dataset_preparation_lag.ipynb

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  {
   "cell_type": "markdown",
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   "source": [
    "## Data Preparation and Dataset Creation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this notebook, the goal is to combine the given seperate datasets into a single ready-to-use dataset. \n",
    "The seperate datasets given within the scope of the competition are as follows:\n",
    "\n",
    "- Base Station basic information (BSinfo.csv): include configuration parameters and hardware attributes. In more detail, the following information is reported.\n",
    "\n",
    "- Cell-level data (CLdata.csv): include hour-level counters, including service compliance counters (e.g., load) and energy-saving methods counters (e.g., duration of energy saving mode activation). In more detail, the following information is reported.\n",
    "\n",
    "- Energy consumption data (ECdata.csv): include hour-level energy consumption specifications (e.g., total energy consumption of the base stations). In more detail, the following information is reported.\n",
    "\n",
    "\n",
    "\n",
    "In the dataset preparation process, the following steps are followed:\n",
    "\n",
    "- For Training Dataset:\n",
    "    - 1) Convert categorical columns to meaningful numerical columns and time columns to datetime.\n",
    "    - 2) Merge BSinfo and Cell-level on cell-level (so that each multiple cell-level data has the corresponding info attributes)\n",
    "    - 3) Merge the resulting df and ECdata on ECdata since we need features and the labeled energy outputs for training\n",
    "    - 4) Separate the resulting dataframe for each cell (at a given time, a given BS can have multiple cells working) so we have 4 different cell-level combined,\n",
    "     and labeled data\n",
    "     - 5) Merge all 4 single cell-level dataframes so that we have simultaneously working cells side by side \n",
    "\n",
    "#\n",
    "- For Prediction Dataset: The steps are same as the training dataset, however, the only difference is we don't have the energy outputs to train on. We follow the same\n",
    "steps to generate a dataset to use model on to and make sumbission predictions.\n",
    "\n",
    "Also, we use some time-series feature engineering such as:\n",
    "- 3 different lag values of KPIs (for loads and ESModes)\n",
    "- 3 different lag values of Energy value (-1h, -2h, -1D)\n",
    "- Moving average of the Energy (up to previous data point) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "from feature_engine.timeseries.forecasting import LagFeatures\n",
    "\n",
    "pd.set_option('display.max_columns', 500)\n",
    "\n",
    "from warnings import filterwarnings\n",
    "filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Read the given datasets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_info = pd.read_csv(\"data/base_station_basic_info.csv\")\n",
    "df_cell_level = pd.read_csv(\"data/cell_level.csv\")\n",
    "df_energy_cons = pd.read_csv(\"data/energy_consumption.csv\")\n",
    "df_prediction = pd.read_csv(\"data/power_consumption_prediction.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
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       "      <th>BS</th>\n",
       "      <th>CellName</th>\n",
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       "    BS CellName  Mode  Frequency  Bandwidth  Antennas   TXpower  Type10  \\\n",
       "0  B_0    Cell0     1      365.0         20         4  6.875934       0   \n",
       "1  B_1    Cell0     1      532.0         20         4  6.875934       0   \n",
       "2  B_2    Cell0     1      365.0         20         4  6.875934       0   \n",
       "3  B_3    Cell0     1      532.0         20         4  6.875934       0   \n",
       "4  B_4    Cell0     1      532.0         20         4  6.875934       0   \n",
       "\n",
       "   Type11  Type12  Type2  Type3  Type4  Type5  Type6  Type7  Type8  Type9  \n",
       "0       0       0      0      0      0      0      0      0      0      0  \n",
       "1       0       0      1      0      0      0      0      0      0      0  \n",
       "2       0       0      0      0      0      0      0      0      0      0  \n",
       "3       0       0      1      0      0      0      0      0      0      0  \n",
       "4       0       0      1      0      0      0      0      0      0      0  "
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   "source": [
    "df_info[\"Mode\"] = df_info[\"Mode\"].map({\"Mode1\":0,\"Mode2\":1})\n",
    "df_info = df_info.join(pd.get_dummies(df_info[\"RUType\"],drop_first=True,dtype=np.int32)).drop(\"RUType\",axis=1)\n",
    "df_info.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Merge the given datasets to have training and prediction datasets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_cell_level[\"Time\"] = pd.to_datetime(df_cell_level[\"Time\"])\n",
    "df_energy_cons[\"Time\"] = pd.to_datetime(df_energy_cons[\"Time\"])\n",
    "df_prediction[\"Time\"] = pd.to_datetime(df_prediction[\"Time\"])\n",
    "\n",
    "merge1 = pd.merge(df_cell_level, df_info, how=\"left\",  on=[\"BS\",\"CellName\"])\n",
    "\n",
    "# df is for training dataset, merge1 is merged on ECdata data to match the given labeled energy datapoints\n",
    "df = pd.merge(merge1, df_energy_cons, how=\"right\", on=[\"BS\",\"Time\"])\n",
    "\n",
    "# df_pred is later used when making the predictions (submission), it has the same structure with df, only difference is there are no\n",
    "# given energy labels.\n",
    "df_pred = pd.merge(merge1, df_prediction, how=\"right\", on=[\"BS\",\"Time\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Separate each cell-level dataframe and merge them side by side to have multiple working cells stacked horizontally "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
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       "      <td>55.904335</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2023-01-01 03:00:00</td>\n",
       "      <td>B_0</td>\n",
       "      <td>Cell0</td>\n",
       "      <td>0.193766</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>365.0</td>\n",
       "      <td>20</td>\n",
       "      <td>4</td>\n",
