From 12469750544696d1dff2734847c014947b5f130c Mon Sep 17 00:00:00 2001
From: s434722 <jakkok1@st.amu.edu.pl>
Date: Tue, 16 Apr 2024 20:22:16 +0200
Subject: [PATCH] fix data

---
 EDA_Billionairesv2 .ipynb | 431 ++++----------------------------------
 1 file changed, 39 insertions(+), 392 deletions(-)

diff --git a/EDA_Billionairesv2 .ipynb b/EDA_Billionairesv2 .ipynb
index 4c91904..af79cc2 100644
--- a/EDA_Billionairesv2 .ipynb	
+++ b/EDA_Billionairesv2 .ipynb	
@@ -11,37 +11,9 @@
     "[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": 1,
+   "execution_count": 79,
    "id": "cb8f7a05-40a5-46cf-8900-88da58e8690f",
    "metadata": {},
    "outputs": [],
@@ -59,7 +31,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 80,
    "id": "5a5c0cd6-6606-4983-b945-eeed8b5afe24",
    "metadata": {},
    "outputs": [],
@@ -69,301 +41,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
-   "id": "4b91bc35-5308-49fc-954e-dc278d133c36",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>rank</th>\n",
-       "      <th>finalWorth</th>\n",
-       "      <th>category</th>\n",
-       "      <th>personName</th>\n",
-       "      <th>age</th>\n",
-       "      <th>country</th>\n",
-       "      <th>city</th>\n",
-       "      <th>source</th>\n",
-       "      <th>industries</th>\n",
-       "      <th>countryOfCitizenship</th>\n",
-       "      <th>...</th>\n",
-       "      <th>cpi_change_country</th>\n",
-       "      <th>gdp_country</th>\n",
-       "      <th>gross_tertiary_education_enrollment</th>\n",
-       "      <th>gross_primary_education_enrollment_country</th>\n",
-       "      <th>life_expectancy_country</th>\n",
-       "      <th>tax_revenue_country_country</th>\n",
-       "      <th>total_tax_rate_country</th>\n",
-       "      <th>population_country</th>\n",
-       "      <th>latitude_country</th>\n",
-       "      <th>longitude_country</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>1</td>\n",
-       "      <td>211000</td>\n",
-       "      <td>Fashion &amp; Retail</td>\n",
-       "      <td>Bernard Arnault &amp; family</td>\n",
-       "      <td>74.0</td>\n",
-       "      <td>France</td>\n",
-       "      <td>Paris</td>\n",
-       "      <td>LVMH</td>\n",
-       "      <td>Fashion &amp; Retail</td>\n",
-       "      <td>France</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.1</td>\n",
-       "      <td>$2,715,518,274,227</td>\n",
-       "      <td>65.6</td>\n",
-       "      <td>102.5</td>\n",
-       "      <td>82.5</td>\n",
-       "      <td>24.2</td>\n",
-       "      <td>60.7</td>\n",
-       "      <td>67059887.0</td>\n",
-       "      <td>46.227638</td>\n",
-       "      <td>2.213749</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>2</td>\n",
-       "      <td>180000</td>\n",
-       "      <td>Automotive</td>\n",
-       "      <td>Elon Musk</td>\n",
-       "      <td>51.0</td>\n",
-       "      <td>United States</td>\n",
-       "      <td>Austin</td>\n",
-       "      <td>Tesla, SpaceX</td>\n",
-       "      <td>Automotive</td>\n",
-       "      <td>United States</td>\n",
-       "      <td>...</td>\n",
-       "      <td>7.5</td>\n",
-       "      <td>$21,427,700,000,000</td>\n",
-       "      <td>88.2</td>\n",
-       "      <td>101.8</td>\n",
-       "      <td>78.5</td>\n",
-       "      <td>9.6</td>\n",
-       "      <td>36.6</td>\n",
-       "      <td>328239523.0</td>\n",
-       "      <td>37.090240</td>\n",
-       "      <td>-95.712891</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>3</td>\n",
-       "      <td>114000</td>\n",
-       "      <td>Technology</td>\n",
-       "      <td>Jeff Bezos</td>\n",
-       "      <td>59.0</td>\n",
-       "      <td>United States</td>\n",
-       "      <td>Medina</td>\n",
-       "      <td>Amazon</td>\n",
-       "      <td>Technology</td>\n",
-       "      <td>United States</td>\n",
-       "      <td>...</td>\n",
-       "      <td>7.5</td>\n",
