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+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import pandas as pd\n",
+ "import numpy as np\n",
+ "import matplotlib.pyplot as plt\n",
+ "\n",
+ "data = pd.read_csv('works.csv')\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## 1. Узнать общее количество записей в датасете"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "32683"
+ ]
+ },
+ "execution_count": 15,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "max(data.count())"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## 2. Узнать количество мужчин и женщин в датасете"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Кол-во мужчин: 13386\n",
+ "Кол-во женщин: 17910\n"
+ ]
+ }
+ ],
+ "source": [
+ "print('Кол-во мужчин:',len(data[data['gender'] == 'Мужской']))\n",
+ "print('Кол-во женщин:',len(data[data['gender'] == 'Женский']))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## 3. Узнать сколько значений в столбце skills не NAN"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "23711"
+ ]
+ },
+ "execution_count": 17,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "data['skills'].isna().sum()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## 4. Получить все заполненные скиллы"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "0
Аналитическое мышление, Коммуникабельность
\n",
+ "13 Ответственность в работе
\n",
+ "21 Усидчивость, умение удерживать в памяти нуж...\n",
+ " ... \n",
+ "32665
Отвественность
Исполнительность
Высокая работоспособность, нацеленность на ...\n",
+ "32672 исполнительный
\n",
+ "32674 Нацелен на результат. Считаю себя командным...\n",
+ "32675
трудоспособен
\n",
+ "Name: skills, Length: 8972, dtype: object"
+ ]
+ },
+ "execution_count": 18,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "data['skills'].dropna()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## 5. Вывести зарплату только у тех, у которых в скиллах есть Python (Питон)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "230 35000\n",
+ "334 20000\n",
+ "2394 35000\n",
+ "8096 15000\n",
+ "9014 25000\n",
+ "9667 90000\n",
+ "20930 30000\n",
+ "22530 50000\n",
+ "28286 23000\n",
+ "30430 23000\n",
+ "Name: salary, dtype: int64"
+ ]
+ },
+ "execution_count": 19,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "pySalary = data['skills'].str.lower().str.contains('python|питон')\n",
+ "a1 = data['skills'].notna()\n",
+ "a2 = pySalary & a1\n",
+ "data[a2]['salary']"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## 6. Построить перцентили по заработной плате у мужчин и женщин"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "gender \n",
+ "Женский 0.1 15000.0\n",
+ " 0.2 18000.0\n",
+ " 0.3 20000.0\n",
+ " 0.4 22000.0\n",
+ " 0.5 25000.0\n",
+ " 0.6 30000.0\n",
+ " 0.7 30000.0\n",
+ " 0.8 35000.0\n",
+ " 0.9 47000.0\n",
+ " 1.0 900000.0\n",
+ "Мужской 0.1 15000.0\n",
+ " 0.2 20000.0\n",
+ " 0.3 25000.0\n",
+ " 0.4 30000.0\n",
+ " 0.5 30000.0\n",
+ " 0.6 35000.0\n",
+ " 0.7 40000.0\n",
+ " 0.8 50000.0\n",
+ " 0.9 60000.0\n",
+ " 1.0 1000000.0\n",
+ "Name: salary, dtype: float64"
+ ]
+ },
+ "execution_count": 20,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "data.groupby('gender')['salary'].quantile([.1, .2, .3, .4, .5, .6, .7, .8, .9, 1])"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## 7. Построить графики распределения по заработной плате мужчин и женщин в зависимости от высшего образования"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 21,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "dataToPlot = data.groupby(['gender', 'educationType'])['salary'].mean()\n",
+ "dataToPlot.plot.bar()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## 8. Очистить и визуализировать данные по профессии инженер и должности менеджер"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 22,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "data.dropna(subset=['jobTitle'], inplace=True)\n",
+ "data.dropna(subset=['qualification'], inplace=True)\n",
+ "\n",
+ "managerEngineer = data[data['jobTitle'].str.lower().str.contains('менеджер')&data['qualification'].str.lower().str.contains('инженер')]\n",
+ "b1 = managerEngineer.groupby(['jobTitle', 'qualification'])['salary'].mean()\n",
+ "\n",
+ "b1.plot.bar()\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Задачи из readme"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Попытался как-то сгруппировать, но какое-то гов\n",
+ "\n",
+ "data['qualification'] = data['qualification'].str.lower()\n",
+ "\n",
+ "def categorize(find, change, col):\n",
+ " data[col].loc[data[col].str.contains(find) == True] = change\n",
+ "\n",
+ "categories = {\n",
+ " 'экономист': 'эконом|финансис',\n",
+ " 'менеджер':'менедж',\n",
+ " 'юрист':'юри',\n",
+ " 'инженер':'инж',\n",
+ " 'учитель':'учитель',\n",
+ " 'доктор':'медиц|врач|фельдш',\n",
+ " 'техник':'техник'\n",
+ "}\n",
+ "\n",
+ "for k,v in categories.items():\n",
+ " categorize(v,k, 'qualification')\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## У какого количества людей профессия и должность не совпадают?"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "False 9891\n",
+ "True 239\n",
+ "dtype: int64"
+ ]
+ },
+ "execution_count": 24,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "data['qualification'] = data['qualification'].str.replace('-', ' ').str.lower()\n",
+ "data[\"jobTitle\"] = data[\"jobTitle\"].str.replace('-', ' ').str.lower()\n",
+ "\n",
+ "(data['jobTitle'] == data['qualification']).value_counts(dropna=True)\n",
+ "\n",
+ "# С моей категоризацией стало еще хуже"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Люди с каким образованием становятся менеджерами (топ-5)?"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 25,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "экономист 142\n",
+ "менеджер 107\n",
+ "бакалавр 96\n",
+ "инженер 72\n",
+ "юрист 45\n",
+ "Name: qualification, dtype: int64"
+ ]
+ },
+ "execution_count": 25,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "managers = data.loc[data['jobTitle'].str.lower().str.contains('менеджер') == True]\n",
+ "managers['qualification'].str.lower().dropna().value_counts().head(5)\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Кем работают люди, которые по диплому являются инженерами (топ-5)?"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 26,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "инженер 25\n",
+ "главный инженер 22\n",
+ "директор 20\n",
+ "менеджер 13\n",
+ "водитель 11\n",
+ "Name: jobTitle, dtype: int64"
+ ]
+ },
+ "execution_count": 26,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "engineers = data.loc[data['qualification'].str.lower().str.contains('инженер') == True]\n",
+ "engineers['jobTitle'].str.lower().dropna().value_counts().head(5)"
+ ]
+ }
+ ],
+ "metadata": {
+ "interpreter": {
+ "hash": "5855dc0dd24e821e5d321a9d444d9ed29468cb6443afc671a53e69ec137d5b56"
+ },
+ "kernelspec": {
+ "display_name": "Python 3.9.7 64-bit",
+ "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": "3.9.7"
+ },
+ "orig_nbformat": 4
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}