food & Beverage,United States,,FALSE,U,M,10/15/1935 0:00,Mars,John,,4/4/2023 5:01,Wyoming,South,1935,10,15,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +33,38000,Diversified,Li Ka-shing,94,Hong Kong,,Diversified,Diversified,Hong Kong,CK Hutchison Holdings,TRUE,U,M,6/13/1928 0:00,Li,Ka-shing,Senior Advisor,4/4/2023 5:01,,,1928,6,13,,,,,,,,,,, +34,35300,Technology,Ma Huateng,51,China,Shenzhen,Internet media,Technology,China,Tencent Holdings,TRUE,D,M,10/29/1971 0:00,Ma,Huateng,Chairman and CEO,4/4/2023 5:01,,,1971,10,29,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +35,35000,Gambling & Casinos,Miriam Adelson & family,77,United States,Las Vegas,Casinos,Gambling & Casinos,United States,,FALSE,U,F,10/10/1945 0:00,Adelson,Miriam,,4/4/2023 5:01,Nevada,West,1945,10,10,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +35,35000,Finance & Investments,Ken Griffin,54,United States,Miami,Hedge funds,Finance & Investments,United States,Citadel LLC,TRUE,U,M,10/15/1968 0:00,Griffin,Ken,Founder & CEO,4/4/2023 5:01,Florida,South,1968,10,15,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +37,34700,Food & Beverage,Mark Mateschitz,30,Austria,Salzburg,Red Bull,Food & Beverage,Austria,,FALSE,N,M,5/7/1992 0:00,Mateschitz,Mark,,4/4/2023 5:01,,,1992,5,7,118.06,1.5,"$446,314,739,528 ",85.1,103.1,81.6,25.4,51.4,8877067,47.516231,14.550072 +38,33400,Automotive,Robin Zeng,54,China,Ningde,Batteries,Automotive,Hong Kong,,TRUE,D,M,1/1/1969 0:00,Zeng,Robin,,4/4/2023 5:01,,,1969,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +39,32600,Fashion & Retail,Tadashi Yanai & family,74,Japan,Tokyo,Fashion retail,Fashion & Retail,Japan,,TRUE,U,M,2/7/1949 0:00,Yanai,Tadashi,,4/4/2023 5:01,,,1949,2,7,105.48,0.5,"$5,081,769,542,380 ",63.2,98.8,84.2,11.9,46.7,126226568,36.204824,138.252924 +40,32100,Diversified,Len Blavatnik,65,United Kingdom,London,"Music, chemicals",Diversified,United States,,TRUE,D,M,6/1/1957 0:00,Blavatnik,Len,,4/4/2023 5:01,,,1957,6,1,119.62,1.7,"$2,827,113,184,696 ",60,101.2,81.3,25.5,30.6,66834405,55.378051,-3.435973 +41,31600,Fashion & Retail,Alain Wertheimer,74,United States,New York,Chanel,Fashion & Retail,France,,FALSE,U,M,8/28/1948 0:00,Wertheimer,Alain,,4/4/2023 5:01,New York,Northeast,1948,8,28,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +41,31600,Fashion & Retail,Gerard Wertheimer,72,United States,New York,Chanel,Fashion & Retail,France,,FALSE,U,M,1/9/1951 0:00,Wertheimer,Gerard,,4/4/2023 5:01,New York,Northeast,1951,1,9,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +43,31200,Logistics,Gianluigi Aponte,82,Switzerland,Geneva,Shipping,Logistics,Switzerland,,TRUE,Split Family Fortune,M,6/27/1940 0:00,Aponte,Gianluigi,,4/4/2023 5:01,,,1940,6,27,99.55,0.4,"$703,082,435,360 ",59.6,105.2,83.6,10.1,28.8,8574832,46.818188,8.227512 +43,31200,Logistics,Rafaela Aponte-Diamant,78,Switzerland,Geneva,Shipping,Logistics,Switzerland,,TRUE,Split Family Fortune,F,3/26/1945 0:00,Aponte-Diamant,Rafaela,,4/4/2023 5:01,,,1945,3,26,99.55,0.4,"$703,082,435,360 ",59.6,105.2,83.6,10.1,28.8,8574832,46.818188,8.227512 +45,30200,Technology,Colin Zheng Huang,43,China,Shanghai,E-commerce,Technology,China,,TRUE,U,M,2/2/1980 0:00,Huang,Colin Zheng,,4/4/2023 5:01,,,1980,2,2,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +46,29700,Manufacturing,Reinhold Wuerth & family,87,Germany,Kuenzelsau,Fasteners,Manufacturing,Germany,,TRUE,U,M,4/20/1935 0:00,Wuerth,Reinhold,,4/4/2023 5:01,,,1935,4,20,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +47,29500,Real Estate,Lee Shau Kee,95,Hong Kong,Hong Kong,Real estate,Real Estate,Hong Kong,,TRUE,D,M,1/29/1928 0:00,Lee,Shau Kee,,4/4/2023 5:01,,,1928,1,29,,,,,,,,,,, +48,28500,Finance & Investments,Jeff Yass,64,United States,Haverford,"Trading, investments",Finance & Investments,United States,,TRUE,U,M,7/17/1958 0:00,Yass,Jeff,,4/4/2023 5:01,Pennsylvania,Northeast,1958,7,17,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +49,28100,Finance & Investments,Jim Simons,84,United States,East Setauket,Hedge funds,Finance & Investments,United States,Renaissance Technologies Corp.,TRUE,D,M,4/25/1938 0:00,Simons,Jim,Founder,4/4/2023 5:01,New York,Northeast,1938,4,25,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +50,27800,Finance & Investments,Stephen Schwarzman,76,United States,New York,Investments,Finance & Investments,United States,Blackstone Group,TRUE,D,M,2/14/1947 0:00,Schwarzman,Stephen,Chairman and CEO,4/4/2023 5:01,New York,Northeast,1947,2,14,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +51,27400,Automotive,Susanne Klatten,60,Germany,Bad Homburg,"BMW, pharmaceuticals",Automotive,Germany,,FALSE,U,F,4/28/1962 0:00,Klatten,Susanne,,4/4/2023 5:01,,,1962,4,28,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +52,27000,Metals & Mining,Gina Rinehart,69,Australia,Perth,Mining,Metals & Mining,Australia,Hancock Prospecting,FALSE,D,F,2/9/1954 0:00,Rinehart,Gina,Executive Chairman,4/4/2023 5:01,,,1954,2,9,119.8,1.6,"$1,392,680,589,329 ",113.1,100.3,82.7,23,47.4,25766605,-25.274398,133.775136 +53,26700,Technology,William Ding,51,China,Hangzhou,Online games,Technology,China,,TRUE,U,M,10/1/1971 0:00,Ding,William,,4/4/2023 5:01,,,1971,10,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +54,26600,Metals & Mining,Germán Larrea Mota Velasco & family,69,Mexico,Mexico City,Mining,Metals & Mining,Mexico,,FALSE,D,M,10/26/1953 0:00,Larrea Mota Velasco,Germán,,4/4/2023 5:01,,,1953,10,26,141.54,3.6,"$1,258,286,717,125 ",40.2,105.8,75,13.1,55.1,126014024,23.634501,-102.552784 +55,25600,Technology,Shiv Nadar,77,India,Delhi,software services,Technology,India,,TRUE,D,M,7/18/1945 0:00,Nadar,Shiv,,4/4/2023 5:01,,,1945,7,18,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +56,25500,Energy,Low Tuck Kwong,74,Indonesia,Jakarta,Coal,Energy,Indonesia,,TRUE,U,M,4/17/1948 0:00,Low Tuck,Kwong,,4/4/2023 5:01,,,1948,4,17,151.18,3,"$1,119,190,780,753 ",36.3,106.4,71.5,10.2,30.1,270203917,-0.789275,113.921327 +57,25300,Finance & Investments,Thomas Peterffy,78,United States,Palm Beach,Discount brokerage,Finance & Investments,United States,,TRUE,U,M,9/30/1944 0:00,Peterffy,Thomas,,4/4/2023 5:01,Florida,South,1944,9,30,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +58,25200,Metals & Mining,Andrey Melnichenko & family,51,United Arab Emirates,Ras Al Khaimah,"Fertilizers, coal",Metals & Mining,Russia,,TRUE,U,M,3/8/1972 0:00,Melnichenko,Andrey,,4/4/2023 5:01,,,1972,3,8,114.52,-1.9,"$421,142,267,938 ",36.8,108.4,77.8,0.1,15.9,9770529,23.424076,53.847818 +59,24600,Automotive,Stefan Quandt,56,Germany,Frankfurt,BMW,Automotive,Germany,,FALSE,U,M,5/9/1966 0:00,Quandt,Stefan,,4/4/2023 5:01,,,1966,5,9,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +60,24400,Technology,MacKenzie Scott,52,United States,Seattle,Amazon,Technology,United States,,FALSE,D,F,4/7/1970 0:00,Scott,MacKenzie,Philanthropist,4/4/2023 5:01,Washington,West,1970,4,7,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +61,24200,Finance & Investments,R. Budi Hartono,82,Indonesia,Kudus,"Banking, tobacco",Finance & Investments,Indonesia,,FALSE,U,M,1/1/1941 0:00,Hartono,R. Budi,,4/4/2023 5:01,,,1941,1,1,151.18,3,"$1,119,190,780,753 ",36.3,106.4,71.5,10.2,30.1,270203917,-0.789275,113.921327 +62,23700,Metals & Mining,Vladimir Potanin,62,Russia,Moscow,Metals,Metals & Mining,Russia,,TRUE,U,M,1/3/1961 0:00,Potanin,Vladimir,,4/4/2023 5:01,,,1961,1,3,180.75,4.5,"$1,699,876,578,871 ",81.9,102.6,72.7,11.4,46.2,144373535,61.52401,105.318756 +63,23500,Technology,Jack Ma,58,China,Hangzhou,E-commerce,Technology,China,,TRUE,U,M,9/10/1964 0:00,Ma,Jack,,4/4/2023 5:01,,,1964,9,10,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +64,23400,Manufacturing,He Xiangjian & family,80,China,Foshan,Home appliances,Manufacturing,China,,TRUE,D,M,8/11/1942 0:00,He,Xiangjian,,4/4/2023 5:01,,,1942,8,11,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +65,23100,Metals & Mining,Iris Fontbona & family,80,Chile,Santiago,Mining,Metals & Mining,Chile,,FALSE,U,F,1/1/1943 0:00,Fontbona,Iris,,4/4/2023 5:01,,,1943,1,1,131.91,2.6,"$282,318,159,745 ",88.5,101.4,80,18.2,34,18952038,-35.675147,-71.542969 +65,23100,Manufacturing,Michael Hartono,83,Indonesia,Kudus,"Banking, tobacco",Manufacturing,Indonesia,,FALSE,U,M,10/2/1939 0:00,Hartono,Michael,,4/4/2023 5:01,,,1939,10,2,151.18,3,"$1,119,190,780,753 ",36.3,106.4,71.5,10.2,30.1,270203917,-0.789275,113.921327 +67,22900,Manufacturing,James Ratcliffe,70,United Kingdom,London,Chemicals,Manufacturing,United Kingdom,,TRUE,U,M,1/1/1953 0:00,Ratcliffe,James,,4/4/2023 5:01,,,1953,1,1,119.62,1.7,"$2,827,113,184,696 ",60,101.2,81.3,25.5,30.6,66834405,55.378051,-3.435973 +68,22600,Healthcare,Cyrus Poonawalla,81,India,Pune,Vaccines,Healthcare,India,,FALSE,D,M,5/11/1941 0:00,Poonawalla,Cyrus,,4/4/2023 5:01,,,1941,5,11,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +69,22400,Telecom,Masayoshi Son,65,Japan,Tokyo,"Internet, telecom",Telecom,Japan,SoftBank Group Corp.,TRUE,U,M,8/11/1957 0:00,Son,Masayoshi,CEO,4/4/2023 5:01,,,1957,8,11,105.48,0.5,"$5,081,769,542,380 ",63.2,98.8,84.2,11.9,46.7,126226568,36.204824,138.252924 +70,22100,Metals & Mining,Vladimir Lisin,66,Russia,Moscow,"Steel, transport",Metals & Mining,Russia,,TRUE,U,M,5/7/1956 0:00,Lisin,Vladimir,,4/4/2023 5:01,,,1956,5,7,180.75,4.5,"$1,699,876,578,871 ",81.9,102.6,72.7,11.4,46.2,144373535,61.52401,105.318756 +71,22000,Food & Beverage,Emmanuel Besnier,52,France,Laval,Cheese,Food & Beverage,France,,FALSE,D,M,9/18/1970 0:00,Besnier,Emmanuel,,4/4/2023 5:01,,,1970,9,18,110.05,1.1,"$2,715,518,274,227 ",65.6,102.5,82.5,24.2,60.7,67059887,46.227638,2.213749 +72,21600,Finance & Investments,Abigail Johnson,61,United States,Milton,Fidelity,Finance & Investments,United States,Fidelity Investments,FALSE,U,F,12/19/1961 0:00,Johnson,Abigail,CEO,4/4/2023 5:01,Massachusetts,Northeast,1961,12,19,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +72,21600,Energy,Leonid Mikhelson & family,67,Russia,Moscow,"Gas, chemicals",Energy,Russia,,TRUE,U,M,8/11/1955 0:00,Mikhelson,Leonid,,4/4/2023 5:01,,,1955,8,11,180.75,4.5,"$1,699,876,578,871 ",81.9,102.6,72.7,11.4,46.2,144373535,61.52401,105.318756 +74,21200,Fashion & Retail,Lukas Walton,36,United States,Chicago,Walmart,Fashion & Retail,United States,,FALSE,U,M,9/19/1986 0:00,Walton,Lukas,,4/4/2023 5:01,Illinois,Midwest,1986,9,19,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +74,21200,Service,Wang Wei,52,China,Shenzhen,Package delivery,Service,China,,TRUE,D,M,10/1/1970 0:00,Wang,Wei,,4/4/2023 5:01,,,1970,10,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +76,21100,Technology,Jensen Huang,60,United States,Los Altos,Semiconductors,Technology,United States,Nvidia,TRUE,U,M,2/17/1963 0:00,Huang,Jensen,CEO & President,4/4/2023 5:01,California,West,1963,2,17,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +77,21000,Fashion & Retail,Leonard Lauder,90,United States,New York,Estee Lauder,Fashion & Retail,United States,The Estée Lauder Companies,FALSE,D,M,3/19/1933 0:00,Lauder,Leonard,Chairman Emeritus,4/4/2023 5:01,New York,Northeast,1933,3,19,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +77,21000,Manufacturing,Takemitsu Takizaki,77,Japan,Osaka,Sensors,Manufacturing,Japan,,TRUE,D,M,6/10/1945 0:00,Takizaki,Takemitsu,,4/4/2023 5:01,,,1945,6,10,105.48,0.5,"$5,081,769,542,380 ",63.2,98.8,84.2,11.9,46.7,126226568,36.204824,138.252924 +79,20900,Metals & Mining,Alexey Mordashov & family,57,Russia,Moscow,"Steel, investments",Metals & Mining,Russia,,TRUE,U,M,9/26/1965 0:00,Mordashov,Alexey,,4/4/2023 5:01,,,1965,9,26,180.75,4.5,"$1,699,876,578,871 ",81.9,102.6,72.7,11.4,46.2,144373535,61.52401,105.318756 +80,20500,Energy,Vagit Alekperov,72,Russia,Moscow,Oil,Energy,Russia,,TRUE,U,M,9/1/1950 0:00,Alekperov,Vagit,,4/4/2023 5:01,,,1950,9,1,180.75,4.5,"$1,699,876,578,871 ",81.9,102.6,72.7,11.4,46.2,144373535,61.52401,105.318756 +81,20200,Healthcare,"Thomas Frist, Jr. & family",84,United States,Nashville,Hospitals,Healthcare,United States,,TRUE,D,M,8/12/1938 0:00,Frist,Thomas,,4/4/2023 5:01,Tennessee,South,1938,8,12,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +82,19600,Metals & Mining,Andrew Forrest,61,Australia,Perth,Mining,Metals & Mining,Australia,,TRUE,U,M,11/18/1961 0:00,Forrest,Andrew,,4/4/2023 5:01,,,1961,11,18,119.8,1.6,"$1,392,680,589,329 ",113.1,100.3,82.7,23,47.4,25766605,-25.274398,133.775136 +83,19100,Finance & Investments,Ray Dalio,73,United States,Greenwich,Hedge funds,Finance & Investments,United States,Bridgewater Associates,TRUE,D,M,8/8/1949 0:00,Dalio,Ray,Founder & Co-Chief Investment Officer,4/4/2023 5:01,Connecticut,Northeast,1949,8,8,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +84,19000,Automotive,Eric Li,59,China,Hangzhou,Automobiles,Automotive,China,,TRUE,D,M,6/1/1963 0:00,Li,Eric,,4/4/2023 5:01,,,1963,6,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +84,19000,Metals & Mining,Wang Wenyin,55,China,Shenzhen,"Mining, copper products",Metals & Mining,China,,TRUE,U,M,3/1/1968 0:00,Wang,Wenyin,,4/4/2023 5:01,,,1968,3,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +86,18900,Diversified,Eyal Ofer,72,Monaco,Monte Carlo,"Real estate, shipping",Diversified,Israel,,FALSE,U,M,6/2/1950 0:00,Ofer,Eyal,,4/4/2023 5:01,,,1950,6,2,,,"$7,184,844,193 ",,,,,,38964,43.7384176,7.4246158 +86,18900,Food & Beverage,Qin Yinglin,57,China,Nanyang,Pig breeding,Food & Beverage,China,,TRUE,D,M,4/17/1965 0:00,Qin,Yinglin,,4/4/2023 5:01,,,1965,4,17,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +88,18700,Automotive,Wang Chuanfu,57,China,Shenzhen,"Batteries, automobiles",Automotive,China,,TRUE,D,M,2/15/1966 0:00,Wang,Chuanfu,,4/4/2023 5:01,,,1966,2,15,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +89,18500,Energy,Harold Hamm & family,77,United States,Oklahoma City,Oil & gas,Energy,United States,Continental Resources Inc. ,TRUE,U,M,12/11/1945 0:00,Hamm,Harold,Chairman and CEO,4/4/2023 5:01,Oklahoma,South,1945,12,11,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +89,18500,Finance & Investments,David Tepper,65,United States,Palm Beach,Hedge funds,Finance & Investments,United States,Appaloosa Management,TRUE,U,M,9/11/1957 0:00,Tepper,David,President and Founder,4/4/2023 5:01,Florida,South,1957,9,11,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +89,18500,Energy,Gennady Timchenko,70,Russia,Moscow,"Oil, gas",Energy,Russia,,TRUE,U,M,11/9/1952 0:00,Timchenko,Gennady,,4/4/2023 5:01,,,1952,11,9,180.75,4.5,"$1,699,876,578,871 ",81.9,102.6,72.7,11.4,46.2,144373535,61.52401,105.318756 +92,18000,Finance & Investments,Daniel Gilbert,61,United States,Franklin,Quicken Loans,Finance & Investments,United States,,TRUE,D,M,1/17/1962 0:00,Gilbert,Daniel,,4/4/2023 5:01,Michigan,Midwest,1962,1,17,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +93,17700,Metals & Mining,Lakshmi Mittal,72,United Kingdom,London,Steel,Metals & Mining,India,ArcelorMittal (ADR),FALSE,D,M,6/15/1950 0:00,Mittal,Lakshmi,Chairman and CEO,4/4/2023 5:01,,,1950,6,15,119.62,1.7,"$2,827,113,184,696 ",60,101.2,81.3,25.5,30.6,66834405,55.378051,-3.435973 +94,17500,Finance & Investments,Steve Cohen,66,United States,Greenwich,Hedge funds,Finance & Investments,United States,Point72 Asset Management,TRUE,U,M,6/11/1956 0:00,Cohen,Steve,Founder,4/4/2023 5:01,Connecticut,Northeast,1956,6,11,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +94,17500,Finance & Investments,Carl Icahn,87,United States,Indian Creek,Investments,Finance & Investments,United States,Icahn Capital Management,TRUE,U,M,2/16/1936 0:00,Icahn,Carl,Founder,4/4/2023 5:01,Florida,South,1936,2,16,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +94,17500,Metals & Mining,Savitri Jindal & family,73,India,Hisar,Steel,Metals & Mining,India,,FALSE,D,F,3/20/1950 0:00,Jindal,Savitri,,4/4/2023 5:01,,,1950,3,20,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +97,17400,Real Estate,Donald Bren,90,United States,Newport Beach,Real estate,Real Estate,United States,Irvine Company,TRUE,U,M,5/11/1932 0:00,Bren,Donald,Chairman,4/4/2023 5:01,California,West,1932,5,11,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +97,17400,Fashion & Retail,"John Menard, Jr.",83,United States,Eau Claire,Home improvement stores,Fashion & Retail,United States,"Menard, Inc.",TRUE,U,M,1/22/1940 0:00,Menard,John,Founder,4/4/2023 5:01,Wisconsin,Midwest,1940,1,22,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +99,17100,Media & Entertainment,Rupert Murdoch & family,92,United States,New York,"Newspapers, TV network",Media & Entertainment,United States,News Corp Class A,FALSE,D,M,3/11/1931 0:00,Murdoch,Rupert,Chairman and CEO,4/4/2023 5:01,New York,Northeast,1931,3,11,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +100,16700,Finance & Investments,Vicky Safra & family,70,Switzerland,Crans-Montana,Banking,Finance & Investments,Brazil,,FALSE,U,F,1/1/1953 0:00,Safra,Vicky,,4/4/2023 5:01,,,1953,1,1,99.55,0.4,"$703,082,435,360 ",59.6,105.2,83.6,10.1,28.8,8574832,46.818188,8.227512 +101,16500,Fashion & Retail,"Theo Albrecht, Jr. & family",72,Germany,Mulheim an der Ruhr,"Aldi, Trader Joe's",Fashion & Retail,Germany,,FALSE,D,M,1/1/1951 0:00,Albrecht,Theo,,4/4/2023 5:01,,,1951,1,1,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +101,16500,Finance & Investments,Renata Kellnerova & family,55,Czech Republic,Prague,"Finance, telecommunications",Finance & Investments,Czech Republic,,FALSE,D,F,7/4/1967 0:00,Kellnerova,Renata,,4/4/2023 5:01,,,1967,7,4,116.48,2.8,"$246,489,245,495 ",64.1,100.7,79,14.9,46.1,10669709,49.817492,15.472962 +103,16300,Healthcare,Li Xiting,72,China,Shenzhen,medical devices,Healthcare,Singapore,,TRUE,D,M,1/1/1951 0:00,Li,Xiting,,4/4/2023 5:01,,,1951,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +104,16200,Fashion & Retail,Stefan Persson,75,Sweden,Stockholm,H&M,Fashion & Retail,Sweden,Hennes & Mauritz Unsponsored ADR,FALSE,D,M,10/4/1947 0:00,Persson,Stefan,Chairman,4/4/2023 5:01,,,1947,10,4,110.51,1.8,"$530,832,908,738 ",67,126.6,82.5,27.9,49.1,10285453,60.128161,18.643501 +104,16200,Technology,Eric Schmidt,67,United States,Atherton,Google,Technology,United States,,TRUE,D,M,4/27/1955 0:00,Schmidt,Eric,,4/4/2023 5:01,California,West,1955,4,27,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +106,16000,Finance & Investments,Michael Platt,55,Switzerland,Geneva,Hedge funds,Finance & Investments,United Kingdom,BlueCrest Capital Management,TRUE,U,M,3/18/1968 0:00,Platt,Michael,Founder ,4/4/2023 5:01,,,1968,3,18,99.55,0.4,"$703,082,435,360 ",59.6,105.2,83.6,10.1,28.8,8574832,46.818188,8.227512 +107,15900,Food & Beverage,Pang Kang,67,China,Foshan,Soy sauce,Food & Beverage,China,,TRUE,D,M,1/19/1956 0:00,Pang,Kang,,4/4/2023 5:01,,,1956,1,19,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +108,15800,Fashion & Retail,Karl Albrecht Jr. & family,,Germany,,Supermarkets,Fashion & Retail,Germany,,FALSE,Split Family Fortune,M,,Albrecht Jr.,Karl,,4/4/2023 5:01,,,,,,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +108,15800,Fashion & Retail,Beate Heister,,,,Supermarkets,Fashion & Retail,Germany,,FALSE,Split Family Fortune,F,,Heister,Beate,,4/4/2023 5:01,,,,,,,,,,,,,,,, +108,15800,Food & Beverage,Jorge Paulo Lemann & family,83,Switzerland,Zurich,Beer,Food & Beverage,Brazil,,TRUE,U,M,8/26/1939 0:00,Lemann,Jorge Paulo,"Investor, Philanthropist",4/4/2023 5:01,,,1939,8,26,99.55,0.4,"$703,082,435,360 ",59.6,105.2,83.6,10.1,28.8,8574832,46.818188,8.227512 +108,15800,Real Estate,Peter Woo,76,Hong Kong,Hong Kong,Real estate,Real Estate,Hong Kong,,FALSE,D,M,9/5/1946 0:00,Woo,Peter,,4/4/2023 5:01,,,1946,9,5,,,,,,,,,,, +112,15600,Healthcare,Dilip Shanghvi,67,India,Mumbai,Pharmaceuticals,Healthcare,India,,TRUE,E,M,10/1/1955 0:00,Shanghvi,Dilip,,4/4/2023 5:01,,,1955,10,1,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +113,15500,Technology,Robert Pera,45,United States,San Jose,Wireless networking,Technology,United States,Ubiquiti,TRUE,U,M,3/10/1978 0:00,Pera,Robert,Chief Executive Officer,4/4/2023 5:01,California,West,1978,3,10,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +114,15300,Fashion & Retail,Radhakishan Damani,68,India,Mumbai,"Retail, investments",Fashion & Retail,India,,TRUE,D,M,1/1/1955 0:00,Damani,Radhakishan,,4/4/2023 5:01,,,1955,1,1,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +115,15200,Automotive,Huang Shilin,56,China,Ningde,Batteries,Automotive,China,,TRUE,D,M,1/1/1967 0:00,Huang,Shilin,,4/4/2023 5:01,,,1967,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +116,14900,Diversified,Dhanin Chearavanont,83,Thailand,Bangkok,Diversified,Diversified,Thailand,,FALSE,U,M,4/19/1939 0:00,Chearavanont,Dhanin,,4/4/2023 5:01,,,1939,4,19,113.27,0.7,"$543,649,976,166 ",49.3,99.8,76.9,14.9,29.5,69625582,15.870032,100.992541 +116,14900,Fashion & Retail,David Green & family,81,United States,Oklahoma City,Retail,Fashion & Retail,United States,Hobby Lobby,TRUE,U,M,11/13/1941 0:00,Green,David,CEO,4/4/2023 5:01,Oklahoma,South,1941,11,13,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +118,14800,Food & Beverage,Charoen Sirivadhanabhakdi,78,Thailand,Bangkok,"Alcohol, real estate",Food & Beverage,Thailand,,TRUE,U,M,5/2/1944 0:00,Sirivadhanabhakdi,Charoen,,4/4/2023 5:01,,,1944,5,2,113.27,0.7,"$543,649,976,166 ",49.3,99.8,76.9,14.9,29.5,69625582,15.870032,100.992541 +119,14700,Food & Beverage,Charlene de Carvalho-Heineken & family,68,United Kingdom,London,Heineken,Food & Beverage,Netherlands,,FALSE,D,F,6/30/1954 0:00,de Carvalho-Heineken,Charlene,,4/4/2023 5:01,,,1954,6,30,119.62,1.7,"$2,827,113,184,696 ",60,101.2,81.3,25.5,30.6,66834405,55.378051,-3.435973 +120,14600,Healthcare,Xu Hang,60,China,Shenzhen,Medical devices,Healthcare,Hong Kong,,TRUE,D,M,5/22/1962 0:00,Xu,Hang,,4/4/2023 5:01,,,1962,5,22,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +121,14500,Automotive,Wei Jianjun & family,59,China,Baoding,Automobiles,Automotive,China,,TRUE,D,M,3/1/1964 0:00,Wei,Jianjun,,4/4/2023 5:01,,,1964,3,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +122,14400,Metals & Mining,Alisher Usmanov,69,Uzbekistan,Tashkent,"Steel, telecom, investments",Metals & Mining,Russia,Metalloinvest,TRUE,U,M,9/9/1953 0:00,Usmanov,Alisher,Founder,4/4/2023 5:01,,,1953,9,9,,,"$57,921,286,440 ",10.1,104.2,71.6,14.8,31.6,33580650,41.377491,64.585262 +123,14300,Manufacturing,Goh Cheng Liang,95,Singapore,Singapore,Paints,Manufacturing,Singapore,,TRUE,U,M,6/27/1927 0:00,Goh,Cheng Liang,,4/4/2023 5:01,,,1927,6,27,114.41,0.6,"$372,062,527,489 ",84.8,100.6,83.1,13.1,21,5703569,1.352083,103.819836 +124,14200,Diversified,Kumar Birla,55,India,Mumbai,Commodities,Diversified,India,,FALSE,D,M,6/14/1967 0:00,Birla,Kumar,,4/4/2023 5:01,,,1967,6,14,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +124,14200,Manufacturing,Aliko Dangote,65,Nigeria,Lagos,"Cement, sugar",Manufacturing,Nigeria,Dangote Group,TRUE,U,M,4/10/1957 0:00,Dangote,Aliko,CEO,4/4/2023 5:01,,,1957,4,10,267.51,11.4,"$448,120,428,859 ",10.2,84.7,54.3,1.5,34.8,200963599,9.081999,8.675277 +126,14100,Real Estate,Kwong Siu-hing,93,Hong Kong,Hong Kong,Real estate,Real Estate,Hong Kong,,FALSE,U,F,12/2/1929 0:00,Kwong,Siu-hing,,4/4/2023 5:01,,,1929,12,2,,,,,,,,,,, +127,14000,Diversified,Idan Ofer,67,United Kingdom,London,Shipping,Diversified,Israel,,FALSE,U,M,10/2/1955 0:00,Ofer,Idan,,4/4/2023 5:01,,,1955,10,2,119.62,1.7,"$2,827,113,184,696 ",60,101.2,81.3,25.5,30.6,66834405,55.378051,-3.435973 +128,13900,Healthcare,Chen Bang,57,China,Changsha,Hospitals,Healthcare,China,,TRUE,U,M,9/1/1965 0:00,Chen,Bang,,4/4/2023 5:01,,,1965,9,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +128,13900,Gambling & Casinos,Lui Che Woo,94,Hong Kong,Hong Kong,Casinos/hotels,Gambling & Casinos,Hong Kong,,TRUE,U,M,4/1/1929 0:00,Lui,Che Woo,,4/4/2023 5:01,,,1929,4,1,,,,,,,,,,, +130,13700,Logistics,John Fredriksen,78,United Kingdom,London,Shipping,Logistics,Cyprus,,TRUE,U,M,2/1/1945 0:00,Fredriksen,John,Investor,4/4/2023 5:01,,,1945,2,1,119.62,1.7,"$2,827,113,184,696 ",60,101.2,81.3,25.5,30.6,66834405,55.378051,-3.435973 +130,13700,Construction & Engineering,Diane Hendricks,76,United States,Afton,Building supplies,Construction & Engineering,United States,ABC Supply,TRUE,U,F,3/2/1947 0:00,Hendricks,Diane,Cofounder,4/4/2023 5:01,Wisconsin,Midwest,1947,3,2,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +130,13700,Technology,Jan Koum,47,United States,Atherton,WhatsApp,Technology,United States,WhatsApp Inc.,TRUE,U,M,2/24/1976 0:00,Koum,Jan,"CEO, cofounder",4/4/2023 5:01,California,West,1976,2,24,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +133,13300,Sports,Jerry Jones,80,United States,Dallas,Dallas Cowboys,Sports,United States,Dallas Cowboys,TRUE,U,M,10/13/1942 0:00,Jones,Jerry,President and General Manager,4/4/2023 5:01,Texas,South,1942,10,13,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +133,13300,Energy,George Kaiser,80,United States,Tulsa,"Oil & gas, banking",Energy,United States,BOK Financial Corp.,FALSE,U,M,7/29/1942 0:00,Kaiser,George,Chairman,4/4/2023 5:01,Oklahoma,South,1942,7,29,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +133,13300,Real Estate,Joseph Lau,71,Hong Kong,Hong Kong,Real estate,Real Estate,Hong Kong,,TRUE,D,M,7/21/1951 0:00,Lau,Joseph,,4/4/2023 5:01,,,1951,7,21,,,,,,,,,,, +136,13200,Automotive,Lu Xiangyang,60,China,Guangzhou,"Automobiles, batteries",Automotive,China,,TRUE,D,M,12/28/1962 0:00,Lu,Xiangyang,,4/4/2023 5:01,,,1962,12,28,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +137,13100,Real Estate,Harry Triguboff,90,Australia,Sydney,Real estate,Real Estate,Australia,,TRUE,U,M,3/3/1933 0:00,Triguboff,Harry,,4/4/2023 5:01,,,1933,3,3,119.8,1.6,"$1,392,680,589,329 ",113.1,100.3,82.7,23,47.4,25766605,-25.274398,133.775136 +138,12900,Finance & Investments,Uday Kotak,64,India,Mumbai,Banking,Finance & Investments,India,,TRUE,D,M,3/15/1959 0:00,Kotak,Uday,,4/4/2023 5:01,,,1959,3,15,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +138,12900,Sports,Stanley Kroenke,75,United States,Electra,"Sports, real estate",Sports,United States,,TRUE,U,M,7/29/1947 0:00,Kroenke,Stanley,,4/4/2023 5:01,Texas,South,1947,7,29,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +140,12600,Energy,Mikhail Fridman,58,United Kingdom,London,"Oil, banking, telecom",Energy,Russia,,TRUE,U,M,4/21/1964 0:00,Fridman,Mikhail,,4/4/2023 5:01,,,1964,4,21,119.62,1.7,"$2,827,113,184,696 ",60,101.2,81.3,25.5,30.6,66834405,55.378051,-3.435973 +141,12300,Energy,Sarath Ratanavadi,57,Thailand,Bangkok,Energy,Energy,Thailand,,TRUE,U,M,7/12/1965 0:00,Ratanavadi,Sarath,,4/4/2023 5:01,,,1965,7,12,113.27,0.7,"$543,649,976,166 ",49.3,99.8,76.9,14.9,29.5,69625582,15.870032,100.992541 +142,12200,Metals & Mining,Dang Yanbao,50,China,Yinchuan,Coal,Metals & Mining,China,,TRUE,D,M,2/1/1973 0:00,Dang,Yanbao,,4/4/2023 5:01,,,1973,2,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +142,12200,Healthcare,Jiang Rensheng & family,69,China,Chongqing,Vaccines,Healthcare,China,,TRUE,D,M,10/8/1953 0:00,Jiang,Rensheng,,4/4/2023 5:01,,,1953,10,8,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +144,12100,Automotive,Shahid Khan,72,United States,Naples,Auto parts,Automotive,United States,,TRUE,U,M,7/18/1950 0:00,Khan,Shahid,,4/4/2023 5:01,Florida,South,1950,7,18,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +145,12000,Technology,Laurene Powell Jobs & family,59,United States,Palo Alto,"Apple, Disney",Technology,United States,Emerson Collective,FALSE,D,F,11/6/1963 0:00,Powell Jobs,Laurene,"Investor, Philanthropist",4/4/2023 5:01,California,West,1963,11,6,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +146,11800,Diversified,Robert Kuok,99,Hong Kong,Hong Kong,"Palm oil, shipping, property",Diversified,Malaysia,,TRUE,U,M,10/6/1923 0:00,Kuok,Robert,,4/4/2023 5:01,,,1923,10,6,,,,,,,,,,, +147,11600,Real Estate,Stephen Ross,82,United States,New York,Real estate,Real Estate,United States,,TRUE,U,M,5/10/1940 0:00,Ross,Stephen,,4/4/2023 5:01,New York,Northeast,1940,5,10,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +148,11500,Technology,Pavel Durov,38,United Arab Emirates,Dubai,Messaging app,Technology,United Arab Emirates,,TRUE,D,M,10/10/1984 0:00,Durov,Pavel,,4/4/2023 5:01,,,1984,10,10,114.52,-1.9,"$421,142,267,938 ",36.8,108.4,77.8,0.1,15.9,9770529,23.424076,53.847818 +148,11500,Healthcare,Andreas Struengmann & family,73,Germany,Tegernsee,Pharmaceuticals,Healthcare,Germany,,TRUE,D,M,2/16/1950 0:00,Struengmann,Andreas,,4/4/2023 5:01,,,1950,2,16,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +148,11500,Healthcare,Thomas Struengmann & family,73,Germany,Tegernsee,Pharmaceuticals,Healthcare,Germany,,TRUE,D,M,2/16/1950 0:00,Struengmann,Thomas,,4/4/2023 5:01,,,1950,2,16,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +151,11400,Food & Beverage,Liu Hanyuan,59,China,Chengdu,Agribusiness,Food & Beverage,China,,TRUE,D,M,1/1/1964 0:00,Liu,Hanyuan,,4/4/2023 5:01,,,1964,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +151,11400,Fashion & Retail,Michael Rubin,50,United States,Bryn Mawr,Online retail,Fashion & Retail,United States,Kynetic,TRUE,U,M,7/21/1972 0:00,Rubin,Michael,CEO,4/4/2023 5:01,Pennsylvania,Northeast,1972,7,21,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +153,11300,Finance & Investments,Israel Englander,74,United States,New York,Hedge funds,Finance & Investments,United States,"Millennium Management, L.L.C.",TRUE,D,M,9/30/1948 0:00,Englander,Israel,Founder,4/4/2023 5:01,New York,Northeast,1948,9,30,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +153,11300,Manufacturing,Viatcheslav Kantor,69,Israel,Herzliya,"Fertilizer, real estate",Manufacturing,Russia,,TRUE,U,M,9/8/1953 0:00,Kantor,Viatcheslav,,4/4/2023 5:01,,,1953,9,8,108.15,0.8,"$395,098,666,122 ",63.4,104.9,82.8,23.1,25.3,9053300,31.046051,34.851612 +153,11300,Manufacturing,Anthony Pratt,62,Australia,Melbourne,Manufacturing,Manufacturing,Australia,,FALSE,D,M,4/11/1960 0:00,Pratt,Anthony,,4/4/2023 5:01,,,1960,4,11,119.8,1.6,"$1,392,680,589,329 ",113.1,100.3,82.7,23,47.4,25766605,-25.274398,133.775136 +153,11300,Finance & Investments,Mikhail Prokhorov,57,Switzerland,Frauenfeld,Investments,Finance & Investments,Russia,,TRUE,U,M,5/3/1965 0:00,Prokhorov,Mikhail,,4/4/2023 5:01,,,1965,5,3,99.55,0.4,"$703,082,435,360 ",59.6,105.2,83.6,10.1,28.8,8574832,46.818188,8.227512 +157,11100,Fashion & Retail,Giorgio Armani,88,Italy,Milan,Luxury goods,Fashion & Retail,Italy,,TRUE,U,M,7/11/1934 0:00,Armani,Giorgio,,4/4/2023 5:01,,,1934,7,11,110.62,0.6,"$2,001,244,392,042 ",61.9,101.9,82.9,24.3,59.1,60297396,41.87194,12.56738 +157,11100,Fashion & Retail,Johann Rupert & family,72,South Africa,Cape Town,Luxury goods,Fashion & Retail,South Africa,,FALSE,U,M,6/1/1950 0:00,Rupert,Johann,,4/4/2023 5:01,,,1950,6,1,158.93,4.1,"$351,431,649,241 ",22.4,100.9,63.9,27.5,29.2,58558270,-30.559482,22.937506 +159,11000,Finance & Investments,Gong Hongjia & family,58,Hong Kong,Hong Kong,Video surveillance,Finance & Investments,Hong Kong,,TRUE,D,M,1/1/1965 0:00,Gong,Hongjia,,4/4/2023 5:01,,,1965,1,1,,,,,,,,,,, +159,11000,Technology,Zhang Zhidong,51,China,Shenzhen,Internet media,Technology,China,,TRUE,D,M,1/1/1972 0:00,Zhang,Zhidong,,4/4/2023 5:01,,,1972,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +161,10900,Finance & Investments,Philip Anschutz,83,United States,Denver,"Energy, sports, entertainment",Finance & Investments,United States,,FALSE,E,M,12/28/1939 0:00,Anschutz,Philip,,4/4/2023 5:01,Colorado,West,1939,12,28,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +161,10900,Fashion & Retail,Judy Love & family,85,United States,Oklahoma City,Gas stations,Fashion & Retail,United States,Love's Travel Stops and Country Stores,TRUE,U,F,6/17/1937 0:00,Love,Judy,Chairman and CEO,4/4/2023 5:01,Oklahoma,South,1937,6,17,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +161,10900,Fashion & Retail,Ricardo Salinas Pliego & family,67,Mexico,Mexico City,"Retail, media",Fashion & Retail,Mexico,,FALSE,D,M,10/19/1955 0:00,Salinas Pliego,Ricardo,,4/4/2023 5:01,,,1955,10,19,141.54,3.6,"$1,258,286,717,125 ",40.2,105.8,75,13.1,55.1,126014024,23.634501,-102.552784 +164,10700,Media & Entertainment,Donald Newhouse,93,United States,New York,Media,Media & Entertainment,United States,,FALSE,D,M,8/5/1929 0:00,Newhouse,Donald,,4/4/2023 5:01,New York,Northeast,1929,8,5,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +165,10600,Sports,Robert Kraft,81,United States,Brookline,"Manufacturing, New England Patriots",Sports,United States,The Kraft Group,TRUE,U,M,6/5/1941 0:00,Kraft,Robert,Chairman & CEO,4/4/2023 5:01,Massachusetts,Northeast,1941,6,5,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +165,10600,Food & Beverage,Marcel Herrmann Telles,73,Brazil,Sao Paulo,Beer,Food & Beverage,Brazil,,TRUE,U,M,1/1/1950 0:00,Telles,Marcel Herrmann,,4/4/2023 5:01,,,1950,1,1,167.4,3.7,"$1,839,758,040,766 ",51.3,115.4,75.7,14.2,65.1,212559417,-14.235004,-51.92528 +167,10500,Finance & Investments,Suleiman Kerimov & family,57,Russia,Moscow,Gold,Finance & Investments,Russia,,TRUE,U,M,3/12/1966 0:00,Kerimov & family,Suleiman,,4/4/2023 5:01,,,1966,3,12,180.75,4.5,"$1,699,876,578,871 ",81.9,102.6,72.7,11.4,46.2,144373535,61.52401,105.318756 +167,10500,Fashion & Retail,Sky Xu,39,China,Guangzhou,E-commerce,Fashion & Retail,China,,TRUE,U,M,1/1/1984 0:00,Xu,Sky,,4/4/2023 5:01,,,1984,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +167,10500,Finance & Investments,Changpeng Zhao,45,United Arab Emirates,Dubai,Cryptocurrency exchange,Finance & Investments,Canada,,TRUE,D,M,9/10/1977 0:00,Zhao,Changpeng,,4/4/2023 5:01,,,1977,9,10,114.52,-1.9,"$421,142,267,938 ",36.8,108.4,77.8,0.1,15.9,9770529,23.424076,53.847818 +170,10300,Finance & Investments,Andrew Beal,70,United States,Dallas,"Banks, real estate",Finance & Investments,United States,,TRUE,U,M,11/29/1952 0:00,Beal,Andrew,,4/4/2023 5:01,Texas,South,1952,11,29,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +171,10200,Technology,Mike Cannon-Brookes,43,Australia,Sydney,Software,Technology,Australia,,TRUE,D,M,11/17/1979 0:00,Cannon-Brookes,Mike,,4/4/2023 5:01,,,1979,11,17,119.8,1.6,"$1,392,680,589,329 ",113.1,100.3,82.7,23,47.4,25766605,-25.274398,133.775136 +171,10200,Healthcare,Carl Cook,60,United States,Bloomington,Medical devices,Healthcare,United States,,FALSE,D,M,8/19/1962 0:00,Cook,Carl,,4/4/2023 5:01,Indiana,Midwest,1962,8,19,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +171,10200,Technology,David Duffield,82,United States,Incline Village,Business software,Technology,United States,Workday,TRUE,D,M,9/21/1940 0:00,Duffield,David,Chairman and Cofounder,4/4/2023 5:01,Nevada,West,1940,9,21,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +171,10200,Energy,Jeffery Hildebrand,64,United States,Houston,Oil,Energy,United States,,TRUE,U,M,3/5/1959 0:00,Hildebrand,Jeffery,,4/4/2023 5:01,Texas,South,1959,3,5,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +171,10200,Manufacturing,Viktor Rashnikov,74,Russia,Magnitogorsk,Steel,Manufacturing,Russia,,TRUE,U,M,10/13/1948 0:00,Rashnikov,Viktor,,4/4/2023 5:01,,,1948,10,13,180.75,4.5,"$1,699,876,578,871 ",81.9,102.6,72.7,11.4,46.2,144373535,61.52401,105.318756 +171,10200,Technology,Eduardo Saverin,41,Singapore,Singapore,Facebook,Technology,Brazil,Meta Platforms,TRUE,D,M,3/19/1982 0:00,Saverin,Eduardo,Investor,4/4/2023 5:01,,,1982,3,19,114.41,0.6,"$372,062,527,489 ",84.8,100.6,83.1,13.1,21,5703569,1.352083,103.819836 +171,10200,Automotive,Georg Schaeffler,58,Germany,Herzogenaurach,Auto parts,Automotive,Germany,,FALSE,U,M,10/19/1964 0:00,Schaeffler,Georg,,4/4/2023 5:01,,,1964,10,19,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +171,10200,Fashion & Retail,Christy Walton,74,United States,Jackson,Walmart,Fashion & Retail,United States,,FALSE,U,F,2/8/1949 0:00,Walton,Christy,,4/4/2023 5:01,Wyoming,South,1949,2,8,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +179,10100,Technology,Scott Farquhar,43,Australia,Sydney,Software,Technology,Australia,,TRUE,D,M,12/17/1979 0:00,Farquhar,Scott,,4/4/2023 5:01,,,1979,12,17,119.8,1.6,"$1,392,680,589,329 ",113.1,100.3,82.7,23,47.4,25766605,-25.274398,133.775136 +179,10100,Diversified,Quek Leng Chan,81,Malaysia,Kuala Lumpur,"Banking, property",Diversified,Malaysia,,FALSE,D,M,8/12/1941 0:00,Quek,Leng Chan,,4/4/2023 5:01,,,1941,8,12,121.46,0.7,"$364,701,517,788 ",45.1,105.3,76,12,38.7,32447385,4.210484,101.975766 +179,10100,Real Estate,Wu Yajun,59,China,Beijing,Real estate,Real Estate,China,,TRUE,D,F,1/1/1964 0:00,Wu,Yajun,,4/4/2023 5:01,,,1964,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +182,10000,Energy,Autry Stephens,85,United States,Midland,Oil,Energy,United States,,TRUE,U,M,3/8/1938 0:00,Stephens,Autry,,4/4/2023 5:01,Texas,South,1938,3,8,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +183,9900,Service,Liu Yongxing,74,China,Shanghai,Diversified,Service,China,East Hope Group,TRUE,D,M,6/1/1948 0:00,Liu,Yongxing,Chairman,4/4/2023 5:01,,,1948,6,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +184,9800,Diversified,Vinod Adani,74,United Arab Emirates,Dubai,"Infrastructure, commodities",Diversified,Cyprus,,TRUE,Split Family Fortune,M,1/10/1949 0:00,Adani,Vinod,,4/4/2023 5:01,,,1949,1,10,114.52,-1.9,"$421,142,267,938 ",36.8,108.4,77.8,0.1,15.9,9770529,23.424076,53.847818 +184,9800,Fashion & Retail,Nicolas Puech,80,Switzerland,Martigny,Hermes,Fashion & Retail,France,,FALSE,U,M,1/29/1943 0:00,Puech,Nicolas,,4/4/2023 5:01,,,1943,1,29,99.55,0.4,"$703,082,435,360 ",59.6,105.2,83.6,10.1,28.8,8574832,46.818188,8.227512 +184,9800,Logistics,"Jacques Saadé, Jr.",51,France,Marseille,Shipping,Logistics,France,,FALSE,Split Family Fortune,M,8/10/1971 0:00,Saadé,Jacques,,4/4/2023 5:01,,,1971,8,10,110.05,1.1,"$2,715,518,274,227 ",65.6,102.5,82.5,24.2,60.7,67059887,46.227638,2.213749 +184,9800,Logistics,Rodolphe Saadé,53,France,Marseille,Shipping,Logistics,France,CMA CGM,FALSE,Split Family Fortune,M,3/3/1970 0:00,Saadé,Rodolphe,Chairman and CEO,4/4/2023 5:01,,,1970,3,3,110.05,1.1,"$2,715,518,274,227 ",65.6,102.5,82.5,24.2,60.7,67059887,46.227638,2.213749 +184,9800,Logistics,Tanya Saadé Zeenny,55,France,Marseille,Shipping,Logistics,France,,FALSE,Split Family Fortune,F,2/1/1968 0:00,Saadé Zeenny,Tanya,,4/4/2023 5:01,,,1968,2,1,110.05,1.1,"$2,715,518,274,227 ",65.6,102.5,82.5,24.2,60.7,67059887,46.227638,2.213749 +184,9800,Finance & Investments,Melker Schorling & family,75,Sweden,Stockholm,Investments,Finance & Investments,Sweden,,TRUE,D,M,5/15/1947 0:00,Schorling,Melker,,4/4/2023 5:01,,,1947,5,15,110.51,1.8,"$530,832,908,738 ",67,126.6,82.5,27.9,49.1,10285453,60.128161,18.643501 +190,9700,Manufacturing,Andrei Guriev & family,63,Russia,Moscow,Fertilizers,Manufacturing,Russia,,TRUE,U,M,3/24/1960 0:00,Guriev & family,Andrei,,4/4/2023 5:01,,,1960,3,24,180.75,4.5,"$1,699,876,578,871 ",81.9,102.6,72.7,11.4,46.2,144373535,61.52401,105.318756 +190,9700,Finance & Investments,Michael Kim,59,South Korea,Seoul,Private equity,Finance & Investments,United States,MBK Partners,TRUE,U,M,10/1/1963 0:00,Kim,Michael,,4/4/2023 5:01,,,1963,10,1,115.16,0.4,"$2,029,000,000,000 ",94.3,98.1,82.6,15.6,33.2,51709098,35.907757,127.766922 +190,9700,Technology,Lei Jun,53,China,Beijing,Smartphones,Technology,China,Xiaomi,TRUE,D,M,12/16/1969 0:00,Lei,Jun,Founder and CEO,4/4/2023 5:01,,,1969,12,16,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +190,9700,Manufacturing,Friedhelm Loh,76,Germany,Haiger,Manufacturing,Manufacturing,Germany,,FALSE,U,M,8/15/1946 0:00,Loh,Friedhelm,,4/4/2023 5:01,,,1946,8,15,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +190,9700,Healthcare,Sun Piaoyang,64,China,Lianyungang,Pharmaceuticals,Healthcare,China,,TRUE,D,M,9/1/1958 0:00,Sun,Piaoyang,,4/4/2023 5:01,,,1958,9,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +195,9600,Technology,Rick Cohen & family,70,United States,Keene,Warehouse automation,Technology,United States,C&S Wholesale Grocers,FALSE,N,M,7/25/1952 0:00,Cohen,Rick,Entrepreneur,4/4/2023 5:01,New Hampshire,Northeast,1952,7,25,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +195,9600,Energy,Jin Baofang,70,China,Xingtai,Solar panels,Energy,China,,TRUE,D,M,9/1/1952 0:00,Jin,Baofang,,4/4/2023 5:01,,,1952,9,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +195,9600,Manufacturing,Luo Liguo & family,67,China,Ningbo,Chemicals,Manufacturing,China,,TRUE,D,M,3/1/1956 0:00,Luo,Liguo,,4/4/2023 5:01,,,1956,3,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +195,9600,Food & Beverage,Marijke Mars,58,United States,Los Angeles,"Candy, pet food",Food & Beverage,United States,,FALSE,U,F,7/28/1964 0:00,Mars,Marijke,,4/4/2023 5:01,California,West,1964,7,28,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +195,9600,Food & Beverage,Pamela Mars,62,United States,Alexandria,"Candy, pet food",Food & Beverage,United States,,FALSE,U,F,8/1/1960 0:00,Mars,Pamela,,4/4/2023 5:01,Virginia,South,1960,8,1,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +195,9600,Food & Beverage,Valerie Mars,64,United States,New York,"Candy, pet food",Food & Beverage,United States,,FALSE,U,F,1/26/1959 0:00,Mars,Valerie,,4/4/2023 5:01,New York,Northeast,1959,1,26,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +195,9600,Food & Beverage,Victoria Mars,66,United States,Philadelphia,"Candy, pet food",Food & Beverage,United States,,FALSE,U,F,12/15/1956 0:00,Mars,Victoria,,4/4/2023 5:01,Pennsylvania,Northeast,1956,12,15,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +202,9500,Finance & Investments,Vincent Bolloré & family,71,France,Paris,Investments,Finance & Investments,France,,FALSE,U,M,4/1/1952 0:00,Bolloré,Vincent,,4/4/2023 5:01,,,1952,4,1,110.05,1.1,"$2,715,518,274,227 ",65.6,102.5,82.5,24.2,60.7,67059887,46.227638,2.213749 +202,9500,Diversified,Jim Pattison,94,Canada,Vancouver,Diversified,Diversified,Canada,Jim Pattison Group,TRUE,D,M,10/1/1928 0:00,Pattison,Jim,"Founder, Chairman and CEO",4/4/2023 5:01,,,1928,10,1,116.76,1.9,"$1,736,425,629,520 ",68.9,100.9,81.9,12.8,24.5,36991981,56.130366,-106.346771 +204,9400,Healthcare,Ernesto Bertarelli,57,Switzerland,Gstaad,"Biotech, investments",Healthcare,Switzerland,,FALSE,U,M,9/22/1965 0:00,Bertarelli,Ernesto,,4/4/2023 5:01,,,1965,9,22,99.55,0.4,"$703,082,435,360 ",59.6,105.2,83.6,10.1,28.8,8574832,46.818188,8.227512 +204,9400,Technology,Wang Xing,44,China,Beijing,Food delivery,Technology,China,,TRUE,D,M,2/18/1979 0:00,Wang,Xing,,4/4/2023 5:01,,,1979,2,18,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +206,9300,Technology,Brian Chesky,41,United States,San Francisco,Airbnb,Technology,United States,"Airbnb, Inc.",TRUE,D,M,8/29/1981 0:00,Chesky,Brian,CEO and Cofounder,4/4/2023 5:01,California,West,1981,8,29,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +206,9300,Manufacturing,James Dyson,75,United Kingdom,Gloucestershire,Vacuums,Manufacturing,United Kingdom,,TRUE,U,M,5/2/1947 0:00,Dyson,James,,4/4/2023 5:01,,,1947,5,2,119.62,1.7,"$2,827,113,184,696 ",60,101.2,81.3,25.5,30.6,66834405,55.378051,-3.435973 +208,9200,Diversified,Roman Abramovich & family,56,Russia,Moscow,"Steel, investments",Diversified,Russia,,TRUE,U,M,10/24/1966 0:00,Abramovich,Roman,,4/4/2023 5:01,,,1966,10,24,180.75,4.5,"$1,699,876,578,871 ",81.9,102.6,72.7,11.4,46.2,144373535,61.52401,105.318756 +208,9200,Diversified,Antonia Ax:son Johnson & family,79,Sweden,Stockholm,Diversified,Diversified,Sweden,,FALSE,U,F,9/6/1943 0:00,Ax:son Johnson,Antonia,,4/4/2023 5:01,,,1943,9,6,110.51,1.8,"$530,832,908,738 ",67,126.6,82.5,27.9,49.1,10285453,60.128161,18.643501 +208,9200,Energy,Daniel Kretinsky,47,Czech Republic,Prague,"Energy, investments",Energy,Czech Republic,,TRUE,U,M,7/9/1975 0:00,Kretinsky,Daniel,,4/4/2023 5:01,,,1975,7,9,116.48,2.8,"$246,489,245,495 ",64.1,100.7,79,14.9,46.1,10669709,49.817492,15.472962 +208,9200,Media & Entertainment,John Malone,82,United States,Elizabeth,Cable television,Media & Entertainment,United States,,TRUE,U,M,3/7/1941 0:00,Malone,John,,4/4/2023 5:01,Colorado,West,1941,3,7,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +208,9200,Technology,Azim Premji,77,India,Bangalore,Software services,Technology,India,Wipro Ltd.,FALSE,D,M,7/24/1945 0:00,Premji,Azim,Founder Chairman,4/4/2023 5:01,,,1945,7,24,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +208,9200,Finance & Investments,Charles Schwab,85,United States,Woodside,Discount brokerage,Finance & Investments,United States,Charles Schwab Corp.,TRUE,D,M,7/29/1937 0:00,Schwab,Charles,Investor,4/4/2023 5:01,California,West,1937,7,29,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +208,9200,Fashion & Retail,Eric Smidt,63,United States,Beverly Hills,Hardware stores,Fashion & Retail,United States,,TRUE,U,M,1/1/1960 0:00,Smidt,Eric,,4/4/2023 5:01,California,West,1960,1,1,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +215,9000,Technology,David Cheriton,72,United States,Palo Alto,Google,Technology,Canada,Stanford University,TRUE,D,M,3/29/1951 0:00,Cheriton,David,Professor,4/4/2023 5:01,California,West,1951,3,29,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +215,9000,Metals & Mining,Ivan Glasenberg,66,Switzerland,Ruschlikon,Mining,Metals & Mining,Switzerland,,TRUE,D,M,1/7/1957 0:00,Glasenberg,Ivan,,4/4/2023 5:01,,,1957,1,7,99.55,0.4,"$703,082,435,360 ",59.6,105.2,83.6,10.1,28.8,8574832,46.818188,8.227512 +215,9000,Real Estate,Alexander Otto,55,Germany,Hamburg,Real estate,Real Estate,Germany,,FALSE,D,M,7/7/1967 0:00,Otto,Alexander,,4/4/2023 5:01,,,1967,7,7,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +215,9000,Food & Beverage,Anthony von Mandl,73,Canada,Vancouver,Alcoholic beverages,Food & Beverage,Canada,,TRUE,U,M,3/10/1950 0:00,von Mandl,Anthony,,4/4/2023 5:01,,,1950,3,10,116.76,1.9,"$1,736,425,629,520 ",68.9,100.9,81.9,12.8,24.5,36991981,56.130366,-106.346771 +215,9000,Manufacturing,Wang Liping & family,57,China,Changzhou,Hydraulic machinery,Manufacturing,China,,TRUE,U,M,2/24/1966 0:00,Wang,Liping,,4/4/2023 5:01,,,1966,2,24,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +220,8900,Food & Beverage,Finn Rausing,68,United Kingdom,London,Packaging,Food & Beverage,Sweden,,FALSE,D,M,1/1/1955 0:00,Rausing,Finn,,4/4/2023 5:01,,,1955,1,1,119.62,1.7,"$2,827,113,184,696 ",60,101.2,81.3,25.5,30.6,66834405,55.378051,-3.435973 +220,8900,Food & Beverage,Jorn Rausing,63,United Kingdom,Surrey,Packaging,Food & Beverage,Sweden,,FALSE,D,M,1/1/1960 0:00,Rausing,Jorn,,4/4/2023 5:01,,,1960,1,1,119.62,1.7,"$2,827,113,184,696 ",60,101.2,81.3,25.5,30.6,66834405,55.378051,-3.435973 +220,8900,Food & Beverage,Kirsten Rausing,70,United Kingdom,Newmarket,Packaging,Food & Beverage,Sweden,,FALSE,D,F,6/6/1952 0:00,Rausing,Kirsten,,4/4/2023 5:01,,,1952,6,6,119.62,1.7,"$2,827,113,184,696 ",60,101.2,81.3,25.5,30.6,66834405,55.378051,-3.435973 +223,8800,Fashion & Retail,Tatyana Bakalchuk,47,Russia,Moscow region,Ecommerce,Fashion & Retail,Russia,,TRUE,U,F,10/16/1975 0:00,Bakalchuk,Tatyana,,4/4/2023 5:01,,,1975,10,16,180.75,4.5,"$1,699,876,578,871 ",81.9,102.6,72.7,11.4,46.2,144373535,61.52401,105.318756 +223,8800,Technology,John Doerr,71,United States,Woodside,Venture capital,Technology,United States,Kleiner Perkins,TRUE,D,M,6/29/1951 0:00,Doerr,John,Investor,4/4/2023 5:01,California,West,1951,6,29,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +223,8800,Technology,Richard Liu,49,China,Beijing,E-commerce,Technology,China,,TRUE,D,M,3/10/1974 0:00,Liu,Richard,,4/4/2023 5:01,,,1974,3,10,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +223,8800,Technology,Dustin Moskovitz,38,United States,San Francisco,Facebook,Technology,United States,Asana,TRUE,D,M,5/22/1984 0:00,Moskovitz,Dustin,Cofounder,4/4/2023 5:01,California,West,1984,5,22,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +223,8800,Technology,Pierre Omidyar,55,United States,Honolulu,"EBay, PayPal",Technology,United States,eBay,TRUE,D,M,6/21/1967 0:00,Omidyar,Pierre,Founder,4/4/2023 5:01,Hawaii,West,1967,6,21,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +223,8800,Energy,Pei Zhenhua,64,China,Ningde,Batteries,Energy,China,,TRUE,D,M,1/1/1959 0:00,Pei,Zhenhua,,4/4/2023 5:01,,,1959,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +223,8800,Energy,Carrie Perrodo & family,72,United Kingdom,London,Oil,Energy,France,,FALSE,U,F,1/1/1951 0:00,Perrodo,Carrie,Philanthropist,4/4/2023 5:01,,,1951,1,1,119.62,1.7,"$2,827,113,184,696 ",60,101.2,81.3,25.5,30.6,66834405,55.378051,-3.435973 +230,8700,Manufacturing,Chen Jianhua,52,China,Wujiang,Chemicals,Manufacturing,China,,TRUE,U,M,1/1/1971 0:00,Chen,Jianhua,,4/4/2023 5:01,,,1971,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +230,8700,Fashion & Retail,Michael Otto,79,Germany,Hamburg,"Retail, real estate",Fashion & Retail,Germany,,FALSE,D,M,4/12/1943 0:00,Otto,Michael,,4/4/2023 5:01,,,1943,4,12,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +232,8600,Finance & Investments,Leon Black,71,United States,New York,Private equity,Finance & Investments,United States,,TRUE,D,M,7/31/1951 0:00,Black,Leon,,4/4/2023 5:01,New York,Northeast,1951,7,31,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +232,8600,Finance & Investments,Graeme Hart,67,New Zealand,Auckland,Investments,Finance & Investments,New Zealand,,TRUE,D,M,6/6/1955 0:00,Hart,Graeme,,4/4/2023 5:01,,,1955,6,6,114.24,1.6,"$206,928,765,544 ",82,100,81.9,29,34.6,4841000,-40.900557,174.885971 +232,8600,Food & Beverage,Ravi Jaipuria,68,India,Delhi,"Soft drinks, fast food",Food & Beverage,India,,FALSE,U,M,11/28/1954 0:00,Jaipuria,Ravi,,4/4/2023 5:01,,,1954,11,28,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +232,8600,Technology,Hasso Plattner & family,79,Germany,Heidelberg,Software,Technology,Germany,,TRUE,U,M,1/21/1944 0:00,Plattner,Hasso,,4/4/2023 5:01,,,1944,1,21,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +232,8600,Food & Beverage,Carlos Alberto Sicupira & family,75,Switzerland,St. Gallen,Beer,Food & Beverage,Brazil,,TRUE,U,M,1/1/1948 0:00,Sicupira,Carlos Alberto,,4/4/2023 5:01,,,1948,1,1,99.55,0.4,"$703,082,435,360 ",59.6,105.2,83.6,10.1,28.8,8574832,46.818188,8.227512 +232,8600,Real Estate,Manuel Villar,73,Philippines,Manila,Real estate,Real Estate,Philippines,,TRUE,U,M,12/13/1949 0:00,Villar,Manuel,,4/4/2023 5:01,,,1949,12,13,129.61,2.5,"$376,795,508,680 ",35.5,107.5,71.1,14,43.1,108116615,12.879721,121.774017 +232,8600,Technology,Andreas von Bechtolsheim & family,67,United States,Palo Alto,Google,Technology,Germany,Arista Networks,TRUE,D,M,9/30/1955 0:00,von Bechtolsheim,Andreas,"Cofounder, Chief Development Officer and Chairman",4/4/2023 5:01,California,West,1955,9,30,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +239,8500,Finance & Investments,"Chase Coleman, III.",47,United States,New York,Investments,Finance & Investments,United States,Tiger Global Management,TRUE,D,M,6/21/1975 0:00,Coleman,Chase,Investor,4/4/2023 5:01,New York,Northeast,1975,6,21,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +239,8500,Fashion & Retail,Ann Walton Kroenke,74,United States,Electra,Walmart,Fashion & Retail,United States,,FALSE,D,F,12/18/1948 0:00,Kroenke,Ann Walton,,4/4/2023 5:01,Texas,South,1948,12,18,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +239,8500,Manufacturing,Li Zhenguo & family,55,China,Xi'an,Solar wafers and modules,Manufacturing,China,,TRUE,D,M,1/1/1968 0:00,Li,Zhenguo,,4/4/2023 5:01,,,1968,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +242,8400,Media & Entertainment,Jim Kennedy,75,United States,Atlanta,"Media, automotive",Media & Entertainment,United States,Cox Enterprises,FALSE,U,M,11/29/1947 0:00,Kennedy,Jim,Chairman Emeritus,4/4/2023 5:01,Georgia,South,1947,11,29,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +242,8400,Metals & Mining,Nicky Oppenheimer & family,77,South Africa,Johannesburg,Diamonds,Metals & Mining,South Africa,,FALSE,D,M,6/8/1945 0:00,Oppenheimer,Nicky,,4/4/2023 5:01,,,1945,6,8,158.93,4.1,"$351,431,649,241 ",22.4,100.9,63.9,27.5,29.2,58558270,-30.559482,22.937506 +242,8400,Media & Entertainment,Blair Parry-Okeden,72,Australia,New South Wales,"Media, automotive",Media & Entertainment,United States,,FALSE,U,F,5/21/1950 0:00,Parry-Okeden,Blair,,4/4/2023 5:01,,,1950,5,21,119.8,1.6,"$1,392,680,589,329 ",113.1,100.3,82.7,23,47.4,25766605,-25.274398,133.775136 +242,8400,Metals & Mining,Zheng Shuliang & family,77,China,Binzhou,Aluminum products,Metals & Mining,China,,FALSE,D,F,1/1/1946 0:00,Zheng,Shuliang,,4/4/2023 5:01,,,1946,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +246,8300,Fashion & Retail,John Morris,75,United States,Springfield,Sporting goods retail,Fashion & Retail,United States,,TRUE,U,M,3/19/1948 0:00,Morris,John,,4/4/2023 5:01,Missouri,Midwest,1948,3,19,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +246,8300,Fashion & Retail,Stefano Pessina,81,Monaco,Monte Carlo,Drugstores,Fashion & Retail,Monaco,,FALSE,D,M,6/4/1941 0:00,Pessina,Stefano,,4/4/2023 5:01,,,1941,6,4,,,"$7,184,844,193 ",,,,,,38964,43.7384176,7.4246158 +246,8300,Finance & Investments,Francine von Finck & family,,Switzerland,Thurgau,Investments,Finance & Investments,Germany,,FALSE,D,F,,von Finck,Francine,,4/4/2023 5:01,,,,,,99.55,0.4,"$703,082,435,360 ",59.6,105.2,83.6,10.1,28.8,8574832,46.818188,8.227512 +249,8200,Real Estate,Francis Choi,75,Hong Kong,Hong Kong,Real estate,Real Estate,Hong Kong,,TRUE,U,M,9/18/1947 0:00,Choi,Francis,,4/4/2023 5:01,,,1947,9,18,,,,,,,,,,, +249,8200,Energy,German Khan,61,Russia,Moscow,"Oil, banking, telecom",Energy,Russia,,TRUE,U,M,10/24/1961 0:00,Khan,German,,4/4/2023 5:01,,,1961,10,24,180.75,4.5,"$1,699,876,578,871 ",81.9,102.6,72.7,11.4,46.2,144373535,61.52401,105.318756 +249,8200,Diversified,Abdulsamad Rabiu,62,Nigeria,Lagos,"Cement, sugar",Diversified,Nigeria,,FALSE,U,M,8/4/1960 0:00,Rabiu,Abdulsamad,,4/4/2023 5:01,,,1960,8,4,267.51,11.4,"$448,120,428,859 ",10.2,84.7,54.3,1.5,34.8,200963599,9.081999,8.675277 +249,8200,Finance & Investments,George Roberts,79,United States,Atherton,Private equity,Finance & Investments,United States,,TRUE,U,M,9/14/1943 0:00,Roberts,George,,4/4/2023 5:01,California,West,1943,9,14,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +249,8200,Real Estate,Kushal Pal Singh,91,India,Delhi,Real estate,Real Estate,India,,FALSE,D,M,8/15/1931 0:00,Singh,Kushal Pal,,4/4/2023 5:01,,,1931,8,15,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +249,8200,Real Estate,Wang Jianlin,68,China,Beijing,Real estate,Real Estate,China,Dalian Wanda Group,TRUE,D,M,10/1/1954 0:00,Wang,Jianlin,Chairman,4/4/2023 5:01,,,1954,10,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +249,8200,Real Estate,Yang Huiyan & family,41,China,Foshan,Real estate,Real Estate,China,,FALSE,D,F,9/27/1981 0:00,Yang,Huiyan,,4/4/2023 5:01,,,1981,9,27,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +256,8100,Diversified,Laurent Dassault,69,France,Paris,Diversified,Diversified,France,,FALSE,D,M,7/7/1953 0:00,Dassault,Laurent,,4/4/2023 5:01,,,1953,7,7,110.05,1.1,"$2,715,518,274,227 ",65.6,102.5,82.5,24.2,60.7,67059887,46.227638,2.213749 +256,8100,Diversified,Thierry Dassault,66,France,Paris,Diversified,Diversified,France,,FALSE,D,M,3/26/1957 0:00,Dassault,Thierry,,4/4/2023 5:01,,,1957,3,26,110.05,1.1,"$2,715,518,274,227 ",65.6,102.5,82.5,24.2,60.7,67059887,46.227638,2.213749 +256,8100,Food & Beverage,Tilman Fertitta,65,United States,Houston,"Houston Rockets, entertainment",Food & Beverage,United States,Landry's Inc,TRUE,U,M,6/25/1957 0:00,Fertitta,Tilman,Chairman and CEO,4/4/2023 5:01,Texas,South,1957,6,25,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +256,8100,Diversified,Marie-Hélène Habert-Dassault,58,France,Paris,Diversified,Diversified,France,,FALSE,D,F,4/4/1965 0:00,Habert-Dassault,Marie-Hélène,,4/4/2023 5:01,,,1965,4,4,110.05,1.1,"$2,715,518,274,227 ",65.6,102.5,82.5,24.2,60.7,67059887,46.227638,2.213749 +256,8100,Gambling & Casinos,Karel Komarek,54,Switzerland,Verbier,"Oil and gas, IT, lotteries",Gambling & Casinos,Czech Republic,,TRUE,U,M,3/15/1969 0:00,Komarek,Karel,,4/4/2023 5:01,,,1969,3,15,99.55,0.4,"$703,082,435,360 ",59.6,105.2,83.6,10.1,28.8,8574832,46.818188,8.227512 +261,8000,Technology,Nathan Blecharczyk,39,United States,San Francisco,Airbnb,Technology,United States,,TRUE,D,M,6/11/1983 0:00,Blecharczyk,Nathan,,4/4/2023 5:01,California,West,1983,6,11,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +261,8000,Energy,Leonid Fedun,66,Russia,Moscow,Oil,Energy,Russia,,TRUE,U,M,4/5/1956 0:00,Fedun,Leonid,,4/4/2023 5:01,,,1956,4,5,180.75,4.5,"$1,699,876,578,871 ",81.9,102.6,72.7,11.4,46.2,144373535,61.52401,105.318756 +261,8000,Fashion & Retail,Bernard Marcus,93,United States,Atlanta,Home Depot,Fashion & Retail,United States,Home Depot,TRUE,D,M,5/12/1929 0:00,Marcus,Bernard,"Co-founder, ex chairman of the board",4/4/2023 5:01,Georgia,South,1929,5,12,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +261,8000,Finance & Investments,Patrick Ryan,85,United States,Winnetka,Insurance,Finance & Investments,United States,Ryan Specialty Group,TRUE,E,M,5/15/1937 0:00,Ryan,Patrick,Chairman and CEO,4/4/2023 5:01,Illinois,Midwest,1937,5,15,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +261,8000,Finance & Investments,Robert F. Smith,60,United States,Austin,Private equity,Finance & Investments,United States,,TRUE,U,M,12/1/1962 0:00,Smith,Robert F.,Investor,4/4/2023 5:01,Texas,South,1962,12,1,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +261,8000,Metals & Mining,Pavel Tykac,58,Czech Republic,Prague,Coal mines,Metals & Mining,Czech Republic,,TRUE,U,M,5/15/1964 0:00,Tykac,Pavel,,4/4/2023 5:01,,,1964,5,15,116.48,2.8,"$246,489,245,495 ",64.1,100.7,79,14.9,46.1,10669709,49.817492,15.472962 +261,8000,Finance & Investments,Eric Wittouck,76,Monaco,,Investments,Finance & Investments,Belgium,,FALSE,D,M,10/1/1946 0:00,Wittouck,Eric,,4/4/2023 5:01,,,1946,10,1,,,"$7,184,844,193 ",,,,,,38964,43.7384176,7.4246158 +268,7900,Finance & Investments,Orlando Bravo,52,United States,Miami Beach,Private equity,Finance & Investments,United States,,TRUE,U,M,9/23/1970 0:00,Bravo,Orlando,,4/4/2023 5:01,Florida,South,1970,9,23,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +268,7900,Fashion & Retail,Ding Shizhong,52,China,Quanzhou,Sports apparel,Fashion & Retail,China,,TRUE,U,M,12/1/1970 0:00,Ding,Shizhong,,4/4/2023 5:01,,,1970,12,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +268,7900,Fashion & Retail,Nancy Walton Laurie,71,United States,Henderson,Walmart,Fashion & Retail,United States,,FALSE,D,F,5/15/1951 0:00,Laurie,Nancy Walton,,4/4/2023 5:01,Nevada,West,1951,5,15,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +268,7900,Technology,Jay Y. Lee,54,South Korea,Seoul,Samsung,Technology,South Korea,,FALSE,D,M,6/23/1968 0:00,Lee,Jay Y.,,4/4/2023 5:01,,,1968,6,23,115.16,0.4,"$2,029,000,000,000 ",94.3,98.1,82.6,15.6,33.2,51709098,35.907757,127.766922 +268,7900,Finance & Investments,Ramzi Musallam,54,United States,New York,Private equity,Finance & Investments,United States,,TRUE,U,M,9/17/1968 0:00,Musallam,Ramzi,,4/4/2023 5:01,New York,Northeast,1968,9,17,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +268,7900,Finance & Investments,David Shaw,72,United States,New York,Hedge funds,Finance & Investments,United States,"D. E. Shaw & Co., L.P.",TRUE,U,M,3/29/1951 0:00,Shaw,David,Founder,4/4/2023 5:01,New York,Northeast,1951,3,29,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +268,7900,Metals & Mining,Andrei Skoch & family,57,Russia,Moscow,Metals and mining,Metals & Mining,Russia,,TRUE,U,M,1/30/1966 0:00,Skoch & family,Andrei,,4/4/2023 5:01,,,1966,1,30,180.75,4.5,"$1,699,876,578,871 ",81.9,102.6,72.7,11.4,46.2,144373535,61.52401,105.318756 +268,7900,Diversified,Georg Stumpf,50,Austria,Vienna,"Real estate, construction",Diversified,Austria,,TRUE,E,M,9/14/1972 0:00,Stumpf,Georg,,4/4/2023 5:01,,,1972,9,14,118.06,1.5,"$446,314,739,528 ",85.1,103.1,81.6,25.4,51.4,8877067,47.516231,14.550072 +276,7800,Telecom,Rocco Commisso,73,United States,Saddle River,Telecom,Telecom,United States,,TRUE,U,M,11/25/1949 0:00,Commisso,Rocco,,4/4/2023 5:01,New Jersey,Northeast,1949,11,25,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +276,7800,Manufacturing,Li Shuirong & family,66,China,Hangzhou,Petrochemicals,Manufacturing,China,,TRUE,D,M,7/1/1956 0:00,Li,Shuirong,,4/4/2023 5:01,,,1956,7,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +276,7800,Manufacturing,Lin Shu-hong,94,Taiwan,Taipei,Petrochemicals,Manufacturing,Taiwan,,TRUE,U,M,8/1/1928 0:00,Lin,Shu-hong,,4/4/2023 5:01,,,1928,8,1,,,,,,,,,,, +276,7800,Technology,Qi Shi & family,53,China,Shanghai,Financial information,Technology,China,,TRUE,D,M,1/3/1970 0:00,Qi,Shi,,4/4/2023 5:01,,,1970,1,3,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +276,7800,Manufacturing,Yao Liangsong,58,China,Guangzhou,Furniture,Manufacturing,China,,TRUE,D,M,8/1/1964 0:00,Yao,Liangsong,,4/4/2023 5:01,,,1964,8,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +276,7800,Fashion & Retail,Zhang Congyuan,75,Taiwan,Taoyuan,Shoes,Fashion & Retail,Taiwan,,TRUE,D,M,1/1/1948 0:00,Zhang,Congyuan,,4/4/2023 5:01,,,1948,1,1,,,,,,,,,,, +282,7700,Food & Beverage,Jean-Michel Besnier,55,France,Laval,Cheese,Food & Beverage,France,,FALSE,D,M,6/5/1967 0:00,Besnier,Jean-Michel,,4/4/2023 5:01,,,1967,6,5,110.05,1.1,"$2,715,518,274,227 ",65.6,102.5,82.5,24.2,60.7,67059887,46.227638,2.213749 +282,7700,Food & Beverage,Marie Besnier Beauvalot,42,France,Laval,Cheese,Food & Beverage,France,,FALSE,D,F,7/30/1980 0:00,Besnier Beauvalot,Marie,,4/4/2023 5:01,,,1980,7,30,110.05,1.1,"$2,715,518,274,227 ",65.6,102.5,82.5,24.2,60.7,67059887,46.227638,2.213749 +282,7700,Media & Entertainment,David Geffen,80,United States,Beverly Hills,"Movies, record labels",Media & Entertainment,United States,DreamWorks Animation SKG Inc. (Cl A),TRUE,D,M,2/21/1943 0:00,Geffen,David,Cofounder,4/4/2023 5:01,California,West,1943,2,21,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +282,7700,Technology,Robin Li,54,China,Beijing,Internet search,Technology,China,Baidu,TRUE,U,M,11/17/1968 0:00,Li,Robin,Founder and CEO,4/4/2023 5:01,,,1968,11,17,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +282,7700,Service,Liu Yonghao & family,71,China,Chengdu,Agribusiness,Service,China,,TRUE,D,M,9/1/1951 0:00,Liu,Yonghao,,4/4/2023 5:01,,,1951,9,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +282,7700,Technology,Henry Samueli,68,United States,Newport Beach,Semiconductors,Technology,United States,Broadcom,TRUE,U,M,9/20/1954 0:00,Samueli,Henry,"Cofounder, Chief Technology Officer and Chairman",4/4/2023 5:01,California,West,1954,9,20,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +282,7700,Healthcare,Reinhold Schmieding,68,United States,Naples,Medical devices,Healthcare,United States,,TRUE,U,M,1/3/1955 0:00,Schmieding,Reinhold,,4/4/2023 5:01,Florida,South,1955,1,3,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +282,7700,Real Estate,Ivar Tollefsen,61,Norway,Oslo,Real estate,Real Estate,Norway,,TRUE,U,M,6/23/1961 0:00,Tollefsen,Ivar,,4/4/2023 5:01,,,1961,6,23,120.27,2.2,"$403,336,363,636 ",82,100.3,82.8,23.9,36.2,5347896,60.472024,8.468946 +290,7600,Energy,Cao Renxian,54,China,Hefei,Photovoltaic equipment,Energy,China,,TRUE,D,M,7/24/1968 0:00,Cao,Renxian,,4/4/2023 5:01,,,1968,7,24,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +290,7600,Healthcare,Hasmukh Chudgar & family,89,India,Ahmedabad,Pharmaceuticals,Healthcare,India,,TRUE,U,M,9/19/1933 0:00,Chudgar,Hasmukh,,4/4/2023 5:01,,,1933,9,19,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +290,7600,Manufacturing,Andrew Currie,67,United Kingdom,London,Chemicals,Manufacturing,United Kingdom,,TRUE,U,M,12/4/1955 0:00,Currie,Andrew,,4/4/2023 5:01,,,1955,12,4,119.62,1.7,"$2,827,113,184,696 ",60,101.2,81.3,25.5,30.6,66834405,55.378051,-3.435973 +290,7600,Technology,Joe Gebbia,41,United States,Austin,Airbnb,Technology,United States,"Airbnb, Inc.",TRUE,D,M,8/21/1981 0:00,Gebbia,Joe,Cofounder & Chair of Airbnb.org,4/4/2023 5:01,Texas,South,1981,8,21,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +290,7600,Real Estate,Philip Ng,64,Singapore,Singapore,Real Estate,Real Estate,Singapore,,FALSE,Split Family Fortune,M,1/1/1959 0:00,Ng,Philip,,4/4/2023 5:01,,,1959,1,1,114.41,0.6,"$372,062,527,489 ",84.8,100.6,83.1,13.1,21,5703569,1.352083,103.819836 +290,7600,Manufacturing,John Reece,66,United Kingdom,London,Chemicals,Manufacturing,United Kingdom,,TRUE,U,M,3/7/1957 0:00,Reece,John,,4/4/2023 5:01,,,1957,3,7,119.62,1.7,"$2,827,113,184,696 ",60,101.2,81.3,25.5,30.6,66834405,55.378051,-3.435973 +290,7600,Real Estate,Leonard Stern,85,United States,New York,Real estate,Real Estate,United States,"Hartz Mountain Industries, Inc.",FALSE,U,M,3/28/1938 0:00,Stern,Leonard,Chairman and CEO,4/4/2023 5:01,New York,Northeast,1938,3,28,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +290,7600,Technology,Joseph Tsai,59,Hong Kong,Hong Kong,E-commerce,Technology,Canada,,TRUE,D,M,1/19/1964 0:00,Tsai,Joseph,,4/4/2023 5:01,,,1964,1,19,,,,,,,,,,, +290,7600,Healthcare,Zhong Huijuan,62,China,Shanghai,Pharmaceuticals,Healthcare,China,,TRUE,D,F,1/1/1961 0:00,Zhong,Huijuan,,4/4/2023 5:01,,,1961,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +299,7500,Sports,Arthur Blank,80,United States,Atlanta,Home Depot,Sports,United States,Atlanta Falcons,TRUE,U,M,9/27/1942 0:00,Blank,Arthur,Chairman,4/4/2023 5:01,Georgia,South,1942,9,27,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +299,7500,Fashion & Retail,Charles Butt,85,United States,San Antonio,Supermarkets,Fashion & Retail,United States,,FALSE,R,M,2/3/1938 0:00,Butt,Charles,,4/4/2023 5:01,Texas,South,1938,2,3,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +299,7500,Fashion & Retail,Ding Shijia,59,China,Quanzhou,Sports apparel,Fashion & Retail,China,,TRUE,D,M,1/1/1964 0:00,Ding,Shijia,,4/4/2023 5:01,,,1964,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +299,7500,Finance & Investments,"Paul Tudor Jones, II.",68,United States,Palm Beach,Hedge funds,Finance & Investments,United States,Tudor Investment Corporation,TRUE,U,M,9/28/1954 0:00,Jones,Paul Tudor,Founder,4/4/2023 5:01,Florida,South,1954,9,28,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +299,7500,Finance & Investments,Henry Kravis,79,United States,New York,Private equity,Finance & Investments,United States,KKR & Co.,TRUE,D,M,1/6/1944 0:00,Kravis,Henry,Co-Chair and Co-CEO,4/4/2023 5:01,New York,Northeast,1944,1,6,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +299,7500,Food & Beverage,Zhang Yong,52,Singapore,Singapore,Restaurants,Food & Beverage,Singapore,,TRUE,U,M,7/1/1970 0:00,Zhang,Yong,,4/4/2023 5:01,,,1970,7,1,114.41,0.6,"$372,062,527,489 ",84.8,100.6,83.1,13.1,21,5703569,1.352083,103.819836 +305,7400,Technology,James Goodnight,80,United States,Cary,Software,Technology,United States,SAS Institute,TRUE,U,M,1/6/1943 4:00,Goodnight,James,CEO,4/4/2023 9:01,North Carolina,South,1943,1,6,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +305,7400,Manufacturing,Sri Prakash Lohia,70,United Kingdom,London,Petrochemicals,Manufacturing,Indonesia,,FALSE,U,M,8/11/1952 0:00,Lohia,Sri Prakash,,4/4/2023 5:01,,,1952,8,11,119.62,1.7,"$2,827,113,184,696 ",60,101.2,81.3,25.5,30.6,66834405,55.378051,-3.435973 +305,7400,Fashion & Retail,Ma Jianrong,59,China,Ningbo,"Textiles, apparel",Fashion & Retail,China,,TRUE,D,M,1/1/1964 0:00,Ma,Jianrong,,4/4/2023 5:01,,,1964,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +305,7400,Real Estate,Robert Ng,71,Singapore,Singapore,Real estate,Real Estate,Singapore,,FALSE,Split Family Fortune,M,1/1/1952 0:00,Ng,Robert,,4/4/2023 5:01,,,1952,1,1,114.41,0.6,"$372,062,527,489 ",84.8,100.6,83.1,13.1,21,5703569,1.352083,103.819836 +305,7400,Manufacturing,Steven Rales,72,United States,Santa Barbara,"Manufacturing, investments",Manufacturing,United States,Danaher,TRUE,D,M,3/31/1951 0:00,Rales,Steven,Investor,4/4/2023 5:01,California,West,1951,3,31,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +305,7400,Construction & Engineering,Nassef Sawiris,62,Egypt,Cairo,"Construction, investments",Construction & Engineering,Egypt,,FALSE,D,M,1/19/1961 0:00,Sawiris,Nassef,,4/4/2023 5:01,,,1961,1,19,288.57,9.2,"$303,175,127,598 ",35.2,106.3,71.8,12.5,44.4,100388073,26.820553,30.802498 +305,7400,Food & Beverage,Harry Stine,81,United States,Adel,Agriculture,Food & Beverage,United States,,TRUE,U,M,11/30/1941 0:00,Stine,Harry,,4/4/2023 5:01,Iowa,Midwest,1941,11,30,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +312,7300,Manufacturing,Benu Gopal Bangur,91,India,Kolkata,Cement,Manufacturing,India,,FALSE,U,M,6/1/1931 0:00,Bangur,Benu Gopal,,4/4/2023 5:01,,,1931,6,1,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +312,7300,Metals & Mining,Iskander Makhmudov,59,Russia,Moscow,"Mining, metals, machinery",Metals & Mining,Russia,,TRUE,U,M,12/5/1963 0:00,Makhmudov,Iskander,,4/4/2023 5:01,,,1963,12,5,180.75,4.5,"$1,699,876,578,871 ",81.9,102.6,72.7,11.4,46.2,144373535,61.52401,105.318756 +312,7300,Fashion & Retail,Anders Holch Povlsen,50,Denmark,Aarhus,Fashion retail,Fashion & Retail,Denmark,,FALSE,D,M,11/4/1972 0:00,Povlsen,Anders Holch,,4/4/2023 5:01,,,1972,11,4,110.35,0.8,"$348,078,018,464 ",80.6,101.3,81,32.4,23.8,5818553,56.26392,9.501785 +312,7300,Logistics,Enrique Razon Jr.,63,Philippines,Manila,Ports,Logistics,Philippines,,FALSE,U,M,3/3/1960 0:00,Razon Jr.,Enrique,,4/4/2023 5:01,,,1960,3,3,129.61,2.5,"$376,795,508,680 ",35.5,107.5,71.1,14,43.1,108116615,12.879721,121.774017 +312,7300,Technology,Wang Laichun,55,China,Shenzhen,Electronics components,Technology,Hong Kong,,TRUE,D,F,6/3/1967 0:00,Wang,Laichun,,4/4/2023 5:01,,,1967,6,3,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +317,7200,Finance & Investments,Arthur Dantchik,65,United States,Gladwyne,"Trading, investments",Finance & Investments,United States,,TRUE,N,M,11/25/1957 0:00,Dantchik,Arthur,,4/4/2023 5:01,Pennsylvania,Northeast,1957,11,25,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +317,7200,Technology,Terry Gou,72,Taiwan,Taipei,Electronics,Technology,Taiwan,Hon Hai Precision Industries,TRUE,U,M,10/18/1950 0:00,Gou,Terry,CEO,4/4/2023 5:01,,,1950,10,18,,,,,,,,,,, +317,7200,Real Estate,Jeff Greene,68,United States,Palm Beach,"Real estate, investments",Real Estate,United States,,TRUE,U,M,12/10/1954 0:00,Greene,Jeff,,4/4/2023 5:01,Florida,South,1954,12,10,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +317,7200,Finance & Investments,Don Hankey,79,United States,Malibu,Auto loans,Finance & Investments,United States,Hankey Group,TRUE,U,M,6/13/1943 0:00,Hankey,Don,Chairman,4/4/2023 5:01,California,West,1943,6,13,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +317,7200,Energy,Richard Kinder,78,United States,Houston,Pipelines,Energy,United States,Kinder Morgan Inc,TRUE,D,M,10/19/1944 0:00,Kinder,Richard,Chairman and CEO,4/4/2023 5:01,Texas,South,1944,10,19,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +317,7200,Finance & Investments,Guillaume Pousaz,41,United Arab Emirates,Dubai,Fintech,Finance & Investments,Switzerland,,TRUE,D,M,8/15/1981 0:00,Pousaz,Guillaume,,4/4/2023 5:01,,,1981,8,15,114.52,-1.9,"$421,142,267,938 ",36.8,108.4,77.8,0.1,15.9,9770529,23.424076,53.847818 +317,7200,Fashion & Retail,Takahisa Takahara,61,Japan,Tokyo,Personal care goods,Fashion & Retail,Japan,,FALSE,U,M,7/12/1961 0:00,Takahara,Takahisa,,4/4/2023 5:01,,,1961,7,12,105.48,0.5,"$5,081,769,542,380 ",63.2,98.8,84.2,11.9,46.7,126226568,36.204824,138.252924 +317,7200,Food & Beverage,Zong Qinghou,77,China,Hangzhou,Beverages,Food & Beverage,China,Hangzhou Wahaha Group,TRUE,D,M,10/1/1945 0:00,Zong,Qinghou,Chairman,4/4/2023 5:01,,,1945,10,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +325,7100,Technology,Judy Faulkner,79,United States,Madison,Healthcare software,Technology,United States,Epic Systems,TRUE,U,F,8/1/1943 0:00,Faulkner,Judy,Founder and CEO,4/4/2023 5:01,Wisconsin,Midwest,1943,8,1,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +325,7100,Gambling & Casinos,Johann Graf,76,Austria,Vienna,Gambling,Gambling & Casinos,Austria,,TRUE,U,M,1/3/1947 0:00,Graf,Johann,,4/4/2023 5:01,,,1947,1,3,118.06,1.5,"$446,314,739,528 ",85.1,103.1,81.6,25.4,51.4,8877067,47.516231,14.550072 +325,7100,Service,Tamara Gustavson,61,United States,Lexington,Self storage,Service,United States,,FALSE,D,F,11/16/1961 0:00,Gustavson,Tamara,,4/4/2023 5:01,Kentucky,South,1961,11,16,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +325,7100,Manufacturing,Liang Wengen,66,China,Changsha,Construction equipment,Manufacturing,China,,TRUE,D,M,12/14/1956 0:00,Liang,Wengen,,4/4/2023 5:01,,,1956,12,14,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +325,7100,Healthcare,Frederik Paulsen,72,Switzerland,Lausanne,Health care,Healthcare,Sweden,,FALSE,D,M,10/30/1950 0:00,Paulsen,Frederik,,4/4/2023 5:01,,,1950,10,30,99.55,0.4,"$703,082,435,360 ",59.6,105.2,83.6,10.1,28.8,8574832,46.818188,8.227512 +325,7100,Finance & Investments,Wee Cho Yaw,94,Singapore,Singapore,Banking,Finance & Investments,Singapore,,FALSE,D,M,1/10/1929 0:00,Wee,Cho Yaw,,4/4/2023 5:01,,,1929,1,10,114.41,0.6,"$372,062,527,489 ",84.8,100.6,83.1,13.1,21,5703569,1.352083,103.819836 +325,7100,Manufacturing,Zhang Hejun,71,China,Ningbo,Electronics,Manufacturing,China,,TRUE,U,M,1/1/1952 0:00,Zhang,Hejun,,4/4/2023 5:01,,,1952,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +332,7000,Technology,Marc Benioff,58,United States,San Francisco,Business software,Technology,United States,Salesforce.com,TRUE,D,M,9/25/1964 0:00,Benioff,Marc,Chairman and CEO,4/4/2023 5:01,California,West,1964,9,25,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +332,7000,Media & Entertainment,Dmitri Bukhman,37,United Kingdom,London,Online games,Media & Entertainment,Israel,,TRUE,D,M,5/27/1985 0:00,Bukhman,Dmitri,,4/4/2023 5:01,,,1985,5,27,119.62,1.7,"$2,827,113,184,696 ",60,101.2,81.3,25.5,30.6,66834405,55.378051,-3.435973 +332,7000,Media & Entertainment,Igor Bukhman,41,United Kingdom,London,Online games,Media & Entertainment,Israel,,TRUE,D,M,3/29/1982 0:00,Bukhman,Igor,,4/4/2023 5:01,,,1982,3,29,119.62,1.7,"$2,827,113,184,696 ",60,101.2,81.3,25.5,30.6,66834405,55.378051,-3.435973 +332,7000,Technology,Jack Dangermond,77,United States,Redlands,Mapping software,Technology,United States,,TRUE,U,M,7/23/1945 0:00,Dangermond,Jack,,4/4/2023 5:01,California,West,1945,7,23,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +332,7000,Manufacturing,Ashwin Dani & family,80,India,Mumbai,Paints,Manufacturing,India,,FALSE,D,M,10/24/1942 0:00,Dani,Ashwin,,4/4/2023 5:01,,,1942,10,24,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +332,7000,Fashion & Retail,Ralph Lauren,83,United States,New York,Apparel,Fashion & Retail,United States,Ralph Lauren,TRUE,U,M,10/14/1939 0:00,Lauren,Ralph,Chairman ,4/4/2023 5:01,New York,Northeast,1939,10,14,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +332,7000,Real Estate,Law Kar Po,74,Hong Kong,Hong Kong,Real estate,Real Estate,Hong Kong,,FALSE,U,M,8/2/1948 0:00,Law,Kar Po,,4/4/2023 5:01,,,1948,8,2,,,,,,,,,,, +332,7000,Diversified,Rohiqa Cyrus Mistry,55,India,Mumbai,Diversified,Diversified,India,,FALSE,N,F,6/6/1967 0:00,Mistry,Rohiqa Cyrus,,4/4/2023 5:01,,,1967,6,6,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +332,7000,Diversified,Shapoor Mistry,58,India,Mumbai,Diversified,Diversified,Ireland,,FALSE,N,M,9/6/1964 0:00,Mistry,Shapoor,,4/4/2023 5:01,,,1964,9,6,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +332,7000,Food & Beverage,J. Christopher Reyes,69,United States,Hobe Sound,Food distribution,Food & Beverage,United States,"Reyes Holdings, LLC",TRUE,D,M,12/29/1953 0:00,Reyes,J. Christopher,Co-Chairman,4/4/2023 5:01,Florida,South,1953,12,29,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +332,7000,Food & Beverage,Jude Reyes,67,United States,Palm Beach,Food distribution,Food & Beverage,United States,"Reyes Holdings, LLC",TRUE,D,M,9/16/1955 0:00,Reyes,Jude,Co-Chairman,4/4/2023 5:01,Florida,South,1955,9,16,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +332,7000,Food & Beverage,Don Vultaggio & family,71,United States,Port Washington,Beverages,Food & Beverage,United States,,TRUE,U,M,2/26/1952 0:00,Vultaggio,Don,,4/4/2023 5:01,New York,Northeast,1952,2,26,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +344,6900,Diversified,Alejandro Bailleres Gual & family,62,Mexico,,Diversified,Diversified,Mexico,,FALSE,U,M,1/1/1961 0:00,Bailleres Gual,Alejandro,,4/4/2023 5:01,,,1961,1,1,141.54,3.6,"$1,258,286,717,125 ",40.2,105.8,75,13.1,55.1,126014024,23.634501,-102.552784 +344,6900,Diversified,Edythe Broad & family,87,United States,Los Angeles,"Homebuilding, insurance",Diversified,United States,,FALSE,E,F,1/1/1936 0:00,Broad,Edythe,,4/4/2023 5:01,California,West,1936,1,1,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +344,6900,Food & Beverage,Pauline MacMillan Keinath,89,United States,St. Louis,Cargill,Food & Beverage,United States,,FALSE,D,F,1/1/1934 0:00,Keinath,Pauline MacMillan,,4/4/2023 5:01,Missouri,Midwest,1934,1,1,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +344,6900,Finance & Investments,Philippe Laffont,55,United States,New York,Hedge fund,Finance & Investments,United States,Coatue Management,TRUE,U,M,9/16/1967 0:00,Laffont,Philippe,Founder,4/4/2023 5:01,New York,Northeast,1967,9,16,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +344,6900,Technology,Liu