-       "      <td>$21,427,700,000,000</td>\n",
-       "      <td>88.2</td>\n",
-       "      <td>101.8</td>\n",
-       "      <td>78.5</td>\n",
-       "      <td>9.6</td>\n",
-       "      <td>36.6</td>\n",
-       "      <td>328239523.0</td>\n",
-       "      <td>37.090240</td>\n",
-       "      <td>-95.712891</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>4</td>\n",
-       "      <td>107000</td>\n",
-       "      <td>Technology</td>\n",
-       "      <td>Larry Ellison</td>\n",
-       "      <td>78.0</td>\n",
-       "      <td>United States</td>\n",
-       "      <td>Lanai</td>\n",
-       "      <td>Oracle</td>\n",
-       "      <td>Technology</td>\n",
-       "      <td>United States</td>\n",
-       "      <td>...</td>\n",
-       "      <td>7.5</td>\n",
-       "      <td>$21,427,700,000,000</td>\n",
-       "      <td>88.2</td>\n",
-       "      <td>101.8</td>\n",
-       "      <td>78.5</td>\n",
-       "      <td>9.6</td>\n",
-       "      <td>36.6</td>\n",
-       "      <td>328239523.0</td>\n",
-       "      <td>37.090240</td>\n",
-       "      <td>-95.712891</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>5</td>\n",
-       "      <td>106000</td>\n",
-       "      <td>Finance &amp; Investments</td>\n",
-       "      <td>Warren Buffett</td>\n",
-       "      <td>92.0</td>\n",
-       "      <td>United States</td>\n",
-       "      <td>Omaha</td>\n",
-       "      <td>Berkshire Hathaway</td>\n",
-       "      <td>Finance &amp; Investments</td>\n",
-       "      <td>United States</td>\n",
-       "      <td>...</td>\n",
-       "      <td>7.5</td>\n",
-       "      <td>$21,427,700,000,000</td>\n",
-       "      <td>88.2</td>\n",
-       "      <td>101.8</td>\n",
-       "      <td>78.5</td>\n",
-       "      <td>9.6</td>\n",
-       "      <td>36.6</td>\n",
-       "      <td>328239523.0</td>\n",
-       "      <td>37.090240</td>\n",
-       "      <td>-95.712891</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>5 rows × 35 columns</p>\n",
-       "</div>"
-      ],
-      "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": 3,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df.head()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "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": 4,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df.isnull().sum()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 81,
    "id": "d3dcf5fa-8dba-494d-8681-81dd116dc6ca",
    "metadata": {},
    "outputs": [
@@ -383,22 +61,22 @@
     "ax.set_title('Dystrybucja bogactwa miliarderów')\n",
     "ax.set_xlabel('Majątek')\n",
     "ax.set_ylabel('Liczba osób')\n",
-    "labels = [str(v) if v else '' for v in ax.containers[0].datavalues]\n",
+    "# labels = [str(v) if v else '' for v in ax.containers[0].datavalues]\n",
+    "# ax.bar_label(ax.containers[0], labels=labels)\n",
+    "\n",
+    "labels = []\n",
+    "for p in ax.patches:\n",
+    "    h = p.get_height()\n",
+    "    labels.append(str(h) if h else '')\n",
+    "\n",
     "ax.bar_label(ax.containers[0], labels=labels)\n",
+    "\n",
     "plt.show()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "id": "6f453a99-1604-44dc-9e6d-a53a4e8310af",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 82,
    "id": "603f6bb5-366d-4978-bafd-c260983caace",
    "metadata": {},
    "outputs": [
@@ -425,23 +103,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
-   "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": 54,
+   "execution_count": 83,
    "id": "7c9dbf33-76b6-4f7b-a355-d81e352d7859",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -451,7 +119,8 @@
     }
    ],
    "source": [
-    "ax = sns.barplot(ppl_in_countries,x='rank',y='countryOfCitizenship',orient='h',hue = 'countryOfCitizenship', legend = False, palette='rainbow')\n",
+    "ppl_in_countries = df.groupby('country')['rank'].count().reset_index().sort_values(by ='rank',ascending=False).head(20)\n",
