04_plotly.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Визуализация Plotly"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import plotly\n",
    "import cufflinks\n",
    "\n",
    "from plotly.offline import iplot\n",
    "import plotly.graph_objs as go\n",
    "import plotly.figure_factory as ff\n",
    "plotly.offline.init_notebook_mode()\n",
    "cufflinks.go_offline()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>area_id</th>\n",
       "      <th>area_name</th>\n",
       "      <th>employer_id</th>\n",
       "      <th>employment_id</th>\n",
       "      <th>employment_name</th>\n",
       "      <th>experience_id</th>\n",
       "      <th>experience_name</th>\n",
       "      <th>key_skills</th>\n",
       "      <th>name</th>\n",
       "      <th>published_at</th>\n",
       "      <th>salary_currency</th>\n",
       "      <th>salary_from</th>\n",
       "      <th>salary_to</th>\n",
       "      <th>schedule_id</th>\n",
       "      <th>schedule_name</th>\n",
       "      <th>specialization_id</th>\n",
       "      <th>specialization_name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>11903</th>\n",
       "      <td>25481836</td>\n",
       "      <td>1</td>\n",
       "      <td>Москва</td>\n",
       "      <td>3235575.0</td>\n",
       "      <td>full</td>\n",
       "      <td>Полная занятость</td>\n",
       "      <td>between3And6</td>\n",
       "      <td>От 3 до 6 лет</td>\n",
       "      <td>Golang, MongoDB, Docker, Redis, RabbitMQ, Kube...</td>\n",
       "      <td>Ведущий Golang-разработчик</td>\n",
       "      <td>2018-04-19T16:17:29+0300</td>\n",
       "      <td>RUR</td>\n",
       "      <td>160000.0</td>\n",
       "      <td>250000.0</td>\n",
       "      <td>fullDay</td>\n",
       "      <td>Полный день</td>\n",
       "      <td>1</td>\n",
       "      <td>Информационные технологии, интернет, телеком</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6985</th>\n",
       "      <td>25360468</td>\n",
       "      <td>2</td>\n",
       "      <td>Санкт-Петербург</td>\n",
       "      <td>1009.0</td>\n",
       "      <td>full</td>\n",
       "      <td>Полная занятость</td>\n",
       "      <td>between1And3</td>\n",
       "      <td>От 1 года до 3 лет</td>\n",
       "      <td>Helpdesk, Windows 7, Администрирование сетевог...</td>\n",
       "      <td>Специалист по технической поддержке</td>\n",
       "      <td>2018-04-24T14:41:11+0300</td>\n",
       "      <td>RUR</td>\n",
       "      <td>35000.0</td>\n",
       "      <td>40000.0</td>\n",
       "      <td>fullDay</td>\n",
       "      <td>Полный день</td>\n",
       "      <td>1</td>\n",
       "      <td>Информационные технологии, интернет, телеком</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19584</th>\n",
       "      <td>25346404</td>\n",
       "      <td>2</td>\n",
       "      <td>Санкт-Петербург</td>\n",
       "      <td>1024045.0</td>\n",
       "      <td>full</td>\n",
       "      <td>Полная занятость</td>\n",
       "      <td>noExperience</td>\n",
       "      <td>Нет опыта</td>\n",
       "      <td>Диспетчер, Логистика, Управление продажами, Ло...</td>\n",
       "      <td>Менеджер по логистике</td>\n",
       "      <td>2018-04-11T16:31:56+0300</td>\n",
       "      <td>RUR</td>\n",
       "      <td>20000.0</td>\n",
       "      <td>50000.0</td>\n",
       "      <td>fullDay</td>\n",
       "      <td>Полный день</td>\n",
       "      <td>21</td>\n",
       "      <td>Транспорт, логистика</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7564</th>\n",
       "      <td>25564424</td>\n",
       "      <td>1</td>\n",
       "      <td>Москва</td>\n",
       "      <td>892958.0</td>\n",
       "      <td>full</td>\n",
       "      <td>Полная занятость</td>\n",
       "      <td>noExperience</td>\n",
       "      <td>Нет опыта</td>\n",
       "      <td>MS Office, Ведение переговоров, Пользователь П...</td>\n",
       "      <td>Руководитель интернет-проектов</td>\n",
       "      <td>2018-04-25T14:22:26+0300</td>\n",
       "      <td>RUR</td>\n",
       "      <td>30000.0</td>\n",
       "      <td>80000.0</td>\n",
       "      <td>fullDay</td>\n",
       "      <td>Полный день</td>\n",
       "      <td>1</td>\n",
       "      <td>Информационные технологии, интернет, телеком</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8700</th>\n",
       "      <td>23579112</td>\n",
       "      <td>3</td>\n",
       "      <td>Екатеринбург</td>\n",
       "      <td>67611.0</td>\n",
       "      <td>full</td>\n",
       "      <td>Полная занятость</td>\n",
       "      <td>between1And3</td>\n",
       "      <td>От 1 года до 3 лет</td>\n",
       "      <td>C++, SQL, PostgreSQL, XML</td>\n",
       "      <td>Ведущий программист С++</td>\n",
       "      <td>2018-04-18T12:41:21+0300</td>\n",
       "      <td>RUR</td>\n",
       "      <td>130000.0</td>\n",
       "      <td>210000.0</td>\n",
       "      <td>flexible</td>\n",
       "      <td>Гибкий график</td>\n",
       "      <td>1</td>\n",