       "      <td>6.875934</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>57.698057</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2023-01-01 04:00:00</td>\n",
       "      <td>B_0</td>\n",
       "      <td>Cell0</td>\n",
       "      <td>0.222383</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>365.0</td>\n",
       "      <td>20</td>\n",
       "      <td>4</td>\n",
       "      <td>6.875934</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>55.156951</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2023-01-01 05:00:00</td>\n",
       "      <td>B_0</td>\n",
       "      <td>Cell0</td>\n",
       "      <td>0.175436</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>365.0</td>\n",
       "      <td>20</td>\n",
       "      <td>4</td>\n",
       "      <td>6.875934</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>56.053812</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 Time   BS CellName_0    load_0  ESMode1_0  ESMode2_0  \\\n",
       "0 2023-01-01 01:00:00  B_0      Cell0  0.487936        0.0        0.0   \n",
       "1 2023-01-01 02:00:00  B_0      Cell0  0.344468        0.0        0.0   \n",
       "2 2023-01-01 03:00:00  B_0      Cell0  0.193766        0.0        0.0   \n",
       "3 2023-01-01 04:00:00  B_0      Cell0  0.222383        0.0        0.0   \n",
       "4 2023-01-01 05:00:00  B_0      Cell0  0.175436        0.0        0.0   \n",
       "\n",
       "   ESMode3_0  ESMode4_0  ESMode5_0  ESMode6_0  Mode_0  Frequency_0  \\\n",
       "0        0.0          0        0.0        0.0       1        365.0   \n",
       "1        0.0          0        0.0        0.0       1        365.0   \n",
       "2        0.0          0        0.0        0.0       1        365.0   \n",
       "3        0.0          0        0.0        0.0       1        365.0   \n",
       "4        0.0          0        0.0        0.0       1        365.0   \n",
       "\n",
       "   Bandwidth_0  Antennas_0  TXpower_0  Type10_0  Type11_0  Type12_0  Type2_0  \\\n",
       "0           20           4   6.875934         0         0         0        0   \n",
       "1           20           4   6.875934         0         0         0        0   \n",
       "2           20           4   6.875934         0         0         0        0   \n",
       "3           20           4   6.875934         0         0         0        0   \n",
       "4           20           4   6.875934         0         0         0        0   \n",
       "\n",
       "   Type3_0  Type4_0  Type5_0  Type6_0  Type7_0  Type8_0  Type9_0   Energy_0  \\\n",
       "0        0        0        0        0        0        0        0  64.275037   \n",
       "1        0        0        0        0        0        0        0  55.904335   \n",
       "2        0        0        0        0        0        0        0  57.698057   \n",
       "3        0        0        0        0        0        0        0  55.156951   \n",
       "4        0        0        0        0        0        0        0  56.053812   \n",
       "\n",
       "  CellName_1  load_1  ESMode1_1  ESMode2_1  ESMode3_1  ESMode4_1  ESMode5_1  \\\n",
       "0        NaN     NaN        NaN        NaN        NaN        NaN        NaN   \n",
       "1        NaN     NaN        NaN        NaN        NaN        NaN        NaN   \n",
       "2        NaN     NaN        NaN        NaN        NaN        NaN        NaN   \n",
       "3        NaN     NaN        NaN        NaN        NaN        NaN        NaN   \n",
       "4        NaN     NaN        NaN        NaN        NaN        NaN        NaN   \n",
       "\n",
       "   ESMode6_1  Mode_1  Frequency_1  Bandwidth_1  Antennas_1  TXpower_1  \\\n",
       "0        NaN     NaN          NaN          NaN         NaN        NaN   \n",
       "1        NaN     NaN          NaN          NaN         NaN        NaN   \n",
       "2        NaN     NaN          NaN          NaN         NaN        NaN   \n",
       "3        NaN     NaN          NaN          NaN         NaN        NaN   \n",
       "4        NaN     NaN          NaN          NaN         NaN        NaN   \n",
       "\n",
       "   Type10_1  Type11_1  Type12_1  Type2_1  Type3_1  Type4_1  Type5_1  Type6_1  \\\n",
       "0       NaN       NaN       NaN      NaN      NaN      NaN      NaN      NaN   \n",
       "1       NaN       NaN       NaN      NaN      NaN      NaN      NaN      NaN   \n",
       "2       NaN       NaN       NaN      NaN      NaN      NaN      NaN      NaN   \n",
       "3       NaN       NaN       NaN      NaN      NaN      NaN      NaN      NaN   \n",
       "4       NaN       NaN       NaN      NaN      NaN      NaN      NaN      NaN   \n",
       "\n",
       "   Type7_1  Type8_1  Type9_1  Energy_1 CellName_2  load_2  ESMode1_2  \\\n",
       "0      NaN      NaN      NaN       NaN        NaN     NaN        NaN   \n",
       "1      NaN      NaN      NaN       NaN        NaN     NaN        NaN   \n",
       "2      NaN      NaN      NaN       NaN        NaN     NaN        NaN   \n",
       "3      NaN      NaN      NaN       NaN        NaN     NaN        NaN   \n",
       "4      NaN      NaN      NaN       NaN        NaN     NaN        NaN   \n",
       "\n",
       "   ESMode2_2  ESMode3_2  ESMode4_2  ESMode5_2  ESMode6_2  Mode_2  Frequency_2  \\\n",
       "0        NaN        NaN        NaN        NaN        NaN     NaN          NaN   \n",
       "1        NaN        NaN        NaN        NaN        NaN     NaN          NaN   \n",
       "2        NaN        NaN        NaN        NaN        NaN     NaN          NaN   \n",
       "3        NaN        NaN        NaN        NaN        NaN     NaN          NaN   \n",
       "4        NaN        NaN        NaN        NaN        NaN     NaN          NaN   \n",
       "\n",
       "   Bandwidth_2  Antennas_2  TXpower_2  Type10_2  Type11_2  Type12_2  Type2_2  \\\n",
       "0          NaN         NaN        NaN       NaN       NaN       NaN      NaN   \n",
       "1          NaN         NaN        NaN       NaN       NaN       NaN      NaN   \n",
       "2          NaN         NaN        NaN       NaN       NaN       NaN      NaN   \n",
       "3          NaN         NaN        NaN       NaN       NaN       NaN      NaN   \n",
       "4          NaN         NaN        NaN       NaN       NaN       NaN      NaN   \n",
       "\n",
