prophet_orig.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-16T12:24:27.351038Z",
     "start_time": "2019-03-16T12:24:27.347933Z"
    }
   },
   "source": [
    "# Прогнозирование аудитории пророком на данных из clickhouse\n",
    "\n",
    "Ознакомимся с библиотекой Prophet, попрактикуемся в прогнозировании временных рядов и визуализации предсказаний.\n",
    "https://facebook.github.io/prophet/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-04-24T10:07:46.197278Z",
     "start_time": "2019-04-24T10:07:45.667014Z"
    }
   },
   "outputs": [],
   "source": [
    "# Импортируем либы\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import pandahouse as ph\n",
    "from datetime import date\n",
    "import holidays\n",
    "from fbprophet import Prophet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Объявляем параметры подключения к clickhouse\n",
    "connection = dict(database='test',\n",
    "                  host='https://clickhouse.lab.karpov.courses',\n",
    "                  user='student-rw',\n",
    "                  password='656e2b0c9c')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "        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>ds</th>\n",
       "      <th>y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>26243</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2019-01-02</td>\n",
       "      <td>31303</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2019-01-03</td>\n",
       "      <td>34017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2019-01-04</td>\n",
       "      <td>33807</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2019-01-05</td>\n",
       "      <td>33925</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272</th>\n",
       "      <td>2019-09-30</td>\n",
       "      <td>19028</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>273</th>\n",
       "      <td>2019-10-01</td>\n",
       "      <td>19176</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>274</th>\n",
       "      <td>2019-10-02</td>\n",
       "      <td>18926</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275</th>\n",
       "      <td>2019-10-03</td>\n",
       "      <td>18373</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276</th>\n",
       "      <td>2019-10-04</td>\n",
       "      <td>18676</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>277 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            ds      y\n",
       "0   2019-01-01  26243\n",
       "1   2019-01-02  31303\n",
       "2   2019-01-03  34017\n",
       "3   2019-01-04  33807\n",
       "4   2019-01-05  33925\n",
       "..         ...    ...\n",
       "272 2019-09-30  19028\n",
       "273 2019-10-01  19176\n",
       "274 2019-10-02  18926\n",
       "275 2019-10-03  18373\n",
       "276 2019-10-04  18676\n",
       "\n",
       "[277 rows x 2 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Вкидываем данные (первый столбец - даты (ds), второй - уники (y))\n",
    "query = \"\"\"\n",
    "SELECT \n",
    "    ds,\n",
    "    uniqExact(DeviceID) AS y\n",
    "FROM test.installs\n",
    "WHERE \n",
    "        Source = 'Source_27'\n",
    "    AND InstallCost = 0\n",
    "GROUP BY CAST(InstallationDate AS Date)  AS ds\n",
    "ORDER BY ds ASC\n",
    "\"\"\"\n",
    "df = ph.read_clickhouse(query, connection=connection)\n",
    "df['ds'] = pd.to_datetime(df.ds)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-16T12:24:27.984639Z",
     "start_time": "2019-03-16T12:24:27.961997Z"
    }
   },
   "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>ds</th>\n",
       "      <th>holiday</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>2021-03-08</td>\n",
       "      <td>День женщин</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>2021-05-01</td>\n",
       "      <td>Праздник Весны и Труда</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>2021-05-09</td>\n",
       "      <td>День Победы</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>2021-06-12</td>\n",
       "      <td>День России</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>2021-11-04</td>\n",
       "      <td>День народного единства</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           ds                  holiday\n",
       "93 2021-03-08              День женщин\n",
       "94 2021-05-01   Праздник Весны и Труда\n",
       "95 2021-05-09              День Победы\n",
       "96 2021-06-12              День России\n",
       "97 2021-11-04  День народного единства"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Вкидываем праздники, для их учёта моделькой\n",
    "holidays_dict = holidays.RU(years=(2015, 2016, 2017, 2018, 2019, 2020, 2021))\n",
    "df_holidays = pd.DataFrame.from_dict(holidays_dict, orient='index') \\\n",
