{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Downtime categories"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# configure plot styles\n",
    "plt.style.use(\"seaborn-colorblind\")\n",
    "plt.rcParams[\"font.family\"] = \"Source Sans Pro\"\n",
    "plt.rcParams[\"figure.dpi\"] = 96\n",
    "plt.rcParams[\"axes.grid\"] = False\n",
    "plt.rcParams[\"figure.titleweight\"] = \"semibold\"\n",
    "plt.rcParams[\"axes.titleweight\"] = \"semibold\"\n",
    "plt.rcParams[\"figure.titlesize\"] = \"13\"\n",
    "plt.rcParams[\"axes.titlesize\"] = \"12\"\n",
    "plt.rcParams[\"axes.labelsize\"] = \"10\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_cat = pd.read_csv(\"data/processed/downtime_categories.csv\")\n",
    "data_ts = pd.read_csv(\n",
    "    \"data/processed/downtime_timeseries.csv\",\n",
    "    lineterminator=\"\\n\",\n",
    "    parse_dates=[\"timestamp_start\", \"timestamp_end\"],\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_ts[\"period\"] = data_ts[\"timestamp_end\"] - data_ts[\"timestamp_start\"]\n",
    "data_ts[\"period\"] = data_ts[\"period\"].dt.total_seconds() / (60 * 60)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.DataFrame(data_ts.groupby([\"TurbineCategory_id\"]).count()[\"id\"])\n",
    "data.rename(columns={\"id\": \"frequency\"}, inplace=True)\n",
    "data[\"Category\"] = data.index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "data[\"period\"] = data_ts.groupby([\"TurbineCategory_id\"]).sum()[\"period\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "data[\"frequency/t/y\"] = data[\"frequency\"] / (25 * 2.5)\n",
    "data[\"period/t/y\"] = data[\"period\"] / (25 * 2.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_cat = data_cat[data_cat[\"Type\"] == \"Turbine\"]\n",
    "data_cat = data_cat.drop(columns=[\"Type\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.concat([data, data_cat], axis=1)\n",
    "data.fillna(0, inplace=True)\n",
    "data.sort_values(by=\"frequency\", inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "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>frequency</th>\n",
       "      <th>Category</th>\n",
       "      <th>period</th>\n",
       "      <th>frequency/t/y</th>\n",
       "      <th>period/t/y</th>\n",
       "      <th>Category</th>\n",
       "      <th>Name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>17</td>\n",
       "      <td>Retrofit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>Unknown</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>14</td>\n",
       "      <td>Noise Constraints</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>3.560278</td>\n",
       "      <td>0.016</td>\n",
       "      <td>0.056964</td>\n",
       "      <td>21</td>\n",
       "      <td>Delayed Startup</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>9.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.441111</td>\n",
       "      <td>0.144</td>\n",
       "      <td>0.087058</td>\n",
       "      <td>4</td>\n",
       "      <td>Main Shaft</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>11.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.245278</td>\n",
       "      <td>0.176</td>\n",
       "      <td>0.003924</td>\n",
       "      <td>12</td>\n",
       "      <td>Unlogged manual stop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>58.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>542.960833</td>\n",
       "      <td>0.928</td>\n",
       "      <td>8.687373</td>\n",
       "      <td>19</td>\n",
       "      <td>Hub</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>214.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>408.461667</td>\n",
       "      <td>3.424</td>\n",
       "      <td>6.535387</td>\n",
       "      <td>16</td>\n",
       "      <td>Tower</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>227.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>493.191667</td>\n",
       "      <td>3.632</td>\n",
       "      <td>7.891067</td>\n",
       "      <td>9</td>\n",
       "      <td>Hydraulics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>256.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>596.369167</td>\n",
       "      <td>4.096</td>\n",
       "      <td>9.541907</td>\n",
       "      <td>3</td>\n",
       "      <td>Rotor Brake</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>329.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>810.376389</td>\n",
       "      <td>5.264</td>\n",
       "      <td>12.966022</td>\n",
       "      <td>22</td>\n",
       "      <td>Other</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>359.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1030.276667</td>\n",
       "      <td>5.744</td>\n",
       "      <td>16.484427</td>\n",
       "      <td>2</td>\n",
       "      <td>Anemometry</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>478.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>178.107778</td>\n",
       "      <td>7.648</td>\n",
       "      <td>2.849724</td>\n",
       "      <td>18</td>\n",
       "      <td>Cable Unwind</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>553.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>9833.588056</td>\n",
       "      <td>8.848</td>\n",
       "      <td>157.337409</td>\n",
       "      <td>13</td>\n",
       "      <td>Customer Stop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>614.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>980.310833</td>\n",
       "      <td>9.824</td>\n",
       "      <td>15.684973</td>\n",
       "      <td>7</td>\n",
       "      <td>Yaw System</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>686.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>5978.126389</td>\n",
       "      <td>10.976</td>\n",
       "      <td>95.650022</td>\n",
       "      <td>20</td>\n",
       "      <td>Rotor Blades</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>866.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>5249.156667</td>\n",
       "      <td>13.856</td>\n",
       "      <td>83.986507</td>\n",
       "      <td>6</td>\n",
       "      <td>Generator</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1122.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>12545.892222</td>\n",