       "   Type3_2  Type4_2  Type5_2  Type6_2  Type7_2  Type8_2  Type9_2  Energy_2  \\\n",
       "0      NaN      NaN      NaN      NaN      NaN      NaN      NaN       NaN   \n",
       "1      NaN      NaN      NaN      NaN      NaN      NaN      NaN       NaN   \n",
       "2      NaN      NaN      NaN      NaN      NaN      NaN      NaN       NaN   \n",
       "3      NaN      NaN      NaN      NaN      NaN      NaN      NaN       NaN   \n",
       "4      NaN      NaN      NaN      NaN      NaN      NaN      NaN       NaN   \n",
       "\n",
       "  CellName_3  load_3  ESMode1_3  ESMode2_3  ESMode3_3  ESMode4_3  ESMode5_3  \\\n",
       "0        NaN     NaN        NaN        NaN        NaN        NaN        NaN   \n",
       "1        NaN     NaN        NaN        NaN        NaN        NaN        NaN   \n",
       "2        NaN     NaN        NaN        NaN        NaN        NaN        NaN   \n",
       "3        NaN     NaN        NaN        NaN        NaN        NaN        NaN   \n",
       "4        NaN     NaN        NaN        NaN        NaN        NaN        NaN   \n",
       "\n",
       "   ESMode6_3  Mode_3  Frequency_3  Bandwidth_3  Antennas_3  TXpower_3  \\\n",
       "0        NaN     NaN          NaN          NaN         NaN        NaN   \n",
       "1        NaN     NaN          NaN          NaN         NaN        NaN   \n",
       "2        NaN     NaN          NaN          NaN         NaN        NaN   \n",
       "3        NaN     NaN          NaN          NaN         NaN        NaN   \n",
       "4        NaN     NaN          NaN          NaN         NaN        NaN   \n",
       "\n",
       "   Type10_3  Type11_3  Type12_3  Type2_3  Type3_3  Type4_3  Type5_3  Type6_3  \\\n",
       "0       NaN       NaN       NaN      NaN      NaN      NaN      NaN      NaN   \n",
       "1       NaN       NaN       NaN      NaN      NaN      NaN      NaN      NaN   \n",
       "2       NaN       NaN       NaN      NaN      NaN      NaN      NaN      NaN   \n",
       "3       NaN       NaN       NaN      NaN      NaN      NaN      NaN      NaN   \n",
       "4       NaN       NaN       NaN      NaN      NaN      NaN      NaN      NaN   \n",
       "\n",
       "   Type7_3  Type8_3  Type9_3  Energy_3  \n",
       "0      NaN      NaN      NaN       NaN  \n",
       "1      NaN      NaN      NaN       NaN  \n",
       "2      NaN      NaN      NaN       NaN  \n",
       "3      NaN      NaN      NaN       NaN  \n",
       "4      NaN      NaN      NaN       NaN  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_c0 = df[df[\"CellName\"]==\"Cell0\"].copy()\n",
    "df_c1 = df[df[\"CellName\"]==\"Cell1\"].copy()\n",
    "df_c2 = df[df[\"CellName\"]==\"Cell2\"].copy()\n",
    "df_c3 = df[df[\"CellName\"]==\"Cell3\"].copy()\n",
    "\n",
    "df_bs = pd.merge(\n",
    "    pd.merge(\n",
    "        pd.merge(\n",
    "            df_c0,df_c1,on=[\"BS\",\"Time\"],how=\"left\",suffixes=(\"_0\",\"_1\")),\n",
    "        df_c2  ,on=[\"BS\",\"Time\"],how=\"left\"),\n",
    "df_c2,on=[\"BS\",\"Time\"],how=\"left\",suffixes=(\"_2\",\"_3\"))\n",
    "\n",
    "df_bs.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# We can count NaN columns to find out number of simultaneously working cells. \n",
    "cwc = len([c for c in df_bs.columns if \"_0\" in c])\n",
    "df_bs[\"Num Working Cell\"] = 4-df_bs.isna().sum(1)//cwc "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Extract some temporal data as feature engineering\n",
    "df_bs[\"Hour\"] = df_bs[\"Time\"].dt.hour\n",
    "df_bs[\"Day\"] = df_bs[\"Time\"].dt.day_of_week\n",
    "df_bs[\"Hour Sin\"] = (np.sin(df_bs[\"Hour\"]*2*np.pi/24))\n",
    "df_bs[\"Hour Cos\"] = (np.cos(df_bs[\"Hour\"]*2*np.pi/24))\n",
    "df_bs[\"Day Sin\"] = (np.sin(df_bs[\"Day\"]*2*np.pi/7))\n",
    "df_bs[\"Day Cos\"] = (np.cos(df_bs[\"Day\"]*2*np.pi/7))\n",
    "df_bs.drop(columns=[\"Hour\",\"Day\"],inplace=True)\n",
    "df_bs.drop(columns=[\"CellName_0\",\"CellName_1\",\"CellName_2\",\"CellName_3\"],inplace=True)\n",
    "\n",
    "df_bs[\"Antennas\"] = df_bs[\"Antennas_0\"]\n",
    "df_bs = df_bs.drop(columns=[\"Antennas_0\",\"Antennas_1\", \"Antennas_2\", \"Antennas_3\"])\n",
    "\n",
    "df_bs[\"Energy\"] = df_bs[\"Energy_0\"]\n",
    "df_bs = df_bs.drop(columns=[\"Energy_0\",\"Energy_1\", \"Energy_2\", \"Energy_3\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Add the moving average of energy to the features \n",
    "df_bs[\"Avg\"] = 0\n",
    "for BS in df_bs[\"BS\"].unique():\n",
    "    filt = df_bs[df_bs[\"BS\"]==BS].sort_values(\"Time\")\n",
    "    cum_sum = 0.\n",
    "    n = 0\n",
    "    for idx,row in filt.iterrows():\n",
    "        df_bs.loc[idx,\"Avg\"] = cum_sum/max(1,n)\n",
    "        cum_sum += df_bs.loc[idx,\"Energy\"]\n",
    "        n += 1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, we have the training dataset. These datapoints are the labeled (in the sense that corresponding energy consumption is given), and each row shows\n",
    "which cells are working with the given counters and configurations. For each row, the NaN columns correspond to non-working cell at that time. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Time</th>\n",
       "      <th>BS</th>\n",
       "      <th>load_0</th>\n",
       "      <th>ESMode1_0</th>\n",
       "      <th>ESMode2_0</th>\n",
       "      <th>ESMode3_0</th>\n",
       "      <th>ESMode4_0</th>\n",
       "      <th>ESMode5_0</th>\n",
       "      <th>ESMode6_0</th>\n",
       "      <th>Mode_0</th>\n",
       "      <th>Frequency_0</th>\n",
       "      <th>Bandwidth_0</th>\n",
       "      <th>TXpower_0</th>\n",
       "      <th>Type10_0</th>\n",
       "      <th>Type11_0</th>\n",
       "      <th>Type12_0</th>\n",
       "      <th>Type2_0</th>\n",
       "      <th>Type3_0</th>\n",
       "      <th>Type4_0</th>\n",
       "      <th>Type5_0</th>\n",
       "      <th>Type6_0</th>\n",
       "      <th>Type7_0</th>\n",
       "      <th>Type8_0</th>\n",
       "      <th>Type9_0</th>\n",
       "      <th>load_1</th>\n",
       "      <th>ESMode1_1</th>\n",
       "      <th>ESMode2_1</th>\n",
       "      <th>ESMode3_1</th>\n",
       "      <th>ESMode4_1</th>\n",
       "      <th>ESMode5_1</th>\n",
       "      <th>ESMode6_1</th>\n",
       "      <th>Mode_1</th>\n",
       "      <th>Frequency_1</th>\n",
       "      <th>Bandwidth_1</th>\n",