Jincheng & family,58,China,Huizhou,Lithium batteries,Technology,China,,TRUE,D,M,9/22/1964 0:00,Liu,Jincheng,,4/4/2023 5:01,,,1964,9,22,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +344,6900,Real Estate,Igor Olenicoff,80,United States,Lighthouse Point,Real estate,Real Estate,United States,,TRUE,U,M,9/20/1942 0:00,Olenicoff,Igor,,4/4/2023 5:01,Florida,South,1942,9,20,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +344,6900,Fashion & Retail,Sandra Ortega Mera,54,Spain,La Coruna,Zara,Fashion & Retail,Spain,,FALSE,U,F,7/9/1968 0:00,Ortega Mera,Sandra,,4/4/2023 5:01,,,1968,7,9,110.96,0.7,"$1,394,116,310,769 ",88.9,102.7,83.3,14.2,47,47076781,40.463667,-3.74922 +344,6900,Healthcare,Ronda Stryker,68,United States,Portage,Medical equipment,Healthcare,United States,,FALSE,U,F,5/1/1954 0:00,Stryker,Ronda,,4/4/2023 5:01,Michigan,Midwest,1954,5,1,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +352,6800,Energy,Dannine Avara,59,United States,Houston,Pipelines,Energy,United States,,FALSE,U,F,3/9/1964 0:00,Avara,Dannine,,4/4/2023 5:01,Texas,South,1964,3,9,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +352,6800,Diversified,Silvio Berlusconi & family,86,Italy,Milan,Media,Diversified,Italy,,TRUE,D,M,9/29/1936 0:00,Berlusconi,Silvio,,4/4/2023 5:01,,,1936,9,29,110.62,0.6,"$2,001,244,392,042 ",61.9,101.9,82.9,24.3,59.1,60297396,41.87194,12.56738 +352,6800,Gambling & Casinos,Denise Coates,55,United Kingdom,Stoke-on-Trent,Online gambling,Gambling & Casinos,United Kingdom,,TRUE,U,F,9/26/1967 0:00,Coates,Denise,,4/4/2023 5:01,,,1967,9,26,119.62,1.7,"$2,827,113,184,696 ",60,101.2,81.3,25.5,30.6,66834405,55.378051,-3.435973 +352,6800,Energy,Scott Duncan,40,United States,Houston,Pipelines,Energy,United States,,FALSE,U,M,11/1/1982 0:00,Duncan,Scott,,4/4/2023 5:01,Texas,South,1982,11,1,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +352,6800,Energy,Milane Frantz,53,United States,Houston,Pipelines,Energy,United States,,FALSE,U,F,8/12/1969 0:00,Frantz,Milane,,4/4/2023 5:01,Texas,South,1969,8,12,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +352,6800,Finance & Investments,"Edward Johnson, IV.",58,United States,Boston,Fidelity,Finance & Investments,United States,,FALSE,U,M,11/18/1964 0:00,Johnson,Edward,,4/4/2023 5:01,Massachusetts,Northeast,1964,11,18,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +352,6800,Finance & Investments,Yuri Milner,61,United States,Los Altos,Tech investments,Finance & Investments,Israel,DST Global,TRUE,D,M,11/11/1961 0:00,Milner,Yuri,Investor,4/4/2023 5:01,California,West,1961,11,11,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +352,6800,Technology,Gordon Moore,94,United States,Woodside,Intel,Technology,United States,Intel Corp.,TRUE,D,M,1/3/1929 0:00,Moore,Gordon,Cofounder and Chairman Emeritus,4/4/2023 5:01,California,,1929,1,3,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +352,6800,Finance & Investments,John Overdeck,53,United States,Millburn,Hedge funds,Finance & Investments,United States,Two Sigma,TRUE,U,M,12/21/1969 0:00,Overdeck,John,Investor,4/4/2023 5:01,New Jersey,Northeast,1969,12,21,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +352,6800,Finance & Investments,David Siegel,61,United States,Scarsdale,Hedge funds,Finance & Investments,United States,Two Sigma,TRUE,U,M,7/15/1961 0:00,Siegel,David,Investor,4/4/2023 5:01,New York,Northeast,1961,7,15,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +352,6800,Diversified,Viktor Vekselberg,65,Russia,Moscow,"Metals, investments",Diversified,Russia,,TRUE,U,M,4/14/1957 0:00,Vekselberg,Viktor,,4/4/2023 5:01,,,1957,4,14,180.75,4.5,"$1,699,876,578,871 ",81.9,102.6,72.7,11.4,46.2,144373535,61.52401,105.318756 +352,6800,Technology,Wang Laisheng,58,China,Shenzhen,Electronics components,Technology,Hong Kong,,TRUE,D,M,12/14/1964 0:00,Wang,Laisheng,,4/4/2023 5:01,,,1964,12,14,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +352,6800,Energy,Randa Duncan Williams,61,United States,Houston,Pipelines,Energy,United States,Enterprise GP Holdings,FALSE,U,F,8/28/1961 0:00,Williams,Randa Duncan,Non-Executive Chairman of the Board,4/4/2023 5:01,Texas,South,1961,8,28,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +365,6700,Finance & Investments,Ken Fisher,72,United States,Dallas,Money management,Finance & Investments,United States,,TRUE,U,M,11/29/1950 0:00,Fisher,Ken,,4/4/2023 5:01,Texas,South,1950,11,29,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +365,6700,Finance & Investments,Christopher Hohn,56,United Kingdom,London,Hedge funds,Finance & Investments,United Kingdom,The Children's Investment Fund Management,TRUE,D,M,10/27/1966 0:00,Hohn,Christopher,Investor,4/4/2023 5:01,,,1966,10,27,119.62,1.7,"$2,827,113,184,696 ",60,101.2,81.3,25.5,30.6,66834405,55.378051,-3.435973 +365,6700,Manufacturing,Kjeld Kirk Kristiansen,75,Denmark,Billund,Lego,Manufacturing,Denmark,,FALSE,D,M,12/27/1947 0:00,Kristiansen,Kjeld Kirk,,4/4/2023 5:01,,,1947,12,27,110.35,0.8,"$348,078,018,464 ",80.6,101.3,81,32.4,23.8,5818553,56.26392,9.501785 +365,6700,Manufacturing,Sofie Kirk Kristiansen,47,Denmark,Billund,Lego,Manufacturing,Denmark,,FALSE,D,F,1/1/1976 0:00,Kristiansen,Sofie Kirk,,4/4/2023 5:01,,,1976,1,1,110.35,0.8,"$348,078,018,464 ",80.6,101.3,81,32.4,23.8,5818553,56.26392,9.501785 +365,6700,Manufacturing,Thomas Kirk Kristiansen,44,Denmark,Billund,Lego,Manufacturing,Denmark,,FALSE,D,M,1/1/1979 0:00,Kristiansen,Thomas Kirk,,4/4/2023 5:01,,,1979,1,1,110.35,0.8,"$348,078,018,464 ",80.6,101.3,81,32.4,23.8,5818553,56.26392,9.501785 +365,6700,Healthcare,Massimiliana Landini Aleotti & family,80,Italy,Fiesole,Pharmaceuticals,Healthcare,Italy,,FALSE,U,F,1/1/1943 0:00,Landini Aleotti,Massimiliana,,4/4/2023 5:01,,,1943,1,1,110.62,0.6,"$2,001,244,392,042 ",61.9,101.9,82.9,24.3,59.1,60297396,41.87194,12.56738 +365,6700,Automotive,Li Ping,55,China,Ningde,Batteries,Automotive,Hong Kong,,TRUE,D,M,1/1/1968 0:00,Li,Ping,,4/4/2023 5:01,,,1968,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +365,6700,Manufacturing,Lin Jianhua,60,China,Hangzhou,Solar panel components,Manufacturing,China,,TRUE,Split Family Fortune,M,8/1/1962 0:00,Lin,Jianhua,,4/4/2023 5:01,,,1962,8,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +365,6700,Manufacturing,Magdalena Martullo-Blocher,54,Switzerland,Feldmeilen,Chemicals,Manufacturing,Switzerland,,FALSE,D,F,1/1/1969 0:00,Martullo-Blocher,Magdalena,,4/4/2023 5:01,,,1969,1,1,99.55,0.4,"$703,082,435,360 ",59.6,105.2,83.6,10.1,28.8,8574832,46.818188,8.227512 +365,6700,Telecom,Xavier Niel,55,France,Paris,"Internet, telecom",Telecom,France,,TRUE,D,M,8/25/1967 0:00,Niel,Xavier,,4/4/2023 5:01,,,1967,8,25,110.05,1.1,"$2,715,518,274,227 ",65.6,102.5,82.5,24.2,60.7,67059887,46.227638,2.213749 +365,6700,Energy,Terrence Pegula,72,United States,Boca Raton,Natural gas,Energy,United States,Buffalo Sabres,TRUE,U,M,3/27/1951 0:00,Pegula,Terrence,Owner,4/4/2023 5:01,Florida,South,1951,3,27,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +365,6700,Real Estate,"Edward Roski, Jr.",84,United States,Los Angeles,Real estate,Real Estate,United States,"Majestic Realty, Co.",FALSE,U,M,12/25/1938 0:00,Roski,Edward,President and Chairman,4/4/2023 5:01,California,West,1938,12,25,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +365,6700,Real Estate,John A. Sobrato & family,83,United States,Atherton,Real estate,Real Estate,United States,Sobrato Development Cos.,TRUE,U,M,5/23/1939 0:00,Sobrato,John A.,Founder and Chairman,4/4/2023 5:01,California,West,1939,5,23,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +365,6700,Finance & Investments,George Soros,92,United States,Katonah,Hedge funds,Finance & Investments,United States,Soros Fund Management LLC,TRUE,D,M,8/12/1930 0:00,Soros,George,Founder,4/4/2023 5:01,New York,Northeast,1930,8,12,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +365,6700,Technology,David Sun,71,United States,Irvine,Computer hardware,Technology,United States,Kingston Technology Corporation,TRUE,U,M,10/12/1951 0:00,Sun,David,COO,4/4/2023 5:01,California,West,1951,10,12,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +365,6700,Manufacturing,Agnete Kirk Thinggaard,39,Denmark,Billund,Lego,Manufacturing,Denmark,,FALSE,D,F,5/18/1983 0:00,Thinggaard,Agnete Kirk,,4/4/2023 5:01,,,1983,5,18,110.35,0.8,"$348,078,018,464 ",80.6,101.3,81,32.4,23.8,5818553,56.26392,9.501785 +365,6700,Technology,John Tu,81,United States,Rolling Hills,Computer hardware,Technology,United States,Kingston Technology Corporation,TRUE,U,M,8/12/1941 0:00,Tu,John,President,4/4/2023 5:01,California,West,1941,8,12,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +365,6700,Food & Beverage,Xu Shihui,65,China,Quanzhou,"Snacks, beverages",Food & Beverage,China,,TRUE,D,M,1/1/1958 0:00,Xu,Shihui,,4/4/2023 5:01,,,1958,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +383,6600,Manufacturing,Rahel Blocher,47,Switzerland,Wilen bei Wollerau,Chemicals,Manufacturing,Switzerland,,FALSE,D,F,1/1/1976 0:00,Blocher,Rahel,,4/4/2023 5:01,,,1976,1,1,99.55,0.4,"$703,082,435,360 ",59.6,105.2,83.6,10.1,28.8,8574832,46.818188,8.227512 +383,6600,Food & Beverage,Bubba Cathy,68,United States,Atlanta,Chick-fil-A,Food & Beverage,United States,,FALSE,U,M,4/22/1954 0:00,Cathy,Bubba,,4/4/2023 5:01,Georgia,South,1954,4,22,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +383,6600,Food & Beverage,Dan Cathy,70,United States,Atlanta,Chick-fil-A,Food & Beverage,United States,,FALSE,U,M,3/1/1953 0:00,Cathy,Dan,,4/4/2023 5:01,Georgia,South,1953,3,1,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +383,6600,Food & Beverage,Trudy Cathy White,67,United States,Hampton,Chick-fil-A,Food & Beverage,United States,,FALSE,U,F,12/17/1955 0:00,Cathy White,Trudy,,4/4/2023 5:01,Georgia,South,1955,12,17,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +383,6600,Finance & Investments,Bruce Kovner,78,United States,New York,Hedge funds,Finance & Investments,United States,Caxton Associates LP,TRUE,U,M,2/25/1945 0:00,Kovner,Bruce,Founder,4/4/2023 5:01,New York,Northeast,1945,2,25,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +383,6600,Technology,"Henry Nicholas, III.",63,United States,Newport Coast,Semiconductors,Technology,United States,Broadcom,TRUE,U,M,10/8/1959 0:00,Nicholas,Henry,Cofounder,4/4/2023 5:01,California,West,1959,10,8,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +383,6600,Finance & Investments,Nadia Thiele,47,Germany,Munich,Investments,Finance & Investments,Germany,,FALSE,U,F,1/7/1976 0:00,Thiele,Nadia,,4/4/2023 5:01,,,1976,1,7,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +390,6500,Finance & Investments,David Bonderman,80,United States,Fort Worth,Private equity,Finance & Investments,United States,,TRUE,U,M,11/27/1942 0:00,Bonderman,David,,4/4/2023 5:01,Texas,South,1942,11,27,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +390,6500,Technology,Melinda French Gates,58,United States,Medina,Microsoft,Technology,United States,Bill & Melinda Gates Foundation,FALSE,U,F,8/15/1964 0:00,French Gates,Melinda,Cochair,4/4/2023 5:01,Washington,West,1964,8,15,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +390,6500,Fashion & Retail,Nathan Kirsh,91,Eswatini (Swaziland),Ezulwini,"Retail, real estate",Fashion & Retail,Eswatini (Swaziland),,TRUE,U,M,1/6/1932 0:00,Kirsh,Nathan,,4/4/2023 5:01,,,1932,1,6,,,,,,,,,,, +390,6500,Real Estate,Annette Lerner & family,93,United States,Chevy Chase,Real estate,Real Estate,United States,,FALSE,N,F,2/27/1930 0:00,Lerner,Annette,,4/4/2023 5:01,Maryland,South,1930,2,27,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +390,6500,Real Estate,David Reuben,84,United Kingdom,London,"Investments, real estate",Real Estate,United Kingdom,,TRUE,D,M,9/1/1938 0:00,Reuben,David,,4/4/2023 5:01,,,1938,9,1,119.62,1.7,"$2,827,113,184,696 ",60,101.2,81.3,25.5,30.6,66834405,55.378051,-3.435973 +390,6500,Diversified,Simon Reuben,81,Monaco,Monaco,"Real estate, investments",Diversified,United Kingdom,,TRUE,D,M,5/1/1941 0:00,Reuben,Simon,,4/4/2023 5:01,,,1941,5,1,,,"$7,184,844,193 ",,,,,,38964,43.7384176,7.4246158 +390,6500,Real Estate,Radovan Vitek,51,Switzerland,Crans Montana,Real estate,Real Estate,Czech Republic,,TRUE,U,M,4/22/1971 0:00,Vitek,Radovan,,4/4/2023 5:01,,,1971,4,22,99.55,0.4,"$703,082,435,360 ",59.6,105.2,83.6,10.1,28.8,8574832,46.818188,8.227512 +397,6400,Finance & Investments,Carl Bennet,71,Sweden,Gothenberg,Investments,Finance & Investments,Sweden,,TRUE,D,M,8/19/1951 0:00,Bennet,Carl,,4/4/2023 5:01,,,1951,8,19,110.51,1.8,"$530,832,908,738 ",67,126.6,82.5,27.9,49.1,10285453,60.128161,18.643501 +397,6400,Sports,Stephen Bisciotti,62,United States,Hobe Sound,"Staffing, Baltimore Ravens",Sports,United States,Baltimore Ravens,TRUE,U,M,4/10/1960 0:00,Bisciotti,Stephen,Owner,4/4/2023 5:01,Florida,South,1960,4,10,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +397,6400,Finance & Investments,Stanley Druckenmiller,69,United States,New York,Hedge funds,Finance & Investments,United States,Duquesne Family Office,TRUE,D,M,6/14/1953 0:00,Druckenmiller,Stanley,Founder,4/4/2023 5:01,New York,Northeast,1953,6,14,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +397,6400,Healthcare,Jian Jun,59,China,Beijing,Biomedical products,Healthcare,China,,TRUE,U,F,11/1/1963 0:00,Jian,Jun,,4/4/2023 5:01,,,1963,11,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +397,6400,Energy,Alexei Kuzmichev,60,France,Paris,"Oil, banking, telecom",Energy,Russia,,TRUE,U,M,10/15/1962 0:00,Kuzmichev,Alexei,,4/4/2023 5:01,,,1962,10,15,110.05,1.1,"$2,715,518,274,227 ",65.6,102.5,82.5,24.2,60.7,67059887,46.227638,2.213749 +397,6400,Manufacturing,Dmitry Rybolovlev & family,56,Monaco,Monaco,Fertilizer,Manufacturing,Russia,,TRUE,D,M,11/22/1966 0:00,Rybolovlev,Dmitry,,4/4/2023 5:01,,,1966,11,22,,,"$7,184,844,193 ",,,,,,38964,43.7384176,7.4246158 +397,6400,Finance & Investments,Luis Carlos Sarmiento,90,Colombia,Bogota,Banking,Finance & Investments,Colombia,,TRUE,D,M,1/27/1933 0:00,Sarmiento,Luis Carlos,,4/4/2023 5:01,,,1933,1,27,140.95,3.5,"$323,802,808,108 ",55.3,114.5,77.1,14.4,71.2,50339443,4.570868,-74.297333 +397,6400,Logistics,Dennis Washington,88,United States,Missoula,"Construction, mining",Logistics,United States,,TRUE,D,M,7/27/1934 0:00,Washington,Dennis,,4/4/2023 5:01,Montana,West,1934,7,27,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +405,6300,Construction & Engineering,Anthony Bamford & family,77,United Kingdom,Gloucestershire,Construction equipment,Construction & Engineering,United Kingdom,,FALSE,U,M,10/23/1945 0:00,Bamford,Anthony,,4/4/2023 5:01,,,1945,10,23,119.62,1.7,"$2,827,113,184,696 ",60,101.2,81.3,25.5,30.6,66834405,55.378051,-3.435973 +405,6300,Energy,Gao Jifan & family,58,China,Changzhou,Solar equipment,Energy,China,,TRUE,D,M,1/1/1965 0:00,Gao,Jifan,,4/4/2023 5:01,,,1965,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +405,6300,Finance & Investments,John Grayken,66,United Kingdom,London,Private equity,Finance & Investments,Ireland,,TRUE,D,M,6/1/1956 0:00,Grayken,John,Investor,4/4/2023 5:01,,,1956,6,1,119.62,1.7,"$2,827,113,184,696 ",60,101.2,81.3,25.5,30.6,66834405,55.378051,-3.435973 +405,6300,Healthcare,Alain Merieux & family,85,France,Lyon,Pharmaceuticals,Healthcare,France,,FALSE,D,M,1/1/1938 0:00,Merieux,Alain,,4/4/2023 5:01,,,1938,1,1,110.05,1.1,"$2,715,518,274,227 ",65.6,102.5,82.5,24.2,60.7,67059887,46.227638,2.213749 +405,6300,Energy,Wang Yusuo & family,59,China,Langfang,Natural gas distribution,Energy,China,,TRUE,U,M,3/11/1964 0:00,Wang,Yusuo,,4/4/2023 5:01,,,1964,3,11,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +405,6300,Manufacturing,Stef Wertheimer & family,96,Israel,Tel Aviv,Metalworking tools,Manufacturing,Israel,,TRUE,U,M,7/16/1926 0:00,Wertheimer,Stef,,4/4/2023 5:01,,,1926,7,16,108.15,0.8,"$395,098,666,122 ",63.4,104.9,82.8,23.1,25.3,9053300,31.046051,34.851612 +411,6200,Food & Beverage,Maria Asuncion Aramburuzabala & family,59,Mexico,Mexico City,"Beer, investments",Food & Beverage,Mexico,,FALSE,E,F,5/2/1963 0:00,Aramburuzabala,Maria Asuncion,,4/4/2023 5:01,,,1963,5,2,141.54,3.6,"$1,258,286,717,125 ",40.2,105.8,75,13.1,55.1,126014024,23.634501,-102.552784 +411,6200,Diversified,Gustaf Douglas,85,Sweden,Stockholm,Investments,Diversified,Sweden,,TRUE,D,M,3/3/1938 0:00,Douglas,Gustaf,,4/4/2023 5:01,,,1938,3,3,110.51,1.8,"$530,832,908,738 ",67,126.6,82.5,27.9,49.1,10285453,60.128161,18.643501 +411,6200,Service,Frits Goldschmeding,89,Netherlands,Amsterdam,Temp agency,Service,Netherlands,,TRUE,U,M,8/2/1933 0:00,Goldschmeding,Frits,,4/4/2023 5:01,,,1933,8,2,115.91,2.6,"$909,070,395,161 ",85,104.2,81.8,23,41.2,17332850,52.132633,5.291266 +411,6200,Food & Beverage,Lin Muqin & family,59,China,Shenzhen,Beverages,Food & Beverage,China,,TRUE,U,M,1/1/1964 0:00,Lin,Muqin,,4/4/2023 5:01,,,1964,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +411,6200,Manufacturing,Ruan Liping,59,China,Ningbo,Power strips,Manufacturing,Hong Kong,,TRUE,U,M,1/1/1964 0:00,Ruan,Liping,,4/4/2023 5:01,,,1964,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +411,6200,Manufacturing,Ruan Xueping,51,China,Ningbo,Power strip,Manufacturing,Hong Kong,,TRUE,U,M,1/1/1972 0:00,Ruan,Xueping,,4/4/2023 5:01,,,1972,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +411,6200,Finance & Investments,Michal Solowow,60,Poland,Kielce,Investments,Finance & Investments,Poland,,TRUE,E,M,7/11/1962 0:00,Solowow,Michal,,4/4/2023 5:01,,,1962,7,11,114.11,2.2,"$592,164,400,688 ",67.8,100,77.6,17.4,40.8,37970874,51.919438,19.145136 +418,6100,Diversified,Mike Adenuga,69,Nigeria,Lagos,"Telecom, oil",Diversified,Nigeria,,TRUE,D,M,4/29/1953 0:00,Adenuga,Mike,,4/4/2023 5:01,,,1953,4,29,267.51,11.4,"$448,120,428,859 ",10.2,84.7,54.3,1.5,34.8,200963599,9.081999,8.675277 +418,6100,Finance & Investments,Tom Gores,58,United States,Beverly Hills,Private equity,Finance & Investments,United States,,TRUE,U,M,7/31/1964 0:00,Gores,Tom,,4/4/2023 5:01,California,West,1964,7,31,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +418,6100,Fashion & Retail,Michael Herz,79,Germany,Hamburg,Coffee,Fashion & Retail,Germany,,FALSE,U,M,9/28/1943 0:00,Herz,Michael,,4/4/2023 5:01,,,1943,9,28,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +418,6100,Fashion & Retail,Wolfgang Herz,72,Germany,Hamburg,Coffee,Fashion & Retail,Germany,,FALSE,U,M,1/1/1951 0:00,Herz,Wolfgang,,4/4/2023 5:01,,,1951,1,1,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +418,6100,Energy,Michael Kadoorie,81,Hong Kong,Hong Kong,"Hotels, energy",Energy,Hong Kong,,FALSE,D,M,7/19/1941 0:00,Kadoorie,Michael,,4/4/2023 5:01,,,1941,7,19,,,,,,,,,,, +418,6100,Telecom,Sunil Mittal,65,,,Telecom,Telecom,India,,TRUE,Split Family Fortune,M,10/23/1957 0:00,Mittal,Sunil,,4/4/2023 5:01,,,1957,10,23,,,,,,,,,,, +418,6100,Technology,Zhou Qunfei,53,Hong Kong,Hong Kong,Smartphone screens,Technology,Hong Kong,Lens Technology,TRUE,D,F,,Zhou,Qunfei,Founder and CEO,4/4/2023 5:01,,,,,,,,,,,,,,,, +425,6000,Metals & Mining,Alexander Abramov,64,Russia,Moscow,"Steel, mining",Metals & Mining,Russia,,TRUE,U,M,2/20/1959 0:00,Abramov,Alexander,,4/4/2023 5:01,,,1959,2,20,180.75,4.5,"$1,699,876,578,871 ",81.9,102.6,72.7,11.4,46.2,144373535,61.52401,105.318756 +425,6000,Real Estate,Rene Benko,46,Austria,,"Real estate, retail",Real Estate,Austria,,TRUE,U,M,3/20/1977 0:00,Benko,Rene,,4/4/2023 5:01,,,1977,3,20,118.06,1.5,"$446,314,739,528 ",85.1,103.1,81.6,25.4,51.4,8877067,47.516231,14.550072 +425,6000,Real Estate,Neil Bluhm,85,United States,Chicago,Real estate,Real Estate,United States,,TRUE,U,M,1/12/1938 0:00,Bluhm,Neil,,4/4/2023 5:01,Illinois,Midwest,1938,1,12,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +425,6000,Fashion & Retail,Alain Bouchard,74,Canada,Montreal,Convinience stores,Fashion & Retail,Canada,Alimentation Couche Tard Inc. Cl A,TRUE,U,M,2/18/1949 0:00,Bouchard,Alain,Chairman and CEO,4/4/2023 5:01,,,1949,2,18,116.76,1.9,"$1,736,425,629,520 ",68.9,100.9,81.9,12.8,24.5,36991981,56.130366,-106.346771 +425,6000,Technology,Jay Chaudhry,63,United States,Reno,Security software,Technology,United States,,TRUE,D,M,8/26/1959 0:00,Chaudhry,Jay,,4/4/2023 5:01,Nevada,West,1959,8,26,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +425,6000,Fashion & Retail,Gopikishan Damani,65,India,Mumbai,"Retail, investments",Fashion & Retail,India,,TRUE,D,M,1/1/1958 0:00,Damani,Gopikishan,,4/4/2023 5:01,,,1958,1,1,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +425,6000,Diversified,Sumet Jiaravanon,88,Thailand,Bangkok,Diversified,Diversified,Thailand,,FALSE,U,M,11/2/1934 0:00,Jiaravanon,Sumet,,4/4/2023 5:01,,,1934,11,2,113.27,0.7,"$543,649,976,166 ",49.3,99.8,76.9,14.9,29.5,69625582,15.870032,100.992541 +425,6000,Finance & Investments,Joe Lewis,86,Bahamas,Albany,Investments,Finance & Investments,United Kingdom,,TRUE,U,M,2/5/1937 0:00,Lewis,Joe,,4/4/2023 5:01,,,1937,2,5,,,,,,,,,,, +425,6000,Finance & Investments,Frank Lowy,92,Israel,Tel Aviv,Investments,Finance & Investments,Australia,,TRUE,D,M,10/22/1930 0:00,Lowy,Frank,,4/4/2023 5:01,,,1930,10,22,108.15,0.8,"$395,098,666,122 ",63.4,104.9,82.8,23.1,25.3,9053300,31.046051,34.851612 +425,6000,Finance & Investments,Michael Milken,76,United States,Los Angeles,Investments,Finance & Investments,United States,,TRUE,U,M,7/4/1946 0:00,Milken,Michael,,4/4/2023 5:01,California,West,1946,7,4,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +425,6000,Technology,David Steward,71,United States,St. Louis,IT provider,Technology,United States,,TRUE,U,M,7/2/1951 0:00,Steward,David,,4/4/2023 5:01,Missouri,Midwest,1951,7,2,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +425,6000,Fashion & Retail,Les Wexner & family,85,United States,New Albany,Retail,Fashion & Retail,United States,,TRUE,U,M,9/8/1937 0:00,Wexner,Les,,4/4/2023 5:01,Ohio,Midwest,1937,9,8,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +437,5900,Real Estate,Cai Kui,60,China,Chengdu,Real estate,Real Estate,China,,TRUE,D,M,1/1/1963 0:00,Cai,Kui,,4/4/2023 5:01,,,1963,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +437,5900,Diversified,Jaran Chiaravanont,93,Thailand,Bangkok,Diversified,Diversified,Thailand,,FALSE,U,M,4/1/1930 0:00,Chiaravanont,Jaran,,4/4/2023 5:01,,,1930,4,1,113.27,0.7,"$543,649,976,166 ",49.3,99.8,76.9,14.9,29.5,69625582,15.870032,100.992541 +437,5900,Finance & Investments,Andreas Halvorsen,61,United States,Darien,Hedge funds,Finance & Investments,Norway,Viking Global Investors,TRUE,D,M,4/23/1961 0:00,Halvorsen,Andreas,Investor,4/4/2023 5:01,Connecticut,Northeast,1961,4,23,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +437,5900,Finance & Investments,Antony Ressler,62,United States,Los Angeles,Finance,Finance & Investments,United States,,TRUE,U,M,10/12/1960 0:00,Ressler,Antony,,4/4/2023 5:01,California,West,1960,10,12,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +437,5900,Food & Beverage,Tsai Eng-meng,66,China,Shanghai,"Food, beverages",Food & Beverage,Taiwan,,FALSE,D,M,1/15/1957 0:00,Tsai,Eng-meng,,4/4/2023 5:01,,,1957,1,15,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +442,5800,Finance & Investments,Josh Harris,58,United States,Miami,Private equity,Finance & Investments,United States,,TRUE,E,M,12/29/1964 0:00,Harris,Josh,,4/4/2023 5:01,Florida,South,1964,12,29,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +442,5800,Healthcare,Niels Peter Louis-Hansen,75,Denmark,Humlebaek,Medical devices,Healthcare,Denmark,,FALSE,D,M,10/25/1947 0:00,Louis-Hansen,Niels Peter,,4/4/2023 5:01,,,1947,10,25,110.35,0.8,"$348,078,018,464 ",80.6,101.3,81,32.4,23.8,5818553,56.26392,9.501785 +442,5800,Healthcare,Patrick Soon-Shiong,70,United States,Los Angeles,Pharmaceuticals,Healthcare,United States,,TRUE,D,M,7/29/1952 0:00,Soon-Shiong,Patrick,,4/4/2023 5:01,California,West,1952,7,29,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +445,5700,Metals & Mining,Rinat Akhmetov,56,Ukraine,Donetsk,"Steel, coal",Metals & Mining,Ukraine,,TRUE,U,M,9/21/1966 0:00,Akhmetov,Rinat,,4/4/2023 5:01,,,1966,9,21,281.66,7.9,"$153,781,069,118 ",82.7,99,71.6,20.1,45.2,44385155,48.379433,31.16558 +445,5700,Healthcare,John Brown,88,United States,Atlanta,Medical equipment,Healthcare,United States,,TRUE,U,M,9/15/1934 0:00,Brown,John,,4/4/2023 5:01,Georgia,South,1934,9,15,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +445,5700,Media & Entertainment,Clive Calder,76,Cayman Islands,Grand Cayman,Record label,Media & Entertainment,United Kingdom,,TRUE,E,M,12/13/1946 0:00,Calder,Clive,,4/4/2023 5:01,,,1946,12,13,,,,,,,,,,, +445,5700,Energy,Arthur Irving,93,Canada,Saint John,Oil,Energy,Canada,,FALSE,U,M,1/1/1930 0:00,Irving,Arthur,,4/4/2023 5:01,,,1930,1,1,116.76,1.9,"$1,736,425,629,520 ",68.9,100.9,81.9,12.8,24.5,36991981,56.130366,-106.346771 +445,5700,Real Estate,Fredrik Lundberg,71,Sweden,Stockholm,"Real estate, investments",Real Estate,Sweden,,FALSE,D,M,8/5/1951 0:00,Lundberg,Fredrik,,4/4/2023 5:01,,,1951,8,5,110.51,1.8,"$530,832,908,738 ",67,126.6,82.5,27.9,49.1,10285453,60.128161,18.643501 +445,5700,Construction & Engineering,Thomas Schmidheiny,77,Switzerland,Jona,Cement,Construction & Engineering,Switzerland,,FALSE,U,M,12/17/1945 0:00,Schmidheiny,Thomas,,4/4/2023 5:01,,,1945,12,17,99.55,0.4,"$703,082,435,360 ",59.6,105.2,83.6,10.1,28.8,8574832,46.818188,8.227512 +445,5700,Logistics,Helmut Sohmen,83,Hong Kong,Hong Kong,Shipping,Logistics,Austria,,FALSE,U,M,12/10/1939 0:00,Sohmen,Helmut,,4/4/2023 5:01,,,1939,12,10,,,,,,,,,,, +445,5700,Finance & Investments,Daniel Ziff,51,United States,New York,Investments,Finance & Investments,United States,,FALSE,U,M,11/2/1971 0:00,Ziff,Daniel,,4/4/2023 5:01,New York,Northeast,1971,11,2,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +445,5700,Finance & Investments,Dirk Ziff,59,United States,North Palm Beach,Investments,Finance & Investments,United States,,FALSE,U,M,4/1/1964 0:00,Ziff,Dirk,,4/4/2023 5:01,Florida,South,1964,4,1,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +445,5700,Finance & Investments,Robert Ziff,56,United States,New York,Investments,Finance & Investments,United States,,FALSE,U,M,8/12/1966 0:00,Ziff,Robert,,4/4/2023 5:01,New York,Northeast,1966,8,12,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +455,5600,Logistics,Maria Angelicoussis,41,Greece,,Shipping,Logistics,Greece,,FALSE,N,F,2/18/1982 0:00,Angelicoussis,Maria,,4/4/2023 5:01,,,1982,2,18,101.87,0.2,"$209,852,761,469 ",136.6,99.6,81.3,26.2,51.9,10716322,39.074208,21.824312 +455,5600,Energy,Ray Lee Hunt,79,United States,Dallas,"Oil, real estate",Energy,United States,,FALSE,D,M,4/6/1943 0:00,Hunt,Ray Lee,,4/4/2023 5:01,Texas,South,1943,4,6,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +455,5600,Logistics,Lai Meisong,52,China,Shanghai,Package delivery,Logistics,China,,TRUE,U,M,12/1/1970 0:00,Lai,Meisong,,4/4/2023 5:01,,,1970,12,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +455,5600,Automotive,Vikram Lal & family,81,India,Delhi,Motorcycles,Automotive,India,,FALSE,U,M,3/5/1942 0:00,Lal,Vikram,,4/4/2023 5:01,,,1942,3,5,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +455,5600,Finance & Investments,Ken Langone,87,United States,Sands Point,Investments,Finance & Investments,United States,,TRUE,D,M,9/16/1935 0:00,Langone,Ken,,4/4/2023 5:01,New York,Northeast,1935,9,16,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +455,5600,Healthcare,Li Ge,56,China,Shanghai,Pharmaceutical ingredients,Healthcare,United States,,TRUE,Split Family Fortune,M,1/1/1967 0:00,Li,Ge,,4/4/2023 5:01,,,1967,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +455,5600,Finance & Investments,Karen Pritzker,65,United States,Branford,"Hotels, investments",Finance & Investments,United States,,FALSE,D,F,1/7/1958 0:00,Pritzker,Karen,,4/4/2023 5:01,Connecticut,Northeast,1958,1,7,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +455,5600,Service,Robert Rowling,69,United States,Dallas,"Hotels, investments",Service,United States,,FALSE,U,M,9/26/1953 0:00,Rowling,Robert,,4/4/2023 5:01,Texas,South,1953,9,26,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +455,5600,Gambling & Casinos,Teddy Sagi,51,Israel,Tel Aviv,Gambling software,Gambling & Casinos,Israel,,TRUE,E,M,11/1/1971 0:00,Sagi,Teddy,,4/4/2023 5:01,,,1971,11,1,108.15,0.8,"$395,098,666,122 ",63.4,104.9,82.8,23.1,25.3,9053300,31.046051,34.851612 +455,5600,Healthcare,Seo Jung-jin,65,South Korea,Seoul,Biotech,Healthcare,South Korea,Celltrion Inc.,TRUE,D,M,10/23/1957 0:00,Seo,Jung-jin,,4/4/2023 5:01,,,1957,10,23,115.16,0.4,"$2,029,000,000,000 ",94.3,98.1,82.6,15.6,33.2,51709098,35.907757,127.766922 +455,5600,Automotive,Wu Jianshu,59,China,Ningbo,Auto parts,Automotive,Hong Kong,,TRUE,D,M,1/1/1964 0:00,Wu,Jianshu,,4/4/2023 5:01,,,1964,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +466,5500,Service,Micky Arison,73,United States,Bal Harbour,Carnival Cruises,Service,United States,Carnival Corp.,FALSE,D,M,6/29/1949 0:00,Arison,Micky,Chairman and CEO,4/4/2023 5:01,Florida,South,1949,6,29,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +466,5500,Media & Entertainment,James Chambers,65,United States,Palisades,"Media, automotive",Media & Entertainment,United States,,FALSE,U,M,4/12/1957 0:00,Chambers,James,,4/4/2023 5:01,New York,Northeast,1957,4,12,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +466,5500,Technology,Pierre Chen,66,Taiwan,Taipei,Electronics,Technology,Taiwan,,TRUE,U,M,9/28/1956 0:00,Chen,Pierre,,4/4/2023 5:01,,,1956,9,28,,,,,,,,,,, +466,5500,Technology,John Collison,32,United States,San Francisco,Payments software,Technology,Ireland,Stripe,TRUE,D,M,8/6/1990 0:00,Collison,John,Cofounder,4/4/2023 5:01,California,West,1990,8,6,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +466,5500,Technology,Patrick Collison,34,United States,San Francisco,Payment software,Technology,Ireland,Stripe,TRUE,D,M,9/9/1988 0:00,Collison,Patrick,Cofounder,4/4/2023 5:01,California,West,1988,9,9,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +466,5500,Manufacturing,Archie Aldis Emmerson & family,93,United States,Redding,"Timberland, lumber mills",Manufacturing,United States,,TRUE,U,M,4/10/1929 0:00,Emmerson,Archie Aldis,,4/4/2023 5:01,California,West,1929,4,10,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +466,5500,Automotive,Piero Ferrari,77,Italy,Modena,Automobiles,Automotive,Italy,,FALSE,U,M,5/22/1945 0:00,Ferrari,Piero,,4/4/2023 5:01,,,1945,5,22,110.62,0.6,"$2,001,244,392,042 ",61.9,101.9,82.9,24.3,59.1,60297396,41.87194,12.56738 +466,5500,Automotive,Dan Friedkin,58,United States,Houston,Toyota dealerships,Automotive,United States,Gulf States Toyota,FALSE,U,M,2/27/1965 0:00,Friedkin,Dan,owner and ceo,4/4/2023 5:01,Texas,South,1965,2,27,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +466,5500,Diversified,James Irving,95,Canada,Saint John,Diversified,Diversified,Canada,,FALSE,U,M,3/20/1928 0:00,Irving,James,,4/4/2023 5:01,,,1928,3,20,116.76,1.9,"$1,736,425,629,520 ",68.9,100.9,81.9,12.8,24.5,36991981,56.130366,-106.346771 +466,5500,Manufacturing,Jiang Weiping & family,68,China,Chengdu,Chemicals,Manufacturing,China,,TRUE,D,M,3/1/1955 0:00,Jiang,Weiping,,4/4/2023 5:01,,,1955,3,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +466,5500,Healthcare,Wolfgang Marguerre & family,81,Germany,Heidelberg,Pharmaceuticals,Healthcare,Germany,,TRUE,U,M,6/4/1941 0:00,Marguerre,Wolfgang,,4/4/2023 5:01,,,1941,6,4,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +466,5500,Finance & Investments,Ludwig Merckle,58,Germany,Ulm,Pharmaceuticals,Finance & Investments,Germany,,FALSE,D,M,1/1/1965 0:00,Merckle,Ludwig,,4/4/2023 5:01,,,1965,1,1,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +466,5500,Manufacturing,Mitchell Rales,66,United States,Potomac,"Manufacturing, investments",Manufacturing,United States,,TRUE,D,M,8/21/1956 0:00,Rales,Mitchell,,4/4/2023 5:01,Maryland,South,1956,8,21,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +466,5500,Media & Entertainment,Katharine Rayner,78,United States,East Hampton,"Media, automotive",Media & Entertainment,United States,,FALSE,U,F,1/12/1945 0:00,Rayner,Katharine,,4/4/2023 5:01,New York,Northeast,1945,1,12,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +466,5500,Finance & Investments,Jean Salata,57,Hong Kong,Hong Kong,Finance,Finance & Investments,Chile,,TRUE,U,M,12/1/1965 0:00,Salata,Jean,,4/4/2023 5:01,,,1965,12,1,,,,,,,,,,, +466,5500,Finance & Investments,Paul Singer,78,United States,New York,Hedge funds,Finance & Investments,United States,Elliott Management,TRUE,U,M,8/22/1944 0:00,Singer,Paul,Investor,4/4/2023 5:01,New York,Northeast,1944,8,22,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +466,5500,Healthcare,Sergio Stevanato & family,80,Italy,Venice,Medical packaging,Healthcare,Italy,,TRUE,U,M,3/20/1943 0:00,Stevanato,Sergio,,4/4/2023 5:01,,,1943,3,20,110.62,0.6,"$2,001,244,392,042 ",61.9,101.9,82.9,24.3,59.1,60297396,41.87194,12.56738 +466,5500,Media & Entertainment,Margaretta Taylor,80,United States,Southampton,"Media, automotive",Media & Entertainment,United States,,FALSE,U,F,4/15/1942 0:00,Taylor,Margaretta,,4/4/2023 5:01,New York,Northeast,1942,4,15,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +466,5500,Technology,Richard White,68,Australia,Sydney,Software,Technology,Australia,,TRUE,U,M,4/1/1955 0:00,White,Richard,,4/4/2023 5:01,,,1955,4,1,119.8,1.6,"$1,392,680,589,329 ",113.1,100.3,82.7,23,47.4,25766605,-25.274398,133.775136 +466,5500,Diversified,Zhao Yan,56,China,Beijing,Biotech,Diversified,China,,TRUE,D,F,1/1/1967 0:00,Zhao,Yan,,4/4/2023 5:01,,,1967,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +486,5400,Fashion & Retail,Patrizio Bertelli,77,Italy,Milan,Luxury goods,Fashion & Retail,Italy,,TRUE,U,M,1/1/1946 0:00,Bertelli,Patrizio,,4/4/2023 5:01,,,1946,1,1,110.62,0.6,"$2,001,244,392,042 ",61.9,101.9,82.9,24.3,59.1,60297396,41.87194,12.56738 +486,5400,Manufacturing,Mahendra Choksi & family,81,India,Mumbai,Paints,Manufacturing,India,,FALSE,D,M,4/19/1941 0:00,Choksi,Mahendra,,4/4/2023 5:01,,,1941,4,19,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +486,5400,Finance & Investments,Mat Ishbia,43,United States,Bloomfield Hills,Mortgage lender,Finance & Investments,United States,,FALSE,U,M,1/6/1980 0:00,Ishbia,Mat,,4/4/2023 5:01,Michigan,Midwest,1980,1,6,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +486,5400,Technology,Leo Koguan,68,Singapore,Singapore,IT provider,Technology,United States,,TRUE,D,M,2/15/1955 0:00,Koguan,Leo,,4/4/2023 5:01,,,1955,2,15,114.41,0.6,"$372,062,527,489 ",84.8,100.6,83.1,13.1,21,5703569,1.352083,103.819836 +486,5400,Diversified,Miao Hangen,58,China,Suzhou,"Textiles, petrochemicals",Diversified,China,,TRUE,D,M,1/1/1965 0:00,Miao,Hangen,,4/4/2023 5:01,,,1965,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +486,5400,Manufacturing,Michael Pieper,77,Switzerland,Lucerne,Kitchen appliances,Manufacturing,Switzerland,Artemis Real Estate Partners,TRUE,U,M,2/5/1946 0:00,Pieper,Michael,CEO of Artemis Group,4/4/2023 5:01,,,1946,2,5,99.55,0.4,"$703,082,435,360 ",59.6,105.2,83.6,10.1,28.8,8574832,46.818188,8.227512 +486,5400,Fashion & Retail,Miuccia Prada,73,Italy,Milan,Luxury goods,Fashion & Retail,Italy,Prada,FALSE,U,F,5/10/1949 0:00,Prada,Miuccia,"CEO, Fashion Designer",4/4/2023 5:01,,,1949,5,10,110.62,0.6,"$2,001,244,392,042 ",61.9,101.9,82.9,24.3,59.1,60297396,41.87194,12.56738 +486,5400,Fashion & Retail,Wolfgang Reimann,70,Germany,Passau,Consumer goods,Fashion & Retail,Germany,,FALSE,D,M,10/4/1952 0:00,Reimann,Wolfgang,,4/4/2023 5:01,,,1952,10,4,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +486,5400,Fashion & Retail,Matthias Reimann-Andersen,58,Germany,Munich,Consumer goods,Fashion & Retail,Germany,,FALSE,D,M,3/30/1965 0:00,Reimann-Andersen,Matthias,,4/4/2023 5:01,,,1965,3,30,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +486,5400,Fashion & Retail,Stefan Reimann-Andersen,59,Austria,Vienna,Consumer goods,Fashion & Retail,Germany,,FALSE,D,M,7/13/1963 0:00,Reimann-Andersen,Stefan,,4/4/2023 5:01,,,1963,7,13,118.06,1.5,"$446,314,739,528 ",85.1,103.1,81.6,25.4,51.4,8877067,47.516231,14.550072 +486,5400,Fashion & Retail,Renate Reimann-Haas,71,Austria,Vienna,Consumer goods,Fashion & Retail,Germany,,FALSE,D,F,10/8/1951 0:00,Reimann-Haas,Renate,,4/4/2023 5:01,,,1951,10,8,118.06,1.5,"$446,314,739,528 ",85.1,103.1,81.6,25.4,51.4,8877067,47.516231,14.550072 +497,5300,Finance & Investments,Todd Boehly,49,United States,Darien,Finance,Finance & Investments,United States,,TRUE,U,M,9/20/1973 0:00,Boehly,Todd,,4/4/2023 5:01,Connecticut,Northeast,1973,9,20,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +497,5300,Real Estate,Rick Caruso,64,United States,Los Angeles,Real estate,Real Estate,United States,,TRUE,U,M,1/7/1959 0:00,Caruso,Rick,,4/4/2023 5:01,California,West,1959,1,7,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +497,5300,Manufacturing,Ibrahim Erdemoglu,60,Turkey,Istanbul,Carpet,Manufacturing,Turkey,,TRUE,U,M,9/26/1962 0:00,Erdemoglu,Ibrahim,,4/4/2023 5:01,,,1962,9,26,234.44,15.2,"$754,411,708,203 ",23.9,93.2,77.4,17.9,42.3,83429615,38.963745,35.243322 +497,5300,Finance & Investments,Elizabeth Johnson,59,United States,Boston,Fidelity,Finance & Investments,United States,,FALSE,U,F,5/7/1963 0:00,Johnson,Elizabeth,,4/4/2023 5:01,Massachusetts,Northeast,1963,5,7,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +497,5300,Finance & Investments,Douglas Leone,65,United States,Atherton,Venture capital,Finance & Investments,United States,Sequoia,TRUE,D,M,7/4/1957 0:00,Leone,Douglas,Global Managing Partner,4/4/2023 5:01,California,West,1957,7,4,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +497,5300,Diversified,Prajogo Pangestu,78,Indonesia,Jakarta,Petrochemicals,Diversified,Indonesia,,FALSE,D,M,5/13/1944 0:00,Pangestu,Prajogo,,4/4/2023 5:01,,,1944,5,13,151.18,3,"$1,119,190,780,753 ",36.3,106.4,71.5,10.2,30.1,270203917,-0.789275,113.921327 +497,5300,Finance & Investments,Thomas Pritzker,72,United States,Chicago,"Hotels, investments",Finance & Investments,United States,Hyatt Hotels,FALSE,U,M,6/6/1950 0:00,Pritzker,Thomas,Executive Chairman,4/4/2023 5:01,Illinois,Midwest,1950,6,6,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +497,5300,Food & Beverage,Lynda Resnick,80,United States,Beverly Hills,Agriculture,Food & Beverage,United States,,TRUE,Split Family Fortune,F,1/2/1943 0:00,Resnick,Lynda,,4/4/2023 5:01,California,West,1943,1,2,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +497,5300,Food & Beverage,Stewart Resnick,86,United States,Beverly Hills,Agriculture,Food & Beverage,United States,,TRUE,Split Family Fortune,M,12/24/1936 0:00,Resnick,Stewart,,4/4/2023 5:01,California,West,1936,12,24,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +497,5300,Service,Gary Rollins,78,United States,Atlanta,Pest control,Service,United States,,FALSE,E,M,8/30/1944 0:00,Rollins,Gary,,4/4/2023 5:01,Georgia,South,1944,8,30,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +497,5300,Finance & Investments,Mark Walter,62,United States,Chicago,"Finance, asset management",Finance & Investments,United States,Guggenheim Partners LLC,TRUE,U,M,5/22/1960 0:00,Walter,Mark,CEO,4/4/2023 5:01,Illinois,Midwest,1960,5,22,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +497,5300,Manufacturing,Ronald Wanek,81,United States,Saint Petersburg,Furniture,Manufacturing,United States,,TRUE,D,M,5/19/1941 0:00,Wanek,Ronald,,4/4/2023 5:01,Florida,South,1941,5,19,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +497,5300,Food & Beverage,Erich Wesjohann & family,77,Germany,Visbek,Poultry genetics,Food & Beverage,Germany,,TRUE,D,M,6/2/1945 0:00,Wesjohann,Erich,,4/4/2023 5:01,,,1945,6,2,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +497,5300,Fashion & Retail,M.A. Yusuff Ali,67,United Arab Emirates,Abu Dhabi,Retail,Fashion & Retail,India,,TRUE,D,M,11/15/1955 0:00,Yusuff Ali,M.A.,,4/4/2023 5:01,,,1955,11,15,114.52,-1.9,"$421,142,267,938 ",36.8,108.4,77.8,0.1,15.9,9770529,23.424076,53.847818 +511,5200,Finance & Investments,Alexandre Behring,56,United States,Greenwich,Investments,Finance & Investments,Brazil,,TRUE,U,M,2/20/1967 0:00,Behring,Alexandre,,4/4/2023 5:01,Connecticut,Northeast,1967,2,20,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +511,5200,Food & Beverage,Cheng Xue,53,China,Foshan,Soy sauce,Food & Beverage,China,,TRUE,D,F,2/26/1970 0:00,Cheng,Xue,,4/4/2023 5:01,,,1970,2,26,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +511,5200,Real Estate,Robert Faith,59,United States,Charleston,Real estate management,Real Estate,United States,,TRUE,N,M,10/3/1963 0:00,Faith,Robert,,4/4/2023 5:01,South Carolina,South,1963,10,3,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +511,5200,Fashion & Retail,Gao Dekang & family,71,China,Changshu,Apparel,Fashion & Retail,China,,TRUE,U,M,2/1/1952 0:00,Gao,Dekang,,4/4/2023 5:01,,,1952,2,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +511,5200,Fashion & Retail,Micky Jagtiani,71,United Arab Emirates,Dubai,Retail,Fashion & Retail,India,,FALSE,U,M,9/28/1951 0:00,Jagtiani,Micky,,4/4/2023 5:01,,,1951,9,28,114.52,-1.9,"$421,142,267,938 ",36.8,108.4,77.8,0.1,15.9,9770529,23.424076,53.847818 +511,5200,Telecom,Ananda Krishnan,85,Malaysia,Kuala Lumpur,"Telecoms, media, oil-services",Telecom,Malaysia,,TRUE,D,M,4/1/1938 0:00,Krishnan,Ananda,,4/4/2023 5:01,,,1938,4,1,121.46,0.7,"$364,701,517,788 ",45.1,105.3,76,12,38.7,32447385,4.210484,101.975766 +511,5200,Technology,Barry Lam,73,Taiwan,Taipei,Electronics,Technology,Taiwan,,TRUE,D,M,4/24/1949 0:00,Lam,Barry,,4/4/2023 5:01,,,1949,4,24,,,,,,,,,,, +511,5200,Food & Beverage,"Robert Rich, Jr.",82,United States,Islamorada,Frozen foods,Food & Beverage,United States,,FALSE,U,M,1/25/1941 0:00,Rich,Robert,,4/4/2023 5:01,Florida,South,1941,1,25,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +511,5200,Gambling & Casinos,Mark Scheinberg,49,United Kingdom,Isle of Man,Online gambling,Gambling & Casinos,Canada,,TRUE,D,M,12/27/1973 0:00,Scheinberg,Mark,,4/4/2023 5:01,,,1973,12,27,119.62,1.7,"$2,827,113,184,696 ",60,101.2,81.3,25.5,30.6,66834405,55.378051,-3.435973 +511,5200,Technology,Charles Simonyi,74,United States,Medina,Microsoft,Technology,United States,,TRUE,D,M,9/10/1948 0:00,Simonyi,Charles,,4/4/2023 5:01,Washington,West,1948,9,10,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +511,5200,Real Estate,Ty Warner,78,United States,Oak Brook,"Plush toys, real estate",Real Estate,United States,,TRUE,U,M,9/3/1944 0:00,Warner,Ty,,4/4/2023 5:01,Illinois,Midwest,1944,9,3,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +511,5200,Real Estate,Sam Zell,81,United States,Chicago,"Real estate, private equity",Real Estate,United States,,TRUE,D,M,9/28/1941 0:00,Zell,Sam,,4/4/2023 5:01,Illinois,,1941,9,28,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +523,5100,Manufacturing,Fang Wei,49,China,Beijing,Steel,Manufacturing,China,,TRUE,U,M,9/4/1973 0:00,Fang,Wei,,4/4/2023 5:01,,,1973,9,4,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +523,5100,Finance & Investments,Rekha Jhunjhunwala,59,India,Mumbai,Investments,Finance & Investments,India,,FALSE,N,F,9/12/1963 0:00,Jhunjhunwala,Rekha,,4/4/2023 5:01,,,1963,9,12,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +523,5100,Finance & Investments,Charles B. Johnson,90,United States,Palm Beach,Franklin Templeton,Finance & Investments,United States,Franklin Resources Inc.,FALSE,E,M,1/6/1933 0:00,Johnson,Charles B.,Former Chairman and CEO,4/4/2023 5:01,Florida,South,1933,1,6,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +523,5100,Media & Entertainment,Kwon Hyuk-bin,49,South Korea,Seoul,Online games,Media & Entertainment,South Korea,Smilegate Holdings,TRUE,D,M,1/1/1974 0:00,Kwon,Hyuk-bin,,4/4/2023 5:01,,,1974,1,1,115.16,0.4,"$2,029,000,000,000 ",94.3,98.1,82.6,15.6,33.2,51709098,35.907757,127.766922 +523,5100,Finance & Investments,Sami Mnaymneh,61,United States,Miami Beach,Private equity,Finance & Investments,United States,,TRUE,U,M,7/13/1961 0:00,Mnaymneh,Sami,,4/4/2023 5:01,Florida,South,1961,7,13,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +523,5100,Logistics,Kjell Inge Rokke,64,Norway,Vettre,"Shipping, seafood",Logistics,Norway,,TRUE,D,M,10/25/1958 0:00,Rokke,Kjell Inge,,4/4/2023 5:01,,,1958,10,25,120.27,2.2,"$403,336,363,636 ",82,100.3,82.8,23.9,36.2,5347896,60.472024,8.468946 +523,5100,Finance & Investments,Tony Tamer,65,United States,New York,Private equity,Finance & Investments,United States,,TRUE,U,M,10/12/1957 0:00,Tamer,Tony,,4/4/2023 5:01,New York,Northeast,1957,10,12,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +523,5100,Healthcare,Tse Ping & family,71,Hong Kong,Hong Kong,Pharmaceuticals,Healthcare,China,,TRUE,D,M,1/3/1952 0:00,Tse,Ping,,4/4/2023 5:01,,,1952,1,3,,,,,,,,,,, +523,5100,Technology,Romesh T. Wadhwani,75,United States,Palo Alto,Software,Technology,United States,Symphony Technology Group,TRUE,U,M,8/25/1947 0:00,Wadhwani,Romesh T.,Founder and Chairman,4/4/2023 5:01,California,West,1947,8,25,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +523,5100,Healthcare,Hansjoerg Wyss,88,United States,Wilson,Medical devices,Healthcare,Switzerland,,TRUE,U,M,1/1/1935 0:00,Wyss,Hansjoerg,,4/4/2023 5:01,Wyoming,South,1935,1,1,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +523,5100,Sports,Denise York & family,72,United States,Youngstown,San Francisco 49ers,Sports,United States,San Francisco 49ers,FALSE,U,F,10/21/1950 0:00,York,Denise,Co-Chairman,4/4/2023 5:01,Ohio,Midwest,1950,10,21,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +534,5000,Finance & Investments,Ron Baron,79,United States,New York,Money management,Finance & Investments,United States,,TRUE,U,M,5/23/1943 0:00,Baron,Ron,,4/4/2023 5:01,New York,Northeast,1943,5,23,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +534,5000,Energy,Robert Bass,75,United States,Fort Worth,"Oil, investments",Energy,United States,,FALSE,D,M,3/19/1948 0:00,Bass,Robert,,4/4/2023 5:01,Texas,South,1948,3,19,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +534,5000,Healthcare,Dona Bertarelli,55,Switzerland,Gstaad,Biotech and investments,Healthcare,Switzerland,,FALSE,U,F,1/1/1968 0:00,Bertarelli,Dona,,4/4/2023 5:01,,,1968,1,1,99.55,0.4,"$703,082,435,360 ",59.6,105.2,83.6,10.1,28.8,8574832,46.818188,8.227512 +534,5000,Finance & Investments,Alexander Gerko,43,United Kingdom,London,Trading,Finance & Investments,United Kingdom,,TRUE,N,M,12/3/1979 0:00,Gerko,Alexander,,4/4/2023 5:01,,,1979,12,3,119.62,1.7,"$2,827,113,184,696 ",60,101.2,81.3,25.5,30.6,66834405,55.378051,-3.435973 +534,5000,Technology,Martin Haefner,69,Switzerland,Zurich,"Software, investments",Technology,Switzerland,,FALSE,U,M,1/1/1954 0:00,Haefner,Martin,,4/4/2023 5:01,,,1954,1,1,99.55,0.4,"$703,082,435,360 ",59.6,105.2,83.6,10.1,28.8,8574832,46.818188,8.227512 +534,5000,Telecom,"Robert Hale, Jr.",56,United States,Boston,Telecom,Telecom,United States,,TRUE,U,M,7/8/1966 0:00,Hale,Robert,,4/4/2023 5:01,Massachusetts,Northeast,1966,7,8,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +534,5000,Healthcare,Viktor Kharitonin,50,Russia,Moscow,Pharmaceuticals,Healthcare,Russia,,TRUE,U,M,11/20/1972 0:00,Kharitonin,Viktor,,4/4/2023 5:01,,,1972,11,20,180.75,4.5,"$1,699,876,578,871 ",81.9,102.6,72.7,11.4,46.2,144373535,61.52401,105.318756 +534,5000,Technology,Kim Beom-su,57,South Korea,Seoul,Online services,Technology,South Korea,,TRUE,D,M,3/27/1966 0:00,Kim,Beom-su,,4/4/2023 5:01,,,1966,3,27,115.16,0.4,"$2,029,000,000,000 ",94.3,98.1,82.6,15.6,33.2,51709098,35.907757,127.766922 +534,5000,Fashion & Retail,Jane Lauder,50,United States,New York,Estée Lauder,Fashion & Retail,United States,,FALSE,D,F,1/1/1973 0:00,Lauder,Jane,,4/4/2023 5:01,New York,Northeast,1973,1,1,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +534,5000,Fashion & Retail,Michel Leclercq & family,83,France,Lille,Sporting goods,Fashion & Retail,France,,FALSE,U,M,5/27/1939 0:00,Leclercq,Michel,,4/4/2023 5:01,,,1939,5,27,110.05,1.1,"$2,715,518,274,227 ",65.6,102.5,82.5,24.2,60.7,67059887,46.227638,2.213749 +534,5000,Media & Entertainment,George Lucas,78,United States,San Anselmo,Star Wars,Media & Entertainment,United States,,TRUE,D,M,5/14/1944 0:00,Lucas,George,,4/4/2023 5:01,California,West,1944,5,14,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +534,5000,Sports,Janice McNair,86,United States,Houston,"Energy, sports",Sports,United States,,FALSE,U,F,9/30/1936 0:00,McNair,Janice,,4/4/2023 5:01,Texas,South,1936,9,30,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +534,5000,Healthcare,Ugur Sahin,57,Germany,Mainz,Biotechnology,Healthcare,Germany,,TRUE,D,M,9/19/1965 0:00,Sahin,Ugur,,4/4/2023 5:01,,,1965,9,19,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +534,5000,Real Estate,Alexandra Schoerghuber & family,64,Germany,Munich,Real estate,Real Estate,Germany,,FALSE,U,F,7/24/1958 0:00,Schoerghuber,Alexandra,,4/4/2023 5:01,,,1958,7,24,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +534,5000,Healthcare,Thomas Straumann,59,Switzerland,Basel,Dental implants,Healthcare,Switzerland,,FALSE,D,M,7/22/1963 0:00,Straumann,Thomas,,4/4/2023 5:01,,,1963,7,22,99.55,0.4,"$703,082,435,360 ",59.6,105.2,83.6,10.1,28.8,8574832,46.818188,8.227512 +534,5000,Food & Beverage,Murat Ulker,64,Turkey,Istanbul,Food,Food & Beverage,Turkey,,FALSE,U,M,3/23/1959 0:00,Ulker,Murat,,4/4/2023 5:01,,,1959,3,23,234.44,15.2,"$754,411,708,203 ",23.9,93.2,77.4,17.9,42.3,83429615,38.963745,35.243322 +534,5000,Fashion & Retail,Chip Wilson,66,Canada,Vancouver,Lululemon,Fashion & Retail,Canada,Lululemon,TRUE,D,M,1/1/1957 0:00,Wilson,Chip,Chairman,4/4/2023 5:01,,,1957,1,1,116.76,1.9,"$1,736,425,629,520 ",68.9,100.9,81.9,12.8,24.5,36991981,56.130366,-106.346771 +534,5000,Real Estate,Zhu Yan & family,,China,Beijing,Real estate,Real Estate,China,,FALSE,U,F,,Zhu,Yan,,4/4/2023 5:01,,,,,,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +552,4900,Manufacturing,Jim Davis & family,79,United States,Newton,New Balance,Manufacturing,United States,New Balance,TRUE,D,M,5/17/1943 0:00,Davis,Jim,Chairman,4/4/2023 5:01,Massachusetts,Northeast,1943,5,17,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +552,4900,Healthcare,Murali Divi & family,72,India,Hyderabad,Pharmaceuticals,Healthcare,India,,TRUE,D,M,3/17/1951 0:00,Divi,Murali,,4/4/2023 5:01,,,1951,3,17,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +552,4900,Technology,Dagmar Dolby & family,81,United States,San Francisco,Dolby Laboratories,Technology,United States,,FALSE,U,F,6/28/1941 0:00,Dolby,Dagmar,,4/4/2023 5:01,California,West,1941,6,28,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +552,4900,Technology,Marcos Galperin,,Argentina,Buenos Aires,E-commerce,Technology,Argentina,,TRUE,U,M,,Galperin,Marcos,,4/4/2023 5:01,,,,,,232.75,53.5,"$449,663,446,954 ",90,109.7,76.5,10.1,106.3,44938712,-38.416097,-63.616672 +552,4900,Service,Tom Golisano,81,United States,Naples,Payroll services,Service,United States,,TRUE,D,M,11/14/1941 0:00,Golisano,Tom,,4/4/2023 5:01,Florida,South,1941,11,14,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +552,4900,Finance & Investments,Jonathan Gray,53,United States,New York,Investments,Finance & Investments,United States,,TRUE,D,M,2/4/1970 0:00,Gray,Jonathan,,4/4/2023 5:01,New York,Northeast,1970,2,4,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +552,4900,Finance & Investments,Bidzina Ivanishvili,67,Georgia,Tbilisi,Investments,Finance & Investments,Georgia,,TRUE,U,M,2/18/1956 0:00,Ivanishvili,Bidzina,,4/4/2023 5:01,,,1956,2,18,133.61,4.9,"$17,743,195,770 ",63.9,98.6,73.6,21.7,9.9,3720382,42.315407,43.356892 +552,4900,Metals & Mining,Lim Hariyanto Wijaya Sarwono,94,Indonesia,Jakarta,"Palm oil, nickel mining",Metals & Mining,Indonesia,,TRUE,U,M,11/1/1928 0:00,Lim,Hariyanto Wijaya Sarwono,,4/4/2023 5:01,,,1928,11,1,151.18,3,"$1,119,190,780,753 ",36.3,106.4,71.5,10.2,30.1,270203917,-0.789275,113.921327 +552,4900,Healthcare,Rudolf Maag,77,Switzerland,Binningen,Medical devices,Healthcare,Switzerland,,TRUE,D,M,1/31/1946 0:00,Maag,Rudolf,,4/4/2023 5:01,,,1946,1,31,99.55,0.4,"$703,082,435,360 ",59.6,105.2,83.6,10.1,28.8,8574832,46.818188,8.227512 +552,4900,Food & Beverage,Emanuele (Lino) Saputo & family,86,Canada,Montreal,Cheese,Food & Beverage,Canada,Saputo,FALSE,U,M,1/1/1937 0:00,Saputo,Emanuele (Lino),Chairman,4/4/2023 5:01,,,1937,1,1,116.76,1.9,"$1,736,425,629,520 ",68.9,100.9,81.9,12.8,24.5,36991981,56.130366,-106.346771 +552,4900,Automotive,Mark Shoen,72,United States,Phoenix,U-Haul,Automotive,United States,,FALSE,U,M,11/20/1950 0:00,Shoen,Mark,,4/4/2023 5:01,Arizona,West,1950,11,20,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +552,4900,Sports,Dan Snyder,58,United States,Potomac,Washington Commanders,Sports,United States,,TRUE,U,M,11/23/1964 0:00,Snyder,Dan,,4/4/2023 5:01,Maryland,South,1964,11,23,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +552,4900,Diversified,Chairul Tanjung,60,Indonesia,Jakarta,Diversified,Diversified,Indonesia,,TRUE,D,M,6/18/1962 0:00,Tanjung,Chairul,,4/4/2023 5:01,,,1962,6,18,151.18,3,"$1,119,190,780,753 ",36.3,106.4,71.5,10.2,30.1,270203917,-0.789275,113.921327 +552,4900,Energy,Kelcy Warren,67,United States,Dallas,Pipelines,Energy,United States,,TRUE,U,M,11/9/1955 0:00,Warren,Kelcy,,4/4/2023 5:01,Texas,South,1955,11,9,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +552,4900,Fashion & Retail,Zhang Tao,50,China,Beijing,E-commerce,Fashion & Retail,China,,TRUE,D,M,11/1/1972 0:00,Zhang,Tao,,4/4/2023 5:01,,,1972,11,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +567,4800,Fashion & Retail,Michael Ashley,58,United Kingdom,Hertfordshire,Sports retailing,Fashion & Retail,United Kingdom,,TRUE,U,M,9/12/1964 0:00,Ashley,Michael,,4/4/2023 5:01,,,1964,9,12,119.62,1.7,"$2,827,113,184,696 ",60,101.2,81.3,25.5,30.6,66834405,55.378051,-3.435973 +567,4800,Fashion & Retail,Tomasz Biernacki,50,Poland,"Krotoszyn,",Supermarkets,Fashion & Retail,Poland,,TRUE,U,M,1/1/1973 0:00,Biernacki,Tomasz,,4/4/2023 5:01,,,1973,1,1,114.11,2.2,"$592,164,400,688 ",67.8,100,77.6,17.4,40.8,37970874,51.919438,19.145136 +567,4800,Healthcare,Bernard Broermann,79,Germany,Koenigstein,Hospitals,Healthcare,Germany,,TRUE,U,M,11/22/1943 0:00,Broermann,Bernard,,4/4/2023 5:01,,,1943,11,22,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +567,4800,Fashion & Retail,Jimmy Haslam,69,United States,Knoxville,"Gas stations, retail",Fashion & Retail,United States,Pilot Flying J,FALSE,U,M,3/9/1954 0:00,Haslam,Jimmy,CEO,4/4/2023 5:01,Tennessee,South,1954,3,9,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +567,4800,Manufacturing,H. Fisk Johnson,64,United States,Racine,Cleaning products,Manufacturing,United States,,FALSE,U,M,5/19/1958 0:00,Johnson,H. Fisk,,4/4/2023 5:01,Wisconsin,Midwest,1958,5,19,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +567,4800,Manufacturing,S. Curtis Johnson,67,United States,Racine,Cleaning products,Manufacturing,United States,,FALSE,U,M,5/5/1955 0:00,Johnson,S. Curtis,,4/4/2023 5:01,Wisconsin,Midwest,1955,5,5,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +567,4800,Manufacturing,Helen Johnson-Leipold,66,United States,Racine,Cleaning products,Manufacturing,United States,,FALSE,U,F,12/30/1956 0:00,Johnson-Leipold,Helen,,4/4/2023 5:01,Wisconsin,Midwest,1956,12,30,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +567,4800,Technology,Vinod Khosla,68,United States,Portola Valley,Venture capital,Technology,United States,Khosla Ventures,TRUE,D,M,1/28/1955 0:00,Khosla,Vinod,Investor,4/4/2023 5:01,California,West,1955,1,28,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +567,4800,Technology,Thai Lee,64,United States,Austin,IT provider,Technology,United States,,TRUE,U,F,11/27/1958 0:00,Lee,Thai,,4/4/2023 5:01,Texas,South,1958,11,27,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +567,4800,Manufacturing,Winifred J. Marquart,63,United States,Virginia Beach,Cleaning products,Manufacturing,United States,,FALSE,U,F,4/6/1959 0:00,Marquart,Winifred J.,,4/4/2023 5:01,Virginia,South,1959,4,6,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +567,4800,Healthcare,Pankaj Patel,70,India,Ahmedabad,Pharmaceuticals,Healthcare,India,,FALSE,U,M,3/19/1953 0:00,Patel,Pankaj,,4/4/2023 5:01,,,1953,3,19,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +567,4800,Manufacturing,Horst Julius Pudwill,78,Hong Kong,Hong Kong,Manufacturing,Manufacturing,Germany,,TRUE,D,M,10/23/1944 0:00,Pudwill,Horst Julius,,4/4/2023 5:01,,,1944,10,23,,,,,,,,,,, +567,4800,Finance & Investments,Yu Yong,62,China,Shanghai,Mining,Finance & Investments,China,,TRUE,U,M,2/1/1961 0:00,Yu,Yong,,4/4/2023 5:01,,,1961,2,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +580,4700,Diversified,Maria Fernanda Amorim & family,88,Portugal,Grijo,"Energy, investments",Diversified,Portugal,,FALSE,E,F,1/16/1935 0:00,Amorim,Maria Fernanda,,4/4/2023 5:01,,,1935,1,16,110.62,0.3,"$237,686,075,635 ",63.9,106.2,81.3,22.8,39.8,10269417,39.399872,-8.224454 +580,4700,Sports,Gayle Benson,76,United States,New Orleans,New Orleans Saints,Sports,United States,,FALSE,U,F,1/26/1947 0:00,Benson,Gayle,,4/4/2023 5:01,Louisiana,South,1947,1,26,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +580,4700,Technology,Jason Chang,78,Taiwan,Taipei,Electronics,Technology,Singapore,,TRUE,U,M,5/1/1944 0:00,Chang,Jason,,4/4/2023 5:01,,,1944,5,1,,,,,,,,,,, +580,4700,Manufacturing,Ali Erdemoglu,63,Turkey,Istanbul,Carpet,Manufacturing,Turkey,,TRUE,U,M,11/20/1959 0:00,Erdemoglu,Ali,,4/4/2023 5:01,,,1959,11,20,234.44,15.2,"$754,411,708,203 ",23.9,93.2,77.4,17.9,42.3,83429615,38.963745,35.243322 +580,4700,Finance & Investments,Andre Esteves,54,Brazil,Sao paulo,Banking,Finance & Investments,Brazil,,TRUE,D,M,7/12/1968 0:00,Esteves,Andre,,4/4/2023 5:01,,,1968,7,12,167.4,3.7,"$1,839,758,040,766 ",51.3,115.4,75.7,14.2,65.1,212559417,-14.235004,-51.92528 +580,4700,Real Estate,Carlo Fidani,68,Canada,Toronto,Real estate,Real Estate,Canada,Orlando Corporation,FALSE,U,M,1/1/1955 0:00,Fidani,Carlo,Chairman,4/4/2023 5:01,,,1955,1,1,116.76,1.9,"$1,736,425,629,520 ",68.9,100.9,81.9,12.8,24.5,36991981,56.130366,-106.346771 +580,4700,Technology,Hong Ra-hee,77,South Korea,Seoul,Samsung,Technology,South Korea,,FALSE,D,F,7/15/1945 0:00,Hong,Ra-hee,,4/4/2023 5:01,,,1945,7,15,115.16,0.4,"$2,029,000,000,000 ",94.3,98.1,82.6,15.6,33.2,51709098,35.907757,127.766922 +580,4700,Manufacturing,Li Gaiteng,50,China,Shanghai,Hair dryers,Manufacturing,China,,TRUE,U,M,4/8/1972 0:00,Li,Gaiteng,,4/4/2023 5:01,,,1972,4,8,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +580,4700,Media & Entertainment,Thomas Secunda,68,United States,Croton-on-Hudson,Bloomberg LP,Media & Entertainment,United States,,TRUE,U,M,6/23/1954 0:00,Secunda,Thomas,,4/4/2023 5:01,New York,Northeast,1954,6,23,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +580,4700,Diversified,Zuowen Song,76,China,Longkou,"Aluminum, diversified",Diversified,China,,TRUE,U,M,3/19/1947 0:00,Song,Zuowen,,4/4/2023 5:01,,,1947,3,19,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +580,4700,Media & Entertainment,Tim Sweeney,52,United States,Cary,Video games,Media & Entertainment,United States,,TRUE,D,M,12/13/1970 0:00,Sweeney,Tim,,4/4/2023 5:01,North Carolina,South,1970,12,13,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +591,4600,Food & Beverage,Bert Beveridge,61,United States,Austin,Vodka,Food & Beverage,United States,,TRUE,U,M,1/1/1962 0:00,Beveridge,Bert,,4/4/2023 5:01,Texas,South,1962,1,1,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +591,4600,Media & Entertainment,Mark Cuban,64,United States,Dallas,"Online media, Dallas Mavericks",Media & Entertainment,United States,Dallas Mavericks,TRUE,D,M,7/31/1958 0:00,Cuban,Mark,Owner,4/4/2023 5:01,Texas,South,1958,7,31,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +591,4600,Media & Entertainment,Charles Dolan & family,96,United States,Oyster Bay,Cable television,Media & Entertainment,United States,Cablevision Systems Corp.,TRUE,D,M,10/16/1926 0:00,Dolan,Charles,Chairman and Founder,4/4/2023 5:01,New York,Northeast,1926,10,16,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +591,4600,Technology,Jack Dorsey,46,United States,San Francisco,"Twitter, Square",Technology,United States,Twitter,TRUE,D,M,11/19/1976 0:00,Dorsey,Jack,Cofounder,4/4/2023 5:01,California,West,1976,11,19,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +591,4600,Energy,Fan Hongwei,56,China,Wujiang,Petrochemicals,Energy,China,,TRUE,D,F,1/1/1967 0:00,Fan,Hongwei,,4/4/2023 5:01,,,1967,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +591,4600,Metals & Mining,Vladimir Kim,62,Kazakhstan,Almaty,Mining,Metals & Mining,Kazakhstan,,TRUE,D,M,10/29/1960 0:00,Kim,Vladimir,,4/4/2023 5:01,,,1960,10,29,182.75,5.2,"$180,161,741,180 ",61.7,104.4,73.2,11.7,28.4,18513930,48.019573,66.923684 +591,4600,Finance & Investments,"Andre Koo, Sr.",55,Taiwan,Taipei,Financial services,Finance & Investments,Taiwan,,FALSE,D,M,5/25/1967 0:00,Koo,Andre,,4/4/2023 5:01,,,1967,5,25,,,,,,,,,,, +591,4600,Fashion & Retail,Ronald Lauder,79,United States,New York,Estee Lauder,Fashion & Retail,United States,,FALSE,D,M,2/26/1944 0:00,Lauder,Ronald,,4/4/2023 5:01,New York,Northeast,1944,2,26,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +591,4600,Manufacturing,Li Chunan,54,China,Fushun,Renewable energy,Manufacturing,China,,TRUE,D,M,10/10/1968 0:00,Li,Chunan,,4/4/2023 5:01,,,1968,10,10,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +591,4600,Media & Entertainment,Forrest Li,45,Singapore,Singapore,Gaming,Media & Entertainment,Singapore,,TRUE,D,M,1/1/1978 0:00,Li,Forrest,,4/4/2023 5:01,,,1978,1,1,114.41,0.6,"$372,062,527,489 ",84.8,100.6,83.1,13.1,21,5703569,1.352083,103.819836 +591,4600,Telecom,Richard Li,56,Hong Kong,Hong Kong,Telecom,Telecom,Hong Kong,,FALSE,D,M,11/8/1966 0:00,Li,Richard,,4/4/2023 5:01,,,1966,11,8,,,,,,,,,,, +591,4600,Fashion & Retail,Doug Meijer & family,69,United States,Grand Rapids,Supermarkets,Fashion & Retail,United States,,FALSE,Split Family Fortune,M,1/22/1954 0:00,Meijer,Doug,,4/4/2023 5:01,Michigan,Midwest,1954,1,22,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +591,4600,Fashion & Retail,Hank Meijer & family,71,United States,Grand Rapids,Supermarkets,Fashion & Retail,United States,,FALSE,Split Family Fortune,M,2/15/1952 0:00,Meijer,Hank,,4/4/2023 5:01,Michigan,Midwest,1952,2,15,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +591,4600,Fashion & Retail,Mark Meijer & family,65,United States,Grand Rapids,Supermarkets,Fashion & Retail,United States,,FALSE,Split Family Fortune,M,10/21/1957 0:00,Meijer,Mark,,4/4/2023 5:01,Michigan,Midwest,1957,10,21,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +591,4600,Food & Beverage,Issad Rebrab & family,79,Algeria,Algiers,Food,Food & Beverage,Algeria,,TRUE,D,M,1/1/1944 0:00,Rebrab,Issad,,4/4/2023 5:01,,,1944,1,1,151.36,2,"$169,988,236,398 ",51.4,109.9,76.7,37.2,66.1,43053054,28.033886,1.659626 +591,4600,Logistics,Fred Smith,78,United States,Memphis,FedEx,Logistics,United States,FedEx Corp.,TRUE,D,M,8/11/1944 0:00,Smith,Fred,Chairman and CEO,4/4/2023 5:01,Tennessee,South,1944,8,11,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +591,4600,Finance & Investments,Barry Sternlicht,62,United States,Miami,Private equity,Finance & Investments,United States,,TRUE,U,M,11/27/1960 0:00,Sternlicht,Barry,,4/4/2023 5:01,Florida,South,1960,11,27,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +591,4600,Manufacturing,Maximilian Viessmann,34,Germany,Battenberg,"Heating, cooling equipment",Manufacturing,Germany,,FALSE,D,M,2/11/1989 0:00,Viessmann,Maximilian,,4/4/2023 5:01,,,1989,2,11,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +591,4600,Food & Beverage,Russ Weiner,52,United States,Delray Beach,Energy drinks,Food & Beverage,United States,,TRUE,U,M,5/5/1970 0:00,Weiner,Russ,,4/4/2023 5:01,Florida,South,1970,5,5,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +591,4600,Healthcare,Xue Min,66,China,Wuhan,Healthcare,Healthcare,China,,TRUE,N,M,1/1/1957 0:00,Xue,Min,,4/4/2023 5:01,,,1957,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +611,4500,Food & Beverage,Juan Domingo Beckmann Legorreta & family,55,Mexico,,Tequila,Food & Beverage,Mexico,,FALSE,U,M,7/1/1967 0:00,Beckmann Legorreta,Juan Domingo,,4/4/2023 5:01,,,1967,7,1,141.54,3.6,"$1,258,286,717,125 ",40.2,105.8,75,13.1,55.1,126014024,23.634501,-102.552784 +611,4500,Technology,Dietmar Hopp & family,82,Germany,Walldorf,Software,Technology,Germany,,TRUE,D,M,4/26/1940 0:00,Hopp,Dietmar,,4/4/2023 5:01,,,1940,4,26,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +611,4500,Technology,Jiang Bin,56,China,Weifang,Acoustic components,Technology,China,,TRUE,D,M,9/16/1966 0:00,Jiang,Bin,,4/4/2023 5:01,,,1966,9,16,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +611,4500,Technology,Joseph Liemandt,54,United States,Austin,Software,Technology,United States,,TRUE,U,M,8/5/1968 0:00,Liemandt,Joseph,,4/4/2023 5:01,Texas,South,1968,8,5,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +611,4500,Food & Beverage,Theo Mueller,83,Switzerland,Zurich,Dairy,Food & Beverage,Germany,,FALSE,D,M,1/30/1940 0:00,Mueller,Theo,,4/4/2023 5:01,,,1940,1,30,99.55,0.4,"$703,082,435,360 ",59.6,105.2,83.6,10.1,28.8,8574832,46.818188,8.227512 +611,4500,Technology,N.R. Narayana Murthy,76,India,Bangalore,Software services,Technology,India,,TRUE,U,M,8/20/1946 0:00,Murthy,N.R. Narayana,,4/4/2023 5:01,,,1946,8,20,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +611,4500,Fashion & Retail,Odd Reitan & family,71,Norway,Trondheim,"Retail, real estate",Fashion & Retail,Norway,,FALSE,D,M,9/11/1951 0:00,Reitan,Odd,,4/4/2023 5:01,,,1951,9,11,120.27,2.2,"$403,336,363,636 ",82,100.3,82.8,23.9,36.2,5347896,60.472024,8.468946 +611,4500,Finance & Investments,Marc Rowan,60,United States,New York,Private equity,Finance & Investments,United States,,TRUE,D,M,8/19/1962 0:00,Rowan,Marc,,4/4/2023 5:01,New York,Northeast,1962,8,19,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +611,4500,Real Estate,Hussain Sajwani,70,United Arab Emirates,Dubai,Real estate,Real Estate,United Arab Emirates,,TRUE,U,M,3/1/1953 0:00,Sajwani,Hussain,,4/4/2023 5:01,,,1953,3,1,114.52,-1.9,"$421,142,267,938 ",36.8,108.4,77.8,0.1,15.9,9770529,23.424076,53.847818 +611,4500,Finance & Investments,David Velez & family,41,Brazil,Sao Paulo,Fintech,Finance & Investments,Colombia,,TRUE,D,M,10/2/1981 0:00,Velez,David,,4/4/2023 5:01,,,1981,10,2,167.4,3.7,"$1,839,758,040,766 ",51.3,115.4,75.7,14.2,65.1,212559417,-14.235004,-51.92528 +611,4500,Manufacturing,Xu Jinfu,59,China,Guangzhou,Chemicals,Manufacturing,China,,TRUE,D,M,1/1/1964 0:00,Xu,Jinfu,,4/4/2023 5:01,,,1964,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +611,4500,Diversified,Samuel Yin,72,Taiwan,Taipei,Retail,Diversified,Taiwan,,FALSE,D,M,8/16/1950 0:00,Yin,Samuel,,4/4/2023 5:01,,,1950,8,16,,,,,,,,,,, +611,4500,Manufacturing,You Xiaoping & family,65,China,Wenzhou,"Chemicals, spandex",Manufacturing,China,,TRUE,D,M,1/21/1958 0:00,You,Xiaoping,,4/4/2023 5:01,,,1958,1,21,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +624,4400,Healthcare,Stéphane Bancel,50,United States,Boston,"Biotech, vaccines",Healthcare,France,,TRUE,D,M,7/20/1972 0:00,Bancel,Stéphane,,4/4/2023 5:01,Massachusetts,Northeast,1972,7,20,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +624,4400,Technology,Margot Birmingham Perot,89,United States,Dallas,"Computer services, real estate",Technology,United States,,FALSE,U,F,11/15/1933 0:00,Birmingham Perot,Margot,,4/4/2023 5:01,Texas,South,1933,11,15,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +624,4400,Manufacturing,Neal Blue & family,88,United States,San Diego,Defense,Manufacturing,United States,,TRUE,U,M,4/4/1935 0:00,Blue,Neal,,4/4/2023 5:01,California,West,1935,4,4,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +624,4400,Service,Jim Davis,63,United States,Cockeysville,Staffing & recruiting,Service,United States,,TRUE,U,M,3/13/1960 0:00,Davis,Jim,,4/4/2023 5:01,Maryland,South,1960,3,13,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +624,4400,Construction & Engineering,Rafael Del Pino,64,Spain,Madrid,Construction,Construction & Engineering,Spain,,FALSE,U,M,7/18/1958 0:00,Del Pino,Rafael,,4/4/2023 5:01,,,1958,7,18,110.96,0.7,"$1,394,116,310,769 ",88.9,102.7,83.3,14.2,47,47076781,40.463667,-3.74922 +624,4400,Healthcare,Peter Grogg,81,Switzerland,Liestal,Biochemicals,Healthcare,Switzerland,,TRUE,D,M,1/10/1942 0:00,Grogg,Peter,,4/4/2023 5:01,,,1942,1,10,99.55,0.4,"$703,082,435,360 ",59.6,105.2,83.6,10.1,28.8,8574832,46.818188,8.227512 +624,4400,Fashion & Retail,Christian Haub,58,Germany,Munich,Retail,Fashion & Retail,Germany,,FALSE,E,M,7/22/1964 0:00,Haub,Christian,,4/4/2023 5:01,,,1964,7,22,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +624,4400,Real Estate,Mangal Prabhat Lodha,67,India,Mumbai,Real estate,Real Estate,India,,TRUE,D,M,12/1/1955 0:00,Lodha,Mangal Prabhat,,4/4/2023 5:01,,,1955,12,1,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +624,4400,Sports,Jeffrey Lurie & family,71,United States,Wynnewood,Philadelphia Eagles,Sports,United States,,FALSE,U,M,9/8/1951 0:00,Lurie,Jeffrey,,4/4/2023 5:01,Pennsylvania,Northeast,1951,9,8,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +624,4400,Finance & Investments,Joe Mansueto,66,United States,Chicago,Investment research,Finance & Investments,United States,Morningstar Inc.,TRUE,D,M,9/3/1956 0:00,Mansueto,Joe,"Entrepreneur, Investor",4/4/2023 5:01,Illinois,Midwest,1956,9,3,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +624,4400,Manufacturing,Qian Dongqi & family,65,China,Suzhou,Home-cleaning robots,Manufacturing,China,,TRUE,D,M,1/1/1958 0:00,Qian,Dongqi,,4/4/2023 5:01,,,1958,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +624,4400,Metals & Mining,Mikhail Shelkov,54,Russia,Moscow,Titanium,Metals & Mining,Russia,,TRUE,U,M,5/30/1968 0:00,Shelkov,Mikhail,,4/4/2023 5:01,,,1968,5,30,180.75,4.5,"$1,699,876,578,871 ",81.9,102.6,72.7,11.4,46.2,144373535,61.52401,105.318756 +636,4300,Telecom,Patrick Drahi,59,Switzerland,Zermatt,Telecom,Telecom,France,,TRUE,D,M,8/20/1963 0:00,Drahi,Patrick,,4/4/2023 5:01,,,1963,8,20,99.55,0.4,"$703,082,435,360 ",59.6,105.2,83.6,10.1,28.8,8574832,46.818188,8.227512 +636,4300,Finance & Investments,Behdad Eghbali,46,United States,Los Angeles,Private equity,Finance & Investments,United States,,TRUE,U,M,5/6/1976 0:00,Eghbali,Behdad,,4/4/2023 5:01,California,West,1976,5,6,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +636,4300,Finance & Investments,Juan Carlos Escotet,63,Spain,A Coruña,Banking,Finance & Investments,Venezuela,,TRUE,U,M,7/23/1959 0:00,Escotet,Juan Carlos,,4/4/2023 5:01,,,1959,7,23,110.96,0.7,"$1,394,116,310,769 ",88.9,102.7,83.3,14.2,47,47076781,40.463667,-3.74922 +636,4300,Finance & Investments,Jose E. Feliciano,49,United States,Los Angeles,Private equity,Finance & Investments,United States,,TRUE,U,M,5/29/1973 0:00,Feliciano,Jose E.,,4/4/2023 5:01,California,West,1973,5,29,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +636,4300,Healthcare,Hu Kaijun,61,China,Beijing,Pharmaceuticals,Healthcare,China,,TRUE,U,M,1/1/1962 0:00,Hu,Kaijun,,4/4/2023 5:01,,,1962,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +636,4300,Logistics,Johnelle Hunt,91,United States,Fayetteville,Trucking,Logistics,United States,,TRUE,D,F,1/4/1932 0:00,Hunt,Johnelle,,4/4/2023 5:01,Arkansas,South,1932,1,4,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +636,4300,Food & Beverage,Marian Ilitch,90,United States,Bingham Farms,Little Caesars Pizza,Food & Beverage,United States,,TRUE,D,F,1/7/1933 0:00,Ilitch,Marian,,4/4/2023 5:01,Michigan,Midwest,1933,1,7,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +636,4300,Diversified,Daryl Katz,61,Canada,Edmonton,Pharmacies,Diversified,Canada,Katz Group,TRUE,D,M,9/1/1961 0:00,Katz,Daryl,Founder and Chairman,4/4/2023 5:01,,,1961,9,1,116.76,1.9,"$1,736,425,629,520 ",68.9,100.9,81.9,12.8,24.5,36991981,56.130366,-106.346771 +636,4300,Metals & Mining,Andrei Kozitsyn,62,Russia,Verkhniaya Pyshma,Metals,Metals & Mining,Russia,,TRUE,U,M,6/9/1960 0:00,Kozitsyn,Andrei,,4/4/2023 5:01,,,1960,6,9,180.75,4.5,"$1,699,876,578,871 ",81.9,102.6,72.7,11.4,46.2,144373535,61.52401,105.318756 +636,4300,Finance & Investments,Timur Kulibaev,56,Kazakhstan,Almaty,Banking,Finance & Investments,Kazakhstan,,TRUE,U,M,9/10/1966 0:00,Kulibaev,Timur,,4/4/2023 5:01,,,1966,9,10,182.75,5.2,"$180,161,741,180 ",61.7,104.4,73.2,11.7,28.4,18513930,48.019573,66.923684 +636,4300,Finance & Investments,Dinara Kulibaeva,55,Kazakhstan,Almaty,Banking,Finance & Investments,Kazakhstan,,FALSE,U,F,8/19/1967 0:00,Kulibaeva,Dinara,,4/4/2023 5:01,,,1967,8,19,182.75,5.2,"$180,161,741,180 ",61.7,104.4,73.2,11.7,28.4,18513930,48.019573,66.923684 +636,4300,Real Estate,Ian Livingstone,60,,,Real estate,Real Estate,United Kingdom,,TRUE,Split Family Fortune,M,5/22/1962 0:00,Livingstone,Ian,,4/4/2023 5:01,,,1962,5,22,,,,,,,,,,, +636,4300,Real Estate,Richard Livingstone,58,,,Real estate,Real Estate,United Kingdom,,TRUE,Split Family Fortune,M,11/29/1964 0:00,Livingstone,Richard,,4/4/2023 5:01,,,1964,11,29,,,,,,,,,,, +636,4300,Food & Beverage,Gwendolyn Sontheim Meyer,61,United States,Rancho Santa Fe,Cargill,Food & Beverage,United States,,FALSE,D,F,10/27/1961 0:00,Meyer,Gwendolyn Sontheim,,4/4/2023 5:01,California,West,1961,10,27,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +636,4300,Real Estate,Jay Paul,75,United States,San Francisco,Real estate,Real Estate,United States,,TRUE,U,M,7/8/1947 0:00,Paul,Jay,,4/4/2023 5:01,California,West,1947,7,8,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +636,4300,Diversified,Pham Nhat Vuong,54,Vietnam,Hanoi,Diversified,Diversified,Vietnam,,TRUE,D,M,8/5/1968 0:00,Pham,Nhat Vuong,,4/4/2023 5:01,,,1968,8,5,163.52,2.8,"$261,921,244,843 ",28.5,110.6,75.3,19.1,37.6,96462106,14.058324,108.277199 +636,4300,Healthcare,Jon Stryker,64,United States,New York,Medical equipment,Healthcare,United States,,FALSE,U,M,5/3/1958 0:00,Stryker,Jon,,4/4/2023 5:01,New York,Northeast,1958,5,3,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +636,4300,Finance & Investments,Daniel Tsai,66,Taiwan,Taipei,Finance,Finance & Investments,Taiwan,,FALSE,D,M,4/25/1956 0:00,Tsai,Daniel,,4/4/2023 5:01,,,1956,4,25,,,,,,,,,,, +636,4300,Finance & Investments,Richard Tsai,65,Taiwan,Taipei,Finance,Finance & Investments,Taiwan,,FALSE,D,M,6/2/1957 0:00,Tsai,Richard,,4/4/2023 5:01,,,1957,6,2,,,,,,,,,,, +636,4300,Technology,Frank Wang,42,China,Shenzhen,Drones,Technology,China,DJI Technology Co.,TRUE,D,M,10/30/1980 0:00,Wang,Frank,Founder and CEO,4/4/2023 5:01,,,1980,10,30,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +636,4300,Manufacturing,Wang Junshi & family,74,China,Ningbo,Solar inverters,Manufacturing,China,,TRUE,D,M,1/1/1949 0:00,Wang,Junshi,,4/4/2023 5:01,,,1949,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +636,4300,Technology,Wang Wenjing,58,China,Beijing,Business software,Technology,China,,TRUE,D,M,12/5/1964 0:00,Wang,Wenjing,,4/4/2023 5:01,,,1964,12,5,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +636,4300,Finance & Investments,Herbert Wertheim,83,United States,Coral Gables,Investments,Finance & Investments,United States,,TRUE,U,M,5/23/1939 0:00,Wertheim,Herbert,,4/4/2023 5:01,Florida,South,1939,5,23,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +659,4200,Service,Shari Arison,65,Israel,Tel Aviv,Carnival Cruises,Service,Israel,,FALSE,D,F,9/9/1957 0:00,Arison,Shari,"Investor, Philanthropist",4/4/2023 5:01,,,1957,9,9,108.15,0.8,"$395,098,666,122 ",63.4,104.9,82.8,23.1,25.3,9053300,31.046051,34.851612 +659,4200,Finance & Investments,Pyotr Aven,68,Latvia,,"Oil, banking, telecom",Finance & Investments,Russia,,TRUE,D,M,3/16/1955 0:00,Aven,Pyotr,,4/4/2023 5:01,,,1955,3,16,116.86,2.8,"$34,117,202,555 ",88.1,99.4,74.7,22.9,38.1,1912789,56.879635,24.603189 +659,4200,Real Estate,Chan Laiwa & family,82,China,Beijing,Real estate,Real Estate,China,,TRUE,D,F,1/1/1941 0:00,Chan,Laiwa,Philanthropist,4/4/2023 5:01,,,1941,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +659,4200,Real Estate,Chen Hua,57,China,Shenzhen,Real estate,Real Estate,China,,TRUE,U,M,1/1/1966 0:00,Chen,Hua,,4/4/2023 5:01,,,1966,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +659,4200,Finance & Investments,Thomas Hagen,87,United States,Erie,Insurance,Finance & Investments,United States,,FALSE,U,M,1/1/1936 0:00,Hagen,Thomas,,4/4/2023 5:01,Pennsylvania,Northeast,1936,1,1,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +659,4200,Finance & Investments,"Rupert Johnson, Jr.",82,United States,Burlingame,Franklin Templeton,Finance & Investments,United States,Franklin Resources Inc.,FALSE,D,M,8/10/1940 0:00,Johnson,Rupert,Vice Chairman and Director,4/4/2023 5:01,California,West,1940,8,10,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +659,4200,Energy,Dewi Kam,72,Indonesia,Jakarta,Coal,Energy,Indonesia,,TRUE,N,F,7/23/1950 0:00,Kam,Dewi,,4/4/2023 5:01,,,1950,7,23,151.18,3,"$1,119,190,780,753 ",36.3,106.4,71.5,10.2,30.1,270203917,-0.789275,113.921327 +659,4200,Technology,Min Kao & family,74,United States,Leawood,Navigation equipment,Technology,United States,,TRUE,D,M,1/10/1949 0:00,Kao,Min,,4/4/2023 5:01,Kansas,Midwest,1949,1,10,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +659,4200,Finance & Investments,Marc Ladreit de Lacharriere,82,France,Paris,Finance,Finance & Investments,France,,TRUE,U,M,11/6/1940 0:00,Ladreit de Lacharriere,Marc,,4/4/2023 5:01,,,1940,11,6,110.05,1.1,"$2,715,518,274,227 ",65.6,102.5,82.5,24.2,60.7,67059887,46.227638,2.213749 +659,4200,Technology,Eric Lefkofsky,53,United States,Glencoe,"Groupon, investments",Technology,United States,Groupon,TRUE,U,M,9/2/1969 0:00,Lefkofsky,Eric,Chairman,4/4/2023 5:01,Illinois,Midwest,1969,9,2,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +659,4200,Technology,Lin Bin,55,China,Shenzhen,Smartphones,Technology,United States,,TRUE,D,M,2/1/1968 0:00,Lin,Bin,,4/4/2023 5:01,,,1968,2,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +659,4200,Finance & Investments,Lin Li,59,China,Shenzhen,Investments,Finance & Investments,China,,TRUE,D,M,5/1/1963 0:00,Lin,Li,,4/4/2023 5:01,,,1963,5,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +659,4200,Technology,Michael Moritz,68,United States,San Francisco,Venture capital,Technology,United States,Sequoia,TRUE,D,M,9/12/1954 0:00,Moritz,Michael,Investor,4/4/2023 5:01,California,West,1954,9,12,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +659,4200,Service,Jean (Gigi) Pritzker,60,United States,Los Angeles,"Hotels, investments",Service,United States,,FALSE,U,F,7/1/1962 0:00,Pritzker,Jean (Gigi),,4/4/2023 5:01,California,West,1962,7,1,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +659,4200,Automotive,E. Joe Shoen,73,United States,Phoenix,U-Haul,Automotive,United States,,FALSE,U,M,10/28/1949 0:00,Shoen,E. Joe,,4/4/2023 5:01,Arizona,West,1949,10,28,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +659,4200,Technology,Jeff Skoll,58,United States,Los Angeles,EBay,Technology,United States,,TRUE,D,M,1/16/1965 0:00,Skoll,Jeff,,4/4/2023 5:01,California,West,1965,1,16,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +659,4200,Food & Beverage,Lynsi Snyder,40,United States,Glendora,In-N-Out Burger,Food & Beverage,United States,,FALSE,E,F,5/5/1982 0:00,Snyder,Lynsi,,4/4/2023 5:01,California,West,1982,5,5,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +659,4200,Fashion & Retail,Djoko Susanto,73,Indonesia,Jakarta,Supermarkets,Fashion & Retail,Indonesia,,TRUE,U,M,2/9/1950 0:00,Susanto,Djoko,,4/4/2023 5:01,,,1950,2,9,151.18,3,"$1,119,190,780,753 ",36.3,106.4,71.5,10.2,30.1,270203917,-0.789275,113.921327 +659,4200,Diversified,Tahir & family,71,Indonesia,Jakarta,Diversified,Diversified,Indonesia,,TRUE,U,M,3/26/1952 0:00,Tahir,,,4/4/2023 5:01,,,1952,3,26,151.18,3,"$1,119,190,780,753 ",36.3,106.4,71.5,10.2,30.1,270203917,-0.789275,113.921327 +659,4200,Finance & Investments,Peter Thiel,55,United States,Los Angeles,"Facebook, investments",Finance & Investments,United States,Founders Fund,TRUE,D,M,10/11/1967 0:00,Thiel,Peter,Investor,4/4/2023 5:01,California,West,1967,10,11,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +679,4100,Food & Beverage,Andrej Babis,68,Czech Republic,Prague,Agriculture,Food & Beverage,Czech Republic,,TRUE,D,M,9/2/1954 0:00,Babis,Andrej,,4/4/2023 5:01,,,1954,9,2,116.48,2.8,"$246,489,245,495 ",64.1,100.7,79,14.9,46.1,10669709,49.817492,15.472962 +679,4100,Service,Danielle Bellon & family,83,France,Paris,Food services,Service,France,,FALSE,U,F,2/8/1940 0:00,Bellon,Danielle,,4/4/2023 5:01,,,1940,2,8,110.05,1.1,"$2,715,518,274,227 ",65.6,102.5,82.5,24.2,60.7,67059887,46.227638,2.213749 +679,4100,Media & Entertainment,Hubert Burda,83,Germany,Munich,Publishing,Media & Entertainment,Germany,,FALSE,U,M,2/9/1940 0:00,Burda,Hubert,,4/4/2023 5:01,,,1940,2,9,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +679,4100,Food & Beverage,Nick Caporella,87,United States,Plantation,Beverages,Food & Beverage,United States,,TRUE,U,M,1/15/1936 0:00,Caporella,Nick,,4/4/2023 5:01,Florida,South,1936,1,15,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +679,4100,Energy,John Catsimatidis,74,United States,New York,"Oil, real estate",Energy,United States,,TRUE,U,M,9/7/1948 0:00,Catsimatidis,John,,4/4/2023 5:01,New York,Northeast,1948,9,7,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +679,4100,Technology,Scott Cook,70,United States,Woodside,Software,Technology,United States,,TRUE,D,M,7/26/1952 0:00,Cook,Scott,,4/4/2023 5:01,California,West,1952,7,26,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +679,4100,Food & Beverage,Luca Garavoglia,54,Italy,Milan,Spirits,Food & Beverage,Italy,,FALSE,U,M,2/27/1969 0:00,Garavoglia,Luca,,4/4/2023 5:01,,,1969,2,27,110.62,0.6,"$2,001,244,392,042 ",61.9,101.9,82.9,24.3,59.1,60297396,41.87194,12.56738 +679,4100,Manufacturing,Antti Herlin,66,Finland,Kirkkonummi,"Elevators, escalators",Manufacturing,Finland,,FALSE,D,M,11/14/1956 0:00,Herlin,Antti,,4/4/2023 5:01,,,1956,11,14,112.33,1,"$268,761,201,365 ",88.2,100.2,81.7,20.8,36.6,5520314,61.92411,25.748151 +679,4100,Manufacturing,Hong Jie,55,China,Putian,Paint,Manufacturing,China,,TRUE,U,M,10/1/1967 0:00,Hong,Jie,,4/4/2023 5:01,,,1967,10,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +679,4100,Service,"Jeremy Jacobs, Sr. & family",83,United States,East Aurora,Food service,Service,United States,,FALSE,U,M,1/21/1940 0:00,Jacobs,Jeremy,,4/4/2023 5:01,New York,Northeast,1940,1,21,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +679,4100,Fashion & Retail,Igor Kesaev,56,Russia,Moscow,"Tobacco distribution, retail",Fashion & Retail,Russia,,TRUE,U,M,10/30/1966 0:00,Kesaev,Igor,,4/4/2023 5:01,,,1966,10,30,180.75,4.5,"$1,699,876,578,871 ",81.9,102.6,72.7,11.4,46.2,144373535,61.52401,105.318756 +679,4100,Food & Beverage,Mary Alice Dorrance Malone,73,United States,Coatesville,Campbell Soup,Food & Beverage,United States,,FALSE,U,F,2/3/1950 0:00,Malone,Mary Alice Dorrance,,4/4/2023 5:01,Pennsylvania,Northeast,1950,2,3,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +679,4100,Diversified,Joao Moreira Salles,61,Brazil,Rio de Janeiro,"Banking, minerals",Diversified,Brazil,,FALSE,U,M,1/1/1962 0:00,Moreira Salles,Joao,,4/4/2023 5:01,,,1962,1,1,167.4,3.7,"$1,839,758,040,766 ",51.3,115.4,75.7,14.2,65.1,212559417,-14.235004,-51.92528 +679,4100,Finance & Investments,Walther Moreira Salles Junior,66,Brazil,Rio de Janeiro,"Banking, minerals",Finance & Investments,Brazil,,FALSE,U,M,4/12/1956 0:00,Moreira Salles Junior,Walther,,4/4/2023 5:01,,,1956,4,12,167.4,3.7,"$1,839,758,040,766 ",51.3,115.4,75.7,14.2,65.1,212559417,-14.235004,-51.92528 +679,4100,Sports,Arturo Moreno,76,United States,Phoenix,"Billboards, Los Angeles Angels",Sports,United States,,TRUE,U,M,8/14/1946 0:00,Moreno,Arturo,,4/4/2023 5:01,Arizona,West,1946,8,14,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +679,4100,Manufacturing,Peter Spuhler,63,Switzerland,Weiningen,Train cars,Manufacturing,Switzerland,,TRUE,D,M,9/1/1959 0:00,Spuhler,Peter,,4/4/2023 5:01,,,1959,9,1,99.55,0.4,"$703,082,435,360 ",59.6,105.2,83.6,10.1,28.8,8574832,46.818188,8.227512 +679,4100,Real Estate,Donald Sterling,88,United States,Beverly Hills,Real estate,Real Estate,United States,,TRUE,U,M,4/26/1934 0:00,Sterling,Donald,,4/4/2023 5:01,California,West,1934,4,26,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +679,4100,Diversified,Kerry Stokes,82,Australia,Perth,"Construction equipment, media",Diversified,Australia,,TRUE,D,M,9/13/1940 0:00,Stokes,Kerry,,4/4/2023 5:01,,,1940,9,13,119.8,1.6,"$1,392,680,589,329 ",113.1,100.3,82.7,23,47.4,25766605,-25.274398,133.775136 +679,4100,Technology,Ken Xie,60,United States,Los Altos Hills,Cybersecurity,Technology,United States,,TRUE,D,M,1/26/1963 0:00,Xie,Ken,,4/4/2023 5:01,California,West,1963,1,26,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +679,4100,Healthcare,Liangzhi Xie & family,57,China,Beijing,Biotech,Healthcare,China,,TRUE,D,M,1/1/1966 0:00,Xie,Liangzhi,,4/4/2023 5:01,,,1966,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +699,4000,Energy,Sid Bass,80,United States,Fort Worth,"Oil, investments",Energy,United States,,FALSE,U,M,4/9/1942 0:00,Bass,Sid,,4/4/2023 5:01,Texas,South,1942,4,9,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +699,4000,Technology,Ben Chestnut,48,United States,Atlanta,Email marketing,Technology,United States,,TRUE,D,M,6/15/1974 0:00,Chestnut,Ben,,4/4/2023 5:01,Georgia,South,1974,6,15,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +699,4000,Food & Beverage,Elisabeth DeLuca & family,75,United States,,Subway,Food & Beverage,United States,,FALSE,N,F,7/25/1947 0:00,DeLuca,Elisabeth,,4/4/2023 5:01,,South,1947,7,25,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +699,4000,Diversified,Guangchang Guo,56,China,Shanghai,Conglomerate,Diversified,China,,TRUE,D,M,2/16/1967 0:00,Guo,Guangchang,,4/4/2023 5:01,,,1967,2,16,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +699,4000,Manufacturing,Vinod Rai Gupta,77,India,Delhi,Electrical equipment,Manufacturing,India,,FALSE,U,F,9/15/1945 0:00,Gupta,Vinod Rai,,4/4/2023 5:01,,,1945,9,15,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +699,4000,Sports,John Henry,73,United States,Boca Raton,Sports,Sports,United States,,TRUE,U,M,9/13/1949 0:00,Henry,John,,4/4/2023 5:01,Florida,South,1949,9,13,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +699,4000,Technology,Travis Kalanick,46,United States,Los Angeles,Uber,Technology,United States,Uber Technologies Inc.,TRUE,U,M,8/6/1976 0:00,Kalanick,Travis,Cofounder,4/4/2023 5:01,California,West,1976,8,6,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +699,4000,Manufacturing,Koon Poh Keong,61,Malaysia,Petaling Jaya,Aluminum,Manufacturing,Malaysia,,TRUE,D,M,4/25/1961 0:00,Koon,Poh Keong,,4/4/2023 5:01,,,1961,4,25,121.46,0.7,"$364,701,517,788 ",45.1,105.3,76,12,38.7,32447385,4.210484,101.975766 +699,4000,Technology,Dan Kurzius,51,United States,Atlanta,Email marketing,Technology,United States,,TRUE,D,M,12/1/1971 0:00,Kurzius,Dan,,4/4/2023 5:01,Georgia,South,1971,12,1,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +699,4000,Manufacturing,Paul Lee,65,China,Yuxi,Battery separators,Manufacturing,United States,,TRUE,D,M,1/1/1958 0:00,Lee,Paul,,4/4/2023 5:01,,,1958,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +699,4000,Technology,Tobi Lutke,42,Canada,Ottawa,E-commerce,Technology,Canada,,TRUE,D,M,7/16/1980 0:00,Lutke,Tobi,,4/4/2023 5:01,,,1980,7,16,116.76,1.9,"$1,736,425,629,520 ",68.9,100.9,81.9,12.8,24.5,36991981,56.130366,-106.346771 +699,4000,Automotive,Gail Miller,79,United States,Salt Lake City,Car dealerships,Automotive,United States,,TRUE,U,F,10/14/1943 0:00,Miller,Gail,,4/4/2023 5:01,Utah,West,1943,10,14,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +699,4000,Telecom,Rajan Mittal,63,India,Delhi,Telecom,Telecom,India,,FALSE,Split Family Fortune,M,1/5/1960 0:00,Mittal,Rajan,,4/4/2023 5:01,,,1960,1,5,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +699,4000,Telecom,Rakesh Mittal,67,India,Delhi,Telecom,Telecom,India,,FALSE,Split Family Fortune,M,9/18/1955 0:00,Mittal,Rakesh,,4/4/2023 5:01,,,1955,9,18,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +699,4000,Media & Entertainment,Isaac Perlmutter,80,United States,Palm Beach,Marvel comics,Media & Entertainment,United States,Marvel Entertainment,TRUE,D,M,12/1/1942 0:00,Perlmutter,Isaac,Chairman,4/4/2023 5:01,Florida,South,1942,12,1,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +699,4000,Finance & Investments,"Bernard Saul, II.",90,United States,Chevy Chase,"Banking, real estate",Finance & Investments,United States,Saul Centers,FALSE,U,M,4/15/1932 0:00,Saul,Bernard,Chairman and CEO,4/4/2023 5:01,Maryland,South,1932,4,15,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +699,4000,Telecom,Shaul Shani,68,Italy,Milan,Telecom,Telecom,Israel,,TRUE,D,M,1/1/1955 0:00,Shani,Shaul,,4/4/2023 5:01,,,1955,1,1,110.62,0.6,"$2,001,244,392,042 ",61.9,101.9,82.9,24.3,59.1,60297396,41.87194,12.56738 +699,4000,Media & Entertainment,Steven Spielberg,76,United States,Pacific Palisades,Movies,Media & Entertainment,United States,,TRUE,U,M,12/18/1946 0:00,Spielberg,Steven,,4/4/2023 5:01,California,West,1946,12,18,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +699,4000,Healthcare,Jerzy Starak,75,Poland,Konstancin,Pharmaceuticals,Healthcare,Poland,,TRUE,E,M,12/12/1947 0:00,Starak,Jerzy,,4/4/2023 5:01,,,1947,12,12,114.11,2.2,"$592,164,400,688 ",67.8,100,77.6,17.4,40.8,37970874,51.919438,19.145136 +699,4000,Energy,Torbjorn Tornqvist,69,Switzerland,Geneva,Oil trading,Energy,Sweden,,TRUE,U,M,11/8/1953 0:00,Tornqvist,Torbjorn,,4/4/2023 5:01,,,1953,11,8,99.55,0.4,"$703,082,435,360 ",59.6,105.2,83.6,10.1,28.8,8574832,46.818188,8.227512 +699,4000,Metals & Mining,Rufino Vigil Gonzalez,74,Mexico,Mexico City,Steel,Metals & Mining,Mexico,,TRUE,U,M,6/1/1948 0:00,Vigil Gonzalez,Rufino,,4/4/2023 5:01,,,1948,6,1,141.54,3.6,"$1,258,286,717,125 ",40.2,105.8,75,13.1,55.1,126014024,23.634501,-102.552784 +699,4000,Diversified,Zhang Daocai,73,China,Shaoxing,Valves,Diversified,China,,TRUE,U,M,1/1/1950 0:00,Zhang,Daocai,,4/4/2023 5:01,,,1950,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +721,3900,Manufacturing,Juergen Blickle,76,Germany,Bruchsal,Auto parts,Manufacturing,Germany,,FALSE,D,M,1/1/1947 0:00,Blickle,Juergen,,4/4/2023 5:01,,,1947,1,1,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +721,3900,Food & Beverage,"Austen Cargill, II.",72,United States,Livingston,Cargill,Food & Beverage,United States,,FALSE,D,M,3/9/1951 0:00,Cargill,Austen,,4/4/2023 5:01,Montana,West,1951,3,9,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +721,3900,Food & Beverage,"James Cargill, II.",73,United States,Birchwood,Cargill,Food & Beverage,United States,,FALSE,D,M,4/7/1949 0:00,Cargill,James,,4/4/2023 5:01,Wisconsin,Midwest,1949,4,7,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +721,3900,Finance & Investments,Vanich Chaiyawan,91,Thailand,Bangkok,"Insurance, beverages",Finance & Investments,Thailand,,TRUE,U,M,1/1/1932 0:00,Chaiyawan,Vanich,,4/4/2023 5:01,,,1932,1,1,113.27,0.7,"$543,649,976,166 ",49.3,99.8,76.9,14.9,29.5,69625582,15.870032,100.992541 +721,3900,Finance & Investments,Chen Dongsheng,65,China,Beijing,Insurance,Finance & Investments,China,,TRUE,U,M,12/1/1957 0:00,Chen,Dongsheng,,4/4/2023 5:01,,,1957,12,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +721,3900,Automotive,Mong-Koo Chung,85,South Korea,Seoul,Hyundai,Automotive,South Korea,,FALSE,D,M,3/19/1938 0:00,Chung,Mong-Koo,,4/4/2023 5:01,,,1938,3,19,115.16,0.4,"$2,029,000,000,000 ",94.3,98.1,82.6,15.6,33.2,51709098,35.907757,127.766922 +721,3900,Finance & Investments,Kenneth Dart,67,Cayman Islands,George Town,Investments,Finance & Investments,Belize,,FALSE,U,M,4/21/1955 0:00,Dart,Kenneth,,4/4/2023 5:01,,,1955,4,21,,,,,,,,,,, +721,3900,Fashion & Retail,Giuseppe De'Longhi & family,83,Italy,Treviso,Coffee makers,Fashion & Retail,Italy,,FALSE,D,M,4/24/1939 0:00,De'Longhi,Giuseppe,,4/4/2023 5:01,,,1939,4,24,110.62,0.6,"$2,001,244,392,042 ",61.9,101.9,82.9,24.3,59.1,60297396,41.87194,12.56738 +721,3900,Healthcare,Guenther Fielmann & family,83,Germany,Hamburg,Optometry,Healthcare,Germany,,TRUE,D,M,9/17/1939 0:00,Fielmann,Guenther,,4/4/2023 5:01,,,1939,9,17,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +721,3900,Energy,W. Herbert Hunt,94,United States,Dallas,Oil,Energy,United States,,FALSE,D,M,3/6/1929 0:00,Hunt,W. Herbert,Investor,4/4/2023 5:01,Texas,South,1929,3,6,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +721,3900,Sports,James Irsay,63,United States,Carmel,Indianapolis Colts,Sports,United States,Indianapolis Colts,FALSE,U,M,6/13/1959 0:00,Irsay,James,CEO,4/4/2023 5:01,Indiana,Midwest,1959,6,13,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +721,3900,Diversified,Somurai Jaruphnit,,Thailand,Bangkok,Diversified,Diversified,Thailand,,FALSE,N,F,,Jaruphnit,Somurai,,4/4/2023 5:01,,,,,,113.27,0.7,"$543,649,976,166 ",49.3,99.8,76.9,14.9,29.5,69625582,15.870032,100.992541 +721,3900,Food & Beverage,Marianne Liebmann,69,United States,Bozeman,Cargill,Food & Beverage,United States,,FALSE,D,F,7/11/1953 0:00,Liebmann,Marianne,,4/4/2023 5:01,Montana,West,1953,7,11,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +721,3900,Healthcare,Jorge Moll Filho & family,78,Brazil,Rio de Janeiro,Hospitals,Healthcare,Brazil,,TRUE,D,M,1/1/1945 0:00,Moll Filho,Jorge,,4/4/2023 5:01,,,1945,1,1,167.4,3.7,"$1,839,758,040,766 ",51.3,115.4,75.7,14.2,65.1,212559417,-14.235004,-51.92528 +721,3900,Diversified,Fernando Roberto Moreira Salles,76,Brazil,Sao Paulo,"Banking, minerals",Diversified,Brazil,,FALSE,U,M,5/29/1946 0:00,Moreira Salles,Fernando Roberto,,4/4/2023 5:01,,,1946,5,29,167.4,3.7,"$1,839,758,040,766 ",51.3,115.4,75.7,14.2,65.1,212559417,-14.235004,-51.92528 +721,3900,Diversified,Pedro Moreira Salles,63,Brazil,Sao Paulo,"Banking, minerals",Diversified,Brazil,,FALSE,U,M,10/20/1959 0:00,Moreira Salles,Pedro,,4/4/2023 5:01,,,1959,10,20,167.4,3.7,"$1,839,758,040,766 ",51.3,115.4,75.7,14.2,65.1,212559417,-14.235004,-51.92528 +721,3900,Gambling & Casinos,Gabe Newell,60,United States,Seattle,Videogames,Gambling & Casinos,United States,Valve Corporation,TRUE,E,M,11/3/1962 0:00,Newell,Gabe,Cofounder and CEO,4/4/2023 5:01,Washington,West,1962,11,3,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +721,3900,Fashion & Retail,Alfred Oetker,56,Germany,Bielefeld,Consumer goods,Fashion & Retail,Germany,,FALSE,U,M,1/1/1967 0:00,Oetker,Alfred,,4/4/2023 5:01,,,1967,1,1,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +721,3900,Fashion & Retail,Carl Ferdinand Oetker,50,Germany,Bielefeld,Consumer goods,Fashion & Retail,Germany,,FALSE,U,M,10/3/1972 0:00,Oetker,Carl Ferdinand,,4/4/2023 5:01,,,1972,10,3,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +721,3900,Fashion & Retail,Julia Oetker,44,Germany,Bielefeld,Consumer goods,Fashion & Retail,Germany,,FALSE,U,F,1/26/1979 0:00,Oetker,Julia,,4/4/2023 5:01,,,1979,1,26,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +721,3900,Manufacturing,Ruan Hongliang & family,62,China,Jiaxing,Glass,Manufacturing,China,,TRUE,D,M,1/1/1961 0:00,Ruan,Hongliang,,4/4/2023 5:01,,,1961,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +721,3900,Finance & Investments,Mark Stevens,63,United States,Steamboat Springs,Venture capital,Finance & Investments,United States,,TRUE,D,M,2/17/1960 0:00,Stevens,Mark,,4/4/2023 5:01,Colorado,West,1960,2,17,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +721,3900,Finance & Investments,Tsai Hong-tu,70,Taiwan,Taipei,Finance,Finance & Investments,Taiwan,,FALSE,D,M,8/1/1952 0:00,Tsai,Hong-tu,,4/4/2023 5:01,,,1952,8,1,,,,,,,,,,, +721,3900,Food & Beverage,Nusli Wadia,79,India,Mumbai,Consumer goods,Food & Beverage,India,,FALSE,U,M,2/15/1944 0:00,Wadia,Nusli,,4/4/2023 5:01,,,1944,2,15,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +721,3900,Healthcare,Wu Yiling,73,China,Shijiazhuang,Pharmaceuticals,Healthcare,China,,TRUE,E,M,10/24/1949 0:00,Wu,Yiling,,4/4/2023 5:01,,,1949,10,24,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +721,3900,Manufacturing,Yu Renrong,57,China,Ningbo,Semiconductors,Manufacturing,China,,TRUE,D,M,4/1/1966 0:00,Yu,Renrong,,4/4/2023 5:01,,,1966,4,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +721,3900,Healthcare,Zhu Baoguo & family,60,China,Shenzhen,Pharmaceuticals,Healthcare,China,,TRUE,D,M,4/25/1962 0:00,Zhu,Baoguo,,4/4/2023 5:01,,,1962,4,25,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +748,3800,Service,Rahul Bhatia,63,India,Delhi,Aviation,Service,India,,FALSE,Split Family Fortune,M,6/10/1959 0:00,Bhatia,Rahul,,4/4/2023 5:01,,,1959,6,10,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +748,3800,Construction & Engineering,Francesco Gaetano Caltagirone,80,Italy,Rome,"Cement, diversified",Construction & Engineering,Italy,,TRUE,D,M,3/21/1943 0:00,Caltagirone,Francesco Gaetano,,4/4/2023 5:01,,,1943,3,21,110.62,0.6,"$2,001,244,392,042 ",61.9,101.9,82.9,24.3,59.1,60297396,41.87194,12.56738 +748,3800,Media & Entertainment,Barry Diller,81,United States,New York,Online media,Media & Entertainment,United States,,TRUE,D,M,2/2/1942 0:00,Diller,Barry,,4/4/2023 5:01,New York,Northeast,1942,2,2,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +748,3800,Finance & Investments,Wesley Edens,61,United States,New York,Investments,Finance & Investments,United States,,TRUE,U,M,10/31/1961 0:00,Edens,Wesley,,4/4/2023 5:01,New York,Northeast,1961,10,31,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +748,3800,Finance & Investments,Stephen Feinberg,63,United States,New York,Private equity,Finance & Investments,United States,Cerberus Capital Management,TRUE,U,M,3/29/1960 0:00,Feinberg,Stephen,Co-founder and CEO,4/4/2023 5:01,New York,Northeast,1960,3,29,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +748,3800,Service,Rakesh Gangwal,69,United States,Miami,Airline,Service,United States,,TRUE,D,M,7/25/1953 0:00,Gangwal,Rakesh,,4/4/2023 5:01,Florida,South,1953,7,25,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +748,3800,Food & Beverage,Joseph Grendys,61,United States,Chicago,Poultry processing,Food & Beverage,United States,,TRUE,U,M,12/1/1961 0:00,Grendys,Joseph,,4/4/2023 5:01,Illinois,Midwest,1961,12,1,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +748,3800,Media & Entertainment,Martha Ingram & family,87,United States,Nashville,"Book distribution, transportation",Media & Entertainment,United States,"Ingram Industries, Inc.",FALSE,D,F,8/20/1935 0:00,Ingram,Martha,Former Chairman,4/4/2023 5:01,Tennessee,South,1935,8,20,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +748,3800,Automotive,Li Xiang,41,China,Beijing,Electric vehicles,Automotive,China,,TRUE,D,M,10/1/1981 0:00,Li,Xiang,,4/4/2023 5:01,,,1981,10,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +748,3800,Real Estate,"H. Ross Perot, Jr.",64,United States,Dallas,Real estate,Real Estate,United States,,FALSE,U,M,11/7/1958 0:00,Perot,H. Ross,,4/4/2023 5:01,Texas,South,1958,11,7,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +748,3800,Real Estate,Chandru Raheja,82,India,Mumbai,Real estate,Real Estate,India,,FALSE,U,M,10/1/1940 0:00,Raheja,Chandru,,4/4/2023 5:01,,,1940,10,1,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +748,3800,Energy,Trevor Rees-Jones,71,United States,Dallas,Oil & gas,Energy,United States,,TRUE,D,M,8/12/1951 0:00,Rees-Jones,Trevor,,4/4/2023 5:01,Texas,South,1951,8,12,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +748,3800,Telecom,Yasumitsu Shigeta,58,Japan,Tokyo,Mobile phone retailer,Telecom,Japan,,TRUE,U,M,2/25/1965 0:00,Shigeta,Yasumitsu,,4/4/2023 5:01,,,1965,2,25,105.48,0.5,"$5,081,769,542,380 ",63.2,98.8,84.2,11.9,46.7,126226568,36.204824,138.252924 +748,3800,Healthcare,Su Qingcan,54,China,Xiamen,Healthcare,Healthcare,China,,TRUE,N,M,1/1/1969 0:00,Su,Qingcan,,4/4/2023 5:01,,,1969,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +748,3800,Finance & Investments,Tsai Cheng-ta,73,Taiwan,Taipei,Finance,Finance & Investments,Taiwan,,FALSE,D,M,4/1/1950 0:00,Tsai,Cheng-ta,,4/4/2023 5:01,,,1950,4,1,,,,,,,,,,, +748,3800,Service,Steven Udvar-Hazy,77,United States,Westlake,Aircraft leasing,Service,United States,Air Lease Corp.,TRUE,D,M,2/23/1946 0:00,Udvar-Hazy,Steven,CEO and Chairman,4/4/2023 5:01,Texas,South,1946,2,23,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +748,3800,Manufacturing,Elizabeth Uihlein,77,United States,Lake Forest,Packaging materials,Manufacturing,United States,,TRUE,N,F,7/7/1945 0:00,Uihlein,Elizabeth,Entrepreneur,4/4/2023 5:01,Illinois,Midwest,1945,7,7,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +748,3800,Manufacturing,Richard Uihlein,77,United States,Lake Forest,Packaging materials,Manufacturing,United States,,TRUE,N,M,8/27/1945 0:00,Uihlein,Richard,,4/4/2023 5:01,Illinois,Midwest,1945,8,27,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +766,3700,Finance & Investments,Hayes Barnard,51,United States,Austin,Fintech,Finance & Investments,United States,,TRUE,N,M,2/15/1972 0:00,Barnard,Hayes,,4/4/2023 5:01,Texas,South,1972,2,15,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +766,3700,Finance & Investments,William Berkley,76,United States,Coconut Grove,Insurance,Finance & Investments,United States,WR Berkley,TRUE,E,M,9/1/1946 0:00,Berkley,William,Chairman and CEO,4/4/2023 5:01,Florida,South,1946,9,1,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +766,3700,Real Estate,Charles Cohen,71,United States,New York,Real estate,Real Estate,United States,,FALSE,U,M,2/8/1952 0:00,Cohen,Charles,,4/4/2023 5:01,New York,Northeast,1952,2,8,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +766,3700,Real Estate,Yakir Gabay,56,United Kingdom,London,Real estate,Real Estate,Cyprus,,TRUE,D,M,4/13/1966 0:00,Gabay,Yakir,,4/4/2023 5:01,,,1966,4,13,119.62,1.7,"$2,827,113,184,696 ",60,101.2,81.3,25.5,30.6,66834405,55.378051,-3.435973 +766,3700,Technology,Huang Li,59,China,Wuhan,Imaging systems,Technology,China,,TRUE,D,M,6/27/1963 0:00,Huang,Li,,4/4/2023 5:01,,,1963,6,27,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +766,3700,Logistics,Brad Jacobs,66,United States,Greenwich,Logistics,Logistics,United States,,TRUE,E,M,7/1/1956 0:00,Jacobs,Brad,,4/4/2023 5:01,Connecticut,Northeast,1956,7,1,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +766,3700,Real Estate,Ji Qi,56,China,Shanghai,"Hotels, motels",Real Estate,China,,TRUE,U,M,10/1/1966 0:00,Ji,Qi,,4/4/2023 5:01,,,1966,10,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +766,3700,Media & Entertainment,Jason Jiang,50,China,Shanghai,Advertising,Media & Entertainment,Singapore,,TRUE,D,M,1/1/1973 0:00,Jiang,Jason,,4/4/2023 5:01,,,1973,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +766,3700,Technology,Jim Kavanaugh,60,United States,St. Louis,IT provider,Technology,United States,,TRUE,U,M,10/17/1962 0:00,Kavanaugh,Jim,,4/4/2023 5:01,Missouri,Midwest,1962,10,17,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +766,3700,Real Estate,Richard LeFrak & family,77,United States,New York,Real estate,Real Estate,United States,,FALSE,E,M,8/29/1945 0:00,LeFrak,Richard,,4/4/2023 5:01,New York,Northeast,1945,8,29,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +766,3700,Finance & Investments,Mikhail Lomtadze,47,Kazakhstan,Almaty,Fintech,Finance & Investments,Georgia,,TRUE,U,M,10/17/1975 0:00,Lomtadze,Mikhail,,4/4/2023 5:01,,,1975,10,17,182.75,5.2,"$180,161,741,180 ",61.7,104.4,73.2,11.7,28.4,18513930,48.019573,66.923684 +766,3700,Fashion & Retail,Tom Morris,68,United Kingdom,Merseyside,Retail,Fashion & Retail,United Kingdom,,TRUE,U,M,10/2/1954 0:00,Morris,Tom,,4/4/2023 5:01,,,1954,10,2,119.62,1.7,"$2,827,113,184,696 ",60,101.2,81.3,25.5,30.6,66834405,55.378051,-3.435973 +766,3700,Manufacturing,Shigenobu Nagamori,78,Japan,Kyoto,Motors,Manufacturing,Japan,,TRUE,D,M,8/28/1944 0:00,Nagamori,Shigenobu,,4/4/2023 5:01,,,1944,8,28,105.48,0.5,"$5,081,769,542,380 ",63.2,98.8,84.2,11.9,46.7,126226568,36.204824,138.252924 +766,3700,Finance & Investments,Daniel Och,62,United States,Miami Beach,Hedge funds,Finance & Investments,United States,Och-Ziff Capital Management,TRUE,D,M,1/27/1961 0:00,Och,Daniel,Founder,4/4/2023 5:01,Florida,South,1961,1,27,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +766,3700,Fashion & Retail,Horst Paulmann & family,88,Chile,Santiago,Retail,Fashion & Retail,Chile,,TRUE,U,M,1/1/1935 0:00,Paulmann,Horst,,4/4/2023 5:01,,,1935,1,1,131.91,2.6,"$282,318,159,745 ",88.5,101.4,80,18.2,34,18952038,-35.675147,-71.542969 +766,3700,Service,Anthony Pritzker,62,United States,Los Angeles,"Hotels, investments",Service,United States,,FALSE,E,M,1/7/1961 0:00,Pritzker,Anthony,,4/4/2023 5:01,California,West,1961,1,7,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +766,3700,Technology,John Sall,75,United States,Cary,Software,Technology,United States,SAS Institute,TRUE,U,M,4/4/1948 0:00,Sall,John,"Co-Founder, Executive Vice President",4/4/2023 5:01,North Carolina,South,1948,4,4,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +766,3700,Food & Beverage,Howard Schultz,69,United States,Seattle,Starbucks,Food & Beverage,United States,,TRUE,D,M,7/19/1953 0:00,Schultz,Howard,,4/4/2023 5:01,Washington,West,1953,7,19,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +766,3700,Fashion & Retail,Richard Schulze,82,United States,Naples,Best Buy,Fashion & Retail,United States,Best Buy Co. Inc.,TRUE,D,M,1/2/1941 0:00,Schulze,Richard,Chairman,4/4/2023 5:01,Florida,South,1941,1,2,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +766,3700,Real Estate,Yitzhak Tshuva,74,Israel,Netanya,Real estate,Real Estate,Israel,,TRUE,D,M,7/7/1948 0:00,Tshuva,Yitzhak,,4/4/2023 5:01,,,1948,7,7,108.15,0.8,"$395,098,666,122 ",63.4,104.9,82.8,23.1,25.3,9053300,31.046051,34.851612 +766,3700,Manufacturing,Wang Yanqing & family,56,China,Wuxi,Electrical equipment,Manufacturing,China,,TRUE,D,M,4/7/1966 0:00,Wang,Yanqing,,4/4/2023 5:01,,,1966,4,7,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +787,3600,Diversified,Rajiv Bajaj,56,India,Pune,Diversified,Diversified,India,,FALSE,Split Family Fortune,M,12/21/1966 0:00,Bajaj,Rajiv,,4/4/2023 5:01,,,1966,12,21,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +787,3600,Diversified,Sanjiv Bajaj,53,India,Pune,Diversified,Diversified,India,,FALSE,Split Family Fortune,M,11/2/1969 0:00,Bajaj,Sanjiv,,4/4/2023 5:01,,,1969,11,2,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +787,3600,Finance & Investments,Leonid Boguslavsky,71,Italy,Florence,Venture capital,Finance & Investments,Canada,,TRUE,D,M,6/17/1951 0:00,Boguslavsky,Leonid,,4/4/2023 5:01,,,1951,6,17,110.62,0.6,"$2,001,244,392,042 ",61.9,101.9,82.9,24.3,59.1,60297396,41.87194,12.56738 +787,3600,Finance & Investments,Jim Coulter,63,United States,San Francisco,Private equity,Finance & Investments,United States,,TRUE,U,M,12/1/1959 0:00,Coulter,Jim,,4/4/2023 5:01,California,West,1959,12,1,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +787,3600,Automotive,Nicolas D'Ieteren,47,Switzerland,Anzere,"Auto parts, distribution",Automotive,Belgium,,FALSE,N,M,4/13/1975 0:00,D'Ieteren,Nicolas ,,4/4/2023 5:01,,,1975,4,13,99.55,0.4,"$703,082,435,360 ",59.6,105.2,83.6,10.1,28.8,8574832,46.818188,8.227512 +787,3600,Food & Beverage,Beatriz Davila de Santo Domingo,84,Bermuda,,Beer,Food & Beverage,Colombia,,FALSE,U,F,3/7/1939 0:00,Davila de Santo Domingo,Beatriz,,4/4/2023 5:01,,,1939,3,7,,,,,,,,,,, +787,3600,Real Estate,Bob Gaglardi,82,Canada,Vancouver,Hotels,Real Estate,Canada,,TRUE,U,M,2/19/1941 0:00,Gaglardi,Bob,,4/4/2023 5:01,,,1941,2,19,116.76,1.9,"$1,736,425,629,520 ",68.9,100.9,81.9,12.8,24.5,36991981,56.130366,-106.346771 +787,3600,Finance & Investments,Jaime Gilinski Bacal,65,United Kingdom,London,Banking,Finance & Investments,Colombia,,FALSE,D,M,12/14/1957 0:00,Gilinski Bacal,Jaime,Investor,4/4/2023 5:01,,,1957,12,14,119.62,1.7,"$2,827,113,184,696 ",60,101.2,81.3,25.5,30.6,66834405,55.378051,-3.435973 +787,3600,Gambling & Casinos,Pansy Ho,60,Hong Kong,Hong Kong,Casinos,Gambling & Casinos,Hong Kong,,FALSE,U,F,8/26/1962 0:00,Ho,Pansy,,4/4/2023 5:01,,,1962,8,26,,,,,,,,,,, +787,3600,Finance & Investments,Alan Howard,59,Switzerland,Geneva,Hedge funds,Finance & Investments,United Kingdom,Brevan Howard Asset Management,TRUE,U,M,9/1/1963 0:00,Howard,Alan,Founder,4/4/2023 5:01,,,1963,9,1,99.55,0.4,"$703,082,435,360 ",59.6,105.2,83.6,10.1,28.8,8574832,46.818188,8.227512 +787,3600,Automotive,Huang Yi,61,China,Beijing,Car dealerships,Automotive,Hong Kong,,TRUE,D,M,1/1/1962 0:00,Huang,Yi,,4/4/2023 5:01,,,1962,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +787,3600,Finance & Investments,Peter Kellogg,80,United States,Short Hills,Investments,Finance & Investments,United States,,FALSE,E,M,9/1/1942 0:00,Kellogg,Peter,,4/4/2023 5:01,New Jersey,Northeast,1942,9,1,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +787,3600,Finance & Investments,Vyacheslav Kim,53,Kazakhstan,Almaty,Fintech,Finance & Investments,Kazakhstan,,TRUE,U,M,6/12/1969 0:00,Kim,Vyacheslav,,4/4/2023 5:01,,,1969,6,12,182.75,5.2,"$180,161,741,180 ",61.7,104.4,73.2,11.7,28.4,18513930,48.019573,66.923684 +787,3600,Finance & Investments,Josh Kushner,37,United States,New York City,Venture capital,Finance & Investments,United States,Thrive Capital,TRUE,U,M,6/12/1985 0:00,Kushner,Josh,Managing Partner,4/4/2023 5:01,New York,Northeast,1985,6,12,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +787,3600,Real Estate,Samuel Tak Lee,83,Hong Kong,Hong Kong,Real estate,Real Estate,Hong Kong,,FALSE,D,M,4/9/1939 0:00,Lee,Samuel Tak,,4/4/2023 5:01,,,1939,4,9,,,,,,,,,,, +787,3600,Real Estate,Edwin Leong,71,Hong Kong,Hong Kong,Real estate,Real Estate,Hong Kong,,TRUE,D,M,12/4/1951 0:00,Leong,Edwin,,4/4/2023 5:01,,,1951,12,4,,,,,,,,,,, +787,3600,Finance & Investments,"Stephen Mandel, Jr.",67,United States,Greenwich,Hedge funds,Finance & Investments,United States,Lone Pine Capital,TRUE,D,M,3/12/1956 0:00,Mandel,Stephen,Founder,4/4/2023 5:01,Connecticut,Northeast,1956,3,12,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +787,3600,Diversified,Mohamed Mansour,75,United Kingdom,London,Diversified,Diversified,Egypt,,TRUE,U,M,1/23/1948 0:00,Mansour,Mohamed,,4/4/2023 5:01,,,1948,1,23,119.62,1.7,"$2,827,113,184,696 ",60,101.2,81.3,25.5,30.6,66834405,55.378051,-3.435973 +787,3600,Fashion & Retail,Masahiro Miki,67,Japan,Tokyo,Shoes,Fashion & Retail,Japan,,TRUE,U,M,7/26/1955 0:00,Miki,Masahiro,,4/4/2023 5:01,,,1955,7,26,105.48,0.5,"$5,081,769,542,380 ",63.2,98.8,84.2,11.9,46.7,126226568,36.204824,138.252924 +787,3600,Technology,Masahiro Noda,84,Japan,Tokyo,Software,Technology,Japan,,TRUE,U,M,8/24/1938 0:00,Noda,Masahiro,,4/4/2023 5:01,,,1938,8,24,105.48,0.5,"$5,081,769,542,380 ",63.2,98.8,84.2,11.9,46.7,126226568,36.204824,138.252924 +787,3600,Technology,Cliff Obrecht,37,Australia,Sydney,Software,Technology,Australia,,TRUE,D,M,12/28/1985 0:00,Obrecht,Cliff,,4/4/2023 5:01,,,1985,12,28,119.8,1.6,"$1,392,680,589,329 ",113.1,100.3,82.7,23,47.4,25766605,-25.274398,133.775136 +787,3600,Technology,Melanie Perkins,35,Australia,Sydney,Software,Technology,Australia,Canva,TRUE,D,F,5/13/1987 0:00,Perkins,Melanie,Cofounder & CEO,4/4/2023 5:01,,,1987,5,13,119.8,1.6,"$1,392,680,589,329 ",113.1,100.3,82.7,23,47.4,25766605,-25.274398,133.775136 +787,3600,Finance & Investments,J.B. Pritzker,58,United States,Springfield,"Hotels, investments",Finance & Investments,United States,,FALSE,E,M,1/19/1965 0:00,Pritzker,J.B.,,4/4/2023 5:01,Illinois,Midwest,1965,1,19,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +787,3600,Fashion & Retail,Juan Roig,73,Spain,Valencia,Supermarkets,Fashion & Retail,Spain,,FALSE,D,M,10/8/1949 0:00,Roig,Juan,,4/4/2023 5:01,,,1949,10,8,110.96,0.7,"$1,394,116,310,769 ",88.9,102.7,83.3,14.2,47,47076781,40.463667,-3.74922 +787,3600,Real Estate,Jerry Speyer & family,82,United States,New York,Real estate,Real Estate,United States,,TRUE,E,M,6/23/1940 0:00,Speyer,Jerry,,4/4/2023 5:01,New York,Northeast,1940,6,23,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +787,3600,Fashion & Retail,Lawrence Stroll,63,Switzerland,Geneva,Fashion investments,Fashion & Retail,Canada,,TRUE,U,M,7/11/1959 0:00,Stroll,Lawrence,,4/4/2023 5:01,,,1959,7,11,99.55,0.4,"$703,082,435,360 ",59.6,105.2,83.6,10.1,28.8,8574832,46.818188,8.227512 +787,3600,Logistics,Tung Chee Chen,80,Hong Kong,Hong Kong,Shipping,Logistics,Hong Kong,,FALSE,E,M,12/15/1942 0:00,Tung,Chee Chen,,4/4/2023 5:01,,,1942,12,15,,,,,,,,,,, +787,3600,Food & Beverage,Wang Junlin,60,China,Chengdu,Liquor,Food & Beverage,China,,TRUE,D,M,9/1/1962 0:00,Wang,Junlin,,4/4/2023 5:01,,,1962,9,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +787,3600,Automotive,Xia Zuoquan,61,China,Shenzhen,"Automobiles, batteries",Automotive,China,,TRUE,U,M,1/1/1962 0:00,Xia,Zuoquan,,4/4/2023 5:01,,,1962,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +787,3600,Technology,Zeng Fangqin,57,China,Shenzhen,Smartphone components,Technology,China,,TRUE,D,F,12/25/1965 0:00,Zeng,Fangqin,,4/4/2023 5:01,,,1965,12,25,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +787,3600,Manufacturing,Zhang Jian,54,China,Tianjin,"Electric bikes, scooters",Manufacturing,China,,TRUE,U,M,1/1/1969 0:00,Zhang,Jian,,4/4/2023 5:01,,,1969,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +818,3500,Fashion & Retail,Rocco Basilico,33,United States,Los Angeles,Eyeglasses,Fashion & Retail,Italy,,FALSE,N,M,7/11/1989 0:00,Basilico,Rocco,,4/4/2023 5:01,California,West,1989,7,11,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +818,3500,Healthcare,Maurizio Billi,65,Brazil,Sao Paulo,Generic drugs,Healthcare,Brazil,,FALSE,U,M,11/22/1957 0:00,Billi,Maurizio,,4/4/2023 5:01,,,1957,11,22,167.4,3.7,"$1,839,758,040,766 ",51.3,115.4,75.7,14.2,65.1,212559417,-14.235004,-51.92528 +818,3500,Finance & Investments,Fashu Chen,62,China,Fuzhou,Investments,Finance & Investments,China,,TRUE,D,M,10/26/1960 0:00,Chen,Fashu,,4/4/2023 5:01,,,1960,10,26,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +818,3500,Manufacturing,Giuseppe Crippa & family,87,Italy,Cernusco Lombardone,Microchip testing,Manufacturing,Italy,,TRUE,U,M,5/5/1935 0:00,Crippa,Giuseppe,,4/4/2023 5:01,,,1935,5,5,110.62,0.6,"$2,001,244,392,042 ",61.9,101.9,82.9,24.3,59.1,60297396,41.87194,12.56738 +818,3500,Finance & Investments,Daniel D'Aniello,76,United States,Vienna,Private equity,Finance & Investments,United States,,TRUE,D,M,9/14/1946 0:00,D'Aniello,Daniel,,4/4/2023 5:01,Virginia,South,1946,9,14,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +818,3500,Fashion & Retail,Claudio Del Vecchio,66,United States,Muttontown,Eyeglasses,Fashion & Retail,Italy,,FALSE,N,M,2/26/1957 0:00,Del Vecchio,Claudio,,4/4/2023 5:01,New York,Northeast,1957,2,26,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +818,3500,Fashion & Retail,Clemente Del Vecchio,18,Italy,Milan,Eyeglases,Fashion & Retail,Italy,,FALSE,N,M,5/6/2004 0:00,Del Vecchio,Clemente,,4/4/2023 5:01,,,2004,5,6,110.62,0.6,"$2,001,244,392,042 ",61.9,101.9,82.9,24.3,59.1,60297396,41.87194,12.56738 +818,3500,Fashion & Retail,Leonardo Maria Del Vecchio,27,Italy,Milan,Eyeglasses,Fashion & Retail,Italy,,FALSE,N,M,5/6/1995 0:00,Del Vecchio,Leonardo Maria,,4/4/2023 5:01,,,1995,5,6,110.62,0.6,"$2,001,244,392,042 ",61.9,101.9,82.9,24.3,59.1,60297396,41.87194,12.56738 +818,3500,Fashion & Retail,Luca Del Vecchio,21,Italy,Milan,Eyeglasses,Fashion & Retail,Italy,,FALSE,N,M,8/31/2001 0:00,Del Vecchio,Luca,,4/4/2023 5:01,,,2001,8,31,110.62,0.6,"$2,001,244,392,042 ",61.9,101.9,82.9,24.3,59.1,60297396,41.87194,12.56738 +818,3500,Fashion & Retail,Marisa Del Vecchio,64,Italy,Rome,Eyeglasses,Fashion & Retail,Italy,,FALSE,N,F,7/10/1958 0:00,Del Vecchio,Marisa,,4/4/2023 5:01,,,1958,7,10,110.62,0.6,"$2,001,244,392,042 ",61.9,101.9,82.9,24.3,59.1,60297396,41.87194,12.56738 +818,3500,Fashion & Retail,Paola Del Vecchio,61,Luxembourg,Luxembourg,Eyeglasses,Fashion & Retail,Italy,,FALSE,N,F,5/14/1961 0:00,Del Vecchio,Paola,,4/4/2023 5:01,,,1961,5,14,115.09,1.7,"$71,104,919,108 ",19.2,102.3,82.1,26.5,20.4,645397,49.815273,6.129583 +818,3500,Finance & Investments,Walter P.J. Droege,70,Germany,Dusseldorf,Investing,Finance & Investments,Germany,,TRUE,D,M,11/25/1952 0:00,Droege,Walter P.J.,,4/4/2023 5:01,,,1952,11,25,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +818,3500,Fashion & Retail,Fan Daidi,57,China,Xian,Skincare,Fashion & Retail,China,,TRUE,N,F,1/1/1966 0:00,Fan ,Daidi,,4/4/2023 5:01,,,1966,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +818,3500,Technology,Peter Gassner,58,United States,Pleasanton,Software,Technology,United States,,TRUE,U,M,2/26/1965 0:00,Gassner,Peter,,4/4/2023 5:01,California,West,1965,2,26,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +818,3500,Energy,Mikhail Gutseriev,65,Russia,Moscow,"Oil, coal, real estate",Energy,Russia,,TRUE,U,M,3/9/1958 0:00,Gutseriev,Mikhail,,4/4/2023 5:01,,,1958,3,9,180.75,4.5,"$1,699,876,578,871 ",81.9,102.6,72.7,11.4,46.2,144373535,61.52401,105.318756 +818,3500,Manufacturing,Patrick Lee,81,Hong Kong,Hong Kong,Paper,Manufacturing,Hong Kong,,TRUE,D,M,1/1/1942 0:00,Lee,Patrick,,4/4/2023 5:01,,,1942,1,1,,,,,,,,,,, +818,3500,Food & Beverage,Leng Youbin,54,China,Beijing,Infant formula,Food & Beverage,China,,TRUE,D,M,1/1/1969 0:00,Leng,Youbin,,4/4/2023 5:01,,,1969,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +818,3500,Finance & Investments,Daniel Loeb,61,United States,New York,Hedge funds,Finance & Investments,United States,Third Point,TRUE,D,M,12/18/1961 0:00,Loeb,Daniel,Investor,4/4/2023 5:01,New York,Northeast,1961,12,18,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +818,3500,Food & Beverage,Margarita Louis-Dreyfus & family,60,Switzerland,Davos,Commodities,Food & Beverage,Switzerland,Louis Dreyfus SAS,FALSE,D,F,6/1/1962 0:00,Louis-Dreyfus,Margarita,President,4/4/2023 5:01,,,1962,6,1,99.55,0.4,"$703,082,435,360 ",59.6,105.2,83.6,10.1,28.8,8574832,46.818188,8.227512 +818,3500,Healthcare,Prasert Prasarttong-Osoth,90,Thailand,Bangkok,Hospitals,Healthcare,Thailand,,TRUE,U,M,3/26/1933 0:00,Prasarttong-Osoth,Prasert,,4/4/2023 5:01,,,1933,3,26,113.27,0.7,"$543,649,976,166 ",49.3,99.8,76.9,14.9,29.5,69625582,15.870032,100.992541 +818,3500,Finance & Investments,Ira Rennert,88,United States,New York,Investments,Finance & Investments,United States,,TRUE,D,M,5/31/1934 0:00,Rennert,Ira,,4/4/2023 5:01,New York,Northeast,1934,5,31,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +818,3500,Fashion & Retail,Dirk Rossmann & family,76,Germany,Lower-Saxony,Drugstores,Fashion & Retail,Germany,,TRUE,U,M,9/7/1946 0:00,Rossmann,Dirk,,4/4/2023 5:01,,,1946,9,7,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +818,3500,Construction & Engineering,Arkady Rotenberg,71,Russia,Moscow,"Construction, pipes, banking",Construction & Engineering,Russia,,TRUE,U,M,12/15/1951 0:00,Rotenberg,Arkady,,4/4/2023 5:01,,,1951,12,15,180.75,4.5,"$1,699,876,578,871 ",81.9,102.6,72.7,11.4,46.2,144373535,61.52401,105.318756 +818,3500,Fashion & Retail,Remo Ruffini,61,Italy,Como,Winter jackets,Fashion & Retail,Italy,,TRUE,U,M,8/27/1961 0:00,Ruffini,Remo,,4/4/2023 5:01,,,1961,8,27,110.62,0.6,"$2,001,244,392,042 ",61.9,101.9,82.9,24.3,59.1,60297396,41.87194,12.56738 +818,3500,Healthcare,Karin Sartorius-Herbst,,Germany,Northeim,Biopharmaceuticals,Healthcare,Germany,,FALSE,U,F,,Sartorius-Herbst,Karin,,4/4/2023 5:01,,,,,,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +818,3500,Automotive,Vivek Chaand Sehgal,66,India,Delhi,Auto parts,Automotive,Australia,,TRUE,U,M,9/28/1956 0:00,Sehgal,Vivek Chaand,,4/4/2023 5:01,,,1956,9,28,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +818,3500,Finance & Investments,Scott Shleifer,45,United States,New York,Private equity,Finance & Investments,United States,Tiger Global Management,TRUE,D,M,6/14/1977 0:00,Shleifer,Scott,Investor,4/4/2023 5:01,New York,Northeast,1977,6,14,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +818,3500,Technology,Thomas Siebel,70,United States,Woodside,Business software,Technology,United States,,TRUE,E,M,11/22/1952 0:00,Siebel,Thomas,,4/4/2023 5:01,California,West,1952,11,22,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +818,3500,Manufacturing,Wim van der Leegte & family,75,Netherlands,Eindhoven,Manufacturing,Manufacturing,Netherlands,,FALSE,U,M,8/23/1947 0:00,van der Leegte,Wim,,4/4/2023 5:01,,,1947,8,23,115.91,2.6,"$909,070,395,161 ",85,104.2,81.8,23,41.2,17332850,52.132633,5.291266 +818,3500,Diversified,Xiao Yongming & family,58,China,Beijing,Fertilizer,Diversified,China,,TRUE,D,M,7/1/1964 0:00,Xiao,Yongming,,4/4/2023 5:01,,,1964,7,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +818,3500,Technology,Michael Xie,54,United States,Los Altos Hills,Cybersecurity,Technology,United States,,TRUE,U,M,2/20/1969 0:00,Xie,Michael,,4/4/2023 5:01,California,West,1969,2,20,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +818,3500,Logistics,Yang Shaopeng,65,China,Qingdao,Shipping,Logistics,China,,TRUE,D,M,1/1/1958 0:00,Yang,Shaopeng,,4/4/2023 5:01,,,1958,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +818,3500,Fashion & Retail,Nicoletta Zampillo,65,Monaco,Monaco,Eyeglasses,Fashion & Retail,Italy,,FALSE,N,F,3/28/1958 0:00,Zampillo,Nicoletta,,4/4/2023 5:01,,,1958,3,28,,,"$7,184,844,193 ",,,,,,38964,43.7384176,7.4246158 +818,3500,Manufacturing,Barry Zekelman,56,Canada,Windsor,Steel,Manufacturing,Canada,,FALSE,U,M,1/3/1967 0:00,Zekelman,Barry,,4/4/2023 5:01,,,1967,1,3,116.76,1.9,"$1,736,425,629,520 ",68.9,100.9,81.9,12.8,24.5,36991981,56.130366,-106.346771 +852,3400,Finance & Investments,William Ackman,56,United States,New York,Hedge funds,Finance & Investments,United States,"Pershing Square Capital Management, L.P.",TRUE,U,M,5/11/1966 0:00,Ackman,William,"Founder, CEO",4/4/2023 5:01,New York,Northeast,1966,5,11,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +852,3400,Energy,Somphote Ahunai,55,Thailand,Bangkok,Renewable energy,Energy,Thailand,,TRUE,D,M,6/1/1967 0:00,Ahunai,Somphote,,4/4/2023 5:01,,,1967,6,1,113.27,0.7,"$543,649,976,166 ",49.3,99.8,76.9,14.9,29.5,69625582,15.870032,100.992541 +852,3400,Metals & Mining,Igor Altushkin,52,Russia,Yekaterinburg,Metals,Metals & Mining,Russia,,TRUE,U,M,9/10/1970 0:00,Altushkin,Igor,,4/4/2023 5:01,,,1970,9,10,180.75,4.5,"$1,699,876,578,871 ",81.9,102.6,72.7,11.4,46.2,144373535,61.52401,105.318756 +852,3400,Food & Beverage,Ramon Ang,69,Philippines,Manila,Diversified,Food & Beverage,Philippines,,TRUE,U,M,1/14/1954 0:00,Ang,Ramon,,4/4/2023 5:01,,,1954,1,14,129.61,2.5,"$376,795,508,680 ",35.5,107.5,71.1,14,43.1,108116615,12.879721,121.774017 +852,3400,Food & Beverage,Acharya Balkrishna,50,India,Haridwar,Consumer goods,Food & Beverage,India,,TRUE,U,M,7/25/1972 0:00,Balkrishna,Acharya,,4/4/2023 5:01,,,1972,7,25,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +852,3400,Manufacturing,Markus Blocher,52,Switzerland,Wilen bei Wollerau,Chemicals,Manufacturing,Switzerland,,FALSE,U,M,1/1/1971 0:00,Blocher,Markus,,4/4/2023 5:01,,,1971,1,1,99.55,0.4,"$703,082,435,360 ",59.6,105.2,83.6,10.1,28.8,8574832,46.818188,8.227512 +852,3400,Diversified,Richard Branson,72,British Virgin Islands,Necker Island,Virgin,Diversified,United Kingdom,,TRUE,D,M,7/18/1950 0:00,Branson,Richard,,4/4/2023 5:01,,,1950,7,18,,,,,,,,,,, +852,3400,Finance & Investments,Cho Jung-ho,64,South Korea,Seoul,Finance,Finance & Investments,South Korea,Meritz Financial Group,FALSE,U,M,10/5/1958 0:00,Cho,Jung-ho,,4/4/2023 5:01,,,1958,10,5,115.16,0.4,"$2,029,000,000,000 ",94.3,98.1,82.6,15.6,33.2,51709098,35.907757,127.766922 +852,3400,Food & Beverage,Alessandra Garavoglia,63,Italy,Milan,Spirits,Food & Beverage,Italy,,FALSE,U,F,2/6/1960 0:00,Garavoglia,Alessandra,,4/4/2023 5:01,,,1960,2,6,110.62,0.6,"$2,001,244,392,042 ",61.9,101.9,82.9,24.3,59.1,60297396,41.87194,12.56738 +852,3400,Fashion & Retail,Laurence Graff & family,84,Switzerland,Gstaad,Diamond jewelry,Fashion & Retail,United Kingdom,,TRUE,E,M,6/13/1938 0:00,Graff,Laurence,,4/4/2023 5:01,,,1938,6,13,99.55,0.4,"$703,082,435,360 ",59.6,105.2,83.6,10.1,28.8,8574832,46.818188,8.227512 +852,3400,Media & Entertainment,"Amos Hostetter, Jr.",86,United States,Boston,Cable television,Media & Entertainment,United States,Pilot House Associates,TRUE,D,M,1/12/1937 0:00,Hostetter,Amos,Chair,4/4/2023 5:01,Massachusetts,Northeast,1937,1,12,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +852,3400,Sports,Robert Johnson,75,United States,Palm Beach,"Johnson & Johnson, sports",Sports,United States,,FALSE,N,M,4/12/1947 0:00,Johnson,Robert ,,4/4/2023 5:01,Florida,South,1947,4,12,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +852,3400,Finance & Investments,Steven Klinsky,66,United States,New York,Investments,Finance & Investments,United States,New Mountain Capital,TRUE,E,M,5/30/1956 0:00,Klinsky,Steven,Founder & CEO,4/4/2023 5:01,New York,Northeast,1956,5,30,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +852,3400,Fashion & Retail,William Lauder,62,United States,New York,Estee Lauder,Fashion & Retail,United States,,FALSE,D,M,4/11/1960 0:00,Lauder,William,,4/4/2023 5:01,New York,Northeast,1960,4,11,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +852,3400,Food & Beverage,John Middleton,68,United States,Bryn Mawr,Tobacco,Food & Beverage,United States,,FALSE,E,M,3/2/1955 0:00,Middleton,John,,4/4/2023 5:01,Pennsylvania,Northeast,1955,3,2,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +852,3400,Fashion & Retail,Hiroshi Mikitani,58,Japan,Tokyo,Online retail,Fashion & Retail,Japan,,TRUE,D,M,3/11/1965 0:00,Mikitani,Hiroshi,,4/4/2023 5:01,,,1965,3,11,105.48,0.5,"$5,081,769,542,380 ",63.2,98.8,84.2,11.9,46.7,126226568,36.204824,138.252924 +852,3400,Technology,Bob Parsons,72,United States,Scottsdale,Web hosting,Technology,United States,,TRUE,E,M,11/27/1950 0:00,Parsons,Bob,,4/4/2023 5:01,Arizona,West,1950,11,27,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +852,3400,Finance & Investments,J. Joe Ricketts & family,81,United States,Little Jackson Hole,TD Ameritrade,Finance & Investments,United States,,TRUE,D,M,7/16/1941 0:00,Ricketts,J. Joe,,4/4/2023 5:01,Wyoming,South,1941,7,16,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +852,3400,Real Estate,Herb Simon,88,United States,Indianapolis,Real estate,Real Estate,United States,Simon Property Group,TRUE,D,M,10/23/1934 0:00,Simon,Herb,"Chairman Emeritus of the Board of Simon Property Group, Inc.",4/4/2023 5:01,Indiana,Midwest,1934,10,23,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +852,3400,Healthcare,Leena Tewari,65,India,Mumbai,Pharmaceuticals,Healthcare,India,,FALSE,D,F,9/3/1957 0:00,Tewari,Leena,,4/4/2023 5:01,,,1957,9,3,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +852,3400,Media & Entertainment,Stefan von Holtzbrinck,59,Germany,Stuttgart,Publishing,Media & Entertainment,Germany,,FALSE,U,M,5/15/1963 0:00,von Holtzbrinck,Stefan,,4/4/2023 5:01,,,1963,5,15,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +852,3400,Food & Beverage,Hans Peter Wild,81,Switzerland,Zug,Flavorings,Food & Beverage,Switzerland,,FALSE,D,M,6/16/1941 0:00,Wild,Hans Peter,,4/4/2023 5:01,,,1941,6,16,99.55,0.4,"$703,082,435,360 ",59.6,105.2,83.6,10.1,28.8,8574832,46.818188,8.227512 +852,3400,Healthcare,Wu Guanjiang & family,54,China,Chongqing,Pharmaceuticals,Healthcare,China,,TRUE,D,M,12/21/1968 0:00,Wu,Guanjiang,,4/4/2023 5:01,,,1968,12,21,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +852,3400,Technology,Yi Zheng,52,China,Hangzhou,Software,Technology,China,,TRUE,U,M,10/15/1970 0:00,Yi,Zheng,,4/4/2023 5:01,,,1970,10,15,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +852,3400,Technology,Eric Yuan & family,53,United States,Santa Clara,Zoom Video Communications,Technology,United States,Zoom Video Communications,TRUE,D,M,2/20/1970 0:00,Yuan,Eric,Founder and CEO,4/4/2023 5:01,California,West,1970,2,20,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +852,3400,Media & Entertainment,Charles Zegar,75,United States,New York,Bloomberg LP,Media & Entertainment,United States,,TRUE,U,M,2/29/1948 0:00,Zegar,Charles,,4/4/2023 5:01,New York,Northeast,1948,2,29,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +878,3300,Construction & Engineering,Mohed Altrad,75,France,Montpellier,"Scaffolding, cement mixers",Construction & Engineering,France,,TRUE,D,M,3/9/1948 0:00,Altrad,Mohed,,4/4/2023 5:01,,,1948,3,9,110.05,1.1,"$2,715,518,274,227 ",65.6,102.5,82.5,24.2,60.7,67059887,46.227638,2.213749 +878,3300,Finance & Investments,John Arnold,49,United States,Houston,Hedge funds,Finance & Investments,United States,Centaurus Advisors,TRUE,E,M,3/9/1974 0:00,Arnold,John,Founder,4/4/2023 5:01,Texas,South,1974,3,9,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +878,3300,Manufacturing,Bill Austin,81,United States,Brownsville,Hearing aids,Manufacturing,United States,,TRUE,U,M,2/25/1942 0:00,Austin,Bill,,4/4/2023 5:01,Texas,South,1942,2,25,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +878,3300,Manufacturing,Chen Shibin,56,China,Lianyungang,Quartz products,Manufacturing,China,,TRUE,U,M,11/1/1966 0:00,Chen,Shibin,,4/4/2023 5:01,,,1966,11,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +878,3300,Food & Beverage,Bennett Dorrance,77,United States,Paradise Valley,Campbell Soup,Food & Beverage,United States,,FALSE,U,M,2/9/1946 0:00,Dorrance,Bennett,,4/4/2023 5:01,Arizona,West,1946,2,9,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +878,3300,Food & Beverage,Walter Faria,68,Brazil,Rio de Janeiro,Beer,Food & Beverage,Brazil,,TRUE,E,M,4/1/1955 0:00,Faria,Walter,,4/4/2023 5:01,,,1955,4,1,167.4,3.7,"$1,839,758,040,766 ",51.3,115.4,75.7,14.2,65.1,212559417,-14.235004,-51.92528 +878,3300,Automotive,Walter Frey,79,Switzerland,Küsnacht,Car dealerships,Automotive,Switzerland,,FALSE,U,M,7/30/1943 0:00,Frey,Walter,,4/4/2023 5:01,,,1943,7,30,99.55,0.4,"$703,082,435,360 ",59.6,105.2,83.6,10.1,28.8,8574832,46.818188,8.227512 +878,3300,Technology,Fu Liquan & family,55,China,Hangzhou,Surveillance equipment,Technology,China,,TRUE,D,M,8/1/1967 0:00,Fu,Liquan,,4/4/2023 5:01,,,1967,8,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +878,3300,Real Estate,John Gandel,88,Australia,Melbourne,Shopping malls,Real Estate,Australia,,FALSE,E,M,8/13/1934 0:00,Gandel,John,,4/4/2023 5:01,,,1934,8,13,119.8,1.6,"$1,392,680,589,329 ",113.1,100.3,82.7,23,47.4,25766605,-25.274398,133.775136 +878,3300,Construction & Engineering,Peter Gilgan,72,Canada,Oakville,Homebuilding,Construction & Engineering,Canada,Mattamy Group Corp.,TRUE,U,M,1/1/1951 0:00,Gilgan,Peter,"Founder, CEO and Chairman",4/4/2023 5:01,,,1951,1,1,116.76,1.9,"$1,736,425,629,520 ",68.9,100.9,81.9,12.8,24.5,36991981,56.130366,-106.346771 +878,3300,Diversified,Kwek Leng Beng,82,Singapore,Singapore,Diversified,Diversified,Singapore,,FALSE,U,M,1/1/1941 0:00,Kwek,Leng Beng,,4/4/2023 5:01,,,1941,1,1,114.41,0.6,"$372,062,527,489 ",84.8,100.6,83.1,13.1,21,5703569,1.352083,103.819836 +878,3300,Finance & Investments,Pablo Legorreta,59,United States,Sag Harbor,Investments,Finance & Investments,United States,,TRUE,D,M,10/30/1963 0:00,Legorreta,Pablo,,4/4/2023 5:01,New York,Northeast,1963,10,30,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +878,3300,Media & Entertainment,Arnon Milchan,78,Israel,Tel Aviv,Movie making,Media & Entertainment,Israel,,TRUE,D,M,12/6/1944 0:00,Milchan,Arnon,,4/4/2023 5:01,,,1944,12,6,108.15,0.8,"$395,098,666,122 ",63.4,104.9,82.8,23.1,25.3,9053300,31.046051,34.851612 +878,3300,Fashion & Retail,Akio Nitori,79,Japan,Hokkaido,Home furnishings,Fashion & Retail,Japan,,TRUE,D,M,3/5/1944 0:00,Nitori,Akio,,4/4/2023 5:01,,,1944,3,5,105.48,0.5,"$5,081,769,542,380 ",63.2,98.8,84.2,11.9,46.7,126226568,36.204824,138.252924 +878,3300,Metals & Mining,Julio Ponce Lerou,77,Chile,Santiago,Fertilizer,Metals & Mining,Chile,,TRUE,D,M,11/13/1945 0:00,Ponce Lerou,Julio,,4/4/2023 5:01,,,1945,11,13,131.91,2.6,"$282,318,159,745 ",88.5,101.4,80,18.2,34,18952038,-35.675147,-71.542969 +878,3300,Finance & Investments,Rodger Riney & family,77,United States,St. Louis,Discount brokerage,Finance & Investments,United States,"Scottrade, Inc.",TRUE,D,M,1/1/1946 0:00,Riney,Rodger,Cofounder,4/4/2023 5:01,Missouri,Midwest,1946,1,1,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +878,3300,Diversified,Phil Ruffin,88,United States,Las Vegas,"Casinos, real estate",Diversified,United States,,TRUE,U,M,3/17/1935 0:00,Ruffin,Phil,,4/4/2023 5:01,Nevada,West,1935,3,17,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +878,3300,Telecom,Naguib Sawiris,68,Egypt,Cairo,Telecom,Telecom,Egypt,,FALSE,D,M,6/15/1954 0:00,Sawiris,Naguib,,4/4/2023 5:01,,,1954,6,15,288.57,9.2,"$303,175,127,598 ",35.2,106.3,71.8,12.5,44.4,100388073,26.820553,30.802498 +878,3300,Finance & Investments,Neil Shen,55,China,Hong Kong,Venture capital,Finance & Investments,Hong Kong,Sequoia China,TRUE,D,M,12/16/1967 0:00,Shen,Neil,Investor,4/4/2023 5:01,,,1967,12,16,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +878,3300,Technology,Gil Shwed,54,Israel,Tel Aviv,Software,Technology,Israel,,TRUE,D,M,6/12/1968 0:00,Shwed,Gil,,4/4/2023 5:01,,,1968,6,12,108.15,0.8,"$395,098,666,122 ",63.4,104.9,82.8,23.1,25.3,9053300,31.046051,34.851612 +878,3300,Finance & Investments,Stephen Smith,71,Canada,Toronto,Finance and investments,Finance & Investments,Canada,,TRUE,U,M,6/2/1951 0:00,Smith,Stephen,,4/4/2023 5:01,,,1951,6,2,116.76,1.9,"$1,736,425,629,520 ",68.9,100.9,81.9,12.8,24.5,36991981,56.130366,-106.346771 +878,3300,Finance & Investments,Nik Storonsky,38,United Kingdom,London,Fintech,Finance & Investments,United Kingdom,,TRUE,D,M,7/21/1984 0:00,Storonsky,Nik,,4/4/2023 5:01,,,1984,7,21,119.62,1.7,"$2,827,113,184,696 ",60,101.2,81.3,25.5,30.6,66834405,55.378051,-3.435973 +878,3300,Finance & Investments,Jeffrey Talpins,48,United States,Larchmont,Hedge fund,Finance & Investments,United States,Element Capital Management,TRUE,U,M,3/6/1975 0:00,Talpins,Jeffrey,Founder,4/4/2023 5:01,New York,Northeast,1975,3,6,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +878,3300,Finance & Investments,Carl Thoma,74,United States,Dallas,Investments,Finance & Investments,United States,,TRUE,U,M,10/12/1948 0:00,Thoma,Carl,Investor,4/4/2023 5:01,Texas,South,1948,10,12,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +878,3300,Manufacturing,Todd Wanek,59,United States,St. Petersburg,Furniture,Manufacturing,United States,,FALSE,D,M,3/16/1964 0:00,Wanek,Todd,,4/4/2023 5:01,Florida,South,1964,3,16,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +878,3300,Manufacturing,Xue Hua,53,China,Guangzhou,Agribusiness,Manufacturing,China,,TRUE,D,M,,Xue,Hua,,4/4/2023 5:01,,,,,,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +878,3300,Fashion & Retail,Takao Yasuda,73,Singapore,Singapore,Retail,Fashion & Retail,Japan,,TRUE,U,M,5/7/1949 0:00,Yasuda,Takao,,4/4/2023 5:01,,,1949,5,7,114.41,0.6,"$372,062,527,489 ",84.8,100.6,83.1,13.1,21,5703569,1.352083,103.819836 +905,3200,Food & Beverage,Karen Virginia Beckmann Legoretta,53,,,Tequila,Food & Beverage,Mexico,,FALSE,U,F,,Beckmann Legoretta,Karen Virginia,,4/4/2023 5:01,,,,,,,,,,,,,,,, +905,3200,Fashion & Retail,Giuliana Benetton,85,Italy,Treviso,"Fashion retail, investments",Fashion & Retail,Italy,,TRUE,U,F,7/8/1937 0:00,Benetton,Giuliana,,4/4/2023 5:01,,,1937,7,8,110.62,0.6,"$2,001,244,392,042 ",61.9,101.9,82.9,24.3,59.1,60297396,41.87194,12.56738 +905,3200,Fashion & Retail,Luciano Benetton,87,Italy,Ponzano Veneto,"Fashion retail, investments",Fashion & Retail,Italy,,TRUE,U,M,5/13/1935 0:00,Benetton,Luciano,,4/4/2023 5:01,,,1935,5,13,110.62,0.6,"$2,001,244,392,042 ",61.9,101.9,82.9,24.3,59.1,60297396,41.87194,12.56738 +905,3200,Manufacturing,Arun Bharat Ram,82,India,Delhi,Chemicals,Manufacturing,India,,FALSE,D,M,11/15/1940 0:00,Bharat Ram,Arun,,4/4/2023 5:01,,,1940,11,15,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +905,3200,Finance & Investments,Ron Burkle,70,United Kingdom,London,"Supermarkets, investments",Finance & Investments,United States,"The Yucaipa Companies, LLC",TRUE,U,M,11/12/1952 0:00,Burkle,Ron,Investor,4/4/2023 5:01,,,1952,11,12,119.62,1.7,"$2,827,113,184,696 ",60,101.2,81.3,25.5,30.6,66834405,55.378051,-3.435973 +905,3200,Manufacturing,Chen Kaixuan,64,China,Guangzhou,Household chemicals,Manufacturing,China,,TRUE,D,M,5/1/1958 0:00,Chen,Kaixuan,,4/4/2023 5:01,,,1958,5,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +905,3200,Fashion & Retail,Brunello Cucinelli & family,69,Italy,Solomeo,Fashion,Fashion & Retail,Italy,,TRUE,U,M,9/3/1953 0:00,Cucinelli,Brunello,,4/4/2023 5:01,,,1953,9,3,110.62,0.6,"$2,001,244,392,042 ",61.9,101.9,82.9,24.3,59.1,60297396,41.87194,12.56738 +905,3200,Manufacturing,Antonio Del Valle Ruiz & family,84,Mexico,Mexico City,Chemicals,Manufacturing,Mexico,,TRUE,D,M,8/13/1938 0:00,Del Valle Ruiz,Antonio,,4/4/2023 5:01,,,1938,8,13,141.54,3.6,"$1,258,286,717,125 ",40.2,105.8,75,13.1,55.1,126014024,23.634501,-102.552784 +905,3200,Healthcare,Gustavo Denegri & family,86,Italy,torino,Biotech,Healthcare,Italy,,TRUE,Split Family Fortune,M,3/17/1937 0:00,Denegri,Gustavo,,4/4/2023 5:01,,,1937,3,17,110.62,0.6,"$2,001,244,392,042 ",61.9,101.9,82.9,24.3,59.1,60297396,41.87194,12.56738 +905,3200,Automotive,Dong Jinggui,53,China,Wuxi,Electric scooters,Automotive,China,,TRUE,U,M,,Dong,Jinggui,,4/4/2023 5:01,,,,,,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +905,3200,Media & Entertainment,Charles Ergen,70,United States,Denver,Satellite TV,Media & Entertainment,United States,DISH Network,TRUE,D,M,3/1/1953 0:00,Ergen,Charles,Founder and Chairman,4/4/2023 5:01,Colorado,West,1953,3,1,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +905,3200,Technology,David Filo,56,United States,Palo Alto,Yahoo,Technology,United States,Yahoo!,TRUE,D,M,4/15/1966 0:00,Filo,David,Chief Yahoo,4/4/2023 5:01,California,West,1966,4,15,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +905,3200,Logistics,Lindsay Fox,85,Australia,Melbourne,"Logistics, real estate",Logistics,Australia,,TRUE,U,M,4/19/1937 0:00,Fox,Lindsay,,4/4/2023 5:01,,,1937,4,19,119.8,1.6,"$1,392,680,589,329 ",113.1,100.3,82.7,23,47.4,25766605,-25.274398,133.775136 +905,3200,Fashion & Retail,Sergei Galitsky,55,Russia,Krasnodar,Retail,Fashion & Retail,Russia,,TRUE,E,M,8/14/1967 0:00,Galitsky,Sergei,,4/4/2023 5:01,,,1967,8,14,180.75,4.5,"$1,699,876,578,871 ",81.9,102.6,72.7,11.4,46.2,144373535,61.52401,105.318756 +905,3200,Technology,Senapathy Gopalakrishnan,67,India,Bangalore,Software services,Technology,India,,TRUE,D,M,4/5/1955 0:00,Gopalakrishnan,Senapathy,,4/4/2023 5:01,,,1955,4,5,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +905,3200,Fashion & Retail,Luciano Hang,60,Brazil,Brusque,Department stores,Fashion & Retail,Brazil,,TRUE,D,M,10/11/1962 0:00,Hang,Luciano,,4/4/2023 5:01,,,1962,10,11,167.4,3.7,"$1,839,758,040,766 ",51.3,115.4,75.7,14.2,65.1,212559417,-14.235004,-51.92528 +905,3200,Finance & Investments,Michael Hintze,69,United Kingdom,London,Investment,Finance & Investments,Australia,CQS LLP,TRUE,E,M,7/27/1953 0:00,Hintze,Michael,Founder,4/4/2023 5:01,,,1953,7,27,119.62,1.7,"$2,827,113,184,696 ",60,101.2,81.3,25.5,30.6,66834405,55.378051,-3.435973 +905,3200,Healthcare,Hu Baifan,60,China,Shaoxing,Pharmaceuticals,Healthcare,China,,TRUE,D,M,10/1/1962 0:00,Hu,Baifan,,4/4/2023 5:01,,,1962,10,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +905,3200,Finance & Investments,Hamilton James & family,71,United States,New York,Investments,Finance & Investments,United States,,TRUE,U,M,8/3/1951 0:00,James,Hamilton,,4/4/2023 5:01,New York,Northeast,1951,8,3,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +905,3200,Technology,Lee Boo-jin,52,South Korea,Seoul,Samsung,Technology,South Korea,,FALSE,D,F,10/6/1970 0:00,Lee,Boo-jin,,4/4/2023 5:01,,,1970,10,6,115.16,0.4,"$2,029,000,000,000 ",94.3,98.1,82.6,15.6,33.2,51709098,35.907757,127.766922 +905,3200,Manufacturing,Li Liangbin,55,China,Xinyu,Lithium,Manufacturing,China,,TRUE,D,M,9/1/1967 0:00,Li,Liangbin,,4/4/2023 5:01,,,1967,9,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +905,3200,Manufacturing,Liang Feng,54,China,Shanghai,Manufacturing,Manufacturing,China,,TRUE,D,M,11/22/1968 0:00,Liang,Feng,,4/4/2023 5:01,,,1968,11,22,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +905,3200,Healthcare,Samir Mehta,59,India,Ahmedabad,"Pharmaceuticals, power",Healthcare,India,,FALSE,U,M,9/18/1963 0:00,Mehta,Samir,,4/4/2023 5:01,,,1963,9,18,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +905,3200,Healthcare,Sudhir Mehta,68,India,Ahmedabad,"Pharmaceuticals, power",Healthcare,India,,FALSE,U,M,4/10/1954 0:00,Mehta,Sudhir,,4/4/2023 5:01,,,1954,4,10,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +905,3200,Metals & Mining,Aristotelis Mistakidis,61,Switzerland,Zug,"Mining, commodities",Metals & Mining,Greece,,TRUE,D,M,11/21/1961 0:00,Mistakidis,Aristotelis,,4/4/2023 5:01,,,1961,11,21,99.55,0.4,"$703,082,435,360 ",59.6,105.2,83.6,10.1,28.8,8574832,46.818188,8.227512 +905,3200,Real Estate,Geoffrey Palmer,72,United States,Beverly Hills,Real estate,Real Estate,United States,,FALSE,N,M,5/11/1950 0:00,Palmer,Geoffrey,,4/4/2023 5:01,California,West,1950,5,11,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +905,3200,Automotive,Roger Penske,86,United States,Birmingham,Cars,Automotive,United States,,TRUE,U,M,2/20/1937 0:00,Penske,Roger,,4/4/2023 5:01,Michigan,Midwest,1937,2,20,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +905,3200,Construction & Engineering,Ravi Pillai,69,United Arab Emirates,Dubai,Construction,Construction & Engineering,India,,TRUE,U,M,9/2/1953 0:00,Pillai,Ravi,,4/4/2023 5:01,,,1953,9,2,114.52,-1.9,"$421,142,267,938 ",36.8,108.4,77.8,0.1,15.9,9770529,23.424076,53.847818 +905,3200,Finance & Investments,David Rubenstein,73,United States,Bethesda,Private equity,Finance & Investments,United States,Carlyle Group,TRUE,D,M,8/11/1949 0:00,Rubenstein,David,Cofounder and Co-executive Chairman,4/4/2023 5:01,Maryland,South,1949,8,11,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +905,3200,Food & Beverage,Hilton Schlosberg,70,United States,Irvine,Energy drinks,Food & Beverage,United Kingdom,,TRUE,U,M,1/1/1953 0:00,Schlosberg,Hilton,,4/4/2023 5:01,California,West,1953,1,1,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +905,3200,Service,Klaus-Peter Schulenberg,71,Germany,Bremen,Ticketing service,Service,Germany,,TRUE,U,M,7/1/1951 0:00,Schulenberg,Klaus-Peter,,4/4/2023 5:01,,,1951,7,1,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +905,3200,Energy,Lynn Schusterman & family,84,United States,Tulsa,"Oil & gas, investments",Energy,United States,,FALSE,D,F,1/21/1939 0:00,Schusterman,Lynn,,4/4/2023 5:01,Oklahoma,South,1939,1,21,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +905,3200,Manufacturing,Isabella Seràgnoli,77,Italy,Bologna,Packaging,Manufacturing,Italy,,FALSE,U,F,12/23/1945 0:00,Seràgnoli,Isabella,,4/4/2023 5:01,,,1945,12,23,110.62,0.6,"$2,001,244,392,042 ",61.9,101.9,82.9,24.3,59.1,60297396,41.87194,12.56738 +905,3200,Fashion & Retail,Shen Guojun,60,China,Beijing,Retail,Fashion & Retail,China,,TRUE,D,M,7/31/1962 0:00,Shen,Guojun,,4/4/2023 5:01,,,1962,7,31,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +905,3200,Finance & Investments,Warren Stephens,66,United States,Little Rock,Investment banking,Finance & Investments,United States,,FALSE,U,M,2/18/1957 0:00,Stephens,Warren,,4/4/2023 5:01,Arkansas,South,1957,2,18,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +905,3200,Healthcare,Pat Stryker,66,United States,Fort Collins,Medical equipment,Healthcare,United States,,FALSE,U,F,4/6/1956 0:00,Stryker,Pat,,4/4/2023 5:01,Colorado,West,1956,4,6,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +905,3200,Logistics,Roman Trotsenko,52,Russia,Moscow,"Transport, engineering, real estate",Logistics,Russia,,TRUE,R,M,9/12/1970 0:00,Trotsenko,Roman,,4/4/2023 5:01,,,1970,9,12,180.75,4.5,"$1,699,876,578,871 ",81.9,102.6,72.7,11.4,46.2,144373535,61.52401,105.318756 +905,3200,Technology,Harald Tschira,48,Germany,Heidelberg,Software,Technology,Germany,,FALSE,Split Family Fortune,M,4/25/1974 0:00,Tschira,Harald,,4/4/2023 5:01,,,1974,4,25,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +905,3200,Technology,Udo Tschira,53,Germany,Wiesloch,Software,Technology,Germany,,FALSE,Split Family Fortune,M,9/17/1969 0:00,Tschira,Udo,,4/4/2023 5:01,,,1969,9,17,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +905,3200,Finance & Investments,Vincent Viola,67,United States,New York,Electronic trading,Finance & Investments,United States,,TRUE,D,M,2/12/1956 0:00,Viola,Vincent,,4/4/2023 5:01,New York,Northeast,1956,2,12,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +905,3200,Food & Beverage,Wu Shaoxun,67,China,Daye,Wine,Food & Beverage,China,,TRUE,D,M,1/1/1956 0:00,Wu,Shaoxun,,4/4/2023 5:01,,,1956,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +905,3200,Gambling & Casinos,Steve Wynn,81,United States,Palm Beach,"Casinos, hotels",Gambling & Casinos,United States,Wynn Resorts,TRUE,D,M,1/27/1942 0:00,Wynn,Steve,Cofounder,4/4/2023 5:01,Florida,South,1942,1,27,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +905,3200,Gambling & Casinos,Jon Yarbrough,65,United States,Franklin,Video games,Gambling & Casinos,United States,,TRUE,U,M,5/10/1957 0:00,Yarbrough,Jon,,4/4/2023 5:01,Tennessee,South,1957,5,10,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +905,3200,Manufacturing,Zhou Bajin,87,China,Changzhou,Auto parts,Manufacturing,China,,TRUE,D,M,5/1/1935 0:00,Zhou,Bajin,,4/4/2023 5:01,,,1935,5,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +949,3100,Manufacturing,Cho Tak Wong,76,China,Fuqing,Auto parts,Manufacturing,Hong Kong,,TRUE,D,M,5/15/1946 0:00,Cho,Tak Wong,,4/4/2023 5:01,,,1946,5,15,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +949,3100,Gambling & Casinos,John Coates,53,United Kingdom,Stoke-On-Trent,Online gambling,Gambling & Casinos,United Kingdom,,TRUE,U,M,1/7/1970 0:00,Coates,John,,4/4/2023 5:01,,,1970,1,7,119.62,1.7,"$2,827,113,184,696 ",60,101.2,81.3,25.5,30.6,66834405,55.378051,-3.435973 +949,3100,Finance & Investments,Ryan Cohen,37,United States,Bal Harbour,Investments,Finance & Investments,Canada,,TRUE,U,M,8/4/1985 0:00,Cohen,Ryan,,4/4/2023 5:01,Florida,South,1985,8,4,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +949,3100,Food & Beverage,Deng Wen,55,China,Chengdu,Flavorings,Food & Beverage,China,,TRUE,U,M,3/1/1968 0:00,Deng,Wen,,4/4/2023 5:01,,,1968,3,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +949,3100,Manufacturing,Gurbachan Singh Dhingra,72,India,Delhi,Paints,Manufacturing,India,,TRUE,D,M,4/9/1950 0:00,Dhingra,Gurbachan Singh,,4/4/2023 5:01,,,1950,4,9,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +949,3100,Manufacturing,Kuldip Singh Dhingra,75,India,Delhi,Paints,Manufacturing,India,,TRUE,D,M,9/2/1947 0:00,Dhingra,Kuldip Singh,,4/4/2023 5:01,,,1947,9,2,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +949,3100,Finance & Investments,Martin Ebner,77,Switzerland,Wilen,Investments,Finance & Investments,Switzerland,,TRUE,D,M,8/1/1945 0:00,Ebner,Martin,,4/4/2023 5:01,,,1945,8,1,99.55,0.4,"$703,082,435,360 ",59.6,105.2,83.6,10.1,28.8,8574832,46.818188,8.227512 +949,3100,Manufacturing,Charles Edelstenne,85,France,Paris,Aviation,Manufacturing,France,,TRUE,D,M,1/3/1938 0:00,Edelstenne,Charles,,4/4/2023 5:01,,,1938,1,3,110.05,1.1,"$2,715,518,274,227 ",65.6,102.5,82.5,24.2,60.7,67059887,46.227638,2.213749 +949,3100,Real Estate,Sergei Gordeev,50,Russia,Moscow,Real estate,Real Estate,Russia,,TRUE,U,M,11/22/1972 0:00,Gordeev,Sergei,,4/4/2023 5:01,,,1972,11,22,180.75,4.5,"$1,699,876,578,871 ",81.9,102.6,72.7,11.4,46.2,144373535,61.52401,105.318756 +949,3100,Media & Entertainment,Jeff T. Green,46,United States,Newbury Park,Digital advertising,Media & Entertainment,United States,,TRUE,D,M,3/30/1977 0:00,Green,Jeff T.,,4/4/2023 5:01,California,West,1977,3,30,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +949,3100,Technology,Reed Hastings,62,United States,Santa Cruz,Netflix,Technology,United States,Netflix,TRUE,D,M,10/8/1960 0:00,Hastings,Reed,CEO,4/4/2023 5:01,California,West,1960,10,8,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +949,3100,Service,Bertil Hult,82,Switzerland,Lucerne,Education,Service,Sweden,,TRUE,D,M,2/10/1941 0:00,Hult,Bertil,,4/4/2023 5:01,,,1941,2,10,99.55,0.4,"$703,082,435,360 ",59.6,105.2,83.6,10.1,28.8,8574832,46.818188,8.227512 +949,3100,Fashion & Retail,Miguel Krigsner,73,Brazil,Sao Jose dos Pinhais,Cosmetics,Fashion & Retail,Brazil,,TRUE,D,M,1/9/1950 0:00,Krigsner,Miguel,,4/4/2023 5:01,,,1950,1,9,167.4,3.7,"$1,839,758,040,766 ",51.3,115.4,75.7,14.2,65.1,212559417,-14.235004,-51.92528 +949,3100,Manufacturing,Kuok Khoon Hong,73,Singapore,Singapore,Palm oil,Manufacturing,Singapore,,FALSE,D,M,1/1/1950 0:00,Kuok,Khoon Hong,,4/4/2023 5:01,,,1950,1,1,114.41,0.6,"$372,062,527,489 ",84.8,100.6,83.1,13.1,21,5703569,1.352083,103.819836 +949,3100,Fashion & Retail,Aerin Lauder,52,United States,New York,Estee Lauder,Fashion & Retail,United States,,FALSE,D,F,4/23/1970 0:00,Lauder,Aerin,,4/4/2023 5:01,New York,Northeast,1970,4,23,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +949,3100,Food & Beverage,Sheldon Lavin,90,United States,Highland Park,Meat processing,Food & Beverage,United States,,TRUE,U,M,6/17/1932 0:00,Lavin,Sheldon,,4/4/2023 5:01,Illinois,,1932,6,17,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +949,3100,Manufacturing,Yin Yee Lee,71,Hong Kong,Hong Kong,Glass,Manufacturing,China,,TRUE,D,M,1/1/1952 0:00,Lee,Yin Yee,,4/4/2023 5:01,,,1952,1,1,,,,,,,,,,, +949,3100,Manufacturing,Vladimir Litvinenko & family,67,Russia,Saint Petersburg,Chemical industry,Manufacturing,Russia,,TRUE,R,M,8/14/1955 0:00,Litvinenko,Vladimir,,4/4/2023 5:01,,,1955,8,14,180.75,4.5,"$1,699,876,578,871 ",81.9,102.6,72.7,11.4,46.2,144373535,61.52401,105.318756 +949,3100,Metals & Mining,Daniel Mate,59,Switzerland,Kanton Schwyz,"Mining, commodities",Metals & Mining,Spain,,TRUE,D,M,6/2/1963 0:00,Mate,Daniel,,4/4/2023 5:01,,,1963,6,2,99.55,0.4,"$703,082,435,360 ",59.6,105.2,83.6,10.1,28.8,8574832,46.818188,8.227512 +949,3100,Fashion & Retail,Ravi Modi,46,India,Kolkata,Readymade garments,Fashion & Retail,India,,TRUE,U,M,3/13/1977 0:00,Modi,Ravi,,4/4/2023 5:01,,,1977,3,13,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +949,3100,Diversified,Farhad Moshiri,67,Monaco,Monaco,Diversified,Diversified,United Kingdom,,TRUE,U,M,5/18/1955 0:00,Moshiri,Farhad,,4/4/2023 5:01,,,1955,5,18,,,"$7,184,844,193 ",,,,,,38964,43.7384176,7.4246158 +949,3100,Finance & Investments,Jonathan Nelson,66,United States,Providence,Private equity,Finance & Investments,United States,Providence Equity Partners,TRUE,U,M,5/18/1956 0:00,Nelson,Jonathan,Executive Chairman ,4/4/2023 5:01,Rhode Island,Northeast,1956,5,18,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +949,3100,Real Estate,Or Wai Sheun,71,Hong Kong,Hong Kong,Real estate,Real Estate,Hong Kong,,TRUE,D,M,6/1/1951 0:00,Or,Wai Sheun,,4/4/2023 5:01,,,1951,6,1,,,,,,,,,,, +949,3100,Real Estate,Katharina Otto-Bernstein,59,United States,New York,Real estate,Real Estate,Germany,,FALSE,D,F,1/1/1964 0:00,Otto-Bernstein,Katharina,,4/4/2023 5:01,New York,Northeast,1964,1,1,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +949,3100,Finance & Investments,Sergei Popov,51,Switzerland,,Banking,Finance & Investments,Russia,,TRUE,E,M,8/12/1971 0:00,Popov,Sergei,,4/4/2023 5:01,,,1971,8,12,99.55,0.4,"$703,082,435,360 ",59.6,105.2,83.6,10.1,28.8,8574832,46.818188,8.227512 +949,3100,Finance & Investments,Penny Pritzker,63,United States,Chicago,"Hotels, investments",Finance & Investments,United States,Inspired Capital,FALSE,D,F,5/2/1959 0:00,Pritzker,Penny,Cofounder,4/4/2023 5:01,Illinois,Midwest,1959,5,2,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +949,3100,Diversified,Theodore Rachmat,79,Indonesia,Jakarta,Diversified,Diversified,Indonesia,,FALSE,D,M,12/15/1943 0:00,Rachmat,Theodore,,4/4/2023 5:01,,,1943,12,15,151.18,3,"$1,119,190,780,753 ",36.3,106.4,71.5,10.2,30.1,270203917,-0.789275,113.921327 +949,3100,Fashion & Retail,Renzo Rosso & family,67,Italy,Bassano del Grappa,Fashion,Fashion & Retail,Italy,,TRUE,D,M,9/15/1955 0:00,Rosso,Renzo,,4/4/2023 5:01,,,1955,9,15,110.62,0.6,"$2,001,244,392,042 ",61.9,101.9,82.9,24.3,59.1,60297396,41.87194,12.56738 +949,3100,Media & Entertainment,Friede Springer,80,Germany,Berlin,Publishing,Media & Entertainment,Germany,,FALSE,D,F,8/15/1942 0:00,Springer,Friede,,4/4/2023 5:01,,,1942,8,15,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +949,3100,Real Estate,Rita Tong Liu,74,Hong Kong,Hong Kong,Real estate,Real Estate,Hong Kong,,TRUE,D,F,6/29/1948 0:00,Tong Liu,Rita,,4/4/2023 5:01,,,1948,6,29,,,,,,,,,,, +949,3100,Finance & Investments,Timur Turlov,35,Kazakhstan,Almaty,Stock brokerage,Finance & Investments,Kazakhstan,,TRUE,U,M,11/13/1987 0:00,Turlov,Timur,,4/4/2023 5:01,,,1987,11,13,182.75,5.2,"$180,161,741,180 ",61.7,104.4,73.2,11.7,28.4,18513930,48.019573,66.923684 +949,3100,Fashion & Retail,Frank VanderSloot,74,United States,Idaho Falls,"Nutrition, wellness products",Fashion & Retail,United States,,TRUE,U,M,8/14/1948 0:00,VanderSloot,Frank,,4/4/2023 5:01,Idaho,West,1948,8,14,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +949,3100,Media & Entertainment,Yoo Jung-hyun,53,South Korea,Jeju-do,Online games,Media & Entertainment,South Korea,,TRUE,U,F,4/16/1969 0:00,Yoo,Jung-hyun,,4/4/2023 5:01,,,1969,4,16,115.16,0.4,"$2,029,000,000,000 ",94.3,98.1,82.6,15.6,33.2,51709098,35.907757,127.766922 +982,3000,Diversified,Abdulla bin Ahmad Al Ghurair & family,,United Arab Emirates,Dubai,Diversified,Diversified,United Arab Emirates,,FALSE,U,M,,Al Ghurair,Abdulla bin Ahmad,Athlete,4/4/2023 5:01,,,,,,114.52,-1.9,"$421,142,267,938 ",36.8,108.4,77.8,0.1,15.9,9770529,23.424076,53.847818 +982,3000,Diversified,Semahat Sevim Arsel,94,Turkey,Istanbul,Diversified,Diversified,Turkey,,FALSE,U,F,9/8/1928 0:00,Arsel,Semahat Sevim,,4/4/2023 5:01,,,1928,9,8,234.44,15.2,"$754,411,708,203 ",23.9,93.2,77.4,17.9,42.3,83429615,38.963745,35.243322 +982,3000,Real Estate,Nicolas Berggruen,61,United States,Beverly Hills,"Real estate, investments",Real Estate,United States,,FALSE,U,M,8/10/1961 0:00,Berggruen,Nicolas,,4/4/2023 5:01,California,West,1961,8,10,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +982,3000,Energy,George Bishop,85,United States,The Woodlands,Oil & gas,Energy,United States,,TRUE,U,M,10/6/1937 0:00,Bishop,George,,4/4/2023 