jupiter/.ipynb_checkpoints/week2_analysis-checkpoint.ipynb

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{
"cells": [
{
"cell_type": "code",
"execution_count": 18,
"id": "d0353480-4987-4d96-9ce7-cf56bb98cfdc",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Информация о данных:\n",
"<class 'pandas.DataFrame'>\n",
"RangeIndex: 83906 entries, 0 to 83905\n",
"Data columns (total 6 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 country_code 83906 non-null str \n",
" 1 main_activity_code 83906 non-null str \n",
" 2 main_activity_name 83906 non-null str \n",
" 3 citl_information 83906 non-null str \n",
" 4 year 83906 non-null str \n",
" 5 value 83838 non-null float64\n",
"dtypes: float64(1), str(5)\n",
"memory usage: 3.8 MB\n",
"None\n",
"\n",
"Описание данных:\n",
" value\n",
"count 8.383800e+04\n",
"mean 1.218842e+07\n",
"std 6.669726e+07\n",
"min -4.192441e+07\n",
"25% 9.420500e+04\n",
"50% 6.487590e+05\n",
"75% 3.905087e+06\n",
"max 3.395531e+09\n",
"\n",
"Пропущенные значения:\n",
"country_code 0\n",
"main_activity_code 0\n",
"main_activity_name 0\n",
"citl_information 0\n",
"year 0\n",
"value 68\n",
"dtype: int64\n",
"\n",
"Обработка строк:\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Обработка: 100%|███████████████████████████████| 83906/83906 [02:36<00:00, 534.86it/s]\n"
]
},
{
"data": {
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",
"text/plain": [
"<Figure size 800x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import pandas as pd\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"from tqdm import tqdm\n",
"import time\n",
"\n",
"# Загрузка данных\n",
"# Вместо \"data.csv\" укажите свой файл\n",
"df = pd.read_csv(\"eu-ets.csv\")\n",
"\n",
"# Информация о данных\n",
"print(\"Информация о данных:\")\n",
"print(df.info())\n",
"\n",
"print(\"\\nОписание данных:\")\n",
"print(df.describe())\n",
"\n",
"# Проверка пропусков\n",
"print(\"\\nПропущенные значения:\")\n",
"print(df.isnull().sum())\n",
"\n",
"# tqdm при обработке данных\n",
"print(\"\\nОбработка строк:\")\n",
"\n",
"for index, row in tqdm(df.iterrows(), total=len(df), desc=\"Обработка\"):\n",
" time.sleep(0.001)\n",
"\n",
"# HISTPLOT\n",
"plt.figure(figsize=(8, 5))\n",
"\n",
"sns.histplot(df[df.columns[1]], bins=20)\n",
"\n",
"plt.title(\"Histplot\")\n",
"plt.show()\n",
"\n",
"# SCATTERPLOT\n",
"plt.figure(figsize=(8, 5))\n",
"\n",
"sns.scatterplot(\n",
" x=df[df.columns[1]],\n",
" y=df[df.columns[2]]\n",
")\n",
"\n",
"plt.title(\"Scatterplot\")\n",
"plt.show()\n",
"\n",
"# BOXPLOT\n",
"plt.figure(figsize=(8, 5))\n",
"\n",
"sns.boxplot(y=df[df.columns[1]])\n",
"\n",
"plt.title(\"Boxplot\")\n",
"plt.show()"
]
},
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"cell_type": "code",
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