       "      <th>TXpower_1</th>\n",
       "      <th>Type10_1</th>\n",
       "      <th>Type11_1</th>\n",
       "      <th>Type12_1</th>\n",
       "      <th>Type2_1</th>\n",
       "      <th>Type3_1</th>\n",
       "      <th>Type4_1</th>\n",
       "      <th>Type5_1</th>\n",
       "      <th>Type6_1</th>\n",
       "      <th>Type7_1</th>\n",
       "      <th>Type8_1</th>\n",
       "      <th>Type9_1</th>\n",
       "      <th>load_2</th>\n",
       "      <th>ESMode1_2</th>\n",
       "      <th>ESMode2_2</th>\n",
       "      <th>ESMode3_2</th>\n",
       "      <th>ESMode4_2</th>\n",
       "      <th>ESMode5_2</th>\n",
       "      <th>ESMode6_2</th>\n",
       "      <th>Mode_2</th>\n",
       "      <th>Frequency_2</th>\n",
       "      <th>Bandwidth_2</th>\n",
       "      <th>TXpower_2</th>\n",
       "      <th>Type10_2</th>\n",
       "      <th>Type11_2</th>\n",
       "      <th>Type12_2</th>\n",
       "      <th>Type2_2</th>\n",
       "      <th>Type3_2</th>\n",
       "      <th>Type4_2</th>\n",
       "      <th>Type5_2</th>\n",
       "      <th>Type6_2</th>\n",
       "      <th>Type7_2</th>\n",
       "      <th>Type8_2</th>\n",
       "      <th>Type9_2</th>\n",
       "      <th>load_3</th>\n",
       "      <th>ESMode1_3</th>\n",
       "      <th>ESMode2_3</th>\n",
       "      <th>ESMode3_3</th>\n",
       "      <th>ESMode4_3</th>\n",
       "      <th>ESMode5_3</th>\n",
       "      <th>ESMode6_3</th>\n",
       "      <th>Mode_3</th>\n",
       "      <th>Frequency_3</th>\n",
       "      <th>Bandwidth_3</th>\n",
       "      <th>TXpower_3</th>\n",
       "      <th>Type10_3</th>\n",
       "      <th>Type11_3</th>\n",
       "      <th>Type12_3</th>\n",
       "      <th>Type2_3</th>\n",
       "      <th>Type3_3</th>\n",
       "      <th>Type4_3</th>\n",
       "      <th>Type5_3</th>\n",
       "      <th>Type6_3</th>\n",
       "      <th>Type7_3</th>\n",
       "      <th>Type8_3</th>\n",
       "      <th>Type9_3</th>\n",
       "      <th>Num Working Cell</th>\n",
       "      <th>Hour Sin</th>\n",
       "      <th>Hour Cos</th>\n",
       "      <th>Day Sin</th>\n",
       "      <th>Day Cos</th>\n",
       "      <th>Antennas</th>\n",
       "      <th>Energy</th>\n",
       "      <th>Avg</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2023-01-01 01:00:00</td>\n",
       "      <td>B_0</td>\n",
       "      <td>0.487936</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>365.0</td>\n",
       "      <td>20</td>\n",
       "      <td>6.875934</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>0.258819</td>\n",
       "      <td>0.965926</td>\n",
       "      <td>-0.781831</td>\n",
       "      <td>0.62349</td>\n",
       "      <td>4</td>\n",
       "      <td>64.275037</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2023-01-01 02:00:00</td>\n",
       "      <td>B_0</td>\n",
       "      <td>0.344468</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>365.0</td>\n",
       "      <td>20</td>\n",
       "      <td>6.875934</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.866025</td>\n",
       "      <td>-0.781831</td>\n",
       "      <td>0.62349</td>\n",
       "      <td>4</td>\n",
       "      <td>55.904335</td>\n",
       "      <td>64.275037</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2023-01-01 03:00:00</td>\n",
       "      <td>B_0</td>\n",
       "      <td>0.193766</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>365.0</td>\n",
       "      <td>20</td>\n",
       "      <td>6.875934</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>0.707107</td>\n",
       "      <td>0.707107</td>\n",
       "      <td>-0.781831</td>\n",
       "      <td>0.62349</td>\n",
       "      <td>4</td>\n",
       "      <td>57.698057</td>\n",
       "      <td>60.089686</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2023-01-01 04:00:00</td>\n",
       "      <td>B_0</td>\n",
       "      <td>0.222383</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>365.0</td>\n",
       "      <td>20</td>\n",
       "      <td>6.875934</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>0.866025</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>-0.781831</td>\n",
       "      <td>0.62349</td>\n",
       "      <td>4</td>\n",
       "      <td>55.156951</td>\n",
       "      <td>59.292476</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2023-01-01 05:00:00</td>\n",
       "      <td>B_0</td>\n",
       "      <td>0.175436</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>365.0</td>\n",
       "      <td>20</td>\n",
       "      <td>6.875934</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>0.965926</td>\n",
       "      <td>0.258819</td>\n",
       "      <td>-0.781831</td>\n",
       "      <td>0.62349</td>\n",
       "      <td>4</td>\n",
       "      <td>56.053812</td>\n",
       "      <td>58.258595</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 Time   BS    load_0  ESMode1_0  ESMode2_0  ESMode3_0  \\\n",
       "0 2023-01-01 01:00:00  B_0  0.487936        0.0        0.0        0.0   \n",
       "1 2023-01-01 02:00:00  B_0  0.344468        0.0        0.0        0.0   \n",
       "2 2023-01-01 03:00:00  B_0  0.193766        0.0        0.0        0.0   \n",
       "3 2023-01-01 04:00:00  B_0  0.222383        0.0        0.0        0.0   \n",
       "4 2023-01-01 05:00:00  B_0  0.175436        0.0        0.0        0.0   \n",
       "\n",
       "   ESMode4_0  ESMode5_0  ESMode6_0  Mode_0  Frequency_0  Bandwidth_0  \\\n",
       "0          0        0.0        0.0       1        365.0           20   \n",
       "1          0        0.0        0.0       1        365.0           20   \n",
       "2          0        0.0        0.0       1        365.0           20   \n",
       "3          0        0.0        0.0       1        365.0           20   \n",
       "4          0        0.0        0.0       1        365.0           20   \n",
       "\n",
       "   TXpower_0  Type10_0  Type11_0  Type12_0  Type2_0  Type3_0  Type4_0  \\\n",
       "0   6.875934         0         0         0        0        0        0   \n",
       "1   6.875934         0         0         0        0        0        0   \n",
       "2   6.875934         0         0         0        0        0        0   \n",