    "    .reset_index()\n",
    "df_holidays = df_holidays.rename({'index':'ds', 0:'holiday'}, axis ='columns')\n",
    "df_holidays['ds'] = pd.to_datetime(df_holidays.ds)\n",
    "df_holidays = df_holidays.sort_values(by=['ds'])\n",
    "df_holidays = df_holidays.reset_index(drop=True)\n",
    "df_holidays.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-16T12:24:29.831631Z",
     "start_time": "2019-03-16T12:24:27.987093Z"
    }
   },
   "outputs": [],
   "source": [
    "# Период, который надо отрезать и предсказать (проверка модели)\n",
    "predictions = 30\n",
    "\n",
    "# Отрезаем из обучающей выборки последние N точек, чтобы измерить на них качество\n",
    "train_df = df[:-predictions]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-16T12:24:30.254669Z",
     "start_time": "2019-03-16T12:24:29.834047Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<fbprophet.forecaster.Prophet at 0x7fbdcd0e60f0>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Настраиваем prophet – говорим ему учитывать праздники и сезонности\n",
    "m = Prophet(holidays=df_holidays, daily_seasonality=False, weekly_seasonality=True, yearly_seasonality=False)\n",
    "m.fit(train_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-16T12:24:41.146587Z",
     "start_time": "2019-03-16T12:24:30.257168Z"
    }
   },
   "outputs": [],
   "source": [
    "# Предсказываем 30 дней\n",
    "future = m.make_future_dataframe(periods=predictions)\n",
    "forecast = m.predict(future)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-16T12:24:41.625365Z",
     "start_time": "2019-03-16T12:24:41.149031Z"
    }
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Смотрим, что предсказалось\n",
    "m.plot(forecast);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-16T12:24:45.834223Z",
     "start_time": "2019-03-16T12:24:41.628018Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 648x648 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Смотрим на сезонности\n",
    "m.plot_components(forecast);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-16T12:24:46.353537Z",
     "start_time": "2019-03-16T12:24:45.836695Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "        <script type=\"text/javascript\">\n",
       "        window.PlotlyConfig = {MathJaxConfig: 'local'};\n",
       "        if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}\n",
       "        if (typeof require !== 'undefined') {\n",
       "        require.undef(\"plotly\");\n",
       "        requirejs.config({\n",
       "            paths: {\n",
       "                'plotly': ['https://cdn.plot.ly/plotly-latest.min']\n",
       "            }\n",
       "        });\n",
       "        require(['plotly'], function(Plotly) {\n",
       "            window._Plotly = Plotly;\n",
       "        });\n",
       "        }\n",
       "        </script>\n",
       "        "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "linkText": "Export to plot.ly",
        "plotlyServerURL": "https://plot.ly",
        "showLink": false
       },
       "data": [
        {
         "name": "fact",
         "type": "scatter",
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\"ticks\": \"\"}}, \"title\": {\"x\": 0.05}, \"xaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}, \"yaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}}}},\n",
       "                        {\"responsive\": true}\n",
       "                    ).then(function(){\n",
       "                            \n",
       "var gd = document.getElementById('b4a8350e-d453-4ea4-bfc8-c77555167e40');\n",
       "var x = new MutationObserver(function (mutations, observer) {{\n",
       "        var display = window.getComputedStyle(gd).display;\n",
       "        if (!display || display === 'none') {{\n",
       "            console.log([gd, 'removed!']);\n",
       "            Plotly.purge(gd);\n",
       "            observer.disconnect();\n",
       "        }}\n",
       "}});\n",
       "\n",
       "// Listen for the removal of the full notebook cells\n",
       "var notebookContainer = gd.closest('#notebook-container');\n",
       "if (notebookContainer) {{\n",
       "    x.observe(notebookContainer, {childList: true});\n",
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       "\n",
       "// Listen for the clearing of the current output cell\n",
       "var outputEl = gd.closest('.output');\n",
       "if (outputEl) {{\n",
       "    x.observe(outputEl, {childList: true});\n",
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       "\n",
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       "            </script>\n",
       "        </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Рисуем график с границами прогноза\n",
