diff --git a/.gitignore b/.gitignore index 0d2e7e5..102937a 100644 --- a/.gitignore +++ b/.gitignore @@ -11,6 +11,7 @@ ipython_config.py # Virutal Python environment aimenv/ +.venv/ # Remove previous ipynb_checkpoints # git rm -r .ipynb_checkpoints/ diff --git a/lab_1/image.png b/lab_1/image.png new file mode 100644 index 0000000..d7908a3 Binary files /dev/null and b/lab_1/image.png differ diff --git a/lab_1/lab1.ipynb b/lab_1/lab1.ipynb index 709d82c..e98cceb 100644 --- a/lab_1/lab1.ipynb +++ b/lab_1/lab1.ipynb @@ -1,5 +1,152 @@ { "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Начало ЛР\n", + "\n", + "Выгрузка данных из CSV в датафрейм" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Index(['Education Level', 'Institution Type', 'Gender', 'Age', 'Device',\n", + " 'IT Student', 'Location', 'Financial Condition', 'Internet Type',\n", + " 'Network Type', 'Flexibility Level'],\n", + " dtype='object')\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "\n", + "dataframe = pd.read_csv(\".//static//csv//students_adaptability_level_online_education.csv\")\n", + "print(dataframe.columns)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Диаграмма 1 (Круговая)\n", + "\n", + "Данная диаграмма (круговая) отображает распределение людей по типу соединения к интернету (4G, 3G, 2G). Это позволяет сделать вывод о том, что сейчас в негородских поселениях преобладает хороший тип связи, а слабый имеет минимальное значение." + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Распределение людей из негородских поселений по типу соединения')" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "rural_df = dataframe[dataframe['Location'] == \"Rural\"]\n", + "\n", + "network_type_rural_count = rural_df['Network Type'].value_counts()\n", + "\n", + "plt.figure(figsize=(6,6))\n", + "plt.pie(network_type_rural_count, labels=network_type_rural_count.index, autopct='%1.1f%%')\n", + "plt.title(\"Распределение людей из негородских поселений по типу соединения\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Диаграмма 2 (Линейная)\n", + "\n", + "Данная диаграмма отображает количество студентов в разных возрастных группах. Из нее можно сделать вывод, что в подростковом возрасте (10-15) люди менее интересуются IT направлением, но в возрасте 20-25 лет количество учеников IT направлений начинает преобладать над не IT сферой (и в это же время количество не IT студентов начинает убывать)." + ] + }, + { + "cell_type": "code", + "execution_count": 95, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 95, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "it_student_df = dataframe[dataframe['IT Student'] == \"Yes\"].copy()\n", + "nonit_student_df = dataframe[dataframe['IT Student'] == \"No\"].copy()\n", + "\n", + "age_bins = range(10, 36, 5)\n", + "\n", + "\n", + "it_student_df['age_group'] = pd.cut(it_student_df['Age'], bins=age_bins)\n", + "it_student_count = it_student_df.groupby('age_group', observed=False)['IT Student'].value_counts().reset_index()\n", + "mean_count_it = it_student_count.groupby('age_group', observed=False)['count'].mean()\n", + "\n", + "nonit_student_df['age_group'] = pd.cut(nonit_student_df['Age'], bins=age_bins)\n", + "nonit_student_count = nonit_student_df.groupby('age_group', observed=False)['IT Student'].value_counts().reset_index()\n", + "mean_count_nonit = nonit_student_count.groupby('age_group', observed=False)['count'].mean()\n", + "\n", + "plt.figure(figsize=(10,6))\n", + "plt.plot(mean_count_it.index.astype(str), mean_count_it , marker='o', label='IT студент')\n", + "plt.plot(mean_count_nonit.index.astype(str), mean_count_nonit , marker='o', label='Не IT студент')\n", + "plt.xlabel(\"Возрастная группа\")\n", + "plt.ylabel(\"Количество студентов\")\n", + "plt.title('Количество студентов на IT и не IT направлении')\n", + "plt.xticks(rotation=45)\n", + "plt.legend()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Диаграмма 3 (Столбчатая)\n", + "\n", + "Данная диаграмма отображает" + ] + }, { "cell_type": "code", "execution_count": null, @@ -9,8 +156,22 @@ } ], "metadata": { + "kernelspec": { + "display_name": ".venv", + "language": "python", + "name": "python3" + }, "language_info": { - "name": "python" + "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, diff --git a/lab_1/requirements.txt b/lab_1/requirements.txt index e69de29..be509c1 100644 --- a/lab_1/requirements.txt +++ b/lab_1/requirements.txt @@ -0,0 +1,32 @@ +asttokens==2.4.1 +comm==0.2.2 +debugpy==1.8.5 +decorator==5.1.1 +executing==2.1.0 +ipykernel==6.29.5 +ipython==8.27.0 +jedi==0.19.1 +jupyter_client==8.6.3 +jupyter_core==5.7.2 +matplotlib-inline==0.1.7 +nest-asyncio==1.6.0 +numpy==2.1.1 +packaging==24.1 +pandas==2.2.2 +parso==0.8.4 +pexpect==4.9.0 +platformdirs==4.3.3 +prompt_toolkit==3.0.47 +psutil==6.0.0 +ptyprocess==0.7.0 +pure_eval==0.2.3 +Pygments==2.18.0 +python-dateutil==2.9.0.post0 +pytz==2024.2 +pyzmq==26.2.0 +six==1.16.0 +stack-data==0.6.3 +tornado==6.4.1 +traitlets==5.14.3 +tzdata==2024.1 +wcwidth==0.2.13