       "3   6.875934         0         0         0        0        0        0   \n",
       "4   6.875934         0         0         0        0        0        0   \n",
       "\n",
       "   Type5_0  Type6_0  Type7_0  Type8_0  Type9_0  load_1  ESMode1_1  ESMode2_1  \\\n",
       "0        0        0        0        0        0     NaN        NaN        NaN   \n",
       "1        0        0        0        0        0     NaN        NaN        NaN   \n",
       "2        0        0        0        0        0     NaN        NaN        NaN   \n",
       "3        0        0        0        0        0     NaN        NaN        NaN   \n",
       "4        0        0        0        0        0     NaN        NaN        NaN   \n",
       "\n",
       "   ESMode3_1  ESMode4_1  ESMode5_1  ESMode6_1  Mode_1  Frequency_1  \\\n",
       "0        NaN        NaN        NaN        NaN     NaN          NaN   \n",
       "1        NaN        NaN        NaN        NaN     NaN          NaN   \n",
       "2        NaN        NaN        NaN        NaN     NaN          NaN   \n",
       "3        NaN        NaN        NaN        NaN     NaN          NaN   \n",
       "4        NaN        NaN        NaN        NaN     NaN          NaN   \n",
       "\n",
       "   Bandwidth_1  TXpower_1  Type10_1  Type11_1  Type12_1  Type2_1  Type3_1  \\\n",
       "0          NaN        NaN       NaN       NaN       NaN      NaN      NaN   \n",
       "1          NaN        NaN       NaN       NaN       NaN      NaN      NaN   \n",
       "2          NaN        NaN       NaN       NaN       NaN      NaN      NaN   \n",
       "3          NaN        NaN       NaN       NaN       NaN      NaN      NaN   \n",
       "4          NaN        NaN       NaN       NaN       NaN      NaN      NaN   \n",
       "\n",
       "   Type4_1  Type5_1  Type6_1  Type7_1  Type8_1  Type9_1  load_2  ESMode1_2  \\\n",
       "0      NaN      NaN      NaN      NaN      NaN      NaN     NaN        NaN   \n",
       "1      NaN      NaN      NaN      NaN      NaN      NaN     NaN        NaN   \n",
       "2      NaN      NaN      NaN      NaN      NaN      NaN     NaN        NaN   \n",
       "3      NaN      NaN      NaN      NaN      NaN      NaN     NaN        NaN   \n",
       "4      NaN      NaN      NaN      NaN      NaN      NaN     NaN        NaN   \n",
       "\n",
       "   ESMode2_2  ESMode3_2  ESMode4_2  ESMode5_2  ESMode6_2  Mode_2  Frequency_2  \\\n",
       "0        NaN        NaN        NaN        NaN        NaN     NaN          NaN   \n",
       "1        NaN        NaN        NaN        NaN        NaN     NaN          NaN   \n",
       "2        NaN        NaN        NaN        NaN        NaN     NaN          NaN   \n",
       "3        NaN        NaN        NaN        NaN        NaN     NaN          NaN   \n",
       "4        NaN        NaN        NaN        NaN        NaN     NaN          NaN   \n",
       "\n",
       "   Bandwidth_2  TXpower_2  Type10_2  Type11_2  Type12_2  Type2_2  Type3_2  \\\n",
       "0          NaN        NaN       NaN       NaN       NaN      NaN      NaN   \n",
       "1          NaN        NaN       NaN       NaN       NaN      NaN      NaN   \n",
       "2          NaN        NaN       NaN       NaN       NaN      NaN      NaN   \n",
       "3          NaN        NaN       NaN       NaN       NaN      NaN      NaN   \n",
       "4          NaN        NaN       NaN       NaN       NaN      NaN      NaN   \n",
       "\n",
       "   Type4_2  Type5_2  Type6_2  Type7_2  Type8_2  Type9_2  load_3  ESMode1_3  \\\n",
       "0      NaN      NaN      NaN      NaN      NaN      NaN     NaN        NaN   \n",
       "1      NaN      NaN      NaN      NaN      NaN      NaN     NaN        NaN   \n",
       "2      NaN      NaN      NaN      NaN      NaN      NaN     NaN        NaN   \n",
       "3      NaN      NaN      NaN      NaN      NaN      NaN     NaN        NaN   \n",
       "4      NaN      NaN      NaN      NaN      NaN      NaN     NaN        NaN   \n",
       "\n",
       "   ESMode2_3  ESMode3_3  ESMode4_3  ESMode5_3  ESMode6_3  Mode_3  Frequency_3  \\\n",
       "0        NaN        NaN        NaN        NaN        NaN     NaN          NaN   \n",
       "1        NaN        NaN        NaN        NaN        NaN     NaN          NaN   \n",
       "2        NaN        NaN        NaN        NaN        NaN     NaN          NaN   \n",
       "3        NaN        NaN        NaN        NaN        NaN     NaN          NaN   \n",
       "4        NaN        NaN        NaN        NaN        NaN     NaN          NaN   \n",
       "\n",
       "   Bandwidth_3  TXpower_3  Type10_3  Type11_3  Type12_3  Type2_3  Type3_3  \\\n",
       "0          NaN        NaN       NaN       NaN       NaN      NaN      NaN   \n",
       "1          NaN        NaN       NaN       NaN       NaN      NaN      NaN   \n",
       "2          NaN        NaN       NaN       NaN       NaN      NaN      NaN   \n",
       "3          NaN        NaN       NaN       NaN       NaN      NaN      NaN   \n",
       "4          NaN        NaN       NaN       NaN       NaN      NaN      NaN   \n",
       "\n",
       "   Type4_3  Type5_3  Type6_3  Type7_3  Type8_3  Type9_3  Num Working Cell  \\\n",
       "0      NaN      NaN      NaN      NaN      NaN      NaN                 1   \n",
       "1      NaN      NaN      NaN      NaN      NaN      NaN                 1   \n",
       "2      NaN      NaN      NaN      NaN      NaN      NaN                 1   \n",
       "3      NaN      NaN      NaN      NaN      NaN      NaN                 1   \n",
       "4      NaN      NaN      NaN      NaN      NaN      NaN                 1   \n",
       "\n",
       "   Hour Sin  Hour Cos   Day Sin  Day Cos  Antennas     Energy        Avg  \n",
       "0  0.258819  0.965926 -0.781831  0.62349         4  64.275037   0.000000  \n",
       "1  0.500000  0.866025 -0.781831  0.62349         4  55.904335  64.275037  \n",
       "2  0.707107  0.707107 -0.781831  0.62349         4  57.698057  60.089686  \n",
       "3  0.866025  0.500000 -0.781831  0.62349         4  55.156951  59.292476  \n",
       "4  0.965926  0.258819 -0.781831  0.62349         4  56.053812  58.258595  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_bs.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Prediction Dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Apply same operations to the prediction data. For making the predictions, feature values are also contained in the CLdata and BSinfo, so we used merged\n",