5:01,Texas,South,1937,10,6,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +982,3000,Automotive,Norman Braman,90,United States,Miami,"Art, car dealerships",Automotive,United States,,TRUE,U,M,8/22/1932 0:00,Braman,Norman,,4/4/2023 5:01,Florida,South,1932,8,22,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +982,3000,Technology,Eva Maria Bucher-Haefner,66,Switzerland,Zurich,"Software, investments",Technology,Switzerland,,FALSE,E,F,1/1/1957 0:00,Bucher-Haefner,Eva Maria,,4/4/2023 5:01,,,1957,1,1,99.55,0.4,"$703,082,435,360 ",59.6,105.2,83.6,10.1,28.8,8574832,46.818188,8.227512 +982,3000,Healthcare,Cai Dongchen,70,China,Luancheng,Pharmaceuticals,Healthcare,China,,TRUE,D,M,2/1/1953 0:00,Cai,Dongchen,,4/4/2023 5:01,,,1953,2,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +982,3000,Food & Beverage,Jean-Pierre Cayard,80,France,Paris,Spirits,Food & Beverage,France,,FALSE,U,M,1/1/1943 0:00,Cayard,Jean-Pierre,,4/4/2023 5:01,,,1943,1,1,110.05,1.1,"$2,715,518,274,227 ",65.6,102.5,82.5,24.2,60.7,67059887,46.227638,2.213749 +982,3000,Real Estate,Chan Tan Ching-fen,,Hong Kong,Hong Kong,Real estate,Real Estate,Hong Kong,,FALSE,D,F,,Chan,Tan Ching-fen,,4/4/2023 5:01,,,,,,,,,,,,,,,, +982,3000,Fashion & Retail,Todd Christopher,60,United States,Clearwater,Hair care products,Fashion & Retail,United States,,TRUE,E,M,10/8/1962 0:00,Christopher,Todd,,4/4/2023 5:01,Florida,South,1962,10,8,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +982,3000,Real Estate,Mang Yee Chu & family,63,China,Guangzhou,Real estate,Real Estate,China,,TRUE,D,M,1/1/1960 0:00,Chu,Mang Yee,,4/4/2023 5:01,,,1960,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +982,3000,Finance & Investments,"William Conway, Jr.",73,United States,McLean,Private equity,Finance & Investments,United States,Carlyle Group,TRUE,D,M,8/27/1949 0:00,Conway,William,Co-Chief Executive Officer and Co-founder,4/4/2023 5:01,Virginia,South,1949,8,27,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +982,3000,Fashion & Retail,Jean Coutu & family,95,Canada,Montreal,Drugstores,Fashion & Retail,Canada,Jean Coutu Group (PJC) Inc. (Cl A),TRUE,D,M,5/29/1927 0:00,Coutu,Jean,Chairman,4/4/2023 5:01,,,1927,5,29,116.76,1.9,"$1,736,425,629,520 ",68.9,100.9,81.9,12.8,24.5,36991981,56.130366,-106.346771 +982,3000,Automotive,Catheline Perier D'Ieteren,78,,,"Auto parts, distribution",Automotive,Belgium,,FALSE,N,F,7/5/1944 0:00,D'Ieteren,Catheline Perier,,4/4/2023 5:01,,,1944,7,5,,,,,,,,,,, +982,3000,Real Estate,"Edward DeBartolo, Jr.",76,United States,Tampa,Shopping centers,Real Estate,United States,,FALSE,U,M,11/6/1946 0:00,DeBartolo,Edward,,4/4/2023 5:01,Florida,South,1946,11,6,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +982,3000,Finance & Investments,Stephen Deckoff,57,United States,St. John,Private equity,Finance & Investments,United States,,TRUE,N,M,11/4/1965 0:00,Deckoff,Stephen,,4/4/2023 5:01,U.S. Virgin Islands,U.S. Territories,1965,11,4,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +982,3000,Metals & Mining,Feng Hailiang,62,China,Zhuji,"Copper, education",Metals & Mining,China,,TRUE,U,M,10/1/1960 0:00,Feng,Hailiang,,4/4/2023 5:01,,,1960,10,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +982,3000,Automotive,"Ernest Garcia, II.",65,United States,Tempe,Used cars,Automotive,United States,,TRUE,D,M,5/21/1957 0:00,Garcia,Ernest,,4/4/2023 5:01,Arizona,West,1957,5,21,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +982,3000,Food & Beverage,Sam Goi,76,Singapore,Singapore,Frozen foods,Food & Beverage,Singapore,,TRUE,U,M,12/28/1946 0:00,Goi,Sam,,4/4/2023 5:01,,,1946,12,28,114.41,0.6,"$372,062,527,489 ",84.8,100.6,83.1,13.1,21,5703569,1.352083,103.819836 +982,3000,Diversified,Carlos Hank Rhon,75,Mexico,Mexico City,Banking,Diversified,Mexico,,FALSE,U,M,12/10/1947 0:00,Hank Rhon,Carlos,,4/4/2023 5:01,,,1947,12,10,141.54,3.6,"$1,258,286,717,125 ",40.2,105.8,75,13.1,55.1,126014024,23.634501,-102.552784 +982,3000,Manufacturing,Susan Carol Holland,66,Italy,Milan,Hearing aids,Manufacturing,Italy,,FALSE,D,F,5/27/1956 0:00,Holland,Susan Carol,,4/4/2023 5:01,,,1956,5,27,110.62,0.6,"$2,001,244,392,042 ",61.9,101.9,82.9,24.3,59.1,60297396,41.87194,12.56738 +982,3000,Real Estate,Hui Ka Yan,64,China,Shenzhen,Real estate,Real Estate,China,,TRUE,D,M,10/1/1958 0:00,Hui,Ka Yan,,4/4/2023 5:01,,,1958,10,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +982,3000,Manufacturing,Vivek Jain,67,India,Delhi,Chemicals,Manufacturing,India,,FALSE,U,M,8/30/1955 0:00,Jain,Vivek,,4/4/2023 5:01,,,1955,8,30,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +982,3000,Fashion & Retail,Friedrich Knapp,71,Germany,Brunswick,Fashion retail,Fashion & Retail,Germany,,TRUE,D,M,5/6/1951 0:00,Knapp,Friedrich,,4/4/2023 5:01,,,1951,5,6,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +982,3000,Healthcare,Egor Kulkov,51,Switzerland,Grimisuat,Pharmaceuticals,Healthcare,Russia,,TRUE,U,M,12/7/1971 0:00,Kulkov,Egor,,4/4/2023 5:01,,,1971,12,7,99.55,0.4,"$703,082,435,360 ",59.6,105.2,83.6,10.1,28.8,8574832,46.818188,8.227512 +982,3000,Fashion & Retail,Lin Ming-hsiung,73,Taiwan,Taipei,Supermarkets,Fashion & Retail,Taiwan,,TRUE,D,M,1/1/1950 0:00,Lin,Ming-hsiung,,4/4/2023 5:01,,,1950,1,1,,,,,,,,,,, +982,3000,Technology,Lin Xiucheng & family,67,China,Xiamen,Electronics,Technology,China,,TRUE,D,M,10/10/1955 0:00,Lin,Xiucheng,,4/4/2023 5:01,,,1955,10,10,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +982,3000,Food & Beverage,Harsh Mariwala,71,India,Mumbai,Consumer goods,Food & Beverage,India,,FALSE,D,M,5/14/1951 0:00,Mariwala,Harsh,,4/4/2023 5:01,,,1951,5,14,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +982,3000,Healthcare,Gilles Martin,59,France,Nantes,Laboratory services,Healthcare,France,,TRUE,D,M,10/20/1963 0:00,Martin,Gilles,,4/4/2023 5:01,,,1963,10,20,110.05,1.1,"$2,715,518,274,227 ",65.6,102.5,82.5,24.2,60.7,67059887,46.227638,2.213749 +982,3000,Healthcare,Maja Oeri,68,Switzerland,Basel,Pharmaceuticals,Healthcare,Switzerland,,FALSE,D,F,1/1/1955 0:00,Oeri,Maja,,4/4/2023 5:01,,,1955,1,1,99.55,0.4,"$703,082,435,360 ",59.6,105.2,83.6,10.1,28.8,8574832,46.818188,8.227512 +982,3000,Finance & Investments,John Paulson,67,United States,New York,Hedge funds,Finance & Investments,United States,Paulson & Co. Inc.,TRUE,D,M,12/14/1955 0:00,Paulson,John,Founder,4/4/2023 5:01,New York,Northeast,1955,12,14,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +982,3000,Healthcare,Ajay Piramal,67,India,Mumbai,Pharmaceuticals,Healthcare,India,,FALSE,D,M,8/3/1955 0:00,Piramal,Ajay,,4/4/2023 5:01,,,1955,8,3,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +982,3000,Fashion & Retail,Guanghe Qiu & family,71,China,Wenzhou,Fashion retail,Fashion & Retail,China,,TRUE,D,M,11/10/1951 0:00,Qiu,Guanghe,,4/4/2023 5:01,,,1951,11,10,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +982,3000,Fashion & Retail,Stephen Rubin,86,United Kingdom,London,Sports apparel,Fashion & Retail,United Kingdom,,FALSE,R,M,3/12/1937 0:00,Rubin,Stephen,,4/4/2023 5:01,,,1937,3,12,119.62,1.7,"$2,827,113,184,696 ",60,101.2,81.3,25.5,30.6,66834405,55.378051,-3.435973 +982,3000,Food & Beverage,Robert Sands,64,United States,Delray Beach,Liquor,Food & Beverage,United States,,FALSE,Split Family Fortune,M,6/10/1958 0:00,Sands,Robert,,4/4/2023 5:01,Florida,South,1958,6,10,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +982,3000,Real Estate,Erik Selin,55,Sweden,Göteborg,Real estate,Real Estate,Sweden,,TRUE,D,M,5/8/1967 0:00,Selin,Erik,,4/4/2023 5:01,,,1967,5,8,110.51,1.8,"$530,832,908,738 ",67,126.6,82.5,27.9,49.1,10285453,60.128161,18.643501 +982,3000,Food & Beverage,Yonghong Shi & family,54,China,Chengdu,Restaurants,Food & Beverage,China,,TRUE,D,M,1/1/1969 0:00,Shi,Yonghong,,4/4/2023 5:01,,,1969,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +982,3000,Manufacturing,Martua Sitorus,63,Singapore,Singapore,Palm oil,Manufacturing,Indonesia,,TRUE,U,M,2/18/1960 0:00,Sitorus,Martua,,4/4/2023 5:01,,,1960,2,18,114.41,0.6,"$372,062,527,489 ",84.8,100.6,83.1,13.1,21,5703569,1.352083,103.819836 +982,3000,Diversified,Guangxin Sun,60,China,Urumqi,Diversified,Diversified,China,,TRUE,U,M,12/1/1962 0:00,Sun,Guangxin,,4/4/2023 5:01,,,1962,12,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +982,3000,Diversified,Sukanto Tanoto,73,Singapore,Singapore,Diversified,Diversified,Indonesia,,TRUE,U,M,12/25/1949 0:00,Tanoto,Sukanto,,4/4/2023 5:01,,,1949,12,25,114.41,0.6,"$372,062,527,489 ",84.8,100.6,83.1,13.1,21,5703569,1.352083,103.819836 +982,3000,Service,Sunny Varkey,65,United Arab Emirates,Dubai,Education,Service,India,,FALSE,U,M,4/9/1957 0:00,Varkey,Sunny,,4/4/2023 5:01,,,1957,4,9,114.52,-1.9,"$421,142,267,938 ",36.8,108.4,77.8,0.1,15.9,9770529,23.424076,53.847818 +982,3000,Media & Entertainment,Gang Ye,42,Singapore,Singapore,Gaming,Media & Entertainment,Singapore,,TRUE,D,M,6/1/1980 0:00,Ye,Gang,,4/4/2023 5:01,,,1980,6,1,114.41,0.6,"$372,062,527,489 ",84.8,100.6,83.1,13.1,21,5703569,1.352083,103.819836 +982,3000,Healthcare,Ye Xiaoping,60,China,Hangzhou,Pharmaceuticals,Healthcare,China,,TRUE,U,M,2/1/1963 0:00,Ye,Xiaoping,,4/4/2023 5:01,,,1963,2,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +982,3000,Finance & Investments,Lei Zhang,50,Hong Kong,Hong Kong,Investments,Finance & Investments,China,,TRUE,E,M,12/1/1972 0:00,Zhang,Lei,,4/4/2023 5:01,,,1972,12,1,,,,,,,,,,, +982,3000,Manufacturing,Zhu Gongshan & family,65,China,Shanghai,Solar panel materials,Manufacturing,China,,TRUE,D,M,1/1/1958 0:00,Zhu,Gongshan,,4/4/2023 5:01,,,1958,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1027,2900,Fashion & Retail,Isak Andic & family,69,Spain,Barcelona,Fashion retail,Fashion & Retail,Spain,,TRUE,U,M,10/20/1953 0:00,Andic,Isak,,4/4/2023 5:01,,,1953,10,20,110.96,0.7,"$1,394,116,310,769 ",88.9,102.7,83.3,14.2,47,47076781,40.463667,-3.74922 +1027,2900,Automotive,Alberto Bombassei,82,Italy,Bergamo,Automotive brakes,Automotive,Italy,,FALSE,U,M,10/5/1940 0:00,Bombassei,Alberto,,4/4/2023 5:01,,,1940,10,5,110.62,0.6,"$2,001,244,392,042 ",61.9,101.9,82.9,24.3,59.1,60297396,41.87194,12.56738 +1027,2900,Healthcare,Cao Longxiang & family,65,China,Taixing,Pharmaceuticals,Healthcare,China,,TRUE,E,M,9/5/1957 0:00,Cao,Longxiang,,4/4/2023 5:01,,,1957,9,5,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1027,2900,Real Estate,"Roy Carroll, II.",60,United States,Greensboro,Real estate,Real Estate,United States,,TRUE,N,M,11/1/1962 0:00,Carroll,Roy,,4/4/2023 5:01,North Carolina,South,1962,11,1,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1027,2900,Telecom,John Caudwell,70,United Kingdom,Stoke-on-Trent,Mobile phones,Telecom,United Kingdom,,TRUE,D,M,10/1/1952 0:00,Caudwell,John,,4/4/2023 5:01,,,1952,10,1,119.62,1.7,"$2,827,113,184,696 ",60,101.2,81.3,25.5,30.6,66834405,55.378051,-3.435973 +1027,2900,Technology,James Clark,79,United States,Palm Beach,"Netscape, investments",Technology,United States,Netscape Communications Corporation,TRUE,D,M,3/23/1944 0:00,Clark,James,Cofounder,4/4/2023 5:01,Florida,South,1944,3,23,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1027,2900,Fashion & Retail,Jacques D'Amours,66,Canada,Montreal,Convenience stores,Fashion & Retail,Canada,Alimentation Couche Tard Inc. Cl A,TRUE,U,M,12/8/1956 0:00,D'Amours,Jacques,Vice President and Cofounder,4/4/2023 5:01,,,1956,12,8,116.76,1.9,"$1,736,425,629,520 ",68.9,100.9,81.9,12.8,24.5,36991981,56.130366,-106.346771 +1027,2900,Fashion & Retail,John Paul DeJoria,78,United States,Austin,"Hair products, tequila",Fashion & Retail,United States,,TRUE,U,M,4/13/1944 0:00,DeJoria,John Paul,,4/4/2023 5:01,Texas,South,1944,4,13,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1027,2900,Sports,Bernard Ecclestone & family,92,United Kingdom,London,Formula One,Sports,United Kingdom,,TRUE,D,M,10/28/1930 0:00,Ecclestone,Bernard,,4/4/2023 5:01,,,1930,10,28,119.62,1.7,"$2,827,113,184,696 ",60,101.2,81.3,25.5,30.6,66834405,55.378051,-3.435973 +1027,2900,Technology,Michael Federmann & family,79,Israel,Tel Aviv,"Defense, hotels",Technology,Israel,,TRUE,D,M,9/9/1943 0:00,Federmann,Michael,,4/4/2023 5:01,,,1943,9,9,108.15,0.8,"$395,098,666,122 ",63.4,104.9,82.8,23.1,25.3,9053300,31.046051,34.851612 +1027,2900,Media & Entertainment,Kenneth Feld & family,74,United States,Sarasota,Live entertainment,Media & Entertainment,United States,Feld Entertainment,FALSE,U,M,10/31/1948 0:00,Feld,Kenneth,Chairman,4/4/2023 5:01,Florida,South,1948,10,31,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1027,2900,Manufacturing,Gu Yuhua & family,73,China,Hangzhou,Furniture,Manufacturing,China,,TRUE,D,M,10/5/1949 0:00,Gu,Yuhua,,4/4/2023 5:01,,,1949,10,5,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1027,2900,Construction & Engineering,Otto Happel,75,Switzerland,Luzerne,Engineering,Construction & Engineering,Germany,,FALSE,D,M,2/9/1948 0:00,Happel,Otto,,4/4/2023 5:01,,,1948,2,9,99.55,0.4,"$703,082,435,360 ",59.6,105.2,83.6,10.1,28.8,8574832,46.818188,8.227512 +1027,2900,Healthcare,Gudrun Heine,68,Germany,Ohningen,Medical devices,Healthcare,Germany,,FALSE,D,F,10/19/1954 0:00,Heine,Gudrun,,4/4/2023 5:01,,,1954,10,19,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +1027,2900,Real Estate,Donald Horton & family,73,United States,Fort Worth,Homebuilding,Real Estate,United States,,TRUE,U,M,3/5/1950 0:00,Horton,Donald,,4/4/2023 5:01,Texas,South,1950,3,5,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1027,2900,Real Estate,Zarakh Iliev,56,Russia,Moscow,Real estate,Real Estate,Russia,,TRUE,U,M,9/9/1966 0:00,Iliev,Zarakh,,4/4/2023 5:01,,,1966,9,9,180.75,4.5,"$1,699,876,578,871 ",81.9,102.6,72.7,11.4,46.2,144373535,61.52401,105.318756 +1027,2900,Diversified,Ipek Kirac,38,Turkey,Istanbul,Diversified,Diversified,Turkey,,FALSE,U,F,11/28/1984 0:00,Kirac,Ipek,,4/4/2023 5:01,,,1984,11,28,234.44,15.2,"$754,411,708,203 ",23.9,93.2,77.4,17.9,42.3,83429615,38.963745,35.243322 +1027,2900,Technology,Lee Seo-hyun,49,South Korea,Seoul,Samsung,Technology,South Korea,,FALSE,D,F,9/20/1973 0:00,Lee,Seo-hyun,,4/4/2023 5:01,,,1973,9,20,115.16,0.4,"$2,029,000,000,000 ",94.3,98.1,82.6,15.6,33.2,51709098,35.907757,127.766922 +1027,2900,Healthcare,Li Jianquan & family,66,China,Shenzhen,Consumer products,Healthcare,Hong Kong,,TRUE,D,M,1/1/1957 0:00,Li,Jianquan,,4/4/2023 5:01,,,1957,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1027,2900,Healthcare,Li Li,57,China,Changsha,Healthcare,Healthcare,China,,TRUE,U,M,9/1/1965 0:00,Li,Li,,4/4/2023 5:01,,,1965,9,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1027,2900,Manufacturing,Li Xiaohua & family,61,China,Yuxi,Packaging,Manufacturing,China,,TRUE,D,M,1/1/1962 0:00,Li,Xiaohua,,4/4/2023 5:01,,,1962,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1027,2900,Manufacturing,Liu Xiaodong,55,China,Shanghai,Flavorings,Manufacturing,China,,TRUE,U,M,7/3/1967 0:00,Liu,Xiaodong,,4/4/2023 5:01,,,1967,7,3,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1027,2900,Technology,Martin Lorentzon,54,Sweden,Stockholm,Spotify,Technology,Sweden,,TRUE,E,M,4/1/1969 0:00,Lorentzon,Martin,,4/4/2023 5:01,,,1969,4,1,110.51,1.8,"$530,832,908,738 ",67,126.6,82.5,27.9,49.1,10285453,60.128161,18.643501 +1027,2900,Energy,Ronald McAulay,87,Hong Kong,Hong Kong,Energy,Energy,Hong Kong,,FALSE,D,M,10/5/1935 0:00,McAulay,Ronald,,4/4/2023 5:01,,,1935,10,5,,,,,,,,,,, +1027,2900,Fashion & Retail,Erwin Franz Mueller,90,Germany,Ulm,Drugstores,Fashion & Retail,Germany,,TRUE,U,M,8/9/1932 0:00,Mueller,Erwin Franz,,4/4/2023 5:01,,,1932,8,9,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +1027,2900,Technology,Georg Nemetschek & family,89,Germany,Munich,Software,Technology,Germany,,TRUE,D,M,1/1/1934 0:00,Nemetschek,Georg,,4/4/2023 5:01,,,1934,1,1,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +1027,2900,Real Estate,God Nisanov,50,Russia,Moscow,Real estate,Real Estate,Russia,,TRUE,U,M,4/24/1972 0:00,Nisanov,God,,4/4/2023 5:01,,,1972,4,24,180.75,4.5,"$1,699,876,578,871 ",81.9,102.6,72.7,11.4,46.2,144373535,61.52401,105.318756 +1027,2900,Real Estate,Vikas Oberoi,52,India,Mumbai,Real estate,Real Estate,India,,FALSE,D,M,9/8/1970 0:00,Oberoi,Vikas,,4/4/2023 5:01,,,1970,9,8,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +1027,2900,Energy,Gregorio Perez Companc & family,87,Argentina,Buenos Aires,Oil & gas,Energy,Argentina,,TRUE,U,M,8/23/1935 0:00,Perez Companc,Gregorio,,4/4/2023 5:01,,,1935,8,23,232.75,53.5,"$449,663,446,954 ",90,109.7,76.5,10.1,106.3,44938712,-38.416097,-63.616672 +1027,2900,Finance & Investments,Sebastian Piñera & family,73,Chile,Santiago,Investments,Finance & Investments,Chile,Chile,TRUE,U,M,12/1/1949 0:00,Piñera,Sebastian,President,4/4/2023 5:01,,,1949,12,1,131.91,2.6,"$282,318,159,745 ",88.5,101.4,80,18.2,34,18952038,-35.675147,-71.542969 +1027,2900,Automotive,Arvind Poddar,65,India,Mumbai,Tires,Automotive,India,,FALSE,D,M,11/7/1957 0:00,Poddar,Arvind,,4/4/2023 5:01,,,1957,11,7,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +1027,2900,Healthcare,Alexey Repik,43,Russia,Moscow,Pharmaceuticals,Healthcare,Russia,,TRUE,U,M,8/27/1979 0:00,Repik,Alexey,,4/4/2023 5:01,,,1979,8,27,180.75,4.5,"$1,699,876,578,871 ",81.9,102.6,72.7,11.4,46.2,144373535,61.52401,105.318756 +1027,2900,Media & Entertainment,Haim Saban,78,United States,Beverly Hills,"TV network, investments",Media & Entertainment,United States,,TRUE,D,M,10/15/1944 0:00,Saban,Haim,,4/4/2023 5:01,California,West,1944,10,15,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1027,2900,Food & Beverage,Rodney Sacks,73,United States,Laguna Beach,Energy drinks,Food & Beverage,United States,Monster Beverage,TRUE,U,M,12/24/1949 0:00,Sacks,Rodney,CEO,4/4/2023 5:01,California,West,1949,12,24,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1027,2900,Finance & Investments,Karthik Sarma,48,United States,New York,Hedge fund,Finance & Investments,India,,TRUE,D,M,12/1/1974 0:00,Sarma,Karthik,,4/4/2023 5:01,New York,Northeast,1974,12,1,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1027,2900,Healthcare,Sybill Storz,85,Germany,Leipzig,Medical devices,Healthcare,Germany,,FALSE,D,F,4/6/1937 0:00,Storz,Sybill,,4/4/2023 5:01,,,1937,4,6,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +1027,2900,Finance & Investments,Daniel Sundheim,46,United States,New York,Hedge funds,Finance & Investments,United States,,TRUE,D,M,3/29/1977 0:00,Sundheim,Daniel,Investor,4/4/2023 5:01,New York,Northeast,1977,3,29,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1027,2900,Food & Beverage,"William Wrigley, Jr.",59,United States,North Palm Beach,Chewing gum,Food & Beverage,United States,"Wrigley Management, Inc.",FALSE,D,M,11/1/1963 0:00,Wrigley,William,Investor,4/4/2023 5:01,Florida,South,1963,11,1,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1027,2900,Fashion & Retail,Zhang Wenzhong,61,China,Beijing,Supermarkets,Fashion & Retail,China,,TRUE,D,M,1/1/1962 0:00,Zhang,Wenzhong,,4/4/2023 5:01,,,1962,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1027,2900,Fashion & Retail,Zhou Jianping,62,China,Jiangyin,Fashion retail,Fashion & Retail,China,,TRUE,E,M,5/28/1960 0:00,Zhou,Jianping,,4/4/2023 5:01,,,1960,5,28,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1067,2800,Fashion & Retail,Joy Alukkas,66,India,Cochin,Jewelry,Fashion & Retail,India,,FALSE,U,M,9/4/1956 0:00,Alukkas,Joy,,4/4/2023 5:01,,,1956,9,4,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +1067,2800,Healthcare,Kang An,74,China,Xinxiang,Pharmaceuticals,Healthcare,China,,TRUE,D,M,1/1/1949 0:00,An,Kang,,4/4/2023 5:01,,,1949,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1067,2800,Technology,Garrett Camp,44,United States,San Francisco,Uber,Technology,Canada,Uber Technologies Inc.,TRUE,E,M,10/4/1978 0:00,Camp,Garrett,Cofounder and Chairman,4/4/2023 5:01,California,West,1978,10,4,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1067,2800,Gambling & Casinos,Chen Lip Keong,75,Cambodia,Phnom Penh,"Casinos, property, energy",Gambling & Casinos,Malaysia,,TRUE,U,M,7/1/1947 0:00,Chen,Lip Keong,,4/4/2023 5:01,,,1947,7,1,127.63,2.5,"$27,089,389,787 ",13.7,107.4,69.6,17.1,23.1,16486542,12.565679,104.990963 +1067,2800,Real Estate,Choo Chong Ngen,69,Singapore,Singapore,Hotels,Real Estate,Singapore,,TRUE,U,M,4/21/1953 0:00,Choo,Chong Ngen,,4/4/2023 5:01,,,1953,4,21,114.41,0.6,"$372,062,527,489 ",84.8,100.6,83.1,13.1,21,5703569,1.352083,103.819836 +1067,2800,Automotive,Euisun Chung,52,South Korea,Seoul,Hyundai,Automotive,South Korea,Hyundai Motor Co. Ltd.,FALSE,D,M,10/18/1970 0:00,Chung,Euisun,,4/4/2023 5:01,,,1970,10,18,115.16,0.4,"$2,029,000,000,000 ",94.3,98.1,82.6,15.6,33.2,51709098,35.907757,127.766922 +1067,2800,Diversified,Smita Crishna-Godrej,72,India,Mumbai,Consumer goods,Diversified,India,,FALSE,U,F,12/30/1950 0:00,Crishna-Godrej,Smita,,4/4/2023 5:01,,,1950,12,30,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +1067,2800,Fashion & Retail,Eleanor Butt Crook & family,90,United States,San Marcos,Supermarkets,Fashion & Retail,United States,,FALSE,N,F,7/21/1932 0:00,Crook,Eleanor Butt,,4/4/2023 5:01,Texas,South,1932,7,21,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1067,2800,Manufacturing,Du Jiangtao & family,53,China,Beijing,Chemicals,Manufacturing,China,,TRUE,D,M,11/17/1969 0:00,Du,Jiangtao,,4/4/2023 5:01,,,1969,11,17,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1067,2800,Sports,Lorenzo Fertitta,54,United States,Las Vegas,"Casinos, mixed martial arts",Sports,United States,,FALSE,U,M,1/3/1969 0:00,Fertitta,Lorenzo,,4/4/2023 5:01,Nevada,West,1969,1,3,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1067,2800,Technology,Sebastian Glaser,,Germany,Munich,Sensor technology,Technology,Germany,,FALSE,U,M,,Glaser,Sebastian,,4/4/2023 5:01,,,,,,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +1067,2800,Diversified,Adi Godrej,81,India,Mumbai,Consumer goods,Diversified,India,,FALSE,U,M,4/3/1942 0:00,Godrej,Adi,,4/4/2023 5:01,,,1942,4,3,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +1067,2800,Diversified,Jamshyd Godrej,74,India,Mumbai,Diversified,Diversified,India,,FALSE,U,M,1/24/1949 0:00,Godrej,Jamshyd,,4/4/2023 5:01,,,1949,1,24,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +1067,2800,Real Estate,Lee Yeow Chor,56,Malaysia,,"Palm oil, property",Real Estate,Malaysia,,FALSE,Split Family Fortune,M,1/1/1967 0:00,Lee,Yeow Chor,,4/4/2023 5:01,,,1967,1,1,121.46,0.7,"$364,701,517,788 ",45.1,105.3,76,12,38.7,32447385,4.210484,101.975766 +1067,2800,Manufacturing,Li Weiguo,58,China,Beijing,Construction materials,Manufacturing,China,,TRUE,D,M,1/1/1965 0:00,Li,Weiguo,,4/4/2023 5:01,,,1965,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1067,2800,Manufacturing,Dmitry Mazepin,54,Russia,Moscow,Chemicals,Manufacturing,Russia,,TRUE,R,M,4/18/1968 0:00,Mazepin,Dmitry,,4/4/2023 5:01,,,1968,4,18,180.75,4.5,"$1,699,876,578,871 ",81.9,102.6,72.7,11.4,46.2,144373535,61.52401,105.318756 +1067,2800,Fashion & Retail,"Drayton McLane, Jr.",86,United States,Temple,"Walmart, logistics",Fashion & Retail,United States,,FALSE,D,M,7/22/1936 0:00,McLane,Drayton,,4/4/2023 5:01,Texas,South,1936,7,22,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1067,2800,Telecom,Najib Mikati,67,Lebanon,Beirut,Telecom,Telecom,Lebanon,,TRUE,D,M,11/24/1955 0:00,Mikati,Najib,,4/4/2023 5:01,,,1955,11,24,130.02,3,"$53,367,042,272 ",26.3,95.1,78.9,15.3,32.2,6855713,33.854721,35.862285 +1067,2800,Telecom,Taha Mikati,78,Lebanon,Beirut,Telecom,Telecom,Lebanon,,TRUE,D,M,1/1/1945 0:00,Mikati,Taha,,4/4/2023 5:01,,,1945,1,1,130.02,3,"$53,367,042,272 ",26.3,95.1,78.9,15.3,32.2,6855713,33.854721,35.862285 +1067,2800,Real Estate,Akira Mori & family,86,Japan,Tokyo,Real estate,Real Estate,Japan,,FALSE,D,M,7/12/1936 0:00,Mori,Akira,,4/4/2023 5:01,,,1936,7,12,105.48,0.5,"$5,081,769,542,380 ",63.2,98.8,84.2,11.9,46.7,126226568,36.204824,138.252924 +1067,2800,Diversified,Rishad Naoroji,71,India,Mumbai,Consumer goods,Diversified,India,,FALSE,U,M,8/30/1951 0:00,Naoroji,Rishad,,4/4/2023 5:01,,,1951,8,30,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +1067,2800,Diversified,Philip Niarchos,69,France,Paris,Art collection,Diversified,Greece,,FALSE,E,M,1/1/1954 0:00,Niarchos,Philip,,4/4/2023 5:01,,,1954,1,1,110.05,1.1,"$2,715,518,274,227 ",65.6,102.5,82.5,24.2,60.7,67059887,46.227638,2.213749 +1067,2800,Technology,Nandan Nilekani,67,India,Bangalore,Software services,Technology,India,,TRUE,D,M,6/2/1955 0:00,Nilekani,Nandan,,4/4/2023 5:01,,,1955,6,2,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +1067,2800,Fashion & Retail,Benjamin Otto,,Germany,Hamburg,Retail,Fashion & Retail,Germany,,FALSE,D,M,,Otto,Benjamin,,4/4/2023 5:01,,,,,,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +1067,2800,Diversified,Maren Otto,,Germany,Berlin,"Retail, real estate",Diversified,Germany,,FALSE,D,F,,Otto,Maren,,4/4/2023 5:01,,,,,,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +1067,2800,Service,Ranjan Pai,50,India,Bangalore,Education,Service,India,,FALSE,U,M,11/11/1972 0:00,Pai,Ranjan,,4/4/2023 5:01,,,1972,11,11,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +1067,2800,Manufacturing,Madhukar Parekh,76,India,Mumbai,Adhesives,Manufacturing,India,,FALSE,D,M,1/1/1947 0:00,Parekh,Madhukar,,4/4/2023 5:01,,,1947,1,1,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +1067,2800,Technology,Sean Parker,43,United States,Los Angeles,Facebook,Technology,United States,,TRUE,E,M,12/3/1979 0:00,Parker,Sean,,4/4/2023 5:01,California,West,1979,12,3,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1067,2800,Healthcare,Stewart Rahr,77,United States,New York,Drug distribution,Healthcare,United States,,FALSE,U,M,2/18/1946 0:00,Rahr,Stewart,,4/4/2023 5:01,New York,Northeast,1946,2,18,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1067,2800,Media & Entertainment,Su Hua,41,China,Beijing,Video streaming,Media & Entertainment,China,,TRUE,D,M,1/1/1982 0:00,Su,Hua,,4/4/2023 5:01,,,1982,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1067,2800,Manufacturing,Sun Shoukuan,73,China,Yingkou,"Metals, coal",Manufacturing,China,,TRUE,E,M,10/1/1949 0:00,Sun,Shoukuan,,4/4/2023 5:01,,,1949,10,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1067,2800,Manufacturing,Tseng Cheng,61,Taiwan,,Petrochemicals,Manufacturing,Taiwan,,FALSE,U,M,12/1/1961 0:00,Tseng,Cheng,,4/4/2023 5:01,,,1961,12,1,,,,,,,,,,, +1067,2800,Logistics,Tung Chee Hwa,85,Hong Kong,Hong Kong,Shipping,Logistics,Hong Kong,,FALSE,E,M,7/7/1937 0:00,Tung,Chee Hwa,,4/4/2023 5:01,,,1937,7,7,,,,,,,,,,, +1067,2800,Technology,Meg Whitman,66,United States,Los Angeles,EBay,Technology,United States,Quibi,TRUE,D,F,8/4/1956 0:00,Whitman,Meg,CEO,4/4/2023 5:01,California,West,1956,8,4,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1067,2800,Manufacturing,Wong Luen Hei,61,Hong Kong,Hong Kong,Building materials,Manufacturing,China,,TRUE,D,M,1/1/1962 0:00,Wong,Luen Hei,,4/4/2023 5:01,,,1962,1,1,,,,,,,,,,, +1067,2800,Healthcare,Chenghai Ye & family,79,Hong Kong,Hong Kong,Pharmaceuticals,Healthcare,Hong Kong,,TRUE,D,M,8/15/1943 0:00,Ye,Chenghai,,4/4/2023 5:01,,,1943,8,15,,,,,,,,,,, +1067,2800,Manufacturing,Zhu Xingming,56,China,Shenzhen,Electrical equipment,Manufacturing,China,,TRUE,U,M,3/1/1967 0:00,Zhu,Xingming,,4/4/2023 5:01,,,1967,3,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1104,2700,Finance & Investments,Jose Joao Abdalla Filho,77,Brazil,Rio de Janeiro,Investments,Finance & Investments,Brazil,,FALSE,D,M,5/30/1945 0:00,Abdalla Filho,Jose Joao,,4/4/2023 5:01,,,1945,5,30,167.4,3.7,"$1,839,758,040,766 ",51.3,115.4,75.7,14.2,65.1,212559417,-14.235004,-51.92528 +1104,2700,Finance & Investments,Juan Abello,81,Spain,Madrid,Investments,Finance & Investments,Spain,,FALSE,D,M,12/16/1941 0:00,Abello,Juan,,4/4/2023 5:01,,,1941,12,16,110.96,0.7,"$1,394,116,310,769 ",88.9,102.7,83.3,14.2,47,47076781,40.463667,-3.74922 +1104,2700,Diversified,Suhail Bahwan,84,Oman,Muscat,Diversified,Diversified,Oman,,TRUE,U,M,1/1/1939 0:00,Bahwan,Suhail,,4/4/2023 5:01,,,1939,1,1,113.53,0.1,"$76,983,094,928 ",38,103.4,77.6,2.5,27.4,5266535,21.4735329,55.975413 +1104,2700,Diversified,Madhur Bajaj,70,India,Mumbai,Diversified,Diversified,India,,FALSE,Split Family Fortune,M,8/19/1952 0:00,Bajaj,Madhur,,4/4/2023 5:01,,,1952,8,19,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +1104,2700,Diversified,Niraj Bajaj,68,India,Mumbai,Diversified,Diversified,India,,FALSE,Split Family Fortune,M,10/10/1954 0:00,Bajaj,Niraj,,4/4/2023 5:01,,,1954,10,10,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +1104,2700,Diversified,Shekhar Bajaj,74,India,Mumbai,Diversified,Diversified,India,,FALSE,Split Family Fortune,M,6/8/1948 0:00,Bajaj,Shekhar,,4/4/2023 5:01,,,1948,6,8,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +1104,2700,Finance & Investments,Harindarpal Banga,72,Hong Kong,Hong Kong,Commodities,Finance & Investments,India,,TRUE,U,M,8/10/1950 0:00,Banga,Harindarpal,,4/4/2023 5:01,,,1950,8,10,,,,,,,,,,, +1104,2700,Healthcare,Ulrike Baro,,Germany,Munich,Biopharmaceuticals,Healthcare,Germany,,FALSE,U,F,,Baro,Ulrike,,4/4/2023 5:01,,,,,,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +1104,2700,Healthcare,Anne Beaufour,59,United Kingdom,,Pharmaceuticals,Healthcare,France,,FALSE,U,F,8/8/1963 0:00,Beaufour,Anne,,4/4/2023 5:01,,,1963,8,8,119.62,1.7,"$2,827,113,184,696 ",60,101.2,81.3,25.5,30.6,66834405,55.378051,-3.435973 +1104,2700,Healthcare,Henri Beaufour,57,United Kingdom,London,Pharmaceuticals,Healthcare,France,,FALSE,U,M,6/1/1965 0:00,Beaufour,Henri,,4/4/2023 5:01,,,1965,6,1,119.62,1.7,"$2,827,113,184,696 ",60,101.2,81.3,25.5,30.6,66834405,55.378051,-3.435973 +1104,2700,Manufacturing,Andrei Bokarev,56,Russia,Moscow,"Metals, mining",Manufacturing,Russia,,TRUE,U,M,10/23/1966 0:00,Bokarev,Andrei,,4/4/2023 5:01,,,1966,10,23,180.75,4.5,"$1,699,876,578,871 ",81.9,102.6,72.7,11.4,46.2,144373535,61.52401,105.318756 +1104,2700,Food & Beverage,Jack Cowin,80,Australia,Sydney,Fast food,Food & Beverage,Australia,,TRUE,D,M,7/13/1942 0:00,Cowin,Jack,,4/4/2023 5:01,,,1942,7,13,119.8,1.6,"$1,392,680,589,329 ",113.1,100.3,82.7,23,47.4,25766605,-25.274398,133.775136 +1104,2700,Finance & Investments,Glenn Dubin,65,United States,New York,Hedge funds,Finance & Investments,United States,,TRUE,U,M,4/13/1957 0:00,Dubin,Glenn,,4/4/2023 5:01,New York,Northeast,1957,4,13,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1104,2700,Energy,N. Murray Edwards,63,United Kingdom,London,Oil & gas,Energy,Canada,,TRUE,D,M,12/10/1959 0:00,Edwards,N. Murray,,4/4/2023 5:01,,,1959,12,10,119.62,1.7,"$2,827,113,184,696 ",60,101.2,81.3,25.5,30.6,66834405,55.378051,-3.435973 +1104,2700,Sports,"Frank Fertitta, III.",61,United States,Las Vegas,"Casinos, mixed martial arts",Sports,United States,,FALSE,U,M,2/24/1962 0:00,Fertitta,Frank,,4/4/2023 5:01,Nevada,West,1962,2,24,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1104,2700,Automotive,Abhay Firodia,78,India,Pune,Automobiles,Automotive,India,,FALSE,D,M,11/5/1944 0:00,Firodia,Abhay,,4/4/2023 5:01,,,1944,11,5,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +1104,2700,Finance & Investments,Bruce Flatt,57,United Kingdom,London,Money management,Finance & Investments,Canada,,TRUE,D,M,6/1/1965 0:00,Flatt,Bruce,Investor,4/4/2023 5:01,,,1965,6,1,119.62,1.7,"$2,827,113,184,696 ",60,101.2,81.3,25.5,30.6,66834405,55.378051,-3.435973 +1104,2700,Service,Miguel Fluxa Rossello,84,Spain,Esporles,Hotels,Service,Spain,,FALSE,D,M,7/27/1938 0:00,Fluxa Rossello,Miguel,,4/4/2023 5:01,,,1938,7,27,110.96,0.7,"$1,394,116,310,769 ",88.9,102.7,83.3,14.2,47,47076781,40.463667,-3.74922 +1104,2700,Metals & Mining,Robert Friedland,72,Singapore,Singapore,Mining,Metals & Mining,United States,Ivanhoe Mines Ltd.,TRUE,U,M,8/18/1950 0:00,Friedland,Robert,Founder and Executive Chairman,4/4/2023 5:01,,,1950,8,18,114.41,0.6,"$372,062,527,489 ",84.8,100.6,83.1,13.1,21,5703569,1.352083,103.819836 +1104,2700,Metals & Mining,Alexander Frolov,58,Russia,Moscow,"Mining, steel",Metals & Mining,Russia,,TRUE,U,M,5/17/1964 0:00,Frolov,Alexander,,4/4/2023 5:01,,,1964,5,17,180.75,4.5,"$1,699,876,578,871 ",81.9,102.6,72.7,11.4,46.2,144373535,61.52401,105.318756 +1104,2700,Diversified,Nadir Godrej,72,India,Mumbai,Consumer goods,Diversified,India,,FALSE,U,M,1/1/1951 0:00,Godrej,Nadir,,4/4/2023 5:01,,,1951,1,1,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +1104,2700,Service,Maggie Hardy,57,United States,Belle Vernon,Building materials,Service,United States,,FALSE,U,F,12/7/1965 0:00,Hardy Knox,Maggie,,4/4/2023 5:01,Pennsylvania,Northeast,1965,12,7,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1104,2700,Finance & Investments,Nithin Kamath,43,India,Bangalore,Financial services,Finance & Investments,India,,TRUE,N,M,10/5/1979 0:00,Kamath,Nithin,,4/4/2023 5:01,,,1979,10,5,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +1104,2700,Construction & Engineering,Samvel Karapetyan,57,Russia,Moscow,Real estate,Construction & Engineering,Russia,,TRUE,U,M,8/18/1965 0:00,Karapetyan,Samvel,,4/4/2023 5:01,,,1965,8,18,180.75,4.5,"$1,699,876,578,871 ",81.9,102.6,72.7,11.4,46.2,144373535,61.52401,105.318756 +1104,2700,Real Estate,Kei Hoi Pang,57,Hong Kong,Hong Kong,Real estate,Real Estate,China,,TRUE,D,M,1/1/1966 0:00,Kei,Hoi Pang,,4/4/2023 5:01,,,1966,1,1,,,,,,,,,,, +1104,2700,Diversified,Mustafa Rahmi Koc,92,Turkey,Istanbul,Diversified,Diversified,Turkey,,FALSE,U,M,10/9/1930 0:00,Koc,Mustafa Rahmi,,4/4/2023 5:01,,,1930,10,9,234.44,15.2,"$754,411,708,203 ",23.9,93.2,77.4,17.9,42.3,83429615,38.963745,35.243322 +1104,2700,Finance & Investments,Yuri Kovalchuk & family,71,Russia,St. Petersburg,"Banking, insurance, media",Finance & Investments,Russia,,TRUE,U,M,7/25/1951 0:00,Kovalchuk,Yuri,,4/4/2023 5:01,,,1951,7,25,180.75,4.5,"$1,699,876,578,871 ",81.9,102.6,72.7,11.4,46.2,144373535,61.52401,105.318756 +1104,2700,Real Estate,Geoffrey Kwok,37,Hong Kong,Hong Kong,Real estate,Real Estate,Hong Kong,,FALSE,D,M,5/1/1985 0:00,Kwok,Geoffrey,,4/4/2023 5:01,,,1985,5,1,,,,,,,,,,, +1104,2700,Real Estate,Jonathan Kwok,31,Hong Kong,Hong Kong,Real Estate,Real Estate,Hong Kong,,FALSE,U,M,3/1/1992 0:00,Kwok,Jonathan,,4/4/2023 5:01,,,1992,3,1,,,,,,,,,,, +1104,2700,Manufacturing,Hans Langer,71,Germany,Gräfelfing,3D printing,Manufacturing,Germany,,TRUE,U,M,1/18/1952 0:00,Langer,Hans,,4/4/2023 5:01,,,1952,1,18,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +1104,2700,Manufacturing,Frank Laukien,63,United States,Boston,Scientific equipment,Manufacturing,United States,,FALSE,U,M,2/4/1960 0:00,Laukien,Frank,,4/4/2023 5:01,Massachusetts,Northeast,1960,2,4,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1104,2700,Real Estate,Maritsa Lazari & family,78,United Kingdom,London,Real estate,Real Estate,United Kingdom,,TRUE,D,F,10/14/1944 0:00,Lazari,Maritsa,,4/4/2023 5:01,,,1944,10,14,119.62,1.7,"$2,827,113,184,696 ",60,101.2,81.3,25.5,30.6,66834405,55.378051,-3.435973 +1104,2700,Real Estate,Angela Leong,62,Hong Kong,Hong Kong,Casinos,Real Estate,Hong Kong,,FALSE,D,F,3/23/1961 0:00,Leong,Angela,,4/4/2023 5:01,,,1961,3,23,,,,,,,,,,, +1104,2700,Technology,Li Zhongchu,59,China,Beijing,Software,Technology,China,,TRUE,D,M,8/26/1963 0:00,Li,Zhongchu,,4/4/2023 5:01,,,1963,8,26,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1104,2700,Food & Beverage,Liang Yunchao,54,China,Guangzhou,Nutritional supplements,Food & Beverage,China,,TRUE,D,M,1/3/1969 0:00,Liang,Yunchao,,4/4/2023 5:01,,,1969,1,3,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1104,2700,Sports,Vincent McMahon,77,United States,Greenwich,Entertainment,Sports,United States,,TRUE,U,M,8/24/1945 0:00,McMahon,Vincent,,4/4/2023 5:01,Connecticut,Northeast,1945,8,24,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1104,2700,Metals & Mining,Patrice Motsepe,61,South Africa,Johannesburg,Mining,Metals & Mining,South Africa,,TRUE,D,M,1/28/1962 0:00,Motsepe,Patrice,,4/4/2023 5:01,,,1962,1,28,158.93,4.1,"$351,431,649,241 ",22.4,100.9,63.9,27.5,29.2,58558270,-30.559482,22.937506 +1104,2700,Telecom,Denis O'Brien,64,Ireland,Dublin,Telecom,Telecom,Ireland,,TRUE,D,M,4/17/1958 0:00,O'Brien,Denis,,4/4/2023 5:01,,,1958,4,17,,,,,,,,,,, +1104,2700,Food & Beverage,Timm Oberwelland,,,,Candy,Food & Beverage,Germany,,FALSE,Split Family Fortune,M,,Oberwelland,Timm,,4/4/2023 5:01,,,,,,,,,,,,,,,, +1104,2700,Diversified,Dan Olsson,76,Sweden,Gothenburg,Diversified,Diversified,Sweden,,FALSE,E,M,1/1/1947 0:00,Olsson,Dan,,4/4/2023 5:01,,,1947,1,1,110.51,1.8,"$530,832,908,738 ",67,126.6,82.5,27.9,49.1,10285453,60.128161,18.643501 +1104,2700,Technology,Yuji Otsuka,69,Japan,Tokyo,"Copy machines, software",Technology,Japan,,FALSE,U,M,2/13/1954 0:00,Otsuka,Yuji,,4/4/2023 5:01,,,1954,2,13,105.48,0.5,"$5,081,769,542,380 ",63.2,98.8,84.2,11.9,46.7,126226568,36.204824,138.252924 +1104,2700,Fashion & Retail,Pan Dong,58,Hong Kong,Hong Kong,Consumer goods,Fashion & Retail,Canada,,TRUE,D,F,1/1/1965 0:00,Pan,Dong,,4/4/2023 5:01,,,1965,1,1,,,,,,,,,,, +1104,2700,Diversified,Karsanbhai Patel,79,India,Ahmedabad,Consumer goods,Diversified,India,,TRUE,D,M,1/7/1944 0:00,Patel,Karsanbhai,,4/4/2023 5:01,,,1944,1,7,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +1104,2700,Real Estate,Richard Peery,84,United States,Palo Alto,Real estate,Real Estate,United States,,TRUE,D,M,10/1/1938 0:00,Peery,Richard,,4/4/2023 5:01,California,West,1938,10,1,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1104,2700,Metals & Mining,Gianfelice Rocca,75,,,Pipe Manufacturing,Metals & Mining,Italy,,FALSE,Split Family Fortune,M,3/2/1948 0:00,Rocca,Gianfelice,,4/4/2023 5:01,,,1948,3,2,,,,,,,,,,, +1104,2700,Metals & Mining,Paolo Rocca,70,,,Pipe Manufacturing,Metals & Mining,Italy,,FALSE,Split Family Fortune,M,10/14/1952 0:00,Rocca,Paolo,,4/4/2023 5:01,,,1952,10,14,,,,,,,,,,, +1104,2700,Healthcare,Wayne Rothbaum,55,United States,Delray Beach,Biotech investing,Healthcare,United States,,TRUE,N,M,2/17/1968 0:00,Rothbaum,Wayne,Investor,4/4/2023 5:01,Florida,South,1968,2,17,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1104,2700,Technology,Jeff Rothschild,68,United States,Palo Alto,Facebook,Technology,United States,Meta Platforms,TRUE,D,M,1/2/1955 0:00,Rothschild,Jeff,Advisor,4/4/2023 5:01,California,West,1955,1,2,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1104,2700,Technology,Raj Sardana,63,United States,Atlanta,Technology services,Technology,United States,,TRUE,N,M,3/8/1960 0:00,Sardana,Raj,,4/4/2023 5:01,Georgia,South,1960,3,8,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1104,2700,Media & Entertainment,Christiane Schoeller,,,,Publishing,Media & Entertainment,Germany,,FALSE,U,F,,Schoeller,Christiane,,4/4/2023 5:01,,,,,,,,,,,,,,,, +1104,2700,Manufacturing,Salil Singhal,75,India,Delhi,Agrochemicals,Manufacturing,India,,FALSE,U,M,7/21/1947 0:00,Singhal,Salil,,4/4/2023 5:01,,,1947,7,21,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +1104,2700,Logistics,Alexander Skorobogatko,55,Russia,Moscow,"Real estate, airport",Logistics,Russia,,TRUE,U,M,9/25/1967 0:00,Skorobogatko,Alexander,,4/4/2023 5:01,,,1967,9,25,180.75,4.5,"$1,699,876,578,871 ",81.9,102.6,72.7,11.4,46.2,144373535,61.52401,105.318756 +1104,2700,Technology,Evan Spiegel,32,United States,Los Angeles,Snapchat,Technology,United States,Snap,TRUE,D,M,6/4/1990 0:00,Spiegel,Evan,Cofounder,4/4/2023 5:01,California,West,1990,6,4,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1104,2700,Service,Glen Taylor,81,United States,Mankato,Printing,Service,United States,,TRUE,U,M,4/20/1941 0:00,Taylor,Glen,,4/4/2023 5:01,Minnesota,Midwest,1941,4,20,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1104,2700,Media & Entertainment,Thomas Tull,52,United States,Pittsburgh,"Movies, investments",Media & Entertainment,United States,,TRUE,U,M,6/11/1970 0:00,Tull,Thomas,,4/4/2023 5:01,Pennsylvania,Northeast,1970,6,11,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1104,2700,Metals & Mining,Bulat Utemuratov,65,Kazakhstan,Nur-Sultan,"Mining, banking, hotels",Metals & Mining,Kazakhstan,,TRUE,D,M,1/1/1958 0:00,Utemuratov,Bulat,,4/4/2023 5:01,,,1958,1,1,182.75,5.2,"$180,161,741,180 ",61.7,104.4,73.2,11.7,28.4,18513930,48.019573,66.923684 +1104,2700,Food & Beverage,Gustav Magnar Witzoe,29,Norway,Kverva,Fish farming,Food & Beverage,Norway,,FALSE,D,M,4/22/1993 0:00,Witzoe,Gustav Magnar,,4/4/2023 5:01,,,1993,4,22,120.27,2.2,"$403,336,363,636 ",82,100.3,82.8,23.9,36.2,5347896,60.472024,8.468946 +1104,2700,Manufacturing,Wong Man Li,58,Hong Kong,Hong Kong,Furniture,Manufacturing,Hong Kong,,TRUE,D,M,2/12/1965 0:00,Wong,Man Li,,4/4/2023 5:01,,,1965,2,12,,,,,,,,,,, +1104,2700,Healthcare,Guangming Wu,61,China,Danyang,Medical equipment,Healthcare,China,,TRUE,D,M,2/27/1962 0:00,Wu,Guangming,,4/4/2023 5:01,,,1962,2,27,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1104,2700,Healthcare,Zhu Yi,59,China,Chengdu,Pharmaceuticals,Healthcare,China,,TRUE,N,M,12/1/1963 0:00,Zhu ,Yi ,,4/4/2023 5:01,,,1963,12,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1164,2600,Real Estate,Ben Ashkenazy,53,United States,New York,Real estate,Real Estate,United States,,TRUE,D,M,9/23/1969 0:00,Ashkenazy,Ben,,4/4/2023 5:01,New York,Northeast,1969,9,23,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1164,2600,Finance & Investments,Felix Baker,54,United States,New York,Biotech investing,Finance & Investments,United States,,TRUE,D,M,3/29/1969 0:00,Baker,Felix,,4/4/2023 5:01,New York,Northeast,1969,3,29,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1164,2600,Finance & Investments,Julian Baker,56,United States,New York,Investing,Finance & Investments,United States,,TRUE,D,M,5/21/1966 0:00,Baker,Julian,,4/4/2023 5:01,New York,Northeast,1966,5,21,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1164,2600,Media & Entertainment,David Baszucki,60,United States,San Francisco,Online games,Media & Entertainment,United States,,TRUE,U,M,1/20/1963 0:00,Baszucki,David,,4/4/2023 5:01,California,West,1963,1,20,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1164,2600,Food & Beverage,Joesley Batista,51,Brazil,Sao Paulo,Beef processing,Food & Beverage,Brazil,,FALSE,D,M,2/5/1972 0:00,Batista,Joesley,,4/4/2023 5:01,,,1972,2,5,167.4,3.7,"$1,839,758,040,766 ",51.3,115.4,75.7,14.2,65.1,212559417,-14.235004,-51.92528 +1164,2600,Food & Beverage,Wesley Batista,50,Brazil,Sao Paulo,Beef packing,Food & Beverage,Brazil,,FALSE,D,M,12/8/1972 0:00,Batista,Wesley,,4/4/2023 5:01,,,1972,12,8,167.4,3.7,"$1,839,758,040,766 ",51.3,115.4,75.7,14.2,65.1,212559417,-14.235004,-51.92528 +1164,2600,Media & Entertainment,Yvonne Bauer,46,Germany,Hamburg,"Magazines, media",Media & Entertainment,Germany,,FALSE,D,F,3/29/1977 0:00,Bauer,Yvonne,,4/4/2023 5:01,,,1977,3,29,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +1164,2600,Manufacturing,Miriam Baumann-Blocher,48,Switzerland,Rheinfelden,Chemicals,Manufacturing,Switzerland,,FALSE,D,F,1/1/1975 0:00,Baumann-Blocher,Miriam,,4/4/2023 5:01,,,1975,1,1,99.55,0.4,"$703,082,435,360 ",59.6,105.2,83.6,10.1,28.8,8574832,46.818188,8.227512 +1164,2600,Healthcare,Cen Junda,58,China,Lianyungang,Pharmaceuticals,Healthcare,China,,TRUE,U,M,6/18/1964 0:00,Cen,Junda,,4/4/2023 5:01,,,1964,6,18,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1164,2600,Finance & Investments,Richard Chandler,64,Singapore,Singapore,Investments,Finance & Investments,New Zealand,,FALSE,U,M,1/1/1959 0:00,Chandler,Richard,,4/4/2023 5:01,,,1959,1,1,114.41,0.6,"$372,062,527,489 ",84.8,100.6,83.1,13.1,21,5703569,1.352083,103.819836 +1164,2600,Manufacturing,Chen Zhiping,47,China,Shenzhen,E-cigarettes,Manufacturing,China,,TRUE,D,M,1/1/1976 0:00,Chen,Zhiping,,4/4/2023 5:01,,,1976,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1164,2600,Service,Fernando Chico Pardo,71,Mexico,Mexico City,Airport management,Service,Mexico,,TRUE,U,M,2/15/1952 0:00,Chico Pardo,Fernando,,4/4/2023 5:01,,,1952,2,15,141.54,3.6,"$1,258,286,717,125 ",40.2,105.8,75,13.1,55.1,126014024,23.634501,-102.552784 +1164,2600,Energy,Ray Davis,81,United States,Dallas,Pipelines,Energy,United States,,TRUE,U,M,12/18/1941 0:00,Davis,Ray,,4/4/2023 5:01,Texas,South,1941,12,18,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1164,2600,Construction & Engineering,Maria Del Pino,67,Spain,Madrid,Construction,Construction & Engineering,Spain,,FALSE,U,F,3/19/1956 0:00,Del Pino,Maria,,4/4/2023 5:01,,,1956,3,19,110.96,0.7,"$1,394,116,310,769 ",88.9,102.7,83.3,14.2,47,47076781,40.463667,-3.74922 +1164,2600,Manufacturing,Deng Weiming & family,54,China,Changsha,Battery components,Manufacturing,China,,TRUE,D,M,9/1/1968 0:00,Deng,Weiming,,4/4/2023 5:01,,,1968,9,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1164,2600,Food & Beverage,"John Dorrance, III.",79,Ireland,Dublin,Campbell Soup,Food & Beverage,Ireland,,FALSE,D,M,1/1/1944 0:00,Dorrance,John,,4/4/2023 5:01,,,1944,1,1,,,,,,,,,,, +1164,2600,Diversified,Carl Douglas,61,Sweden,Stockholm,Investments,Diversified,Sweden,,FALSE,D,M,5/5/1961 0:00,Douglas,Carl,,4/4/2023 5:01,,,1961,5,5,110.51,1.8,"$530,832,908,738 ",67,126.6,82.5,27.9,49.1,10285453,60.128161,18.643501 +1164,2600,Diversified,Eric Douglas,54,Sweden,Stockholm,Investments,Diversified,Sweden,,FALSE,D,M,5/1/1968 0:00,Douglas,Eric,,4/4/2023 5:01,,,1968,5,1,110.51,1.8,"$530,832,908,738 ",67,126.6,82.5,27.9,49.1,10285453,60.128161,18.643501 +1164,2600,Manufacturing,Fiona Geminder,58,Australia,Melbourne,Manufacturing,Manufacturing,Australia,,FALSE,D,F,12/1/1964 0:00,Geminder,Fiona,,4/4/2023 5:01,,,1964,12,1,119.8,1.6,"$1,392,680,589,329 ",113.1,100.3,82.7,23,47.4,25766605,-25.274398,133.775136 +1164,2600,Finance & Investments,Stewart Horejsi & family,85,United States,Phoenix,Berkshire Hathaway,Finance & Investments,United States,,TRUE,D,M,9/19/1937 0:00,Horejsi,Stewart,,4/4/2023 5:01,Arizona,West,1937,9,19,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1164,2600,Healthcare,Hou Juncheng,58,China,Hangzhou,Cosmetics,Healthcare,China,,TRUE,U,M,12/17/1964 0:00,Hou,Juncheng,,4/4/2023 5:01,,,1964,12,17,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1164,2600,Construction & Engineering,Zhenda Huang & family,75,China,Shantou,Construction,Construction & Engineering,China,,TRUE,D,M,9/1/1947 0:00,Huang,Zhenda,,4/4/2023 5:01,,,1947,9,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1164,2600,Service,Dmitry Kamenshchik,54,Russia,Moscow,Airport,Service,Russia,,TRUE,U,M,4/26/1968 0:00,Kamenshchik,Dmitry,,4/4/2023 5:01,,,1968,4,26,180.75,4.5,"$1,699,876,578,871 ",81.9,102.6,72.7,11.4,46.2,144373535,61.52401,105.318756 +1164,2600,Finance & Investments,Alicia Koplowitz,69,Spain,Madrid,"Construction, investments",Finance & Investments,Spain,,FALSE,D,F,9/12/1953 0:00,Koplowitz,Alicia,,4/4/2023 5:01,,,1953,9,12,110.96,0.7,"$1,394,116,310,769 ",88.9,102.7,83.3,14.2,47,47076781,40.463667,-3.74922 +1164,2600,Real Estate,Adam Kwok,40,Hong Kong,Hong Kong,Real estate,Real Estate,Hong Kong,,FALSE,U,M,4/1/1983 0:00,Kwok,Adam,,4/4/2023 5:01,,,1983,4,1,,,,,,,,,,, +1164,2600,Finance & Investments,Henry Laufer,77,United States,Lake Worth,Hedge funds,Finance & Investments,United States,,TRUE,U,M,8/13/1945 0:00,Laufer,Henry,Investor,4/4/2023 5:01,Florida,South,1945,8,13,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1164,2600,Food & Beverage,Louis Le Duff,76,France,Paris,Bakeries,Food & Beverage,France,,TRUE,U,M,8/1/1946 0:00,Le Duff,Louis,,4/4/2023 5:01,,,1946,8,1,110.05,1.1,"$2,715,518,274,227 ",65.6,102.5,82.5,24.2,60.7,67059887,46.227638,2.213749 +1164,2600,Technology,Mark Leonard & family,66,Canada,Toronto,Software,Technology,Canada,,TRUE,U,M,5/6/1956 0:00,Leonard,Mark,,4/4/2023 5:01,,,1956,5,6,116.76,1.9,"$1,736,425,629,520 ",68.9,100.9,81.9,12.8,24.5,36991981,56.130366,-106.346771 +1164,2600,Automotive,Li Guoqiang,59,China,Beijing,Auto dealerships,Automotive,China,,TRUE,D,M,1/1/1964 0:00,Li,Guoqiang,,4/4/2023 5:01,,,1964,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1164,2600,Service,Li Yongxin,47,China,Beijing,Education,Service,China,,TRUE,D,M,3/9/1976 0:00,Li,Yongxin,,4/4/2023 5:01,,,1976,3,9,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1164,2600,Finance & Investments,Peter Lim,69,Singapore,Singapore,Investments,Finance & Investments,Singapore,,TRUE,U,M,6/1/1953 0:00,Lim,Peter,,4/4/2023 5:01,,,1953,6,1,114.41,0.6,"$372,062,527,489 ",84.8,100.6,83.1,13.1,21,5703569,1.352083,103.819836 +1164,2600,Diversified,Lu Weiding,52,China,Hangzhou,Diversified,Diversified,China,,FALSE,D,M,3/1/1971 0:00,Lu,Weiding,,4/4/2023 5:01,,,1971,3,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1164,2600,Service,Sergio Mantegazza,95,Switzerland,Lugano,Travel,Service,Switzerland,,TRUE,D,M,10/31/1927 0:00,Mantegazza,Sergio,,4/4/2023 5:01,,,1927,10,31,99.55,0.4,"$703,082,435,360 ",59.6,105.2,83.6,10.1,28.8,8574832,46.818188,8.227512 +1164,2600,Finance & Investments,Hans Melchers,84,Netherlands,Vorden,"Chemicals, investments",Finance & Investments,Netherlands,,TRUE,D,M,4/28/1938 0:00,Melchers,Hans,,4/4/2023 5:01,,,1938,4,28,115.91,2.6,"$909,070,395,161 ",85,104.2,81.8,23,41.2,17332850,52.132633,5.291266 +1164,2600,Food & Beverage,C. Dean Metropoulos,76,United States,Palm Beach,Investments,Food & Beverage,United States,,TRUE,D,M,5/5/1946 0:00,Metropoulos,C. Dean,,4/4/2023 5:01,Florida,South,1946,5,5,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1164,2600,Manufacturing,Hans Georg Naeder,61,Germany,Duderstadt,Prosthetics,Manufacturing,Germany,,FALSE,E,M,9/4/1961 0:00,Naeder,Hans Georg,,4/4/2023 5:01,,,1961,9,4,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +1164,2600,Fashion & Retail,Falguni Nayar,60,India,Mumbai,Retailing,Fashion & Retail,India,Nykaa,TRUE,D,F,2/19/1963 0:00,Nayar,Falguni,Founder & CEO,4/4/2023 5:01,,,1963,2,19,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +1164,2600,Finance & Investments,James Packer,55,United States,Los Angeles,Investments,Finance & Investments,Australia,,FALSE,D,M,9/8/1967 0:00,Packer,James,,4/4/2023 5:01,California,West,1967,9,8,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1164,2600,Logistics,Alexander Ponomarenko,58,Russia,Moscow,"Real estate, airport",Logistics,Russia,,TRUE,U,M,10/27/1964 0:00,Ponomarenko,Alexander,,4/4/2023 5:01,,,1964,10,27,180.75,4.5,"$1,699,876,578,871 ",81.9,102.6,72.7,11.4,46.2,144373535,61.52401,105.318756 +1164,2600,Finance & Investments,Nicholas Pritzker,79,United States,Nicasio,"Hotels, investments",Finance & Investments,United States,,FALSE,D,M,1/1/1944 0:00,Pritzker,Nicholas,,4/4/2023 5:01,California,West,1944,1,1,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1164,2600,Food & Beverage,Alejandro Santo Domingo,46,United States,New York,Beer,Food & Beverage,United States,,FALSE,E,M,2/13/1977 0:00,Santo Domingo,Alejandro,,4/4/2023 5:01,New York,Northeast,1977,2,13,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1164,2600,Technology,Steven Sarowitz,57,United States,Highland Park,Payroll software,Technology,United States,,TRUE,D,M,11/7/1965 0:00,Sarowitz,Steven,,4/4/2023 5:01,Illinois,Midwest,1965,11,7,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1164,2600,Automotive,Maria-Elisabeth Schaeffler-Thumann,81,Germany,Herzogenaurach,Auto parts,Automotive,Germany,,FALSE,U,F,8/17/1941 0:00,Schaeffler-Thumann,Maria-Elisabeth,,4/4/2023 5:01,,,1941,8,17,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +1164,2600,Healthcare,Leonard Schleifer,70,United States,Tarrytown,Pharmaceuticals,Healthcare,United States,Regeneron Pharmaceuticals,TRUE,U,M,7/7/1952 0:00,Schleifer,Leonard,CEO and Founder,4/4/2023 5:01,New York,Northeast,1952,7,7,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1164,2600,Manufacturing,Dieter Schnabel,77,Germany,Hamburg,Chemicals,Manufacturing,Germany,,FALSE,U,M,1/1/1946 0:00,Schnabel,Dieter,,4/4/2023 5:01,,,1946,1,1,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +1164,2600,Energy,Michael S. Smith,67,United States,Miami Beach,Liquefied natural gas,Energy,United States,,TRUE,U,M,5/9/1955 0:00,Smith,Michael S.,Investor,4/4/2023 5:01,Florida,South,1955,5,9,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1164,2600,Manufacturing,Julia Thiele-Schuerhoff,51,Germany,Munich,"Brakes, investments",Manufacturing,Germany,,FALSE,D,F,1/1/1972 0:00,Thiele-Schuerhoff,Julia,,4/4/2023 5:01,,,1972,1,1,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +1164,2600,Food & Beverage,John Tyson & family,69,United States,Springdale,Food processing,Food & Beverage,United States,,FALSE,D,M,9/5/1953 0:00,Tyson,John,,4/4/2023 5:01,Arkansas,South,1953,9,5,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1164,2600,Manufacturing,Anna Katharina Viessmann,,Germany,Battenberg,Heating and cooling equipment,Manufacturing,Germany,,FALSE,D,F,,Viessmann,Anna Katharina,,4/4/2023 5:01,,,,,,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +1164,2600,Construction & Engineering,Jurgen Wirtgen,57,,,Construction Vehicles,Construction & Engineering,Germany,,FALSE,N,M,7/1/1965 0:00,Wirtgen,Jurgen,,4/4/2023 5:01,,,1965,7,1,,,,,,,,,,, +1164,2600,Construction & Engineering,Stefan Wirtgen,52,,,Construction Vehicles,Construction & Engineering,Germany,,FALSE,N,M,7/1/1970 0:00,Wirtgen,Stefan,,4/4/2023 5:01,,,1970,7,1,,,,,,,,,,, +1164,2600,Technology,Zhao Lixin,57,China,Shanghai,Electronics,Technology,China,,TRUE,D,M,1/1/1966 0:00,Zhao,Lixin,,4/4/2023 5:01,,,1966,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1164,2600,Technology,Hongyi Zhou,52,China,Beijing,Security software,Technology,China,,TRUE,U,M,10/1/1970 0:00,Zhou,Hongyi,,4/4/2023 5:01,,,1970,10,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1217,2500,Food & Beverage,S. Daniel Abraham,98,United States,Palm Beach,Slim-Fast,Food & Beverage,United States,S. Daniel Abraham Center for Middle East Peace,TRUE,U,M,8/15/1924 0:00,Abraham,S. Daniel,Chairman,4/4/2023 5:01,Florida,South,1924,8,15,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1217,2500,Fashion & Retail,Bill Alfond,74,United States,Boston,Shoes,Fashion & Retail,United States,,FALSE,D,M,5/16/1948 0:00,Alfond,Bill,,4/4/2023 5:01,Massachusetts,Northeast,1948,5,16,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1217,2500,Fashion & Retail,Susan Alfond,77,United States,Scarborough,Shoes,Fashion & Retail,United States,,FALSE,D,F,7/19/1945 0:00,Alfond,Susan,,4/4/2023 5:01,Maine,Northeast,1945,7,19,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1217,2500,Fashion & Retail,Ted Alfond,78,United States,Weston,Shoes,Fashion & Retail,United States,,FALSE,D,M,8/19/1944 0:00,Alfond,Ted,,4/4/2023 5:01,Massachusetts,Northeast,1944,8,19,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1217,2500,Construction & Engineering,Riley Bechtel & family,71,United States,San Francisco,"Engineering, construction",Construction & Engineering,United States,Bechtel Corp.,FALSE,D,M,3/25/1952 0:00,Bechtel,Riley,former Chairman and CEO,4/4/2023 5:01,California,West,1952,3,25,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1217,2500,Diversified,Thor Bjorgolfsson,56,United Kingdom,London,Investments,Diversified,Iceland,,TRUE,E,M,3/19/1967 0:00,Bjorgolfsson,Thor,,4/4/2023 5:01,,,1967,3,19,119.62,1.7,"$2,827,113,184,696 ",60,101.2,81.3,25.5,30.6,66834405,55.378051,-3.435973 +1217,2500,Food & Beverage,Charles Bronfman,91,United States,Palm Beach,Liquor,Food & Beverage,Canada,,FALSE,E,M,6/27/1931 0:00,Bronfman,Charles,,4/4/2023 5:01,Florida,South,1931,6,27,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1217,2500,Food & Beverage,Vivek Chand Burman,85,India,Delhi,Consumer goods,Food & Beverage,India,,FALSE,D,M,4/28/1937 0:00,Burman,Vivek Chand,,4/4/2023 5:01,,,1937,4,28,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +1217,2500,Automotive,Herb Chambers,81,United States,Boston,Car dealerships,Automotive,United States,,TRUE,U,M,1/1/1942 0:00,Chambers,Herb,,4/4/2023 5:01,Massachusetts,Northeast,1942,1,1,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1217,2500,Media & Entertainment,Cheng Yixiao,39,China,Beijing,Video streaming app,Media & Entertainment,China,,TRUE,D,M,1/1/1984 0:00,Cheng,Yixiao,,4/4/2023 5:01,,,1984,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1217,2500,Food & Beverage,Andrew Cherng,75,United States,Las Vegas,Fast food,Food & Beverage,United States,,TRUE,Split Family Fortune,M,4/2/1948 0:00,Cherng,Andrew,,4/4/2023 5:01,Nevada,West,1948,4,2,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1217,2500,Food & Beverage,Peggy Cherng,75,United States,Las Vegas,Fast food,Food & Beverage,United States,,TRUE,Split Family Fortune,F,12/18/1947 0:00,Cherng,Peggy,,4/4/2023 5:01,Nevada,West,1947,12,18,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1217,2500,Finance & Investments,Leon G. Cooperman,79,United States,Boca Raton,Hedge funds,Finance & Investments,United States,"Omega Advisors, Inc.",TRUE,E,M,4/25/1943 0:00,Cooperman,Leon G.,Founder,4/4/2023 5:01,Florida,South,1943,4,25,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1217,2500,Manufacturing,Yadu Hari Dalmia & family,75,India,Delhi,Cement,Manufacturing,India,,FALSE,U,M,6/2/1947 0:00,Dalmia,Yadu Hari,,4/4/2023 5:01,,,1947,6,2,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +1217,2500,Food & Beverage,Henry Davis,72,United States,Omaha,Beef processing,Food & Beverage,United States,,FALSE,U,M,2/16/1951 0:00,Davis,Henry,,4/4/2023 5:01,Nebraska,Midwest,1951,2,16,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1217,2500,Metals & Mining,Oleg Deripaska,55,Russia,Moscow,"Aluminum, utilities",Metals & Mining,Russia,,TRUE,U,M,1/2/1968 0:00,Deripaska,Oleg,,4/4/2023 5:01,,,1968,1,2,180.75,4.5,"$1,699,876,578,871 ",81.9,102.6,72.7,11.4,46.2,144373535,61.52401,105.318756 +1217,2500,Technology,Sergey Dmitriev,57,Cyprus,Paralimni,Software,Technology,Cyprus,,TRUE,D,M,3/11/1966 0:00,Dmitriev,Sergey,,4/4/2023 5:01,,,1966,3,11,102.51,0.3,"$24,564,647,935 ",75.9,99.3,80.8,24.5,22.4,1198575,35.126413,33.429859 +1217,2500,Finance & Investments,Joseph Edelman,67,United States,New York,Hedge funds,Finance & Investments,United States,Perceptive Advisors,TRUE,D,M,6/10/1955 0:00,Edelman,Joseph,Founder & CEO,4/4/2023 5:01,New York,Northeast,1955,6,10,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1217,2500,Manufacturing,Sandeep Engineer,61,India,Ahmedabad,Plastic pipes,Manufacturing,India,,TRUE,D,M,5/11/1961 0:00,Engineer,Sandeep,,4/4/2023 5:01,,,1961,5,11,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +1217,2500,Energy,Alceu Elias Feldmann & family,73,Brazil,Curitiba,Fertilizer,Energy,Brazil,,TRUE,D,M,7/1/1949 0:00,Feldmann,Alceu Elias,,4/4/2023 5:01,,,1949,7,1,167.4,3.7,"$1,839,758,040,766 ",51.3,115.4,75.7,14.2,65.1,212559417,-14.235004,-51.92528 +1217,2500,Technology,Serge Godin,73,Canada,Westmount,Information technology,Technology,Canada,CGI Group,TRUE,U,M,11/17/1949 0:00,Godin,Serge,Chairman and CEO,4/4/2023 5:01,,,1949,11,17,116.76,1.9,"$1,736,425,629,520 ",68.9,100.9,81.9,12.8,24.5,36991981,56.130366,-106.346771 +1217,2500,Finance & Investments,Alec Gores,70,United States,Beverly Hills,Private equity,Finance & Investments,United States,,TRUE,D,M,3/18/1953 0:00,Gores,Alec,,4/4/2023 5:01,California,West,1953,3,18,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1217,2500,Fashion & Retail,Bill Haslam,64,United States,Knoxville,Gas stations,Fashion & Retail,United States,,FALSE,U,M,8/23/1958 0:00,Haslam,Bill,,4/4/2023 5:01,Tennessee,South,1958,8,23,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1217,2500,Finance & Investments,J. Tomilson Hill,74,United States,New York,Investments,Finance & Investments,United States,,TRUE,D,M,5/24/1948 0:00,Hill,J. Tomilson,,4/4/2023 5:01,New York,Northeast,1948,5,24,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1217,2500,Media & Entertainment,Jay-Z,53,United States,New York,Music,Media & Entertainment,United States,,TRUE,U,M,12/4/1969 0:00,Jay-Z,,,4/4/2023 5:01,New York,Northeast,1969,12,4,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1217,2500,Automotive,Baba Kalyani,74,India,Pune,Engineering,Automotive,India,,FALSE,E,M,1/7/1949 0:00,Kalyani,Baba,,4/4/2023 5:01,,,1949,1,7,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +1217,2500,Energy,Saban Cemil Kazanci,62,Turkey,Istanbul,Energy,Energy,Turkey,,FALSE,R,M,2/13/1961 0:00,Kazanci,Saban Cemil,,4/4/2023 5:01,,,1961,2,13,234.44,15.2,"$754,411,708,203 ",23.9,93.2,77.4,17.9,42.3,83429615,38.963745,35.243322 +1217,2500,Real Estate,Brad Kelley,66,United States,Franklin,Tobacco,Real Estate,United States,,TRUE,D,M,12/23/1956 0:00,Kelley,Brad,,4/4/2023 5:01,Tennessee,South,1956,12,23,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1217,2500,Construction & Engineering,Wolfgang Leitner,70,Austria,Graz,Engineering,Construction & Engineering,Austria,,TRUE,U,M,3/27/1953 0:00,Leitner,Wolfgang,,4/4/2023 5:01,,,1953,3,27,118.06,1.5,"$446,314,739,528 ",85.1,103.1,81.6,25.4,51.4,8877067,47.516231,14.550072 +1217,2500,Manufacturing,Li Hongxin & family,70,China,Yanzhou,Paper & related products,Manufacturing,China,,TRUE,D,M,3/7/1953 0:00,Li,Hongxin,,4/4/2023 5:01,,,1953,3,7,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1217,2500,Real Estate,Lin Chen-hai,76,Taiwan,Taipei,Real estate,Real Estate,Taiwan,,TRUE,D,M,3/1/1947 0:00,Lin,Chen-hai,,4/4/2023 5:01,,,1947,3,1,,,,,,,,,,, +1217,2500,Fashion & Retail,Lu Yiwen,36,China,Shenzhen,Jewelry,Fashion & Retail,China,,TRUE,D,F,1/1/1987 0:00,Lu,Yiwen,,4/4/2023 5:01,,,1987,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1217,2500,Food & Beverage,Prayudh Mahagitsiri,77,Thailand,Bangkok,"Coffee, shipping",Food & Beverage,Thailand,,FALSE,U,M,1/1/1946 0:00,Mahagitsiri,Prayudh,,4/4/2023 5:01,,,1946,1,1,113.27,0.7,"$543,649,976,166 ",49.3,99.8,76.9,14.9,29.5,69625582,15.870032,100.992541 +1217,2500,Healthcare,Willy Michel,76,Switzerland,Burgdorf,Medical devices,Healthcare,Switzerland,,TRUE,E,M,1/1/1947 0:00,Michel,Willy,,4/4/2023 5:01,,,1947,1,1,99.55,0.4,"$703,082,435,360 ",59.6,105.2,83.6,10.1,28.8,8574832,46.818188,8.227512 +1217,2500,Automotive,Lachhman Das Mittal,92,India,Delhi,Tractors,Automotive,India,,FALSE,E,M,11/5/1930 0:00,Mittal,Lachhman Das,,4/4/2023 5:01,,,1930,11,5,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +1217,2500,Technology,Bobby Murphy,34,United States,Venice,Snapchat,Technology,United States,Snap,TRUE,D,M,7/19/1988 0:00,Murphy,Bobby,Cofounder,4/4/2023 5:01,California,West,1988,7,19,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1217,2500,Real Estate,Tomas Olivo Lopez,49,Spain,Marbella,Shopping centers,Real Estate,Spain,,TRUE,U,M,1/1/1974 0:00,Olivo Lopez,Tomas,,4/4/2023 5:01,,,1974,1,1,110.96,0.7,"$1,394,116,310,769 ",88.9,102.7,83.3,14.2,47,47076781,40.463667,-3.74922 +1217,2500,Manufacturing,Eren Ozmen,64,United States,Reno,Aerospace,Manufacturing,United States,,TRUE,D,F,9/3/1958 0:00,Ozmen,Eren,,4/4/2023 5:01,Nevada,West,1958,9,3,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1217,2500,Finance & Investments,John Pritzker,69,United States,San Francisco,"Hotels, investments",Finance & Investments,United States,,FALSE,D,M,8/10/1953 0:00,Pritzker,John,,4/4/2023 5:01,California,West,1953,8,10,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1217,2500,Technology,Qiu Minxiu,77,China,Shangyu,Semiconductors,Technology,China,,TRUE,E,F,9/17/1945 0:00,Qiu,Minxiu,,4/4/2023 5:01,,,1945,9,17,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1217,2500,Diversified,Ferit Faik Sahenk,59,Turkey,Istanbul,Diversified,Diversified,Turkey,,FALSE,U,M,3/18/1964 0:00,Sahenk,Ferit Faik,,4/4/2023 5:01,,,1964,3,18,234.44,15.2,"$754,411,708,203 ",23.9,93.2,77.4,17.9,42.3,83429615,38.963745,35.243322 +1217,2500,Metals & Mining,Wenrong Shen,77,China,Zhangjiagang,Steel production,Metals & Mining,China,,TRUE,U,M,2/13/1946 0:00,Shen,Wenrong,,4/4/2023 5:01,,,1946,2,13,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1217,2500,Diversified,Yuzhu Shi,60,China,Shanghai,"Online games, investments",Diversified,China,,TRUE,D,M,9/1/1962 0:00,Shi,Yuzhu,,4/4/2023 5:01,,,1962,9,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1217,2500,Real Estate,Jeff Sutton,63,United States,New York,Real estate,Real Estate,United States,,TRUE,D,M,1/17/1960 0:00,Sutton,Jeff,,4/4/2023 5:01,New York,Northeast,1960,1,17,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1217,2500,Diversified,"Henry Sy, Jr.",69,Philippines,Manila,Diversified,Diversified,Philippines,,FALSE,D,M,1/1/1954 0:00,Sy,Henry,,4/4/2023 5:01,,,1954,1,1,129.61,2.5,"$376,795,508,680 ",35.5,107.5,71.1,14,43.1,108116615,12.879721,121.774017 +1217,2500,Diversified,Andrew Tan,71,Philippines,Manila,Diversified,Diversified,Philippines,,TRUE,D,M,2/1/1952 0:00,Tan,Andrew,,4/4/2023 5:01,,,1952,2,1,129.61,2.5,"$376,795,508,680 ",35.5,107.5,71.1,14,43.1,108116615,12.879721,121.774017 +1217,2500,Energy,Arvind Tiku,53,Singapore,Singapore,"Oil & gas, investments",Energy,India,,TRUE,U,M,2/22/1970 0:00,Tiku,Arvind,,4/4/2023 5:01,,,1970,2,22,114.41,0.6,"$372,062,527,489 ",84.8,100.6,83.1,13.1,21,5703569,1.352083,103.819836 +1217,2500,Finance & Investments,Byron Trott,64,United States,Winnetka,Investments,Finance & Investments,United States,,TRUE,U,M,12/2/1958 0:00,Trott,Byron,,4/4/2023 5:01,Illinois,Midwest,1958,12,2,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1217,2500,Real Estate,Donald Trump,76,United States,Palm Beach,Real estate,Real Estate,United States,,FALSE,D,M,6/14/1946 0:00,Trump,Donald,,4/4/2023 5:01,Florida,South,1946,6,14,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1217,2500,Automotive,Peter Unger,78,Germany,Neustadt an der Waldnaab,Auto repair,Automotive,Germany,,TRUE,U,M,8/20/1944 0:00,Unger,Peter,,4/4/2023 5:01,,,1944,8,20,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +1217,2500,Fashion & Retail,Roger Wang,74,China,Nanjing,Retail,Fashion & Retail,United States,,TRUE,D,M,1/1/1949 0:00,Wang,Roger,,4/4/2023 5:01,,,1949,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1217,2500,Media & Entertainment,Oprah Winfrey,69,United States,Montecito,TV shows,Media & Entertainment,United States,,TRUE,D,F,1/29/1954 0:00,Winfrey,Oprah,"Entrepreneur, Personality, Philanthropist",4/4/2023 5:01,California,West,1954,1,29,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1217,2500,Food & Beverage,Wu Zhigang & family,88,China,Shenyang,Bakery chain,Food & Beverage,China,,TRUE,D,M,1/14/1935 0:00,Wu,Zhigang,,4/4/2023 5:01,,,1935,1,14,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1217,2500,Metals & Mining,Xie Weitong,66,Singapore,,Cobalt,Metals & Mining,Taiwan,,TRUE,D,M,1/1/1957 0:00,Xie,Weitong,,4/4/2023 5:01,,,1957,1,1,114.41,0.6,"$372,062,527,489 ",84.8,100.6,83.1,13.1,21,5703569,1.352083,103.819836 +1217,2500,Fashion & Retail,Ye Guofu,45,China,Guangzhou,Retail,Fashion & Retail,China,,TRUE,R,M,1/1/1978 0:00,Ye,Guofu,,4/4/2023 5:01,,,1978,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1272,2400,Technology,Brian Acton,51,United States,Palo Alto,WhatsApp,Technology,United States,WhatsApp Inc.,TRUE,D,M,2/17/1972 0:00,Acton,Brian,Cofounder,4/4/2023 5:01,California,West,1972,2,17,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1272,2400,Automotive,Abdulla Al Futtaim & family,83,United Arab Emirates,Dubai,"Auto dealers, investments",Automotive,United Arab Emirates,,FALSE,D,M,1/1/1940 0:00,Al Futtaim,Abdulla,,4/4/2023 5:01,,,1940,1,1,114.52,-1.9,"$421,142,267,938 ",36.8,108.4,77.8,0.1,15.9,9770529,23.424076,53.847818 +1272,2400,Energy,Edward Bass,77,United States,Fort Worth,"Oil, investments",Energy,United States,,FALSE,E,M,9/10/1945 0:00,Bass,Edward,,4/4/2023 5:01,Texas,South,1945,9,10,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1272,2400,Media & Entertainment,Koos Bekker,70,South Africa,Cape Town,"Media, investments",Media & Entertainment,South Africa,,TRUE,U,M,12/14/1952 0:00,Bekker,Koos,,4/4/2023 5:01,,,1952,12,14,158.93,4.1,"$351,431,649,241 ",22.4,100.9,63.9,27.5,29.2,58558270,-30.559482,22.937506 +1272,2400,Healthcare,Otto Philipp Braun,45,Germany,Melsungen,Medical technology,Healthcare,Germany,,FALSE,D,M,1/1/1978 0:00,Braun,Otto Philipp,,4/4/2023 5:01,,,1978,1,1,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +1272,2400,Fashion & Retail,Chen Tei-fu,74,United States,Los Angeles,Herbal products,Fashion & Retail,Taiwan,,TRUE,D,M,4/19/1948 0:00,Chen,Tei-fu,,4/4/2023 5:01,California,West,1948,4,19,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1272,2400,Fashion & Retail,Abilio dos Santos Diniz,86,Brazil,Sao Paulo,Retail,Fashion & Retail,Brazil,,FALSE,D,M,12/28/1936 0:00,Diniz,Abilio dos Santos,,4/4/2023 5:01,,,1936,12,28,167.4,3.7,"$1,839,758,040,766 ",51.3,115.4,75.7,14.2,65.1,212559417,-14.235004,-51.92528 +1272,2400,Finance & Investments,Marcel Erni,58,Switzerland,Zug,Private equity,Finance & Investments,Switzerland,,TRUE,D,M,1/1/1965 0:00,Erni,Marcel,,4/4/2023 5:01,,,1965,1,1,99.55,0.4,"$703,082,435,360 ",59.6,105.2,83.6,10.1,28.8,8574832,46.818188,8.227512 +1272,2400,Fashion & Retail,Doris Fisher,91,United States,San Francisco,Gap,Fashion & Retail,United States,Gap Inc.,TRUE,D,F,8/23/1931 0:00,Fisher,Doris,Cofounder,4/4/2023 5:01,California,West,1931,8,23,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1272,2400,Finance & Investments,Gerald Ford,78,United States,Dallas,Banking,Finance & Investments,United States,Ford Financial Fund,TRUE,D,M,8/4/1944 0:00,Ford,Gerald,Managing Member,4/4/2023 5:01,Texas,South,1944,8,4,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1272,2400,Healthcare,Bernard Fraisse & family,66,France,Paris,Pharmaceuticals,Healthcare,France,,TRUE,E,M,8/10/1956 0:00,Fraisse,Bernard,,4/4/2023 5:01,,,1956,8,10,110.05,1.1,"$2,715,518,274,227 ",65.6,102.5,82.5,24.2,60.7,67059887,46.227638,2.213749 +1272,2400,Finance & Investments,Alfred Gantner,55,Switzerland,Zug,Private equity,Finance & Investments,Switzerland,,TRUE,D,M,4/1/1968 0:00,Gantner,Alfred,,4/4/2023 5:01,,,1968,4,1,99.55,0.4,"$703,082,435,360 ",59.6,105.2,83.6,10.1,28.8,8574832,46.818188,8.227512 +1272,2400,Gambling & Casinos,Paul Gauselmann & family,88,Germany,Espelkamp,Gambling,Gambling & Casinos,Germany,,TRUE,D,M,8/26/1934 0:00,Gauselmann,Paul,,4/4/2023 5:01,,,1934,8,26,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +1272,2400,Real Estate,Mitchell Goldhar,61,Canada,North York,Real estate,Real Estate,Canada,SmartCentres,TRUE,D,M,7/15/1961 0:00,Goldhar,Mitchell,Owner,4/4/2023 5:01,,,1961,7,15,116.76,1.9,"$1,736,425,629,520 ",68.9,100.9,81.9,12.8,24.5,36991981,56.130366,-106.346771 +1272,2400,Finance & Investments,Peter Hargreaves,76,United Kingdom,Bristol,Financial services,Finance & Investments,United Kingdom,,TRUE,D,M,10/5/1946 0:00,Hargreaves,Peter,,4/4/2023 5:01,,,1946,10,5,119.62,1.7,"$2,827,113,184,696 ",60,101.2,81.3,25.5,30.6,66834405,55.378051,-3.435973 +1272,2400,Healthcare,Xuande Hua & family,79,China,Taizhou,Pharmaceuticals,Healthcare,China,,TRUE,D,M,10/30/1943 0:00,Hua,Xuande,,4/4/2023 5:01,,,1943,10,30,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1272,2400,Diversified,Kwek Leng Kee,68,Singapore,Singapore,Diversified,Diversified,Singapore,,FALSE,U,M,1/1/1955 0:00,Kwek,Leng Kee,,4/4/2023 5:01,,,1955,1,1,114.41,0.6,"$372,062,527,489 ",84.8,100.6,83.1,13.1,21,5703569,1.352083,103.819836 +1272,2400,Manufacturing,Catherine Lozick,77,United States,Fort Lauderdale,Valve manufacturing,Manufacturing,United States,,FALSE,U,F,5/1/1945 0:00,Lozick,Catherine,,4/4/2023 5:01,Florida,South,1945,5,1,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1272,2400,Media & Entertainment,Kalanithi Maran,57,India,Chennai,Media,Media & Entertainment,India,,TRUE,E,M,7/26/1965 0:00,Maran,Kalanithi,,4/4/2023 5:01,,,1965,7,26,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +1272,2400,Finance & Investments,Jed McCaleb,48,United States,Berkeley,Cryptocurrency,Finance & Investments,United States,,TRUE,D,M,1/1/1975 0:00,McCaleb,Jed,,4/4/2023 5:01,California,West,1975,1,1,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1272,2400,Manufacturing,Fatih Ozmen,65,United States,Reno,Aerospace,Manufacturing,United States,,TRUE,D,M,2/2/1958 0:00,Ozmen,Fatih,,4/4/2023 5:01,Nevada,West,1958,2,2,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1272,2400,Food & Beverage,Pan Laican,,China,foshan,Soy sauce,Food & Beverage,China,,TRUE,D,M,,Pan,Laican,,4/4/2023 5:01,,,,,,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1272,2400,Metals & Mining,Tor Peterson,58,Switzerland,Zug,Commodities,Metals & Mining,United States,,TRUE,D,M,8/7/1964 0:00,Peterson,Tor,,4/4/2023 5:01,,,1964,8,7,99.55,0.4,"$703,082,435,360 ",59.6,105.2,83.6,10.1,28.8,8574832,46.818188,8.227512 +1272,2400,Finance & Investments,Daniel Pritzker,63,United States,Marin County,"Hotels, investments",Finance & Investments,United States,,FALSE,D,M,9/15/1959 0:00,Pritzker,Daniel,,4/4/2023 5:01,California,West,1959,9,15,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1272,2400,Real Estate,Jinxing Qi,61,China,Hangzhou,Real estate,Real Estate,China,,TRUE,U,M,3/28/1962 0:00,Qi,Jinxing,,4/4/2023 5:01,,,1962,3,28,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1272,2400,Manufacturing,Qiu Jianping & family,61,China,Hangzhou,Hand tools,Manufacturing,China,,TRUE,U,M,1/28/1962 0:00,Qiu,Jianping,,4/4/2023 5:01,,,1962,1,28,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1272,2400,Diversified,Rajan Raheja & family,68,India,Mumbai,Diversified,Diversified,India,,FALSE,E,M,6/1/1954 0:00,Raheja,Rajan,,4/4/2023 5:01,,,1954,6,1,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +1272,2400,Finance & Investments,Matthias Reinhart,63,Switzerland,Zurich,Financial services,Finance & Investments,Switzerland,,TRUE,D,M,1/1/1960 0:00,Reinhart,Matthias,,4/4/2023 5:01,,,1960,1,1,99.55,0.4,"$703,082,435,360 ",59.6,105.2,83.6,10.1,28.8,8574832,46.818188,8.227512 +1272,2400,Technology,Arnout Schuijff,55,Netherlands,Amsterdam,Payments software,Technology,Netherlands,,TRUE,D,M,10/16/1967 0:00,Schuijff,Arnout,,4/4/2023 5:01,,,1967,10,16,115.91,2.6,"$909,070,395,161 ",85,104.2,81.8,23,41.2,17332850,52.132633,5.291266 +1272,2400,Diversified,Hans Sy,67,Philippines,Manila,Diversified,Diversified,Philippines,,FALSE,D,M,9/29/1955 0:00,Sy,Hans,,4/4/2023 5:01,,,1955,9,29,129.61,2.5,"$376,795,508,680 ",35.5,107.5,71.1,14,43.1,108116615,12.879721,121.774017 +1272,2400,Diversified,Herbert Sy,66,Philippines,Manila,Diversified,Diversified,Philippines,,FALSE,D,M,10/1/1956 0:00,Sy,Herbert,,4/4/2023 5:01,,,1956,10,1,129.61,2.5,"$376,795,508,680 ",35.5,107.5,71.1,14,43.1,108116615,12.879721,121.774017 +1272,2400,Diversified,Lucio Tan,88,Philippines,Manila,Diversified,Diversified,Philippines,,TRUE,U,M,7/17/1934 0:00,Tan,Lucio,,4/4/2023 5:01,,,1934,7,17,129.61,2.5,"$376,795,508,680 ",35.5,107.5,71.1,14,43.1,108116615,12.879721,121.774017 +1272,2400,Technology,Tsai Ming-kai,72,Taiwan,Hsinchu,Semiconductors,Technology,Taiwan,,TRUE,D,M,4/6/1950 0:00,Tsai,Ming-kai,,4/4/2023 5:01,,,1950,4,6,,,,,,,,,,, +1272,2400,Media & Entertainment,Ted Turner,84,United States,Atlanta,Cable television,Media & Entertainment,United States,,FALSE,U,M,11/19/1938 0:00,Turner,Ted,,4/4/2023 5:01,Georgia,South,1938,11,19,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1272,2400,Real Estate,David Walentas,84,United States,New York,Real estate,Real Estate,United States,,TRUE,U,M,8/7/1938 0:00,Walentas,David,,4/4/2023 5:01,New York,Northeast,1938,8,7,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1272,2400,Finance & Investments,Urs Wietlisbach,61,Switzerland,Zug,Private equity,Finance & Investments,Switzerland,,TRUE,D,M,8/25/1961 0:00,Wietlisbach,Urs,,4/4/2023 5:01,,,1961,8,25,99.55,0.4,"$703,082,435,360 ",59.6,105.2,83.6,10.1,28.8,8574832,46.818188,8.227512 +1272,2400,Technology,Jerry Yang,54,United States,Los Altos Hills,Yahoo,Technology,United States,Yahoo!,TRUE,D,M,11/6/1968 0:00,Yang,Jerry,Cofounder,4/4/2023 5:01,California,West,1968,11,6,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1272,2400,Manufacturing,Yang Jianliang & family,53,China,Wuxi,Machinery,Manufacturing,China,,TRUE,D,M,6/1/1969 0:00,Yang,Jianliang,,4/4/2023 5:01,,,1969,6,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1272,2400,Manufacturing,Yang Weidong & family,54,China,Jiaxing,Chemicals,Manufacturing,China,,TRUE,D,M,9/9/1968 0:00,Yang,Weidong,,4/4/2023 5:01,,,1968,9,9,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1272,2400,Real Estate,Mortimer Zuckerman,85,United States,New York,"Real estate, media",Real Estate,United States,Boston Properties,TRUE,D,M,6/4/1937 0:00,Zuckerman,Mortimer,Chairman and CEO,4/4/2023 5:01,New York,Northeast,1937,6,4,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1312,2300,Finance & Investments,John Armitage,63,United Kingdom,London,Hedge funds,Finance & Investments,Ireland,Egerton Capital,TRUE,D,M,12/1/1959 0:00,Armitage,John,,4/4/2023 5:01,,,1959,12,1,119.62,1.7,"$2,827,113,184,696 ",60,101.2,81.3,25.5,30.6,66834405,55.378051,-3.435973 +1312,2300,Energy,Lee Bass,66,United States,Fort Worth,"Oil, investments",Energy,United States,,FALSE,U,M,5/24/1956 0:00,Bass,Lee,,4/4/2023 5:01,Texas,South,1956,5,24,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1312,2300,Technology,John Bicket,43,United States,San Francisco,Sensor systems,Technology,United States,,TRUE,U,M,3/20/1980 0:00,Bicket,John,,4/4/2023 5:01,California,West,1980,3,20,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1312,2300,Technology,Sanjit Biswas,41,United States,San Francisco,Sensor systems,Technology,United States,,TRUE,U,M,1/12/1982 0:00,Biswas,Sanjit,,4/4/2023 