{ "cells": [ { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Index(['Rank ', 'Name', 'Networth', 'Age', 'Country', 'Source', 'Industry'], dtype='object')\n" ] } ], "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "df = pd.read_csv(\"C://Users//annal//aim//static//csv//Forbes_Billionaires.csv\")\n", "print(df.columns)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Диаграмма №1 - круговая\n", "## Эта диаграмма показывает, в каких областях достигли успеха миллиардеры. Благодаря этой диаграмме, можно выяснить, в какой области больше всего(или меньше всего) миллиардеров. По этой диаграмме видно, что в сфере финансов и инвестиций наибольший процент миллиардеров, в то время как наименьшего успеха люди достигли в сфере азартных игр и казино" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Распределение миллиардеров по областям')" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ind_counts = df['Industry'].value_counts()\n", "plt.figure(figsize=(16, 16))\n", "plt.pie(ind_counts, labels=ind_counts.index, autopct='%1.1f%%', startangle=140, colors=plt.cm.Paired.colors)\n", "plt.title('Распределение миллиардеров по областям')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "# Диаграмма №2 - Столбчатая диаграмма\n", "## Эта диаграмма показывает топ-20 стран с самыми богатыми миллиардерами, а так же количеством миллиардеров в каждой стране.Эта диаграмма позволяет определить лидера среди стран по количеству богатейших людей мира. Итак, диаграмма показывает, что в США наибольшее число миллиардеров среди 20 лучших стран." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'Страна')" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "country_counts = df['Country'].value_counts()\n", "top50 = country_counts.head(20)\n", "country_bars = top50.plot(kind='bar', color = 'green')\n", "country_bars.set_ylabel('Колисчество миллиардеров')\n", "country_bars.set_title('Топ-20 стран с богатейшими из миллиардеров')\n", "country_bars.set_xlabel('Страна')\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Диаграмма №3 - Диаграмма рассеяния\n", "## Данная диаграмма предназначена для поиска закономерности между возрастом и суммой состояния миллиардеров. На данной диаграмме видно, что сумма состояния увеличивается с возрастом, однако существуют единичные случаи, выбивающиеся из общей тенденции." ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Сумма состояния')" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(11,11))\n", "plt.scatter(df['Age'], df['Networth'])\n", "plt.title('Зависимость суммы состояния от возраста')\n", "plt.xlabel('Возраст')\n", "plt.ylabel('Сумма состояния')" ] } ], "metadata": { "kernelspec": { "display_name": "aimlenv", "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": "3.12.6" } }, "nbformat": 4, "nbformat_minor": 2 }