    "dataset "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Time</th>\n",
       "      <th>BS</th>\n",
       "      <th>CellName_0</th>\n",
       "      <th>load_0</th>\n",
       "      <th>ESMode1_0</th>\n",
       "      <th>ESMode2_0</th>\n",
       "      <th>ESMode3_0</th>\n",
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       "      <th>ESMode5_0</th>\n",
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       "      <th>Mode_0</th>\n",
       "      <th>Frequency_0</th>\n",
       "      <th>Bandwidth_0</th>\n",
       "      <th>Antennas_0</th>\n",
       "      <th>TXpower_0</th>\n",
       "      <th>Type10_0</th>\n",
       "      <th>Type11_0</th>\n",
       "      <th>Type12_0</th>\n",
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       "      <th>Type9_0</th>\n",
       "      <th>CellName_1</th>\n",
       "      <th>load_1</th>\n",
       "      <th>ESMode1_1</th>\n",
       "      <th>ESMode2_1</th>\n",
       "      <th>ESMode3_1</th>\n",
       "      <th>ESMode4_1</th>\n",
       "      <th>ESMode5_1</th>\n",
       "      <th>ESMode6_1</th>\n",
       "      <th>Mode_1</th>\n",
       "      <th>Frequency_1</th>\n",
       "      <th>Bandwidth_1</th>\n",
       "      <th>Antennas_1</th>\n",
       "      <th>TXpower_1</th>\n",
       "      <th>Type10_1</th>\n",
       "      <th>Type11_1</th>\n",
       "      <th>Type12_1</th>\n",
       "      <th>Type2_1</th>\n",
       "      <th>Type3_1</th>\n",
       "      <th>Type4_1</th>\n",
       "      <th>Type5_1</th>\n",
       "      <th>Type6_1</th>\n",
       "      <th>Type7_1</th>\n",
       "      <th>Type8_1</th>\n",
       "      <th>Type9_1</th>\n",
       "      <th>CellName_2</th>\n",
       "      <th>load_2</th>\n",
       "      <th>ESMode1_2</th>\n",
       "      <th>ESMode2_2</th>\n",
       "      <th>ESMode3_2</th>\n",
       "      <th>ESMode4_2</th>\n",
       "      <th>ESMode5_2</th>\n",
       "      <th>ESMode6_2</th>\n",
       "      <th>Mode_2</th>\n",
       "      <th>Frequency_2</th>\n",
       "      <th>Bandwidth_2</th>\n",
       "      <th>Antennas_2</th>\n",
       "      <th>TXpower_2</th>\n",
       "      <th>Type10_2</th>\n",
       "      <th>Type11_2</th>\n",
       "      <th>Type12_2</th>\n",
       "      <th>Type2_2</th>\n",
       "      <th>Type3_2</th>\n",
       "      <th>Type4_2</th>\n",
       "      <th>Type5_2</th>\n",
       "      <th>Type6_2</th>\n",
       "      <th>Type7_2</th>\n",
       "      <th>Type8_2</th>\n",
       "      <th>Type9_2</th>\n",
       "      <th>CellName_3</th>\n",
       "      <th>load_3</th>\n",
       "      <th>ESMode1_3</th>\n",
       "      <th>ESMode2_3</th>\n",
       "      <th>ESMode3_3</th>\n",
       "      <th>ESMode4_3</th>\n",
       "      <th>ESMode5_3</th>\n",
       "      <th>ESMode6_3</th>\n",
       "      <th>Mode_3</th>\n",
       "      <th>Frequency_3</th>\n",
       "      <th>Bandwidth_3</th>\n",
       "      <th>Antennas_3</th>\n",
       "      <th>TXpower_3</th>\n",
       "      <th>Type10_3</th>\n",
       "      <th>Type11_3</th>\n",
       "      <th>Type12_3</th>\n",
       "      <th>Type2_3</th>\n",
       "      <th>Type3_3</th>\n",
       "      <th>Type4_3</th>\n",
       "      <th>Type5_3</th>\n",
       "      <th>Type6_3</th>\n",
       "      <th>Type7_3</th>\n",
       "      <th>Type8_3</th>\n",
       "      <th>Type9_3</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2023-01-01 06:00:00</td>\n",
       "      <td>B_0</td>\n",
       "      <td>Cell0</td>\n",
       "      <td>0.189872</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>365.0</td>\n",
       "      <td>20</td>\n",
       "      <td>4</td>\n",
       "      <td>6.875934</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2023-01-01 11:00:00</td>\n",
       "      <td>B_0</td>\n",
       "      <td>Cell0</td>\n",
       "      <td>0.522096</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>365.0</td>\n",
       "      <td>20</td>\n",
       "      <td>4</td>\n",
       "      <td>6.875934</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2023-01-01 12:00:00</td>\n",
       "      <td>B_0</td>\n",
       "      <td>Cell0</td>\n",
       "      <td>0.439968</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>365.0</td>\n",
       "      <td>20</td>\n",
       "      <td>4</td>\n",
       "      <td>6.875934</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2023-01-01 13:00:00</td>\n",
       "      <td>B_0</td>\n",
       "      <td>Cell0</td>\n",
       "      <td>0.482723</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>365.0</td>\n",
       "      <td>20</td>\n",
       "      <td>4</td>\n",
       "      <td>6.875934</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2023-01-01 23:00:00</td>\n",
       "      <td>B_0</td>\n",
       "      <td>Cell0</td>\n",
       "      <td>0.782511</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>365.0</td>\n",
       "      <td>20</td>\n",
       "      <td>4</td>\n",
       "      <td>6.875934</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 Time   BS CellName_0    load_0  ESMode1_0  ESMode2_0  \\\n",
       "0 2023-01-01 06:00:00  B_0      Cell0  0.189872        0.0        0.0   \n",
       "1 2023-01-01 11:00:00  B_0      Cell0  0.522096        0.0        0.0   \n",
       "2 2023-01-01 12:00:00  B_0      Cell0  0.439968        0.0        0.0   \n",
       "3 2023-01-01 13:00:00  B_0      Cell0  0.482723        0.0        0.0   \n",
       "4 2023-01-01 23:00:00  B_0      Cell0  0.782511        0.0        0.0   \n",
       "\n",
       "   ESMode3_0  ESMode4_0  ESMode5_0  ESMode6_0  Mode_0  Frequency_0  \\\n",
       "0        0.0          0        0.0        0.0       1        365.0   \n",
       "1        0.0          0        0.0        0.0       1        365.0   \n",
       "2        0.0          0        0.0        0.0       1        365.0   \n",
       "3        0.0          0        0.0        0.0       1        365.0   \n",
       "4        0.0          0        0.0        0.0       1        365.0   \n",
       "\n",
       "   Bandwidth_0  Antennas_0  TXpower_0  Type10_0  Type11_0  Type12_0  Type2_0  \\\n",