5:01,California,West,1982,1,12,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1312,2300,Fashion & Retail,Timothy Boyle,73,United States,Portland,Columbia Sportswear,Fashion & Retail,United States,,TRUE,E,M,9/7/1949 0:00,Boyle,Timothy,,4/4/2023 5:01,Oregon,West,1949,9,7,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1312,2300,Technology,Morris Chang,91,Taiwan,Hsinchu,Semiconductors,Technology,Taiwan,,TRUE,D,M,7/10/1931 0:00,Chang,Morris,,4/4/2023 5:01,,,1931,7,10,,,,,,,,,,, +1312,2300,Real Estate,Chao Teng-hsiung,78,Taiwan,Taipei,Real estate,Real Estate,Taiwan,,TRUE,D,M,10/4/1944 0:00,Chao,Teng-hsiung,,4/4/2023 5:01,,,1944,10,4,,,,,,,,,,, +1312,2300,Finance & Investments,Samuel Chen,73,,,Investments,Finance & Investments,Taiwan,,TRUE,N,M,1/1/1950 0:00,Chen,Samuel,,4/4/2023 5:01,,,1950,1,1,,,,,,,,,,, +1312,2300,Manufacturing,Chu Lam Yiu,53,Hong Kong,Hong Kong,Flavorings,Manufacturing,Hong Kong,,TRUE,E,F,12/1/1969 0:00,Chu,Lam Yiu,,4/4/2023 5:01,,,1969,12,1,,,,,,,,,,, +1312,2300,Technology,K. Dinesh,68,India,Bangalore,Software services,Technology,India,,TRUE,D,M,6/6/1954 0:00,Dinesh,K.,,4/4/2023 5:01,,,1954,6,6,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +1312,2300,Diversified,James Duff,62,United States,Hattiesburg,"Tires, diversified",Diversified,United States,,TRUE,U,M,3/7/1961 0:00,Duff,James,,4/4/2023 5:01,Mississippi,South,1961,3,7,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1312,2300,Diversified,Thomas Duff,66,United States,Hattiesburg,"Tires, diversified",Diversified,United States,,TRUE,U,M,12/31/1956 0:00,Duff,Thomas,,4/4/2023 5:01,Mississippi,South,1956,12,31,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1312,2300,Technology,Daniel Ek,40,Sweden,Stockholm,Spotify,Technology,Sweden,Spotify,TRUE,D,M,2/21/1983 0:00,Ek,Daniel,CEO,4/4/2023 5:01,,,1983,2,21,110.51,1.8,"$530,832,908,738 ",67,126.6,82.5,27.9,49.1,10285453,60.128161,18.643501 +1312,2300,Fashion & Retail,John Fisher,61,United States,San Francisco,Gap,Fashion & Retail,United States,"Pisces, Inc.",FALSE,D,M,6/1/1961 0:00,Fisher,John,President,4/4/2023 5:01,California,West,1961,6,1,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1312,2300,Fashion & Retail,Georg Haub,61,Germany,Berlin,Retail,Fashion & Retail,Germany,,FALSE,U,M,1/1/1962 0:00,Haub,Georg,,4/4/2023 5:01,,,1962,1,1,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +1312,2300,Construction & Engineering,Erman Ilicak,55,Turkey,Ankara,Construction,Construction & Engineering,Turkey,,TRUE,E,M,10/3/1967 0:00,Ilicak,Erman,,4/4/2023 5:01,,,1967,10,3,234.44,15.2,"$754,411,708,203 ",23.9,93.2,77.4,17.9,42.3,83429615,38.963745,35.243322 +1312,2300,Finance & Investments,Justin Ishbia,45,United States,Chicago,Private equity,Finance & Investments,United States,,FALSE,U,M,9/18/1977 0:00,Ishbia,Justin,,4/4/2023 5:01,Illinois,Midwest,1977,9,18,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1312,2300,Technology,Long Jiang,49,China,Weifang,Manufacturing,Technology,China,,TRUE,U,M,2/1/1974 0:00,Jiang,Long,,4/4/2023 5:01,,,1974,2,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1312,2300,Finance & Investments,Bruce Karsh,67,United States,Los Angeles,Private equity,Finance & Investments,United States,Oaktree Capital Group LLC,TRUE,U,M,10/10/1955 0:00,Karsh,Bruce,President,4/4/2023 5:01,California,West,1955,10,10,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1312,2300,Technology,Bom Kim,44,South Korea,Seoul,Online retailing,Technology,United States,Coupang,TRUE,D,M,10/1/1978 0:00,Kim,Bom,,4/4/2023 5:01,,,1978,10,1,115.16,0.4,"$2,029,000,000,000 ",94.3,98.1,82.6,15.6,33.2,51709098,35.907757,127.766922 +1312,2300,Food & Beverage,Jianping Lai,,China,Foshan,Soy sauce,Food & Beverage,China,,TRUE,D,M,,Lai,Jianping,,4/4/2023 5:01,,,,,,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1312,2300,Healthcare,Lam Kong,58,Hong Kong,Hong Kong,Pharmaceuticals,Healthcare,China,,TRUE,D,M,6/15/1964 0:00,Lam,Kong,,4/4/2023 5:01,,,1964,6,15,,,,,,,,,,, +1312,2300,Finance & Investments,Stephen Lansdown,70,Guernsey,St. Peter Port,Financial services,Finance & Investments,Guernsey,,TRUE,D,M,8/30/1952 0:00,Lansdown,Stephen,,4/4/2023 5:01,,,1952,8,30,,,,,,,,,,, +1312,2300,Fashion & Retail,Kevin David Lehmann,20,,,Drugstores,Fashion & Retail,Germany,,FALSE,D,M,9/1/2002 0:00,Lehmann,Kevin David,,4/4/2023 5:01,,,2002,9,1,,,,,,,,,,, +1312,2300,Food & Beverage,Li Haiyan,,China,Chengdu,Restaurants,Food & Beverage,China,,TRUE,U,F,,Li,Haiyan,,4/4/2023 5:01,,,,,,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1312,2300,Finance & Investments,Hua Li,45,China,Shenzhen,Financial services,Finance & Investments,China,,TRUE,U,M,1/1/1978 0:00,Li,Hua,,4/4/2023 5:01,,,1978,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1312,2300,Gambling & Casinos,Lim Kok Thay,71,Malaysia,Kuala Lumpur,Casinos,Gambling & Casinos,Malaysia,,FALSE,U,M,8/16/1951 0:00,Lim,Kok Thay,,4/4/2023 5:01,,,1951,8,16,121.46,0.7,"$364,701,517,788 ",45.1,105.3,76,12,38.7,32447385,4.210484,101.975766 +1312,2300,Food & Beverage,Kishore Mariwala,88,India,Mumbai,Consumer goods,Food & Beverage,India,,FALSE,D,M,2/14/1935 0:00,Mariwala,Kishore,,4/4/2023 5:01,,,1935,2,14,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +1312,2300,Food & Beverage,Clayton Mathile,82,United States,Brookville,Pet food,Food & Beverage,United States,,TRUE,E,M,1/11/1941 0:00,Mathile,Clayton,"Investor, Philanthropist",4/4/2023 5:01,Ohio,,1941,1,11,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1312,2300,Fashion & Retail,Mi Enhua,65,China,Urumqi,Retail,Fashion & Retail,China,,TRUE,D,M,4/1/1958 0:00,Mi,Enhua,,4/4/2023 5:01,,,1958,4,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1312,2300,Food & Beverage,Vadim Moshkovich,55,Russia,Moscow,"Agriculture, land",Food & Beverage,Russia,,TRUE,U,M,4/6/1967 0:00,Moshkovich,Vadim,,4/4/2023 5:01,,,1967,4,6,180.75,4.5,"$1,699,876,578,871 ",81.9,102.6,72.7,11.4,46.2,144373535,61.52401,105.318756 +1312,2300,Food & Beverage,David Murdock,99,United States,Ventura,"Dole, real estate",Food & Beverage,United States,,TRUE,E,M,4/10/1923 0:00,Murdock,David,,4/4/2023 5:01,California,West,1923,4,10,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1312,2300,Fashion & Retail,David Nahmad,75,United States,New York,Art collection,Fashion & Retail,Monaco,,TRUE,U,M,4/14/1947 0:00,Nahmad,David,,4/4/2023 5:01,New York,Northeast,1947,4,14,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1312,2300,Finance & Investments,Lirio Parisotto,69,Brazil,Manaus,Investments,Finance & Investments,Brazil,,TRUE,D,M,12/18/1953 0:00,Parisotto,Lirio,,4/4/2023 5:01,,,1953,12,18,167.4,3.7,"$1,839,758,040,766 ",51.3,115.4,75.7,14.2,65.1,212559417,-14.235004,-51.92528 +1312,2300,Food & Beverage,Augusto Perfetti,,Switzerland,Lugano,Candy,Food & Beverage,Italy,,FALSE,Split Family Fortune,M,,Perfetti,Augusto,,4/4/2023 5:01,,,,,,99.55,0.4,"$703,082,435,360 ",59.6,105.2,83.6,10.1,28.8,8574832,46.818188,8.227512 +1312,2300,Food & Beverage,Giorgio Perfetti,,Switzerland,Lugano,Candy,Food & Beverage,Italy,,FALSE,Split Family Fortune,M,,Perfetti,Giorgio,,4/4/2023 5:01,,,,,,99.55,0.4,"$703,082,435,360 ",59.6,105.2,83.6,10.1,28.8,8574832,46.818188,8.227512 +1312,2300,Fashion & Retail,Alberto Prada,69,Italy,Milan,Luxury goods,Fashion & Retail,Italy,,FALSE,U,M,2/21/1954 0:00,Prada,Alberto,,4/4/2023 5:01,,,1954,2,21,110.62,0.6,"$2,001,244,392,042 ",61.9,101.9,82.9,24.3,59.1,60297396,41.87194,12.56738 +1312,2300,Fashion & Retail,Marina Prada,77,Italy,Milan,Luxury goods,Fashion & Retail,Italy,,FALSE,U,F,7/14/1945 0:00,Prada,Marina,,4/4/2023 5:01,,,1945,7,14,110.62,0.6,"$2,001,244,392,042 ",61.9,101.9,82.9,24.3,59.1,60297396,41.87194,12.56738 +1312,2300,Diversified,Filiz Sahenk,56,Turkey,Istanbul,Diversified,Diversified,Turkey,,FALSE,U,F,2/14/1967 0:00,Sahenk,Filiz,,4/4/2023 5:01,,,1967,2,14,234.44,15.2,"$754,411,708,203 ",23.9,93.2,77.4,17.9,42.3,83429615,38.963745,35.243322 +1312,2300,Food & Beverage,Richard Sands,72,United States,Delray Beach,Liquor,Food & Beverage,United States,,FALSE,Split Family Fortune,M,3/3/1951 0:00,Sands,Richard,,4/4/2023 5:01,Florida,South,1951,3,3,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1312,2300,Finance & Investments,Stephan Schmidheiny,75,Switzerland,Hurden,Investments,Finance & Investments,Switzerland,,FALSE,E,M,10/29/1947 0:00,Schmidheiny,Stephan,,4/4/2023 5:01,,,1947,10,29,99.55,0.4,"$703,082,435,360 ",59.6,105.2,83.6,10.1,28.8,8574832,46.818188,8.227512 +1312,2300,Healthcare,Alberto Siccardi & family,78,Switzerland,Lugano,Medical devices,Healthcare,Switzerland,,FALSE,D,M,5/1/1944 0:00,Siccardi,Alberto,,4/4/2023 5:01,,,1944,5,1,99.55,0.4,"$703,082,435,360 ",59.6,105.2,83.6,10.1,28.8,8574832,46.818188,8.227512 +1312,2300,Real Estate,Stefan Soloviev,47,United States,Delray Beach,"Real estate, grains",Real Estate,United States,,FALSE,N,M,5/21/1975 0:00,Soloviev,Stefan,,4/4/2023 5:01,Florida,South,1975,5,21,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1312,2300,Fashion & Retail,Tang Yiu,89,Hong Kong,Hong Kong,Fashion retail,Fashion & Retail,Hong Kong,,TRUE,D,M,4/1/1934 0:00,Tang,Yiu,,4/4/2023 5:01,,,1934,4,1,,,,,,,,,,, +1312,2300,Technology,Tian Ming,69,China,Hefei,Measuring instruments,Technology,China,,TRUE,U,M,12/20/1953 0:00,Tian,Ming,,4/4/2023 5:01,,,1953,12,20,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1312,2300,Finance & Investments,T.Y. Tsai,70,Taiwan,Taipei,Finance,Finance & Investments,Taiwan,,FALSE,D,M,1/1/1953 0:00,Tsai,T.Y.,,4/4/2023 5:01,,,1953,1,1,,,,,,,,,,, +1312,2300,Technology,Jayshree Ullal,62,United States,Saratoga,Computer networking,Technology,United States,Arista,TRUE,U,F,3/27/1961 0:00,Ullal,Jayshree,CEO,4/4/2023 5:01,California,West,1961,3,27,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1312,2300,Finance & Investments,Georg von Opel,56,United Kingdom,London,"Real estate, investments",Finance & Investments,Switzerland,,FALSE,U,M,5/4/1966 0:00,von Opel,Georg,,4/4/2023 5:01,,,1966,5,4,119.62,1.7,"$2,827,113,184,696 ",60,101.2,81.3,25.5,30.6,66834405,55.378051,-3.435973 +1312,2300,Real Estate,Lang Walker,77,Australia,Sydney,Real estate,Real Estate,Australia,,TRUE,U,M,7/5/1945 0:00,Walker,Lang,,4/4/2023 5:01,,,1945,7,5,119.8,1.6,"$1,392,680,589,329 ",113.1,100.3,82.7,23,47.4,25766605,-25.274398,133.775136 +1312,2300,Manufacturing,Xicheng Wang & family,74,China,Zhaoyuan,Tires,Manufacturing,China,,TRUE,D,M,11/1/1948 0:00,Wang,Xicheng,,4/4/2023 5:01,,,1948,11,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1312,2300,Real Estate,Wang Zhenhua,61,China,Shanghai,Real estate,Real Estate,China,,TRUE,D,M,3/1/1962 0:00,Wang,Zhenhua,,4/4/2023 5:01,,,1962,3,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1312,2300,Food & Beverage,Paul-Heinz Wesjohann & family,79,Germany,Rechterfeld,Chicken processing,Food & Beverage,Germany,,TRUE,D,M,5/25/1943 0:00,Wesjohann,Paul-Heinz,,4/4/2023 5:01,,,1943,5,25,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +1312,2300,Fashion & Retail,Xie Bingkun & family,56,China,Fuzhou,Pearlescent pigments,Fashion & Retail,China,,TRUE,U,M,8/25/1966 0:00,Xie,Bingkun,,4/4/2023 5:01,,,1966,8,25,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1312,2300,Manufacturing,Xu Shugen,57,China,Hangzhou,"Construction, mining machinery",Manufacturing,China,,TRUE,U,M,6/12/1965 0:00,Xu,Shugen,,4/4/2023 5:01,,,1965,6,12,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1312,2300,Healthcare,Christoph Zeller,65,Liechtenstein,Vaduz,Dental materials,Healthcare,Liechtenstein,,FALSE,E,M,5/4/1957 0:00,Zeller,Christoph,,4/4/2023 5:01,,,1957,5,4,,,"$6,552,858,739 ",35.6,104.7,83,,21.6,38019,47.1410392,9.520935 +1312,2300,Manufacturing,Zhang Jingzhang & family,87,China,Ningbo,Precision machinery,Manufacturing,China,,TRUE,U,M,1/1/1936 0:00,Zhang,Jingzhang,,4/4/2023 5:01,,,1936,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1368,2200,Real Estate,George Argyros & family,86,United States,Newport Beach,"Real estate, investments",Real Estate,United States,Arnel & Affiliates,TRUE,D,M,2/4/1937 0:00,Argyros,George,Investor,4/4/2023 5:01,California,West,1937,2,4,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1368,2200,Finance & Investments,Brian Armstrong,40,United States,San Francisco,Cryptocurrency,Finance & Investments,United States,,TRUE,D,M,1/25/1983 0:00,Armstrong,Brian,,4/4/2023 5:01,California,West,1983,1,25,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1368,2200,Energy,Albert Avdolyan,52,Russia,Moscow,"Oil, mining",Energy,Russia,,TRUE,R,M,11/8/1970 0:00,Avdolyan,Albert,,4/4/2023 5:01,,,1970,11,8,180.75,4.5,"$1,699,876,578,871 ",81.9,102.6,72.7,11.4,46.2,144373535,61.52401,105.318756 +1368,2200,Diversified,Sezai Bacaksiz,73,Turkey,Ankara,Diversified,Diversified,Turkey,,TRUE,U,M,7/27/1949 0:00,Bacaksiz,Sezai,,4/4/2023 5:01,,,1949,7,27,234.44,15.2,"$754,411,708,203 ",23.9,93.2,77.4,17.9,42.3,83429615,38.963745,35.243322 +1368,2200,Technology,Aneel Bhusri,57,United States,San Francisco,Business software,Technology,United States,Workday,TRUE,D,M,2/4/1966 0:00,Bhusri,Aneel,Investor,4/4/2023 5:01,California,West,1966,2,4,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1368,2200,Fashion & Retail,Brett Blundy,63,Bahamas,Paradise Island,"Retail, agribusiness",Fashion & Retail,Australia,,TRUE,E,M,1/17/1960 0:00,Blundy,Brett,,4/4/2023 5:01,,,1960,1,17,,,,,,,,,,, +1368,2200,Finance & Investments,J. Hyatt Brown,85,United States,Ormond Beach,Insurance,Finance & Investments,United States,,FALSE,D,M,7/12/1937 0:00,Brown,J. Hyatt,,4/4/2023 5:01,Florida,South,1937,7,12,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1368,2200,Finance & Investments,Chen Jinxia,55,China,Shanghai,Investments,Finance & Investments,China,,FALSE,D,F,3/28/1968 0:00,Chen,Jinxia,,4/4/2023 5:01,,,1968,3,28,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1368,2200,Healthcare,Chen Xueli,71,China,Weihai,Pharmaceuticals,Healthcare,China,,TRUE,U,M,10/1/1951 0:00,Chen,Xueli,,4/4/2023 5:01,,,1951,10,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1368,2200,Finance & Investments,Dermot Desmond,72,Ireland,Dublin,Finance,Finance & Investments,Ireland,,TRUE,U,M,7/1/1950 0:00,Desmond,Dermot,,4/4/2023 5:01,,,1950,7,1,,,,,,,,,,, +1368,2200,Healthcare,Dong Wei,52,China,Lianyungang,Pharmaceuticals,Healthcare,China,,TRUE,D,M,1/1/1971 0:00,Dong,Wei,,4/4/2023 5:01,,,1971,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1368,2200,Fashion & Retail,Tom Ford,61,United States,Los Angeles,Fashion,Fashion & Retail,United States,,TRUE,N,M,8/27/1961 0:00,Ford,Tom,,4/4/2023 5:01,California,West,1961,8,27,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1368,2200,Food & Beverage,Fu Guangming & family,69,China,Nanping,Poultry,Food & Beverage,China,,TRUE,U,M,10/2/1953 0:00,Fu,Guangming,,4/4/2023 5:01,,,1953,10,2,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1368,2200,Finance & Investments,Noam Gottesman,61,United States,New York,Hedge funds,Finance & Investments,United States,TOMS Capital,TRUE,D,M,5/24/1961 0:00,Gottesman,Noam,Chief Executive Officer,4/4/2023 5:01,New York,Northeast,1961,5,24,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1368,2200,Finance & Investments,Jeffrey Gundlach,64,United States,Los Angeles,Investments,Finance & Investments,United States,DoubleLine Capital,TRUE,E,M,1/1/1959 0:00,Gundlach,Jeffrey,CEO,4/4/2023 5:01,California,West,1959,1,1,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1368,2200,Healthcare,Hao Hong,67,China,Tianjin,Pharmaceuticals,Healthcare,United States,,TRUE,D,M,1/1/1956 0:00,Hao,Hong,,4/4/2023 5:01,,,1956,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1368,2200,Automotive,Shmuel Harlap,78,Israel,Tel Aviv,Automotive,Automotive,Israel,,FALSE,U,M,11/13/1944 0:00,Harlap,Shmuel,,4/4/2023 5:01,,,1944,11,13,108.15,0.8,"$395,098,666,122 ",63.4,104.9,82.8,23.1,25.3,9053300,31.046051,34.851612 +1368,2200,Technology,Hans-Werner Hector,83,Germany,Weinheim,SAP,Technology,Germany,,TRUE,D,M,1/17/1940 0:00,Hector,Hans-Werner,,4/4/2023 5:01,,,1940,1,17,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +1368,2200,Healthcare,Lutz Mario Helmig & family,76,Germany,Grebenhain,Hospitals,Healthcare,Germany,,TRUE,U,M,8/29/1946 0:00,Helmig,Lutz Mario,,4/4/2023 5:01,,,1946,8,29,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +1368,2200,Real Estate,Chulong Huang,64,China,Shenzhen,Real estate,Real Estate,Canada,,TRUE,D,M,1/1/1959 0:00,Huang,Chulong,,4/4/2023 5:01,,,1959,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1368,2200,Finance & Investments,Thomas James,80,United States,Saint Petersburg,Finance,Finance & Investments,United States,,FALSE,U,M,5/10/1942 0:00,James,Thomas,,4/4/2023 5:01,Florida,South,1942,5,10,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1368,2200,Fashion & Retail,James Jannard,73,United States,San Juan Islands,Sunglasses,Fashion & Retail,United States,,TRUE,D,M,6/8/1949 0:00,Jannard,James,,4/4/2023 5:01,Washington,West,1949,6,8,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1368,2200,Automotive,Willis Johnson,75,United States,Franklin,Damaged cars,Automotive,United States,,TRUE,U,M,5/26/1947 0:00,Johnson,Willis,,4/4/2023 5:01,Tennessee,South,1947,5,26,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1368,2200,Fashion & Retail,Lai Shixian,48,China,Quanzhou,Sports apparel,Fashion & Retail,China,,TRUE,U,M,1/1/1975 0:00,Lai,Shixian,,4/4/2023 5:01,,,1975,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1368,2200,Finance & Investments,Chris Larsen,62,United States,San Francisco,Cryptocurrency,Finance & Investments,United States,,TRUE,D,M,6/15/1960 0:00,Larsen,Chris,,4/4/2023 5:01,California,West,1960,6,15,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1368,2200,Fashion & Retail,Solomon Lew,78,Australia,Melbourne,Retail,Fashion & Retail,Australia,,TRUE,D,M,3/22/1945 0:00,Lew,Solomon,,4/4/2023 5:01,,,1945,3,22,119.8,1.6,"$1,392,680,589,329 ",113.1,100.3,82.7,23,47.4,25766605,-25.274398,133.775136 +1368,2200,Diversified,Liang Xinjun,54,Singapore,Singapore,Conglomerate,Diversified,Singapore,,TRUE,E,M,10/1/1968 0:00,Liang,Xinjun,,4/4/2023 5:01,,,1968,10,1,114.41,0.6,"$372,062,527,489 ",84.8,100.6,83.1,13.1,21,5703569,1.352083,103.819836 +1368,2200,Diversified,Harald Link,68,Thailand,Bangkok,Diversified,Diversified,Thailand,,FALSE,U,M,1/12/1955 0:00,Link,Harald,,4/4/2023 5:01,,,1955,1,12,113.27,0.7,"$543,649,976,166 ",49.3,99.8,76.9,14.9,29.5,69625582,15.870032,100.992541 +1368,2200,Technology,Max Lytvyn,43,United States,San Francisco,Software,Technology,Canada,,TRUE,D,M,1/1/1980 0:00,Lytvyn,Max,,4/4/2023 5:01,California,West,1980,1,1,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1368,2200,Energy,Igor Makarov,60,United States,Miami,Investments,Energy,Cyprus,,TRUE,U,M,4/15/1962 0:00,Makarov,Igor,,4/4/2023 5:01,Florida,South,1962,4,15,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1368,2200,Finance & Investments,Howard Marks,76,United States,New York,Private equity,Finance & Investments,United States,Oaktree Capital Group LLC,TRUE,E,M,4/23/1946 0:00,Marks,Howard,Chairman,4/4/2023 5:01,New York,Northeast,1946,4,23,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1368,2200,Finance & Investments,Charles Munger,99,United States,Los Angeles,Berkshire Hathaway,Finance & Investments,United States,Berkshire Hathaway Inc. (Cl A),TRUE,D,M,1/1/1924 0:00,Munger,Charles,Vice Chairman,4/4/2023 5:01,California,West,1924,1,1,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1368,2200,Real Estate,Adam Neumann,44,United States,Miami,WeWork,Real Estate,Israel,,TRUE,U,M,4/1/1979 0:00,Neumann,Adam,,4/4/2023 5:01,Florida,South,1979,4,1,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1368,2200,Diversified,Thi Phuong Thao Nguyen,52,Vietnam,Ho Chi Minh City,Airlines,Diversified,Vietnam,Sovico Holdings,TRUE,D,F,6/7/1970 0:00,Nguyen,Thi Phuong Thao,Cofounder and Chairman,4/4/2023 5:01,,,1970,6,7,163.52,2.8,"$261,921,244,843 ",28.5,110.6,75.3,19.1,37.6,96462106,14.058324,108.277199 +1368,2200,Food & Beverage,Ni Yongpei & family,71,China,Liuan,Beverages,Food & Beverage,China,,TRUE,D,M,1/23/1952 0:00,Ni,Yongpei,,4/4/2023 5:01,,,1952,1,23,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1368,2200,Manufacturing,Heloise Pratt,60,Australia,Melbourne,"Manufacturing, investment",Manufacturing,Australia,,FALSE,D,F,9/13/1962 0:00,Pratt,Heloise,,4/4/2023 5:01,,,1962,9,13,119.8,1.6,"$1,392,680,589,329 ",113.1,100.3,82.7,23,47.4,25766605,-25.274398,133.775136 +1368,2200,Technology,Qi Xiangdong,52,China,Beijing,Software,Technology,China,,TRUE,U,M,10/1/1970 0:00,Qi,Xiangdong,,4/4/2023 5:01,,,1970,10,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1368,2200,Technology,Phillip T. (Terry) Ragon,73,United States,Boston,Health IT,Technology,United States,,TRUE,U,M,6/1/1949 0:00,Ragon,Phillip T. (Terry),,4/4/2023 5:01,Massachusetts,Northeast,1949,6,1,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1368,2200,Healthcare,Prathap Reddy,91,India,Chennai,Healthcare,Healthcare,India,,TRUE,D,M,2/5/1932 0:00,Reddy,Prathap,,4/4/2023 5:01,,,1932,2,5,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +1368,2200,Sports,Jerry Reinsdorf,87,United States,Chicago,Sports teams,Sports,United States,,TRUE,U,M,2/25/1936 0:00,Reinsdorf,Jerry,,4/4/2023 5:01,Illinois,Midwest,1936,2,25,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1368,2200,Technology,Chad Richison,52,United States,Edmond,Payroll processing,Technology,United States,,TRUE,D,M,10/10/1970 0:00,Richison,Chad,,4/4/2023 5:01,Oklahoma,South,1970,10,10,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1368,2200,Fashion & Retail,"Karl Scheufele, III. & family",84,Switzerland,Geneva,Jewelry,Fashion & Retail,Switzerland,,TRUE,U,M,1/1/1939 0:00,Scheufele,Karl,,4/4/2023 5:01,,,1939,1,1,99.55,0.4,"$703,082,435,360 ",59.6,105.2,83.6,10.1,28.8,8574832,46.818188,8.227512 +1368,2200,Healthcare,Alice Schwartz,96,United States,El Cerrito,Biotech,Healthcare,United States,,TRUE,U,F,7/2/1926 0:00,Schwartz,Alice,,4/4/2023 5:01,California,West,1926,7,2,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1368,2200,Technology,Alex Shevchenko,43,Canada,,Software,Technology,Canada,,TRUE,D,M,1/1/1980 0:00,Shevchenko,Alex,,4/4/2023 5:01,,,1980,1,1,116.76,1.9,"$1,736,425,629,520 ",68.9,100.9,81.9,12.8,24.5,36991981,56.130366,-106.346771 +1368,2200,Technology,Kavitark Ram Shriram,66,United States,Menlo Park,"Venture capital, Google",Technology,United States,Sherpalo Ventures,TRUE,D,M,1/21/1957 0:00,Shriram,Kavitark Ram,Investor,4/4/2023 5:01,California,West,1957,1,21,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1368,2200,Real Estate,Jeffrey Soffer,55,United States,Aventura,Real estate,Real Estate,United States,,FALSE,N,M,12/13/1967 0:00,Soffer,Jeffrey,,4/4/2023 5:01,Florida,South,1967,12,13,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1368,2200,Technology,William Stone,67,United States,East Lyme,Software,Technology,United States,,TRUE,D,M,4/9/1955 0:00,Stone,William,,4/4/2023 5:01,Connecticut,Northeast,1955,4,9,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1368,2200,Finance & Investments,Henry Swieca,65,United States,New York,Hedge funds,Finance & Investments,United States,Talpion Fund Management,TRUE,U,M,5/9/1957 0:00,Swieca,Henry,Founder,4/4/2023 5:01,New York,Northeast,1957,5,9,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1368,2200,Diversified,Harley Sy,63,Philippines,Manila,Diversified,Diversified,Philippines,,FALSE,D,M,6/1/1959 0:00,Sy,Harley,,4/4/2023 5:01,,,1959,6,1,129.61,2.5,"$376,795,508,680 ",35.5,107.5,71.1,14,43.1,108116615,12.879721,121.774017 +1368,2200,Diversified,Teresita Sy-Coson,72,Philippines,Manila,Diversified,Diversified,Philippines,,FALSE,D,F,10/1/1950 0:00,Sy-Coson,Teresita,,4/4/2023 5:01,,,1950,10,1,129.61,2.5,"$376,795,508,680 ",35.5,107.5,71.1,14,43.1,108116615,12.879721,121.774017 +1368,2200,Real Estate,Katsumi Tada,77,Japan,Tokyo,Real estate,Real Estate,Japan,,TRUE,D,M,7/12/1945 0:00,Tada,Katsumi,,4/4/2023 5:01,,,1945,7,12,105.48,0.5,"$5,081,769,542,380 ",63.2,98.8,84.2,11.9,46.7,126226568,36.204824,138.252924 +1368,2200,Manufacturing,Tang Jinkui & family,67,China,Suzhou,"Textiles, petrochemicals",Manufacturing,China,,TRUE,D,M,9/19/1955 0:00,Tang,Jinkui,,4/4/2023 5:01,,,1955,9,19,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1368,2200,Technology,Tang Xiao'ou,55,China,Shanghai,Software,Technology,Hong Kong,,TRUE,D,M,1/1/1968 0:00,Tang,Xiao'ou,,4/4/2023 5:01,,,1968,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1368,2200,Fashion & Retail,Lottie Tham & family,73,Sweden,Stockholm,H&M,Fashion & Retail,Sweden,,FALSE,D,F,4/18/1949 0:00,Tham,Lottie,,4/4/2023 5:01,,,1949,4,18,110.51,1.8,"$530,832,908,738 ",67,126.6,82.5,27.9,49.1,10285453,60.128161,18.643501 +1368,2200,Healthcare,Shamsheer Vayalil,46,United Arab Emirates,Abu Dhabi,Healthcare,Healthcare,India,,FALSE,R,M,1/11/1977 0:00,Vayalil,Shamsheer,,4/4/2023 5:01,,,1977,1,11,114.52,-1.9,"$421,142,267,938 ",36.8,108.4,77.8,0.1,15.9,9770529,23.424076,53.847818 +1368,2200,Technology,Radha Vembu,50,India,Chennai,Business software,Technology,India,,FALSE,U,F,12/24/1972 0:00,Vembu,Radha,,4/4/2023 5:01,,,1972,12,24,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +1368,2200,Fashion & Retail,Wang Wenmo,66,China,Quanzhou,Sports apparel,Fashion & Retail,China,,TRUE,U,M,1/1/1957 0:00,Wang,Wenmo,,4/4/2023 5:01,,,1957,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1368,2200,Service,Wang Zhenghua,78,China,Shanghai,Budget airline,Service,China,,TRUE,U,M,4/25/1944 0:00,Wang,Zhenghua,,4/4/2023 5:01,,,1944,4,25,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1368,2200,Food & Beverage,David Wertheim,65,Israel,,Coca-Cola Israel,Food & Beverage,Israel,,FALSE,D,M,1/1/1958 0:00,Wertheim,David,,4/4/2023 5:01,,,1958,1,1,108.15,0.8,"$395,098,666,122 ",63.4,104.9,82.8,23.1,25.3,9053300,31.046051,34.851612 +1368,2200,Energy,Kai Wu,55,China,Ningde,Batteries,Energy,China,,TRUE,D,M,1/1/1968 0:00,Wu,Kai,,4/4/2023 5:01,,,1968,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1368,2200,Food & Beverage,Xu Yingzhuo,55,China,Guangzhou,Agribusiness,Food & Beverage,China,,TRUE,D,M,1/1/1968 0:00,Xu,Yingzhuo,,4/4/2023 5:01,,,1968,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1368,2200,Manufacturing,Yeung Kin-man,59,Hong Kong,Hong Kong,Electronics,Manufacturing,Hong Kong,,TRUE,D,M,4/1/1964 0:00,Yeung,Kin-man,,4/4/2023 5:01,,,1964,4,1,,,,,,,,,,, +1368,2200,Logistics,Huijiao Yu,57,China,Shanghai,Package delivery,Logistics,China,Shanghai YTO Express (Logistics),TRUE,D,M,4/1/1966 0:00,Yu,Huijiao,Founder and Chairman,4/4/2023 5:01,,,1966,4,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1368,2200,Finance & Investments,Oren Zeev,58,United States,Los Altos,Investments,Finance & Investments,Israel,,TRUE,D,M,9/23/1964 0:00,Zeev,Oren,,4/4/2023 5:01,California,West,1964,9,23,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1368,2200,Manufacturing,Clayton Zekelman,54,Canada,Windsor,Steel,Manufacturing,Canada,,FALSE,U,M,1/1/1969 0:00,Zekelman,Clayton,,4/4/2023 5:01,,,1969,1,1,116.76,1.9,"$1,736,425,629,520 ",68.9,100.9,81.9,12.8,24.5,36991981,56.130366,-106.346771 +1368,2200,Energy,Zhao Fenggang,57,China,Ningde,Batteries,Energy,China,,TRUE,D,M,1/1/1966 0:00,Zhao,Fenggang,,4/4/2023 5:01,,,1966,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1434,2100,Metals & Mining,Alex Beard,55,United Kingdom,London,"Mining, commodities",Metals & Mining,United Kingdom,,TRUE,D,M,8/3/1967 0:00,Beard,Alex,,4/4/2023 5:01,,,1967,8,3,119.62,1.7,"$2,827,113,184,696 ",60,101.2,81.3,25.5,30.6,66834405,55.378051,-3.435973 +1434,2100,Food & Beverage,Travis Boersma,52,United States,Grants Pass,Coffee,Food & Beverage,United States,,TRUE,D,M,1/1/1971 0:00,Boersma,Travis,,4/4/2023 5:01,Oregon,West,1971,1,1,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1434,2100,Construction & Engineering,Martin Bouygues,,France,Paris,"Construction, media",Construction & Engineering,France,,FALSE,Split Family Fortune,M,,Bouygues,Martin,,4/4/2023 5:01,,,,,,110.05,1.1,"$2,715,518,274,227 ",65.6,102.5,82.5,24.2,60.7,67059887,46.227638,2.213749 +1434,2100,Construction & Engineering,Olivier Bouygues,72,,,"Construction, media",Construction & Engineering,France,,FALSE,Split Family Fortune,M,9/14/1950 0:00,Bouygues,Olivier,,4/4/2023 5:01,,,1950,9,14,,,,,,,,,,, +1434,2100,Gambling & Casinos,William Boyd & family,91,United States,Las Vegas,"Casinos, banking",Gambling & Casinos,United States,,TRUE,D,M,11/4/1931 0:00,Boyd,William,,4/4/2023 5:01,Nevada,West,1931,11,4,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1434,2100,Food & Beverage,Anand Burman,70,India,Delhi,Consumer goods,Food & Beverage,India,,FALSE,D,M,5/5/1952 0:00,Burman,Anand,,4/4/2023 5:01,,,1952,5,5,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +1434,2100,Manufacturing,Cao Ji,71,China,Hangzhou,Manufacturing,Manufacturing,China,,TRUE,D,M,1/1/1952 0:00,Cao,Ji,,4/4/2023 5:01,,,1952,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1434,2100,Technology,Bruce Cheng,86,Taiwan,Taipei,Electronics,Technology,Taiwan,,TRUE,E,M,11/3/1936 0:00,Cheng,Bruce,,4/4/2023 5:01,,,1936,11,3,,,,,,,,,,, +1434,2100,Technology,Chi Yufeng,52,China,Beijing,Software,Technology,China,,FALSE,U,M,1/1/1971 0:00,Chi,Yufeng,,4/4/2023 5:01,,,1971,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1434,2100,Energy,Daniel Chiu,62,Hong Kong,Hong Kong,Oil & gas,Energy,Hong Kong,,TRUE,U,M,11/30/1960 0:00,Chiu,Daniel,,4/4/2023 5:01,,,1960,11,30,,,,,,,,,,, +1434,2100,Healthcare,Beda Diethelm,82,Switzerland,Zurich,Hearing aids,Healthcare,Switzerland,,TRUE,D,M,1/1/1941 0:00,Diethelm,Beda,,4/4/2023 5:01,,,1941,1,1,99.55,0.4,"$703,082,435,360 ",59.6,105.2,83.6,10.1,28.8,8574832,46.818188,8.227512 +1434,2100,Fashion & Retail,Domenico Dolce,64,Italy,Milan,Luxury goods,Fashion & Retail,Italy,,TRUE,U,M,8/13/1958 0:00,Dolce,Domenico,,4/4/2023 5:01,,,1958,8,13,110.62,0.6,"$2,001,244,392,042 ",61.9,101.9,82.9,24.3,59.1,60297396,41.87194,12.56738 +1434,2100,Technology,Ralph Dommermuth,59,Germany,Montabaur,Internet service provider,Technology,Germany,,TRUE,D,M,11/19/1963 0:00,Dommermuth,Ralph,,4/4/2023 5:01,,,1963,11,19,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +1434,2100,Diversified,Georgi Domuschiev,50,United Kingdom,London,"Animal health, investments",Diversified,Bulgaria,,TRUE,U,M,8/6/1972 0:00,Domuschiev,Georgi,,4/4/2023 5:01,,,1972,8,6,119.62,1.7,"$2,827,113,184,696 ",60,101.2,81.3,25.5,30.6,66834405,55.378051,-3.435973 +1434,2100,Diversified,Kiril Domuschiev,53,United Kingdom,London,"Animal health, investments",Diversified,Bulgaria,,TRUE,U,M,4/18/1969 0:00,Domuschiev,Kiril,,4/4/2023 5:01,,,1969,4,18,119.62,1.7,"$2,827,113,184,696 ",60,101.2,81.3,25.5,30.6,66834405,55.378051,-3.435973 +1434,2100,Real Estate,Bob Ell,78,Australia,Surfers Paradise,Real estate,Real Estate,Australia,,TRUE,E,M,12/22/1944 0:00,Ell,Bob,,4/4/2023 5:01,,,1944,12,22,119.8,1.6,"$1,392,680,589,329 ",113.1,100.3,82.7,23,47.4,25766605,-25.274398,133.775136 +1434,2100,Energy,Paul Foster,65,United States,El Paso,Oil refining,Energy,United States,Western Refining,TRUE,U,M,10/8/1957 0:00,Foster,Paul,Chairman,4/4/2023 5:01,Texas,South,1957,10,8,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1434,2100,Fashion & Retail,Stefano Gabbana,60,Italy,Milan,Luxury goods,Fashion & Retail,Italy,,TRUE,U,M,11/14/1962 0:00,Gabbana,Stefano,,4/4/2023 5:01,,,1962,11,14,110.62,0.6,"$2,001,244,392,042 ",61.9,101.9,82.9,24.3,59.1,60297396,41.87194,12.56738 +1434,2100,Manufacturing,Xingjiang Gao,59,China,Huzhou,Steel,Manufacturing,China,,TRUE,D,M,11/1/1963 0:00,Gao,Xingjiang,,4/4/2023 5:01,,,1963,11,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1434,2100,Energy,Gordon Getty,89,United States,San Francisco,Getty Oil,Energy,United States,Ann & Gordon Getty Foundation,FALSE,E,M,12/20/1933 0:00,Getty,Gordon,President and Chairman,4/4/2023 5:01,California,West,1933,12,20,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1434,2100,Energy,Kamal Ghaffarian,64,United States,Naples,"Space, energy",Energy,United States,,TRUE,N,M,4/28/1958 0:00,Ghaffarian,Kamal,,4/4/2023 5:01,Florida,South,1958,4,28,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1434,2100,Healthcare,Dennis Gillings,78,United States,Durham,Clinical trials,Healthcare,United Kingdom,,TRUE,E,M,4/25/1944 0:00,Gillings,Dennis,,4/4/2023 5:01,North Carolina,South,1944,4,25,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1434,2100,Diversified,Harsh Goenka,65,India,Mumbai,Diversified,Diversified,India,,FALSE,E,M,12/10/1957 0:00,Goenka,Harsh,,4/4/2023 5:01,,,1957,12,10,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +1434,2100,Diversified,Sanjiv Goenka,62,India,Kolkata,Diversified,Diversified,India,,FALSE,D,M,1/29/1961 0:00,Goenka,Sanjiv,,4/4/2023 5:01,,,1961,1,29,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +1434,2100,Real Estate,Jane Goldman,67,United States,New York,Real estate,Real Estate,United States,,FALSE,D,F,7/29/1955 0:00,Goldman,Jane,,4/4/2023 5:01,New York,Northeast,1955,7,29,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1434,2100,Fashion & Retail,Stein Erik Hagen,66,Norway,Oslo,Consumer goods,Fashion & Retail,Norway,,TRUE,D,M,7/22/1956 0:00,Hagen,Stein Erik,,4/4/2023 5:01,,,1956,7,22,120.27,2.2,"$403,336,363,636 ",82,100.3,82.8,23.9,36.2,5347896,60.472024,8.468946 +1434,2100,Real Estate,Bahaa Hariri,56,Switzerland,Geneva,"Real estate, investments",Real Estate,Lebanon,,FALSE,E,M,4/26/1966 0:00,Hariri,Bahaa,,4/4/2023 5:01,,,1966,4,26,99.55,0.4,"$703,082,435,360 ",59.6,105.2,83.6,10.1,28.8,8574832,46.818188,8.227512 +1434,2100,Fashion & Retail,Hortensia Herrero,72,Spain,Valencia,Supermarkets,Fashion & Retail,Spain,,FALSE,D,F,5/20/1950 0:00,Herrero,Hortensia,,4/4/2023 5:01,,,1950,5,20,110.96,0.7,"$1,394,116,310,769 ",88.9,102.7,83.3,14.2,47,47076781,40.463667,-3.74922 +1434,2100,Diversified,Douglas Hsu,80,Taiwan,Taipei,Diversified,Diversified,Taiwan,,FALSE,D,M,8/24/1942 0:00,Hsu,Douglas,,4/4/2023 5:01,,,1942,8,24,,,,,,,,,,, +1434,2100,Manufacturing,Huang Min,49,China,Suzhou,Machinery,Manufacturing,China,,TRUE,U,M,7/1/1973 0:00,Huang,Min,,4/4/2023 5:01,,,1973,7,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1434,2100,Technology,Jared Isaacman,40,United States,Easton,Payment processing,Technology,United States,,TRUE,U,M,2/11/1983 0:00,Isaacman,Jared,,4/4/2023 5:01,Pennsylvania,Northeast,1983,2,11,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1434,2100,Technology,Eugene Kaspersky,57,Russia,Moscow,Software,Technology,Russia,,TRUE,U,M,10/4/1965 0:00,Kaspersky,Eugene,,4/4/2023 5:01,,,1965,10,4,180.75,4.5,"$1,699,876,578,871 ",81.9,102.6,72.7,11.4,46.2,144373535,61.52401,105.318756 +1434,2100,Fashion & Retail,Artem Khachatryan,48,Cyprus,Limassol,Retail,Fashion & Retail,Russia,,TRUE,R,M,1/3/1975 0:00,Khachatryan,Artem,,4/4/2023 5:01,,,1975,1,3,102.51,0.3,"$24,564,647,935 ",75.9,99.3,80.8,24.5,22.4,1198575,35.126413,33.429859 +1434,2100,Food & Beverage,Andrei Krivenko,47,Russia,Moscow,Retail,Food & Beverage,Russia,,TRUE,N,M,7/25/1975 0:00,Krivenko,Andrei,,4/4/2023 5:01,,,1975,7,25,180.75,4.5,"$1,699,876,578,871 ",81.9,102.6,72.7,11.4,46.2,144373535,61.52401,105.318756 +1434,2100,Real Estate,Thomas Kwok,71,Hong Kong,Hong Kong,Real estate,Real Estate,Hong Kong,,FALSE,U,M,10/6/1951 0:00,Kwok,Thomas,,4/4/2023 5:01,,,1951,10,6,,,,,,,,,,, +1434,2100,Manufacturing,Lam Wai-ying,,Hong Kong,Hong Kong,Smartphone screens,Manufacturing,Hong Kong,Biel Crystal,TRUE,D,F,,Lam,Wai-ying,Chairman ,4/4/2023 5:01,,,,,,,,,,,,,,,, +1434,2100,Finance & Investments,Marc Lasry,62,United States,New York,Hedge funds,Finance & Investments,United States,Avenue Capital Group,TRUE,U,M,9/23/1960 0:00,Lasry,Marc,Founder,4/4/2023 5:01,New York,Northeast,1960,9,23,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1434,2100,Finance & Investments,Christian Latouche & family,82,France,Lyon,Accounting services,Finance & Investments,France,,TRUE,D,M,7/18/1940 0:00,Latouche,Christian,,4/4/2023 5:01,,,1940,7,18,110.05,1.1,"$2,715,518,274,227 ",65.6,102.5,82.5,24.2,60.7,67059887,46.227638,2.213749 +1434,2100,Sports,Theodore Leonsis,67,United States,Bethesda,Sports teams,Sports,United States,,TRUE,U,M,1/8/1956 0:00,Leonsis,Theodore,,4/4/2023 5:01,Maryland,South,1956,1,8,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1434,2100,Real Estate,Lin Chang Su-O,82,Taiwan,Taipei,Real estate,Real Estate,Taiwan,,FALSE,D,F,8/1/1940 4:00,Lin,Chang Su-O,,4/4/2023 9:01,,,1940,8,1,,,,,,,,,,, +1434,2100,Manufacturing,Liu Chengyu & family,60,China,Shenzhen,Power supply equipment,Manufacturing,China,,TRUE,U,M,7/26/1962 0:00,Liu,Chengyu,,4/4/2023 5:01,,,1962,7,26,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1434,2100,Fashion & Retail,Sergey Lomakin,49,Cyprus,Paphos,Retail,Fashion & Retail,Russia,,TRUE,R,M,5/23/1973 0:00,Lomakin,Sergey,,4/4/2023 5:01,,,1973,5,23,102.51,0.3,"$24,564,647,935 ",75.9,99.3,80.8,24.5,22.4,1198575,35.126413,33.429859 +1434,2100,Food & Beverage,Daniel Lubetzky,54,United States,New York,Snack bars,Food & Beverage,United States,,TRUE,D,M,9/28/1968 0:00,Lubetzky,Daniel,,4/4/2023 5:01,New York,Northeast,1968,9,28,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1434,2100,Technology,Melissa Ma,,China,Beijing,Internet search,Technology,China,,TRUE,U,F,,Ma,Melissa,,4/4/2023 5:01,,,,,,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1434,2100,Diversified,Anand Mahindra,67,India,Mumbai,Diversified,Diversified,India,,FALSE,U,M,5/1/1955 0:00,Mahindra,Anand,,4/4/2023 5:01,,,1955,5,1,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +1434,2100,Fashion & Retail,Rafique Malik,72,India,Mumbai,Footwear,Fashion & Retail,India,,FALSE,U,M,10/31/1950 0:00,Malik,Rafique,,4/4/2023 5:01,,,1950,10,31,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +1434,2100,Diversified,Katarina Martinson,41,Sweden,Stockholm,Investments,Diversified,Sweden,,FALSE,U,F,5/4/1981 0:00,Martinson,Katarina,,4/4/2023 5:01,,,1981,5,4,110.51,1.8,"$530,832,908,738 ",67,126.6,82.5,27.9,49.1,10285453,60.128161,18.643501 +1434,2100,Healthcare,Kiran Mazumdar-Shaw,70,India,Bangalore,Biopharmaceuticals,Healthcare,India,Biocon,TRUE,D,F,3/23/1953 0:00,Mazumdar-Shaw,Kiran,Chair,4/4/2023 5:01,,,1953,3,23,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +1434,2100,Automotive,Nirmal Minda,65,India,Gurgaon,Auto parts,Automotive,India,,FALSE,D,M,11/7/1957 0:00,Minda,Nirmal,,4/4/2023 5:01,,,1957,11,7,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +1434,2100,Technology,Mu Rongjun,43,China,Beijing,E-commerce,Technology,China,,TRUE,D,M,1/1/1980 0:00,Mu,Rongjun,,4/4/2023 5:01,,,1980,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1434,2100,Manufacturing,Eugene Murtagh,80,Ireland,Kingscourt,Building materials,Manufacturing,Ireland,,TRUE,D,M,6/23/1942 0:00,Murtagh,Eugene,,4/4/2023 5:01,,,1942,6,23,,,,,,,,,,, +1434,2100,Finance & Investments,Alexander Nesis,60,Russia,Moscow,"Metals, banking, fertilizers",Finance & Investments,Russia,,TRUE,U,M,12/19/1962 0:00,Nesis,Alexander,,4/4/2023 5:01,,,1962,12,19,180.75,4.5,"$1,699,876,578,871 ",81.9,102.6,72.7,11.4,46.2,144373535,61.52401,105.318756 +1434,2100,Manufacturing,Zugen Ni,66,China,Suzhou,Appliances,Manufacturing,China,,TRUE,U,M,1/18/1957 0:00,Ni,Zugen,,4/4/2023 5:01,,,1957,1,18,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1434,2100,Construction & Engineering,Florentino Perez,76,Spain,Madrid,Construction,Construction & Engineering,Spain,,TRUE,U,M,3/8/1947 0:00,Perez,Florentino,,4/4/2023 5:01,,,1947,3,8,110.96,0.7,"$1,394,116,310,769 ",88.9,102.7,83.3,14.2,47,47076781,40.463667,-3.74922 +1434,2100,Metals & Mining,Victor Pinchuk,62,Ukraine,Kiev,"Steel pipes, diversified",Metals & Mining,Ukraine,,TRUE,U,M,12/14/1960 0:00,Pinchuk,Victor,,4/4/2023 5:01,,,1960,12,14,281.66,7.9,"$153,781,069,118 ",82.7,99,71.6,20.1,45.2,44385155,48.379433,31.16558 +1434,2100,Technology,Leonid Radvinsky,40,United States,,E-commerce,Technology,United States,,TRUE,U,M,5/30/1982 0:00,Radvinsky,Leonid,,4/4/2023 5:01,Florida,South,1982,5,30,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1434,2100,Technology,Raveendran Byju,41,India,Bangalore,Education technology,Technology,India,,TRUE,D,M,7/6/1981 0:00,Raveendran,Byju,,4/4/2023 5:01,,,1981,7,6,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +1434,2100,Construction & Engineering,P.P. Reddy,65,India,Hyderabad,Infrastructure,Construction & Engineering,India,,TRUE,U,M,8/30/1957 0:00,Reddy,P.P.,,4/4/2023 5:01,,,1957,8,30,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +1434,2100,Fashion & Retail,Richard Saghian,41,United States,Los Angeles,Fast fashion,Fashion & Retail,United States,,TRUE,U,M,8/6/1981 0:00,Saghian,Richard,,4/4/2023 5:01,California,West,1981,8,6,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1434,2100,Healthcare,Shi Yifeng,49,China,Beijing,Medical cosmetics,Healthcare,China,,TRUE,U,M,1/1/1974 0:00,Shi,Yifeng,,4/4/2023 5:01,,,1974,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1434,2100,Finance & Investments,Thaksin Shinawatra,73,United Arab Emirates,Dubai,Investments,Finance & Investments,Thailand,,TRUE,U,M,7/26/1949 0:00,Shinawatra,Thaksin,,4/4/2023 5:01,,,1949,7,26,114.52,-1.9,"$421,142,267,938 ",36.8,108.4,77.8,0.1,15.9,9770529,23.424076,53.847818 +1434,2100,Food & Beverage,Shu Ping,53,Singapore,Singapore,Restaurants,Food & Beverage,Singapore,,TRUE,U,F,,Shu,Ping,,4/4/2023 5:01,,,,,,114.41,0.6,"$372,062,527,489 ",84.8,100.6,83.1,13.1,21,5703569,1.352083,103.819836 +1434,2100,Healthcare,Timothy Springer,75,United States,Chestnut Hill,Biotech,Healthcare,United States,,TRUE,E,M,2/23/1948 0:00,Springer,Timothy,,4/4/2023 5:01,Massachusetts,Northeast,1948,2,23,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1434,2100,Automotive,Venu Srinivasan,70,India,Chennai,Two-wheelers,Automotive,India,,FALSE,U,M,12/11/1952 0:00,Srinivasan,Venu,,4/4/2023 5:01,,,1952,12,11,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +1434,2100,Fashion & Retail,Edward Stack,68,United States,Sewickley,Dick's Sporting Goods,Fashion & Retail,United States,Dick's Sporting Goods,TRUE,U,M,12/27/1954 0:00,Stack,Edward,Chairman and CEO,4/4/2023 5:01,Pennsylvania,Northeast,1954,12,27,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1434,2100,Food & Beverage,Sun Mengquan & family,73,China,Yantai,Edible oil,Food & Beverage,China,,TRUE,D,M,3/1/1950 0:00,Sun,Mengquan,,4/4/2023 5:01,,,1950,3,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1434,2100,Finance & Investments,Alexander Svetakov,55,Russia,Moscow,Real estate,Finance & Investments,Russia,,TRUE,D,M,2/15/1968 0:00,Svetakov,Alexander,,4/4/2023 5:01,,,1968,2,15,180.75,4.5,"$1,699,876,578,871 ",81.9,102.6,72.7,11.4,46.2,144373535,61.52401,105.318756 +1434,2100,Fashion & Retail,Torsten Toeller,56,Germany,Krefeld,Pet food,Fashion & Retail,Germany,,TRUE,D,M,4/6/1966 0:00,Toeller,Torsten,,4/4/2023 5:01,,,1966,4,6,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +1434,2100,Food & Beverage,Barbara Tyson,74,United States,Fayetteville,Food processing,Food & Beverage,United States,,FALSE,N,F,3/6/1949 0:00,Tyson,Barbara,,4/4/2023 5:01,Arkansas,South,1949,3,6,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1434,2100,Food & Beverage,Hamdi Ulukaya,50,United States,Norwich,Greek yogurt,Food & Beverage,Turkey,Chobani,TRUE,D,M,10/26/1972 0:00,Ulukaya,Hamdi,Founder and CEO,4/4/2023 5:01,New York,Northeast,1972,10,26,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1434,2100,Construction & Engineering,Wang Linpeng,54,China,Beijing,Furniture retailing,Construction & Engineering,China,,TRUE,D,M,5/1/1968 0:00,Wang,Linpeng,,4/4/2023 5:01,,,1968,5,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1434,2100,Food & Beverage,Wei Ing-Chou,69,China,Tianjin,"Food, beverages",Food & Beverage,Taiwan,,TRUE,U,M,7/1/1953 0:00,Wei,Ing-Chou,,4/4/2023 5:01,,,1953,7,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1434,2100,Food & Beverage,Wei Yin-Chun,66,Taiwan,Taipei,"Food, beverages",Food & Beverage,Taiwan,,TRUE,U,M,3/8/1957 0:00,Wei,Yin-Chun,,4/4/2023 5:01,,,1957,3,8,,,,,,,,,,, +1434,2100,Food & Beverage,Wei Yin-Heng,64,China,Shanghai,"Food, beverages",Food & Beverage,Taiwan,,TRUE,U,M,1/1/1959 0:00,Wei,Yin-Heng,,4/4/2023 5:01,,,1959,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1434,2100,Food & Beverage,Wei Ying-Chiao,68,Taiwan,Taipei,"Food, beverages",Food & Beverage,Taiwan,,TRUE,U,M,2/4/1955 0:00,Wei,Ying-Chiao,,4/4/2023 5:01,,,1955,2,4,,,,,,,,,,, +1434,2100,Gambling & Casinos,Elaine Wynn,80,United States,Las Vegas,"Casinos, hotels",Gambling & Casinos,United States,"Wynn Las Vegas, LLC",TRUE,U,F,4/28/1942 0:00,Wynn,Elaine,Board Member,4/4/2023 5:01,Nevada,West,1942,4,28,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1434,2100,Automotive,Xu Xudong & family,53,China,Ningbo,Auto parts,Automotive,China,,TRUE,U,M,3/1/1970 0:00,Xu,Xudong,,4/4/2023 5:01,,,1970,3,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1434,2100,Fashion & Retail,Michael Ying,73,Hong Kong,Hong Kong,Retail,Fashion & Retail,Hong Kong,,TRUE,U,M,12/1/1949 0:00,Ying,Michael,,4/4/2023 5:01,,,1949,12,1,,,,,,,,,,, +1434,2100,Manufacturing,Yu Qibing & family,57,China,Ningbo,Glass,Manufacturing,China,,TRUE,D,M,11/1/1965 0:00,Yu,Qibing,,4/4/2023 5:01,,,1965,11,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1434,2100,Manufacturing,Yuan Fugen & family,72,China,Suzhou,Metal processing,Manufacturing,China,,TRUE,U,M,11/15/1950 0:00,Yuan,Fugen,,4/4/2023 5:01,,,1950,11,15,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1434,2100,Manufacturing,Zhang Ning & family,49,China,Shanghai,Chemicals,Manufacturing,Canada,,TRUE,D,F,4/1/1974 0:00,Zhang,Ning,,4/4/2023 5:01,,,1974,4,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1434,2100,Healthcare,Zhao Tao,57,China,Xi'an,Pharmaceuticals,Healthcare,Singapore,,FALSE,D,M,1/1/1966 0:00,Zhao,Tao,,4/4/2023 5:01,,,1966,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1516,2000,Construction & Engineering,Anu Aga,80,India,Pune,Engineering,Construction & Engineering,India,,FALSE,U,F,8/1/1942 0:00,Aga,Anu,,4/4/2023 5:01,,,1942,8,1,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +1516,2000,Fashion & Retail,Mohamed Al Fayed,94,United Kingdom,London,"Retail, investments",Fashion & Retail,Egypt,,TRUE,D,M,1/27/1929 0:00,Al Fayed,Mohamed,,4/4/2023 5:01,,,1929,1,27,119.62,1.7,"$2,827,113,184,696 ",60,101.2,81.3,25.5,30.6,66834405,55.378051,-3.435973 +1516,2000,Technology,Andrey Andreev,49,United Kingdom,London,Online dating,Technology,United Kingdom,,TRUE,E,M,2/3/1974 0:00,Andreev,Andrey,,4/4/2023 5:01,,,1974,2,3,119.62,1.7,"$2,827,113,184,696 ",60,101.2,81.3,25.5,30.6,66834405,55.378051,-3.435973 +1516,2000,Finance & Investments,Michael Ashcroft,77,Turks and Caicos Islands,Turks and Caicos Islands,Security,Finance & Investments,United Kingdom,,TRUE,D,M,1/1/1946 0:00,Ashcroft,Michael,,4/4/2023 5:01,,,1946,1,1,,,,,,,,,,, +1516,2000,Technology,Pavel Baudis,62,Czech Republic,Prague,Software,Technology,Czech Republic,,TRUE,D,M,5/15/1960 0:00,Baudis,Pavel,,4/4/2023 5:01,,,1960,5,15,116.48,2.8,"$246,489,245,495 ",64.1,100.7,79,14.9,46.1,10669709,49.817492,15.472962 +1516,2000,Healthcare,Wilhelm Beier & family,66,Germany,,Pharmaceuticals,Healthcare,Germany,,TRUE,D,M,4/21/1956 0:00,Beier,Wilhelm,,4/4/2023 5:01,,,1956,4,21,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +1516,2000,Manufacturing,Cao Jianwei,44,China,Shangyu,Semiconductors,Manufacturing,China,,TRUE,E,M,5/30/1978 0:00,Cao,Jianwei,,4/4/2023 5:01,,,1978,5,30,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1516,2000,Manufacturing,Huwen Chen,52,China,Shanghai,Stationery,Manufacturing,China,,TRUE,D,M,7/1/1970 0:00,Chen,Huwen,,4/4/2023 5:01,,,1970,7,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1516,2000,Diversified,Phongthep Chiaravanont,71,Thailand,Bangkok,Diversified,Diversified,Thailand,,FALSE,U,M,1/1/1952 0:00,Chiaravanont,Phongthep,,4/4/2023 5:01,,,1952,1,1,113.27,0.7,"$543,649,976,166 ",49.3,99.8,76.9,14.9,29.5,69625582,15.870032,100.992541 +1516,2000,Diversified,Dou Zhenggang,69,China,Hangzhou,"Energy, chemicals",Diversified,China,,TRUE,D,M,5/21/1953 0:00,Dou,Zhenggang,,4/4/2023 5:01,,,1953,5,21,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1516,2000,Food & Beverage,Maria Franca Fissolo,88,Monaco,Monaco,"Nutella, chocolates",Food & Beverage,Italy,,FALSE,E,F,1/1/1935 0:00,Fissolo,Maria Franca,,4/4/2023 5:01,,,1935,1,1,,,"$7,184,844,193 ",,,,,,38964,43.7384176,7.4246158 +1516,2000,Diversified,William Franke,85,United States,Houston,Low-cost airlines,Diversified,United States,,TRUE,D,M,4/15/1937 0:00,Franke,William,,4/4/2023 5:01,Texas,South,1937,4,15,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1516,2000,Healthcare,Mario Germano Giuliani,51,Monaco,Monaco,Pharmaceuticals,Healthcare,Switzerland,,FALSE,D,M,2/26/1972 0:00,Giuliani,Mario Germano,,4/4/2023 5:01,,,1972,2,26,,,"$7,184,844,193 ",,,,,,38964,43.7384176,7.4246158 +1516,2000,Real Estate,Amy Goldman Fowler,68,United States,Rhinebeck,Real estate,Real Estate,United States,,FALSE,D,F,4/19/1954 0:00,Goldman Fowler,Amy,,4/4/2023 5:01,New York,Northeast,1954,4,19,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1516,2000,Metals & Mining,John Hancock,47,United Kingdom,London,Mining,Metals & Mining,Australia,,FALSE,D,M,1/2/1976 0:00,Hancock,John,,4/4/2023 5:01,,,1976,1,2,119.62,1.7,"$2,827,113,184,696 ",60,101.2,81.3,25.5,30.6,66834405,55.378051,-3.435973 +1516,2000,Technology,Hu Yangzhong,58,China,Hangzhou,Technology,Technology,China,,TRUE,D,M,3/6/1965 0:00,Hu,Yangzhong,,4/4/2023 5:01,,,1965,3,6,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1516,2000,Manufacturing,Huang Dawen,62,Hong Kong,Hong Kong,Silicon,Manufacturing,Hong Kong,,TRUE,D,M,11/1/1960 0:00,Huang,Dawen,,4/4/2023 5:01,,,1960,11,1,,,,,,,,,,, +1516,2000,Media & Entertainment,Huang Qiaoling,64,China,Hangzhou,Amusement parks,Media & Entertainment,China,,TRUE,U,M,11/15/1958 0:00,Huang,Qiaoling,,4/4/2023 5:01,,,1958,11,15,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1516,2000,Finance & Investments,Rajiv Jain,55,United States,Fort Lauderdale,Finance,Finance & Investments,United States,,TRUE,N,M,1/27/1968 0:00,Jain,Rajiv,,4/4/2023 5:01,Florida,South,1968,1,27,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1516,2000,Sports,Michael Jordan,60,United States,Jupiter,"Charlotte Hornets, endorsements",Sports,United States,,TRUE,U,M,2/17/1963 0:00,Jordan,Michael,Athlete,4/4/2023 5:01,Florida,South,1963,2,17,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1516,2000,Real Estate,Diane Kemper,77,United States,New York,Real estate,Real Estate,United States,,FALSE,D,F,7/21/1945 0:00,Kemper,Diane,,4/4/2023 5:01,New York,Northeast,1945,7,21,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1516,2000,Technology,Shlomo Kramer,57,Israel,Tel Aviv,"Software, investments",Technology,Israel,,TRUE,D,M,3/14/1966 0:00,Kramer,Shlomo,,4/4/2023 5:01,,,1966,3,14,108.15,0.8,"$395,098,666,122 ",63.4,104.9,82.8,23.1,25.3,9053300,31.046051,34.851612 +1516,2000,Healthcare,Heikki Kyostila,77,Finland,Helsinki,Dental products,Healthcare,Finland,,TRUE,U,M,1/19/1946 0:00,Kyostila,Heikki,,4/4/2023 5:01,,,1946,1,19,112.33,1,"$268,761,201,365 ",88.2,100.2,81.7,20.8,36.6,5520314,61.92411,25.748151 +1516,2000,Technology,Martin Lau,50,Hong Kong,Hong Kong,E-commerce,Technology,Hong Kong,,TRUE,D,M,4/1/1973 0:00,Lau,Martin,,4/4/2023 5:01,,,1973,4,1,,,,,,,,,,, +1516,2000,Technology,Li Min,57,China,Fuzhou,Semiconductor,Technology,China,,TRUE,D,M,12/26/1965 0:00,Li,Min,,4/4/2023 5:01,,,1965,12,26,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1516,2000,Technology,Liang Rubo,40,China,Beijing,TikTok,Technology,China,,TRUE,D,M,1/1/1983 0:00,Liang,Rubo,,4/4/2023 5:01,,,1983,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1516,2000,Manufacturing,Liang Zhaoxian,58,China,Foshan,Appliances,Manufacturing,China,,FALSE,D,M,1/1/1965 0:00,Liang,Zhaoxian,,4/4/2023 5:01,,,1965,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1516,2000,Energy,Lin Fanlian,61,China,Linyi,"Energy, real estate",Energy,China,,TRUE,D,M,6/1/1961 0:00,Lin,Fanlian,,4/4/2023 5:01,,,1961,6,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1516,2000,Manufacturing,Aloke Lohia,64,Thailand,Bangkok,Petrochemicals,Manufacturing,India,,FALSE,D,M,11/27/1958 0:00,Lohia,Aloke,,4/4/2023 5:01,,,1958,11,27,113.27,0.7,"$543,649,976,166 ",49.3,99.8,76.9,14.9,29.5,69625582,15.870032,100.992541 +1516,2000,Real Estate,Bill Malhotra,73,Canada,Ottawa,Real estate,Real Estate,Canada,,TRUE,U,M,9/8/1949 0:00,Malhotra,Bill,,4/4/2023 5:01,,,1949,9,8,116.76,1.9,"$1,736,425,629,520 ",68.9,100.9,81.9,12.8,24.5,36991981,56.130366,-106.346771 +1516,2000,Finance & Investments,Alexander Mamut,63,Israel,Tel Aviv,Investments,Finance & Investments,Russia,,TRUE,D,M,1/29/1960 0:00,Mamut,Alexander,,4/4/2023 5:01,,,1960,1,29,108.15,0.8,"$395,098,666,122 ",63.4,104.9,82.8,23.1,25.3,9053300,31.046051,34.851612 +1516,2000,Telecom,Craig McCaw,73,United States,Hunts Point,Telecom,Telecom,United States,,FALSE,D,M,8/11/1949 0:00,McCaw,Craig,,4/4/2023 5:01,Washington,West,1949,8,11,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1516,2000,Manufacturing,Cunhui Nan,59,China,Wenzhou,Power equipment,Manufacturing,China,,TRUE,D,M,7/9/1963 0:00,Nan,Cunhui,,4/4/2023 5:01,,,1963,7,9,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1516,2000,Service,Tengyun Nie & family,47,China,Shanghai,Logistics,Service,China,,TRUE,D,M,1/24/1976 0:00,Nie,Tengyun,,4/4/2023 5:01,,,1976,1,24,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1516,2000,Finance & Investments,Oei Hong Leong,75,Singapore,Singapore,Investments,Finance & Investments,Singapore,,FALSE,U,M,3/21/1948 0:00,Oei,Hong Leong,,4/4/2023 5:01,,,1948,3,21,114.41,0.6,"$372,062,527,489 ",84.8,100.6,83.1,13.1,21,5703569,1.352083,103.819836 +1516,2000,Metals & Mining,Clive Palmer,69,Australia,Brisbane,Mining,Metals & Mining,Australia,,TRUE,D,M,3/26/1954 0:00,Palmer,Clive,,4/4/2023 5:01,,,1954,3,26,119.8,1.6,"$1,392,680,589,329 ",113.1,100.3,82.7,23,47.4,25766605,-25.274398,133.775136 +1516,2000,Technology,Matthew Prince,48,United States,Park City,Cybersecurity,Technology,United States,,TRUE,D,M,1/1/1975 0:00,Prince,Matthew,,4/4/2023 5:01,Utah,West,1975,1,1,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1516,2000,Service,Linda Pritzker,69,United States,Missoula,"Hotels, investments",Service,United States,,FALSE,E,F,9/14/1953 0:00,Pritzker,Linda,,4/4/2023 5:01,Montana,West,1953,9,14,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1516,2000,Construction & Engineering,P.V. Krishna Reddy,53,India,Hyderabad,Infrastructure,Construction & Engineering,India,,TRUE,U,M,6/30/1969 0:00,Reddy,P.V. Krishna,,4/4/2023 5:01,,,1969,6,30,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +1516,2000,Metals & Mining,Bianca Rinehart,46,Australia,Brisbane,Mining,Metals & Mining,Australia,,FALSE,D,F,3/19/1977 0:00,Rinehart,Bianca,,4/4/2023 5:01,,,1977,3,19,119.8,1.6,"$1,392,680,589,329 ",113.1,100.3,82.7,23,47.4,25766605,-25.274398,133.775136 +1516,2000,Metals & Mining,Ginia Rinehart,36,Australia,Sydney,Mining,Metals & Mining,Australia,,FALSE,D,F,9/6/1986 0:00,Rinehart,Ginia,,4/4/2023 5:01,,,1986,9,6,119.8,1.6,"$1,392,680,589,329 ",113.1,100.3,82.7,23,47.4,25766605,-25.274398,133.775136 +1516,2000,Finance & Investments,T. Denny Sanford,87,United States,Sioux Falls,"Banking, credit cards",Finance & Investments,United States,,TRUE,D,M,12/23/1935 0:00,Sanford,T. Denny,,4/4/2023 5:01,South Dakota,Midwest,1935,12,23,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1516,2000,Manufacturing,Bhadresh Shah,71,India,Ahmedabad,Engineering,Manufacturing,India,,TRUE,U,M,10/7/1951 0:00,Shah,Bhadresh,,4/4/2023 5:01,,,1951,10,7,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +1516,2000,Media & Entertainment,Zygmunt Solorz-Zak,66,Poland,Warsaw,TV broadcasting,Media & Entertainment,Poland,,TRUE,D,M,8/4/1956 0:00,Solorz-Zak,Zygmunt,,4/4/2023 5:01,,,1956,8,4,114.11,2.2,"$592,164,400,688 ",67.8,100,77.6,17.4,40.8,37970874,51.919438,19.145136 +1516,2000,Manufacturing,Michal Strnad,30,,,Defense Contracting,Manufacturing,Czech Republic,,FALSE,N,M,8/4/1992 0:00,Strnad ,Michal,,4/4/2023 5:01,,,1992,8,4,,,,,,,,,,, +1516,2000,Fashion & Retail,Sylvia Stroeher,67,Germany,Darmstadt,Cosmetics,Fashion & Retail,Germany,,FALSE,E,F,5/30/1955 0:00,Stroeher,Sylvia,,4/4/2023 5:01,,,1955,5,30,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +1516,2000,Technology,Otto Toto Sugiri,69,Indonesia,Jakarta,Data centers,Technology,Indonesia,,TRUE,D,M,9/23/1953 0:00,Sugiri,Otto Toto,,4/4/2023 5:01,,,1953,9,23,151.18,3,"$1,119,190,780,753 ",36.3,106.4,71.5,10.2,30.1,270203917,-0.789275,113.921327 +1516,2000,Sports,Larry Tanenbaum,77,Canada,Toronto,Sports,Sports,Canada,,TRUE,N,M,7/1/1945 0:00,Tanenbaum,Larry,,4/4/2023 5:01,,,1945,7,1,116.76,1.9,"$1,736,425,629,520 ",68.9,100.9,81.9,12.8,24.5,36991981,56.130366,-106.346771 +1516,2000,Finance & Investments,Wichai Thongtang,76,Thailand,Bangkok,Investments,Finance & Investments,Thailand,,TRUE,E,M,1/1/1947 0:00,Thongtang,Wichai,,4/4/2023 5:01,,,1947,1,1,113.27,0.7,"$543,649,976,166 ",49.3,99.8,76.9,14.9,29.5,69625582,15.870032,100.992541 +1516,2000,Finance & Investments,Ion Tiriac,83,Romania,Bucharest,"Banking, insurance",Finance & Investments,Romania,,TRUE,U,M,5/9/1939 0:00,Tiriac,Ion,,4/4/2023 5:01,,,1939,5,9,123.78,3.8,"$250,077,444,017 ",49.4,85.2,75.4,14.6,20,19356544,45.943161,24.96676 +1516,2000,Metals & Mining,Hope Welker,37,United States,New York,Mining,Metals & Mining,Australia,,FALSE,D,F,8/13/1985 0:00,Welker,Hope,,4/4/2023 5:01,New York,Northeast,1985,8,13,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1516,2000,Manufacturing,William Young,82,United States,Ypsilanti,Plastics,Manufacturing,United States,,TRUE,D,M,1/1/1941 0:00,Young,William,,4/4/2023 5:01,Michigan,Midwest,1941,1,1,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1516,2000,Fashion & Retail,Ales Zavoral,46,,,E-commerce,Fashion & Retail,Czech Republic,,TRUE,N,M,10/24/1976 0:00,Zavoral,Ales,,4/4/2023 5:01,,,1976,10,24,,,,,,,,,,, +1516,2000,Technology,Zhang Fan,57,China,Shenzhen,Touch screens,Technology,China,,TRUE,D,M,12/29/1965 0:00,Zhang,Fan,,4/4/2023 5:01,,,1965,12,29,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1516,2000,Technology,Shilong Zhang & family,57,China,Beijing,Semiconductor,Technology,China,,TRUE,D,M,1/1/1966 0:00,Zhang,Shilong,,4/4/2023 5:01,,,1966,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1516,2000,Manufacturing,Zhang Wanzhen,73,China,Chaozhou,Electronics components,Manufacturing,China,,TRUE,D,M,12/1/1949 0:00,Zhang,Wanzhen,,4/4/2023 5:01,,,1949,12,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1516,2000,Technology,Hongfei Zhao,48,China,Beijing,Software,Technology,China,,TRUE,D,M,6/1/1974 0:00,Zhao,Hongfei,,4/4/2023 5:01,,,1974,6,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1516,2000,Energy,Zhou Jian,46,China,Shenzhen,Solar energy equipment,Energy,China,,TRUE,D,M,7/1/1976 0:00,Zhou,Jian,,4/4/2023 5:01,,,1976,7,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1516,2000,Healthcare,Zhu Yiwen & family,59,China,Shanghai,Healthcare,Healthcare,China,,TRUE,U,M,1/1/1964 0:00,Zhu,Yiwen,,4/4/2023 5:01,,,1964,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1575,1900,Diversified,Roberto Angelini Rossi,74,Chile,Santiago,"Forestry, mining",Diversified,Chile,,FALSE,U,M,7/30/1948 0:00,Angelini Rossi,Roberto,,4/4/2023 5:01,,,1948,7,30,131.91,2.6,"$282,318,159,745 ",88.5,101.4,80,18.2,34,18952038,-35.675147,-71.542969 +1575,1900,Energy,Mika Anttonen,56,Finland,Helsinki,Oil & gas,Energy,Finland,,TRUE,U,M,12/18/1966 0:00,Anttonen,Mika,,4/4/2023 5:01,,,1966,12,18,112.33,1,"$268,761,201,365 ",88.2,100.2,81.7,20.8,36.6,5520314,61.92411,25.748151 +1575,1900,Sports,David Blitzer,53,United States,New York,Sports,Sports,United States,,TRUE,N,M,9/7/1969 0:00,Blitzer,David,,4/4/2023 5:01,New York,Northeast,1969,9,7,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1575,1900,Finance & Investments,Julio Bozano,87,Brazil,Rio de Janeiro,Banking,Finance & Investments,Brazil,,TRUE,D,M,2/1/1936 0:00,Bozano,Julio,,4/4/2023 5:01,,,1936,2,1,167.4,3.7,"$1,839,758,040,766 ",51.3,115.4,75.7,14.2,65.1,212559417,-14.235004,-51.92528 +1575,1900,Energy,Nikolai Buinov,55,Russia,Irkutsk,"Oil, gas",Energy,Russia,,TRUE,U,M,7/9/1967 0:00,Buinov,Nikolai,,4/4/2023 5:01,,,1967,7,9,180.75,4.5,"$1,699,876,578,871 ",81.9,102.6,72.7,11.4,46.2,144373535,61.52401,105.318756 +1575,1900,Fashion & Retail,Nicola Bulgari,82,Italy,Rome,Luxury goods,Fashion & Retail,Italy,,FALSE,E,M,1/16/1941 0:00,Bulgari,Nicola,,4/4/2023 5:01,,,1941,1,16,110.62,0.6,"$2,001,244,392,042 ",61.9,101.9,82.9,24.3,59.1,60297396,41.87194,12.56738 +1575,1900,Fashion & Retail,"Howard Butt, III. & family",71,United States,San Antonio,Supermarkets,Fashion & Retail,United States,,FALSE,N,M,4/4/1952 0:00,Butt,Howard,,4/4/2023 5:01,Texas,South,1952,4,4,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1575,1900,Fashion & Retail,Stephen Butt & family,67,,,Supermarkets,Fashion & Retail,United States,,FALSE,N,M,5/24/1955 0:00,Butt,Stephen,,4/4/2023 5:01,,,1955,5,24,,,,,,,,,,, +1575,1900,Fashion & Retail,Jianxing Che,56,China,Shanghai,Furniture retailing,Fashion & Retail,China,,TRUE,D,M,7/18/1966 0:00,Che,Jianxing,,4/4/2023 5:01,,,1966,7,18,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1575,1900,Manufacturing,Huxiong Chen,52,China,Shanghai,Stationery,Manufacturing,China,,TRUE,D,M,7/1/1970 0:00,Chen,Huxiong,,4/4/2023 5:01,,,1970,7,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1575,1900,Energy,Chen Qiongxiang,,China,Ningde,Batteries,Energy,China,,TRUE,D,F,,Chen,Qiongxiang,,4/4/2023 5:01,,,,,,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1575,1900,Technology,Chen Zhisong,57,China,Xiamen,Communication equipment,Technology,China,,TRUE,D,M,1/7/1966 0:00,Chen,Zhisong,,4/4/2023 5:01,,,1966,1,7,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1575,1900,Diversified,Manas Chiaravanond,,Thailand,Bangkok,Diversified,Diversified,Thailand,,FALSE,U,M,,Chiaravanond,Manas,,4/4/2023 5:01,,,,,,113.27,0.7,"$543,649,976,166 ",49.3,99.8,76.9,14.9,29.5,69625582,15.870032,100.992541 +1575,1900,Diversified,Prathip Chiravanond,74,Thailand,Bangkok,Diversified,Diversified,Thailand,,FALSE,R,M,10/21/1948 0:00,Chiravanond,Prathip,,4/4/2023 5:01,,,1948,10,21,113.27,0.7,"$543,649,976,166 ",49.3,99.8,76.9,14.9,29.5,69625582,15.870032,100.992541 +1575,1900,Food & Beverage,Alexandra Daitch,60,United States,Old Lyme,Cargill,Food & Beverage,United States,,FALSE,D,F,1/1/1963 0:00,Daitch,Alexandra,,4/4/2023 5:01,Connecticut,Northeast,1963,1,1,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1575,1900,Food & Beverage,Sol Daurella,57,Spain,Madrid,Coca-Cola bottler,Food & Beverage,Spain,,FALSE,U,F,1/1/1966 0:00,Daurella,Sol,,4/4/2023 5:01,,,1966,1,1,110.96,0.7,"$1,394,116,310,769 ",88.9,102.7,83.3,14.2,47,47076781,40.463667,-3.74922 +1575,1900,Sports,Mark Davis,67,United States,Henderson,Las Vegas Raiders,Sports,United States,,FALSE,N,M,5/18/1955 0:00,Davis,Mark,,4/4/2023 5:01,Nevada,West,1955,5,18,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1575,1900,Finance & Investments,James Dinan,63,United States,North Salem,Hedge funds,Finance & Investments,United States,York Capital Management,TRUE,E,M,5/22/1959 0:00,Dinan,James,Founder,4/4/2023 5:01,New York,Northeast,1959,5,22,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1575,1900,Healthcare,Dong Fan,53,China,Zhuhai,Medical devices,Healthcare,China,,TRUE,D,M,,Dong,Fan,,4/4/2023 5:01,,,,,,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1575,1900,Automotive,Fritz Draexlmaier,,Germany,Landshut,Auto parts,Automotive,Germany,,FALSE,U,M,,Draexlmaier,Fritz,,4/4/2023 5:01,,,,,,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +1575,1900,Diversified,Bulent Eczacibasi,73,Turkey,Istanbul,"Pharmaceuticals, diversified",Diversified,Turkey,,FALSE,U,M,12/25/1949 0:00,Eczacibasi,Bulent,,4/4/2023 5:01,,,1949,12,25,234.44,15.2,"$754,411,708,203 ",23.9,93.2,77.4,17.9,42.3,83429615,38.963745,35.243322 +1575,1900,Diversified,Faruk Eczacibasi,68,Turkey,Istanbul,"Pharmaceuticals, diversified",Diversified,Turkey,,FALSE,U,M,6/15/1954 0:00,Eczacibasi,Faruk,,4/4/2023 5:01,,,1954,6,15,234.44,15.2,"$754,411,708,203 ",23.9,93.2,77.4,17.9,42.3,83429615,38.963745,35.243322 +1575,1900,Diversified,Eduardo Eurnekian,90,Argentina,Buenos Aires,"Airports, investments",Diversified,Argentina,,TRUE,U,M,12/4/1932 0:00,Eurnekian,Eduardo,,4/4/2023 5:01,,,1932,12,4,232.75,53.5,"$449,663,446,954 ",90,109.7,76.5,10.1,106.3,44938712,-38.416097,-63.616672 +1575,1900,Real Estate,David Fong,65,Hong Kong,Hong Kong,Real estate,Real Estate,Hong Kong,,FALSE,N,M,5/29/1957 0:00,Fong,David,,4/4/2023 5:01,,,1957,5,29,,,,,,,,,,, +1575,1900,Fashion & Retail,Guo Zhenyu & family,59,China,Kunming,Cosmetics,Fashion & Retail,Canada,,TRUE,D,M,11/1/1963 0:00,Guo,Zhenyu,,4/4/2023 5:01,,,1963,11,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1575,1900,Manufacturing,Surjit Kumar Gupta,81,India,Delhi,Electrical equipment,Manufacturing,India,,FALSE,U,M,1/13/1942 0:00,Gupta,Surjit Kumar,,4/4/2023 5:01,,,1942,1,13,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +1575,1900,Diversified,Caroline Hagen Kjos,39,Switzerland,Wollerau,Conglomerate,Diversified,Norway,,FALSE,D,F,1/1/1984 0:00,Hagen Kjos,Caroline,,4/4/2023 5:01,,,1984,1,1,99.55,0.4,"$703,082,435,360 ",59.6,105.2,83.6,10.1,28.8,8574832,46.818188,8.227512 +1575,1900,Finance & Investments,Roberto Hernandez Ramirez,81,Mexico,Mexico City,"Banking, investments",Finance & Investments,Mexico,,TRUE,E,M,3/24/1942 0:00,Hernandez Ramirez,Roberto,,4/4/2023 5:01,,,1942,3,24,141.54,3.6,"$1,258,286,717,125 ",40.2,105.8,75,13.1,55.1,126014024,23.634501,-102.552784 +1575,1900,Technology,Reid Hoffman,55,United States,Palo Alto,LinkedIn,Technology,United States,Greylock,TRUE,D,M,8/5/1967 0:00,Hoffman,Reid,Partner,4/4/2023 5:01,California,West,1967,8,5,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1575,1900,Manufacturing,Hu Rongda & family,64,China,Jinhua,Chemicals,Manufacturing,China,,TRUE,U,M,1/1/1959 0:00,Hu,Rongda,,4/4/2023 5:01,,,1959,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1575,1900,Real Estate,"B. Wayne Hughes, Jr.",63,United States,Jackson,Storage facilities,Real Estate,United States,,FALSE,D,M,5/27/1959 0:00,Hughes,B. Wayne,,4/4/2023 5:01,Wyoming,South,1959,5,27,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1575,1900,Real Estate,Hui Wing Mau,72,Hong Kong,Hong Kong,Real estate,Real Estate,Hong Kong,,TRUE,D,M,7/1/1950 0:00,Hui,Wing Mau,,4/4/2023 5:01,,,1950,7,1,,,,,,,,,,, +1575,1900,Finance & Investments,Scott Kapnick,64,United States,Naples,Private equity,Finance & Investments,United States,,TRUE,U,M,2/9/1959 0:00,Kapnick,Scott,Investor,4/4/2023 5:01,Florida,South,1959,2,9,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1575,1900,Finance & Investments,Richard Kayne,77,United States,Santa Monica,Investments,Finance & Investments,United States,,TRUE,U,M,1/1/1946 0:00,Kayne,Richard,,4/4/2023 5:01,California,West,1946,1,1,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1575,1900,Finance & Investments,Dominika Kulczyk,45,United Kingdom,London,Diversified,Finance & Investments,Poland,,FALSE,U,F,7/30/1977 0:00,Kulczyk,Dominika,,4/4/2023 5:01,,,1977,7,30,119.62,1.7,"$2,827,113,184,696 ",60,101.2,81.3,25.5,30.6,66834405,55.378051,-3.435973 +1575,1900,Finance & Investments,Edward Lampert,60,United States,Miami Beach,Sears,Finance & Investments,United States,ESL Investments Inc.,TRUE,U,M,7/19/1962 0:00,Lampert,Edward,Founder,4/4/2023 5:01,Florida,South,1962,7,19,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1575,1900,Diversified,Somsri Lamsam,,Thailand,Bangkok,Diversified,Diversified,Thailand,,FALSE,N,M,,Lamsam,Somsri,,4/4/2023 5:01,,,,,,113.27,0.7,"$543,649,976,166 ",49.3,99.8,76.9,14.9,29.5,69625582,15.870032,100.992541 +1575,1900,Food & Beverage,James Leprino,85,United States,Indian Hills,Cheese,Food & Beverage,United States,Leprino Foods,FALSE,D,M,11/22/1937 0:00,Leprino,James,Chairman,4/4/2023 5:01,Colorado,West,1937,11,22,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1575,1900,Real Estate,David Lichtenstein,61,United States,Monsey,Real estate,Real Estate,United States,,TRUE,E,M,11/21/1961 0:00,Lichtenstein,David,,4/4/2023 5:01,New York,Northeast,1961,11,21,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1575,1900,Real Estate,Lin Dingqiang & family,56,China,Beijing,Real estate,Real Estate,Hong Kong,,TRUE,E,M,10/1/1966 0:00,Lin,Dingqiang,,4/4/2023 5:01,,,1966,10,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1575,1900,Food & Beverage,Sarah MacMillan,69,United States,Los Angeles,Cargill,Food & Beverage,United States,,FALSE,D,F,1/1/1954 0:00,MacMillan,Sarah,,4/4/2023 5:01,California,West,1954,1,1,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1575,1900,Telecom,Strive Masiyiwa,62,United Kingdom,London,Telecom,Telecom,Zimbabwe,,TRUE,D,M,1/29/1961 0:00,Masiyiwa,Strive,,4/4/2023 5:01,,,1961,1,29,119.62,1.7,"$2,827,113,184,696 ",60,101.2,81.3,25.5,30.6,66834405,55.378051,-3.435973 +1575,1900,Fashion & Retail,Robert Miller,89,Hong Kong,Hong Kong,Retail,Fashion & Retail,United Kingdom,,TRUE,D,M,5/23/1933 0:00,Miller,Robert,,4/4/2023 5:01,,,1933,5,23,,,,,,,,,,, +1575,1900,Technology,Simon Nixon,55,United Kingdom,"St. Brelade, Jersey",Price comparison website,Technology,United Kingdom,,TRUE,U,M,8/1/1967 0:00,Nixon,Simon,,4/4/2023 5:01,,,1967,8,1,119.62,1.7,"$2,827,113,184,696 ",60,101.2,81.3,25.5,30.6,66834405,55.378051,-3.435973 +1575,1900,Food & Beverage,Kentaro Ogawa,74,Japan,Tokyo,Restaurants,Food & Beverage,Japan,,TRUE,U,M,7/1/1948 0:00,Ogawa,Kentaro,,4/4/2023 5:01,,,1948,7,1,105.48,0.5,"$5,081,769,542,380 ",63.2,98.8,84.2,11.9,46.7,126226568,36.204824,138.252924 +1575,1900,Manufacturing,Ajay Parekh,65,India,Mumbai,Adhesives,Manufacturing,India,,FALSE,D,M,6/23/1957 0:00,Parekh,Ajay,,4/4/2023 5:01,,,1957,6,23,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +1575,1900,Manufacturing,Narendrakumar Parekh,84,India,Mumbai,Adhesives,Manufacturing,India,,FALSE,D,M,4/17/1938 0:00,Parekh,Narendrakumar,,4/4/2023 5:01,,,1938,4,17,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +1575,1900,Finance & Investments,Jennifer Pritzker,72,United States,Chicago,"Hotels, investments",Finance & Investments,United States,Tawani Enterprises,FALSE,D,F,8/13/1950 0:00,Pritzker,Jennifer,CEO,4/4/2023 5:01,Illinois,Midwest,1950,8,13,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1575,1900,Fashion & Retail,G. Rajendran,80,India,Chennai,Jewellery,Fashion & Retail,India,,TRUE,U,M,10/5/1942 0:00,Rajendran,G.,,4/4/2023 5:01,,,1942,10,5,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +1575,1900,Manufacturing,Ren Jianhua,66,China,Hangzhou,Kitchen appliances,Manufacturing,China,,TRUE,D,M,8/1/1956 0:00,Ren,Jianhua,,4/4/2023 5:01,,,1956,8,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1575,1900,Finance & Investments,Larry Robbins,53,United States,Alpine,Hedge funds,Finance & Investments,United States,Glenview Capital Management,TRUE,E,M,10/21/1969 0:00,Robbins,Larry,Investor,4/4/2023 5:01,New Jersey,Northeast,1969,10,21,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1575,1900,Construction & Engineering,Dwight Schar,81,United States,Palm Beach,"Homebuilding, NFL team",Construction & Engineering,United States,,TRUE,E,M,2/8/1942 0:00,Schar,Dwight,,4/4/2023 5:01,Florida,South,1942,2,8,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1575,1900,Energy,Shao Jianxiong,,China,Hangzhou,Photovoltaics,Energy,China,,TRUE,U,M,,Shao,Jianxiong,,4/4/2023 5:01,,,,,,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1575,1900,Manufacturing,Qinxiang Shao,68,China,Hangzhou,Diversified,Manufacturing,China,,TRUE,U,M,9/1/1954 0:00,Shao,Qinxiang,,4/4/2023 5:01,,,1954,9,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1575,1900,Technology,Hua Shen,60,China,Jiaxing,Semiconductors,Technology,United States,,TRUE,D,M,1/1/1963 0:00,Shen,Hua,,4/4/2023 5:01,,,1963,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1575,1900,Manufacturing,Shi Wen-long,95,Taiwan,Tainan,Plastics,Manufacturing,Taiwan,,TRUE,D,M,2/1/1928 0:00,Shi,Wen-long,,4/4/2023 5:01,,,1928,2,1,,,,,,,,,,, +1575,1900,Finance & Investments,Peter Sondakh,73,Indonesia,Surabaya,Investments,Finance & Investments,Indonesia,,TRUE,D,M,2/26/1950 0:00,Sondakh,Peter,,4/4/2023 5:01,,,1950,2,26,151.18,3,"$1,119,190,780,753 ",36.3,106.4,71.5,10.2,30.1,270203917,-0.789275,113.921327 +1575,1900,Food & Beverage,Lucy Stitzer,63,United States,Greenwich,Cargill,Food & Beverage,United States,,FALSE,D,F,1/1/1960 0:00,Stitzer,Lucy,,4/4/2023 5:01,Connecticut,Northeast,1960,1,1,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1575,1900,Diversified,Elizabeth Sy,70,Philippines,Manila,Diversified,Diversified,Philippines,,FALSE,D,F,6/1/1952 0:00,Sy,Elizabeth,,4/4/2023 5:01,,,1952,6,1,129.61,2.5,"$376,795,508,680 ",35.5,107.5,71.1,14,43.1,108116615,12.879721,121.774017 +1575,1900,Manufacturing,Hermanto Tanoko,60,Indonesia,Surabaya,Paints,Manufacturing,Indonesia,,FALSE,Split Family Fortune,M,9/17/1962 0:00,Tanoko,Hermanto,,4/4/2023 5:01,,,1962,9,17,151.18,3,"$1,119,190,780,753 ",36.3,106.4,71.5,10.2,30.1,270203917,-0.789275,113.921327 +1575,1900,Construction & Engineering,Mehmet Sinan Tara,64,Turkey,Istanbul,Construction,Construction & Engineering,Turkey,,FALSE,U,M,5/24/1958 0:00,Tara,Mehmet Sinan,,4/4/2023 5:01,,,1958,5,24,234.44,15.2,"$754,411,708,203 ",23.9,93.2,77.4,17.9,42.3,83429615,38.963745,35.243322 +1575,1900,Fashion & Retail,Masateru Uno & family,76,Japan,Fukuoka,Drugstores,Fashion & Retail,Japan,,TRUE,D,M,2/6/1947 0:00,Uno,Masateru,,4/4/2023 5:01,,,1947,2,6,105.48,0.5,"$5,081,769,542,380 ",63.2,98.8,84.2,11.9,46.7,126226568,36.204824,138.252924 +1575,1900,Energy,Vardis Vardinoyannis & family,90,Greece,Athens,Oil and gas,Energy,Greece,,TRUE,U,M,1/1/1933 0:00,Vardinoyannis & family,Vardis,,4/4/2023 5:01,,,1933,1,1,101.87,0.2,"$209,852,761,469 ",136.6,99.6,81.3,26.2,51.9,10716322,39.074208,21.824312 +1575,1900,Real Estate,Jitendra Virwani,57,India,Bangalore,Real estate,Real Estate,India,,FALSE,D,M,2/18/1966 0:00,Virwani,Jitendra,,4/4/2023 5:01,,,1966,2,18,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +1575,1900,Real Estate,Wang Chaobin,67,China,Zhengzhou,Real estate,Real Estate,China,,TRUE,E,M,1/1/1956 0:00,Wang,Chaobin,,4/4/2023 5:01,,,1956,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1575,1900,Fashion & Retail,Wang Ren-sheng,91,China,Zhengzhou,Retail,Fashion & Retail,Taiwan,,TRUE,D,M,12/1/1931 0:00,Wang,Ren-sheng,,4/4/2023 5:01,,,1931,12,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1575,1900,Food & Beverage,Charlotte Colket Weber,80,United States,Hobe Sound,Campbell Soup,Food & Beverage,United States,Campbell Soup,FALSE,U,F,11/19/1942 0:00,Weber,Charlotte Colket,Director,4/4/2023 5:01,Florida,South,1942,11,19,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1575,1900,Healthcare,Xie Juhua & family,72,China,Nanjing,Pharmaceuticals,Healthcare,China,,FALSE,D,F,1/1/1951 0:00,Xie,Juhua,,4/4/2023 5:01,,,1951,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1575,1900,Manufacturing,Chuanhua Xu & family,88,China,Hangzhou,"Chemicals, logistics",Manufacturing,China,Transfar Group,TRUE,D,M,1/1/1935 0:00,Xu,Chuanhua,Founder,4/4/2023 5:01,,,1935,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1575,1900,Finance & Investments,Gavril Yushvaev & family,65,Israel,,"Precious metals, real estate",Finance & Investments,Russia,,TRUE,U,M,7/23/1957 0:00,Yushvaev,Gavril,,4/4/2023 5:01,,,1957,7,23,108.15,0.8,"$395,098,666,122 ",63.4,104.9,82.8,23.1,25.3,9053300,31.046051,34.851612 +1575,1900,Diversified,Zhang Hongwei,68,China,Beijing,"Oil, banking",Diversified,China,,TRUE,D,M,12/26/1954 0:00,Zhang,Hongwei,,4/4/2023 5:01,,,1954,12,26,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1575,1900,Manufacturing,Anita Zucker,71,United States,Charleston,Chemicals,Manufacturing,United States,,FALSE,U,F,1/19/1952 0:00,Zucker,Anita,,4/4/2023 5:01,South Carolina,South,1952,1,19,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1647,1800,Technology,Cameron Adams,43,Australia,Sydney,Software,Technology,Australia,,TRUE,D,M,12/26/1979 0:00,Adams,Cameron,,4/4/2023 5:01,,,1979,12,26,119.8,1.6,"$1,392,680,589,329 ",113.1,100.3,82.7,23,47.4,25766605,-25.274398,133.775136 +1647,1800,Fashion & Retail,Will Adderley,51,United Kingdom,,Home furnishings,Fashion & Retail,United Kingdom,,FALSE,Split Family Fortune,M,3/4/1972 0:00,Adderley,Will,,4/4/2023 5:01,,,1972,3,4,119.62,1.7,"$2,827,113,184,696 ",60,101.2,81.3,25.5,30.6,66834405,55.378051,-3.435973 +1647,1800,Diversified,Faisal Bin Qassim Al Thani,75,Qatar,Doha,"Hotels, diversified",Diversified,Qatar,,TRUE,D,M,1/1/1948 0:00,Al Thani,Faisal Bin Qassim,,4/4/2023 5:01,,,1948,1,1,115.38,-0.7,"$183,466,208,791 ",17.9,103.8,80.1,14.7,11.3,2832067,25.354826,51.183884 +1647,1800,Sports,Leslie Alexander,79,United States,Houston,Sports team,Sports,United States,,TRUE,E,M,6/30/1943 0:00,Alexander,Leslie,,4/4/2023 5:01,Texas,South,1943,6,30,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1647,1800,Real Estate,Masaaki Arai,57,Japan,Tokyo,Home sales,Real