+    "ax = sns.barplot(ppl_in_countries,x='rank',y='country',orient='h',hue = 'country', 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",
@@ -462,13 +131,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 64,
+   "execution_count": 84,
    "id": "071523c3-a6d2-40ca-9e22-05cc66193bb3",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -478,23 +147,28 @@
     }
    ],
    "source": [
-    "df2 = df[['gdp_country','rank']].copy()\n",
+    "df2 = df[['gdp_country','rank','country']].copy()\n",
     "df2['gdp_country'] = df2['gdp_country'].astype(str).str.replace('[\\$,]', '', regex=True)\n",
     "df2['gdp_country'] = pd.to_numeric(df2['gdp_country'], errors='coerce')\n",
     "df2['gdp_country'].fillna(df2['gdp_country'].mean(), inplace=True)\n",
     "\n",
-    "billionaires_based_on_gdp = df2.groupby('gdp_country')['rank'].count().reset_index()\n",
+    "billionaires_based_on_gdp = df2.groupby(['gdp_country','country'])['rank'].count().reset_index()\n",
     "\n",
     "ax = sns.scatterplot(billionaires_based_on_gdp, x='gdp_country', y='rank', size='rank',sizes = (10,200), legend=False)\n",
     "ax.set_title('Zależność pomiędzy PKB a liczbą miliarderów')\n",
     "ax.set_xlabel('PKB')\n",
     "ax.set_ylabel('Liczba miliarderów')\n",
+    "\n",
+    "# for i in range(billionaires_based_on_gdp.shape[0]):\n",
+    "#     ax.text(x=billionaires_based_on_gdp['gdp_country'][i]+0.3,y=billionaires_based_on_gdp['rank'][i]+0.3,s=billionaires_based_on_gdp['country'][i], \n",
+    "#              fontdict=dict(color='black',size=10))\n",
+    "\n",
     "plt.show()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 85,
    "id": "24008bb3-7866-4135-942d-20418896c702",
    "metadata": {},
    "outputs": [],
@@ -506,29 +180,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 86,
    "id": "86804f5a-f103-45a7-a03c-bced06681cb7",
    "metadata": {},
-   "outputs": [],
-   "source": [
-    "avg_age = df.groupby('country')['age'].mean().reset_index()\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "id": "dc6c894e-3e60-491b-a7d0-16e434f8a4eb",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "age_and_wealthy = df.groupby('age')['finalWorth'].mean()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "id": "c97d5224-9a5b-4563-a618-5333e0e15625",
-   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -542,13 +196,15 @@
     }
    ],
    "source": [
+    "avg_age = df.groupby('country')['age'].mean().reset_index()\n",
+    "age_and_wealthy = df.groupby('age')['finalWorth'].mean()\n",
     "sns.lineplot(df, x='age', y='finalWorth',errorbar=None)\n",
     "plt.show()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 87,
    "id": "7681fa7a-b2ac-4ff3-b8ee-bd2a4f6fc534",
    "metadata": {},
    "outputs": [
@@ -577,7 +233,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 88,
    "id": "994db961-4feb-4688-9c16-7f84b4adbffc",
    "metadata": {},
    "outputs": [
@@ -600,7 +256,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 89,
    "id": "2ee7826c-a6da-4b08-a47e-84cd89909ac7",
    "metadata": {},
    "outputs": [
@@ -632,18 +288,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
-   "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": 16,
+   "execution_count": 90,
    "id": "4f6a6b8a-f111-4592-b187-9e801cdffa63",
    "metadata": {},
    "outputs": [
@@ -659,6 +304,8 @@
     }
    ],
    "source": [
+    "#category = df.explode('category')\n",
+    "categories = df.groupby('category')['rank'].count().sort_values(ascending=False).reset_index().head(20)\n",
     "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",
@@ -670,7 +317,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 91,
    "id": "c37bc771-2484-491a-ad74-b69a0bcdcfaf",
    "metadata": {},
    "outputs": [
@@ -704,7 +351,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 92,
    "id": "b834c620",
    "metadata": {},
    "outputs": [
@@ -729,7 +376,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 93,
    "id": "fc12442c",
    "metadata": {},
    "outputs": [