       "0           20           4   6.875934         0         0         0        0   \n",
       "1           20           4   6.875934         0         0         0        0   \n",
       "2           20           4   6.875934         0         0         0        0   \n",
       "3           20           4   6.875934         0         0         0        0   \n",
       "4           20           4   6.875934         0         0         0        0   \n",
       "\n",
       "   Type3_0  Type4_0  Type5_0  Type6_0  Type7_0  Type8_0  Type9_0 CellName_1  \\\n",
       "0        0        0        0        0        0        0        0        NaN   \n",
       "1        0        0        0        0        0        0        0        NaN   \n",
       "2        0        0        0        0        0        0        0        NaN   \n",
       "3        0        0        0        0        0        0        0        NaN   \n",
       "4        0        0        0        0        0        0        0        NaN   \n",
       "\n",
       "   load_1  ESMode1_1  ESMode2_1  ESMode3_1  ESMode4_1  ESMode5_1  ESMode6_1  \\\n",
       "0     NaN        NaN        NaN        NaN        NaN        NaN        NaN   \n",
       "1     NaN        NaN        NaN        NaN        NaN        NaN        NaN   \n",
       "2     NaN        NaN        NaN        NaN        NaN        NaN        NaN   \n",
       "3     NaN        NaN        NaN        NaN        NaN        NaN        NaN   \n",
       "4     NaN        NaN        NaN        NaN        NaN        NaN        NaN   \n",
       "\n",
       "   Mode_1  Frequency_1  Bandwidth_1  Antennas_1  TXpower_1  Type10_1  \\\n",
       "0     NaN          NaN          NaN         NaN        NaN       NaN   \n",
       "1     NaN          NaN          NaN         NaN        NaN       NaN   \n",
       "2     NaN          NaN          NaN         NaN        NaN       NaN   \n",
       "3     NaN          NaN          NaN         NaN        NaN       NaN   \n",
       "4     NaN          NaN          NaN         NaN        NaN       NaN   \n",
       "\n",
       "   Type11_1  Type12_1  Type2_1  Type3_1  Type4_1  Type5_1  Type6_1  Type7_1  \\\n",
       "0       NaN       NaN      NaN      NaN      NaN      NaN      NaN      NaN   \n",
       "1       NaN       NaN      NaN      NaN      NaN      NaN      NaN      NaN   \n",
       "2       NaN       NaN      NaN      NaN      NaN      NaN      NaN      NaN   \n",
       "3       NaN       NaN      NaN      NaN      NaN      NaN      NaN      NaN   \n",
       "4       NaN       NaN      NaN      NaN      NaN      NaN      NaN      NaN   \n",
       "\n",
       "   Type8_1  Type9_1 CellName_2  load_2  ESMode1_2  ESMode2_2  ESMode3_2  \\\n",
       "0      NaN      NaN        NaN     NaN        NaN        NaN        NaN   \n",
       "1      NaN      NaN        NaN     NaN        NaN        NaN        NaN   \n",
       "2      NaN      NaN        NaN     NaN        NaN        NaN        NaN   \n",
       "3      NaN      NaN        NaN     NaN        NaN        NaN        NaN   \n",
       "4      NaN      NaN        NaN     NaN        NaN        NaN        NaN   \n",
       "\n",
       "   ESMode4_2  ESMode5_2  ESMode6_2  Mode_2  Frequency_2  Bandwidth_2  \\\n",
       "0        NaN        NaN        NaN     NaN          NaN          NaN   \n",
       "1        NaN        NaN        NaN     NaN          NaN          NaN   \n",
       "2        NaN        NaN        NaN     NaN          NaN          NaN   \n",
       "3        NaN        NaN        NaN     NaN          NaN          NaN   \n",
       "4        NaN        NaN        NaN     NaN          NaN          NaN   \n",
       "\n",
       "   Antennas_2  TXpower_2  Type10_2  Type11_2  Type12_2  Type2_2  Type3_2  \\\n",
       "0         NaN        NaN       NaN       NaN       NaN      NaN      NaN   \n",
       "1         NaN        NaN       NaN       NaN       NaN      NaN      NaN   \n",
       "2         NaN        NaN       NaN       NaN       NaN      NaN      NaN   \n",
       "3         NaN        NaN       NaN       NaN       NaN      NaN      NaN   \n",
       "4         NaN        NaN       NaN       NaN       NaN      NaN      NaN   \n",
       "\n",
       "   Type4_2  Type5_2  Type6_2  Type7_2  Type8_2  Type9_2 CellName_3  load_3  \\\n",
       "0      NaN      NaN      NaN      NaN      NaN      NaN        NaN     NaN   \n",
       "1      NaN      NaN      NaN      NaN      NaN      NaN        NaN     NaN   \n",
       "2      NaN      NaN      NaN      NaN      NaN      NaN        NaN     NaN   \n",
       "3      NaN      NaN      NaN      NaN      NaN      NaN        NaN     NaN   \n",
       "4      NaN      NaN      NaN      NaN      NaN      NaN        NaN     NaN   \n",
       "\n",
       "   ESMode1_3  ESMode2_3  ESMode3_3  ESMode4_3  ESMode5_3  ESMode6_3  Mode_3  \\\n",
       "0        NaN        NaN        NaN        NaN        NaN        NaN     NaN   \n",
       "1        NaN        NaN        NaN        NaN        NaN        NaN     NaN   \n",
       "2        NaN        NaN        NaN        NaN        NaN        NaN     NaN   \n",
       "3        NaN        NaN        NaN        NaN        NaN        NaN     NaN   \n",
       "4        NaN        NaN        NaN        NaN        NaN        NaN     NaN   \n",
       "\n",
       "   Frequency_3  Bandwidth_3  Antennas_3  TXpower_3  Type10_3  Type11_3  \\\n",
       "0          NaN          NaN         NaN        NaN       NaN       NaN   \n",
       "1          NaN          NaN         NaN        NaN       NaN       NaN   \n",
       "2          NaN          NaN         NaN        NaN       NaN       NaN   \n",
       "3          NaN          NaN         NaN        NaN       NaN       NaN   \n",
       "4          NaN          NaN         NaN        NaN       NaN       NaN   \n",
       "\n",
       "   Type12_3  Type2_3  Type3_3  Type4_3  Type5_3  Type6_3  Type7_3  Type8_3  \\\n",
       "0       NaN      NaN      NaN      NaN      NaN      NaN      NaN      NaN   \n",
       "1       NaN      NaN      NaN      NaN      NaN      NaN      NaN      NaN   \n",
       "2       NaN      NaN      NaN      NaN      NaN      NaN      NaN      NaN   \n",
       "3       NaN      NaN      NaN      NaN      NaN      NaN      NaN      NaN   \n",