       "      <td>17.952</td>\n",
       "      <td>200.734276</td>\n",
       "      <td>5</td>\n",
       "      <td>Gearbox</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1968.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>1561.361944</td>\n",
       "      <td>31.488</td>\n",
       "      <td>24.981791</td>\n",
       "      <td>15</td>\n",
       "      <td>Scheduled Maintenance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2042.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>8063.895000</td>\n",
       "      <td>32.672</td>\n",
       "      <td>129.022320</td>\n",
       "      <td>8</td>\n",
       "      <td>Electrical Controls</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>3182.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>8457.707500</td>\n",
       "      <td>50.912</td>\n",
       "      <td>135.323320</td>\n",
       "      <td>10</td>\n",
       "      <td>Electrical System</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3560.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>8635.941111</td>\n",
       "      <td>56.960</td>\n",
       "      <td>138.175058</td>\n",
       "      <td>1</td>\n",
       "      <td>OK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>5790.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>20375.991944</td>\n",
       "      <td>92.640</td>\n",
       "      <td>326.015871</td>\n",
       "      <td>11</td>\n",
       "      <td>Pitch Control</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    frequency  Category        period  frequency/t/y  period/t/y  Category  \\\n",
       "17        0.0       0.0      0.000000          0.000    0.000000        17   \n",
       "0         0.0       0.0      0.000000          0.000    0.000000         0   \n",
       "14        0.0       0.0      0.000000          0.000    0.000000        14   \n",
       "21        1.0      21.0      3.560278          0.016    0.056964        21   \n",
       "4         9.0       4.0      5.441111          0.144    0.087058         4   \n",
       "12       11.0      12.0      0.245278          0.176    0.003924        12   \n",
       "19       58.0      19.0    542.960833          0.928    8.687373        19   \n",
       "16      214.0      16.0    408.461667          3.424    6.535387        16   \n",
       "9       227.0       9.0    493.191667          3.632    7.891067         9   \n",
       "3       256.0       3.0    596.369167          4.096    9.541907         3   \n",
       "22      329.0      22.0    810.376389          5.264   12.966022        22   \n",
       "2       359.0       2.0   1030.276667          5.744   16.484427         2   \n",
       "18      478.0      18.0    178.107778          7.648    2.849724        18   \n",
       "13      553.0      13.0   9833.588056          8.848  157.337409        13   \n",
       "7       614.0       7.0    980.310833          9.824   15.684973         7   \n",
       "20      686.0      20.0   5978.126389         10.976   95.650022        20   \n",
       "6       866.0       6.0   5249.156667         13.856   83.986507         6   \n",
       "5      1122.0       5.0  12545.892222         17.952  200.734276         5   \n",
       "15     1968.0      15.0   1561.361944         31.488   24.981791        15   \n",
       "8      2042.0       8.0   8063.895000         32.672  129.022320         8   \n",
       "10     3182.0      10.0   8457.707500         50.912  135.323320        10   \n",
       "1      3560.0       1.0   8635.941111         56.960  138.175058         1   \n",
       "11     5790.0      11.0  20375.991944         92.640  326.015871        11   \n",
       "\n",
       "                     Name  \n",
       "17               Retrofit  \n",
       "0                 Unknown  \n",
       "14      Noise Constraints  \n",
       "21        Delayed Startup  \n",
       "4              Main Shaft  \n",
       "12   Unlogged manual stop  \n",
       "19                    Hub  \n",
       "16                  Tower  \n",
       "9              Hydraulics  \n",
       "3             Rotor Brake  \n",
       "22                  Other  \n",
       "2              Anemometry  \n",
       "18           Cable Unwind  \n",
       "13          Customer Stop  \n",
       "7              Yaw System  \n",
       "20           Rotor Blades  \n",
       "6               Generator  \n",
       "5                 Gearbox  \n",
       "15  Scheduled Maintenance  \n",
       "8     Electrical Controls  \n",
       "10      Electrical System  \n",
       "1                      OK  \n",
       "11          Pitch Control  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 864x480 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(ncols=2, sharey=True, figsize=(9, 5))\n",
    "data.plot.barh(\"Name\", \"frequency\", ax=ax[0], color=\"C0\", width=0.8)\n",
    "data.plot.barh(\"Name\", \"period\", ax=ax[1], color=\"C2\", width=0.8)\n",
    "ax[0].set_ylabel(\"Turbine category\")\n",
    "ax[0].set_xlabel(\"Frequency\")\n",
    "ax[1].set_xlabel(\"Period (hours)\")\n",
    "ax[0].get_legend().remove()\n",
    "ax[1].get_legend().remove()\n",
    "fig.tight_layout()\n",
    "plt.minorticks_off()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 864x480 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(ncols=2, sharey=True, figsize=(9, 5))\n",
    "data.plot.barh(\"Name\", \"frequency/t/y\", ax=ax[0], color=\"C1\", width=0.8)\n",
    "data.plot.barh(\"Name\", \"period/t/y\", ax=ax[1], color=\"C3\", width=0.8)\n",
    "ax[0].set_ylabel(\"Turbine category\")\n",
    "ax[0].set_xlabel(\"Frequency per turbine per year\")\n",
    "ax[1].set_xlabel(\"Period (hours) per turbine per year\")\n",
    "ax[0].get_legend().remove()\n",
    "ax[1].get_legend().remove()\n",
    "fig.tight_layout()\n",
    "plt.minorticks_off()\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "a3b7a78ea75cba6234f7928e79e596a7e2732a4f4ac95686728c61b457481fb3"
  },
  "kernelspec": {
   "display_name": "Python 3.9.5 64-bit ('env': venv)",
   "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": "3.10.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}