    "from plotly.offline import download_plotlyjs, init_notebook_mode, plot, iplot\n",
    "import plotly.graph_objs as go\n",
    "init_notebook_mode(connected = True)\n",
    "\n",
    "iplot([\n",
    "    go.Scatter(x=df['ds'], y=df['y'], name='fact'),\n",
    "    go.Scatter(x=forecast['ds'], y=forecast['yhat'], name='prediction'),\n",
    "    go.Scatter(x=forecast['ds'], y=forecast['yhat_upper'], fill='tonexty', mode='none', name='upper'),\n",
    "    go.Scatter(x=forecast['ds'], y=forecast['yhat_lower'], fill='tonexty', mode='none', name='lower'),\n",
    "    go.Scatter(x=forecast['ds'], y=forecast['trend'], name='trend')\n",
    "])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-16T12:24:46.377851Z",
     "start_time": "2019-03-16T12:24:46.355861Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MAPE (средняя абсолютная ошибка в процентах) –  5.563714061132858 %\n",
      "MAE (средняя абсолютная ошибка) –  1079.6766978168882\n"
     ]
    }
   ],
   "source": [
    "# Смотрим на ошибки модели\n",
    "cmp_df = forecast.set_index('ds')[['yhat', 'yhat_lower', 'yhat_upper']].join(df.set_index('ds'))\n",
    "cmp_df['e'] = cmp_df['y'] - cmp_df['yhat']\n",
    "cmp_df['p'] = 100*cmp_df['e']/cmp_df['y']\n",
    "print('MAPE (средняя абсолютная ошибка в процентах) – ', np.mean(abs(cmp_df[-predictions:]['p'])),'%')\n",
    "print('MAE (средняя абсолютная ошибка) – ', np.mean(abs(cmp_df[-predictions:]['e'])))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-16T12:25:06.741876Z",
     "start_time": "2019-03-16T12:24:46.380449Z"
    }
   },
   "outputs": [],
   "source": [
    "# Прогнозируем на полный период (указываем количество дней)\n",
    "prediction_days = 90\n",
    "final_train_df = df\n",
    "f = Prophet(holidays=df_holidays, daily_seasonality=False, weekly_seasonality=True, yearly_seasonality=False)\n",
    "f.fit(final_train_df)\n",
    "final_future = f.make_future_dataframe(periods=prediction_days)\n",
    "final_forecast = f.predict(final_future)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-16T12:25:07.191829Z",
     "start_time": "2019-03-16T12:25:06.744283Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Смотрим, что предсказалось на полный период\n",
    "f.plot(final_forecast);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-16T12:25:08.019705Z",
     "start_time": "2019-03-16T12:25:07.194263Z"
    }
   },
   "outputs": [
    {
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        "linkText": "Export to plot.ly",
        "plotlyServerURL": "https://plot.ly",
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       "                        {\"responsive\": true}\n",
       "                    ).then(function(){\n",
       "                            \n",
       "var gd = document.getElementById('34a53bfa-2b6a-4195-8244-a923f4255240');\n",
       "var x = new MutationObserver(function (mutations, observer) {{\n",
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       "        if (!display || display === 'none') {{\n",
       "            console.log([gd, 'removed!']);\n",
       "            Plotly.purge(gd);\n",
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       "\n",
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       "var notebookContainer = gd.closest('#notebook-container');\n",
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       "var outputEl = gd.closest('.output');\n",
       "if (outputEl) {{\n",
       "    x.observe(outputEl, {childList: true});\n",
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       "\n",
       "                        })\n",
       "                };\n",
       "                });\n",
       "            </script>\n",
       "        </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Рисуем график с границами прогноза на полном периоде\n",
    "iplot([\n",
    "    go.Scatter(x=df['ds'], y=df['y'], name='fact'),\n",
    "    go.Scatter(x=final_forecast['ds'], y=final_forecast['yhat'], name='yhat'),\n",
    "    go.Scatter(x=final_forecast['ds'], y=final_forecast['yhat_upper'], fill='tonexty', mode='none', name='upper'),\n",
    "    go.Scatter(x=final_forecast['ds'], y=final_forecast['yhat_lower'], fill='tonexty', mode='none', name='lower'),\n",
    "    go.Scatter(x=final_forecast['ds'], y=final_forecast['trend'], name='trend')\n",
    "])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-16T12:25:10.506760Z",
     "start_time": "2019-03-16T12:25:08.022456Z"
    }
   },
   "outputs": [],
   "source": [
    "# Выгружаем прогноз в эксельку. Спрогнозированное значение лежит в столбце yhat\n",
    "final_forecast.to_excel(\"./app_forecast.xlsx\", sheet_name='Data', index=False, encoding=\"cp1251\")"
   ]
  }
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