Estate,Japan,,TRUE,D,M,10/29/1965 0:00,Arai,Masaaki,,4/4/2023 5:01,,,1965,10,29,105.48,0.5,"$5,081,769,542,380 ",63.2,98.8,84.2,11.9,46.7,126226568,36.204824,138.252924 +1647,1800,Fashion & Retail,Sabrina Benetton,49,Italy,Treviso,"Fashion retail, investments",Fashion & Retail,Italy,,FALSE,U,F,10/4/1973 0:00,Benetton,Sabrina,,4/4/2023 5:01,,,1973,10,4,110.62,0.6,"$2,001,244,392,042 ",61.9,101.9,82.9,24.3,59.1,60297396,41.87194,12.56738 +1647,1800,Technology,Sanjeev Bikhchandani,59,India,Delhi,Internet,Technology,India,,TRUE,D,M,6/29/1963 0:00,Bikhchandani,Sanjeev,,4/4/2023 5:01,,,1963,6,29,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +1647,1800,Finance & Investments,O. Francis Biondi,58,United States,New York,Hedge funds,Finance & Investments,United States,,TRUE,E,M,7/4/1964 0:00,Biondi,O. Francis,,4/4/2023 5:01,New York,Northeast,1964,7,4,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1647,1800,Energy,Alejandro Bulgheroni,78,Uruguay,Manantiales,Oil & gas,Energy,Argentina,,FALSE,D,M,11/1/1944 0:00,Bulgheroni,Alejandro,,4/4/2023 5:01,,,1944,11,1,202.92,7.9,"$56,045,912,952 ",63.1,108.5,77.8,20.1,41.8,3461734,-32.522779,-55.765835 +1647,1800,Food & Beverage,R.G. Chandramogan,74,India,Chennai,Dairy,Food & Beverage,India,,TRUE,D,M,3/1/1949 0:00,Chandramogan,R.G.,,4/4/2023 5:01,,,1949,3,1,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +1647,1800,Diversified,Binod Chaudhary,67,Nepal,Kathmandu,Diversified,Diversified,Nepal,,FALSE,U,M,4/14/1955 0:00,Chaudhary,Binod,,4/4/2023 5:01,,,1955,4,14,188.73,5.6,"$30,641,380,604 ",12.4,142.1,70.5,20.7,41.8,28608710,28.394857,84.124008 +1647,1800,Technology,Parker Conrad,42,United States,San Francisco,Software,Technology,United States,,TRUE,N,M,4/13/1980 0:00,Conrad,Parker,,4/4/2023 5:01,California,West,1980,4,13,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1647,1800,Technology,Tim Cook,62,United States,Cupertino,Apple,Technology,United States,Apple,TRUE,D,M,11/1/1960 0:00,Cook,Tim,CEO,4/4/2023 5:01,California,West,1960,11,1,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1647,1800,Finance & Investments,Mark Coombs,62,United Kingdom,London,Finance,Finance & Investments,United Kingdom,,TRUE,E,M,1/1/1961 0:00,Coombs,Mark,,4/4/2023 5:01,,,1961,1,1,119.62,1.7,"$2,827,113,184,696 ",60,101.2,81.3,25.5,30.6,66834405,55.378051,-3.435973 +1647,1800,Media & Entertainment,John de Mol,68,Netherlands,Blaricum,TV programs,Media & Entertainment,Netherlands,,TRUE,E,M,3/24/1955 0:00,de Mol,John,,4/4/2023 5:01,,,1955,3,24,115.91,2.6,"$909,070,395,161 ",85,104.2,81.8,23,41.2,17332850,52.132633,5.291266 +1647,1800,Construction & Engineering,D. Leopoldo Del Pino,60,Spain,Madrid,Construction,Construction & Engineering,Spain,,FALSE,D,M,7/30/1962 0:00,Del Pino,D. Leopoldo,,4/4/2023 5:01,,,1962,7,30,110.96,0.7,"$1,394,116,310,769 ",88.9,102.7,83.3,14.2,47,47076781,40.463667,-3.74922 +1647,1800,Technology,Diao Zhizhong,59,China,Beijing,Software,Technology,China,,TRUE,U,M,11/6/1963 0:00,Diao,Zhizhong,,4/4/2023 5:01,,,1963,11,6,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1647,1800,Healthcare,Robert Duggan,78,United States,Clearwater,Pharmaceuticals,Healthcare,United States,,TRUE,D,M,4/28/1944 0:00,Duggan,Robert,,4/4/2023 5:01,Florida,South,1944,4,28,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1647,1800,Sports,James France,78,United States,Daytona Beach,"Nascar, racing",Sports,United States,,FALSE,E,M,10/24/1944 0:00,France,James,,4/4/2023 5:01,Florida,South,1944,10,24,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1647,1800,Healthcare,Phillip Frost,86,United States,Miami Beach,Pharmaceuticals,Healthcare,United States,,TRUE,D,M,11/11/1936 0:00,Frost,Phillip,,4/4/2023 5:01,Florida,South,1936,11,11,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1647,1800,Finance & Investments,Jayme Garfinkel & family,77,Brazil,Sao Paulo,Insurance,Finance & Investments,Brazil,,FALSE,U,M,11/30/1945 0:00,Garfinkel,Jayme,,4/4/2023 5:01,,,1945,11,30,167.4,3.7,"$1,839,758,040,766 ",51.3,115.4,75.7,14.2,65.1,212559417,-14.235004,-51.92528 +1647,1800,Food & Beverage,Christopher Goldsbury,80,United States,San Antonio,Salsa,Food & Beverage,United States,Silver Ventures,FALSE,E,M,1/1/1943 0:00,Goldsbury,Christopher,Chief Executive Officer,4/4/2023 5:01,Texas,South,1943,1,1,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1647,1800,Healthcare,Yusuf Hamied,86,India,Mumbai,Pharmaceuticals,Healthcare,India,,FALSE,D,M,7/26/1936 0:00,Hamied,Yusuf,,4/4/2023 5:01,,,1936,7,26,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +1647,1800,Finance & Investments,Brian Higgins,58,United States,New York,Hedge funds,Finance & Investments,United States,King Street Capital Management,TRUE,E,M,2/8/1965 0:00,Higgins,Brian,Investor,4/4/2023 5:01,New York,Northeast,1965,2,8,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1647,1800,Real Estate,Wei Huang,63,China,Hangzhou,Real estate,Real Estate,China,,TRUE,U,M,9/30/1959 0:00,Huang,Wei,,4/4/2023 5:01,,,1959,9,30,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1647,1800,Automotive,Yintai Jiang & family,72,China,Shanghai,Auto parts,Automotive,China,,TRUE,U,M,7/30/1950 0:00,Jiang,Yintai,,4/4/2023 5:01,,,1950,7,30,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1647,1800,Healthcare,Lei Jin,57,China,Changchun,Pharmaceuticals,Healthcare,China,,TRUE,U,M,8/1/1965 0:00,Jin,Lei,,4/4/2023 5:01,,,1965,8,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1647,1800,Healthcare,Jin Lei & family,68,China,Beijing,Medical equipment,Healthcare,China,,TRUE,U,M,9/23/1954 0:00,Jin,Lei,,4/4/2023 5:01,,,1954,9,23,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1647,1800,Technology,Valentin Kipyatkov,46,Cyprus,Peyia,Software,Technology,Cyprus,,TRUE,D,M,6/5/1976 0:00,Kipyatkov,Valentin,,4/4/2023 5:01,,,1976,6,5,102.51,0.3,"$24,564,647,935 ",75.9,99.3,80.8,24.5,22.4,1198575,35.126413,33.429859 +1647,1800,Diversified,Koo Kwang-mo,45,South Korea,Seoul,LG,Diversified,South Korea,,FALSE,U,M,1/23/1978 0:00,Koo,Kwang-mo,,4/4/2023 5:01,,,1978,1,23,115.16,0.4,"$2,029,000,000,000 ",94.3,98.1,82.6,15.6,33.2,51709098,35.907757,127.766922 +1647,1800,Technology,George Kurtz,52,United States,Paradise Valley,Security software,Technology,United States,,TRUE,D,M,10/1/1970 0:00,Kurtz,George,,4/4/2023 5:01,Arizona,West,1970,10,1,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1647,1800,Sports,Joe Lacob,67,United States,Atherton,Golden State Warriors,Sports,United States,,TRUE,U,M,1/10/1956 0:00,Lacob,Joe,,4/4/2023 5:01,California,West,1956,1,10,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1647,1800,Technology,Joe Lau,33,United States,Stanford,"Blockchain, technology",Technology,United States,,TRUE,D,M,7/1/1989 0:00,Lau,Joe,,4/4/2023 5:01,California,West,1989,7,1,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1647,1800,Diversified,Louise Lindh,43,Sweden,Stockholm,Investments,Diversified,Sweden,,FALSE,U,F,10/20/1979 0:00,Lindh,Louise,,4/4/2023 5:01,,,1979,10,20,110.51,1.8,"$530,832,908,738 ",67,126.6,82.5,27.9,49.1,10285453,60.128161,18.643501 +1647,1800,Metals & Mining,Luo Yangyong & family,47,China,Panzhihua,Mining,Metals & Mining,China,,TRUE,D,M,6/2/1975 0:00,Luo,Yangyong,,4/4/2023 5:01,,,1975,6,2,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1647,1800,Media & Entertainment,Joao Roberto Marinho,69,Brazil,Rio de Janeiro,Media,Media & Entertainment,Brazil,,FALSE,D,M,9/16/1953 0:00,Marinho,Joao Roberto,,4/4/2023 5:01,,,1953,9,16,167.4,3.7,"$1,839,758,040,766 ",51.3,115.4,75.7,14.2,65.1,212559417,-14.235004,-51.92528 +1647,1800,Media & Entertainment,Jose Roberto Marinho,67,Brazil,Rio de Janeiro,Media,Media & Entertainment,Brazil,,FALSE,D,M,12/26/1955 0:00,Marinho,Jose Roberto,,4/4/2023 5:01,,,1955,12,26,167.4,3.7,"$1,839,758,040,766 ",51.3,115.4,75.7,14.2,65.1,212559417,-14.235004,-51.92528 +1647,1800,Media & Entertainment,Roberto Irineu Marinho,75,Brazil,Rio de Janeiro,Media,Media & Entertainment,Brazil,,FALSE,D,M,10/13/1947 0:00,Marinho,Roberto Irineu,,4/4/2023 5:01,,,1947,10,13,167.4,3.7,"$1,839,758,040,766 ",51.3,115.4,75.7,14.2,65.1,212559417,-14.235004,-51.92528 +1647,1800,Healthcare,Gary Michelson,74,United States,Los Angeles,Medical patents,Healthcare,United States,,TRUE,E,M,1/14/1949 0:00,Michelson,Gary,,4/4/2023 5:01,California,West,1949,1,14,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1647,1800,Technology,Robert G. Miller,77,Canada,Montreal,Electronics components,Technology,Canada,Future Electronics,TRUE,E,M,7/3/1945 0:00,Miller,Robert G.,Founder,4/4/2023 5:01,,,1945,7,3,116.76,1.9,"$1,736,425,629,520 ",68.9,100.9,81.9,12.8,24.5,36991981,56.130366,-106.346771 +1647,1800,Real Estate,David Mindus,51,Sweden,Stockholm,Real estate,Real Estate,Sweden,,TRUE,D,M,1/26/1972 0:00,Mindus,David,,4/4/2023 5:01,,,1972,1,26,110.51,1.8,"$530,832,908,738 ",67,126.6,82.5,27.9,49.1,10285453,60.128161,18.643501 +1647,1800,Technology,Adriaan Mol,39,Netherlands,Amsterdam,Fintech,Technology,Netherlands,,TRUE,N,M,3/14/1984 0:00,Mol,Adriaan,,4/4/2023 5:01,,,1984,3,14,115.91,2.6,"$909,070,395,161 ",85,104.2,81.8,23,41.2,17332850,52.132633,5.291266 +1647,1800,Real Estate,Mofatraj Munot,78,India,Mumbai,Real estate,Real Estate,India,,TRUE,U,M,10/4/1944 0:00,Munot,Mofatraj,,4/4/2023 5:01,,,1944,10,4,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +1647,1800,Finance & Investments,Ezra Nahmad,77,Monaco,Monte Carlo,Art,Finance & Investments,Monaco,,FALSE,U,M,7/31/1945 0:00,Nahmad,Ezra,Investor,4/4/2023 5:01,,,1945,7,31,,,"$7,184,844,193 ",,,,,,38964,43.7384176,7.4246158 +1647,1800,Manufacturing,Satyanarayan Nuwal,70,India,Nagpur,Industrial explosives,Manufacturing,India,,TRUE,U,M,7/25/1952 0:00,Nuwal,Satyanarayan,,4/4/2023 5:01,,,1952,7,25,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +1647,1800,Food & Beverage,Maike Oberwelland-Height,,,,Candy,Food & Beverage,Germany,,FALSE,Split Family Fortune,F,,Oberwelland-Height,Maike,,4/4/2023 5:01,,,,,,,,,,,,,,,, +1647,1800,Diversified,Nihat Ozdemir,72,Turkey,Ankara,Diversified,Diversified,Turkey,,TRUE,D,M,4/5/1950 0:00,Ozdemir,Nihat,,4/4/2023 5:01,,,1950,4,5,234.44,15.2,"$754,411,708,203 ",23.9,93.2,77.4,17.9,42.3,83429615,38.963745,35.243322 +1647,1800,Technology,Benjamin Zhengmin Pan & family,53,China,Shenzhen,Electronics,Technology,China,,TRUE,D,M,12/1/1969 0:00,Pan,Benjamin Zhengmin,,4/4/2023 5:01,,,1969,12,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1647,1800,Media & Entertainment,Pierre Karl Péladeau,61,Canada,Montreal,Media,Media & Entertainment,Canada,,FALSE,E,M,10/16/1961 0:00,Péladeau,Pierre Karl,,4/4/2023 5:01,,,1961,10,16,116.76,1.9,"$1,736,425,629,520 ",68.9,100.9,81.9,12.8,24.5,36991981,56.130366,-106.346771 +1647,1800,Finance & Investments,Ronald Perelman,80,United States,New York,Leveraged buyouts,Finance & Investments,United States,,TRUE,D,M,1/1/1943 0:00,Perelman,Ronald,,4/4/2023 5:01,New York,Northeast,1943,1,1,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1647,1800,Technology,Olivier Pomel,46,United States,New York,Cloud computing,Technology,France,Datadog,TRUE,D,M,3/26/1977 0:00,Pomel,Olivier,Cofounder,4/4/2023 5:01,New York,Northeast,1977,3,26,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1647,1800,Media & Entertainment,Krit Ratanarak,76,Thailand,Bangkok,"Media, real estate",Media & Entertainment,Thailand,,FALSE,E,M,4/19/1946 0:00,Ratanarak,Krit,,4/4/2023 5:01,,,1946,4,19,113.27,0.7,"$543,649,976,166 ",49.3,99.8,76.9,14.9,29.5,69625582,15.870032,100.992541 +1647,1800,Manufacturing,Vinod Saraf,70,India,Mumbai,Chemicals,Manufacturing,India,,TRUE,D,M,6/16/1952 0:00,Saraf,Vinod,,4/4/2023 5:01,,,1952,6,16,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +1647,1800,Technology,Karin Schick,,Germany,Gaildorf,Information technology,Technology,Germany,,FALSE,D,F,,Schick,Karin,,4/4/2023 5:01,,,,,,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +1647,1800,Metals & Mining,Anatoly Sedykh,58,Russia,Moscow,Steel pipes,Metals & Mining,Russia,,TRUE,R,M,11/28/1964 0:00,Sedykh,Anatoly,,4/4/2023 5:01,,,1964,11,28,180.75,4.5,"$1,699,876,578,871 ",81.9,102.6,72.7,11.4,46.2,144373535,61.52401,105.318756 +1647,1800,Food & Beverage,Genhuo Shao,57,China,Beijing,Agribusiness,Food & Beverage,China,,TRUE,D,M,7/29/1965 0:00,Shao,Genhuo,,4/4/2023 5:01,,,1965,7,29,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1647,1800,Energy,Shen Xiqiang & family,75,China,Yixing,Chemical,Energy,China,,TRUE,D,M,3/2/1948 0:00,Shen,Xiqiang,,4/4/2023 5:01,,,1948,3,2,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1647,1800,Technology,S.D. Shibulal,68,India,Bangalore,Software services,Technology,India,,TRUE,D,M,3/1/1955 0:00,Shibulal,S.D.,,4/4/2023 5:01,,,1955,3,1,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +1647,1800,Fashion & Retail,Suh Kyung-bae,60,South Korea,Seoul,Cosmetics,Fashion & Retail,South Korea,Amorepacific Corp. (New),FALSE,D,M,1/14/1963 0:00,Suh,Kyung-bae,Chairman,4/4/2023 5:01,,,1963,1,14,115.16,0.4,"$2,029,000,000,000 ",94.3,98.1,82.6,15.6,33.2,51709098,35.907757,127.766922 +1647,1800,Food & Beverage,Bambang Sutantio,64,Indonesia,,Dairy & consumer products,Food & Beverage,Indonesia,,TRUE,U,M,12/26/1958 0:00,Sutantio,Bambang,,4/4/2023 5:01,,,1958,12,26,151.18,3,"$1,119,190,780,753 ",36.3,106.4,71.5,10.2,30.1,270203917,-0.789275,113.921327 +1647,1800,Manufacturing,Sze Man Bok,73,China,Jinjiang,Hygiene products,Manufacturing,China,,TRUE,D,M,1/1/1950 0:00,Sze,Man Bok,,4/4/2023 5:01,,,1950,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1647,1800,Logistics,Jim Thompson,83,Hong Kong,Hong Kong,Logistics,Logistics,United States,,TRUE,U,M,1/14/1940 0:00,Thompson,Jim,,4/4/2023 5:01,,,1940,1,14,,,,,,,,,,, +1647,1800,Manufacturing,Tran Dinh Long,62,Vietnam,Hanoi,Steel,Manufacturing,Vietnam,,TRUE,D,M,1/1/1961 0:00,Tran Dinh,Long,,4/4/2023 5:01,,,1961,1,1,163.52,2.8,"$261,921,244,843 ",28.5,110.6,75.3,19.1,37.6,96462106,14.058324,108.277199 +1647,1800,Technology,Alan Trefler,67,United States,Brookline,Software,Technology,United States,,TRUE,D,M,3/10/1956 0:00,Trefler,Alan,,4/4/2023 5:01,Massachusetts,Northeast,1956,3,10,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1647,1800,Finance & Investments,Riaz Valani,46,United States,Malibu,E-cigarettes,Finance & Investments,United States,,TRUE,D,M,9/1/1976 0:00,Valani,Riaz,,4/4/2023 5:01,California,West,1976,9,1,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1647,1800,Technology,Pieter van der Does,53,Netherlands,Amsterdam,Payments software,Technology,Netherlands,,TRUE,D,M,5/1/1969 0:00,van der Does,Pieter,,4/4/2023 5:01,,,1969,5,1,115.91,2.6,"$909,070,395,161 ",85,104.2,81.8,23,41.2,17332850,52.132633,5.291266 +1647,1800,Manufacturing,Martin Viessmann,69,Germany,Allendorf,Heating and cooling equipment,Manufacturing,Germany,,FALSE,D,M,10/10/1953 0:00,Viessmann,Martin,,4/4/2023 5:01,,,1953,10,10,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +1647,1800,Technology,Nikil Viswanathan,35,United States,San Francisco,Blockchain technology,Technology,United States,,TRUE,D,M,10/16/1987 0:00,Viswanathan,Nikil,,4/4/2023 5:01,California,West,1987,10,16,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1647,1800,Media & Entertainment,Todd Wagner,62,United States,Dallas,Online media,Media & Entertainment,United States,,TRUE,D,M,8/2/1960 0:00,Wagner,Todd,,4/4/2023 5:01,Texas,South,1960,8,2,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1647,1800,Technology,Evan Williams,51,United States,San Francisco,Twitter,Technology,United States,Twitter,TRUE,D,M,3/31/1972 0:00,Williams,Evan,Cofounder and Director,4/4/2023 5:01,California,West,1972,3,31,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1647,1800,Metals & Mining,Kie Chie Wong,75,Australia,Sydney,Investments,Metals & Mining,Malaysia,,FALSE,U,M,4/4/1948 0:00,Wong,Kie Chie,,4/4/2023 5:01,,,1948,4,4,119.8,1.6,"$1,392,680,589,329 ",113.1,100.3,82.7,23,47.4,25766605,-25.274398,133.775136 +1647,1800,Finance & Investments,Thomas Wu,72,Taiwan,Taipei,Finance,Finance & Investments,Taiwan,,FALSE,D,M,4/11/1950 0:00,Wu,Thomas,,4/4/2023 5:01,,,1950,4,11,,,,,,,,,,, +1647,1800,Energy,Wu Yingming,56,China,Ningde,Batteries,Energy,China,,TRUE,D,M,1/1/1967 0:00,Wu,Yingming,,4/4/2023 5:01,,,1967,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1647,1800,Healthcare,Amy Wyss,52,United States,Wilson,Medical equipment,Healthcare,United States,,FALSE,D,F,1/1/1971 0:00,Wyss,Amy,,4/4/2023 5:01,Wyoming,South,1971,1,1,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1647,1800,Real Estate,Yan Zhi,50,China,Wuhan,Real estate,Real Estate,China,,TRUE,D,M,7/1/1972 0:00,Yan,Zhi,,4/4/2023 5:01,,,1972,7,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1647,1800,Fashion & Retail,Yoshiaki Yoshida,82,Japan,,cosmetics,Fashion & Retail,Japan,,TRUE,U,M,1/31/1941 0:00,Yoshida,Yoshiaki,,4/4/2023 5:01,,,1941,1,31,105.48,0.5,"$5,081,769,542,380 ",63.2,98.8,84.2,11.9,46.7,126226568,36.204824,138.252924 +1647,1800,Manufacturing,Alan Zekelman,60,United States,Bloomfield Hills,Steel,Manufacturing,Canada,,FALSE,U,M,10/1/1962 0:00,Zekelman,Alan,,4/4/2023 5:01,Michigan,Midwest,1962,10,1,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1647,1800,Real Estate,Zhang Li,70,China,Guangzhou,Real estate,Real Estate,China,,TRUE,D,M,1/1/1953 0:00,Zhang,Li,,4/4/2023 5:01,,,1953,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1725,1700,Sports,Amy Adams Strunk,67,United States,Nashville,Tennessee Titans,Sports,United States,Tennessee Titans,FALSE,N,F,9/29/1955 0:00,Adams Strunk,Amy,Owner,4/4/2023 5:01,Tennessee,South,1955,9,29,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1725,1700,Finance & Investments,Marc Andreessen,51,United States,Atherton,Venture capital investing,Finance & Investments,United States,Andreessen Horowitz,TRUE,E,M,7/9/1971 0:00,Andreessen,Marc,Investor,4/4/2023 5:01,California,West,1971,7,9,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1725,1700,Metals & Mining,Giovanni Arvedi,85,Italy,Cremona,Steel,Metals & Mining,Italy,,TRUE,N,M,8/28/1937 0:00,Arvedi,Giovanni,,4/4/2023 5:01,,,1937,8,28,110.62,0.6,"$2,001,244,392,042 ",61.9,101.9,82.9,24.3,59.1,60297396,41.87194,12.56738 +1725,1700,Real Estate,Lesley Bamberger,57,Netherlands,Amsterdam,Real estate,Real Estate,Netherlands,,FALSE,U,M,6/3/1965 0:00,Bamberger,Lesley,,4/4/2023 5:01,,,1965,6,3,115.91,2.6,"$909,070,395,161 ",85,104.2,81.8,23,41.2,17332850,52.132633,5.291266 +1725,1700,Media & Entertainment,Bang Si-hyuk,50,South Korea,Seoul,Entertainment,Media & Entertainment,South Korea,,TRUE,D,M,8/9/1972 0:00,Bang,Si-hyuk,,4/4/2023 5:01,,,1972,8,9,115.16,0.4,"$2,029,000,000,000 ",94.3,98.1,82.6,15.6,33.2,51709098,35.907757,127.766922 +1725,1700,Finance & Investments,David Booth,77,United States,Austin,Mutual funds,Finance & Investments,United States,Dimensional Fund Advisors,TRUE,E,M,1/1/1946 0:00,Booth,David,Chairman and CEO,4/4/2023 5:01,Texas,South,1946,1,1,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1725,1700,Technology,Jim Breyer,61,United States,Austin,Venture capital,Technology,United States,Breyer Capital,TRUE,D,M,7/26/1961 0:00,Breyer,Jim,Investor,4/4/2023 5:01,Texas,South,1961,7,26,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1725,1700,Manufacturing,Chen Kaichen,,China,Guangzhou,Household chemicals,Manufacturing,China,,TRUE,D,M,,Chen,Kaichen,,4/4/2023 5:01,,,,,,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1725,1700,Manufacturing,Kommer Damen,79,Netherlands,Gorinchem,Shipbuilding,Manufacturing,Netherlands,,FALSE,D,M,3/30/1944 0:00,Damen,Kommer,,4/4/2023 5:01,,,1944,3,30,115.91,2.6,"$909,070,395,161 ",85,104.2,81.8,23,41.2,17332850,52.132633,5.291266 +1725,1700,Food & Beverage,Carl DeSantis,83,United States,Delray Beach,Energy drink,Food & Beverage,United States,,TRUE,U,M,7/19/1939 0:00,DeSantis,Carl,,4/4/2023 5:01,Florida,,1939,7,19,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1725,1700,Finance & Investments,Marek Dospiva,53,Czech Republic,Prague,Investments,Finance & Investments,Czech Republic,,TRUE,U,M,7/18/1969 0:00,Dospiva,Marek,,4/4/2023 5:01,,,1969,7,18,116.48,2.8,"$246,489,245,495 ",64.1,100.7,79,14.9,46.1,10669709,49.817492,15.472962 +1725,1700,Healthcare,Keith Dunleavy & family,53,United States,Annapolis,Health IT,Healthcare,United States,,TRUE,E,M,6/25/1969 0:00,Dunleavy,Keith,,4/4/2023 5:01,Maryland,South,1969,6,25,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1725,1700,Finance & Investments,John Elkann,47,Italy,Turin,"FIAT, investments",Finance & Investments,Italy,,FALSE,D,M,1/4/1976 0:00,Elkann,John,,4/4/2023 5:01,,,1976,1,4,110.62,0.6,"$2,001,244,392,042 ",61.9,101.9,82.9,24.3,59.1,60297396,41.87194,12.56738 +1725,1700,Automotive,Francois Feuillet & family,74,France,Paris,"Motorhomes, RVs",Automotive,France,,FALSE,D,M,1/1/1949 0:00,Feuillet,Francois,,4/4/2023 5:01,,,1949,1,1,110.05,1.1,"$2,715,518,274,227 ",65.6,102.5,82.5,24.2,60.7,67059887,46.227638,2.213749 +1725,1700,Media & Entertainment,Yasuhiro Fukushima,75,Japan,Tokyo,Video games,Media & Entertainment,Japan,,TRUE,D,M,8/18/1947 0:00,Fukushima,Yasuhiro,,4/4/2023 5:01,,,1947,8,18,105.48,0.5,"$5,081,769,542,380 ",63.2,98.8,84.2,11.9,46.7,126226568,36.204824,138.252924 +1725,1700,Finance & Investments,Mario Gabelli,81,United States,Greenwich,Money management,Finance & Investments,United States,,TRUE,D,M,3/31/1942 0:00,Gabelli,Mario,,4/4/2023 5:01,Connecticut,Northeast,1942,3,31,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1725,1700,Finance & Investments,Rolf Gerling,68,Switzerland,Zurich,Insurance,Finance & Investments,Germany,,FALSE,E,M,12/15/1954 0:00,Gerling,Rolf,,4/4/2023 5:01,,,1954,12,15,99.55,0.4,"$703,082,435,360 ",59.6,105.2,83.6,10.1,28.8,8574832,46.818188,8.227512 +1725,1700,Real Estate,John Goff,67,United States,Fort Worth,Real estate,Real Estate,United States,,TRUE,U,M,8/26/1955 0:00,Goff,John,,4/4/2023 5:01,Texas,South,1955,8,26,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1725,1700,Fashion & Retail,Alexandre Grendene Bartelle,73,Brazil,Porto Alegre,Shoes,Fashion & Retail,Brazil,,TRUE,D,M,1/23/1950 0:00,Grendene Bartelle,Alexandre,,4/4/2023 5:01,,,1950,1,23,167.4,3.7,"$1,839,758,040,766 ",51.3,115.4,75.7,14.2,65.1,212559417,-14.235004,-51.92528 +1725,1700,Fashion & Retail,Gerry Harvey,83,Australia,Sydney,Retail,Fashion & Retail,Australia,,TRUE,D,M,9/18/1939 0:00,Harvey,Gerry,,4/4/2023 5:01,,,1939,9,18,119.8,1.6,"$1,392,680,589,329 ",113.1,100.3,82.7,23,47.4,25766605,-25.274398,133.775136 +1725,1700,Technology,He Zhaoxi,49,China,Shenzhen,Software,Technology,China,,TRUE,E,M,1/1/1974 0:00,He,Zhaoxi,,4/4/2023 5:01,,,1974,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1725,1700,Real Estate,William Heinecke,73,Thailand,Bangkok,Hotels,Real Estate,Thailand,,TRUE,E,M,6/4/1949 0:00,Heinecke,William,,4/4/2023 5:01,,,1949,6,4,113.27,0.7,"$543,649,976,166 ",49.3,99.8,76.9,14.9,29.5,69625582,15.870032,100.992541 +1725,1700,Finance & Investments,Jay Hennick,66,Canada,Toronto,Real estate finance,Finance & Investments,Canada,,TRUE,D,M,1/20/1957 0:00,Hennick,Jay,,4/4/2023 5:01,,,1957,1,20,116.76,1.9,"$1,736,425,629,520 ",68.9,100.9,81.9,12.8,24.5,36991981,56.130366,-106.346771 +1725,1700,Manufacturing,Ilkka Herlin,64,Finland,Helsinki,"Elevators, escalators",Manufacturing,Finland,,FALSE,U,M,1/1/1959 0:00,Herlin,Ilkka,,4/4/2023 5:01,,,1959,1,1,112.33,1,"$268,761,201,365 ",88.2,100.2,81.7,20.8,36.6,5520314,61.92411,25.748151 +1725,1700,Real Estate,Asok Kumar Hiranandani,68,Singapore,Singapore,Real estate,Real Estate,Singapore,,FALSE,U,M,11/28/1954 0:00,Hiranandani,Asok Kumar,,4/4/2023 5:01,,,1954,11,28,114.41,0.6,"$372,062,527,489 ",84.8,100.6,83.1,13.1,21,5703569,1.352083,103.819836 +1725,1700,Finance & Investments,Hal Jackman,90,Canada,Toronto,"Insurance, investments",Finance & Investments,Canada,,TRUE,D,M,6/10/1932 0:00,Jackman,Hal,,4/4/2023 5:01,,,1932,6,10,116.76,1.9,"$1,736,425,629,520 ",68.9,100.9,81.9,12.8,24.5,36991981,56.130366,-106.346771 +1725,1700,Manufacturing,Pavan Jain,71,India,Delhi,Chemicals,Manufacturing,India,,FALSE,N,M,5/17/1951 0:00,Jain,Pavan,,4/4/2023 5:01,,,1951,5,17,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +1725,1700,Real Estate,Keeree Kanjanapas,72,Thailand,Bangkok,Transportation,Real Estate,Thailand,,TRUE,D,M,10/18/1950 0:00,Kanjanapas,Keeree,,4/4/2023 5:01,,,1950,10,18,113.27,0.7,"$543,649,976,166 ",49.3,99.8,76.9,14.9,29.5,69625582,15.870032,100.992541 +1725,1700,Healthcare,Osman Kibar,52,United States,La Jolla,Biotech,Healthcare,United States,Samumed,TRUE,D,M,4/1/1971 0:00,Kibar,Osman,"Founder, CEO",4/4/2023 5:01,California,West,1971,4,1,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1725,1700,Fashion & Retail,Kim Chang-soo,62,South Korea,Seoul,Apparel,Fashion & Retail,South Korea,,TRUE,D,M,4/1/1961 0:00,Kim,Chang-soo,,4/4/2023 5:01,,,1961,4,1,115.16,0.4,"$2,029,000,000,000 ",94.3,98.1,82.6,15.6,33.2,51709098,35.907757,127.766922 +1725,1700,Media & Entertainment,Kim Jung-min,21,,,Online gaming,Media & Entertainment,South Korea,,FALSE,N,F,1/1/2002 0:00,Kim,Jung-min,,4/4/2023 5:01,,,2002,1,1,,,,,,,,,,, +1725,1700,Media & Entertainment,Kim Jung-youn,19,,,Online gaming,Media & Entertainment,South Korea,,FALSE,N,F,1/1/2004 0:00,Kim,Jung-youn,,4/4/2023 5:01,,,2004,1,1,,,,,,,,,,, +1725,1700,Fashion & Retail,Mustafa Kucuk,59,Turkey,Istanbul,Fashion retail,Fashion & Retail,Turkey,,TRUE,U,M,6/3/1963 0:00,Kucuk,Mustafa,,4/4/2023 5:01,,,1963,6,3,234.44,15.2,"$754,411,708,203 ",23.9,93.2,77.4,17.9,42.3,83429615,38.963745,35.243322 +1725,1700,Real Estate,Christopher Kwok,37,Hong Kong,Hong Kong,Real estate,Real Estate,Hong Kong,,FALSE,U,M,4/1/1986 0:00,Kwok,Christopher,,4/4/2023 5:01,,,1986,4,1,,,,,,,,,,, +1725,1700,Real Estate,Edward Kwok,42,Hong Kong,Hong Kong,Real estate,Real Estate,Hong Kong,,FALSE,U,M,4/1/1981 0:00,Kwok,Edward,,4/4/2023 5:01,,,1981,4,1,,,,,,,,,,, +1725,1700,Logistics,Lai Jianfa,53,China,Shanghai,Express delivery,Logistics,China,,TRUE,U,M,,Lai,Jianfa,,4/4/2023 5:01,,,,,,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1725,1700,Diversified,Lau Cho Kun,87,Malaysia,"Tawau, Sabah","Palm oil, property",Diversified,Malaysia,,FALSE,D,M,1/10/1936 0:00,Lau,Cho Kun,,4/4/2023 5:01,,,1936,1,10,121.46,0.7,"$364,701,517,788 ",45.1,105.3,76,12,38.7,32447385,4.210484,101.975766 +1725,1700,Technology,Alexis Lê-Quôc,48,United States,New York,Cloud computing,Technology,United States,Datadog,TRUE,D,M,11/14/1974 0:00,Lê-Quôc,Alexis,Cofounder,4/4/2023 5:01,New York,Northeast,1974,11,14,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1725,1700,Healthcare,Lei Jufang,70,China,Lanzhou,Pharmaceuticals,Healthcare,China,,TRUE,D,F,1/3/1953 0:00,Lei,Jufang,,4/4/2023 5:01,,,1953,1,3,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1725,1700,Healthcare,James Leininger,78,United States,San Antonio,Medical products,Healthcare,United States,,TRUE,E,M,3/30/1945 0:00,Leininger,James,,4/4/2023 5:01,Texas,South,1945,3,30,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1725,1700,Food & Beverage,Xuhui Li,54,China,Foshan,Soy sauce,Food & Beverage,China,,TRUE,D,F,6/15/1968 0:00,Li,Xuhui,,4/4/2023 5:01,,,1968,6,15,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1725,1700,Food & Beverage,Jimmy John Liautaud,59,United States,Key Largo,Sandwich chain,Food & Beverage,United States,,TRUE,E,M,1/12/1964 0:00,Liautaud,Jimmy John,,4/4/2023 5:01,Florida,South,1964,1,12,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1725,1700,Metals & Mining,Lin Lairong & family,54,China,Bayannur,Iron ore mining,Metals & Mining,China,,TRUE,D,M,8/9/1968 0:00,Lin,Lairong,,4/4/2023 5:01,,,1968,8,9,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1725,1700,Technology,Lu Di,,China,Shenzhen,Drones,Technology,China,,TRUE,E,M,,Lu,Di,Investor,4/4/2023 5:01,,,,,,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1725,1700,Technology,Palmer Luckey,30,United States,Newport Beach,Virtual reality,Technology,United States,Oculus VR,TRUE,N,M,9/19/1992 0:00,Luckey,Palmer,Entrepreneur,4/4/2023 5:01,California,West,1992,9,19,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1725,1700,Finance & Investments,Duncan MacMillan,85,United States,Princeton,Bloomberg LP,Finance & Investments,United States,,TRUE,U,M,12/17/1937 0:00,MacMillan,Duncan,,4/4/2023 5:01,New Jersey,Northeast,1937,12,17,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1725,1700,Technology,Yusaku Maezawa,47,Japan,Chiba,Online retail,Technology,Japan,,TRUE,D,M,11/22/1975 0:00,Maezawa,Yusaku,,4/4/2023 5:01,,,1975,11,22,105.48,0.5,"$5,081,769,542,380 ",63.2,98.8,84.2,11.9,46.7,126226568,36.204824,138.252924 +1725,1700,Fashion & Retail,Ilson Mateus & family,60,Brazil,Sao Luis,Supermarkets,Fashion & Retail,Brazil,,TRUE,U,M,2/6/1963 0:00,Mateus,Ilson,,4/4/2023 5:01,,,1963,2,6,167.4,3.7,"$1,839,758,040,766 ",51.3,115.4,75.7,14.2,65.1,212559417,-14.235004,-51.92528 +1725,1700,Manufacturing,Meng Qingshan & family,74,China,Langfang,Chemicals,Manufacturing,China,,TRUE,U,M,11/17/1948 0:00,Meng,Qingshan,,4/4/2023 5:01,,,1948,11,17,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1725,1700,Fashion & Retail,Alberto Palatchi,73,Spain,Madrid,Wedding dresses,Fashion & Retail,Spain,,TRUE,E,M,6/26/1949 0:00,Palatchi,Alberto,,4/4/2023 5:01,,,1949,6,26,110.96,0.7,"$1,394,116,310,769 ",88.9,102.7,83.3,14.2,47,47076781,40.463667,-3.74922 +1725,1700,Manufacturing,Mrudula Parekh,75,India,Mumbai,Adhesives,Manufacturing,India,,FALSE,D,F,1/1/1948 0:00,Parekh,Mrudula,,4/4/2023 5:01,,,1948,1,1,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +1725,1700,Fashion & Retail,Dragos Paval,56,Romania,Bacau,Retail,Fashion & Retail,Romania,,TRUE,U,M,6/22/1966 0:00,Paval,Dragos,,4/4/2023 5:01,,,1966,6,22,123.78,3.8,"$250,077,444,017 ",49.4,85.2,75.4,14.6,20,19356544,45.943161,24.96676 +1725,1700,Real Estate,Jorge Perez,73,United States,Miami,Real estate,Real Estate,United States,,TRUE,E,M,10/17/1949 0:00,Perez,Jorge,,4/4/2023 5:01,Florida,South,1949,10,17,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1725,1700,Metals & Mining,Dmitry Pumpyansky,59,Russia,Moscow,Steel pipes,Metals & Mining,Russia,,TRUE,R,M,3/22/1964 0:00,Pumpyansky,Dmitry,,4/4/2023 5:01,,,1964,3,22,180.75,4.5,"$1,699,876,578,871 ",81.9,102.6,72.7,11.4,46.2,144373535,61.52401,105.318756 +1725,1700,Healthcare,Jinsheng Ren & family,60,China,Nanjing,Pharmaceutical,Healthcare,China,,TRUE,U,M,1/1/1963 0:00,Ren,Jinsheng,,4/4/2023 5:01,,,1963,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1725,1700,Media & Entertainment,Brian Roberts,63,United States,Philadelphia,Comcast,Media & Entertainment,United States,Comcast,FALSE,U,M,6/28/1959 0:00,Roberts,Brian,CEO,4/4/2023 5:01,Pennsylvania,Northeast,1959,6,28,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1725,1700,Food & Beverage,"Joe Rogers, Jr.",76,United States,Atlanta,Waffle House,Food & Beverage,United States,,FALSE,D,M,12/2/1946 0:00,Rogers,Joe,,4/4/2023 5:01,Georgia,South,1946,12,2,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1725,1700,Manufacturing,Ruan Shuilong & family,87,China,Shangyu,Chemicals,Manufacturing,China,,TRUE,D,M,12/1/1935 0:00,Ruan,Shuilong,,4/4/2023 5:01,,,1935,12,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1725,1700,Real Estate,Paul Saville,67,United States,Palm Beach,Homebuilder,Real Estate,United States,,TRUE,U,M,12/14/1955 0:00,Saville,Paul,,4/4/2023 5:01,Florida,South,1955,12,14,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1725,1700,Diversified,Ivan Savvidis & family,64,Russia,Rostov-on-Don,Agribusiness,Diversified,Russia,,TRUE,U,M,3/27/1959 0:00,Savvidis,Ivan,,4/4/2023 5:01,,,1959,3,27,180.75,4.5,"$1,699,876,578,871 ",81.9,102.6,72.7,11.4,46.2,144373535,61.52401,105.318756 +1725,1700,Healthcare,Keiichi Shibahara,58,Japan,Tokyo,Healthcare,Healthcare,Japan,,TRUE,U,M,10/9/1964 0:00,Shibahara,Keiichi,,4/4/2023 5:01,,,1964,10,9,105.48,0.5,"$5,081,769,542,380 ",63.2,98.8,84.2,11.9,46.7,126226568,36.204824,138.252924 +1725,1700,Manufacturing,Rajju Shroff,89,India,Mumbai,Agrochemicals,Manufacturing,India,,TRUE,D,M,10/20/1933 0:00,Shroff,Rajju,,4/4/2023 5:01,,,1933,10,20,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +1725,1700,Fashion & Retail,Sun Huaiqing & family,53,China,Guangzhou,Cosmetics,Fashion & Retail,China,,TRUE,U,M,10/2/1969 0:00,Sun,Huaiqing,,4/4/2023 5:01,,,1969,10,2,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1725,1700,Real Estate,Alain Taravella,75,France,Paris,Real estate development,Real Estate,France,,TRUE,D,M,1/1/1948 0:00,Taravella,Alain,,4/4/2023 5:01,,,1948,1,1,110.05,1.1,"$2,715,518,274,227 ",65.6,102.5,82.5,24.2,60.7,67059887,46.227638,2.213749 +1725,1700,Diversified,Jonathan Tisch,69,United States,New York,"Insurance, NFL team",Diversified,United States,,FALSE,U,M,12/7/1953 0:00,Tisch,Jonathan,,4/4/2023 5:01,New York,Northeast,1953,12,7,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1725,1700,Service,Kenneth Tuchman,63,United States,Denver,Call centers,Service,United States,,TRUE,D,M,10/23/1959 0:00,Tuchman,Kenneth,,4/4/2023 5:01,Colorado,West,1959,10,23,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1725,1700,Manufacturing,Wang Chou-hsiong,82,Taiwan,Yunlin,Footwear,Manufacturing,Taiwan,,TRUE,D,M,1/1/1941 0:00,Wang,Chou-hsiong,,4/4/2023 5:01,,,1941,1,1,,,,,,,,,,, +1725,1700,Technology,Wang Minwen,59,China,Beijing,Semiconductor,Technology,China,,TRUE,D,M,11/1/1963 0:00,Wang,Minwen,,4/4/2023 5:01,,,1963,11,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1725,1700,Sports,Tom Werner,72,United States,Los Angeles,Sports teams,Sports,United States,,TRUE,U,M,4/12/1950 0:00,Werner,Tom,,4/4/2023 5:01,California,West,1950,4,12,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1725,1700,Real Estate,Stephen Winn,76,United States,Dallas,Real estate services,Real Estate,United States,,TRUE,E,M,9/12/1946 0:00,Winn,Stephen,,4/4/2023 5:01,Texas,South,1946,9,12,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1725,1700,Energy,Ian Wood & family,80,United Kingdom,Aberdeen,Energy services,Energy,United Kingdom,,FALSE,E,M,7/21/1942 0:00,Wood,Ian,,4/4/2023 5:01,,,1942,7,21,119.62,1.7,"$2,827,113,184,696 ",60,101.2,81.3,25.5,30.6,66834405,55.378051,-3.435973 +1725,1700,Manufacturing,Wu Lanlan & family,49,China,Shenzhen,Packaging,Manufacturing,China,,TRUE,D,F,1/1/1974 0:00,Wu,Lanlan,,4/4/2023 5:01,,,1974,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1725,1700,Food & Beverage,Xu Bingzhong,49,China,Shenzhen,Bars,Food & Beverage,China,,TRUE,U,M,1/1/1974 0:00,Xu,Bingzhong,,4/4/2023 5:01,,,1974,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1725,1700,Manufacturing,Yang Xuegang,58,China,Beijing,Coking,Manufacturing,China,,TRUE,D,M,2/1/1965 0:00,Yang,Xuegang,,4/4/2023 5:01,,,1965,2,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1725,1700,Telecom,Vladimir Yevtushenkov,74,Russia,Moscow,"Telecom, investments",Telecom,Russia,,TRUE,E,M,9/25/1948 0:00,Yevtushenkov,Vladimir,,4/4/2023 5:01,,,1948,9,25,180.75,4.5,"$1,699,876,578,871 ",81.9,102.6,72.7,11.4,46.2,144373535,61.52401,105.318756 +1725,1700,Technology,David Zalik,49,United States,Atlanta,Financial technology,Technology,United States,GreenSky,TRUE,D,M,2/2/1974 0:00,Zalik,David,CEO,4/4/2023 5:01,Georgia,South,1974,2,2,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1725,1700,Logistics,Zhang Xiaojuan,53,China,Shanghai,Logistics,Logistics,China,,TRUE,D,F,10/1/1969 0:00,Zhang,Xiaojuan,,4/4/2023 5:01,,,1969,10,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1725,1700,Manufacturing,Zheng Xiaodong,59,China,Shanghai,Manufacturing,Manufacturing,China,,TRUE,D,M,3/1/1964 0:00,Zheng,Xiaodong,,4/4/2023 5:01,,,1964,3,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1725,1700,Manufacturing,Zhong Ruonong & family,60,China,Zhuzhou,Electronics,Manufacturing,China,,TRUE,D,F,10/30/1962 0:00,Zhong,Ruonong,,4/4/2023 5:01,,,1962,10,30,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1804,1600,Healthcare,Noubar Afeyan,60,United States,Lexington,Biotech,Healthcare,United States,,TRUE,D,M,7/25/1962 0:00,Afeyan,Noubar,,4/4/2023 5:01,Massachusetts,Northeast,1962,7,25,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1804,1600,Construction & Engineering,Syed Mokhtar AlBukhary,71,Malaysia,Kuala Lumpur,"Engineering, automotive",Construction & Engineering,Malaysia,,TRUE,U,M,12/12/1951 0:00,AlBukhary,Syed Mokhtar,,4/4/2023 5:01,,,1951,12,12,121.46,0.7,"$364,701,517,788 ",45.1,105.3,76,12,38.7,32447385,4.210484,101.975766 +1804,1600,Finance & Investments,"Herbert Allen, Jr. & family",83,United States,New York,Investment banking,Finance & Investments,United States,,FALSE,E,M,3/5/1940 0:00,Allen,Herbert,,4/4/2023 5:01,New York,Northeast,1940,3,5,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1804,1600,Metals & Mining,Vasily Anisimov,71,Switzerland,,Real estate,Metals & Mining,Russia,,TRUE,E,M,9/19/1951 0:00,Anisimov,Vasily,,4/4/2023 5:01,,,1951,9,19,99.55,0.4,"$703,082,435,360 ",59.6,105.2,83.6,10.1,28.8,8574832,46.818188,8.227512 +1804,1600,Finance & Investments,Clifford Asness,56,United States,Greenwich,Money management,Finance & Investments,United States,AQR Capital Management,TRUE,E,M,10/17/1966 0:00,Asness,Clifford,,4/4/2023 5:01,Connecticut,Northeast,1966,10,17,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1804,1600,Finance & Investments,Louis Bacon,66,United States,Oyster Bay,Hedge funds,Finance & Investments,United States,"Moore Capital Management, LP",TRUE,E,M,7/25/1956 0:00,Bacon,Louis,Founder,4/4/2023 5:01,New York,Northeast,1956,7,25,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1804,1600,Manufacturing,Bai Baokun,53,China,Dongguan,Hardware,Manufacturing,China,,TRUE,D,M,,Bai,Baokun,,4/4/2023 5:01,,,,,,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1804,1600,Fashion & Retail,Alex Birkenstock,54,,,Shoes,Fashion & Retail,Germany,,FALSE,D,M,11/18/1968 0:00,Birkenstock,Alex,,4/4/2023 5:01,,,1968,11,18,,,,,,,,,,, +1804,1600,Fashion & Retail,Christian Birkenstock,50,Austria,Kitzbuhel,Shoes,Fashion & Retail,Germany,,FALSE,D,M,9/21/1972 0:00,Birkenstock,Christian,,4/4/2023 5:01,,,1972,9,21,118.06,1.5,"$446,314,739,528 ",85.1,103.1,81.6,25.4,51.4,8877067,47.516231,14.550072 +1804,1600,Food & Beverage,Josef Boquoi & family,89,Germany,Straelen,Frozen foods,Food & Beverage,Germany,,TRUE,D,M,1/1/1934 0:00,Boquoi,Josef,,4/4/2023 5:01,,,1934,1,1,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +1804,1600,Technology,Cai Huabo,47,China,Jiujiang,Electronics,Technology,China,,TRUE,N,M,1/1/1976 0:00,Cai,Huabo,,4/4/2023 5:01,,,1976,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1804,1600,Technology,Chen Tianshi,38,China,Beijing,Semiconductors,Technology,China,,TRUE,E,M,1/1/1985 0:00,Chen,Tianshi,,4/4/2023 5:01,,,1985,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1804,1600,Real Estate,Chen Yung-tai,87,Taiwan,Taipei,Real estate,Real Estate,Taiwan,,TRUE,D,M,1/20/1936 0:00,Chen,Yung-tai,,4/4/2023 5:01,,,1936,1,20,,,,,,,,,,, +1804,1600,Technology,Chey Tae-won,62,South Korea,Seoul,"Oil, semiconductor",Technology,South Korea,SK Holdings,FALSE,D,M,12/3/1960 0:00,Chey,Tae-won,,4/4/2023 5:01,,,1960,12,3,115.16,0.4,"$2,029,000,000,000 ",94.3,98.1,82.6,15.6,33.2,51709098,35.907757,127.766922 +1804,1600,Real Estate,Ivan Chrenko,55,Slovakia,Bratislava,Real estate,Real Estate,Slovakia,,TRUE,D,M,6/27/1967 0:00,Chrenko,Ivan,,4/4/2023 5:01,,,1967,6,27,115.34,2.7,"$105,422,304,976 ",46.6,98.7,77.2,18.7,49.7,5454073,48.669026,19.699024 +1804,1600,Construction & Engineering,Robert Clark,64,United States,St. Louis,Construction,Construction & Engineering,United States,,TRUE,E,M,1/30/1959 0:00,Clark,Robert,,4/4/2023 5:01,Missouri,Midwest,1959,1,30,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1804,1600,Finance & Investments,Jack Cockwell,82,Canada,Toronto,"Real estate, private equity",Finance & Investments,Canada,,TRUE,D,M,1/12/1941 0:00,Cockwell,Jack,,4/4/2023 5:01,,,1941,1,12,116.76,1.9,"$1,736,425,629,520 ",68.9,100.9,81.9,12.8,24.5,36991981,56.130366,-106.346771 +1804,1600,Finance & Investments,Tench Coxe,65,United States,Palo Alto,Venture capital,Finance & Investments,United States,,TRUE,D,M,1/14/1958 0:00,Coxe,Tench,,4/4/2023 5:01,California,West,1958,1,14,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1804,1600,Sports,Jim Crane,69,United States,Houston,"Logistics, baseball",Sports,United States,,TRUE,U,M,1/17/1954 0:00,Crane,Jim,,4/4/2023 5:01,Texas,South,1954,1,17,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1804,1600,Logistics,Norbert Dentressangle,68,France,Lyon,"Transport, logistics",Logistics,France,,TRUE,D,M,7/9/1954 0:00,Dentressangle,Norbert,,4/4/2023 5:01,,,1954,7,9,110.05,1.1,"$2,715,518,274,227 ",65.6,102.5,82.5,24.2,60.7,67059887,46.227638,2.213749 +1804,1600,Finance & Investments,Jamie Dimon,67,United States,New York,Banking,Finance & Investments,United States,JPMorgan Chase & Co.,TRUE,E,M,3/13/1956 0:00,Dimon,Jamie,CEO,4/4/2023 5:01,New York,Northeast,1956,3,13,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1804,1600,Technology,Daniel Dines,51,United States,New York,Software,Technology,Romania,,TRUE,D,M,1/1/1972 0:00,Dines,Daniel,,4/4/2023 5:01,New York,Northeast,1972,1,1,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1804,1600,Finance & Investments,Alfredo Egydio Arruda Villela Filho,53,Brazil,Sao Paulo,Banking,Finance & Investments,Brazil,,FALSE,D,M,11/18/1969 0:00,Egydio Arruda Villela Filho,Alfredo,,4/4/2023 5:01,,,1969,11,18,167.4,3.7,"$1,839,758,040,766 ",51.3,115.4,75.7,14.2,65.1,212559417,-14.235004,-51.92528 +1804,1600,Metals & Mining,Gary Fegel,49,Switzerland,Gstaad,"Commodities, investments",Metals & Mining,Switzerland,,TRUE,E,M,1/1/1974 0:00,Fegel,Gary,,4/4/2023 5:01,,,1974,1,1,99.55,0.4,"$703,082,435,360 ",59.6,105.2,83.6,10.1,28.8,8574832,46.818188,8.227512 +1804,1600,Finance & Investments,"William Foley, II.",78,United States,Las Vegas,Financial services,Finance & Investments,United States,,TRUE,U,M,12/29/1944 0:00,Foley,William,,4/4/2023 5:01,Nevada,West,1944,12,29,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1804,1600,Fashion & Retail,Richard Fortin,74,Canada,Boucherville,Convinience stores,Fashion & Retail,Canada,,TRUE,U,M,9/1/1948 0:00,Fortin,Richard,,4/4/2023 5:01,,,1948,9,1,116.76,1.9,"$1,736,425,629,520 ",68.9,100.9,81.9,12.8,24.5,36991981,56.130366,-106.346771 +1804,1600,Healthcare,Gao Yi & family,54,China,Changsha,Pharmaceuticals,Healthcare,China,,TRUE,U,M,10/25/1968 0:00,Gao,Yi,,4/4/2023 5:01,,,1968,10,25,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1804,1600,Healthcare,Giammaria Giuliani,45,Switzerland,Montagnola,Pharmaceuticals,Healthcare,Switzerland,,FALSE,D,M,2/20/1978 0:00,Giuliani,Giammaria,,4/4/2023 5:01,,,1978,2,20,99.55,0.4,"$703,082,435,360 ",59.6,105.2,83.6,10.1,28.8,8574832,46.818188,8.227512 +1804,1600,Finance & Investments,Bill Gross,78,United States,Laguna Beach,Investments,Finance & Investments,United States,Pacific Investment Management Company LLC,TRUE,E,M,4/13/1944 0:00,Gross,Bill,Cofounder and Co-Chief Investment Officer,4/4/2023 5:01,California,West,1944,4,13,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1804,1600,Finance & Investments,Sue Gross,73,United States,Laguna Beach,Investments,Finance & Investments,United States,,FALSE,E,F,2/17/1950 0:00,Gross,Sue,,4/4/2023 5:01,California,West,1950,2,17,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1804,1600,Sports,Irving Grousbeck & family,88,United States,Portola Valley,"Telecommunication, sports",Sports,United States,,TRUE,N,M,7/20/1934 0:00,Grousbeck,Irving,,4/4/2023 5:01,California,West,1934,7,20,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1804,1600,Energy,Timothy Headington,72,United States,Dallas,"Oil & gas, investments",Energy,United States,,FALSE,U,M,4/24/1950 0:00,Headington,Timothy,,4/4/2023 5:01,Texas,South,1950,4,24,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1804,1600,Manufacturing,Ilona Herlin,58,Finland,Helsinki,"Elevators, escalators",Manufacturing,Finland,,FALSE,U,F,1/1/1965 0:00,Herlin,Ilona,,4/4/2023 5:01,,,1965,1,1,112.33,1,"$268,761,201,365 ",88.2,100.2,81.7,20.8,36.6,5520314,61.92411,25.748151 +1804,1600,Diversified,David Hoffmann,70,United States,Naples,"Executive search, investments",Diversified,United States,,TRUE,U,M,8/7/1952 0:00,Hoffmann,David,,4/4/2023 5:01,Florida,South,1952,8,7,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1804,1600,Media & Entertainment,Stanley Hubbard,89,United States,St. Paul,DirecTV,Media & Entertainment,United States,"Hubbard Broadcasting, Inc.",FALSE,D,M,5/28/1933 0:00,Hubbard,Stanley,Chairman and CEO,4/4/2023 5:01,Minnesota,Midwest,1933,5,28,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1804,1600,Manufacturing,Hui Lin Chit,69,China,Jinjiang,Hygiene products,Manufacturing,China,,TRUE,D,M,6/16/1953 0:00,Hui,Lin Chit,,4/4/2023 5:01,,,1953,6,16,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1804,1600,Metals & Mining,Tianjiang Jia & family,60,China,Yinchuan,Non-ferrous metals,Metals & Mining,China,,TRUE,D,M,7/1/1962 0:00,Jia,Tianjiang,,4/4/2023 5:01,,,1962,7,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1804,1600,Real Estate,Zhaobai Jiang,59,China,Shanghai,Real estate,Real Estate,China,,TRUE,D,M,8/17/1963 0:00,Jiang,Zhaobai,,4/4/2023 5:01,,,1963,8,17,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1804,1600,Fashion & Retail,Sergei Katsiev,65,Russia,Moscow,"Retail, wholesale",Fashion & Retail,Russia,,TRUE,R,M,1/11/1958 0:00,Katsiev,Sergei,,4/4/2023 5:01,,,1958,1,11,180.75,4.5,"$1,699,876,578,871 ",81.9,102.6,72.7,11.4,46.2,144373535,61.52401,105.318756 +1804,1600,Media & Entertainment,Kim Jae-young,,,,Online games,Media & Entertainment,South Korea,,TRUE,N,M,11/1/1973 0:00,Kim,Jae-young,,4/4/2023 5:01,,,1973,11,1,,,,,,,,,,, +1804,1600,Healthcare,Randal J. Kirk,69,United States,Manalapan,Pharmaceuticals,Healthcare,United States,,TRUE,E,M,3/1/1954 0:00,Kirk,Randal J.,,4/4/2023 5:01,Florida,South,1954,3,1,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1804,1600,Energy,William Koch,82,United States,Palm Beach,"Oil, investments",Energy,United States,,FALSE,E,M,5/3/1940 0:00,Koch,William,,4/4/2023 5:01,Florida,South,1940,5,3,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1804,1600,Manufacturing,Pyotr Kondrashev,73,Austria,Wien,Investments,Manufacturing,Russia,,TRUE,U,M,7/16/1949 0:00,Kondrashev,Pyotr,,4/4/2023 5:01,,,1949,7,16,118.06,1.5,"$446,314,739,528 ",85.1,103.1,81.6,25.4,51.4,8877067,47.516231,14.550072 +1804,1600,Logistics,Eiichi Kuriwada,76,Japan,Osaka,Package delivery,Logistics,Japan,,TRUE,D,M,10/10/1946 0:00,Kuriwada,Eiichi,,4/4/2023 5:01,,,1946,10,10,105.48,0.5,"$5,081,769,542,380 ",63.2,98.8,84.2,11.9,46.7,126226568,36.204824,138.252924 +1804,1600,Healthcare,Robert Langer,74,United States,Boston,Biotech,Healthcare,United States,,TRUE,E,M,8/29/1948 0:00,Langer,Robert,,4/4/2023 5:01,Massachusetts,Northeast,1948,8,29,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1804,1600,Diversified,Anthony Langley,68,United Kingdom,Nottinghamshire,Manufacturing,Diversified,United Kingdom,,TRUE,D,M,12/2/1954 0:00,Langley,Anthony,,4/4/2023 5:01,,,1954,12,2,119.62,1.7,"$2,827,113,184,696 ",60,101.2,81.3,25.5,30.6,66834405,55.378051,-3.435973 +1804,1600,Diversified,Marianna Latsis & family,70,Greece,Athens,"Banking, shipping",Diversified,Greece,,FALSE,N,F,3/29/1953 0:00,Latsis,Marianna,,4/4/2023 5:01,,,1953,3,29,101.87,0.2,"$209,852,761,469 ",136.6,99.6,81.3,26.2,51.9,10716322,39.074208,21.824312 +1804,1600,Real Estate,Lee Yeow Seng,45,Malaysia,,"Palm oil, property",Real Estate,Malaysia,,FALSE,Split Family Fortune,M,1/1/1978 0:00,Lee,Yeow Seng,,4/4/2023 5:01,,,1978,1,1,121.46,0.7,"$364,701,517,788 ",45.1,105.3,76,12,38.7,32447385,4.210484,101.975766 +1804,1600,Real Estate,Li Sze Lim,66,China,Guangzhou,Real estate,Real Estate,Hong Kong,,TRUE,E,M,4/1/1957 0:00,Li,Sze Lim,,4/4/2023 5:01,,,1957,4,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1804,1600,Real Estate,Li Wa,57,China,Shenzhen,Real estate,Real Estate,Hong Kong,,TRUE,D,M,1/1/1966 0:00,Li,Wa,,4/4/2023 5:01,,,1966,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1804,1600,Technology,Li Weiwei,46,China,Shanghai,Online games,Technology,China,,TRUE,D,M,1/1/1977 0:00,Li,Weiwei,,4/4/2023 5:01,,,1977,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1804,1600,Technology,Liang Qin & family,51,China,Yangzhou,Semiconductor devices,Technology,China,,TRUE,D,F,10/26/1971 0:00,Liang,Qin,,4/4/2023 5:01,,,1971,10,26,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1804,1600,Real Estate,Vincent Lo,75,Hong Kong,Hong Kong,Real estate,Real Estate,Hong Kong,,FALSE,E,M,4/1/1948 0:00,Lo,Vincent,,4/4/2023 5:01,,,1948,4,1,,,,,,,,,,, +1804,1600,Telecom,Terence (Terry) Matthews,80,Canada,Ottawa,Telecom,Telecom,Canada,,TRUE,E,M,4/1/1943 0:00,Matthews,Terence (Terry),,4/4/2023 5:01,,,1943,4,1,116.76,1.9,"$1,736,425,629,520 ",68.9,100.9,81.9,12.8,24.5,36991981,56.130366,-106.346771 +1804,1600,Technology,Jim McKelvey,57,United States,St. Louis,Mobile payments,Technology,United States,,TRUE,D,M,10/19/1965 0:00,McKelvey,Jim,,4/4/2023 5:01,Missouri,Midwest,1965,10,19,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1804,1600,Real Estate,P.N.C. Menon,74,United Arab Emirates,Dubai,Real estate,Real Estate,Oman,,TRUE,R,M,11/17/1948 0:00,Menon,P.N.C.,,4/4/2023 5:01,,,1948,11,17,114.52,-1.9,"$421,142,267,938 ",36.8,108.4,77.8,0.1,15.9,9770529,23.424076,53.847818 +1804,1600,Energy,Massimo Moratti,77,Italy,Milan,Oil refinery,Energy,Italy,,FALSE,U,M,5/16/1945 0:00,Moratti,Massimo,,4/4/2023 5:01,,,1945,5,16,110.62,0.6,"$2,001,244,392,042 ",61.9,101.9,82.9,24.3,59.1,60297396,41.87194,12.56738 +1804,1600,Finance & Investments,Liora Ofer,69,Israel,Tel Aviv,Investments,Finance & Investments,Israel,,FALSE,D,F,12/22/1953 0:00,Ofer,Liora,,4/4/2023 5:01,,,1953,12,22,108.15,0.8,"$395,098,666,122 ",63.4,104.9,82.8,23.1,25.3,9053300,31.046051,34.851612 +1804,1600,Automotive,Stefan Pierer,66,Austria,Wels,Automotive,Automotive,Austria,,TRUE,U,M,11/25/1956 0:00,Pierer,Stefan,,4/4/2023 5:01,,,1956,11,25,118.06,1.5,"$446,314,739,528 ",85.1,103.1,81.6,25.4,51.4,8877067,47.516231,14.550072 +1804,1600,Finance & Investments,Andreas Pohl,58,Germany,Marburg,Mutual funds,Finance & Investments,Germany,,FALSE,U,M,7/28/1964 0:00,Pohl,Andreas,,4/4/2023 5:01,,,1964,7,28,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +1804,1600,Finance & Investments,"Reinfried Pohl, Jr.",63,Germany,Marburg,Mutual funds,Finance & Investments,Germany,,FALSE,U,M,11/2/1959 0:00,Pohl,Reinfried,,4/4/2023 5:01,,,1959,11,2,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +1804,1600,Energy,Michael Polsky,74,United States,Chicago,Electric power,Energy,United States,,TRUE,U,M,1/1/1949 0:00,Polsky,Michael,,4/4/2023 5:01,Illinois,Midwest,1949,1,1,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1804,1600,Manufacturing,Francisco Jose Riberas Mera,58,Spain,Madrid,"Steel, autoparts",Manufacturing,Spain,,FALSE,U,M,6/1/1964 0:00,Riberas Mera,Francisco Jose,,4/4/2023 5:01,,,1964,6,1,110.96,0.7,"$1,394,116,310,769 ",88.9,102.7,83.3,14.2,47,47076781,40.463667,-3.74922 +1804,1600,Metals & Mining,Juan Maria Riberas Mera,54,Spain,Madrid,"Steel, investments",Metals & Mining,Spain,,FALSE,R,M,10/1/1968 0:00,Riberas Mera,Juan Maria,,4/4/2023 5:01,,,1968,10,1,110.96,0.7,"$1,394,116,310,769 ",88.9,102.7,83.3,14.2,47,47076781,40.463667,-3.74922 +1804,1600,Food & Beverage,Andres Santo Domingo,44,United States,New York,Beer,Food & Beverage,United States,,FALSE,E,M,6/1/1978 0:00,Santo Domingo,Andres,,4/4/2023 5:01,New York,Northeast,1978,6,1,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1804,1600,Food & Beverage,Sathien Sathientham,68,Thailand,Bangkok,energy drinks,Food & Beverage,Thailand,,TRUE,E,M,4/20/1954 0:00,Sathientham,Sathien,,4/4/2023 5:01,,,1954,4,20,113.27,0.7,"$543,649,976,166 ",49.3,99.8,76.9,14.9,29.5,69625582,15.870032,100.992541 +1804,1600,Manufacturing,Shang Xiaobo & family,49,China,Hefei,Manufacturing,Manufacturing,China,,TRUE,D,M,3/30/1974 0:00,Shang,Xiaobo,,4/4/2023 5:01,,,1974,3,30,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1804,1600,Food & Beverage,Yuri Shefler,55,Switzerland,Geneva,Alcohol,Food & Beverage,Russia,,TRUE,U,M,9/10/1967 0:00,Shefler,Yuri,,4/4/2023 5:01,,,1967,9,10,99.55,0.4,"$703,082,435,360 ",59.6,105.2,83.6,10.1,28.8,8574832,46.818188,8.227512 +1804,1600,Metals & Mining,Evgeny (Eugene) Shvidler,59,United Kingdom,London,"Metals, investments",Metals & Mining,United States,,TRUE,E,M,3/23/1964 0:00,Shvidler,Evgeny (Eugene),,4/4/2023 5:01,,,1964,3,23,119.62,1.7,"$2,827,113,184,696 ",60,101.2,81.3,25.5,30.6,66834405,55.378051,-3.435973 +1804,1600,Technology,Ryan Smith,44,United States,Provo,Cloud computing,Technology,United States,Qualtrics,TRUE,E,M,6/28/1978 0:00,Smith,Ryan,Co-Founder & CEO,4/4/2023 5:01,Utah,West,1978,6,28,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1804,1600,Diversified,Zakhar Smushkin,61,Russia,Saint Petersburg,"Pulp and paper, diversified",Diversified,Russia,,TRUE,R,M,1/23/1962 0:00,Smushkin,Zakhar,,4/4/2023 5:01,,,1962,1,23,180.75,4.5,"$1,699,876,578,871 ",81.9,102.6,72.7,11.4,46.2,144373535,61.52401,105.318756 +1804,1600,Service,Peter Sperling,63,United States,Phoenix,Education,Service,United States,,FALSE,E,M,11/22/1959 0:00,Sperling,Peter,,4/4/2023 5:01,Arizona,West,1959,11,22,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1804,1600,Diversified,Laurie Tisch,72,United States,New York,"Insurance, NFL team",Diversified,United States,,FALSE,U,F,2/19/1951 0:00,Tisch,Laurie,,4/4/2023 5:01,New York,Northeast,1951,2,19,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1804,1600,Diversified,Steven Tisch,74,United States,Beverly Hills,Insurance,Diversified,United States,,FALSE,U,M,2/14/1949 0:00,Tisch,Steven,,4/4/2023 5:01,California,West,1949,2,14,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1804,1600,Manufacturing,Michael Tojner,57,Austria,Vienna,"Batteries, investments",Manufacturing,Austria,,TRUE,D,M,3/31/1966 0:00,Tojner,Michael,,4/4/2023 5:01,,,1966,3,31,118.06,1.5,"$446,314,739,528 ",85.1,103.1,81.6,25.4,51.4,8877067,47.516231,14.550072 +1804,1600,Healthcare,August Troendle,67,United States,Cincinnati,Pharmaceutical services,Healthcare,United States,,TRUE,U,M,1/1/1956 0:00,Troendle,August,,4/4/2023 5:01,Ohio,Midwest,1956,1,1,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1804,1600,Manufacturing,Tseng Sing-ai,,Taiwan,,Petrochemicals,Manufacturing,Taiwan,,FALSE,E,F,,Tseng,Sing-ai,,4/4/2023 5:01,,,,,,,,,,,,,,,, +1804,1600,Technology,Sekar Vembu,51,India,Chennai,Business software,Technology,India,,TRUE,U,M,1/1/1972 0:00,Vembu,Sekar,,4/4/2023 5:01,,,1972,1,1,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +1804,1600,Energy,Chris Wallin,70,Australia,Brisbane,Mining,Energy,Australia,,TRUE,R,M,1/1/1953 0:00,Wallin,Chris,,4/4/2023 5:01,,,1953,1,1,119.8,1.6,"$1,392,680,589,329 ",113.1,100.3,82.7,23,47.4,25766605,-25.274398,133.775136 +1804,1600,Media & Entertainment,Wang Changtian,57,China,Beijing,"TV, movie production",Media & Entertainment,China,,TRUE,D,M,4/26/1965 0:00,Wang,Changtian,,4/4/2023 5:01,,,1965,4,26,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1804,1600,Media & Entertainment,Ning Wang & family,36,China,Beijing,Toys,Media & Entertainment,China,,TRUE,D,M,1/1/1987 0:00,Wang,Ning,,4/4/2023 5:01,,,1987,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1804,1600,Technology,Scott Watterson,67,United States,Logan,Fitness equipment,Technology,United States,,TRUE,E,M,5/18/1955 0:00,Watterson,Scott,,4/4/2023 5:01,Utah,West,1955,5,18,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1804,1600,Energy,Dan Wilks,66,United States,Cisco,Natural gas,Energy,United States,,TRUE,U,M,5/30/1956 0:00,Wilks,Dan,,4/4/2023 5:01,Texas,South,1956,5,30,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1804,1600,Fashion & Retail,Alan Wilson,82,Australia,Melbourne,Retailing,Fashion & Retail,Australia,,FALSE,Split Family Fortune,M,10/28/1940 0:00,Wilson,Alan,,4/4/2023 5:01,,,1940,10,28,119.8,1.6,"$1,392,680,589,329 ",113.1,100.3,82.7,23,47.4,25766605,-25.274398,133.775136 +1804,1600,Fashion & Retail,Bruce Wilson,76,Australia,Melbourne,Retailing,Fashion & Retail,Australia,,FALSE,Split Family Fortune,M,4/19/1946 0:00,Wilson,Bruce,,4/4/2023 5:01,,,1946,4,19,119.8,1.6,"$1,392,680,589,329 ",113.1,100.3,82.7,23,47.4,25766605,-25.274398,133.775136 +1804,1600,Fashion & Retail,John Wilson,85,Australia,Melbourne,Retailing,Fashion & Retail,Australia,,FALSE,Split Family Fortune,M,12/31/1937 0:00,Wilson,John,,4/4/2023 5:01,,,1937,12,31,119.8,1.6,"$1,392,680,589,329 ",113.1,100.3,82.7,23,47.4,25766605,-25.274398,133.775136 +1804,1600,Technology,Anthony Wood,57,United States,Palo Alto,Roku,Technology,United States,,TRUE,D,M,12/4/1965 0:00,Wood,Anthony,,4/4/2023 5:01,California,West,1965,12,4,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1804,1600,Manufacturing,Wu Ying,58,China,Xianyang,Materials,Manufacturing,China,,TRUE,D,M,4/16/1964 0:00,Wu,Ying,,4/4/2023 5:01,,,1964,4,16,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1804,1600,Healthcare,Wu Yulan,53,China,Lianyungang,Pharmaceuticals,Healthcare,China,,TRUE,D,F,8/26/1969 0:00,Wu,Yulan,,4/4/2023 5:01,,,1969,8,26,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1804,1600,Technology,Zhongyi Wu,49,China,Xiamen,electronics,Technology,China,,TRUE,D,M,10/28/1973 0:00,Wu,Zhongyi,,4/4/2023 5:01,,,1973,10,28,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1804,1600,Manufacturing,Xiang Guangming & family,59,China,Wenzhou,Waste disposal,Manufacturing,China,,TRUE,D,M,10/1/1963 0:00,Xiang,Guangming,,4/4/2023 5:01,,,1963,10,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1804,1600,Technology,Xue Xiangdong & family,64,China,Beijing,Software,Technology,China,,TRUE,D,M,2/10/1959 0:00,Xue,Xiangdong,,4/4/2023 5:01,,,1959,2,10,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1804,1600,Healthcare,George Yancopoulos,63,United States,Yorktown Heights,Pharmaceuticals,Healthcare,United States,,TRUE,U,M,9/10/1959 0:00,Yancopoulos,George,,4/4/2023 5:01,New York,Northeast,1959,9,10,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1804,1600,Technology,Steven Meng Yang & family,40,China,Changsha,Electronics,Technology,China,,TRUE,D,M,5/1/1982 0:00,Yang,Steven Meng,,4/4/2023 5:01,,,1982,5,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1804,1600,Automotive,Ye Fan & family,52,China,Dongguan,Auto dealerships,Automotive,China,,TRUE,D,M,1/1/1971 0:00,Ye,Fan,,4/4/2023 5:01,,,1971,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1804,1600,Diversified,Yi Dasheng,62,China,Changsha,Conglomerate,Diversified,China,,TRUE,D,M,2/1/1961 0:00,Yi,Dasheng,,4/4/2023 5:01,,,1961,2,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1804,1600,Manufacturing,Yu Lili,55,China,Changsha,Electronic components,Manufacturing,China,,TRUE,D,F,1/1/1968 0:00,Yu,Lili,,4/4/2023 5:01,,,1968,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1804,1600,Technology,Zeng Kaitian,48,China,Shanghai,Online games,Technology,China,,TRUE,D,M,1/1/1975 0:00,Zeng,Kaitian,,4/4/2023 5:01,,,1975,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1804,1600,Metals & Mining,Zhang Xuexin & family,75,China,Liaocheng,Aluminum,Metals & Mining,China,,TRUE,D,M,7/1/1947 0:00,Zhang,Xuexin,,4/4/2023 5:01,,,1947,7,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1804,1600,Food & Beverage,Yubai Zhang,58,China,Suqian,Wine,Food & Beverage,China,,TRUE,D,M,10/1/1964 0:00,Zhang,Yubai,,4/4/2023 5:01,,,1964,10,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1804,1600,Gambling & Casinos,Fredrik Österberg,52,Sweden,Stockholm,Gambling products,Gambling & Casinos,Sweden,,TRUE,U,M,1/19/1971 0:00,Österberg,Fredrik,,4/4/2023 5:01,,,1971,1,19,110.51,1.8,"$530,832,908,738 ",67,126.6,82.5,27.9,49.1,10285453,60.128161,18.643501 +1905,1500,Food & Beverage,Shiv Kishan Agrawal,82,India,Nagpur,Snacks,Food & Beverage,India,,FALSE,N,M,1/1/1941 0:00,Agrawal,Shiv Kishan,,4/4/2023 5:01,,,1941,1,1,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +1905,1500,Diversified,Aziz Akhannouch & family,62,Morocco,Casablanca,"Petroleum, diversified",Diversified,Morocco,,FALSE,D,M,1/1/1961 0:00,Akhannouch,Aziz,,4/4/2023 5:01,,,1961,1,1,111.07,0.2,"$118,725,279,596 ",35.9,113.9,76.5,21.9,45.8,36910560,31.791702,-7.09262 +1905,1500,Diversified,Hamdi Akin & family,68,Turkey,Istanbul,Diversified,Diversified,Turkey,,TRUE,E,M,1/1/1955 0:00,Akin,Hamdi,,4/4/2023 5:01,,,1955,1,1,234.44,15.2,"$754,411,708,203 ",23.9,93.2,77.4,17.9,42.3,83429615,38.963745,35.243322 +1905,1500,Manufacturing,Nerio Alessandri,61,Italy,Cesena,Gym equipment,Manufacturing,Italy,,TRUE,U,M,4/8/1961 0:00,Alessandri,Nerio,,4/4/2023 5:01,,,1961,4,8,110.62,0.6,"$2,001,244,392,042 ",61.9,101.9,82.9,24.3,59.1,60297396,41.87194,12.56738 +1905,1500,Diversified,Alexandra Andresen,26,Norway,Oslo,Investments,Diversified,Norway,,FALSE,U,F,7/23/1996 0:00,Andresen,Alexandra,,4/4/2023 5:01,,,1996,7,23,120.27,2.2,"$403,336,363,636 ",82,100.3,82.8,23.9,36.2,5347896,60.472024,8.468946 +1905,1500,Diversified,Katharina Andresen,27,Norway,Oslo,Investments,Diversified,Norway,,FALSE,U,F,5/21/1995 0:00,Andresen,Katharina,,4/4/2023 5:01,,,1995,5,21,120.27,2.2,"$403,336,363,636 ",82,100.3,82.8,23.9,36.2,5347896,60.472024,8.468946 +1905,1500,Diversified,Patricia Angelini Rossi,68,Chile,Santiago,"Forestry, mining",Diversified,Chile,,FALSE,U,F,4/5/1954 0:00,Angelini Rossi,Patricia,,4/4/2023 5:01,,,1954,4,5,131.91,2.6,"$282,318,159,745 ",88.5,101.4,80,18.2,34,18952038,-35.675147,-71.542969 +1905,1500,Healthcare,Mori Arkin,70,Israel,Herzliya Pituach,Pharmaceuticals,Healthcare,Israel,,TRUE,D,M,9/24/1952 0:00,Arkin,Mori,,4/4/2023 5:01,,,1952,9,24,108.15,0.8,"$395,098,666,122 ",63.4,104.9,82.8,23.1,25.3,9053300,31.046051,34.851612 +1905,1500,Fashion & Retail,Barbara Benetton,53,Italy,Campodoro,"Fashion retail, investments",Fashion & Retail,Italy,,FALSE,U,F,7/2/1969 0:00,Benetton,Barbara,,4/4/2023 5:01,,,1969,7,2,110.62,0.6,"$2,001,244,392,042 ",61.9,101.9,82.9,24.3,59.1,60297396,41.87194,12.56738 +1905,1500,Metals & Mining,Angela Bennett,79,Australia,Perth,Mining,Metals & Mining,Australia,,FALSE,U,F,4/1/1944 0:00,Bennett,Angela,,4/4/2023 5:01,,,1944,4,1,119.8,1.6,"$1,392,680,589,329 ",113.1,100.3,82.7,23,47.4,25766605,-25.274398,133.775136 +1905,1500,Diversified,Zadik Bino & family,79,Israel,Tel Aviv,"Banking, oil",Diversified,Israel,,TRUE,D,M,1/1/1944 0:00,Bino,Zadik,,4/4/2023 5:01,,,1944,1,1,108.15,0.8,"$395,098,666,122 ",63.4,104.9,82.8,23.1,25.3,9053300,31.046051,34.851612 +1905,1500,Fashion & Retail,Paolo Bulgari,85,Italy,Rome,Luxury goods,Fashion & Retail,Italy,,FALSE,E,M,9/8/1937 0:00,Bulgari,Paolo,,4/4/2023 5:01,,,1937,9,8,110.62,0.6,"$2,001,244,392,042 ",61.9,101.9,82.9,24.3,59.1,60297396,41.87194,12.56738 +1905,1500,Food & Beverage,Saket Burman,46,United Arab Emirates,Dubai,Consumer goods,Food & Beverage,United Kingdom,,FALSE,D,M,3/10/1977 0:00,Burman,Saket,,4/4/2023 5:01,,,1977,3,10,114.52,-1.9,"$421,142,267,938 ",36.8,108.4,77.8,0.1,15.9,9770529,23.424076,53.847818 +1905,1500,Diversified,Ahmet Calik,65,Turkey,Istanbul,"Energy, banking, construction",Diversified,Turkey,,TRUE,E,M,3/1/1958 0:00,Calik,Ahmet,,4/4/2023 5:01,,,1958,3,1,234.44,15.2,"$754,411,708,203 ",23.9,93.2,77.4,17.9,42.3,83429615,38.963745,35.243322 +1905,1500,Technology,Safra Catz,61,United States,Redwood City,Software,Technology,United States,Oracle,TRUE,E,F,12/13/1961 0:00,Catz,Safra,CEO,4/4/2023 5:01,California,South,1961,12,13,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1905,1500,Logistics,Chang Kuo-Hua,68,Taiwan,Taipei,"Shipping, airlines",Logistics,Taiwan,,FALSE,D,M,1/1/1955 0:00,Chang,Kuo-Hua,,4/4/2023 5:01,,,1955,1,1,,,,,,,,,,, +1905,1500,Manufacturing,Chu Jian,60,China,Hangzhou,Manufacturing,Manufacturing,China,,TRUE,U,M,4/1/1963 0:00,Chu,Jian,,4/4/2023 5:01,,,1963,4,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1905,1500,Diversified,Sandor Csanyi,70,Hungary,Budapest,"Finance, real estate",Diversified,Hungary,,TRUE,U,M,3/20/1953 0:00,Csanyi,Sandor,,4/4/2023 5:01,,,1953,3,20,121.64,3.3,"$160,967,157,504 ",48.5,100.8,75.8,23,37.9,9769949,47.162494,19.503304 +1905,1500,Finance & Investments,Ana Lucia de Mattos Barretto Villela,49,Brazil,Sao Paulo,Banking,Finance & Investments,Brazil,,FALSE,D,F,10/25/1973 0:00,de Mattos Barretto Villela,Ana Lucia,,4/4/2023 5:01,,,1973,10,25,167.4,3.7,"$1,839,758,040,766 ",51.3,115.4,75.7,14.2,65.1,212559417,-14.235004,-51.92528 +1905,1500,Manufacturing,Federico De Nora,55,Italy,Milan,Electrodes,Manufacturing,Italy,,FALSE,D,M,3/23/1968 0:00,De Nora,Federico,,4/4/2023 5:01,,,1968,3,23,110.62,0.6,"$2,001,244,392,042 ",61.9,101.9,82.9,24.3,59.1,60297396,41.87194,12.56738 +1905,1500,Technology,Bharat Desai,70,United States,Fisher Island,IT consulting,Technology,United States,Syntel,TRUE,E,M,11/20/1952 0:00,Desai,Bharat,Chairman and Co-founder,4/4/2023 5:01,Florida,South,1952,11,20,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1905,1500,Diversified,Mohammed Dewji,47,Tanzania,Dar es Salaam,Diversified,Diversified,Tanzania,,FALSE,E,M,5/8/1975 0:00,Dewji,Mohammed,,4/4/2023 5:01,,,1975,5,8,187.43,3.5,"$63,177,068,175 ",4,94.2,65,11.5,43.8,58005463,-6.369028,34.888822 +1905,1500,Finance & Investments,Egon Durban,49,United States,Atherton,Private equity,Finance & Investments,United States,,TRUE,E,M,8/23/1973 0:00,Durban,Egon,,4/4/2023 5:01,California,West,1973,8,23,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1905,1500,Manufacturing,Fu Mingkang & family,60,China,Ningbo,Manufacturing,Manufacturing,China,,TRUE,D,M,3/17/1963 0:00,Fu,Mingkang,,4/4/2023 5:01,,,1963,3,17,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1905,1500,Media & Entertainment,Alan Gerry,94,United States,Liberty,Cable television,Media & Entertainment,United States,,TRUE,E,M,12/25/1928 0:00,Gerry,Alan,,4/4/2023 5:01,New York,Northeast,1928,12,25,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1905,1500,Fashion & Retail,Philippe Ginestet & family,69,France,Pujols,Retail stores,Fashion & Retail,France,,TRUE,D,M,1/1/1954 0:00,Ginestet,Philippe,,4/4/2023 5:01,,,1954,1,1,110.05,1.1,"$2,715,518,274,227 ",65.6,102.5,82.5,24.2,60.7,67059887,46.227638,2.213749 +1905,1500,Logistics,G. Gnanalingam,78,Malaysia,Kuala Lumpur,Ports,Logistics,Malaysia,,TRUE,D,M,9/10/1944 0:00,Gnanalingam,G.,,4/4/2023 5:01,,,1944,9,10,121.46,0.7,"$364,701,517,788 ",45.1,105.3,76,12,38.7,32447385,4.210484,101.975766 +1905,1500,Fashion & Retail,Esther Grether,87,Switzerland,Basel,Art collection,Fashion & Retail,Switzerland,,FALSE,E,F,1/1/1936 0:00,Grether,Esther,,4/4/2023 5:01,,,1936,1,1,99.55,0.4,"$703,082,435,360 ",59.6,105.2,83.6,10.1,28.8,8574832,46.818188,8.227512 +1905,1500,Manufacturing,Wei Gu,58,China,Shenzhen,Consumer electronics,Manufacturing,China,,TRUE,E,M,1/27/1965 0:00,Gu,Wei,,4/4/2023 5:01,,,1965,1,27,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1905,1500,Technology,Patrick Hanrahan,67,United States,Portola Valley,Software,Technology,United States,,TRUE,D,M,5/8/1955 0:00,Hanrahan,Patrick,,4/4/2023 5:01,California,West,1955,5,8,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1905,1500,Finance & Investments,Kenneth Hao,54,United States,Hillsborough,Private equity,Finance & Investments,United States,,TRUE,E,M,9/11/1968 0:00,Hao,Kenneth,,4/4/2023 5:01,California,West,1968,9,11,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1905,1500,Finance & Investments,Jaroslav Hascak & family,53,Slovakia,Bratislava,Investments,Finance & Investments,Slovakia,,TRUE,U,M,8/30/1969 0:00,Hascak,Jaroslav,,4/4/2023 5:01,,,1969,8,30,115.34,2.7,"$105,422,304,976 ",46.6,98.7,77.2,18.7,49.7,5454073,48.669026,19.699024 +1905,1500,Manufacturing,He Zhenggang,69,China,Leshan,Chemicals,Manufacturing,China,,TRUE,D,M,3/25/1954 0:00,He,Zhenggang,,4/4/2023 5:01,,,1954,3,25,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1905,1500,Real Estate,Niranjan Hiranandani,73,India,Mumbai,Real estate,Real Estate,India,,TRUE,E,M,3/8/1950 0:00,Hiranandani,Niranjan,,4/4/2023 5:01,,,1950,3,8,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +1905,1500,Finance & Investments,Ho Hung Anh,52,Vietnam,Hanoi,"Consumer products, banking",Finance & Investments,Vietnam,,TRUE,D,M,6/8/1970 0:00,Ho,Hung Anh,,4/4/2023 5:01,,,1970,6,8,163.52,2.8,"$261,921,244,843 ",28.5,110.6,75.3,19.1,37.6,96462106,14.058324,108.277199 +1905,1500,Technology,Archie Hwang,70,Taiwan,Taipei,Semiconductors,Technology,Taiwan,,TRUE,D,M,8/20/1952 0:00,Hwang,Archie,,4/4/2023 5:01,,,1952,8,20,,,,,,,,,,, +1905,1500,Media & Entertainment,Peter Jackson,61,New Zealand,Wellington,"Movies, digital effects",Media & Entertainment,New Zealand,Film,TRUE,E,M,10/31/1961 0:00,Jackson,Peter,Director,4/4/2023 5:01,,,1961,10,31,114.24,1.6,"$206,928,765,544 ",82,100,81.9,29,34.6,4841000,-40.900557,174.885971 +1905,1500,Finance & Investments,Stephen Jarislowsky,97,Canada,Montreal,Money management,Finance & Investments,Canada,Jarislowsky & Fraser,TRUE,D,M,9/9/1925 0:00,Jarislowsky,Stephen,Cofounder and Chairman,4/4/2023 5:01,,,1925,9,9,116.76,1.9,"$1,736,425,629,520 ",68.9,100.9,81.9,12.8,24.5,36991981,56.130366,-106.346771 +1905,1500,Healthcare,Rajeev Juneja,57,India,Delhi,Phamaceuticals,Healthcare,India,,TRUE,U,M,7/28/1965 0:00,Juneja,Rajeev,,4/4/2023 5:01,,,1965,7,28,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +1905,1500,Healthcare,Ramesh Juneja,67,India,Delhi,Pharmaceuticals,Healthcare,India,,TRUE,U,M,7/28/1955 0:00,Juneja,Ramesh,,4/4/2023 5:01,,,1955,7,28,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +1905,1500,Diversified,Ke Xiping & family,62,China,Xiamen,Investments,Diversified,China,,TRUE,E,M,6/7/1960 0:00,Ke,Xiping,,4/4/2023 5:01,,,1960,6,7,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1905,1500,Diversified,Kim Jun-ki,78,South Korea,Seoul,Diversified,Diversified,South Korea,Dongbu Insurance Co. Ltd.,TRUE,U,M,12/4/1944 0:00,Kim,Jun-ki,,4/4/2023 5:01,,,1944,12,4,115.16,0.4,"$2,029,000,000,000 ",94.3,98.1,82.6,15.6,33.2,51709098,35.907757,127.766922 +1905,1500,Fashion & Retail,Sidney Kimmel,95,United States,New York,Retail,Fashion & Retail,United States,,TRUE,E,M,1/16/1928 0:00,Kimmel,Sidney,,4/4/2023 5:01,New York,Northeast,1928,1,16,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1905,1500,Food & Beverage,Jim Koch,73,United States,Newton,Beer,Food & Beverage,United States,,TRUE,D,M,5/27/1949 0:00,Koch,Jim,,4/4/2023 5:01,Massachusetts,Northeast,1949,5,27,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1905,1500,Real Estate,Raj Kumar,68,Singapore,Singapore,"Real estate, hotels",Real Estate,Singapore,,TRUE,Split Family Fortune,M,5/25/1954 0:00,Kumar,Raj,,4/4/2023 5:01,,,1954,5,25,114.41,0.6,"$372,062,527,489 ",84.8,100.6,83.1,13.1,21,5703569,1.352083,103.819836 +1905,1500,Diversified,Spiro Latsis & family,76,Switzerland,Geneva,"Banking, shipping",Diversified,Greece,,FALSE,R,M,8/15/1946 0:00,Latsis,Spiro,,4/4/2023 5:01,,,1946,8,15,99.55,0.4,"$703,082,435,360 ",59.6,105.2,83.6,10.1,28.8,8574832,46.818188,8.227512 +1905,1500,Manufacturing,Peter Leibinger,56,Germany,Schwieberdingen,Machine tools,Manufacturing,Germany,,FALSE,D,M,1/1/1967 0:00,Leibinger,Peter,,4/4/2023 5:01,,,1967,1,1,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +1905,1500,Manufacturing,Regine Leibinger,60,Germany,Berlin,Machine tools,Manufacturing,Germany,,FALSE,D,F,1/1/1963 0:00,Leibinger,Regine,,4/4/2023 5:01,,,1963,1,1,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +1905,1500,Manufacturing,Nicola Leibinger-Kammueller,63,Germany,Berlin,Manufacturing,Manufacturing,Germany,,FALSE,D,F,12/15/1959 0:00,Leibinger-Kammueller,Nicola,,4/4/2023 5:01,,,1959,12,15,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +1905,1500,Manufacturing,Li Jianli,50,China,Shenzhen,Lithium-ion battery cap,Manufacturing,China,,TRUE,D,M,9/27/1972 0:00,Li,Jianli,,4/4/2023 5:01,,,1972,9,27,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1905,1500,Manufacturing,Li Jiaquan,59,China,Chengdu,Chemicals,Manufacturing,China,,TRUE,D,M,9/6/1963 0:00,Li,Jiaquan,,4/4/2023 5:01,,,1963,9,6,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1905,1500,Fashion & Retail,Li Rucheng,71,China,Ningbo,Apparel,Fashion & Retail,China,,TRUE,D,M,6/13/1951 0:00,Li,Rucheng,,4/4/2023 5:01,,,1951,6,13,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1905,1500,Manufacturing,Li Shui-po,66,China,Kunshan,Stainless steel products,Manufacturing,Taiwan,,TRUE,U,M,8/1/1956 0:00,Li,Shui-po,,4/4/2023 5:01,,,1956,8,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1905,1500,Technology,Scott Lin,90,Taiwan,Taichung,Optical components,Technology,Taiwan,,TRUE,U,M,1/1/1933 0:00,Lin,Scott,,4/4/2023 5:01,,,1933,1,1,,,,,,,,,,, +1905,1500,Manufacturing,Liu Xiucai & family,66,China,Shanghai,Chemicals,Manufacturing,United States,,TRUE,D,M,3/1/1957 0:00,Liu,Xiucai,,4/4/2023 5:01,,,1957,3,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1905,1500,Automotive,Lu Zhongfang,80,China,Tonghua,Education,Automotive,China,,TRUE,D,F,12/1/1942 0:00,Lu,Zhongfang,,4/4/2023 5:01,,,1942,12,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1905,1500,Logistics,Lu Zongjun,59,China,Shanghai,Logistics,Logistics,China,,TRUE,D,M,6/1/1963 0:00,Lu,Zongjun,,4/4/2023 5:01,,,1963,6,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1905,1500,Diversified,Youssef Mansour,77,Egypt,Cairo,Diversified,Diversified,Egypt,,TRUE,E,M,5/21/1945 0:00,Mansour,Youssef,,4/4/2023 5:01,,,1945,5,21,288.57,9.2,"$303,175,127,598 ",35.2,106.3,71.8,12.5,44.4,100388073,26.820553,30.802498 +1905,1500,Real Estate,Bruce Mathieson,79,Australia,Gold Coast,Hotels,Real Estate,Australia,,TRUE,D,M,2/14/1944 0:00,Mathieson,Bruce,,4/4/2023 5:01,,,1944,2,14,119.8,1.6,"$1,392,680,589,329 ",113.1,100.3,82.7,23,47.4,25766605,-25.274398,133.775136 +1905,1500,Diversified,Romano Minozzi,88,Italy,Spilamberto,"Utilities, diversified",Diversified,Italy,,TRUE,D,M,3/6/1935 0:00,Minozzi,Romano,,4/4/2023 5:01,,,1935,3,6,110.62,0.6,"$2,001,244,392,042 ",61.9,101.9,82.9,24.3,59.1,60297396,41.87194,12.56738 +1905,1500,Finance & Investments,Greg Mondre,48,United States,New York,Private equity,Finance & Investments,United States,,TRUE,E,M,5/20/1974 0:00,Mondre,Greg,,4/4/2023 5:01,New York,Northeast,1974,5,20,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1905,1500,Fashion & Retail,Mario Moretti Polegato & family,70,Italy,Crocetta del Montello,Shoes,Fashion & Retail,Italy,,TRUE,D,M,8/16/1952 0:00,Moretti Polegato,Mario,,4/4/2023 5:01,,,1952,8,16,110.62,0.6,"$2,001,244,392,042 ",61.9,101.9,82.9,24.3,59.1,60297396,41.87194,12.56738 +1905,1500,Service,Robert Mouawad,78,Bahrain,Manama,Fine jewelry,Service,Lebanon,,FALSE,E,M,1/1/1945 0:00,Mouawad,Robert,,4/4/2023 5:01,,,1945,1,1,117.59,2.1,"$38,574,069,149 ",50.5,99.4,77.2,4.2,13.8,1501635,26.0667,50.5577 +1905,1500,Logistics,Jerry Moyes & family,79,United States,Tolleson,Transportation,Logistics,United States,,TRUE,U,M,1/15/1944 0:00,Moyes,Jerry,,4/4/2023 5:01,Arizona,West,1944,1,15,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1905,1500,Technology,John Ocampo,63,United States,Los Altos,Semiconductors,Technology,United States,,TRUE,U,M,4/5/1959 0:00,Ocampo,John,,4/4/2023 5:01,California,West,1959,4,5,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1905,1500,Diversified,Stefan Olsson,74,United Kingdom,London,Diversified,Diversified,Sweden,,FALSE,U,M,1/1/1949 0:00,Olsson,Stefan,,4/4/2023 5:01,,,1949,1,1,119.62,1.7,"$2,827,113,184,696 ",60,101.2,81.3,25.5,30.6,66834405,55.378051,-3.435973 +1905,1500,Energy,Rubens Ometto Silveira Mello,73,Brazil,Sao Paulo,"Sugar, ethanol",Energy,Brazil,,FALSE,D,M,1/1/1950 0:00,Ometto Silveira Mello,Rubens,,4/4/2023 5:01,,,1950,1,1,167.4,3.7,"$1,839,758,040,766 ",51.3,115.4,75.7,14.2,65.1,212559417,-14.235004,-51.92528 +1905,1500,Finance & Investments,Anne Marie See Pastor,,,,Finance,Finance & Investments,Peru,,FALSE,Split Family Fortune,F,,Pastor,Anne Marie See,,4/4/2023 5:01,,,,,,,,,,,,,,,, +1905,1500,Finance & Investments,George Pastor,,,,Finance,Finance & Investments,Peru,,FALSE,Split Family Fortune,M,,Pastor,George,,4/4/2023 5:01,,,,,,,,,,,,,,,, +1905,1500,Finance & Investments,Nelson Peltz,80,United States,Bedford,Investments,Finance & Investments,United States,Trian Fund Management,TRUE,D,M,6/1/1942 0:00,Peltz,Nelson,Founder,4/4/2023 5:01,New York,Northeast,1942,6,1,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1905,1500,Construction & Engineering,David Penaloza Alanis,49,Mexico,Mexico City,Toll roads,Construction & Engineering,Mexico,,FALSE,U,M,1/1/1974 0:00,Penaloza Alanis,David,,4/4/2023 5:01,,,1974,1,1,141.54,3.6,"$1,258,286,717,125 ",40.2,105.8,75,13.1,55.1,126014024,23.634501,-102.552784 +1905,1500,Fashion & Retail,Karl-Johan Persson,48,Sweden,Stockholm,H&M,Fashion & Retail,Sweden,,FALSE,E,M,3/25/1975 0:00,Persson,Karl-Johan,,4/4/2023 5:01,,,1975,3,25,110.51,1.8,"$530,832,908,738 ",67,126.6,82.5,27.9,49.1,10285453,60.128161,18.643501 +1905,1500,Food & Beverage,Mike Repole,55,United States,Windermere,Sports drink,Food & Beverage,United States,,TRUE,E,M,1/21/1968 0:00,Repole,Mike,,4/4/2023 5:01,Florida,South,1968,1,21,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1905,1500,Food & Beverage,Duke Reyes,66,United States,Palm Beach,Beer distribution,Food & Beverage,United States,,FALSE,U,M,3/23/1957 