       "      <td>Информационные технологии, интернет, телеком</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             id  area_id        area_name  employer_id employment_id  \\\n",
       "11903  25481836        1           Москва    3235575.0          full   \n",
       "6985   25360468        2  Санкт-Петербург       1009.0          full   \n",
       "19584  25346404        2  Санкт-Петербург    1024045.0          full   \n",
       "7564   25564424        1           Москва     892958.0          full   \n",
       "8700   23579112        3     Екатеринбург      67611.0          full   \n",
       "\n",
       "        employment_name experience_id     experience_name  \\\n",
       "11903  Полная занятость  between3And6       От 3 до 6 лет   \n",
       "6985   Полная занятость  between1And3  От 1 года до 3 лет   \n",
       "19584  Полная занятость  noExperience           Нет опыта   \n",
       "7564   Полная занятость  noExperience           Нет опыта   \n",
       "8700   Полная занятость  between1And3  От 1 года до 3 лет   \n",
       "\n",
       "                                              key_skills  \\\n",
       "11903  Golang, MongoDB, Docker, Redis, RabbitMQ, Kube...   \n",
       "6985   Helpdesk, Windows 7, Администрирование сетевог...   \n",
       "19584  Диспетчер, Логистика, Управление продажами, Ло...   \n",
       "7564   MS Office, Ведение переговоров, Пользователь П...   \n",
       "8700                           C++, SQL, PostgreSQL, XML   \n",
       "\n",
       "                                      name              published_at  \\\n",
       "11903           Ведущий Golang-разработчик  2018-04-19T16:17:29+0300   \n",
       "6985   Специалист по технической поддержке  2018-04-24T14:41:11+0300   \n",
       "19584                Менеджер по логистике  2018-04-11T16:31:56+0300   \n",
       "7564        Руководитель интернет-проектов  2018-04-25T14:22:26+0300   \n",
       "8700               Ведущий программист С++  2018-04-18T12:41:21+0300   \n",
       "\n",
       "      salary_currency  salary_from  salary_to schedule_id  schedule_name  \\\n",
       "11903             RUR     160000.0   250000.0     fullDay    Полный день   \n",
       "6985              RUR      35000.0    40000.0     fullDay    Полный день   \n",
       "19584             RUR      20000.0    50000.0     fullDay    Полный день   \n",
       "7564              RUR      30000.0    80000.0     fullDay    Полный день   \n",
       "8700              RUR     130000.0   210000.0    flexible  Гибкий график   \n",
       "\n",
       "       specialization_id                           specialization_name  \n",
       "11903                  1  Информационные технологии, интернет, телеком  \n",
       "6985                   1  Информационные технологии, интернет, телеком  \n",
       "19584                 21                          Транспорт, логистика  \n",
       "7564                   1  Информационные технологии, интернет, телеком  \n",
       "8700                   1  Информационные технологии, интернет, телеком  "
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_vacancy = pd.read_csv('hh_vacancy.csv')\n",
    "df_vacancy = df_vacancy.dropna()\n",
    "df_vacancy = df_vacancy.sample(frac=0.2)\n",
    "df_vacancy.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Ящик с усами"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
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    "factor = 'experience_name'\n",
    "df_vacancy.pivot(columns=f'{factor}', values='salary_from').iplot(\n",
    "    kind='box', yTitle='salary_from', title=f'salary_from distribution by {factor}')"
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   "source": [
    "## Распределение"
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  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
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     "metadata": {},
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   "source": [
    "factor = 'experience_name'\n",
    "hist_data, group_labels = [], []\n",
    "for factor_value in df_vacancy[factor].unique():\n",
    "    factor_value_data = list(df_vacancy.loc[df_vacancy[factor] == factor_value]['salary_from'])\n",
    "    if len(factor_value_data) > 1:\n",
    "        group_labels.append(factor_value)\n",
    "        hist_data.append(factor_value_data)\n",
    "\n",
    "iplot(ff.create_distplot(hist_data, group_labels, bin_size=10000))"
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  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Гистограммы"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
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    "factor = 'experience_name'\n",
    "df_vacancy.pivot(columns=f'{factor}', values='salary_from').iplot(\n",
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    "## Диаграмма рассеивания"
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   "source": [
    "factor = 'experience_name'\n",
    "df_vacancy.iplot(kind=\"scatter\", x='salary_to', y=\"salary_from\", categories=factor)"
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