From a16faa6a8c32ab5de653aa627c0ec9417426fec9 Mon Sep 17 00:00:00 2001 From: filnow Date: Tue, 16 Apr 2024 22:14:06 +0200 Subject: [PATCH] add youngest --- ...wykresy.ipynb => Prezentacja_wykresy.ipynb | 54 ++++++++++++++++++- 1 file changed, 52 insertions(+), 2 deletions(-) rename Prezeentacja_wykresy.ipynb => Prezentacja_wykresy.ipynb (89%) diff --git a/Prezeentacja_wykresy.ipynb b/Prezentacja_wykresy.ipynb similarity index 89% rename from Prezeentacja_wykresy.ipynb rename to Prezentacja_wykresy.ipynb index b0c2a1f..a035627 100644 --- a/Prezeentacja_wykresy.ipynb +++ b/Prezentacja_wykresy.ipynb @@ -13,7 +13,7 @@ }, { "cell_type": "code", - "execution_count": 116, + "execution_count": 2, "id": "cb8f7a05-40a5-46cf-8900-88da58e8690f", "metadata": {}, "outputs": [], @@ -28,7 +28,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "id": "5a5c0cd6-6606-4983-b945-eeed8b5afe24", "metadata": {}, "outputs": [], @@ -743,6 +743,56 @@ "ax.set_ylabel('Liczba miliarderów')\n", "plt.show()" ] + }, + { + "cell_type": "markdown", + "id": "5b078ec0", + "metadata": {}, + "source": [ + "# Najmłodsi miliarderzy\n", + "\n", + "**Mark Mateschitz odziedziczył 49% firmy RedBull**" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "78d5aef6", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "top_youngest=df[df['age']<=30].copy()\n", + "top_youngest=top_youngest.sort_values(by=['age']).sort_values(by=['finalWorth'],ascending=False)\n", + "\n", + "plt.figure(figsize=(15, 8))\n", + "sns.barplot(x='finalWorth', \n", + " y=top_youngest['personName'] + ', ' + top_youngest['countryOfCitizenship'] + ' (' + top_youngest['age'].astype(int).astype(str) + ' y.o)', \n", + " data=top_youngest,color='skyblue',\n", + " )\n", + "\n", + "for i, v in enumerate(top_youngest['finalWorth']):\n", + " if top_youngest.iloc[i]['selfMade']:\n", + " plt.text(v+5, i, f'{v/1000:.1f}' + ' *', color='black', va='center')\n", + " else:\n", + " plt.text(v+5, i, f'{v/1000:.1f}', color='black', va='center')\n", + "\n", + "plt.xlabel('Majątek')\n", + "plt.title('Najmłodsi miliarderzy na świecie')\n", + "plt.ylabel(\"Imię, Nazwisko, Wiek\")\n", + "plt.annotate('* Self-Made', xy=(0.9, 0.05), xycoords='axes fraction', fontsize=10, color='black')\n", + "plt.show()" + ] } ], "metadata": {