204 lines
176 KiB
Plaintext
204 lines
176 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"Выгружаем данные при помощи Pandas из csv файла в количестве 10000 строк."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {},
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"outputs": [],
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"source": [
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"import pandas as pd\n",
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"import matplotlib.pyplot as plt\n",
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"\n",
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"df = pd.read_csv(\"data/age.csv\", nrows=10000)\n"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"Смотрим количество и название столбцов таблицы"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 40,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"<class 'pandas.core.frame.DataFrame'>\n",
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"Index: 12359 entries, 0 to 9999\n",
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"Data columns (total 10 columns):\n",
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" # Column Non-Null Count Dtype \n",
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"--- ------ -------------- ----- \n",
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" 0 Id 12359 non-null object \n",
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" 1 Name 12359 non-null object \n",
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" 2 Short description 12354 non-null object \n",
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" 3 Gender 12273 non-null object \n",
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" 4 Country 12080 non-null object \n",
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" 5 Occupation 12188 non-null object \n",
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" 6 Birth year 12359 non-null int64 \n",
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" 7 Death year 12358 non-null float64\n",
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" 8 Manner of death 2486 non-null object \n",
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" 9 Age of death 12358 non-null float64\n",
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"dtypes: float64(2), int64(1), object(7)\n",
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"memory usage: 1.0+ MB\n",
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" count mean std min 25% 50% \\\n",
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"Birth year 12359.0 1773.275993 298.845499 -2284.0 1787.0 1870.0 \n",
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"Death year 12358.0 1840.944813 303.842150 -2200.0 1853.0 1938.0 \n",
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"Age of death 12358.0 67.686519 17.137864 4.0 57.0 70.0 \n",
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"\n",
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" 75% max \n",
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"Birth year 1905.0 1996.0 \n",
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"Death year 1979.0 2021.0 \n",
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"Age of death 80.0 107.0 \n"
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]
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}
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],
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"source": [
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"print(df.describe().transpose())"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"Узнаем количество людей относящихся к той или иной стране"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 12,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"df['Country'] = df['Country'].str.split('; ')\n",
|
|
"df1 = df.explode('Country')\n",
|
|
"countrys = df1.groupby(\"Country\").size().reset_index(name=\"Count\") # type: ignore\n",
|
|
"country_counts_sorted = countrys.sort_values(by='Count', ascending=False)\n",
|
|
"top_countries = country_counts_sorted.head(50)\n",
|
|
"\n",
|
|
"top_countries.plot.bar(x='Country', y='Count', color=['green'])\n",
|
|
"plt.title('Top Countries by count of people')\n",
|
|
"plt.xlabel('Country')\n",
|
|
"plt.ylabel('Number of People')\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"Длительность жизни по полу"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"dfgender = df[df['Gender'].isin(['Male', 'Female'])]\n",
|
|
"dfgender[0:1000].boxplot(column='Age of death', by='Gender')\n",
|
|
"plt.title('Lifespan by Gender')\n",
|
|
"plt.suptitle('') # Убираем автоматический заголовок\n",
|
|
"plt.xlabel('Gender')\n",
|
|
"plt.ylabel('Lifespan')\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"Количество людей родившихся в тот или иной год"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<Axes: ylabel='Frequency'>"
|
|
]
|
|
},
|
|
"execution_count": 10,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"from matplotlib.pyplot import xlim\n",
|
|
"\n",
|
|
"\n",
|
|
"df.plot.hist(column=[\"Birth year\"], xlim=(1900, 2000), bins=4000)"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": ".venv",
|
|
"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": "3.12.5"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|