0:00,Reyes,Duke,,4/4/2023 5:01,Florida,South,1957,3,23,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1905,1500,Real Estate,Kishin RK,39,Singapore,Singapore,"Real estate, hotels",Real Estate,Singapore,,FALSE,Split Family Fortune,M,5/5/1983 0:00,RK,Kishin,,4/4/2023 5:01,,,1983,5,5,114.41,0.6,"$372,062,527,489 ",84.8,100.6,83.1,13.1,21,5703569,1.352083,103.819836 +1905,1500,Finance & Investments,Carlos Rodriguez-Pastor,63,Peru,Lima,Finance,Finance & Investments,Peru,,FALSE,Split Family Fortune,M,4/11/1959 0:00,Rodriguez-Pastor,Carlos,,4/4/2023 5:01,,,1959,4,11,129.78,2.1,"$226,848,050,820 ",70.7,106.9,76.5,14.3,36.8,32510453,-9.189967,-75.015152 +1905,1500,Finance & Investments,Christopher Rokos,52,United Kingdom,London,Hedge fund,Finance & Investments,United Kingdom,Rokos Capital Management,TRUE,E,M,9/21/1970 0:00,Rokos,Christopher,CEO & Founder ,4/4/2023 5:01,,,1970,9,21,119.62,1.7,"$2,827,113,184,696 ",60,101.2,81.3,25.5,30.6,66834405,55.378051,-3.435973 +1905,1500,Service,John Ruiz,56,United States,Coral Gables,Healthcare services,Service,United States,,TRUE,N,M,1/7/1967 0:00,Ruiz,John,,4/4/2023 5:01,Florida,South,1967,1,7,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1905,1500,Technology,Sheryl Sandberg,53,United States,Menlo Park,Facebook,Technology,United States,Meta Platforms,TRUE,D,F,8/28/1969 0:00,Sandberg,Sheryl,COO,4/4/2023 5:01,California,West,1969,8,28,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1905,1500,Automotive,Amnon Shashua,62,Israel,Kfar Shmaryahu,Automotive technology,Automotive,Israel,,TRUE,E,M,5/26/1960 0:00,Shashua,Amnon,,4/4/2023 5:01,,,1960,5,26,108.15,0.8,"$395,098,666,122 ",63.4,104.9,82.8,23.1,25.3,9053300,31.046051,34.851612 +1905,1500,Media & Entertainment,Ben Silbermann,40,United States,San Francisco,Social media,Media & Entertainment,United States,Pinterest,TRUE,U,M,7/14/1982 0:00,Silbermann,Ben,Cofounder,4/4/2023 5:01,California,West,1982,7,14,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1905,1500,Fashion & Retail,Ron Sim,64,Singapore,Singapore,retail,Fashion & Retail,Singapore,,TRUE,U,M,12/1/1958 0:00,Sim,Ron,,4/4/2023 5:01,,,1958,12,1,114.41,0.6,"$372,062,527,489 ",84.8,100.6,83.1,13.1,21,5703569,1.352083,103.819836 +1905,1500,Finance & Investments,Leonid Simanovsky,73,Russia,Moscow,Investments,Finance & Investments,Russia,,TRUE,R,M,7/19/1949 0:00,Simanovsky,Leonid,,4/4/2023 5:01,,,1949,7,19,180.75,4.5,"$1,699,876,578,871 ",81.9,102.6,72.7,11.4,46.2,144373535,61.52401,105.318756 +1905,1500,Healthcare,Basudeo Singh,82,India,Mumbai,Pharmaceuticals,Healthcare,India,,TRUE,D,M,11/20/1940 0:00,Singh,Basudeo,,4/4/2023 5:01,,,1940,11,20,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +1905,1500,Technology,Frank Slootman,64,United States,Pleasanton,Software,Technology,United States,,TRUE,D,M,10/3/1958 0:00,Slootman,Frank,,4/4/2023 5:01,California,West,1958,10,3,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1905,1500,Real Estate,Terry Snow,79,Australia,Canberra,"Airports, real estate",Real Estate,Australia,,TRUE,U,M,12/23/1943 0:00,Snow,Terry,,4/4/2023 5:01,,,1943,12,23,119.8,1.6,"$1,392,680,589,329 ",113.1,100.3,82.7,23,47.4,25766605,-25.274398,133.775136 +1905,1500,Real Estate,Axel Stawski,72,United States,Sagaponack,Real estate,Real Estate,United States,,TRUE,U,M,11/14/1950 0:00,Stawski,Axel,,4/4/2023 5:01,New York,Northeast,1950,11,14,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1905,1500,Finance & Investments,Thomas Steyer,65,United States,San Francisco,Hedge funds,Finance & Investments,United States,,TRUE,E,M,6/27/1957 0:00,Steyer,Thomas,,4/4/2023 5:01,California,West,1957,6,27,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1905,1500,Fashion & Retail,Sergei Studennikov & family,56,Russia,Moscow,"Liquor stores, supermarkets",Fashion & Retail,Russia,,TRUE,R,M,3/24/1967 0:00,Studennikov,Sergei,,4/4/2023 5:01,,,1967,3,24,180.75,4.5,"$1,699,876,578,871 ",81.9,102.6,72.7,11.4,46.2,144373535,61.52401,105.318756 +1905,1500,Real Estate,Su Suyu & family,74,China,Shantou,"Utilities, real estate",Real Estate,China,,TRUE,D,F,11/24/1948 0:00,Su,Suyu,,4/4/2023 5:01,,,1948,11,24,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1905,1500,Technology,Kevin Systrom,39,United States,San Francisco,Instagram,Technology,United States,Instagram,TRUE,E,M,12/30/1983 0:00,Systrom,Kevin,Cofounder,4/4/2023 5:01,California,West,1983,12,30,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1905,1500,Food & Beverage,Tan Lili,,China,Guangzhou,Feed,Food & Beverage,China,,TRUE,D,F,,Tan,Lili,,4/4/2023 5:01,,,,,,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1905,1500,Food & Beverage,Tang Binsen,40,China,Beijing,Beverages,Food & Beverage,China,,TRUE,E,M,12/12/1982 0:00,Tang,Binsen,,4/4/2023 5:01,,,1982,12,12,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1905,1500,Technology,Tang Rui,,China,Shanghai,Semiconductors,Technology,China,,TRUE,N,M,,Tang,Rui,,4/4/2023 5:01,,,,,,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1905,1500,Manufacturing,Prachak Tangkaravakoon,79,Thailand,Bangkok,Paints,Manufacturing,Thailand,,TRUE,U,M,3/26/1944 0:00,Tangkaravakoon,Prachak,,4/4/2023 5:01,,,1944,3,26,113.27,0.7,"$543,649,976,166 ",49.3,99.8,76.9,14.9,29.5,69625582,15.870032,100.992541 +1905,1500,Healthcare,Jeff Tangney,50,United States,Palo Alto,Healthcare IT,Healthcare,United States,Doximity,TRUE,D,M,8/9/1972 0:00,Tangney,Jeff,CEO,4/4/2023 5:01,California,West,1972,8,9,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1905,1500,Fashion & Retail,Yuequn Tao,63,China,Hefei,Contact Lens,Fashion & Retail,China,,TRUE,D,M,1/1/1960 0:00,Tao,Yuequn,,4/4/2023 5:01,,,1960,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1905,1500,Telecom,David Teoh,67,Australia,Sydney,Telecom,Telecom,Australia,,TRUE,D,M,1/1/1956 0:00,Teoh,David,,4/4/2023 5:01,,,1956,1,1,119.8,1.6,"$1,392,680,589,329 ",113.1,100.3,82.7,23,47.4,25766605,-25.274398,133.775136 +1905,1500,Manufacturing,Carmen Thyssen,79,Andorra,,"Investments, art",Manufacturing,Spain,,FALSE,U,F,4/23/1943 0:00,Thyssen,Carmen,,4/4/2023 5:01,,,1943,4,23,,,"$3,154,057,987 ",,106.4,,,,77142,42.506285,1.521801 +1905,1500,Automotive,Tran Ba Duong & family,63,Vietnam,Ho Chi Minh City,Automotive,Automotive,Vietnam,,TRUE,D,M,4/1/1960 0:00,Tran,Ba Duong,,4/4/2023 5:01,,,1960,4,1,163.52,2.8,"$261,921,244,843 ",28.5,110.6,75.3,19.1,37.6,96462106,14.058324,108.277199 +1905,1500,Telecom,Kenny Troutt,75,United States,Dallas,Telecom,Telecom,United States,,TRUE,E,M,1/8/1948 0:00,Troutt,Kenny,,4/4/2023 5:01,Texas,South,1948,1,8,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1905,1500,Gambling & Casinos,Jens von Bahr,52,Sweden,Stockholm,Gambling products,Gambling & Casinos,Sweden,,TRUE,U,M,2/22/1971 0:00,von Bahr,Jens,,4/4/2023 5:01,,,1971,2,22,110.51,1.8,"$530,832,908,738 ",67,126.6,82.5,27.9,49.1,10285453,60.128161,18.643501 +1905,1500,Healthcare,Wang Junmin,54,China,Chengdu,Pharmaceuticals,Healthcare,China,,TRUE,U,M,12/12/1968 0:00,Wang,Junmin,,4/4/2023 5:01,,,1968,12,12,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1905,1500,Healthcare,Weng Xianding,61,China,Shenzhen,Medical devices,Healthcare,China,,TRUE,U,M,11/28/1961 0:00,Weng,Xianding,,4/4/2023 5:01,,,1961,11,28,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1905,1500,Energy,Farris Wilks,71,United States,Cisco,Natural gas,Energy,United States,,TRUE,U,M,2/9/1952 0:00,Wilks,Farris,,4/4/2023 5:01,Texas,South,1952,2,9,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +1905,1500,Real Estate,Gordon Wu,87,Hong Kong,Hong Kong,Real estate,Real Estate,Hong Kong,,TRUE,D,M,12/3/1935 0:00,Wu,Gordon,,4/4/2023 5:01,,,1935,12,3,,,,,,,,,,, +1905,1500,Technology,Xiong Wu,47,China,Shenzhen,Software,Technology,China,,TRUE,E,M,1/1/1976 0:00,Xiong,Wu,,4/4/2023 5:01,,,1976,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1905,1500,Media & Entertainment,Xu Zhenhua,,China,Shanghai,Online games,Media & Entertainment,China,,TRUE,E,M,,Xu,Zhenhua,,4/4/2023 5:01,,,,,,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1905,1500,Technology,Xu Zhihan,50,China,Wuxi,Electronics,Technology,China,,TRUE,D,M,11/30/1972 0:00,Xu,Zhihan,,4/4/2023 5:01,,,1972,11,30,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1905,1500,Food & Beverage,Tingdong Yang,62,China,Suqian,Brewery,Food & Beverage,China,,TRUE,D,M,5/20/1960 0:00,Yang,Tingdong,,4/4/2023 5:01,,,1960,5,20,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1905,1500,Service,Michael Minhong Yu,61,China,Beijing,Education,Service,China,,TRUE,R,M,1/1/1962 0:00,Yu,Michael Minhong,,4/4/2023 5:01,,,1962,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1905,1500,Media & Entertainment,Justin Yuan,,China,Shanghai,Online games,Media & Entertainment,China,,TRUE,E,M,,Yuan,Justin,,4/4/2023 5:01,,,,,,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1905,1500,Service,Zhang Bangxin,43,China,Beijing,Education,Service,China,,TRUE,R,M,1/1/1980 0:00,Zhang,Bangxin,,4/4/2023 5:01,,,1980,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1905,1500,Energy,Zhang Hong,,China,Hangzhou,Solar,Energy,China,,TRUE,Split Family Fortune,F,,Zhang,Hong,,4/4/2023 5:01,,,,,,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +1905,1500,Fashion & Retail,Zhou Zongwen & family,66,China,Shenzhen,Jewelry,Fashion & Retail,China,,TRUE,D,M,3/1/1957 0:00,Zhou,Zongwen,,4/4/2023 5:01,,,1957,3,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2020,1400,Diversified,Antti Aarnio-Wihuri,83,Finland,Helsinki,Diversified,Diversified,Finland,,FALSE,D,M,2/24/1940 0:00,Aarnio-Wihuri,Antti,,4/4/2023 5:01,,,1940,2,24,112.33,1,"$268,761,201,365 ",88.2,100.2,81.7,20.8,36.6,5520314,61.92411,25.748151 +2020,1400,Finance & Investments,Alberto Alcocer,80,Spain,Madrid,Investments,Finance & Investments,Spain,,TRUE,U,M,12/7/1942 0:00,Alcocer,Alberto,,4/4/2023 5:01,,,1942,12,7,110.96,0.7,"$1,394,116,310,769 ",88.9,102.7,83.3,14.2,47,47076781,40.463667,-3.74922 +2020,1400,Fashion & Retail,Nigel Austin,52,Australia,Melbourne,Retail,Fashion & Retail,Australia,,TRUE,D,M,9/25/1970 0:00,Austin,Nigel,,4/4/2023 5:01,,,1970,9,25,119.8,1.6,"$1,392,680,589,329 ",113.1,100.3,82.7,23,47.4,25766605,-25.274398,133.775136 +2020,1400,Technology,Binny Bansal,40,Singapore,Singapore,Flipkart,Technology,India,,TRUE,U,M,12/3/1982 0:00,Bansal,Binny,,4/4/2023 5:01,,,1982,12,3,114.41,0.6,"$372,062,527,489 ",84.8,100.6,83.1,13.1,21,5703569,1.352083,103.819836 +2020,1400,Healthcare,Girdhari Lal Bawri,75,India,Mumbai,Pharmaceuticals,Healthcare,India,,TRUE,D,M,8/3/1947 0:00,Bawri,Girdhari Lal,,4/4/2023 5:01,,,1947,8,3,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +2020,1400,Diversified,John Bloor,79,United Kingdom,Aberdyfi,"Real estate, manufacturing",Diversified,United Kingdom,,TRUE,D,M,6/16/1943 0:00,Bloor,John,,4/4/2023 5:01,,,1943,6,16,119.62,1.7,"$2,827,113,184,696 ",60,101.2,81.3,25.5,30.6,66834405,55.378051,-3.435973 +2020,1400,Energy,Vladimir Bogdanov,71,Russia,Surgut,Oil,Energy,Russia,,TRUE,R,M,5/28/1951 0:00,Bogdanov,Vladimir,,4/4/2023 5:01,,,1951,5,28,180.75,4.5,"$1,699,876,578,871 ",81.9,102.6,72.7,11.4,46.2,144373535,61.52401,105.318756 +2020,1400,Food & Beverage,Amit Burman,53,India,Delhi,Consumer goods,Food & Beverage,India,,FALSE,D,M,7/1/1969 0:00,Burman,Amit,,4/4/2023 5:01,,,1969,7,1,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +2020,1400,Metals & Mining,Cai Jianyong,52,China,Ningbo,Nickel,Metals & Mining,China,,TRUE,N,M,1/1/1971 0:00,Cai ,Jianyong,,4/4/2023 5:01,,,1971,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2020,1400,Technology,Steve Case,64,United States,McLean,AOL,Technology,United States,,TRUE,D,M,8/21/1958 0:00,Case,Steve,,4/4/2023 5:01,Virginia,South,1958,8,21,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2020,1400,Technology,Chen Wenyuan & family,55,China,Suzhou,Testing equipment,Technology,China,,TRUE,E,M,1/1/1968 0:00,Chen,Wenyuan,,4/4/2023 5:01,,,1968,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2020,1400,Real Estate,Chua Thian Poh,74,Singapore,Singapore,Real estate,Real Estate,Singapore,,TRUE,U,M,7/11/1948 0:00,Chua,Thian Poh,,4/4/2023 5:01,,,1948,7,11,114.41,0.6,"$372,062,527,489 ",84.8,100.6,83.1,13.1,21,5703569,1.352083,103.819836 +2020,1400,Finance & Investments,Sasson Dayan & family,83,Brazil,Sao Paulo,Banking,Finance & Investments,Brazil,,TRUE,U,M,4/1/1940 0:00,Dayan,Sasson,,4/4/2023 5:01,,,1940,4,1,167.4,3.7,"$1,839,758,040,766 ",51.3,115.4,75.7,14.2,65.1,212559417,-14.235004,-51.92528 +2020,1400,Metals & Mining,Chris Ellison,65,Australia,Perth,Mining,Metals & Mining,Australia,,TRUE,N,M,6/26/1957 0:00,Ellison,Chris,,4/4/2023 5:01,,,1957,6,26,119.8,1.6,"$1,392,680,589,329 ",113.1,100.3,82.7,23,47.4,25766605,-25.274398,133.775136 +2020,1400,Manufacturing,John Farber,97,United States,New York,Chemicals,Manufacturing,United States,,TRUE,D,M,8/23/1925 0:00,Farber,John,Dr.,4/4/2023 5:01,New York,Northeast,1925,8,23,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2020,1400,Finance & Investments,J. Christopher Flowers,65,United States,Palm Beach,Investments,Finance & Investments,United States,J.C. Flowers & Co. LLC,TRUE,U,M,10/27/1957 0:00,Flowers,J. Christopher,Founder and Managing Director,4/4/2023 5:01,Florida,South,1957,10,27,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2020,1400,Fashion & Retail,Reinold Geiger,75,Switzerland,Geneva,Beauty products,Fashion & Retail,Austria,,TRUE,D,M,7/10/1947 0:00,Geiger,Reinold,,4/4/2023 5:01,,,1947,7,10,99.55,0.4,"$703,082,435,360 ",59.6,105.2,83.6,10.1,28.8,8574832,46.818188,8.227512 +2020,1400,Technology,Ali Ghodsi,44,United States,San Francisco,Data analytics,Technology,Sweden,,TRUE,D,M,12/8/1978 0:00,Ghodsi,Ali,,4/4/2023 5:01,California,West,1978,12,8,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2020,1400,Diversified,Lance Gokongwei,55,Philippines,Manila,Diversified,Diversified,Philippines,,FALSE,D,M,12/1/1967 0:00,Gokongwei,Lance,,4/4/2023 5:01,,,1967,12,1,129.61,2.5,"$376,795,508,680 ",35.5,107.5,71.1,14,43.1,108116615,12.879721,121.774017 +2020,1400,Food & Beverage,Guan Yihong,53,China,Guangzhou,Restaurant,Food & Beverage,China,,TRUE,U,M,,Guan,Yihong,,4/4/2023 5:01,,,,,,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2020,1400,Manufacturing,Rajinder Gupta,64,India,Ludhiana,"Textiles, paper",Manufacturing,India,,TRUE,D,M,1/2/1959 0:00,Gupta,Rajinder,,4/4/2023 5:01,,,1959,1,2,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +2020,1400,Service,Torstein Hagen,80,Switzerland,Lucerne,Cruises,Service,Norway,,TRUE,D,M,2/18/1943 0:00,Hagen,Torstein,,4/4/2023 5:01,,,1943,2,18,99.55,0.4,"$703,082,435,360 ",59.6,105.2,83.6,10.1,28.8,8574832,46.818188,8.227512 +2020,1400,Construction & Engineering,Ayman Hariri,44,France,Paris,"Construction, investments",Construction & Engineering,Lebanon,,FALSE,E,M,5/16/1978 0:00,Hariri,Ayman,,4/4/2023 5:01,,,1978,5,16,110.05,1.1,"$2,715,518,274,227 ",65.6,102.5,82.5,24.2,60.7,67059887,46.227638,2.213749 +2020,1400,Finance & Investments,Alfredo Harp Helu & family,79,Mexico,Mexico City,"Banking, investments",Finance & Investments,Mexico,,TRUE,U,M,3/11/1944 0:00,Harp Helu,Alfredo,,4/4/2023 5:01,,,1944,3,11,141.54,3.6,"$1,258,286,717,125 ",40.2,105.8,75,13.1,55.1,126014024,23.634501,-102.552784 +2020,1400,Automotive,He Xiaopeng,45,China,Guangzhou,Electric vehicles,Automotive,China,,TRUE,D,M,11/3/1977 0:00,He,Xiaopeng,,4/4/2023 5:01,,,1977,11,3,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2020,1400,Fashion & Retail,Christoph Henkel,65,United Kingdom,London,Consumer goods,Fashion & Retail,Germany,,FALSE,E,M,2/11/1958 0:00,Henkel,Christoph,,4/4/2023 5:01,,,1958,2,11,119.62,1.7,"$2,827,113,184,696 ",60,101.2,81.3,25.5,30.6,66834405,55.378051,-3.435973 +2020,1400,Fashion & Retail,Daniel Hirschfeld,81,United States,Kearney,Fashion retail,Fashion & Retail,United States,,FALSE,E,M,5/31/1941 0:00,Hirschfeld,Daniel,,4/4/2023 5:01,Nebraska,Midwest,1941,5,31,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2020,1400,Technology,Drew Houston,40,United States,Austin,Cloud storage service,Technology,United States,Dropbox,TRUE,D,M,3/4/1983 0:00,Houston,Drew,CEO,4/4/2023 5:01,Texas,South,1983,3,4,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2020,1400,Manufacturing,Huang Jinxiang & family,58,China,Xuancheng,Chemicals,Manufacturing,China,,TRUE,U,M,1/27/1965 0:00,Huang,Jinxiang,,4/4/2023 5:01,,,1965,1,27,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2020,1400,Manufacturing,Rameshchandra Jain,74,India,Mumbai,Textiles,Manufacturing,India,,TRUE,U,M,6/22/1948 0:00,Jain,Rameshchandra,,4/4/2023 5:01,,,1948,6,22,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +2020,1400,Healthcare,Ke Zunhong & family,68,China,Chengdu,Pharmaceuticals,Healthcare,China,,TRUE,D,M,7/1/1954 0:00,Ke,Zunhong,,4/4/2023 5:01,,,1954,7,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2020,1400,Media & Entertainment,Kim Taek-jin,56,South Korea,Seoul,Online games,Media & Entertainment,South Korea,NCSOFT Corporation,TRUE,D,M,3/14/1967 0:00,Kim,Taek-jin,,4/4/2023 5:01,,,1967,3,14,115.16,0.4,"$2,029,000,000,000 ",94.3,98.1,82.6,15.6,33.2,51709098,35.907757,127.766922 +2020,1400,Real Estate,Koh Wee Meng,59,Singapore,Singapore,"Real estate, hotels",Real Estate,Singapore,,TRUE,U,M,7/1/1963 0:00,Koh,Wee Meng,,4/4/2023 5:01,,,1963,7,1,114.41,0.6,"$372,062,527,489 ",84.8,100.6,83.1,13.1,21,5703569,1.352083,103.819836 +2020,1400,Manufacturing,Sergei Kolesnikov,51,Russia,Moscow,Building materials,Manufacturing,Russia,,TRUE,U,M,2/25/1972 0:00,Kolesnikov,Sergei,,4/4/2023 5:01,,,1972,2,25,180.75,4.5,"$1,699,876,578,871 ",81.9,102.6,72.7,11.4,46.2,144373535,61.52401,105.318756 +2020,1400,Finance & Investments,Hemendra Kothari,76,India,Mumbai,Financial services,Finance & Investments,India,,FALSE,D,M,8/26/1946 0:00,Kothari,Hemendra,,4/4/2023 5:01,,,1946,8,26,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +2020,1400,Finance & Investments,Sebastian Kulczyk,42,Switzerland,,Diversified,Finance & Investments,Poland,,FALSE,E,M,11/16/1980 0:00,Kulczyk,Sebastian,,4/4/2023 5:01,,,1980,11,16,99.55,0.4,"$703,082,435,360 ",59.6,105.2,83.6,10.1,28.8,8574832,46.818188,8.227512 +2020,1400,Real Estate,Kwee Liong Keng,77,Singapore,Singapore,Real estate,Real Estate,Singapore,,FALSE,Split Family Fortune,M,1/1/1946 0:00,Kwee,Liong Keng,,4/4/2023 5:01,,,1946,1,1,114.41,0.6,"$372,062,527,489 ",84.8,100.6,83.1,13.1,21,5703569,1.352083,103.819836 +2020,1400,Real Estate,Kwee Liong Phing,65,Singapore,Singapore,Real estate,Real Estate,Singapore,,FALSE,Split Family Fortune,M,1/1/1958 0:00,Kwee,Liong Phing,,4/4/2023 5:01,,,1958,1,1,114.41,0.6,"$372,062,527,489 ",84.8,100.6,83.1,13.1,21,5703569,1.352083,103.819836 +2020,1400,Real Estate,Kwee Liong Seen,70,Singapore,Singapore,Real estate,Real Estate,Singapore,,FALSE,Split Family Fortune,M,1/1/1953 0:00,Kwee,Liong Seen,,4/4/2023 5:01,,,1953,1,1,114.41,0.6,"$372,062,527,489 ",84.8,100.6,83.1,13.1,21,5703569,1.352083,103.819836 +2020,1400,Real Estate,Kwee Liong Tek,76,Singapore,Singapore,Real estate,Real Estate,Singapore,,FALSE,Split Family Fortune,M,1/1/1947 0:00,Kwee,Liong Tek,,4/4/2023 5:01,,,1947,1,1,114.41,0.6,"$372,062,527,489 ",84.8,100.6,83.1,13.1,21,5703569,1.352083,103.819836 +2020,1400,Diversified,Kwek Leng Keow,71,Singapore,Singapore,Diversified,Diversified,Singapore,,FALSE,N,M,1/1/1952 0:00,Kwek,Leng Keow,,4/4/2023 5:01,,,1952,1,1,114.41,0.6,"$372,062,527,489 ",84.8,100.6,83.1,13.1,21,5703569,1.352083,103.819836 +2020,1400,Diversified,Kwek Leng Peck,67,Singapore,Singapore,Diversified,Diversified,Singapore,,FALSE,U,M,1/1/1956 0:00,Kwek,Leng Peck,,4/4/2023 5:01,,,1956,1,1,114.41,0.6,"$372,062,527,489 ",84.8,100.6,83.1,13.1,21,5703569,1.352083,103.819836 +2020,1400,Real Estate,Raymond Kwok,69,Hong Kong,Hong Kong,Real estate,Real Estate,Hong Kong,,FALSE,U,M,4/10/1953 0:00,Kwok,Raymond,,4/4/2023 5:01,,,1953,4,10,,,,,,,,,,, +2020,1400,Diversified,Lee Ho-jin,60,South Korea,Seoul,Diversified,Diversified,South Korea,Taekwang Industrial,FALSE,U,M,12/8/1962 0:00,Lee,Ho-jin,,4/4/2023 5:01,,,1962,12,8,115.16,0.4,"$2,029,000,000,000 ",94.3,98.1,82.6,15.6,33.2,51709098,35.907757,127.766922 +2020,1400,Finance & Investments,Michael Lee-Chin,72,Canada,Burlington,Mutual funds,Finance & Investments,Canada,,TRUE,D,M,1/3/1951 0:00,Lee-Chin,Michael,,4/4/2023 5:01,,,1951,1,3,116.76,1.9,"$1,736,425,629,520 ",68.9,100.9,81.9,12.8,24.5,36991981,56.130366,-106.346771 +2020,1400,Service,Manfredi Lefebvre d'Ovidio & family,69,Monaco,Monte Carlo,Cruises,Service,Italy,,FALSE,D,M,4/30/1953 0:00,Lefebvre d'Ovidio,Manfredi,,4/4/2023 5:01,,,1953,4,30,,,"$7,184,844,193 ",,,,,,38964,43.7384176,7.4246158 +2020,1400,Fashion & Retail,Bernard Lewis & family,97,United Kingdom,London,Fashion retailer,Fashion & Retail,United Kingdom,,TRUE,U,M,2/10/1926 0:00,Lewis,Bernard,,4/4/2023 5:01,,,1926,2,10,119.62,1.7,"$2,827,113,184,696 ",60,101.2,81.3,25.5,30.6,66834405,55.378051,-3.435973 +2020,1400,Metals & Mining,Li Jinyang,,China,Chifeng,Mining,Metals & Mining,China,,FALSE,D,F,,Li,Jinyang,,4/4/2023 5:01,,,,,,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2020,1400,Automotive,William Li,48,China,Beijing,Electric vehicles,Automotive,China,,TRUE,D,M,1/1/1975 0:00,Li,William,,4/4/2023 5:01,,,1975,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2020,1400,Manufacturing,Jenny Lindén Urnes,52,Sweden,Helsingborg,Powdered metal,Manufacturing,Sweden,,FALSE,E,F,3/29/1971 0:00,Lindén Urnes,Jenny,,4/4/2023 5:01,,,1971,3,29,110.51,1.8,"$530,832,908,738 ",67,126.6,82.5,27.9,49.1,10285453,60.128161,18.643501 +2020,1400,Healthcare,Liu Fangyi,53,China,Shanghai,Medical equipment,Healthcare,China,,TRUE,D,M,,Liu,Fangyi,,4/4/2023 5:01,,,,,,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2020,1400,Technology,K.C. Liu,69,Taiwan,Taipei,Manufacturing,Technology,Taiwan,,TRUE,D,M,3/20/1954 0:00,Liu,K.C.,,4/4/2023 5:01,,,1954,3,20,,,,,,,,,,, +2020,1400,Manufacturing,Liu Ming Chung,60,Hong Kong,Hong Kong,Paper,Manufacturing,Brazil,,TRUE,D,M,1/1/1963 0:00,Liu,Ming Chung,,4/4/2023 5:01,,,1963,1,1,,,,,,,,,,, +2020,1400,Metals & Mining,Anatoly Lomakin,70,Russia,Moscow,Investments,Metals & Mining,Russia,,TRUE,E,M,6/30/1952 0:00,Lomakin,Anatoly,,4/4/2023 5:01,,,1952,6,30,180.75,4.5,"$1,699,876,578,871 ",81.9,102.6,72.7,11.4,46.2,144373535,61.52401,105.318756 +2020,1400,Food & Beverage,Brandt Louie,79,Canada,Vancouver,Drugstores,Food & Beverage,Canada,,FALSE,D,M,7/5/1943 0:00,Louie,Brandt,,4/4/2023 5:01,,,1943,7,5,116.76,1.9,"$1,736,425,629,520 ",68.9,100.9,81.9,12.8,24.5,36991981,56.130366,-106.346771 +2020,1400,Diversified,Lucia Maggi & family,90,Brazil,Rondonopolis,Agribusiness,Diversified,Brazil,,TRUE,Split Family Fortune,F,7/20/1932 0:00,Maggi,Lucia,Philanthropist,4/4/2023 5:01,,,1932,7,20,167.4,3.7,"$1,839,758,040,766 ",51.3,115.4,75.7,14.2,65.1,212559417,-14.235004,-51.92528 +2020,1400,Media & Entertainment,Gary Magness,69,United States,Denver,"Cable TV, investments",Media & Entertainment,United States,,FALSE,E,M,2/26/1954 0:00,Magness,Gary,,4/4/2023 5:01,Colorado,West,1954,2,26,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2020,1400,Technology,Mao Lixiang & family,82,China,Ningbo,Cooking appliances,Technology,China,,TRUE,D,M,1/1/1941 0:00,Mao,Lixiang,,4/4/2023 5:01,,,1941,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2020,1400,Manufacturing,David McMurtry,82,United Kingdom,Wotton-under-Edge,Manufacturing,Manufacturing,United Kingdom,,TRUE,D,M,5/3/1940 0:00,McMurtry,David,,4/4/2023 5:01,,,1940,5,3,119.62,1.7,"$2,827,113,184,696 ",60,101.2,81.3,25.5,30.6,66834405,55.378051,-3.435973 +2020,1400,Manufacturing,Deepak Mehta,66,India,Vadodara,Chemicals,Manufacturing,India,,FALSE,D,M,12/12/1956 0:00,Mehta,Deepak,,4/4/2023 5:01,,,1956,12,12,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +2020,1400,Real Estate,Miao Shouliang,68,China,Shenzhen,Real estate,Real Estate,China,,TRUE,D,M,1/1/1955 0:00,Miao,Shouliang,,4/4/2023 5:01,,,1955,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2020,1400,Healthcare,Miao Yongjun,55,China,Zhengzhou,Clinical diagnostics,Healthcare,China,,TRUE,U,M,12/1/1967 0:00,Miao,Yongjun,,4/4/2023 5:01,,,1967,12,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2020,1400,Real Estate,Yoshiko Mori,82,Japan,Tokyo,Real estate,Real Estate,Japan,,FALSE,U,F,9/24/1940 0:00,Mori,Yoshiko,,4/4/2023 5:01,,,1940,9,24,105.48,0.5,"$5,081,769,542,380 ",63.2,98.8,84.2,11.9,46.7,126226568,36.204824,138.252924 +2020,1400,Technology,Marius Nacht,57,Israel,Tel Aviv,Software,Technology,Israel,,TRUE,E,M,1/1/1966 0:00,Nacht,Marius,,4/4/2023 5:01,,,1966,1,1,108.15,0.8,"$395,098,666,122 ",63.4,104.9,82.8,23.1,25.3,9053300,31.046051,34.851612 +2020,1400,Healthcare,Tadako Nakatani,,Japan,Kobe,Medical diagnostic equipment,Healthcare,Japan,,FALSE,D,F,,Nakatani,Tadako,,4/4/2023 5:01,,,,,,105.48,0.5,"$5,081,769,542,380 ",63.2,98.8,84.2,11.9,46.7,126226568,36.204824,138.252924 +2020,1400,Metals & Mining,Vadim Novinsky,59,Ukraine,Kiev,Steel,Metals & Mining,Ukraine,,TRUE,U,M,6/3/1963 0:00,Novinsky,Vadim,,4/4/2023 5:01,,,1963,6,3,281.66,7.9,"$153,781,069,118 ",82.7,99,71.6,20.1,45.2,44385155,48.379433,31.16558 +2020,1400,Finance & Investments,Niti Osathanugrah,49,Thailand,Bangkok,"Energy drinks,investments",Finance & Investments,Thailand,,FALSE,D,M,10/18/1973 0:00,Osathanugrah,Niti,,4/4/2023 5:01,,,1973,10,18,113.27,0.7,"$543,649,976,166 ",49.3,99.8,76.9,14.9,29.5,69625582,15.870032,100.992541 +2020,1400,Finance & Investments,Gretel Packer,57,Australia,Sydney,Investments,Finance & Investments,Australia,,FALSE,D,F,4/1/1966 0:00,Packer,Gretel,,4/4/2023 5:01,,,1966,4,1,119.8,1.6,"$1,392,680,589,329 ",113.1,100.3,82.7,23,47.4,25766605,-25.274398,133.775136 +2020,1400,Manufacturing,Pan Longquan,58,China,Nanjing,Manufacturing,Manufacturing,China,,TRUE,N,M,1/1/1965 0:00,Pan,Longquan,,4/4/2023 5:01,,,1965,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2020,1400,Real Estate,Pan Shiyi,60,China,Beijing,Real estate,Real Estate,China,,TRUE,Split Family Fortune,M,1/1/1963 0:00,Pan,Shiyi,,4/4/2023 5:01,,,1963,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2020,1400,Healthcare,David Paul,56,United States,Audubon,Medical devices,Healthcare,United States,Globus Medical,TRUE,D,M,12/25/1966 0:00,Paul,David,Founder and Executive Chairman,4/4/2023 5:01,Pennsylvania,Northeast,1966,12,25,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2020,1400,Fashion & Retail,Tom Persson,38,Sweden,Stockholm,H&M,Fashion & Retail,Sweden,,FALSE,D,M,1/1/1985 0:00,Persson,Tom,,4/4/2023 5:01,,,1985,1,1,110.51,1.8,"$530,832,908,738 ",67,126.6,82.5,27.9,49.1,10285453,60.128161,18.643501 +2020,1400,Automotive,Qian Jinghong,50,China,Wuxi,Electric scooters,Automotive,China,,TRUE,R,F,1/1/1973 0:00,Qian,Jinghong,,4/4/2023 5:01,,,1973,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2020,1400,Manufacturing,Qin Long,57,China,Qingdao,Tire,Manufacturing,China,,TRUE,D,M,7/1/1965 0:00,Qin,Long,,4/4/2023 5:01,,,1965,7,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2020,1400,Healthcare,M.Satyanarayana Reddy,65,India,Hyderabad,Pharmaceuticals,Healthcare,India,,TRUE,D,M,4/18/1957 0:00,Reddy,M.Satyanarayana,,4/4/2023 5:01,,,1957,4,18,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +2020,1400,Diversified,Mochtar Riady & family,93,Indonesia,Jakarta,Diversified,Diversified,Indonesia,,TRUE,D,M,5/12/1929 0:00,Riady,Mochtar,,4/4/2023 5:01,,,1929,5,12,151.18,3,"$1,119,190,780,753 ",36.3,106.4,71.5,10.2,30.1,270203917,-0.789275,113.921327 +2020,1400,Fashion & Retail,Rihanna,35,United States,Los Angeles,"Music, cosmetics",Fashion & Retail,Barbados,,TRUE,D,F,2/20/1988 0:00,Rihanna,,Musician,4/4/2023 5:01,California,West,1988,2,20,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2020,1400,Construction & Engineering,Boris Rotenberg,66,Russia,Moscow,"Construction, pipes, chemicals",Construction & Engineering,Russia,,TRUE,U,M,1/3/1957 0:00,Rotenberg,Boris,,4/4/2023 5:01,,,1957,1,3,180.75,4.5,"$1,699,876,578,871 ",81.9,102.6,72.7,11.4,46.2,144373535,61.52401,105.318756 +2020,1400,Real Estate,Subhash Runwal,79,India,Mumbai,Real estate,Real Estate,India,,TRUE,E,M,5/22/1943 0:00,Runwal,Subhash,,4/4/2023 5:01,,,1943,5,22,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +2020,1400,Manufacturing,Igor Rybakov,50,Russia,Moscow,Building materials,Manufacturing,Russia,,TRUE,U,M,5/16/1972 0:00,Rybakov,Igor,,4/4/2023 5:01,,,1972,5,16,180.75,4.5,"$1,699,876,578,871 ",81.9,102.6,72.7,11.4,46.2,144373535,61.52401,105.318756 +2020,1400,Healthcare,Carlos Sanchez,61,Brazil,Santo Andre,Generic drugs,Healthcare,Brazil,,FALSE,E,M,1/21/1962 0:00,Sanchez,Carlos,,4/4/2023 5:01,,,1962,1,21,167.4,3.7,"$1,839,758,040,766 ",51.3,115.4,75.7,14.2,65.1,212559417,-14.235004,-51.92528 +2020,1400,Real Estate,Martin Selig,85,United States,Seattle,Real estate,Real Estate,United States,,TRUE,E,M,12/31/1937 0:00,Selig,Martin,,4/4/2023 5:01,Washington,West,1937,12,31,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2020,1400,Energy,Airat Shaimiev,61,Russia,Kazan,"Refinery, chemicals",Energy,Russia,,TRUE,U,M,3/7/1962 0:00,Shaimiev,Airat,,4/4/2023 5:01,,,1962,3,7,180.75,4.5,"$1,699,876,578,871 ",81.9,102.6,72.7,11.4,46.2,144373535,61.52401,105.318756 +2020,1400,Energy,Radik Shaimiev,58,Russia,Kazan,"Refinery, chemicals",Energy,Russia,,TRUE,U,M,11/14/1964 0:00,Shaimiev,Radik,,4/4/2023 5:01,,,1964,11,14,180.75,4.5,"$1,699,876,578,871 ",81.9,102.6,72.7,11.4,46.2,144373535,61.52401,105.318756 +2020,1400,Fashion & Retail,Nobutoshi Shimamura,97,Japan,Saitama,Retail,Fashion & Retail,Japan,,TRUE,U,M,3/8/1926 0:00,Shimamura,Nobutoshi,,4/4/2023 5:01,,,1926,3,8,105.48,0.5,"$5,081,769,542,380 ",63.2,98.8,84.2,11.9,46.7,126226568,36.204824,138.252924 +2020,1400,Technology,Jared Smith,48,United States,Provo,Cloud computing,Technology,United States,,TRUE,E,M,10/2/1974 0:00,Smith,Jared,,4/4/2023 5:01,Utah,West,1974,10,2,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2020,1400,Fashion & Retail,Charlotte Soderstrom,46,Sweden,Stockholm,H&M,Fashion & Retail,Sweden,,FALSE,D,F,1/1/1977 0:00,Soderstrom,Charlotte,,4/4/2023 5:01,,,1977,1,1,110.51,1.8,"$530,832,908,738 ",67,126.6,82.5,27.9,49.1,10285453,60.128161,18.643501 +2020,1400,Healthcare,Anand Surana,52,India,Bangalore,Pharmaceuticals,Healthcare,India,,FALSE,D,M,3/24/1971 0:00,Surana,Anand,,4/4/2023 5:01,,,1971,3,24,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +2020,1400,Healthcare,Dilip Surana,57,India,Bangalore,Pharmaceuticals,Healthcare,India,,FALSE,D,M,1/18/1966 0:00,Surana,Dilip,,4/4/2023 5:01,,,1966,1,18,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +2020,1400,Finance & Investments,Wilma Tisch,95,United States,New York,Diversified,Finance & Investments,United States,,FALSE,D,F,6/25/1927 0:00,Tisch,Wilma,,4/4/2023 5:01,New York,Northeast,1927,6,25,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2020,1400,Technology,Jianyi Wang,60,China,Hangzhou,Fiber optic cables,Technology,China,,TRUE,U,M,1/12/1963 0:00,Wang,Jianyi,,4/4/2023 5:01,,,1963,1,12,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2020,1400,Logistics,Wang Jilei,58,China,Shanghai,Logistics,Logistics,China,,TRUE,U,M,1/1/1965 0:00,Wang,Jilei,,4/4/2023 5:01,,,1965,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2020,1400,Manufacturing,Shuifu Wang,68,China,Hangzhou,Manufacturing,Manufacturing,China,,TRUE,D,M,2/10/1955 0:00,Wang,Shuifu,,4/4/2023 5:01,,,1955,2,10,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2020,1400,Manufacturing,Wang Yanqing & family,76,China,Weihai,Carbon fiber products,Manufacturing,China,,FALSE,D,F,7/2/1946 0:00,Wang,Yanqing,,4/4/2023 5:01,,,1946,7,2,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2020,1400,Metals & Mining,Wang Zelong,26,China,Jiaozuo,Chemicals,Metals & Mining,China,,FALSE,D,M,7/1/1996 0:00,Wang,Zelong,,4/4/2023 5:01,,,1996,7,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2020,1400,Manufacturing,Werner O. Weber,84,Switzerland,Zurich,Electronic components,Manufacturing,Switzerland,,TRUE,E,M,2/9/1939 0:00,Weber,Werner O.,,4/4/2023 5:01,,,1939,2,9,99.55,0.4,"$703,082,435,360 ",59.6,105.2,83.6,10.1,28.8,8574832,46.818188,8.227512 +2020,1400,Manufacturing,Anne Werninghaus,37,Brazil,Joinville,Industrial machinery,Manufacturing,Brazil,,FALSE,U,F,1/1/1986 0:00,Werninghaus,Anne,,4/4/2023 5:01,,,1986,1,1,167.4,3.7,"$1,839,758,040,766 ",51.3,115.4,75.7,14.2,65.1,212559417,-14.235004,-51.92528 +2020,1400,Finance & Investments,"Alfred West, Jr.",80,United States,Paoli,Money management,Finance & Investments,United States,,TRUE,U,M,12/7/1942 0:00,West,Alfred,,4/4/2023 5:01,Pennsylvania,Northeast,1942,12,7,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2020,1400,Manufacturing,Bo Wu,68,China,Nanjing,Machinery,Manufacturing,China,,TRUE,E,M,5/1/1954 0:00,Wu,Bo,,4/4/2023 5:01,,,1954,5,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2020,1400,Manufacturing,Wu Chaoqun,53,China,Meishan,Chemicals,Manufacturing,China,,TRUE,U,M,5/18/1969 0:00,Wu,Chaoqun,,4/4/2023 5:01,,,1969,5,18,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2020,1400,Technology,Swift Xie,43,China,Shenzhen,Drones,Technology,China,DJI Technology Co.,TRUE,E,M,1/1/1980 0:00,Xie,Swift,Chief Marketing Officer,4/4/2023 5:01,,,1980,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2020,1400,Manufacturing,Xu Guozhong & family,59,China,Changzhou,Motors,Manufacturing,China,,TRUE,D,M,9/1/1963 0:00,Xu,Guozhong,,4/4/2023 5:01,,,1963,9,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2020,1400,Food & Beverage,Yao Kuizhang,58,China,Hengshui,Beverages,Food & Beverage,China,,TRUE,D,M,1/1/1965 0:00,Yao,Kuizhang,,4/4/2023 5:01,,,1965,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2020,1400,Real Estate,Yu Peidi,63,China,Shanghai,Real estate,Real Estate,Hong Kong,,TRUE,D,M,1/1/1960 0:00,Yu,Peidi,,4/4/2023 5:01,,,1960,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2020,1400,Healthcare,Yuan Liping,52,China,Shenzhen,Pharmaceuticals,Healthcare,Canada,,FALSE,D,F,1/1/1971 0:00,Yuan,Liping,,4/4/2023 5:01,,,1971,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2020,1400,Manufacturing,Zhang Chuanwei & family,60,China,Zhongshan,Machinery,Manufacturing,China,,TRUE,D,M,6/15/1962 0:00,Zhang,Chuanwei,,4/4/2023 5:01,,,1962,6,15,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2020,1400,Real Estate,Zhang Keqiang,62,China,Guangzhou,Real estate,Real Estate,China,,TRUE,D,M,4/29/1960 0:00,Zhang,Keqiang,,4/4/2023 5:01,,,1960,4,29,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2020,1400,Real Estate,Zhang Xin,57,China,Beijing,Real estate,Real Estate,China,SOHO China,TRUE,Split Family Fortune,F,8/24/1965 0:00,Zhang,Xin,"Cofounder, CEO",4/4/2023 5:01,,,1965,8,24,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2020,1400,Manufacturing,Xinghai Zhang & family,60,China,Chongqing,Machinery,Manufacturing,China,,TRUE,D,M,1/1/1963 0:00,Zhang,Xinghai,,4/4/2023 5:01,,,1963,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2020,1400,Manufacturing,Zheng Jianjiang & family,62,China,Ningbo,Electrical equipment,Manufacturing,China,,TRUE,D,M,1/1/1961 0:00,Zheng,Jianjiang,,4/4/2023 5:01,,,1961,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2020,1400,Real Estate,Zhong Sheng Jian,65,Singapore,Singapore,Real estate,Real Estate,Singapore,,TRUE,D,M,3/3/1958 0:00,Zhong,Sheng Jian,,4/4/2023 5:01,,,1958,3,3,114.41,0.6,"$372,062,527,489 ",84.8,100.6,83.1,13.1,21,5703569,1.352083,103.819836 +2020,1400,Fashion & Retail,Zhou Chengjian,57,China,Shanghai,Fashion retail,Fashion & Retail,China,,TRUE,D,M,4/30/1965 0:00,Zhou,Chengjian,,4/4/2023 5:01,,,1965,4,30,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2020,1400,Diversified,Boris Zingarevich,63,Russia,Saint Petersburg,"Pulp and paper, diversified",Diversified,Russia,,TRUE,R,M,7/8/1959 0:00,Zingarevich,Boris,,4/4/2023 5:01,,,1959,7,8,180.75,4.5,"$1,699,876,578,871 ",81.9,102.6,72.7,11.4,46.2,144373535,61.52401,105.318756 +2133,1300,Automotive,A. Jayson Adair,53,United States,Dallas,Damaged cars,Automotive,United States,,TRUE,U,M,10/16/1969 0:00,Adair,A. Jayson,,4/4/2023 5:01,Texas,South,1969,10,16,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2133,1300,Logistics,Soegiarto Adikoesoemo,85,Indonesia,Surabaya,Chemicals,Logistics,Indonesia,,TRUE,R,M,3/24/1938 0:00,Adikoesoemo,Soegiarto,,4/4/2023 5:01,,,1938,3,24,151.18,3,"$1,119,190,780,753 ",36.3,106.4,71.5,10.2,30.1,270203917,-0.789275,113.921327 +2133,1300,Healthcare,Rajendra Agarwal,64,India,Mumbai,Pharmaceuticals,Healthcare,India,,TRUE,D,M,2/25/1959 0:00,Agarwal,Rajendra,,4/4/2023 5:01,,,1959,2,25,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +2133,1300,Healthcare,Chirayu Amin,76,India,Baroda,Pharmaceuticals,Healthcare,India,,FALSE,D,M,12/4/1946 0:00,Amin,Chirayu,,4/4/2023 5:01,,,1946,12,4,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +2133,1300,Real Estate,Anant Asavabhokhin,72,Thailand,Bangkok,Real estate,Real Estate,Thailand,,TRUE,E,M,8/11/1950 0:00,Asavabhokhin,Anant,,4/4/2023 5:01,,,1950,8,11,113.27,0.7,"$543,649,976,166 ",49.3,99.8,76.9,14.9,29.5,69625582,15.870032,100.992541 +2133,1300,Finance & Investments,Roman Avdeev,55,Russia,Moscow,"Banking, development",Finance & Investments,Russia,,TRUE,R,M,7/17/1967 0:00,Avdeev,Roman,,4/4/2023 5:01,,,1967,7,17,180.75,4.5,"$1,699,876,578,871 ",81.9,102.6,72.7,11.4,46.2,144373535,61.52401,105.318756 +2133,1300,Automotive,Ziv Aviram,64,Israel,Mevaseret Zion,Automotive technology,Automotive,Israel,,TRUE,D,M,1/3/1959 0:00,Aviram,Ziv,,4/4/2023 5:01,,,1959,1,3,108.15,0.8,"$395,098,666,122 ",63.4,104.9,82.8,23.1,25.3,9053300,31.046051,34.851612 +2133,1300,Fashion & Retail,Sachin Bansal,41,India,Bangalore,Flipkart,Fashion & Retail,India,,TRUE,E,M,8/5/1981 0:00,Bansal,Sachin,,4/4/2023 5:01,,,1981,8,5,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +2133,1300,Energy,Kiki Barki,83,Indonesia,Jakarta,Coal,Energy,Indonesia,,TRUE,D,M,11/25/1939 0:00,Barki,Kiki,,4/4/2023 5:01,,,1939,11,25,151.18,3,"$1,119,190,780,753 ",36.3,106.4,71.5,10.2,30.1,270203917,-0.789275,113.921327 +2133,1300,Construction & Engineering,Elena Baturina,60,United Kingdom,London,"Investments, real estate",Construction & Engineering,Russia,,TRUE,D,F,3/8/1963 0:00,Baturina,Elena,,4/4/2023 5:01,,,1963,3,8,119.62,1.7,"$2,827,113,184,696 ",60,101.2,81.3,25.5,30.6,66834405,55.378051,-3.435973 +2133,1300,Healthcare,Banwari Lal Bawri,70,India,Mumbai,Pharmaceuticals,Healthcare,India,,TRUE,D,M,4/2/1953 0:00,Bawri,Banwari Lal,,4/4/2023 5:01,,,1953,4,2,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +2133,1300,Finance & Investments,Othman Benjelloun & family,90,Morocco,Casablanca,"Banking, insurance",Finance & Investments,Morocco,,FALSE,E,M,11/1/1932 0:00,Benjelloun,Othman,,4/4/2023 5:01,,,1932,11,1,111.07,0.2,"$118,725,279,596 ",35.9,113.9,76.5,21.9,45.8,36910560,31.791702,-7.09262 +2133,1300,Diversified,Hari Bhartia,66,India,Delhi,Diversified,Diversified,India,,FALSE,D,M,12/12/1956 0:00,Bhartia,Hari,,4/4/2023 5:01,,,1956,12,12,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +2133,1300,Healthcare,Shyam Bhartia,70,India,Delhi,"Pharmaceuticals, food",Healthcare,India,,FALSE,D,M,11/9/1952 0:00,Bhartia,Shyam,,4/4/2023 5:01,,,1952,11,9,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +2133,1300,Technology,Stewart Butterfield,50,United States,Aspen,Messaging software,Technology,Canada,Slack,TRUE,D,M,3/21/1973 0:00,Butterfield,Stewart,Cofounder and CEO,4/4/2023 5:01,Colorado,West,1973,3,21,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2133,1300,Technology,Cai Mingtong,71,China,Quanzhou,Electronic components,Technology,China,,TRUE,D,M,2/15/1952 0:00,Cai,Mingtong,,4/4/2023 5:01,,,1952,2,15,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2133,1300,Technology,Anthony Casalena,40,United States,Monkton,Software,Technology,United States,,TRUE,E,M,4/24/1982 0:00,Casalena,Anthony,,4/4/2023 5:01,Maryland,South,1982,4,24,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2133,1300,Manufacturing,Chang Jianming & family,58,China,Shanghai,Industrial equipment,Manufacturing,China,,TRUE,N,M,2/11/1965 0:00,Chang,Jianming,,4/4/2023 5:01,,,1965,2,11,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2133,1300,Real Estate,Richard Chang,76,Taiwan,Taipei,"Real estate, electronics",Real Estate,Taiwan,,TRUE,D,M,1/1/1947 0:00,Chang,Richard,,4/4/2023 5:01,,,1947,1,1,,,,,,,,,,, +2133,1300,Metals & Mining,Chen Xuehua,62,China,Tongxiang,Minerals processing,Metals & Mining,China,,TRUE,D,M,1/1/1961 0:00,Chen,Xuehua,,4/4/2023 5:01,,,1961,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2133,1300,Manufacturing,Chen Yin,50,China,Shanghai,Power tools,Manufacturing,China,,TRUE,N,M,1/1/1973 0:00,Chen,Yin,,4/4/2023 5:01,,,1973,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2133,1300,Automotive,Chin Jong Hwa,64,Taiwan,Taoyuan,Auto parts,Automotive,Taiwan,,TRUE,D,M,6/1/1958 0:00,Chin,Jong Hwa,,4/4/2023 5:01,,,1958,6,1,,,,,,,,,,, +2133,1300,Telecom,R. Marcelo Claure,52,United States,Miami Beach,Cell phone distribution,Telecom,United States,,TRUE,N,M,12/9/1970 0:00,Claure,R. Marcelo,,4/4/2023 5:01,Florida,South,1970,12,9,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2133,1300,Finance & Investments,Alberto Cortina,77,Spain,Madrid,Investments,Finance & Investments,Spain,,TRUE,E,M,1/20/1946 0:00,Cortina,Alberto,,4/4/2023 5:01,,,1946,1,20,110.96,0.7,"$1,394,116,310,769 ",88.9,102.7,83.3,14.2,47,47076781,40.463667,-3.74922 +2133,1300,Real Estate,Eduardo Costantini,76,Argentina,Buenos Aires,Real estate,Real Estate,Argentina,,TRUE,D,M,9/17/1946 0:00,Costantini,Eduardo,,4/4/2023 5:01,,,1946,9,17,232.75,53.5,"$449,663,446,954 ",90,109.7,76.5,10.1,106.3,44938712,-38.416097,-63.616672 +2133,1300,Food & Beverage,Wenjun Dai,54,China,Changsha,Food,Food & Beverage,China,,TRUE,D,M,8/12/1968 0:00,Dai,Wenjun,,4/4/2023 5:01,,,1968,8,12,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2133,1300,Technology,Anand Deshpande,60,India,Pune,Technology,Technology,India,,TRUE,E,M,5/1/1962 0:00,Deshpande,Anand,,4/4/2023 5:01,,,1962,5,1,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +2133,1300,Media & Entertainment,Aydin Dogan,86,Turkey,Istanbul,Media,Media & Entertainment,Turkey,,TRUE,U,M,4/15/1936 0:00,Dogan,Aydin,,4/4/2023 5:01,,,1936,4,15,234.44,15.2,"$754,411,708,203 ",23.9,93.2,77.4,17.9,42.3,83429615,38.963745,35.243322 +2133,1300,Finance & Investments,Annalisa Doris,52,Italy,Segrate,Financial services,Finance & Investments,Italy,,FALSE,N,F,5/7/1970 0:00,Doris,Annalisa,,4/4/2023 5:01,,,1970,5,7,110.62,0.6,"$2,001,244,392,042 ",61.9,101.9,82.9,24.3,59.1,60297396,41.87194,12.56738 +2133,1300,Finance & Investments,Massimo Doris,55,Italy,Milan,Financial services,Finance & Investments,Italy,,FALSE,N,M,6/9/1967 0:00,Doris,Massimo,,4/4/2023 5:01,,,1967,6,9,110.62,0.6,"$2,001,244,392,042 ",61.9,101.9,82.9,24.3,59.1,60297396,41.87194,12.56738 +2133,1300,Healthcare,Weimin Du,59,China,Shenzhen,Vaccines,Healthcare,China,,TRUE,D,M,12/1/1963 0:00,Du,Weimin,,4/4/2023 5:01,,,1963,12,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2133,1300,Energy,Timothy Dunn & family,67,United States,Midland,Energy,Energy,United States,,TRUE,N,M,12/18/1955 0:00,Dunn,Timothy,,4/4/2023 5:01,Texas,South,1955,12,18,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2133,1300,Media & Entertainment,Keiko Erikawa,74,Japan,Yokohama City,Video games,Media & Entertainment,Japan,,TRUE,Split Family Fortune,F,1/3/1949 0:00,Erikawa,Keiko,,4/4/2023 5:01,,,1949,1,3,105.48,0.5,"$5,081,769,542,380 ",63.2,98.8,84.2,11.9,46.7,126226568,36.204824,138.252924 +2133,1300,Media & Entertainment,Yoichi Erikawa,72,Japan,Yokohama City,Video games,Media & Entertainment,Japan,,TRUE,Split Family Fortune,M,10/26/1950 0:00,Erikawa,Yoichi,,4/4/2023 5:01,,,1950,10,26,105.48,0.5,"$5,081,769,542,380 ",63.2,98.8,84.2,11.9,46.7,126226568,36.204824,138.252924 +2133,1300,Finance & Investments,Philip Fayer,45,Canada,Montreal,Online payments,Finance & Investments,Canada,,TRUE,D,M,1/12/1978 0:00,Fayer,Philip,,4/4/2023 5:01,,,1978,1,12,116.76,1.9,"$1,736,425,629,520 ",68.9,100.9,81.9,12.8,24.5,36991981,56.130366,-106.346771 +2133,1300,Real Estate,Marvy Finger,87,United States,Houston,Real estate,Real Estate,United States,,TRUE,E,M,12/8/1935 0:00,Finger,Marvy,,4/4/2023 5:01,Texas,,1935,12,8,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2133,1300,Construction & Engineering,Simona Giorgetta,45,Italy,Milan,Chemical products,Construction & Engineering,Italy,,FALSE,E,F,4/24/1977 0:00,Giorgetta,Simona,,4/4/2023 5:01,,,1977,4,24,110.62,0.6,"$2,001,244,392,042 ",61.9,101.9,82.9,24.3,59.1,60297396,41.87194,12.56738 +2133,1300,Finance & Investments,Joel Greenberg,65,United States,Gladwyne,"Trading, investments",Finance & Investments,United States,,TRUE,N,M,8/19/1957 0:00,Greenberg,Joel,,4/4/2023 5:01,Pennsylvania,Northeast,1957,8,19,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2133,1300,Finance & Investments,He Zhiping,59,China,Shenzhen,Investments,Finance & Investments,China,,TRUE,D,M,1/1/1964 0:00,He,Zhiping,,4/4/2023 5:01,,,1964,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2133,1300,Manufacturing,Heikki Herlin,36,Finland,Helsinki,"Elevators, escalators",Manufacturing,Finland,,FALSE,U,M,1/1/1987 0:00,Herlin,Heikki,,4/4/2023 5:01,,,1987,1,1,112.33,1,"$268,761,201,365 ",88.2,100.2,81.7,20.8,36.6,5520314,61.92411,25.748151 +2133,1300,Real Estate,Hoi Kin Hong,70,China,Shanghai,Real estate,Real Estate,Macau,,TRUE,D,M,9/1/1952 0:00,Hoi,Kin Hong,,4/4/2023 5:01,,,1952,9,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2133,1300,Finance & Investments,Lillyn Teh Li Hua,,,,Finance,Finance & Investments,Malaysia,,FALSE,N,F,,Hua,Lillyn Teh Li,,4/4/2023 5:01,,,,,,,,,,,,,,,, +2133,1300,Finance & Investments,Gregg Hymowitz,57,United States,New York,Asset management,Finance & Investments,United States,,TRUE,N,M,11/16/1965 0:00,Hymowitz,Gregg,,4/4/2023 5:01,New York,Northeast,1965,11,16,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2133,1300,Service,Mitchell Jacobson,72,United States,Locust Valley,Industrial equipment,Service,United States,,FALSE,E,M,3/6/1951 0:00,Jacobson,Mitchell,,4/4/2023 5:01,New York,Northeast,1951,3,6,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2133,1300,Manufacturing,Anurang Jain,61,India,Aurangabad,Auto parts,Manufacturing,India,,TRUE,D,M,3/21/1962 0:00,Jain,Anurang,,4/4/2023 5:01,,,1962,3,21,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +2133,1300,Manufacturing,Jiang Guiting & family,64,China,Dezhou,Manufacturing,Manufacturing,China,,TRUE,E,M,7/1/1958 0:00,Jiang,Guiting,,4/4/2023 5:01,,,1958,7,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2133,1300,Manufacturing,Jin Xin,56,China,Fuxin,Manufacturing,Manufacturing,China,,TRUE,D,M,1/8/1967 0:00,Jin,Xin,,4/4/2023 5:01,,,1967,1,8,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2133,1300,Finance & Investments,Conni Jonsson,62,Sweden,Stockholm,Asset management,Finance & Investments,Sweden,,TRUE,D,M,7/15/1960 0:00,Jonsson,Conni,,4/4/2023 5:01,,,1960,7,15,110.51,1.8,"$530,832,908,738 ",67,126.6,82.5,27.9,49.1,10285453,60.128161,18.643501 +2133,1300,Finance & Investments,George Joseph,101,United States,Los Angeles,Insurance,Finance & Investments,United States,,TRUE,D,M,9/11/1921 0:00,Joseph,George,,4/4/2023 5:01,California,West,1921,9,11,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2133,1300,Technology,Laurent Junique,57,Singapore,Singapore,Call centers,Technology,France,,TRUE,U,M,12/1/1965 0:00,Junique,Laurent,,4/4/2023 5:01,,,1965,12,1,114.41,0.6,"$372,062,527,489 ",84.8,100.6,83.1,13.1,21,5703569,1.352083,103.819836 +2133,1300,Diversified,Zbigniew Juroszek & family,60,Poland,Cieszyn,"Real estate, gambling",Diversified,Poland,,TRUE,U,M,7/7/1962 0:00,Juroszek,Zbigniew,,4/4/2023 5:01,,,1962,7,7,114.11,2.2,"$592,164,400,688 ",67.8,100,77.6,17.4,40.8,37970874,51.919438,19.145136 +2133,1300,Technology,Alexander Karp,55,United States,Palo Alto,Software firm,Technology,United States,Palantir Technologies,TRUE,U,M,10/1/1967 0:00,Karp,Alexander,Cofounder and CEO,4/4/2023 5:01,California,West,1967,10,1,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2133,1300,Healthcare,Joe Kiani,58,United States,Irvine,Medical devices,Healthcare,United States,Masimo,TRUE,N,M,9/16/1964 0:00,Kiani,Joe,Chairman and CEO,4/4/2023 5:01,California,West,1964,9,16,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2133,1300,Finance & Investments,Seth Klarman,65,United States,Chestnut Hill,Investments,Finance & Investments,United States,Baupost Group,TRUE,D,M,5/1/1957 0:00,Klarman,Seth,Investor,4/4/2023 5:01,Massachusetts,Northeast,1957,5,1,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2133,1300,Technology,Kagemasa Kozuki,82,Japan,Tokyo,Video games,Technology,Japan,,TRUE,D,M,11/12/1940 0:00,Kozuki,Kagemasa,,4/4/2023 5:01,,,1940,11,12,105.48,0.5,"$5,081,769,542,380 ",63.2,98.8,84.2,11.9,46.7,126226568,36.204824,138.252924 +2133,1300,Technology,Michael Krasny,69,United States,Highland Park,Retail,Technology,United States,Sawdust Investment Management Corp.,TRUE,E,M,8/8/1953 0:00,Krasny,Michael,Investor,4/4/2023 5:01,Illinois,Midwest,1953,8,8,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2133,1300,Technology,Eduard Kucera,70,Czech Republic,Prague,Software,Technology,Czech Republic,,TRUE,D,M,1/11/1953 0:00,Kucera,Eduard,,4/4/2023 5:01,,,1953,1,11,116.48,2.8,"$246,489,245,495 ",64.1,100.7,79,14.9,46.1,10669709,49.817492,15.472962 +2133,1300,Finance & Investments,Kristo Käärmann,42,United Kingdom,London,"Payments, banking",Finance & Investments,Estonia,Wise,TRUE,U,M,9/1/1980 0:00,Käärmann,Kristo,Cofounder,4/4/2023 5:01,,,1980,9,1,119.62,1.7,"$2,827,113,184,696 ",60,101.2,81.3,25.5,30.6,66834405,55.378051,-3.435973 +2133,1300,Fashion & Retail,Gary Lauder,60,United States,Atherton,Estée Lauder,Fashion & Retail,United States,,FALSE,D,M,5/5/1962 0:00,Lauder,Gary,,4/4/2023 5:01,California,West,1962,5,5,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2133,1300,Technology,Lee Hae-jin,55,South Korea,Seoul,Internet,Technology,South Korea,NAVER Corp.,TRUE,D,M,6/22/1967 0:00,Lee,Hae-jin,,4/4/2023 5:01,,,1967,6,22,115.16,0.4,"$2,029,000,000,000 ",94.3,98.1,82.6,15.6,33.2,51709098,35.907757,127.766922 +2133,1300,Diversified,Art Levinson,73,United States,Hillsborough,"Genentech, Apple",Diversified,United States,,TRUE,D,M,3/31/1950 0:00,Levinson,Art,,4/4/2023 5:01,California,West,1950,3,31,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2133,1300,Food & Beverage,Li Denghai,73,China,Laizhou,Seed production,Food & Beverage,China,,TRUE,D,M,9/1/1949 0:00,Li,Denghai,,4/4/2023 5:01,,,1949,9,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2133,1300,Diversified,Fengluan Li,61,China,Ruzhou,"Steel, diversified",Diversified,China,,TRUE,E,F,1/1/1962 0:00,Li,Fengluan,,4/4/2023 5:01,,,1962,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2133,1300,Manufacturing,Li Yongqing,58,China,Hangzhou,Petro Firbe,Manufacturing,China,,TRUE,D,M,6/30/1964 0:00,Li,Yongqing,,4/4/2023 5:01,,,1964,6,30,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2133,1300,Manufacturing,Li Zhigang,46,China,Wuhan,Machinery,Manufacturing,China,,TRUE,D,M,6/1/1976 0:00,Li,Zhigang,,4/4/2023 5:01,,,1976,6,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2133,1300,Healthcare,Liu Gexin & family,71,China,Chengdu,Pharmaceuticals,Healthcare,China,,TRUE,R,M,5/12/1951 0:00,Liu,Gexin,,4/4/2023 5:01,,,1951,5,12,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2133,1300,Food & Beverage,Itamar Locks & family,68,Brazil,Rondonopolis,Agribusiness,Food & Beverage,Brazil,,FALSE,Split Family Fortune,M,1/1/1955 0:00,Locks,Itamar,,4/4/2023 5:01,,,1955,1,1,167.4,3.7,"$1,839,758,040,766 ",51.3,115.4,75.7,14.2,65.1,212559417,-14.235004,-51.92528 +2133,1300,Media & Entertainment,Lu Hongyan,45,China,Xiamen,Online games,Media & Entertainment,China,,TRUE,U,M,5/31/1977 0:00,Lu,Hongyan,,4/4/2023 5:01,,,1977,5,31,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2133,1300,Healthcare,Lv Jianming,58,China,Hangzhou,Medical equipment,Healthcare,Hong Kong,,TRUE,D,M,1/1/1965 0:00,Lv,Jianming,,4/4/2023 5:01,,,1965,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2133,1300,Food & Beverage,Blairo Maggi,66,Brazil,Cuiaba,Agribusiness,Food & Beverage,Brazil,,FALSE,Split Family Fortune,M,5/29/1956 0:00,Maggi,Blairo,,4/4/2023 5:01,,,1956,5,29,167.4,3.7,"$1,839,758,040,766 ",51.3,115.4,75.7,14.2,65.1,212559417,-14.235004,-51.92528 +2133,1300,Diversified,Yasseen Mansour,61,Egypt,Cairo,Diversified,Diversified,Egypt,,TRUE,U,M,8/8/1961 0:00,Mansour,Yasseen,,4/4/2023 5:01,,,1961,8,8,288.57,9.2,"$303,175,127,598 ",35.2,106.3,71.8,12.5,44.4,100388073,26.820553,30.802498 +2133,1300,Fashion & Retail,Charlwin Mao,,China,Shanghai,E-commerce,Fashion & Retail,China,,TRUE,D,M,,Mao,Charlwin,,4/4/2023 5:01,,,,,,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2133,1300,Real Estate,George Marcus,81,United States,Los Altos Hills,Real estate,Real Estate,United States,,TRUE,D,M,8/15/1941 0:00,Marcus,George,,4/4/2023 5:01,California,West,1941,8,15,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2133,1300,Healthcare,Yves-Loic Martin,57,France,Nantes,Laboratory services,Healthcare,France,,TRUE,D,M,1/1/1966 0:00,Martin,Yves-Loic,,4/4/2023 5:01,,,1966,1,1,110.05,1.1,"$2,715,518,274,227 ",65.6,102.5,82.5,24.2,60.7,67059887,46.227638,2.213749 +2133,1300,Finance & Investments,Carsten Maschmeyer,63,Germany,Munich,Finance services,Finance & Investments,Germany,,TRUE,U,M,5/8/1959 0:00,Maschmeyer,Carsten,,4/4/2023 5:01,,,1959,5,8,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +2133,1300,Finance & Investments,Lillian Teh Li Ming,,,,Banking,Finance & Investments,Malaysia,,FALSE,N,F,,Ming,Lillian Teh Li,,4/4/2023 5:01,,,,,,,,,,,,,,,, +2133,1300,Logistics,Martin Moller Nielsen,58,Switzerland,Lugano,Aircraft leasing,Logistics,Denmark,,TRUE,E,M,8/1/1964 0:00,Moller Nielsen,Martin,,4/4/2023 5:01,,,1964,8,1,99.55,0.4,"$703,082,435,360 ",59.6,105.2,83.6,10.1,28.8,8574832,46.818188,8.227512 +2133,1300,Finance & Investments,Jahm Najafi,60,United States,Paradise Valley,Investments,Finance & Investments,United States,,TRUE,N,M,3/19/1963 0:00,Najafi,Jahm,,4/4/2023 5:01,Arizona,West,1963,3,19,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2133,1300,Finance & Investments,Randal Nardone,67,United States,New York,"Investments, energy",Finance & Investments,United States,,TRUE,E,M,6/22/1955 0:00,Nardone,Randal,,4/4/2023 5:01,New York,Northeast,1955,6,22,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2133,1300,Food & Beverage,Nguyen Dang Quang,59,Vietnam,Ho Chi Minh City,"Consumer products, banking",Food & Beverage,Vietnam,,TRUE,D,M,8/23/1963 0:00,Nguyen,Dang Quang,,4/4/2023 5:01,,,1963,8,23,163.52,2.8,"$261,921,244,843 ",28.5,110.6,75.3,19.1,37.6,96462106,14.058324,108.277199 +2133,1300,Gambling & Casinos,Kazuo Okada,80,Japan,Tokyo,Casinos,Gambling & Casinos,Japan,,TRUE,D,M,10/3/1942 0:00,Okada,Kazuo,,4/4/2023 5:01,,,1942,10,3,105.48,0.5,"$5,081,769,542,380 ",63.2,98.8,84.2,11.9,46.7,126226568,36.204824,138.252924 +2133,1300,Healthcare,John Oyler,55,United States,,Biotech,Healthcare,United States,,TRUE,U,M,4/3/1968 0:00,Oyler,John,,4/4/2023 5:01,Nevada,West,1968,4,3,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2133,1300,Finance & Investments,William Teh Lee Pang,,,,Banking,Finance & Investments,Malaysia,,FALSE,N,M,,Pang,William Teh Lee,,4/4/2023 5:01,,,,,,,,,,,,,,,, +2133,1300,Manufacturing,George Pedersen & family,87,United States,McLean,Defense contractor,Manufacturing,United States,,TRUE,U,M,8/18/1935 0:00,Pedersen,George,,4/4/2023 5:01,Virginia,South,1935,8,18,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2133,1300,Fashion & Retail,Qu Miranda,38,China,Shanghai,E-commerce,Fashion & Retail,China,,TRUE,D,F,1/1/1985 0:00,Qu,Miranda,,4/4/2023 5:01,,,1985,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2133,1300,Real Estate,Jupally Rameshwar Rao,67,India,Hyderabad,Real estate,Real Estate,India,,TRUE,U,M,9/16/1955 0:00,Rameshwar Rao,Jupally,,4/4/2023 5:01,,,1955,9,16,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +2133,1300,Logistics,G. M. Rao,72,India,Bangalore,Infrastructure,Logistics,India,,TRUE,D,M,7/1/1950 0:00,Rao,G. M.,,4/4/2023 5:01,,,1950,7,1,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +2133,1300,Healthcare,P.V. Ramprasad Reddy,65,India,Hyderabad,Pharmaceuticals,Healthcare,India,,TRUE,D,M,3/30/1958 0:00,Reddy,P.V. Ramprasad,,4/4/2023 5:01,,,1958,3,30,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +2133,1300,Healthcare,Satish Reddy,55,India,Hyderabad,Pharmaceuticals,Healthcare,India,,FALSE,E,M,6/9/1967 0:00,Reddy,Satish,,4/4/2023 5:01,,,1967,6,9,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +2133,1300,Fashion & Retail,Fernando Roig,75,Spain,Valencia,Supermarkets,Fashion & Retail,Spain,,FALSE,D,M,6/25/1947 0:00,Roig,Fernando,,4/4/2023 5:01,,,1947,6,25,110.96,0.7,"$1,394,116,310,769 ",88.9,102.7,83.3,14.2,47,47076781,40.463667,-3.74922 +2133,1300,Diversified,Igor Rotenberg,49,Russia,Moscow,"Investments, real estate",Diversified,Russia,,TRUE,R,M,5/9/1973 0:00,Rotenberg,Igor,,4/4/2023 5:01,,,1973,5,9,180.75,4.5,"$1,699,876,578,871 ",81.9,102.6,72.7,11.4,46.2,144373535,61.52401,105.318756 +2133,1300,Manufacturing,Seifeddin Rustamov,60,United States,,Chemicals,Manufacturing,Russia,,TRUE,N,M,6/17/1962 0:00,Rustamov,Seifeddin,,4/4/2023 5:01,Virginia,South,1962,6,17,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2133,1300,Diversified,Deniz Sahenk,77,Turkey,Istanbul,Diversified,Diversified,Turkey,,FALSE,E,F,8/6/1945 0:00,Sahenk,Deniz,,4/4/2023 5:01,,,1945,8,6,234.44,15.2,"$754,411,708,203 ",23.9,93.2,77.4,17.9,42.3,83429615,38.963745,35.243322 +2133,1300,Food & Beverage,Nobutada Saji,77,Japan,Tokyo,Beverages,Food & Beverage,Japan,,FALSE,U,M,11/25/1945 0:00,Saji,Nobutada,,4/4/2023 5:01,,,1945,11,25,105.48,0.5,"$5,081,769,542,380 ",63.2,98.8,84.2,11.9,46.7,126226568,36.204824,138.252924 +2133,1300,Gambling & Casinos,Hajime Satomi,81,Japan,Tokyo,"Video games, pachinko",Gambling & Casinos,Japan,,TRUE,E,M,1/16/1942 0:00,Satomi,Hajime,,4/4/2023 5:01,,,1942,1,16,105.48,0.5,"$5,081,769,542,380 ",63.2,98.8,84.2,11.9,46.7,126226568,36.204824,138.252924 +2133,1300,Technology,James Scapa,66,United States,Atherton,Software,Technology,United States,,TRUE,E,M,1/23/1957 0:00,Scapa,James,,4/4/2023 5:01,California,West,1957,1,23,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2133,1300,Manufacturing,Stephan Schnabel,48,,,Chemicals,Manufacturing,Germany,,FALSE,U,M,1/18/1975 0:00,Schnabel,Stephan,,4/4/2023 5:01,,,1975,1,18,,,,,,,,,,, +2133,1300,Healthcare,Devi Shetty,70,India,Bangalore,Healthcare,Healthcare,India,,TRUE,U,M,1/1/1953 0:00,Shetty,Devi,,4/4/2023 5:01,,,1953,1,1,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +2133,1300,Diversified,Albert Shigaboutdinov,70,Russia,Kazan,"Refinery, chemicals",Diversified,Russia,,TRUE,E,M,11/12/1952 0:00,Shigaboutdinov,Albert,,4/4/2023 5:01,,,1952,11,12,180.75,4.5,"$1,699,876,578,871 ",81.9,102.6,72.7,11.4,46.2,144373535,61.52401,105.318756 +2133,1300,Finance & Investments,Diana Teh Li Shing,,,,Banking,Finance & Investments,Malaysia,,FALSE,N,F,,Shing,Diana Teh Li,,4/4/2023 5:01,,,,,,,,,,,,,,,, +2133,1300,Food & Beverage,Denis Shtengelov,50,Australia,Gold Coast,"Food, retail",Food & Beverage,Russia,,TRUE,N,M,5/14/1972 0:00,Shtengelov,Denis,,4/4/2023 5:01,,,1972,5,14,119.8,1.6,"$1,392,680,589,329 ",113.1,100.3,82.7,23,47.4,25766605,-25.274398,133.775136 +2133,1300,Manufacturing,Fei Song,56,China,Yantai,Machinery,Manufacturing,China,,TRUE,D,M,9/12/1966 0:00,Song,Fei,,4/4/2023 5:01,,,1966,9,12,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2133,1300,Sports,Hal Steinbrenner,54,United States,Tampa,Sports,Sports,United States,,FALSE,N,M,12/3/1968 0:00,Steinbrenner,Hal,,4/4/2023 5:01,Florida,South,1968,12,3,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2133,1300,Sports,Jessica Steinbrenner,59,United States,Tampa,Sports,Sports,United States,,FALSE,N,F,3/26/1964 0:00,Steinbrenner,Jessica,,4/4/2023 5:01,Florida,South,1964,3,26,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2133,1300,Sports,Jennifer Steinbrenner Swindal,63,United States,Tampa,Sports,Sports,United States,,FALSE,N,F,7/28/1959 0:00,Steinbrenner Swindal,Jennifer,,4/4/2023 5:01,Florida,South,1959,7,28,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2133,1300,Metals & Mining,Konstantin Strukov & family,64,Russia,Chelyabinsk,"Gold, coal mining",Metals & Mining,Russia,,TRUE,R,M,9/10/1958 0:00,Strukov,Konstantin,,4/4/2023 5:01,,,1958,9,10,180.75,4.5,"$1,699,876,578,871 ",81.9,102.6,72.7,11.4,46.2,144373535,61.52401,105.318756 +2133,1300,Energy,Rustem Sulteev,69,Russia,Kazan,"Refinery, chemicals",Energy,Russia,,TRUE,E,M,1/4/1954 0:00,Sulteev,Rustem,,4/4/2023 5:01,,,1954,1,4,180.75,4.5,"$1,699,876,578,871 ",81.9,102.6,72.7,11.4,46.2,144373535,61.52401,105.318756 +2133,1300,Food & Beverage,Clemens Toennies,66,Germany,Rheda-Wiedenbrück,Meat processing,Food & Beverage,Germany,,TRUE,D,M,5/27/1956 0:00,Toennies,Clemens,,4/4/2023 5:01,,,1956,5,27,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +2133,1300,Food & Beverage,Robert Toennies,44,Germany,Rheda-Wiedenbrück,Meat processing,Food & Beverage,Germany,,FALSE,D,M,5/29/1978 0:00,Toennies,Robert,,4/4/2023 5:01,,,1978,5,29,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +2133,1300,Real Estate,John Van Lieshout,77,Australia,Brisbane,Real estate,Real Estate,Australia,,TRUE,D,M,1/12/1946 0:00,Van Lieshout,John,,4/4/2023 5:01,,,1946,1,12,119.8,1.6,"$1,392,680,589,329 ",113.1,100.3,82.7,23,47.4,25766605,-25.274398,133.775136 +2133,1300,Healthcare,Pongsak Viddayakorn,89,Thailand,Bangkok,Hospitals,Healthcare,Thailand,,TRUE,U,M,3/23/1934 0:00,Viddayakorn,Pongsak,,4/4/2023 5:01,,,1934,3,23,113.27,0.7,"$543,649,976,166 ",49.3,99.8,76.9,14.9,29.5,69625582,15.870032,100.992541 +2133,1300,Fashion & Retail,Wang Jianguo,63,China,Nanjing,Retail,Fashion & Retail,China,,TRUE,D,M,1/1/1960 0:00,Wang,Jianguo,,4/4/2023 5:01,,,1960,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2133,1300,Service,Junjin Wang,54,China,Shanghai,Airline,Service,China,,TRUE,D,M,12/1/1968 0:00,Wang,Junjin,,4/4/2023 5:01,,,1968,12,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2133,1300,Manufacturing,Wang Mingwang,55,China,Shenzhen,Electronics components,Manufacturing,China,,TRUE,D,M,5/2/1967 0:00,Wang,Mingwang,,4/4/2023 5:01,,,1967,5,2,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2133,1300,Technology,Wei Lidong & family,47,China,Shanghai,Software,Technology,China,,TRUE,D,M,1/1/1976 0:00,Wei,Lidong,,4/4/2023 5:01,,,1976,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2133,1300,Fashion & Retail,Myron Wentz,83,Cayman Islands,Grand Cayman,Health products,Fashion & Retail,St. Kitts and Nevis,,TRUE,D,M,1/1/1940 0:00,Wentz,Myron,,4/4/2023 5:01,,,1940,1,1,,,,,,,,,,, +2133,1300,Manufacturing,Wu Xiaoge,50,China,Chengdu,Battery components,Manufacturing,China,,TRUE,Split Family Fortune,F,11/1/1972 0:00,Wu,Xiaoge,,4/4/2023 5:01,,,1972,11,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2133,1300,Diversified,Wu Xushun & family,74,China,Wuhu,Internet,Diversified,China,,TRUE,D,M,4/28/1948 0:00,Wu,Xushun,,4/4/2023 5:01,,,1948,4,28,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2133,1300,Healthcare,Xiong Xiaochuan,57,China,Shenzhen,Medical devices,Healthcare,China,,TRUE,N,M,1/1/1966 0:00,Xiong,Xiaochuan,,4/4/2023 5:01,,,1966,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2133,1300,Technology,Xu Shaochun,60,China,Shenzhen,Software,Technology,China,,TRUE,D,M,1/1/1963 0:00,Xu,Shaochun,,4/4/2023 5:01,,,1963,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2133,1300,Technology,Yan Jane & family,53,China,Beijing,Software,Technology,China,,TRUE,U,F,7/19/1969 0:00,Yan,Jane,,4/4/2023 5:01,,,1969,7,19,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2133,1300,Manufacturing,Zeng Chaoyi,54,China,Changsha,Aluminum products,Manufacturing,China,,TRUE,E,M,4/1/1969 0:00,Zeng,Chaoyi,,4/4/2023 5:01,,,1969,4,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2133,1300,Service,Peng Zhao,52,China,Beijing,Online recruitment,Service,China,,TRUE,E,M,1/1/1971 0:00,Zhao,Peng,,4/4/2023 5:01,,,1971,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2133,1300,Service,Zhao Tongtong,56,Hong Kong,Hong Kong,Hotels,Service,Canada,,TRUE,R,F,1/1/1967 0:00,Zhao,Tongtong,,4/4/2023 5:01,,,1967,1,1,,,,,,,,,,, +2133,1300,Metals & Mining,Kostyantin Zhevago,49,Ukraine,Kiev,Mining,Metals & Mining,Ukraine,,TRUE,E,M,1/7/1974 0:00,Zhevago,Kostyantin,,4/4/2023 5:01,,,1974,1,7,281.66,7.9,"$153,781,069,118 ",82.7,99,71.6,20.1,45.2,44385155,48.379433,31.16558 +2133,1300,Manufacturing,Zong Yanmin,,China,Jinan,Semiconductor materials,Manufacturing,China,,TRUE,E,M,,Zong,Yanmin,,4/4/2023 5:01,,,,,,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2259,1200,Finance & Investments,Sanjay Agarwal,52,India,Jaipur,Banking,Finance & Investments,India,,TRUE,E,M,9/8/1970 0:00,Agarwal,Sanjay,,4/4/2023 5:01,,,1970,9,8,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +2259,1200,Finance & Investments,Hamad bin Jassim bin Jaber Al Thani,63,Qatar,Doha,Investments,Finance & Investments,Qatar,,FALSE,E,M,10/1/1959 0:00,Al Thani,Hamad bin Jassim bin Jaber,,4/4/2023 5:01,,,1959,10,1,115.38,-0.7,"$183,466,208,791 ",17.9,103.8,80.1,14.7,11.3,2832067,25.354826,51.183884 +2259,1200,Diversified,Joao Alves de Queiroz Filho,70,Brazil,São Paulo,Pharmaceuticals,Diversified,Brazil,,TRUE,U,M,1/1/1953 0:00,Alves de Queiroz Filho,Joao,,4/4/2023 5:01,,,1953,1,1,167.4,3.7,"$1,839,758,040,766 ",51.3,115.4,75.7,14.2,65.1,212559417,-14.235004,-51.92528 +2259,1200,Metals & Mining,Jose Maria Aristrain,60,Switzerland,Gstaad,Steel,Metals & Mining,Spain,,FALSE,E,M,11/2/1962 0:00,Aristrain,Jose Maria,,4/4/2023 5:01,,,1962,11,2,99.55,0.4,"$703,082,435,360 ",59.6,105.2,83.6,10.1,28.8,8574832,46.818188,8.227512 +2259,1200,Finance & Investments,Michael Arougheti,50,United States,Nyack,Finance,Finance & Investments,United States,,TRUE,N,M,10/10/1972 0:00,Arougheti,Michael,,4/4/2023 5:01,New York,Northeast,1972,10,10,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2259,1200,Technology,Tope Awotona,41,United States,Atlanta,Software,Technology,United States,Calendly,TRUE,D,M,4/22/1981 0:00,Awotona,Tope,,4/4/2023 5:01,Georgia,South,1981,4,22,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2259,1200,Healthcare,Mehmet Aydinlar,66,Turkey,Istanbul,Hospitals,Healthcare,Turkey,,TRUE,D,M,7/27/1956 0:00,Aydinlar,Mehmet,,4/4/2023 5:01,,,1956,7,27,234.44,15.2,"$754,411,708,203 ",23.9,93.2,77.4,17.9,42.3,83429615,38.963745,35.243322 +2259,1200,Real Estate,Danna Azrieli,55,Israel,Herzliya,Real estate,Real Estate,Israel,,FALSE,D,F,6/3/1967 0:00,Azrieli,Danna,,4/4/2023 5:01,,,1967,6,3,108.15,0.8,"$395,098,666,122 ",63.4,104.9,82.8,23.1,25.3,9053300,31.046051,34.851612 +2259,1200,Real Estate,Naomi Azrieli,57,Canada,Toronto,Real estate,Real Estate,Canada,,FALSE,D,F,9/26/1965 0:00,Azrieli,Naomi,,4/4/2023 5:01,,,1965,9,26,116.76,1.9,"$1,736,425,629,520 ",68.9,100.9,81.9,12.8,24.5,36991981,56.130366,-106.346771 +2259,1200,Real Estate,Sharon Azrieli,62,Canada,Montreal,Real estate,Real Estate,Canada,,FALSE,D,F,8/4/1960 0:00,Azrieli,Sharon,,4/4/2023 5:01,,,1960,8,4,116.76,1.9,"$1,736,425,629,520 ",68.9,100.9,81.9,12.8,24.5,36991981,56.130366,-106.346771 +2259,1200,Energy,Bai Houshan,59,China,Ningbo,Lithium battery,Energy,China,,TRUE,D,M,1/1/1964 0:00,Bai,Houshan,,4/4/2023 5:01,,,1964,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2259,1200,Finance & Investments,Thomas Bailey,86,United States,Aspen,Money management,Finance & Investments,United States,,TRUE,E,M,1/1/1937 0:00,Bailey,Thomas,,4/4/2023 5:01,Colorado,West,1937,1,1,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2259,1200,Healthcare,Bernhard Braun-Luedicke,46,Germany,Melsungen,Medical technology,Healthcare,Germany,,FALSE,D,M,1/1/1977 0:00,Braun-Luedicke,Bernhard,,4/4/2023 5:01,,,1977,1,1,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +2259,1200,Healthcare,Eva Maria Braun-Luedicke,36,Germany,Melsungen,Medical technology,Healthcare,Germany,,FALSE,D,F,1/1/1987 0:00,Braun-Luedicke,Eva Maria,,4/4/2023 5:01,,,1987,1,1,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +2259,1200,Healthcare,Friederike Braun-Luedicke,39,Germany,Melsungen,Medical technology,Healthcare,Germany,,FALSE,E,F,1/1/1984 0:00,Braun-Luedicke,Friederike,,4/4/2023 5:01,,,1984,1,1,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +2259,1200,Real Estate,Jeffrey Cheah,78,Malaysia,Kuala Lumpur,"Property, healthcare",Real Estate,Malaysia,,TRUE,D,M,3/30/1945 0:00,Cheah,Jeffrey,,4/4/2023 5:01,,,1945,3,30,121.46,0.7,"$364,701,517,788 ",45.1,105.3,76,12,38.7,32447385,4.210484,101.975766 +2259,1200,Food & Beverage,Chen Xianbao & family,63,China,Hefei,Food,Food & Beverage,China,,TRUE,D,M,5/19/1959 0:00,Chen,Xianbao,,4/4/2023 5:01,,,1959,5,19,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2259,1200,Healthcare,Cheng Xianfeng,54,China,Hefei,Pharmaceuticals,Healthcare,China,,TRUE,D,M,12/1/1968 0:00,Cheng,Xianfeng,,4/4/2023 5:01,,,1968,12,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2259,1200,Fashion & Retail,Chung Yong-jin,54,South Korea,Seoul,Retail,Fashion & Retail,South Korea,Shinsegae,FALSE,D,M,9/19/1968 0:00,Chung,Yong-jin,,4/4/2023 5:01,,,1968,9,19,115.16,0.4,"$2,029,000,000,000 ",94.3,98.1,82.6,15.6,33.2,51709098,35.907757,127.766922 +2259,1200,Service,Darwin Deason,82,United States,Dallas,Software,Service,United States,,TRUE,D,M,5/14/1940 0:00,Deason,Darwin,,4/4/2023 5:01,Texas,South,1940,5,14,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2259,1200,Fashion & Retail,Diego Della Valle,69,Italy,Sant'' Elpidio A Mare,Shoes,Fashion & Retail,Italy,,FALSE,D,M,12/30/1953 0:00,Della Valle,Diego,,4/4/2023 5:01,,,1953,12,30,110.62,0.6,"$2,001,244,392,042 ",61.9,101.9,82.9,24.3,59.1,60297396,41.87194,12.56738 +2259,1200,Manufacturing,Ashwin Desai,71,India,Surat,Specialty chemicals,Manufacturing,India,,TRUE,N,M,9/18/1951 0:00,Desai,Ashwin,,4/4/2023 5:01,,,1951,9,18,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +2259,1200,Media & Entertainment,Richard Desmond,71,United Kingdom,London,Publishing,Media & Entertainment,United Kingdom,,TRUE,D,M,12/8/1951 0:00,Desmond,Richard,,4/4/2023 5:01,,,1951,12,8,119.62,1.7,"$2,827,113,184,696 ",60,101.2,81.3,25.5,30.6,66834405,55.378051,-3.435973 +2259,1200,Fashion & Retail,Ding Shui Po,52,China,Quanzhou,"Sneakers, sportswear",Fashion & Retail,China,,FALSE,D,M,11/1/1970 0:00,Ding,Shui Po,,4/4/2023 5:01,,,1970,11,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2259,1200,Fashion & Retail,Sefik Yilmaz Dizdar,85,Turkey,Istanbul,Fashion retail,Fashion & Retail,Turkey,,TRUE,U,M,3/16/1938 0:00,Dizdar,Sefik Yilmaz,,4/4/2023 5:01,,,1938,3,16,234.44,15.2,"$754,411,708,203 ",23.9,93.2,77.4,17.9,42.3,83429615,38.963745,35.243322 +2259,1200,Media & Entertainment,Mathias Doepfner,60,Germany,Potsdam,Media,Media & Entertainment,Germany,,FALSE,D,M,1/15/1963 0:00,Doepfner,Mathias,,4/4/2023 5:01,,,1963,1,15,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +2259,1200,Manufacturing,Farhad Ebrahimi,84,United States,Denver,Solar panels,Manufacturing,United States,,TRUE,N,M,1/1/1939 0:00,Ebrahimi,Farhad,,4/4/2023 5:01,Colorado,West,1939,1,1,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2259,1200,Diversified,Jose Roberto Ermirio de Moraes,65,Brazil,Sao Paulo,Diversified,Diversified,Brazil,,FALSE,D,M,11/30/1957 0:00,Ermirio de Moraes,Jose Roberto,,4/4/2023 5:01,,,1957,11,30,167.4,3.7,"$1,839,758,040,766 ",51.3,115.4,75.7,14.2,65.1,212559417,-14.235004,-51.92528 +2259,1200,Diversified,Jose Ermirio de Moraes Neto,70,Brazil,Sao Paulo,Diversified,Diversified,Brazil,,FALSE,D,M,6/17/1952 0:00,Ermirio de Moraes Neto,Jose,,4/4/2023 5:01,,,1952,6,17,167.4,3.7,"$1,839,758,040,766 ",51.3,115.4,75.7,14.2,65.1,212559417,-14.235004,-51.92528 +2259,1200,Manufacturing,Fang Hongbo,56,China,Shunde,Home appliances,Manufacturing,China,,TRUE,D,M,1/1/1967 0:00,Fang,Hongbo,,4/4/2023 5:01,,,1967,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2259,1200,Manufacturing,David Feffer,66,Brazil,São Paulo,Pulp and paper,Manufacturing,Brazil,,FALSE,D,M,11/13/1956 0:00,Feffer,David,,4/4/2023 5:01,,,1956,11,13,167.4,3.7,"$1,839,758,040,766 ",51.3,115.4,75.7,14.2,65.1,212559417,-14.235004,-51.92528 +2259,1200,Manufacturing,Zsolt Felcsuti,51,Hungary,,Manufacturing,Manufacturing,Hungary,,TRUE,N,M,5/26/1971 0:00,Felcsuti,Zsolt,,4/4/2023 5:01,,,1971,5,26,121.64,3.3,"$160,967,157,504 ",48.5,100.8,75.8,23,37.9,9769949,47.162494,19.503304 +2259,1200,Fashion & Retail,Ben Francis,30,United Kingdom,Birmingham,Fitness clothing,Fashion & Retail,United Kingdom,,TRUE,N,M,6/4/1992 0:00,Francis,Ben,,4/4/2023 5:01,,,1992,6,4,119.62,1.7,"$2,827,113,184,696 ",60,101.2,81.3,25.5,30.6,66834405,55.378051,-3.435973 +2259,1200,Fashion & Retail,Gary Friedman,65,United States,Belvedere,Furniture retail,Fashion & Retail,United States,,TRUE,D,M,8/6/1957 0:00,Friedman,Gary,,4/4/2023 5:01,California,West,1957,8,6,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2259,1200,Metals & Mining,Dan Gertler,49,Israel,Bnei Brak,Mining,Metals & Mining,Israel,,FALSE,E,M,12/23/1973 0:00,Gertler,Dan,,4/4/2023 5:01,,,1973,12,23,108.15,0.8,"$395,098,666,122 ",63.4,104.9,82.8,23.1,25.3,9053300,31.046051,34.851612 +2259,1200,Manufacturing,Balkrishan Goenka,56,India,Mumbai,Textiles,Manufacturing,India,,TRUE,D,M,8/15/1966 0:00,Goenka,Balkrishan,,4/4/2023 5:01,,,1966,8,15,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +2259,1200,Finance & Investments,Lawrence Golub,63,United States,New York,Private equity,Finance & Investments,United States,,TRUE,E,M,10/3/1959 0:00,Golub,Lawrence,Investor,4/4/2023 5:01,New York,Northeast,1959,10,3,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2259,1200,Manufacturing,Saroj Rani Gupta,72,India,Delhi,Steel tubes,Manufacturing,India,,TRUE,N,F,7/5/1950 0:00,Gupta,Saroj Rani,,4/4/2023 5:01,,,1950,7,5,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +2259,1200,Technology,Anthony Hall,67,Australia,Melbourne,Technology,Technology,Australia,,TRUE,N,M,6/27/1955 0:00,Hall,Anthony,,4/4/2023 5:01,,,1955,6,27,119.8,1.6,"$1,392,680,589,329 ",113.1,100.3,82.7,23,47.4,25766605,-25.274398,133.775136 +2259,1200,Construction & Engineering,Fahed Hariri,42,United Kingdom,London,"Construction, investments",Construction & Engineering,Lebanon,,FALSE,E,M,12/29/1980 0:00,Hariri,Fahed,,4/4/2023 5:01,,,1980,12,29,119.62,1.7,"$2,827,113,184,696 ",60,101.2,81.3,25.5,30.6,66834405,55.378051,-3.435973 +2259,1200,Fashion & Retail,Richard Hayne,75,United States,Philadelphia,Urban Outfitters,Fashion & Retail,United States,Urban Outfitters Inc.,TRUE,E,M,9/1/1947 0:00,Hayne,Richard,"Chairman, President & Chief Executive Officer",4/4/2023 5:01,Pennsylvania,Northeast,1947,9,1,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2259,1200,Finance & Investments,Michael Heine,73,Australia,Melbourne,Financial services,Finance & Investments,Australia,,TRUE,E,M,11/1/1949 0:00,Heine,Michael,,4/4/2023 5:01,,,1949,11,1,119.8,1.6,"$1,392,680,589,329 ",113.1,100.3,82.7,23,47.4,25766605,-25.274398,133.775136 +2259,1200,Technology,Orion Hindawi,43,United States,Seattle,Software,Technology,United States,Tanium,TRUE,D,M,1/10/1980 0:00,Hindawi,Orion,CEO,4/4/2023 5:01,Washington,West,1980,1,10,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2259,1200,Gambling & Casinos,Lawrence Ho,46,Hong Kong,Hong Kong,Casinos,Gambling & Casinos,Hong Kong,,FALSE,R,M,1/16/1977 0:00,Ho,Lawrence,,4/4/2023 5:01,,,1977,1,16,,,,,,,,,,, +2259,1200,Fashion & Retail,Huang Guanlin,58,China,Ningbo,"Textiles, apparel",Fashion & Retail,China,,TRUE,D,M,1/1/1965 0:00,Huang,Guanlin,,4/4/2023 5:01,,,1965,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2259,1200,Technology,Sam Hupert,68,Australia,Melbourne,Technology,Technology,Australia,,TRUE,N,M,12/25/1954 0:00,Hupert,Sam,,4/4/2023 5:01,,,1954,12,25,119.8,1.6,"$1,392,680,589,329 ",113.1,100.3,82.7,23,47.4,25766605,-25.274398,133.775136 +2259,1200,Telecom,Mohammed Ibrahim,76,United Kingdom,London,Communications,Telecom,United Kingdom,Mo Ibrahim Foundation,TRUE,E,M,5/3/1946 0:00,Ibrahim,Mohammed,Founder,4/4/2023 5:01,,,1946,5,3,119.62,1.7,"$2,827,113,184,696 ",60,101.2,81.3,25.5,30.6,66834405,55.378051,-3.435973 +2259,1200,Food & Beverage,Shirley Kao,66,Taiwan,Tainan,Food & beverage retailing,Food & Beverage,Taiwan,,FALSE,E,F,9/2/1956 0:00,Kao,Shirley,,4/4/2023 5:01,,,1956,9,2,,,,,,,,,,, +2259,1200,Finance & Investments,David Kaplan,55,United States,Los Angeles,Finance,Finance & Investments,United States,,TRUE,N,M,8/29/1967 0:00,Kaplan,David,,4/4/2023 5:01,California,West,1967,8,29,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2259,1200,Fashion & Retail,Kim Kardashian,42,United States,Hidden Hills,"Shapewear, cosmetics, reality TV",Fashion & Retail,United States,,TRUE,D,F,10/21/1980 0:00,Kardashian,Kim,Personality,4/4/2023 5:01,California,West,1980,10,21,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2259,1200,Manufacturing,Ke Guihua,57,China,Shanghai,Auto parts,Manufacturing,China,,TRUE,U,M,10/13/1965 0:00,Ke,Guihua,,4/4/2023 5:01,,,1965,10,13,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2259,1200,Healthcare,Ke Yunfeng & family,56,China,Guangzhou,Retailing,Healthcare,China,,TRUE,U,M,1/1/1967 0:00,Ke,Yunfeng,,4/4/2023 5:01,,,1967,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2259,1200,Real Estate,Alexander Klyachin,55,Russia,Moscow,Real estate,Real Estate,Russia,,TRUE,R,M,5/18/1967 0:00,Klyachin,Alexander,,4/4/2023 5:01,,,1967,5,18,180.75,4.5,"$1,699,876,578,871 ",81.9,102.6,72.7,11.4,46.2,144373535,61.52401,105.318756 +2259,1200,Manufacturing,Christine Knauf,,Germany,Berlin,Building materials,Manufacturing,Germany,,FALSE,D,F,,Knauf,Christine,,4/4/2023 5:01,,,,,,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +2259,1200,Manufacturing,Karl Knauf,,Germany,Iphofen,Building materials,Manufacturing,Germany,,FALSE,D,M,,Knauf,Karl,,4/4/2023 5:01,,,,,,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +2259,1200,Automotive,Suresh Krishna,86,India,Chennai,Auto parts,Automotive,India,,FALSE,U,M,12/24/1936 0:00,Krishna,Suresh,,4/4/2023 5:01,,,1936,12,24,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +2259,1200,Media & Entertainment,Guy Laliberté,63,Canada,Montreal,Cirque du Soleil,Media & Entertainment,Canada,Cirque du Soleil,TRUE,E,M,1/1/1960 0:00,Laliberté,Guy,Cofounder and CEO,4/4/2023 5:01,,,1960,1,1,116.76,1.9,"$1,736,425,629,520 ",68.9,100.9,81.9,12.8,24.5,36991981,56.130366,-106.346771 +2259,1200,Technology,Lee Su-jin,45,South Korea,,Hospitality,Technology,South Korea,,TRUE,N,M,2/1/1978 0:00,Lee,Su-jin,,4/4/2023 5:01,,,1978,2,1,115.16,0.4,"$2,029,000,000,000 ",94.3,98.1,82.6,15.6,33.2,51709098,35.907757,127.766922 +2259,1200,Manufacturing,Li Guoqing,53,China,Hangzhou,Petro Fibre,Manufacturing,China,,TRUE,D,M,2/22/1970 0:00,Li,Guoqing,,4/4/2023 5:01,,,1970,2,22,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2259,1200,Healthcare,Li Li,59,China,Shenzhen,Pharmaceuticals,Healthcare,China,,TRUE,D,M,2/9/1964 0:00,Li,Li,,4/4/2023 5:01,,,1964,2,9,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2259,1200,Healthcare,Li Ruiqiang,43,China,Beijing,Medical services,Healthcare,China,,TRUE,D,M,11/1/1979 0:00,Li,Ruiqiang,,4/4/2023 5:01,,,1979,11,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2259,1200,Manufacturing,Zhen Li & family,59,China,Hefei,Lithium batteries,Manufacturing,China,,TRUE,D,M,1/23/1964 0:00,Li,Zhen,,4/4/2023 5:01,,,1964,1,23,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2259,1200,Manufacturing,Guangwei Liang,59,China,Shenzhen,Conglomerate,Manufacturing,China,,TRUE,D,M,9/1/1963 0:00,Liang,Guangwei,,4/4/2023 5:01,,,1963,9,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2259,1200,Energy,Liu Ming Hui,60,Hong Kong,Hong Kong,Natural gas distribution,Energy,China,,TRUE,D,M,1/1/1963 0:00,Liu,Ming Hui,,4/4/2023 5:01,,,1963,1,1,,,,,,,,,,, +2259,1200,Technology,Frederic Luddy,68,United States,San Diego,Software,Technology,United States,ServiceNow,TRUE,D,M,11/24/1954 0:00,Luddy,Frederic,Founder and Chief Product Officer,4/4/2023 5:01,California,West,1954,11,24,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2259,1200,Food & Beverage,"Cargill MacMillan, III.",63,United States,Boulder,Cargill,Food & Beverage,United States,,FALSE,D,M,12/21/1959 0:00,MacMillan,Cargill,,4/4/2023 5:01,Colorado,West,1959,12,21,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2259,1200,Food & Beverage,John MacMillan,73,United States,Plymouth,Cargill,Food & Beverage,United States,,FALSE,D,M,9/20/1949 0:00,MacMillan,John,,4/4/2023 5:01,Minnesota,Midwest,1949,9,20,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2259,1200,Food & Beverage,Martha MacMillan,71,United States,Orono,Cargill,Food & Beverage,United States,,FALSE,D,F,10/1/1951 0:00,MacMillan,Martha,,4/4/2023 5:01,Minnesota,Midwest,1951,10,1,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2259,1200,Food & Beverage,William MacMillan,68,United States,Englewood,Cargill,Food & Beverage,United States,,FALSE,D,M,5/25/1954 0:00,MacMillan,William,,4/4/2023 5:01,Colorado,West,1954,5,25,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2259,1200,Diversified,Keshub Mahindra,99,India,Mumbai,Diversified,Diversified,India,,FALSE,R,M,10/9/1923 0:00,Mahindra,Keshub,,4/4/2023 5:01,,,1923,10,9,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +2259,1200,Manufacturing,Mao Zhongwu,60,China,Changsha,Manufacturing,Manufacturing,China,,TRUE,D,M,8/13/1962 0:00,Mao,Zhongwu,,4/4/2023 5:01,,,1962,8,13,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2259,1200,Construction & Engineering,Jorge Mas,60,United States,Miami,Construction,Construction & Engineering,United States,,FALSE,U,M,2/28/1963 0:00,Mas,Jorge,,4/4/2023 5:01,Florida,South,1963,2,28,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2259,1200,Diversified,Lorinc Meszaros,57,Hungary,Felcsút,Diversified,Diversified,Hungary,,TRUE,E,M,2/25/1966 0:00,Meszaros,Lorinc,,4/4/2023 5:01,,,1966,2,25,121.64,3.3,"$160,967,157,504 ",48.5,100.8,75.8,23,37.9,9769949,47.162494,19.503304 +2259,1200,Technology,Jeffrey Michael & family,66,United States,Minnetonka,Data management,Technology,United States,,TRUE,U,M,7/18/1956 0:00,Michael,Jeffrey,,4/4/2023 5:01,Minnesota,Midwest,1956,7,18,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2259,1200,Healthcare,Alan Miller & family,85,United States,Lower Merion,Healthcare services,Healthcare,United States,,TRUE,D,M,8/17/1937 0:00,Miller,Alan,,4/4/2023 5:01,Pennsylvania,Northeast,1937,8,17,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2259,1200,Automotive,Ulrich Mommert & family,82,,,Lighting,Automotive,Austria,,TRUE,E,M,1/11/1941 0:00,Mommert,Ulrich,,4/4/2023 5:01,,,1941,1,11,,,,,,,,,,, +2259,1200,Diversified,Neide Helena de Moraes,68,Brazil,Sao Paulo,Diversified,Diversified,Brazil,,FALSE,D,F,2/15/1955 0:00,Moraes,Neide Helena de,,4/4/2023 5:01,,,1955,2,15,167.4,3.7,"$1,839,758,040,766 ",51.3,115.4,75.7,14.2,65.1,212559417,-14.235004,-51.92528 +2259,1200,Finance & Investments,Scott Nuttall,50,United States,New York,Private equity,Finance & Investments,United States,,TRUE,U,M,11/25/1972 0:00,Nuttall,Scott,,4/4/2023 5:01,New York,Northeast,1972,11,25,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2259,1200,Manufacturing,Kailashchandra Nuwal,65,,,Industrial explosives,Manufacturing,India,,FALSE,N,M,7/6/1957 0:00,Nuwal,Kailashchandra,,4/4/2023 5:01,,,1957,7,6,,,,,,,,,,, +2259,1200,Food & Beverage,Axel Oberwelland & family,56,Germany,Berlin,Candy,Food & Beverage,Germany,,FALSE,Split Family Fortune,M,1/1/1967 0:00,Oberwelland,Axel,,4/4/2023 5:01,,,1967,1,1,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +2259,1200,Technology,Jonathan Oringer,48,United States,Miami Beach,Stock photos,Technology,United States,,TRUE,D,M,5/2/1974 0:00,Oringer,Jonathan,,4/4/2023 5:01,Florida,South,1974,5,2,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2259,1200,Food & Beverage,Vitaly Orlov,58,Russia,Murmansk,Fisheries,Food & Beverage,Russia,,TRUE,R,M,1/1/1965 0:00,Orlov,Vitaly,,4/4/2023 5:01,,,1965,1,1,180.75,4.5,"$1,699,876,578,871 ",81.9,102.6,72.7,11.4,46.2,144373535,61.52401,105.318756 +2259,1200,Real Estate,Jose Isaac Peres & family,82,Brazil,Rio de Janeiro,Shopping malls,Real Estate,Brazil,,TRUE,U,M,7/18/1940 0:00,Peres,Jose Isaac,,4/4/2023 5:01,,,1940,7,18,167.4,3.7,"$1,839,758,040,766 ",51.3,115.4,75.7,14.2,65.1,212559417,-14.235004,-51.92528 +2259,1200,Media & Entertainment,Markus Persson,43,Sweden,Stockholm,Computer games,Media & Entertainment,Sweden,,TRUE,D,M,6/1/1979 0:00,Persson,Markus,,4/4/2023 5:01,,,1979,6,1,110.51,1.8,"$530,832,908,738 ",67,126.6,82.5,27.9,49.1,10285453,60.128161,18.643501 +2259,1200,Technology,Mark Pincus,57,United States,San Francisco,Online games,Technology,United States,Zynga Inc,TRUE,D,M,2/13/1966 0:00,Pincus,Mark,Chairman,4/4/2023 5:01,California,West,1966,2,13,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2259,1200,Diversified,Murdaya Poo,82,Indonesia,Jakarta,Diversified,Diversified,Indonesia,,FALSE,E,M,1/12/1941 0:00,Poo,Murdaya,,4/4/2023 5:01,,,1941,1,12,151.18,3,"$1,119,190,780,753 ",36.3,106.4,71.5,10.2,30.1,270203917,-0.789275,113.921327 +2259,1200,Healthcare,Forrest Preston,90,United States,Cleveland,Health care,Healthcare,United States,,TRUE,D,M,3/22/1933 0:00,Preston,Forrest,,4/4/2023 5:01,Tennessee,South,1933,3,22,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2259,1200,Food & Beverage,Qian Ying,57,China,Nanyang,Pig breeding,Food & Beverage,China,,TRUE,D,F,1/1/1966 0:00,Qian,Ying,,4/4/2023 5:01,,,1966,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2259,1200,Manufacturing,Jimmy Rane,76,United States,Abbeville,Lumber,Manufacturing,United States,,TRUE,N,M,9/15/1946 0:00,Rane,Jimmy,,4/4/2023 5:01,Alabama,South,1946,9,15,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2259,1200,Finance & Investments,Andrei Rappoport,59,Switzerland,Lugano,Investments,Finance & Investments,Russia,,TRUE,E,M,6/22/1963 0:00,Rappoport,Andrei,,4/4/2023 5:01,,,1963,6,22,99.55,0.4,"$703,082,435,360 ",59.6,105.2,83.6,10.1,28.8,8574832,46.818188,8.227512 +2259,1200,Food & Beverage,Hugo Ribeiro & family,,Brazil,Rondonopolis,Agribusiness,Food & Beverage,Brazil,,FALSE,Split Family Fortune,M,,Ribeiro,Hugo,Entrepreneur,4/4/2023 5:01,,,,,,167.4,3.7,"$1,839,758,040,766 ",51.3,115.4,75.7,14.2,65.1,212559417,-14.235004,-51.92528 +2259,1200,Finance & Investments,Bennett Rosenthal,59,United States,Los Angeles,Finance,Finance & Investments,United States,,TRUE,N,M,9/24/1963 0:00,Rosenthal,Bennett,,4/4/2023 5:01,California,West,1963,9,24,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2259,1200,Real Estate,Atul Ruia,52,India,Mumbai,Real estate,Real Estate,India,,FALSE,N,M,2/26/1971 0:00,Ruia,Atul,,4/4/2023 5:01,,,1971,2,26,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +2259,1200,Finance & Investments,Thomas Sandell,62,United Kingdom,London,Hedge funds,Finance & Investments,Sweden,Sandell Asset Management,TRUE,D,M,2/1/1961 0:00,Sandell,Thomas,Founder,4/4/2023 5:01,,,1961,2,1,119.62,1.7,"$2,827,113,184,696 ",60,101.2,81.3,25.5,30.6,66834405,55.378051,-3.435973 +2259,1200,Food & Beverage,Francesco Saputo,,Canada,Montreal,Cheese,Food & Beverage,Canada,,FALSE,N,M,,Saputo,Francesco,,4/4/2023 5:01,,,,,,116.76,1.9,"$1,736,425,629,520 ",68.9,100.9,81.9,12.8,24.5,36991981,56.130366,-106.346771 +2259,1200,Construction & Engineering,Dhruv Sawhney,78,United Arab Emirates,Dubai,"Engineering, sugar",Construction & Engineering,India,,FALSE,U,M,6/26/1944 0:00,Sawhney,Dhruv,,4/4/2023 5:01,,,1944,6,26,114.52,-1.9,"$421,142,267,938 ",36.8,108.4,77.8,0.1,15.9,9770529,23.424076,53.847818 +2259,1200,Finance & Investments,Gerald Schwartz,81,Canada,Toronto,Finance,Finance & Investments,Canada,,TRUE,D,M,11/24/1941 0:00,Schwartz,Gerald,,4/4/2023 5:01,,,1941,11,24,116.76,1.9,"$1,736,425,629,520 ",68.9,100.9,81.9,12.8,24.5,36991981,56.130366,-106.346771 +2259,1200,Fashion & Retail,Antonio Luiz Seabra,80,United Kingdom,London,Cosmetics,Fashion & Retail,Brazil,,TRUE,D,M,1/1/1943 0:00,Seabra,Antonio Luiz,,4/4/2023 5:01,,,1943,1,1,119.62,1.7,"$2,827,113,184,696 ",60,101.2,81.3,25.5,30.6,66834405,55.378051,-3.435973 +2259,1200,Technology,Eric Ya Shen,52,China,Guangzhou,Online apparel retail,Technology,China,,TRUE,R,M,1/1/1971 0:00,Shen,Eric Ya,,4/4/2023 5:01,,,1971,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2259,1200,Technology,Sytse 'Sid' Sijbrandij,43,United States,San Francisco,Software,Technology,Netherlands,,TRUE,N,M,8/1/1979 0:00,Sijbrandij,Sytse 'Sid',,4/4/2023 5:01,California,West,1979,8,1,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2259,1200,Automotive,Alexander Sixt,43,Germany,Munich,Car rentals,Automotive,Germany,,FALSE,D,M,10/24/1979 0:00,Sixt,Alexander,,4/4/2023 5:01,,,1979,10,24,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +2259,1200,Automotive,Konstantin Sixt,40,Germany,Munich,Car rentals,Automotive,Germany,,FALSE,D,M,12/2/1982 0:00,Sixt,Konstantin,,4/4/2023 5:01,,,1982,12,2,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +2259,1200,Energy,Edwin Soeryadjaya,73,Indonesia,Jakarta,"Coal, investments",Energy,Indonesia,,FALSE,D,M,7/17/1949 0:00,Soeryadjaya,Edwin,,4/4/2023 5:01,,,1949,7,17,151.18,3,"$1,119,190,780,753 ",36.3,106.4,71.5,10.2,30.1,270203917,-0.789275,113.921327 +2259,1200,Healthcare,Abhay Soi,49,India,Mumbai,Healthcare,Healthcare,India,,TRUE,N,M,8/19/1973 0:00,Soi,Abhay,,4/4/2023 5:01,,,1973,8,19,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +2259,1200,Technology,Mike Speiser,52,United Kingdom,London,Software,Technology,United States,Sutter Hill Ventures,TRUE,U,M,1/25/1971 0:00,Speiser,Mike,Managing Director,4/4/2023 5:01,,,1971,1,25,119.62,1.7,"$2,827,113,184,696 ",60,101.2,81.3,25.5,30.6,66834405,55.378051,-3.435973 +2259,1200,Construction & Engineering,Marco Squinzi,51,Italy,Milan,Chemical products,Construction & Engineering,Italy,,FALSE,D,M,9/23/1971 0:00,Squinzi,Marco,,4/4/2023 5:01,,,1971,9,23,110.62,0.6,"$2,001,244,392,042 ",61.9,101.9,82.9,24.3,59.1,60297396,41.87194,12.56738 +2259,1200,Construction & Engineering,Veronica Squinzi,51,Italy,Milan,Chemical products,Construction & Engineering,Italy,,FALSE,D,F,1/1/1972 0:00,Squinzi,Veronica,,4/4/2023 5:01,,,1972,1,1,110.62,0.6,"$2,001,244,392,042 ",61.9,101.9,82.9,24.3,59.1,60297396,41.87194,12.56738 +2259,1200,Finance & Investments,Michael Steinhardt,82,United States,Mount Kisco,Hedge funds,Finance & Investments,United States,,TRUE,E,M,12/7/1940 0:00,Steinhardt,Michael,,4/4/2023 5:01,New York,Northeast,1940,12,7,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2259,1200,Technology,Ion Stoica,58,United States,Berkeley,Data analytics,Technology,Romania,,TRUE,D,M,2/12/1965 0:00,Stoica,Ion,,4/4/2023 5:01,California,West,1965,2,12,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2259,1200,Metals & Mining,Eddy Sugianto,77,Indonesia,Jakarta,Coal,Metals & Mining,Indonesia,,TRUE,N,M,2/11/1946 0:00,Sugianto,Eddy,,4/4/2023 5:01,,,1946,2,11,151.18,3,"$1,119,190,780,753 ",36.3,106.4,71.5,10.2,30.1,270203917,-0.789275,113.921327 +2259,1200,Manufacturing,Luc Tack,61,Belgium,Deinze,"Textile, chemicals",Manufacturing,Belgium,,TRUE,E,M,9/1/1961 0:00,Tack,Luc,,4/4/2023 5:01,,,1961,9,1,117.11,1.4,"$529,606,710,418 ",79.7,103.9,81.6,24,55.4,11484055,50.503887,4.469936 +2259,1200,Food & Beverage,Tony Tan Caktiong,70,Philippines,Manila,Food,Food & Beverage,Philippines,,TRUE,D,M,1/5/1953 0:00,Tan Caktiong,Tony,,4/4/2023 5:01,,,1953,1,5,129.61,2.5,"$376,795,508,680 ",35.5,107.5,71.1,14,43.1,108116615,12.879721,121.774017 +2259,1200,Manufacturing,Xiuguo Tang,59,China,Changsha,Manufacturing,Manufacturing,China,,TRUE,U,M,8/25/1963 0:00,Tang,Xiuguo,,4/4/2023 5:01,,,1963,8,25,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2259,1200,Real Estate,Sam Tarascio,78,Australia,Melbourne,Real estate,Real Estate,Australia,,TRUE,E,M,7/22/1944 0:00,Tarascio,Sam,,4/4/2023 5:01,,,1944,7,22,119.8,1.6,"$1,392,680,589,329 ",113.1,100.3,82.7,23,47.4,25766605,-25.274398,133.775136 +2259,1200,Finance & Investments,Lina Tombolato,75,Italy,Tombolo,Financial services,Finance & Investments,Italy,,FALSE,D,F,7/28/1947 0:00,Tombolato,Lina,,4/4/2023 5:01,,,1947,7,28,110.62,0.6,"$2,001,244,392,042 ",61.9,101.9,82.9,24.3,59.1,60297396,41.87194,12.56738 +2259,1200,Manufacturing,Ching Bor Tung,60,China,Dongguan,Manufacturing,Manufacturing,China,,TRUE,D,M,1/1/1963 0:00,Tung,Ching Bor,,4/4/2023 5:01,,,1963,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2259,1200,Media & Entertainment,Joop van den Ende,81,Netherlands,Baarn,TV shows,Media & Entertainment,Netherlands,,TRUE,D,M,2/23/1942 0:00,van den Ende,Joop,,4/4/2023 5:01,,,1942,2,23,115.91,2.6,"$909,070,395,161 ",85,104.2,81.8,23,41.2,17332850,52.132633,5.291266 +2259,1200,Finance & Investments,Ruben Vardanyan & family,54,Armenia,Erevan,Investment banking,Finance & Investments,Armenia,,TRUE,R,M,5/25/1968 0:00,Vardanyan,Ruben,,4/4/2023 5:01,,,1968,5,25,129.18,1.4,"$13,672,802,158 ",54.6,92.7,74.9,20.9,22.6,2957731,40.069099,45.038189 +2259,1200,Fashion & Retail,Sandro Veronesi & family,63,Italy,Milan,Fashion,Fashion & Retail,Italy,,TRUE,D,M,10/18/1959 0:00,Veronesi,Sandro,,4/4/2023 5:01,,,1959,10,18,110.62,0.6,"$2,001,244,392,042 ",61.9,101.9,82.9,24.3,59.1,60297396,41.87194,12.56738 +2259,1200,Real Estate,Thongma Vijitpongpun,65,Thailand,Bangkok,Real estate,Real Estate,Thailand,,TRUE,E,M,7/8/1957 0:00,Vijitpongpun,Thongma,,4/4/2023 5:01,,,1957,7,8,113.27,0.7,"$543,649,976,166 ",49.3,99.8,76.9,14.9,29.5,69625582,15.870032,100.992541 +2259,1200,Finance & Investments,Thomas von Koch,57,Hong Kong,Hong Kong,Asset management,Finance & Investments,Sweden,,TRUE,D,M,3/24/1966 0:00,von Koch,Thomas,,4/4/2023 5:01,,,1966,3,24,,,,,,,,,,, +2259,1200,Healthcare,Wang Fuji,,China,Zhangzhou,Pharmaceuticals,Healthcare,China,,TRUE,D,M,,Wang,Fuji,,4/4/2023 5:01,,,,,,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2259,1200,Manufacturing,Wang Shih-Chung,61,Taiwan,Taipei,Pneumatic equipments,Manufacturing,Taiwan,,TRUE,N,M,1/1/1962 0:00,Wang,Shih-Chung,,4/4/2023 5:01,,,1962,1,1,,,,,,,,,,, +2259,1200,Manufacturing,Wang Xiaoshen,54,China,Urumchi,Lithium,Manufacturing,China,,TRUE,D,M,10/1/1968 0:00,Wang,Xiaoshen,,4/4/2023 5:01,,,1968,10,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2259,1200,Diversified,J. Wayne Weaver,87,United States,Jacksonville,Shoes,Diversified,United States,,TRUE,E,M,9/1/1935 0:00,Weaver,J. Wayne,,4/4/2023 5:01,Florida,South,1935,9,1,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2259,1200,Food & Beverage,Drorit Wertheim,67,Israel,Bnei Atarot,Coca Cola Israel,Food & Beverage,Israel,,FALSE,D,F,1/1/1956 0:00,Wertheim,Drorit,,4/4/2023 5:01,,,1956,1,1,108.15,0.8,"$395,098,666,122 ",63.4,104.9,82.8,23.1,25.3,9053300,31.046051,34.851612 +2259,1200,Finance & Investments,Cameron Winklevoss,41,United States,New York,Cryptocurrency,Finance & Investments,United States,,TRUE,D,M,8/21/1981 0:00,Winklevoss,Cameron,,4/4/2023 5:01,New York,Northeast,1981,8,21,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2259,1200,Finance & Investments,Tyler Winklevoss,41,United States,New York,Cryptocurrency,Finance & Investments,United States,,TRUE,D,M,8/21/1981 0:00,Winklevoss,Tyler,,4/4/2023 5:01,New York,Northeast,1981,8,21,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2259,1200,Manufacturing,Wu Chung-yi,67,Taiwan,Chang Hwa County,Manufacturing,Manufacturing,Taiwan,,FALSE,E,M,7/1/1955 0:00,Wu,Chung-yi,,4/4/2023 5:01,,,1955,7,1,,,,,,,,,,, +2259,1200,Finance & Investments,Eugene Wu,77,Taiwan,Taipei,Finance,Finance & Investments,Taiwan,,FALSE,D,M,5/3/1945 0:00,Wu,Eugene,,4/4/2023 5:01,,,1945,5,3,,,,,,,,,,, +2259,1200,Fashion & Retail,Wu Yonghua,52,China,Xiamen,Apparel,Fashion & Retail,China,,TRUE,U,M,1/1/1971 0:00,Wu,Yonghua,,4/4/2023 5:01,,,1971,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2259,1200,Manufacturing,Xia Xinde,58,China,Guangzhou,Batteries,Manufacturing,China,,TRUE,U,M,10/15/1964 0:00,Xia,Xinde,,4/4/2023 5:01,,,1964,10,15,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2259,1200,Manufacturing,Wenbo Xiang,60,China,Changsha,Manufacturing,Manufacturing,China,,TRUE,D,M,6/21/1962 0:00,Xiang,Wenbo,,4/4/2023 5:01,,,1962,6,21,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2259,1200,Food & Beverage,Xu Jin,58,China,Huaibei city,Wine,Food & Beverage,China,,TRUE,D,M,1/24/1965 0:00,Xu,Jin,,4/4/2023 5:01,,,1965,1,24,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2259,1200,Manufacturing,Xu Shijun & family,60,China,Nantong,Manufacturing,Manufacturing,China,,TRUE,D,M,3/1/1963 0:00,Xu,Shijun,,4/4/2023 5:01,,,1963,3,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2259,1200,Service,Wanmao Xu,78,China,Ningbo,Education,Service,China,,TRUE,D,M,1/1/1945 0:00,Xu,Wanmao,,4/4/2023 5:01,,,1945,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2259,1200,Manufacturing,Xu Yuejuan,61,China,Hangzhou,Petro Fibre,Manufacturing,China,,TRUE,D,F,1/24/1962 0:00,Xu,Yuejuan,,4/4/2023 5:01,,,1962,1,24,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2259,1200,Healthcare,Vadim Yakunin,60,Russia,Moscow,Pharmacy,Healthcare,Russia,,TRUE,R,M,1/5/1963 0:00,Yakunin,Vadim,,4/4/2023 5:01,,,1963,1,5,180.75,4.5,"$1,699,876,578,871 ",81.9,102.6,72.7,11.4,46.2,144373535,61.52401,105.318756 +2259,1200,Fashion & Retail,Yang Yunyun,46,China,Guangzhou,Retail,Fashion & Retail,China,,TRUE,R,F,1/1/1977 0:00,Yang,Yunyun,,4/4/2023 5:01,,,1977,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2259,1200,Technology,Matei Zaharia,37,United States,Berkeley,Data analytics,Technology,Romania,,TRUE,D,M,4/21/1985 0:00,Zaharia,Matei,,4/4/2023 5:01,California,West,1985,4,21,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2259,1200,Diversified,Zan Shengda,60,China,Nantong,Diversified,Diversified,China,,TRUE,D,M,4/2/1963 0:00,Zan,Shengda,,4/4/2023 5:01,,,1963,4,2,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2259,1200,Technology,Zhang Xuezheng,47,China,Jiaxing,Telecom,Technology,China,,TRUE,D,M,6/1/1975 0:00,Zhang,Xuezheng,,4/4/2023 5:01,,,1975,6,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2259,1200,Manufacturing,Zhang Yin,66,China,Dongguan,Paper manufacturing,Manufacturing,China,,TRUE,D,F,2/1/1957 0:00,Zhang,Yin,,4/4/2023 5:01,,,1957,2,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2259,1200,Healthcare,Ning Zhao,56,China,Shanghai,Pharmaceuticals,Healthcare,United States,,TRUE,Split Family Fortune,F,1/1/1967 0:00,Zhao,Ning,,4/4/2023 5:01,,,1967,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2259,1200,Manufacturing,Zhou Wen & family,58,China,Shanghai,Chemicals,Manufacturing,China,,TRUE,U,M,3/6/1965 0:00,Zhou,Wen,,4/4/2023 5:01,,,1965,3,6,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2259,1200,Construction & Engineering,Zhu Xingliang,63,China,Suzhou,Construction,Construction & Engineering,China,,TRUE,D,M,5/1/1959 0:00,Zhu,Xingliang,,4/4/2023 5:01,,,1959,5,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2405,1100,Fashion & Retail,Hari Krishan Agarwal,66,India,Delhi,Sports shoes,Fashion & Retail,India,,TRUE,N,M,4/5/1956 0:00,Agarwal,Hari Krishan,,4/4/2023 5:01,,,1956,4,5,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +2405,1100,Energy,Farkhad Akhmedov,67,Russia,Moscow,Investments,Energy,Russia,,TRUE,D,M,9/15/1955 0:00,Akhmedov,Farkhad,,4/4/2023 5:01,,,1955,9,15,180.75,4.5,"$1,699,876,578,871 ",81.9,102.6,72.7,11.4,46.2,144373535,61.52401,105.318756 +2405,1100,Healthcare,Prem Kumar Arora,84,,,Pharmaceuticals,Healthcare,India,,FALSE,N,M,9/11/1938 0:00,Arora,Prem Kumar,,4/4/2023 5:01,,,1938,9,11,,,,,,,,,,, +2405,1100,Finance & Investments,Joseph Bae,51,United States,New York,Private equity,Finance & Investments,United States,,TRUE,N,M,1/12/1972 0:00,Bae,Joseph,,4/4/2023 5:01,New York,Northeast,1972,1,12,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2405,1100,Food & Beverage,Abigail Bennett,42,United States,Rochester,Liquor,Food & Beverage,United States,,FALSE,Split Family Fortune,F,12/27/1980 0:00,Bennett,Abigail,,4/4/2023 5:01,New York,Northeast,1980,12,27,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2405,1100,Fashion & Retail,Sara Blakely,52,United States,Atlanta,Spanx,Fashion & Retail,United States,Spanx,TRUE,E,F,2/27/1971 0:00,Blakely,Sara,Founder,4/4/2023 5:01,Georgia,South,1971,2,27,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2405,1100,Finance & Investments,Lloyd Blankfein,68,United States,New York,Banking,Finance & Investments,United States,Goldman Sachs Group,TRUE,E,M,9/20/1954 0:00,Blankfein,Lloyd,CEO,4/4/2023 5:01,New York,Northeast,1954,9,20,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2405,1100,Diversified,Henadiy Boholyubov,61,Ukraine,Dnipro,"Banking, investments",Diversified,Ukraine,,TRUE,E,M,1/1/1962 0:00,Boholyubov,Henadiy,,4/4/2023 5:01,,,1962,1,1,281.66,7.9,"$153,781,069,118 ",82.7,99,71.6,20.1,45.2,44385155,48.379433,31.16558 +2405,1100,Real Estate,Stephane Bonvin,56,Switzerland,Lens,Real estate,Real Estate,Switzerland,,TRUE,D,M,1/1/1967 0:00,Bonvin,Stephane,,4/4/2023 5:01,,,1967,1,1,99.55,0.4,"$703,082,435,360 ",59.6,105.2,83.6,10.1,28.8,8574832,46.818188,8.227512 +2405,1100,Diversified,Oleg Boyko,58,Switzerland,Lipperswil,Diversified,Diversified,Russia,,TRUE,D,M,9/28/1964 0:00,Boyko,Oleg,,4/4/2023 5:01,,,1964,9,28,99.55,0.4,"$703,082,435,360 ",59.6,105.2,83.6,10.1,28.8,8574832,46.818188,8.227512 +2405,1100,Technology,Ryan Breslow,28,United States,Miami,E-commerce software,Technology,United States,Bolt,TRUE,D,M,5/20/1994 0:00,Breslow,Ryan,Cofounder,4/4/2023 5:01,Florida,South,1994,5,20,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2405,1100,Fashion & Retail,Thomas Bruch,72,Germany,St. Wendel,Retail,Fashion & Retail,Germany,,FALSE,D,M,4/25/1950 0:00,Bruch,Thomas,,4/4/2023 5:01,,,1950,4,25,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +2405,1100,Technology,Marina Budiman,61,Indonesia,Jakarta,Data centers,Technology,Indonesia,,TRUE,D,F,9/5/1961 0:00,Budiman,Marina,,4/4/2023 5:01,,,1961,9,5,151.18,3,"$1,119,190,780,753 ",36.3,106.4,71.5,10.2,30.1,270203917,-0.789275,113.921327 +2405,1100,Food & Beverage,Pradip Burman,80,India,Delhi,Consumer goods,Food & Beverage,India,,FALSE,D,M,11/2/1942 0:00,Burman,Pradip,,4/4/2023 5:01,,,1942,11,2,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +2405,1100,Healthcare,Cai Hongbin,,China,Lianyungang,Pharmaceuticals,Healthcare,China,,TRUE,D,M,,Cai,Hongbin,,4/4/2023 5:01,,,,,,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2405,1100,Manufacturing,Cao Kejian,60,China,Quzhou,Air compressors,Manufacturing,China,,TRUE,E,M,4/10/1962 0:00,Cao,Kejian,,4/4/2023 5:01,,,1962,4,10,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2405,1100,Food & Beverage,Giuliana Caprotti,82,Italy,Milan,Supermarkets,Food & Beverage,Italy,,FALSE,D,F,11/21/1940 0:00,Caprotti,Giuliana,,4/4/2023 5:01,,,1940,11,21,110.62,0.6,"$2,001,244,392,042 ",61.9,101.9,82.9,24.3,59.1,60297396,41.87194,12.56738 +2405,1100,Food & Beverage,Marina Caprotti,45,Italy,Milan,Supermarkets,Food & Beverage,Italy,,FALSE,D,F,1/17/1978 0:00,Caprotti,Marina,,4/4/2023 5:01,,,1978,1,17,110.62,0.6,"$2,001,244,392,042 ",61.9,101.9,82.9,24.3,59.1,60297396,41.87194,12.56738 +2405,1100,Technology,Chang Jing,40,China,Beijing,Technology,Technology,China,,TRUE,D,M,8/1/1982 0:00,Chang,Jing,,4/4/2023 5:01,,,1982,8,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2405,1100,Healthcare,Chen Baohua,61,China,Linhai,Pharmaceutical,Healthcare,China,,TRUE,D,M,1/1/1962 0:00,Chen,Baohua,,4/4/2023 5:01,,,1962,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2405,1100,Energy,Gang Chen,55,China,Guangzhou,Solar energy,Energy,China,,TRUE,D,M,1/1/1968 0:00,Chen,Gang,,4/4/2023 5:01,,,1968,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2405,1100,Logistics,Liying Chen,47,China,Shanghai,Package delivery,Logistics,China,,TRUE,D,F,10/30/1975 0:00,Chen,Liying,,4/4/2023 5:01,,,1975,10,30,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2405,1100,Technology,Tony Chen,73,Taiwan,Taichung,Electronics,Technology,Taiwan,,TRUE,U,M,7/1/1949 0:00,Chen,Tony,,4/4/2023 5:01,,,1949,7,1,,,,,,,,,,, +2405,1100,Manufacturing,Chen Xueling,55,China,Shantou,Stationery,Manufacturing,China,,TRUE,D,F,10/16/1967 0:00,Chen,Xueling,,4/4/2023 5:01,,,1967,10,16,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2405,1100,Food & Beverage,Cheng Lili,58,China,Changzhou,Poultry breeding,Food & Beverage,China,,TRUE,D,M,1/1/1965 0:00,Cheng,Lili,,4/4/2023 5:01,,,1965,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2405,1100,Technology,Cho Jyh-jer,,,,Semiconductors,Technology,Taiwan,,TRUE,D,M,,Cho,Jyh-jer,,4/4/2023 5:01,,,,,,,,,,,,,,,, +2405,1100,Technology,Weili Dai,61,United States,Las Vegas,Semiconductors,Technology,United States,Marvell Technology Group Ltd.,TRUE,D,F,9/14/1961 0:00,Dai,Weili,Cofounder-President,4/4/2023 5:01,Nevada,West,1961,9,14,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2405,1100,Food & Beverage,Carmen Daurella Aguilera,,Spain,Barcelona,Coca-Cola bottler,Food & Beverage,Spain,,FALSE,R,F,,Daurella Aguilera,Carmen,,4/4/2023 5:01,,,,,,110.96,0.7,"$1,394,116,310,769 ",88.9,102.7,83.3,14.2,47,47076781,40.463667,-3.74922 +2405,1100,Manufacturing,Deng Yingzhong,72,China,Zhongshan,Paper,Manufacturing,China,,TRUE,D,M,1/1/1951 0:00,Deng,Yingzhong,,4/4/2023 5:01,,,1951,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2405,1100,Finance & Investments,Shlomo Eliahu,87,Israel,Tel Aviv,Insurance,Finance & Investments,Israel,,TRUE,D,M,1/18/1936 0:00,Eliahu,Shlomo,,4/4/2023 5:01,,,1936,1,18,108.15,0.8,"$395,098,666,122 ",63.4,104.9,82.8,23.1,25.3,9053300,31.046051,34.851612 +2405,1100,Finance & Investments,Henry Engelhardt,65,United Kingdom,Cardiff,Insurance,Finance & Investments,United States,Admiral Group ,TRUE,D,M,1/17/1958 0:00,Engelhardt,Henry,Chief Executive Officer,4/4/2023 5:01,,,1958,1,17,119.62,1.7,"$2,827,113,184,696 ",60,101.2,81.3,25.5,30.6,66834405,55.378051,-3.435973 +2405,1100,Service,Gabriel Escarrer,88,Spain,Palma de Majorca,Hotels,Service,Spain,,TRUE,E,M,3/2/1935 0:00,Escarrer,Gabriel,,4/4/2023 5:01,,,1935,3,2,110.96,0.7,"$1,394,116,310,769 ",88.9,102.7,83.3,14.2,47,47076781,40.463667,-3.74922 +2405,1100,Manufacturing,Daniel Feffer,63,Brazil,São Paulo,Pulp and paper,Manufacturing,Brazil,,FALSE,D,M,10/28/1959 0:00,Feffer,Daniel,,4/4/2023 5:01,,,1959,10,28,167.4,3.7,"$1,839,758,040,766 ",51.3,115.4,75.7,14.2,65.1,212559417,-14.235004,-51.92528 +2405,1100,Manufacturing,Ruben Feffer,53,Brazil,São Paulo,Pulp and paper,Manufacturing,Brazil,,FALSE,D,M,,Feffer,Ruben,,4/4/2023 5:01,,,,,,167.4,3.7,"$1,839,758,040,766 ",51.3,115.4,75.7,14.2,65.1,212559417,-14.235004,-51.92528 +2405,1100,Telecom,Gleb Fetisov,56,Cyprus,Limassol,Investments,Telecom,Russia,,TRUE,D,M,6/5/1966 0:00,Fetisov,Gleb,,4/4/2023 5:01,,,1966,6,5,102.51,0.3,"$24,564,647,935 ",75.9,99.3,80.8,24.5,22.4,1198575,35.126413,33.429859 +2405,1100,Fashion & Retail,Paul Fireman,79,United States,Brookline,Reebok,Fashion & Retail,United States,,TRUE,E,M,2/14/1944 0:00,Fireman,Paul,,4/4/2023 5:01,Massachusetts,Northeast,1944,2,14,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2405,1100,Fashion & Retail,Robert Fisher,69,United States,San Francisco,Gap,Fashion & Retail,United States,Gap Inc.,FALSE,D,M,8/1/1953 0:00,Fisher,Robert,Chairman of the Board,4/4/2023 5:01,California,West,1953,8,1,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2405,1100,Fashion & Retail,Bernd Freier,66,Germany,Rottendorf,Fashion retail,Fashion & Retail,Germany,,TRUE,D,M,1/1/1957 0:00,Freier,Bernd,,4/4/2023 5:01,,,1957,1,1,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +2405,1100,Manufacturing,Donald Friese,82,United States,Los Angeles,Manufacturing,Manufacturing,United States,,TRUE,E,M,10/3/1940 0:00,Friese,Donald,,4/4/2023 5:01,California,West,1940,10,3,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2405,1100,Healthcare,Gan Zhongru,74,China,Beijing,Pharmaceuticals,Healthcare,China,,TRUE,D,M,7/1/1948 0:00,Gan,Zhongru,,4/4/2023 5:01,,,1948,7,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2405,1100,Fashion & Retail,Rahul Gautam,70,India,Delhi,Mattresses,Fashion & Retail,India,,FALSE,D,M,11/18/1952 0:00,Gautam,Rahul,,4/4/2023 5:01,,,1952,11,18,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +2405,1100,Finance & Investments,David Golub,60,United States,New York,Private equity,Finance & Investments,United States,,TRUE,E,M,4/16/1962 0:00,Golub,David,Investor,4/4/2023 5:01,New York,Northeast,1962,4,16,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2405,1100,Real Estate,Pavel Golubkov,47,Russia,Moscow,"Building, development",Real Estate,Russia,,TRUE,N,M,3/13/1976 0:00,Golubkov,Pavel,,4/4/2023 5:01,,,1976,3,13,180.75,4.5,"$1,699,876,578,871 ",81.9,102.6,72.7,11.4,46.2,144373535,61.52401,105.318756 +2405,1100,Fashion & Retail,Cristina Green,,United Kingdom,London,Fashion retail,Fashion & Retail,United Kingdom,,TRUE,Split Family Fortune,F,,Green,Cristina,,4/4/2023 5:01,,,,,,119.62,1.7,"$2,827,113,184,696 ",60,101.2,81.3,25.5,30.6,66834405,55.378051,-3.435973 +2405,1100,Fashion & Retail,Philip Green,,United Kingdom,London,Fashion retail,Fashion & Retail,United Kingdom,,TRUE,Split Family Fortune,M,,Green,Philip,,4/4/2023 5:01,,,,,,119.62,1.7,"$2,827,113,184,696 ",60,101.2,81.3,25.5,30.6,66834405,55.378051,-3.435973 +2405,1100,Energy,Said Gutseriev,34,United Kingdom,London,"Retail, investments",Energy,Russia,,FALSE,R,M,4/18/1988 0:00,Gutseriev,Said,,4/4/2023 5:01,,,1988,4,18,119.62,1.7,"$2,827,113,184,696 ",60,101.2,81.3,25.5,30.6,66834405,55.378051,-3.435973 +2405,1100,Service,Polys Haji-Ioannou,63,Monaco,Monaco,EasyJet,Service,Cyprus,,FALSE,U,M,1/11/1960 0:00,Haji-Ioannou,Polys,,4/4/2023 5:01,,,1960,1,11,,,"$7,184,844,193 ",,,,,,38964,43.7384176,7.4246158 +2405,1100,Food & Beverage,He Zuxun,57,China,Kunming,Pig breeding,Food & Beverage,China,,TRUE,D,M,10/28/1965 0:00,He,Zuxun,,4/4/2023 5:01,,,1965,10,28,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2405,1100,Finance & Investments,Christian Herz,,Germany,Hamburg,Coffee,Finance & Investments,Germany,,FALSE,E,M,,Herz,Christian,,4/4/2023 5:01,,,,,,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +2405,1100,Finance & Investments,Michaela Herz,,Germany,Hamburg,Coffee,Finance & Investments,Germany,,FALSE,E,F,,Herz,Michaela,,4/4/2023 5:01,,,,,,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +2405,1100,Technology,David Hindawi,78,United States,Seattle,Software,Technology,United States,Tanium,TRUE,D,M,12/8/1944 0:00,Hindawi,David,Executive Chairman,4/4/2023 5:01,Washington,West,1944,12,8,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2405,1100,Technology,Huang Shan,52,China,Shenzhen,Software,Technology,China,,TRUE,R,M,8/9/1970 0:00,Huang,Shan,,4/4/2023 5:01,,,1970,8,9,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2405,1100,Technology,Huang Xiaofen & family,61,China,Shenzhen,Printed circuit boards,Technology,China,,TRUE,D,F,1/1/1962 0:00,Huang,Xiaofen,,4/4/2023 5:01,,,1962,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2405,1100,Automotive,Hiroshi Ishibashi,76,Japan,Tokyo,Tires,Automotive,Japan,,FALSE,U,M,8/1/1946 0:00,Ishibashi,Hiroshi,,4/4/2023 5:01,,,1946,8,1,105.48,0.5,"$5,081,769,542,380 ",63.2,98.8,84.2,11.9,46.7,126226568,36.204824,138.252924 +2405,1100,Gambling & Casinos,Masayuki Ishihara,74,Japan,Tokyo,Pachinko machines,Gambling & Casinos,Japan,,FALSE,R,M,12/15/1948 0:00,Ishihara,Masayuki,,4/4/2023 5:01,,,1948,12,15,105.48,0.5,"$5,081,769,542,380 ",63.2,98.8,84.2,11.9,46.7,126226568,36.204824,138.252924 +2405,1100,Finance & Investments,Chatchai Kaewbootta,71,Thailand,Bangkok,Auto loans,Finance & Investments,Thailand,,TRUE,D,M,7/5/1951 0:00,Kaewbootta,Chatchai,,4/4/2023 5:01,,,1951,7,5,113.27,0.7,"$543,649,976,166 ",49.3,99.8,76.9,14.9,29.5,69625582,15.870032,100.992541 +2405,1100,Finance & Investments,Nikhil Kamath,36,India,Bangalore,Financial services,Finance & Investments,India,,TRUE,N,M,9/5/1986 0:00,Kamath,Nikhil,,4/4/2023 5:01,,,1986,9,5,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +2405,1100,Finance & Investments,Jonas Kamprad,57,United Kingdom,London,IKEA,Finance & Investments,Sweden,,FALSE,E,M,3/4/1966 0:00,Kamprad,Jonas,,4/4/2023 5:01,,,1966,3,4,119.62,1.7,"$2,827,113,184,696 ",60,101.2,81.3,25.5,30.6,66834405,55.378051,-3.435973 +2405,1100,Finance & Investments,Mathias Kamprad,53,United Kingdom,London,IKEA,Finance & Investments,Sweden,,FALSE,E,M,6/27/1969 0:00,Kamprad,Mathias,,4/4/2023 5:01,,,1969,6,27,119.62,1.7,"$2,827,113,184,696 ",60,101.2,81.3,25.5,30.6,66834405,55.378051,-3.435973 +2405,1100,Finance & Investments,Peter Kamprad,59,Belgium,Tervuren,IKEA,Finance & Investments,Sweden,,FALSE,E,M,3/29/1964 0:00,Kamprad,Peter,,4/4/2023 5:01,,,1964,3,29,117.11,1.4,"$529,606,710,418 ",79.7,103.9,81.6,24,55.4,11484055,50.503887,4.469936 +2405,1100,Service,Fumio Kaneko,66,Japan,Kobe,Waste management,Service,Japan,,TRUE,N,M,10/17/1956 0:00,Kaneko,Fumio,,4/4/2023 5:01,,,1956,10,17,105.48,0.5,"$5,081,769,542,380 ",63.2,98.8,84.2,11.9,46.7,126226568,36.204824,138.252924 +2405,1100,Automotive,Sunjay Kapur,51,India,Delhi,Auto parts,Automotive,United States,,FALSE,D,M,10/15/1971 0:00,Kapur,Sunjay,,4/4/2023 5:01,,,1971,10,15,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +2405,1100,Energy,Ali Metin Kazanci,88,Turkey,Istanbul,Energy,Energy,Turkey,,TRUE,R,M,8/30/1934 0:00,Kazanci,Ali Metin,,4/4/2023 5:01,,,1934,8,30,234.44,15.2,"$754,411,708,203 ",23.9,93.2,77.4,17.9,42.3,83429615,38.963745,35.243322 +2405,1100,Healthcare,Kangbao Ke & family,60,China,Guangzhou,Retailing,Healthcare,China,,TRUE,U,M,1/1/1963 0:00,Ke,Kangbao,,4/4/2023 5:01,,,1963,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2405,1100,Sports,Carsten Koerl,58,Switzerland,Zurich,Sports data,Sports,Germany,,TRUE,D,M,11/27/1964 0:00,Koerl,Carsten,"Entrepreneur, Investor",4/4/2023 5:01,,,1964,11,27,99.55,0.4,"$703,082,435,360 ",59.6,105.2,83.6,10.1,28.8,8574832,46.818188,8.227512 +2405,1100,Technology,Koo Bon-sik,64,South Korea,Seoul,LG,Technology,South Korea,Heesung,FALSE,E,M,6/28/1958 0:00,Koo,Bon-sik,,4/4/2023 5:01,,,1958,6,28,115.16,0.4,"$2,029,000,000,000 ",94.3,98.1,82.6,15.6,33.2,51709098,35.907757,127.766922 +2405,1100,Energy,Andrei Kosogov,62,Russia,Moscow,Banking,Energy,Russia,,TRUE,D,M,3/15/1961 0:00,Kosogov,Andrei,,4/4/2023 5:01,,,1961,3,15,180.75,4.5,"$1,699,876,578,871 ",81.9,102.6,72.7,11.4,46.2,144373535,61.52401,105.318756 +2405,1100,Manufacturing,Yogesh Kothari,74,India,Mumbai,Specialty chemicals,Manufacturing,India,,TRUE,D,M,1/1/1949 0:00,Kothari,Yogesh,,4/4/2023 5:01,,,1949,1,1,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +2405,1100,Healthcare,Arvind Lal,73,India,Delhi,Medical diagnostics,Healthcare,India,,FALSE,D,M,8/22/1949 0:00,Lal,Arvind,,4/4/2023 5:01,,,1949,8,22,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +2405,1100,Gambling & Casinos,Manuel Lao Hernández,78,Spain,Matadepera,Casinos,Gambling & Casinos,Spain,,TRUE,D,M,6/10/1944 0:00,Lao Hernández,Manuel,,4/4/2023 5:01,,,1944,6,10,110.96,0.7,"$1,394,116,310,769 ",88.9,102.7,83.3,14.2,47,47076781,40.463667,-3.74922 +2405,1100,Construction & Engineering,Lee Joong-keun,82,South Korea,Seoul,"Construction, real estate",Construction & Engineering,South Korea,Booyoung Group,TRUE,D,M,1/11/1941 0:00,Lee,Joong-keun,,4/4/2023 5:01,,,1941,1,11,115.16,0.4,"$2,029,000,000,000 ",94.3,98.1,82.6,15.6,33.2,51709098,35.907757,127.766922 +2405,1100,Finance & Investments,Nancy Lerner,62,United States,Cleveland,"Banking, credit cards",Finance & Investments,United States,,FALSE,E,F,5/11/1960 0:00,Lerner,Nancy,,4/4/2023 5:01,Ohio,Midwest,1960,5,11,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2405,1100,Finance & Investments,Norma Lerner,87,United States,Cleveland,Banking,Finance & Investments,United States,,FALSE,E,F,3/28/1936 0:00,Lerner,Norma,,4/4/2023 5:01,Ohio,Midwest,1936,3,28,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2405,1100,Finance & Investments,Randolph Lerner,61,United States,Cleveland,"Banking, credit cards",Finance & Investments,United States,,FALSE,E,M,2/21/1962 0:00,Lerner,Randolph,,4/4/2023 5:01,Ohio,Midwest,1962,2,21,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2405,1100,Healthcare,Lin Zhijun,47,China,Xiamen,Medical devices,Healthcare,China,,TRUE,D,M,9/1/1975 0:00,Lin,Zhijun,,4/4/2023 5:01,,,1975,9,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2405,1100,Healthcare,Lin Zhixiong & family,49,China,Xiamen,Medical devices,Healthcare,China,,TRUE,D,M,7/1/1973 0:00,Lin,Zhixiong,,4/4/2023 5:01,,,1973,7,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2405,1100,Manufacturing,Jeffrey Lorberbaum,68,United States,Chattanooga,Flooring,Manufacturing,United States,,FALSE,D,M,10/25/1954 0:00,Lorberbaum,Jeffrey,,4/4/2023 5:01,Tennessee,South,1954,10,25,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2405,1100,Telecom,Lu Rongfu,52,China,Xiamen,Telecommunication,Telecom,China,,TRUE,D,M,1/1/1971 0:00,Lu,Rongfu,,4/4/2023 5:01,,,1971,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2405,1100,Fashion & Retail,Lyu Yixiong,60,China,Shanghai,Cosmetics,Fashion & Retail,China,,TRUE,N,M,1/1/1963 0:00,Lyu,Yixiong,,4/4/2023 5:01,,,1963,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2405,1100,Technology,Soichiro Minami,46,Japan,Tokyo,Internet and software,Technology,Japan,,TRUE,E,M,6/15/1976 0:00,Minami,Soichiro,,4/4/2023 5:01,,,1976,6,15,105.48,0.5,"$5,081,769,542,380 ",63.2,98.8,84.2,11.9,46.7,126226568,36.204824,138.252924 +2405,1100,Automotive,Pawan Munjal,68,India,Delhi,Two wheelers,Automotive,India,,FALSE,Split Family Fortune,M,10/28/1954 0:00,Munjal,Pawan,,4/4/2023 5:01,,,1954,10,28,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +2405,1100,Automotive,Renu Munjal,68,India,Delhi,Two wheelers,Automotive,India,,FALSE,Split Family Fortune,F,3/6/1955 0:00,Munjal,Renu,,4/4/2023 5:01,,,1955,3,6,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +2405,1100,Automotive,Suman Munjal,70,India,Delhi,Motorcycles,Automotive,India,,FALSE,Split Family Fortune,M,2/26/1953 0:00,Munjal,Suman,,4/4/2023 5:01,,,1953,2,26,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +2405,1100,Energy,Dmitry Nikolaev,56,Russia,Kemerovo,Coal,Energy,Russia,,TRUE,N,M,8/17/1966 0:00,Nikolaev,Dmitry ,,4/4/2023 5:01,,,1966,8,17,180.75,4.5,"$1,699,876,578,871 ",81.9,102.6,72.7,11.4,46.2,144373535,61.52401,105.318756 +2405,1100,Automotive,Sjamsul Nursalim,81,Singapore,Singapore,"Tires, retail",Automotive,Indonesia,,FALSE,R,M,1/19/1942 0:00,Nursalim,Sjamsul,,4/4/2023 5:01,,,1942,1,19,114.41,0.6,"$372,062,527,489 ",84.8,100.6,83.1,13.1,21,5703569,1.352083,103.819836 +2405,1100,Fashion & Retail,Adrian Paval,54,Romania,Bacau,Retail,Fashion & Retail,Romania,,TRUE,U,M,9/23/1968 0:00,Paval,Adrian,,4/4/2023 5:01,,,1968,9,23,123.78,3.8,"$250,077,444,017 ",49.4,85.2,75.4,14.6,20,19356544,45.943161,24.96676 +2405,1100,Diversified,Antonio Percassi,69,Italy,Bergamo,"Real estate, diversified",Diversified,Italy,,TRUE,D,M,6/9/1953 0:00,Percassi,Antonio,,4/4/2023 5:01,,,1953,6,9,110.62,0.6,"$2,001,244,392,042 ",61.9,101.9,82.9,24.3,59.1,60297396,41.87194,12.56738 +2405,1100,Fashion & Retail,Kevin Plank,50,United States,Lutherville-Timonium,Under Armour,Fashion & Retail,United States,Under Armour,TRUE,D,M,8/13/1972 0:00,Plank,Kevin,Chairman and CEO,4/4/2023 5:01,Maryland,South,1972,8,13,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2405,1100,Healthcare,G.V. Prasad,62,India,Hyderabad,Pharmaceuticals,Healthcare,India,,FALSE,U,M,11/22/1960 0:00,Prasad,G.V.,,4/4/2023 5:01,,,1960,11,22,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +2405,1100,Healthcare,Pu Zhongjie & family,60,China,Beijing,Medical equipment,Healthcare,China,,TRUE,E,M,1/1/1963 0:00,Pu,Zhongjie,,4/4/2023 5:01,,,1963,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2405,1100,Healthcare,Rao Wei & family,58,China,Shenzhen,Pharmaceuticals,Healthcare,China,,TRUE,R,M,11/12/1964 0:00,Rao,Wei,,4/4/2023 5:01,,,1964,11,12,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2405,1100,Service,Helena Revoredo,76,Spain,Madrid,Security services,Service,Spain,,FALSE,D,F,2/10/1947 0:00,Revoredo,Helena,,4/4/2023 5:01,,,1947,2,10,110.96,0.7,"$1,394,116,310,769 ",88.9,102.7,83.3,14.2,47,47076781,40.463667,-3.74922 +2405,1100,Finance & Investments,Matthew Roszak,50,United States,Chicago,Cryptocurrency,Finance & Investments,United States,,TRUE,D,M,12/9/1972 0:00,Roszak,Matthew,,4/4/2023 5:01,Illinois,Midwest,1972,12,9,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2405,1100,Technology,Paul Sciarra,42,United States,San Francisco,Pinterest,Technology,United States,,TRUE,D,M,2/15/1981 0:00,Sciarra,Paul,,4/4/2023 5:01,California,West,1981,2,15,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2405,1100,Finance & Investments,Rajesh Sharma,53,India,Mumbai,Finance,Finance & Investments,India,,FALSE,N,M,2/25/1970 0:00,Sharma,Rajesh,,4/4/2023 5:01,,,1970,2,25,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +2405,1100,Energy,Dean Solon,58,United States,Gallatin,Solar systems,Energy,United States,,TRUE,U,M,1/1/1965 0:00,Solon,Dean,,4/4/2023 5:01,Tennessee,South,1965,1,1,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2405,1100,Finance & Investments,Michael Spencer,67,United Kingdom,"London, Suffolk",Stock exchange,Finance & Investments,United Kingdom,,TRUE,E,M,5/30/1955 0:00,Spencer,Michael,,4/4/2023 5:01,,,1955,5,30,119.62,1.7,"$2,827,113,184,696 ",60,101.2,81.3,25.5,30.6,66834405,55.378051,-3.435973 +2405,1100,Finance & Investments,Joseph Steinberg,79,United States,New York,Investments,Finance & Investments,United States,,TRUE,U,M,2/5/1944 0:00,Steinberg,Joseph,,4/4/2023 5:01,New York,Northeast,1944,2,5,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2405,1100,Food & Beverage,Zachary Stern,41,United States,Jackson,Liquor,Food & Beverage,United States,,FALSE,Split Family Fortune,M,1/9/1982 0:00,Stern,Zachary,,4/4/2023 5:01,Wyoming,South,1982,1,9,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2405,1100,Manufacturing,Manny Stul,73,Australia,Melbourne,Toys,Manufacturing,Australia,,TRUE,D,M,5/9/1949 0:00,Stul,Manny,,4/4/2023 5:01,,,1949,5,9,119.8,1.6,"$1,392,680,589,329 ",113.1,100.3,82.7,23,47.4,25766605,-25.274398,133.775136 +2405,1100,Technology,Sun Hongjun,49,China,Shanghai,Semiconductors,Technology,China,,TRUE,D,M,7/1/1973 0:00,Sun,Hongjun,,4/4/2023 5:01,,,1973,7,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2405,1100,Manufacturing,Sun Weijie,59,China,Yantai,Oilfield equipment,Manufacturing,China,,TRUE,D,M,7/26/1963 0:00,Sun,Weijie,,4/4/2023 5:01,,,1963,7,26,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2405,1100,Technology,Sehat Sutardja,61,United States,Las Vegas,Semiconductors,Technology,United States,,TRUE,D,M,7/9/1961 0:00,Sutardja,Sehat,,4/4/2023 5:01,Nevada,West,1961,7,9,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2405,1100,Media & Entertainment,Min-Liang Tan,45,Singapore,Singapore,gaming,Media & Entertainment,Singapore,,TRUE,R,M,11/5/1977 0:00,Tan,Min-Liang,,4/4/2023 5:01,,,1977,11,5,114.41,0.6,"$372,062,527,489 ",84.8,100.6,83.1,13.1,21,5703569,1.352083,103.819836 +2405,1100,Fashion & Retail,Tan Yu Yeh,52,Malaysia,Selangor,Retail,Fashion & Retail,Malaysia,,TRUE,D,M,1/1/1971 0:00,Tan,Yu Yeh,,4/4/2023 5:01,,,1971,1,1,121.46,0.7,"$364,701,517,788 ",45.1,105.3,76,12,38.7,32447385,4.210484,101.975766 +2405,1100,Automotive,Tang Aoqi & family,77,China,Changzhou,Auto parts,Automotive,China,,TRUE,N,M,4/11/1945 0:00,Tang,Aoqi,,4/4/2023 5:01,,,1945,4,11,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2405,1100,Manufacturing,Vonnarat Tangkaravakoon,51,Thailand,Bangkok,"Wire & cables, paints",Manufacturing,Thailand,,FALSE,D,M,9/11/1971 0:00,Tangkaravakoon,Vonnarat,,4/4/2023 5:01,,,1971,9,11,113.27,0.7,"$543,649,976,166 ",49.3,99.8,76.9,14.9,29.5,69625582,15.870032,100.992541 +2405,1100,Food & Beverage,Tsao Ter-fung,76,Taiwan,Taipei,Food,Food & Beverage,Taiwan,,TRUE,N,M,1/1/1947 0:00,Tsao,Ter-fung,,4/4/2023 5:01,,,1947,1,1,,,,,,,,,,, +2405,1100,Manufacturing,Tung Ching Sai,58,China,Dongguan,Manufacturing,Manufacturing,China,,TRUE,D,M,1/1/1965 0:00,Tung,Ching Sai,,4/4/2023 5:01,,,1965,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2405,1100,Technology,Arkady Volozh,59,Israel,Tel Aviv,Search engine,Technology,Russia,,TRUE,R,M,2/11/1964 0:00,Volozh,Arkady,,4/4/2023 5:01,,,1964,2,11,108.15,0.8,"$395,098,666,122 ",63.4,104.9,82.8,23.1,25.3,9053300,31.046051,34.851612 +2405,1100,Manufacturing,Peter-Alexander Wacker,71,Germany,Starnberg,Chemicals,Manufacturing,Germany,,FALSE,U,M,10/2/1951 0:00,Wacker,Peter-Alexander,,4/4/2023 5:01,,,1951,10,2,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +2405,1100,Food & Beverage,Wan Long,82,China,Luohe,Food,Food & Beverage,China,,TRUE,D,M,9/1/1940 0:00,Wan,Long,,4/4/2023 5:01,,,1940,9,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2405,1100,Diversified,Wang Han,35,China,Shanghai,Airline,Diversified,China,,FALSE,D,M,8/1/1987 0:00,Wang,Han,,4/4/2023 5:01,,,1987,8,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2405,1100,Media & Entertainment,Lars Wingefors,46,Sweden,Karlstad,Video games,Media & Entertainment,Sweden,,TRUE,D,M,4/2/1977 0:00,Wingefors,Lars,,4/4/2023 5:01,,,1977,4,2,110.51,1.8,"$530,832,908,738 ",67,126.6,82.5,27.9,49.1,10285453,60.128161,18.643501 +2405,1100,Manufacturing,Allan Wong,73,Hong Kong,Hong Kong,Electronics,Manufacturing,Hong Kong,,TRUE,E,M,4/1/1950 0:00,Wong,Allan,,4/4/2023 5:01,,,1950,4,1,,,,,,,,,,, +2405,1100,Sports,Tiger Woods,47,United States,Jupiter Island,Golf,Sports,United States,PGA,TRUE,N,M,12/30/1975 0:00,Woods,Tiger,Athlete,4/4/2023 5:01,Florida,South,1975,12,30,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2405,1100,Fashion & Retail,Horst Wortmann,81,Germany,Detmold,Footwear,Fashion & Retail,Germany,,TRUE,D,M,5/8/1941 0:00,Wortmann,Horst,,4/4/2023 5:01,,,1941,5,8,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +2405,1100,Telecom,Wu Kaiting,53,China,Xiamen,Electronics,Telecom,Hong Kong,,TRUE,D,M,12/1/1969 0:00,Wu,Kaiting,,4/4/2023 5:01,,,1969,12,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2405,1100,Manufacturing,Wu Li-gann,82,Taiwan,Kaohsiung,Electronic components,Manufacturing,Taiwan,,TRUE,D,M,1/1/1941 0:00,Wu,Li-gann,,4/4/2023 5:01,,,1941,1,1,,,,,,,,,,, +2405,1100,Food & Beverage,Wu Xiangdong,54,China,Beijing,Consumer,Food & Beverage,China,,TRUE,D,M,1/1/1969 0:00,Wu,Xiangdong,,4/4/2023 5:01,,,1969,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2405,1100,Healthcare,Xiu Laigui,68,China,Tonghua,Pharmaceuticals,Healthcare,China,,TRUE,D,M,7/1/1954 0:00,Xiu,Laigui,,4/4/2023 5:01,,,1954,7,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2405,1100,Healthcare,Xu Jiangnan,61,China,Leping,Vitamins,Healthcare,China,,TRUE,N,M,1/1/1962 0:00,Xu,Jiangnan,,4/4/2023 5:01,,,1962,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2405,1100,Telecom,Xue Jiping,72,China,Nantong,Cable,Telecom,China,,TRUE,D,M,1/1/1951 0:00,Xue,Jiping,,4/4/2023 5:01,,,1951,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2405,1100,Manufacturing,Yao Hsiao Tung,83,Singapore,Singapore,Manufacturing,Manufacturing,Singapore,,TRUE,U,M,1/1/1940 0:00,Yao,Hsiao Tung,,4/4/2023 5:01,,,1940,1,1,114.41,0.6,"$372,062,527,489 ",84.8,100.6,83.1,13.1,21,5703569,1.352083,103.819836 +2405,1100,Technology,Ye Qiongjiu,68,China,Hangzhou,Software,Technology,China,,TRUE,U,F,10/14/1954 0:00,Ye,Qiongjiu,,4/4/2023 5:01,,,1954,10,14,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2405,1100,Food & Beverage,Yanqiao Ye,53,China,Foshan,Soy sauce,Food & Beverage,China,,TRUE,D,M,10/1/1969 0:00,Ye,Yanqiao,,4/4/2023 5:01,,,1969,10,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2405,1100,Manufacturing,Yeh Kuo-I,81,,,Manufacturing,Manufacturing,Taiwan,,TRUE,D,M,4/21/1941 0:00,Yeh,Kuo-I,,4/4/2023 5:01,,,1941,4,21,,,,,,,,,,, +2405,1100,Media & Entertainment,Yu Faxiang,51,China,Shaoxing,"Tourism, cultural industry",Media & Entertainment,China,,TRUE,D,M,10/7/1971 0:00,Yu,Faxiang,,4/4/2023 5:01,,,1971,10,7,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2405,1100,Metals & Mining,Zeng Chaolin,40,China,Yongzhou,Aluminium,Metals & Mining,China,,FALSE,D,M,8/1/1982 0:00,Zeng,Chaolin,,4/4/2023 5:01,,,1982,8,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2405,1100,Construction & Engineering,Kapeng Zhang,58,China,Linhai,Building materials,Construction & Engineering,China,,TRUE,U,M,1/1/1965 0:00,Zhang,Kapeng,,4/4/2023 5:01,,,1965,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2405,1100,Fashion & Retail,Zhang Xuansong,51,China,Fuzhou,Supermarkets,Fashion & Retail,China,,TRUE,D,M,10/9/1971 0:00,Zhang,Xuansong,,4/4/2023 5:01,,,1971,10,9,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2405,1100,Food & Beverage,Zhang Xuewu,48,China,Changsha,Snacks,Food & Beverage,China,,TRUE,R,M,8/19/1974 0:00,Zhang,Xuewu,,4/4/2023 5:01,,,1974,8,19,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2405,1100,Technology,Zhu Yiming,50,China,Beijing,Semiconductors,Technology,China,,TRUE,D,M,7/1/1972 0:00,Zhu,Yiming,,4/4/2023 5:01,,,1972,7,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2405,1100,Manufacturing,Zhu Zhaojiang,49,China,Shenzhen,Smartphones,Manufacturing,China,,TRUE,D,M,1/1/1974 0:00,Zhu,Zhaojiang,,4/4/2023 5:01,,,1974,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2405,1100,Manufacturing,Zhuo Jun,57,Hong Kong,Hong Kong,Printed circuit boards,Manufacturing,Hong Kong,,FALSE,D,F,1/1/1966 0:00,Zhuo,Jun,,4/4/2023 5:01,,,1966,1,1,,,,,,,,,,, +2540,1000,Food & Beverage,Manohar Lal Agarwal,68,India,Delhi,Snacks,Food & Beverage,India,,FALSE,N,M,10/30/1954 0:00,Agarwal,Manohar Lal,,4/4/2023 5:01,,,1954,10,30,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +2540,1000,Finance & Investments,Christian Angermayer,44,United Kingdom,London,Investments,Finance & Investments,Germany,,TRUE,D,M,4/26/1978 0:00,Angermayer,Christian,,4/4/2023 5:01,,,1978,4,26,119.62,1.7,"$2,827,113,184,696 ",60,101.2,81.3,25.5,30.6,66834405,55.378051,-3.435973 +2540,1000,Fashion & Retail,Ryuji Arai,76,Japan,Tokyo,Retail,Fashion & Retail,Japan,,TRUE,D,M,5/28/1946 0:00,Arai,Ryuji,,4/4/2023 5:01,,,1946,5,28,105.48,0.5,"$5,081,769,542,380 ",63.2,98.8,84.2,11.9,46.7,126226568,36.204824,138.252924 +2540,1000,Healthcare,Anna Maria Braun,44,Germany,Melsungen,Medical technology,Healthcare,Germany,,FALSE,D,F,1/1/1979 0:00,Braun,Anna Maria,,4/4/2023 5:01,,,1979,1,1,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +2540,1000,Healthcare,Johanna Braun,43,Germany,Melsungen,Medical technology,Healthcare,Germany,,FALSE,E,F,1/1/1980 0:00,Braun,Johanna,,4/4/2023 5:01,,,1980,1,1,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +2540,1000,Healthcare,Karl Friedrich Braun,40,Germany,Melsungen,Medical technology,Healthcare,Germany,,FALSE,E,M,1/1/1983 0:00,Braun,Karl Friedrich,,4/4/2023 5:01,,,1983,1,1,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +2540,1000,Healthcare,Ludwig Theodor Braun,33,Germany,Melsungen,Medical technology,Healthcare,Germany,,FALSE,D,M,1/1/1990 0:00,Braun,Ludwig Theodor,,4/4/2023 5:01,,,1990,1,1,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +2540,1000,Diversified,Ana Maria Brescia Cafferata,98,Peru,Lima,"Mining, banking",Diversified,Peru,,FALSE,D,F,4/19/1924 0:00,Brescia Cafferata,Ana Maria,,4/4/2023 5:01,,,1924,4,19,129.78,2.1,"$226,848,050,820 ",70.7,106.9,76.5,14.3,36.8,32510453,-9.189967,-75.015152 +2540,1000,Media & Entertainment,Jimmy Buffett,76,United States,Palm Beach,"Entertainment, Margaritaville",Media & Entertainment,United States,,TRUE,N,M,12/25/1946 0:00,Buffett,Jimmy,Musician,4/4/2023 5:01,Florida,,1946,12,25,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2540,1000,Gambling & Casinos,Hideyuki Busujima,70,Japan,Tokyo,Pachinko machines,Gambling & Casinos,Japan,,FALSE,R,M,9/30/1952 0:00,Busujima,Hideyuki,,4/4/2023 5:01,,,1952,9,30,105.48,0.5,"$5,081,769,542,380 ",63.2,98.8,84.2,11.9,46.7,126226568,36.204824,138.252924 +2540,1000,Finance & Investments,Edouard Carmignac,75,France,Paris,Asset management,Finance & Investments,France,,TRUE,D,M,9/4/1947 0:00,Carmignac,Edouard,,4/4/2023 5:01,,,1947,9,4,110.05,1.1,"$2,715,518,274,227 ",65.6,102.5,82.5,24.2,60.7,67059887,46.227638,2.213749 +2540,1000,Logistics,Chang Kuo-Ming,,Taiwan,Taipei,Transportation,Logistics,Taiwan,,FALSE,D,M,,Chang,Kuo-Ming,,4/4/2023 5:01,,,,,,,,,,,,,,,, +2540,1000,Manufacturing,Chen Jiancheng,64,China,Shangyu,Manufacturing,Manufacturing,China,,TRUE,D,M,1/13/1959 0:00,Chen,Jiancheng,,4/4/2023 5:01,,,1959,1,13,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2540,1000,Media & Entertainment,Rui Chen,45,China,Shanghai,Online entertainment,Media & Entertainment,China,,TRUE,R,M,1/1/1978 0:00,Chen,Rui,,4/4/2023 5:01,,,1978,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2540,1000,Manufacturing,Chen Shiliang,59,China,Tongxiang,Polyester,Manufacturing,China,,TRUE,D,M,12/1/1963 0:00,Chen,Shiliang,,4/4/2023 5:01,,,1963,12,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2540,1000,Technology,Tianqiao Chen,49,United States,Atherton,Online games,Technology,China,,TRUE,D,M,5/16/1973 0:00,Chen,Tianqiao,,4/4/2023 5:01,California,West,1973,5,16,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2540,1000,Energy,Yuantai Chen,55,China,Ningde,Batteries,Energy,China,,TRUE,D,M,3/1/1968 0:00,Chen,Yuantai,,4/4/2023 5:01,,,1968,3,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2540,1000,Food & Beverage,Cheng Antares,65,Hong Kong,Hong Kong,Liquor,Food & Beverage,Hong Kong,,TRUE,D,M,11/1/1957 0:00,Cheng,Antares,,4/4/2023 5:01,,,1957,11,1,,,,,,,,,,, +2540,1000,Manufacturing,Kochouseph Chittilappilly,72,India,Kochi,Electrical appliances,Manufacturing,India,,TRUE,R,M,12/27/1950 0:00,Chittilappilly,Kochouseph,,4/4/2023 5:01,,,1950,12,27,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +2540,1000,Real Estate,John Christodoulou,57,Monaco,Monaco,Real estate,Real Estate,United Kingdom,,TRUE,N,M,5/24/1965 0:00,Christodoulou,John,,4/4/2023 5:01,,,1965,5,24,,,"$7,184,844,193 ",,,,,,38964,43.7384176,7.4246158 +2540,1000,Finance & Investments,Pollyanna Chu,64,Hong Kong,Hong Kong,"Financial services, property",Finance & Investments,Hong Kong,,TRUE,E,F,8/3/1958 0:00,Chu,Pollyanna,,4/4/2023 5:01,,,1958,8,3,,,,,,,,,,, +2540,1000,Diversified,Turgay Ciner,67,Turkey,Istanbul,Diversified,Diversified,Turkey,,TRUE,D,M,3/1/1956 0:00,Ciner,Turgay,,4/4/2023 5:01,,,1956,3,1,234.44,15.2,"$754,411,708,203 ",23.9,93.2,77.4,17.9,42.3,83429615,38.963745,35.243322 +2540,1000,Technology,Benoit Dageville,56,United States,San Carlos,Software,Technology,United States,,TRUE,D,M,6/29/1966 0:00,Dageville,Benoit,,4/4/2023 5:01,California,West,1966,6,29,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2540,1000,Real Estate,Mark Dixon,63,Monaco,Monaco,Office real estate,Real Estate,United Kingdom,,TRUE,D,M,11/2/1959 0:00,Dixon,Mark,,4/4/2023 5:01,,,1959,11,2,,,"$7,184,844,193 ",,,,,,38964,43.7384176,7.4246158 +2540,1000,Technology,Du Yulin & family,50,China,Guangzhou,Software,Technology,China,,TRUE,N,M,8/1/1972 0:00,Du,Yulin,,4/4/2023 5:01,,,1972,8,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2540,1000,Healthcare,Feng Yuxia,58,China,Beijing,Pharmaceuticals,Healthcare,China,,TRUE,D,F,11/6/1964 0:00,Feng,Yuxia,,4/4/2023 5:01,,,1964,11,6,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2540,1000,Healthcare,Benedicte Find,68,Denmark,Copenhagen,Medical devices,Healthcare,Denmark,,FALSE,D,F,9/21/1954 0:00,Find,Benedicte,,4/4/2023 5:01,,,1954,9,21,110.35,0.8,"$348,078,018,464 ",80.6,101.3,81,32.4,23.8,5818553,56.26392,9.501785 +2540,1000,Fashion & Retail,William Fisher,66,United States,San Francisco,Gap,Fashion & Retail,United States,Gap Inc.,FALSE,D,M,4/1/1957 0:00,Fisher,William,Director,4/4/2023 5:01,California,West,1957,4,1,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2540,1000,Manufacturing,Gao Yunfeng,56,China,Shenzhen,Industrial lasers,Manufacturing,China,,TRUE,D,M,2/1/1967 0:00,Gao,Yunfeng,,4/4/2023 5:01,,,1967,2,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2540,1000,Real Estate,Jianming Geng,60,China,Langfang,Real estate,Real Estate,China,,TRUE,D,M,9/1/1962 0:00,Geng,Jianming,,4/4/2023 5:01,,,1962,9,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2540,1000,Finance & Investments,Sven Hagströmer,79,Sweden,Stockholm,Financial services,Finance & Investments,Sweden,,TRUE,D,M,11/30/1943 0:00,Hagströmer,Sven,,4/4/2023 5:01,,,1943,11,30,110.51,1.8,"$530,832,908,738 ",67,126.6,82.5,27.9,49.1,10285453,60.128161,18.643501 +2540,1000,Service,Clelia Haji-Ioannou,52,Monaco,Monte Carlo,EasyJet,Service,Cyprus,,FALSE,R,F,1/1/1971 0:00,Haji-Ioannou,Clelia,,4/4/2023 5:01,,,1971,1,1,,,"$7,184,844,193 ",,,,,,38964,43.7384176,7.4246158 +2540,1000,Service,Stelios Haji-Ioannou,56,Monaco,Monte Carlo,EasyJet,Service,Cyprus,,FALSE,D,M,2/14/1967 0:00,Haji-Ioannou,Stelios,,4/4/2023 5:01,,,1967,2,14,,,"$7,184,844,193 ",,,,,,38964,43.7384176,7.4246158 +2540,1000,Manufacturing,Hang Hong,55,China,Wuxi,Machinery,Manufacturing,China,,TRUE,D,F,1/1/1968 0:00,Hang,Hong,,4/4/2023 5:01,,,1968,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2540,1000,Manufacturing,He Yamin & family,66,China,Chengdu,Manufacturing,Manufacturing,China,,TRUE,D,M,2/23/1957 0:00,He,Yamin,,4/4/2023 5:01,,,1957,2,23,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2540,1000,Energy,Ghan Djoe Hiang,79,Indonesia,Jakarta,Coal,Energy,Indonesia,,FALSE,N,F,9/3/1943 0:00,Hiang,Ghan Djoe,,4/4/2023 5:01,,,1943,9,3,151.18,3,"$1,119,190,780,753 ",36.3,106.4,71.5,10.2,30.1,270203917,-0.789275,113.921327 +2540,1000,Technology,Hong Feng,46,China,Beijing,Smartphones,Technology,China,,TRUE,D,M,1/1/1977 0:00,Hong,Feng,,4/4/2023 5:01,,,1977,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2540,1000,Fashion & Retail,Hong Seok-joh,70,South Korea,Seoul,Convenience stores,Fashion & Retail,South Korea,BGF Co. Ltd.,FALSE,D,M,1/8/1953 0:00,Hong,Seok-joh,,4/4/2023 5:01,,,1953,1,8,115.16,0.4,"$2,029,000,000,000 ",94.3,98.1,82.6,15.6,33.2,51709098,35.907757,127.766922 +2540,1000,Healthcare,Hu Gengxi & family,59,China,Shanghai,Bio-Pharma,Healthcare,China,,TRUE,R,M,1/9/1964 0:00,Hu,Gengxi,,4/4/2023 5:01,,,1964,1,9,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2540,1000,Technology,Danilo Iervolino,45,Italy,Rome,Online universities,Technology,Italy,,TRUE,N,M,4/2/1978 0:00,Iervolino,Danilo,,4/4/2023 5:01,,,1978,4,2,110.62,0.6,"$2,001,244,392,042 ",61.9,101.9,82.9,24.3,59.1,60297396,41.87194,12.56738 +2540,1000,Finance & Investments,Hedda im Brahm-Droege,68,Germany,Dusseldorf,Investments,Finance & Investments,Germany,,TRUE,D,F,1/1/1955 0:00,im Brahm-Droege,Hedda,,4/4/2023 5:01,,,1955,1,1,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +2540,1000,Manufacturing,Inder Jaisinghani,70,India,Mumbai,Cables & wires,Manufacturing,India,,TRUE,N,M,3/29/1953 0:00,Jaisinghani,Inder ,,4/4/2023 5:01,,,1953,3,29,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +2540,1000,Sports,LeBron James,38,United States,Los Angeles,Basketball,Sports,United States,NBA,TRUE,N,M,12/30/1984 0:00,James,LeBron,Athlete,4/4/2023 5:01,California,West,1984,12,30,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2540,1000,Fashion & Retail,Johan Johannson,56,Norway,Oslo,Grocery stores,Fashion & Retail,Norway,,FALSE,D,M,1/1/1967 0:00,Johannson,Johan,,4/4/2023 5:01,,,1967,1,1,120.27,2.2,"$403,336,363,636 ",82,100.3,82.8,23.9,36.2,5347896,60.472024,8.468946 +2540,1000,Technology,Morris Kahn,93,Israel,Beit Yanay,Software,Technology,Israel,,TRUE,E,M,1/1/1930 0:00,Kahn,Morris,,4/4/2023 5:01,,,1930,1,1,108.15,0.8,"$395,098,666,122 ",63.4,104.9,82.8,23.1,25.3,9053300,31.046051,34.851612 +2540,1000,Manufacturing,Ashok Kajaria,75,India,Delhi,Tiles,Manufacturing,India,,TRUE,R,M,8/1/1947 0:00,Kajaria,Ashok,,4/4/2023 5:01,,,1947,8,1,180.44,7.7,"$2,611,000,000,000 ",28.1,113,69.4,11.2,49.7,1366417754,20.593684,78.96288 +2540,1000,Finance & Investments,Marcelo Kalim,53,Brazil,Sao Paulo,Banking,Finance & Investments,Brazil,,TRUE,E,M,10/15/1969 0:00,Kalim,Marcelo,,4/4/2023 5:01,,,1969,10,15,167.4,3.7,"$1,839,758,040,766 ",51.3,115.4,75.7,14.2,65.1,212559417,-14.235004,-51.92528 +2540,1000,Sports,Ken Kendrick,79,United States,Paradise Valley,"Banking, sports team",Sports,United States,,TRUE,E,M,9/2/1943 0:00,Kendrick,Ken,,4/4/2023 5:01,Arizona,West,1943,9,2,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2540,1000,Technology,Brad Keywell,53,United States,Chicago,"Software, investments",Technology,United States,,TRUE,N,M,10/27/1969 0:00,Keywell,Brad,,4/4/2023 5:01,Illinois,Midwest,1969,10,27,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2540,1000,Energy,Muhammed Aziz Khan,68,Singapore,Singapore,Power,Energy,Bangladesh,,TRUE,N,M,3/1/1955 0:00,Khan,Muhammed Aziz,,4/4/2023 5:01,,,1955,3,1,114.41,0.6,"$372,062,527,489 ",84.8,100.6,83.1,13.1,21,5703569,1.352083,103.819836 +2540,1000,Fashion & Retail,Kim Jung-woong,48,South Korea,Seoul,Cosmetics,Fashion & Retail,South Korea,,TRUE,D,M,1/1/1975 0:00,Kim,Jung-woong,,4/4/2023 5:01,,,1975,1,1,115.16,0.4,"$2,029,000,000,000 ",94.3,98.1,82.6,15.6,33.2,51709098,35.907757,127.766922 +2540,1000,Diversified,Ihor Kolomoyskyy,60,Ukraine,Kiev,"Banking, investments",Diversified,Israel,,TRUE,E,M,2/13/1963 0:00,Kolomoyskyy,Ihor,,4/4/2023 5:01,,,1963,2,13,281.66,7.9,"$153,781,069,118 ",82.7,99,71.6,20.1,45.2,44385155,48.379433,31.16558 +2540,1000,Real Estate,Kong Jian Min,55,China,Guangzhou,Real estate,Real Estate,China,,TRUE,D,M,1/1/1968 0:00,Kong,Jian Min,,4/4/2023 5:01,,,1968,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2540,1000,Manufacturing,Koo Bon-neung,74,South Korea,Seoul,Electronics,Manufacturing,South Korea,Heesung Electronics,FALSE,D,M,3/26/1949 0:00,Koo,Bon-neung,,4/4/2023 5:01,,,1949,3,26,115.16,0.4,"$2,029,000,000,000 ",94.3,98.1,82.6,15.6,33.2,51709098,35.907757,127.766922 +2540,1000,Real Estate,Michael Kum,78,Singapore,Singapore,Hotels,Real Estate,Singapore,,TRUE,N,M,1/1/1945 0:00,Kum,Michael,,4/4/2023 5:01,,,1945,1,1,114.41,0.6,"$372,062,527,489 ",84.8,100.6,83.1,13.1,21,5703569,1.352083,103.819836 +2540,1000,Real Estate,Richard Kurtz,82,United States,Palm Beach,Real estate,Real Estate,United States,,TRUE,N,M,5/15/1940 0:00,Kurtz,Richard,,4/4/2023 5:01,Florida,South,1940,5,15,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2540,1000,Finance & Investments,Lev Kvetnoi,57,Russia,Moscow,Cement,Finance & Investments,Russia,,TRUE,R,M,8/27/1965 0:00,Kvetnoi,Lev,,4/4/2023 5:01,,,1965,8,27,180.75,4.5,"$1,699,876,578,871 ",81.9,102.6,72.7,11.4,46.2,144373535,61.52401,105.318756 +2540,1000,Finance & Investments,Michiel Le Roux,73,South Africa,Stellenbosch,Banking,Finance & Investments,South Africa,,TRUE,D,M,5/20/1949 0:00,Le Roux,Michiel,,4/4/2023 5:01,,,1949,5,20,158.93,4.1,"$351,431,649,241 ",22.4,100.9,63.9,27.5,29.2,58558270,-30.559482,22.937506 +2540,1000,Technology,Li Wanqiang,45,China,Beijing,Smartphones,Technology,China,,TRUE,D,M,8/1/1977 0:00,Li,Wanqiang,,4/4/2023 5:01,,,1977,8,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2540,1000,Fashion & Retail,Liu Baolin,69,China,Wuhan,Pharmacies,Fashion & Retail,China,,TRUE,E,M,6/1/1953 0:00,Liu,Baolin,,4/4/2023 5:01,,,1953,6,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2540,1000,Healthcare,Loo Choon Yong,74,Singapore,Singapore,Healthcare,Healthcare,Singapore,,TRUE,N,M,2/27/1949 0:00,Loo,Choon Yong,,4/4/2023 5:01,,,1949,2,27,114.41,0.6,"$372,062,527,489 ",84.8,100.6,83.1,13.1,21,5703569,1.352083,103.819836 +2540,1000,Technology,Lu Yonghua & family,59,China,Shanghai,Electronics,Technology,China,,TRUE,D,M,7/26/1963 0:00,Lu,Yonghua,,4/4/2023 5:01,,,1963,7,26,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2540,1000,Manufacturing,Ma Xiuhui,52,China,Shanghai,LED lighting,Manufacturing,China,,TRUE,D,F,1/7/1971 0:00,Ma,Xiuhui,,4/4/2023 5:01,,,1971,1,7,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2540,1000,Technology,Apoorva Mehta,36,United States,San Francisco,Grocery delivery service,Technology,Canada,Instacart,TRUE,D,M,7/19/1986 0:00,Mehta,Apoorva,Founder,4/4/2023 5:01,California,West,1986,7,19,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2540,1000,Manufacturing,Gabriella Meister,,Germany,Landsberg am Lech,Appliances,Manufacturing,Germany,,FALSE,D,F,,Meister,Gabriella,,4/4/2023 5:01,,,,,,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +2540,1000,Manufacturing,Ulrike Meister,56,Germany,Landsberg,Appliances,Manufacturing,Germany,,FALSE,D,F,3/13/1967 0:00,Meister,Ulrike,,4/4/2023 5:01,,,1967,3,13,112.85,1.4,"$3,845,630,030,824 ",70.2,104,80.9,11.5,48.8,83132799,51.165691,10.451526 +2540,1000,Construction & Engineering,Andrei Molchanov,51,Russia,Moscow,Construction materials,Construction & Engineering,Russia,,TRUE,R,M,9/24/1971 0:00,Molchanov,Andrei,,4/4/2023 5:01,,,1971,9,24,180.75,4.5,"$1,699,876,578,871 ",81.9,102.6,72.7,11.4,46.2,144373535,61.52401,105.318756 +2540,1000,Manufacturing,Fulvio Montipò & family,78,Italy,Reggio Emilia,Hydraulic pumps,Manufacturing,Italy,,TRUE,N,M,10/22/1944 0:00,Montipò,Fulvio,,4/4/2023 5:01,,,1944,10,22,110.62,0.6,"$2,001,244,392,042 ",61.9,101.9,82.9,24.3,59.1,60297396,41.87194,12.56738 +2540,1000,Finance & Investments,Stanley Motta,77,,,Finance,Finance & Investments,Panama,,FALSE,N,M,6/15/1945 0:00,Motta,Stanley,,4/4/2023 5:01,,,1945,6,15,,,,,,,,,,, +2540,1000,Media & Entertainment,Tyler Perry,53,United States,Atlanta,"Movies, television",Media & Entertainment,United States,Television,TRUE,E,M,9/14/1969 0:00,Perry,Tyler,Director,4/4/2023 5:01,Georgia,South,1969,9,14,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2540,1000,Fashion & Retail,Réal Plourde,,Canada,Westmount,Convenience stores,Fashion & Retail,Canada,,TRUE,N,M,,Plourde,Réal,,4/4/2023 5:01,,,,,,116.76,1.9,"$1,736,425,629,520 ",68.9,100.9,81.9,12.8,24.5,36991981,56.130366,-106.346771 +2540,1000,Food & Beverage,Vera Rechulski Santo Domingo,74,Bermuda,,Beer,Food & Beverage,Brazil,,FALSE,E,F,12/26/1948 0:00,Rechulski Santo Domingo,Vera,,4/4/2023 5:01,,,1948,12,26,,,,,,,,,,, +2540,1000,Energy,George Sakellaris,76,United States,Milton,Energy services,Energy,United States,,TRUE,D,M,6/3/1946 0:00,Sakellaris,George,,4/4/2023 5:01,Massachusetts,Northeast,1946,6,3,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2540,1000,Media & Entertainment,Eddy Kusnadi Sariaatmadja,69,Indonesia,Jakarta,"Media, tech",Media & Entertainment,Indonesia,,TRUE,D,M,8/23/1953 0:00,Sariaatmadja,Eddy Kusnadi,,4/4/2023 5:01,,,1953,8,23,151.18,3,"$1,119,190,780,753 ",36.3,106.4,71.5,10.2,30.1,270203917,-0.789275,113.921327 +2540,1000,Technology,Neerja Sethi,68,United States,Fisher Island,"IT consulting, outsourcing",Technology,United States,,TRUE,E,F,1/16/1955 0:00,Sethi,Neerja,,4/4/2023 5:01,Florida,South,1955,1,16,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2540,1000,Technology,Scott Smith,73,United States,Provo,Cloud computing,Technology,United States,,TRUE,D,M,4/12/1949 0:00,Smith,Scott,,4/4/2023 5:01,Utah,West,1949,4,12,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2540,1000,Service,Petter Stordalen & family,60,Norway,Oslo,Hotels,Service,Norway,,TRUE,D,M,11/29/1962 0:00,Stordalen,Petter,,4/4/2023 5:01,,,1962,11,29,120.27,2.2,"$403,336,363,636 ",82,100.3,82.8,23.9,36.2,5347896,60.472024,8.468946 +2540,1000,Diversified,Ivan Streshinsky,53,Russia,Moscow,"Metals, telecom",Diversified,Russia,,TRUE,N,M,10/2/1969 0:00,Streshinsky,Ivan,,4/4/2023 5:01,,,1969,10,2,180.75,4.5,"$1,699,876,578,871 ",81.9,102.6,72.7,11.4,46.2,144373535,61.52401,105.318756 +2540,1000,Finance & Investments,Sergei Sudarikov,51,Russia,Moscow,"Finance, development",Finance & Investments,Russia,,TRUE,R,M,5/12/1971 0:00,Sudarikov,Sergei,,4/4/2023 5:01,,,1971,5,12,180.75,4.5,"$1,699,876,578,871 ",81.9,102.6,72.7,11.4,46.2,144373535,61.52401,105.318756 +2540,1000,Manufacturing,Wijono Tanoko,70,Indonesia,Surabaya,Paints,Manufacturing,Indonesia,,FALSE,Split Family Fortune,M,8/28/1952 0:00,Tanoko,Wijono,,4/4/2023 5:01,,,1952,8,28,151.18,3,"$1,119,190,780,753 ",36.3,106.4,71.5,10.2,30.1,270203917,-0.789275,113.921327 +2540,1000,Manufacturing,Haryanto Tjiptodihardjo,59,Indonesia,Jakarta,Manufacturing,Manufacturing,Indonesia,,FALSE,N,M,4/30/1963 0:00,Tjiptodihardjo,Haryanto,,4/4/2023 5:01,,,1963,4,30,151.18,3,"$1,119,190,780,753 ",36.3,106.4,71.5,10.2,30.1,270203917,-0.789275,113.921327 +2540,1000,Food & Beverage,David Tran & family,77,United States,Arcadia,Hot sauce,Food & Beverage,United States,,TRUE,N,M,11/19/1945 0:00,Tran,David,,4/4/2023 5:01,California,West,1945,11,19,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2540,1000,Media & Entertainment,Kenzo Tsujimoto,82,Japan,Osaka,Video games,Media & Entertainment,Japan,,TRUE,N,M,12/15/1940 0:00,Tsujimoto,Kenzo,,4/4/2023 5:01,,,1940,12,15,105.48,0.5,"$5,081,769,542,380 ",63.2,98.8,84.2,11.9,46.7,126226568,36.204824,138.252924 +2540,1000,Telecom,Murat Vargi,75,Turkey,Istanbul,Telecom,Telecom,Turkey,,TRUE,D,M,11/14/1947 0:00,Vargi,Murat,,4/4/2023 5:01,,,1947,11,14,234.44,15.2,"$754,411,708,203 ",23.9,93.2,77.4,17.9,42.3,83429615,38.963745,35.243322 +2540,1000,Technology,Shigefumi Wada,70,Japan,"Nakano, Tokyo",Software,Technology,Japan,,TRUE,E,M,8/30/1952 0:00,Wada,Shigefumi,,4/4/2023 5:01,,,1952,8,30,105.48,0.5,"$5,081,769,542,380 ",63.2,98.8,84.2,11.9,46.7,126226568,36.204824,138.252924 +2540,1000,Healthcare,Wan Feng & family,54,China,Shenzhen,Medical equipment,Healthcare,China,,TRUE,R,M,1/1/1969 0:00,Wan,Feng,,4/4/2023 5:01,,,1969,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2540,1000,Automotive,Wang Jianfeng & family,53,China,Ningbo,Auto parts,Automotive,China,,TRUE,D,M,,Wang,Jianfeng,,4/4/2023 5:01,,,,,,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2540,1000,Logistics,Masaru Wasami,77,,,Logistics,Logistics,Japan,,TRUE,R,M,5/23/1945 0:00,Wasami,Masaru,,4/4/2023 5:01,,,1945,5,23,,,,,,,,,,, +2540,1000,Finance & Investments,V. Prem Watsa,72,Canada,Toronto,"Insurance, investments",Finance & Investments,Canada,,TRUE,R,M,8/5/1950 0:00,Watsa,V. Prem,,4/4/2023 5:01,,,1950,8,5,116.76,1.9,"$1,736,425,629,520 ",68.9,100.9,81.9,12.8,24.5,36991981,56.130366,-106.346771 +2540,1000,Food & Beverage,Wen Pengcheng & family,60,China,Yunfu,Agribusiness,Food & Beverage,China,,TRUE,D,M,10/8/1962 0:00,Wen,Pengcheng,,4/4/2023 5:01,,,1962,10,8,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2540,1000,Sports,Toto Wolff,51,Monaco,,Sports,Sports,Austria,,TRUE,N,M,1/12/1972 0:00,Wolff,Toto,,4/4/2023 5:01,,,1972,1,12,,,"$7,184,844,193 ",,,,,,38964,43.7384176,7.4246158 +2540,1000,Manufacturing,Franziska Wuerbser,35,,,Kitchen appliances,Manufacturing,Germany,,FALSE,D,F,3/21/1988 0:00,Wuerbser,Franziska,,4/4/2023 5:01,,,1988,3,21,,,,,,,,,,, +2540,1000,Fashion & Retail,Xie Bingzheng & family,54,China,Guangzhou,Apparel,Fashion & Retail,China,,TRUE,N,M,1/1/1969 0:00,Xie,Bingzheng,,4/4/2023 5:01,,,1969,1,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2540,1000,Manufacturing,Xu Gang,59,China,Jiaozuo,Chemicals,Manufacturing,China,,TRUE,D,M,4/17/1963 0:00,Xu,Gang,,4/4/2023 5:01,,,1963,4,17,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2540,1000,Manufacturing,Yan Junxu,53,China,Taicang,Manufacturing,Manufacturing,China,,TRUE,D,M,7/17/1969 0:00,Yan,Junxu,,4/4/2023 5:01,,,1969,7,17,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2540,1000,Healthcare,Yi Xianzhong & family,63,China,Guangzhou,Pharmaceuticals,Healthcare,China,,TRUE,D,M,5/1/1959 0:00,Yi,Xianzhong,,4/4/2023 5:01,,,1959,5,1,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2540,1000,Healthcare,Yu Rong,51,China,Shanghai,Health clinics,Healthcare,China,,TRUE,D,M,12/14/1971 0:00,Yu,Rong,,4/4/2023 5:01,,,1971,12,14,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2540,1000,Food & Beverage,"Richard Yuengling, Jr.",80,United States,Pottsville,Beer,Food & Beverage,United States,,FALSE,E,M,3/10/1943 0:00,Yuengling,Richard,,4/4/2023 5:01,Pennsylvania,Northeast,1943,3,10,117.24,7.5,"$21,427,700,000,000 ",88.2,101.8,78.5,9.6,36.6,328239523,37.09024,-95.712891 +2540,1000,Manufacturing,Zhang Gongyun,60,China,Gaomi,Tyre manufacturing machinery,Manufacturing,China,,TRUE,R,M,12/18/1962 0:00,Zhang,Gongyun,,4/4/2023 5:01,,,1962,12,18,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2540,1000,Real Estate,Zhang Guiping & family,71,China,Nanjing,Real estate,Real Estate,China,,TRUE,D,M,8/21/1951 0:00,Zhang,Guiping,,4/4/2023 5:01,,,1951,8,21,125.08,2.9,"$19,910,000,000,000 ",50.6,100.2,77,9.4,59.2,1397715000,35.86166,104.195397 +2540,1000,Diversified,Inigo Zobel,66,Philippines,Makati,Diversified,Diversified,Philippines,,FALSE,R,M,11/1/1956 0:00,Zobel,Inigo,,4/4/2023 5:01,,,1956,11,1,129.61,2.5,"$376,795,508,680 ",35.5,107.5,71.1,14,43.1,108116615,12.879721,121.774017 diff --git a/dashboard/requirements.txt b/dashboard/requirements.txt new file mode 100644 index 0000000..078cc86 --- /dev/null +++ b/dashboard/requirements.txt @@ -0,0 +1,6 @@ +faicons +shiny +shinywidgets +plotly +pandas +ridgeplot diff --git a/dashboard/shared.py b/dashboard/shared.py new file mode 100644 index 0000000..31962e0 --- /dev/null +++ b/dashboard/shared.py @@ -0,0 +1,7 @@ +from pathlib import Path + +import pandas as pd + +app_dir = Path(__file__).parent +billionaires = pd.read_csv(app_dir / "data.csv") +billionaires["finalWorth"] = billionaires["finalWorth"] / 1000 diff --git a/dashboard/styles.css b/dashboard/styles.css new file mode 100644 index 0000000..0745089 --- /dev/null +++ b/dashboard/styles.css @@ -0,0 +1,12 @@ +:root { + --bslib-sidebar-main-bg: #f8f8f8; +} + +.popover { + --bs-popover-header-bg: #222; + --bs-popover-header-color: #fff; +} + +.popover .btn-close { + filter: var(--bs-btn-close-white-filter); +} \ No newline at end of file diff --git a/projekt2.ipynb b/projekt2.ipynb new file mode 100644 index 0000000..6bebd64 --- /dev/null +++ b/projekt2.ipynb @@ -0,0 +1,14908 @@ +{ + "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}
finalWorth=%{marker.size}
personName=%{customdata[0]}", + "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": [ + "
Make this Notebook Trusted to load map: File -> Trust Notebook
" + ], + "text/plain": [ + "" + ] + }, + "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": "%{text}
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='%{text}
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": "%{hovertext}

country=%{location}
life_expectancy_country=%{z}", + "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 +}