       "4       NaN      NaN      NaN      NaN      NaN      NaN      NaN      NaN   \n",
       "\n",
       "   Type9_3  \n",
       "0      NaN  \n",
       "1      NaN  \n",
       "2      NaN  \n",
       "3      NaN  \n",
       "4      NaN  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_pred.drop(columns=[\"Energy\",\"w\"],inplace=True)\n",
    "\n",
    "df_c0 = df_pred[df_pred[\"CellName\"]==\"Cell0\"].copy()\n",
    "df_c1 = df_pred[df_pred[\"CellName\"]==\"Cell1\"].copy()\n",
    "df_c2 = df_pred[df_pred[\"CellName\"]==\"Cell2\"].copy()\n",
    "df_c3 = df_pred[df_pred[\"CellName\"]==\"Cell3\"].copy()\n",
    "\n",
    "df_pred_bs = pd.merge(\n",
    "    pd.merge(\n",
    "        pd.merge(\n",
    "            df_c0,df_c1,on=[\"BS\",\"Time\"],how=\"left\",suffixes=(\"_0\",\"_1\")),\n",
    "        df_c2  ,on=[\"BS\",\"Time\"],how=\"left\"),\n",
    "df_c2,on=[\"BS\",\"Time\"],how=\"left\",suffixes=(\"_2\",\"_3\"))\n",
    "\n",
    "df_pred_bs.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Add number of simultaneously working cells to prediction dataset as well\n",
    "cwc = len([c for c in df_pred_bs.columns if \"_0\" in c])\n",
    "df_pred_bs[\"Num Working Cell\"] = 4- (df_pred_bs.isna().sum(1)//cwc)\n",
    "\n",
    "df_pred_bs[\"Hour\"] = df_pred_bs[\"Time\"].dt.hour\n",
    "df_pred_bs[\"Day\"] = df_pred_bs[\"Time\"].dt.day_of_week\n",
    "df_pred_bs[\"Hour Sin\"] = (np.sin(df_pred_bs[\"Hour\"]*2*np.pi/24))\n",
    "df_pred_bs[\"Hour Cos\"] = (np.cos(df_pred_bs[\"Hour\"]*2*np.pi/24))\n",
    "df_pred_bs[\"Day Sin\"] = (np.sin(df_pred_bs[\"Day\"]*2*np.pi/7))\n",
    "df_pred_bs[\"Day Cos\"] = (np.cos(df_pred_bs[\"Day\"]*2*np.pi/7))\n",
    "df_pred_bs.drop(columns=[\"Hour\",\"Day\"],inplace=True)\n",
    "\n",
    "df_pred_bs[\"Antennas\"] = df_pred_bs[\"Antennas_0\"]\n",
    "df_pred_bs = df_pred_bs.drop(columns=[\"Antennas_0\",\"Antennas_1\", \"Antennas_2\", \"Antennas_3\"])\n",
    "df_pred_bs = df_pred_bs.drop(columns=[\"CellName_0\",\"CellName_1\", \"CellName_2\", \"CellName_3\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_pred_bs[\"Avg\"] = 0.\n",
    "for BS in df_pred[\"BS\"].unique():\n",
    "    available_data = df_bs[df_bs[\"BS\"]==BS].sort_values(\"Time\")\n",
    "    filt = df_pred_bs[df_pred_bs[\"BS\"]==BS].sort_values(\"Time\")\n",
    "    for idx,row in filt.iterrows():\n",
    "        ret = available_data[available_data[\"Time\"] < row[\"Time\"]][\"Avg\"]\n",
    "        if len(ret) > 0:\n",
    "            df_pred_bs.loc[idx,\"Avg\"] = ret.iloc[-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Time</th>\n",
       "      <th>BS</th>\n",
       "      <th>load_0</th>\n",
       "      <th>ESMode1_0</th>\n",
       "      <th>ESMode2_0</th>\n",
       "      <th>ESMode3_0</th>\n",
       "      <th>ESMode4_0</th>\n",
       "      <th>ESMode5_0</th>\n",
       "      <th>ESMode6_0</th>\n",
       "      <th>Mode_0</th>\n",
       "      <th>Frequency_0</th>\n",
       "      <th>Bandwidth_0</th>\n",
       "      <th>TXpower_0</th>\n",
       "      <th>Type10_0</th>\n",
       "      <th>Type11_0</th>\n",
       "      <th>Type12_0</th>\n",
       "      <th>Type2_0</th>\n",
       "      <th>Type3_0</th>\n",
       "      <th>Type4_0</th>\n",
       "      <th>Type5_0</th>\n",
       "      <th>Type6_0</th>\n",
       "      <th>Type7_0</th>\n",
       "      <th>Type8_0</th>\n",
       "      <th>Type9_0</th>\n",
       "      <th>load_1</th>\n",
       "      <th>ESMode1_1</th>\n",
       "      <th>ESMode2_1</th>\n",
       "      <th>ESMode3_1</th>\n",
       "      <th>ESMode4_1</th>\n",
       "      <th>ESMode5_1</th>\n",
       "      <th>ESMode6_1</th>\n",
       "      <th>Mode_1</th>\n",
       "      <th>Frequency_1</th>\n",
       "      <th>Bandwidth_1</th>\n",
       "      <th>TXpower_1</th>\n",
       "      <th>Type10_1</th>\n",
       "      <th>Type11_1</th>\n",
       "      <th>Type12_1</th>\n",
       "      <th>Type2_1</th>\n",
       "      <th>Type3_1</th>\n",
       "      <th>Type4_1</th>\n",
       "      <th>Type5_1</th>\n",
       "      <th>Type6_1</th>\n",
       "      <th>Type7_1</th>\n",
       "      <th>Type8_1</th>\n",
       "      <th>Type9_1</th>\n",
       "      <th>load_2</th>\n",
       "      <th>ESMode1_2</th>\n",
       "      <th>ESMode2_2</th>\n",
       "      <th>ESMode3_2</th>\n",
       "      <th>ESMode4_2</th>\n",
       "      <th>ESMode5_2</th>\n",
       "      <th>ESMode6_2</th>\n",
       "      <th>Mode_2</th>\n",
       "      <th>Frequency_2</th>\n",
       "      <th>Bandwidth_2</th>\n",
       "      <th>TXpower_2</th>\n",
       "      <th>Type10_2</th>\n",
       "      <th>Type11_2</th>\n",
       "      <th>Type12_2</th>\n",
       "      <th>Type2_2</th>\n",
       "      <th>Type3_2</th>\n",
       "      <th>Type4_2</th>\n",
       "      <th>Type5_2</th>\n",
       "      <th>Type6_2</th>\n",
       "      <th>Type7_2</th>\n",
       "      <th>Type8_2</th>\n",
       "      <th>Type9_2</th>\n",
       "      <th>load_3</th>\n",
       "      <th>ESMode1_3</th>\n",
       "      <th>ESMode2_3</th>\n",
       "      <th>ESMode3_3</th>\n",
       "      <th>ESMode4_3</th>\n",
       "      <th>ESMode5_3</th>\n",
       "      <th>ESMode6_3</th>\n",
       "      <th>Mode_3</th>\n",
       "      <th>Frequency_3</th>\n",
       "      <th>Bandwidth_3</th>\n",
       "      <th>TXpower_3</th>\n",
       "      <th>Type10_3</th>\n",
       "      <th>Type11_3</th>\n",
       "      <th>Type12_3</th>\n",
       "      <th>Type2_3</th>\n",
       "      <th>Type3_3</th>\n",
       "      <th>Type4_3</th>\n",
       "      <th>Type5_3</th>\n",
       "      <th>Type6_3</th>\n",
       "      <th>Type7_3</th>\n",
       "      <th>Type8_3</th>\n",
       "      <th>Type9_3</th>\n",
       "      <th>Num Working Cell</th>\n",
       "      <th>Hour Sin</th>\n",
       "      <th>Hour Cos</th>\n",
       "      <th>Day Sin</th>\n",
       "      <th>Day Cos</th>\n",
       "      <th>Antennas</th>\n",
       "      <th>Avg</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2023-01-01 06:00:00</td>\n",
       "      <td>B_0</td>\n",
       "      <td>0.189872</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>365.0</td>\n",
       "      <td>20</td>\n",
       "      <td>6.875934</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>6.123234e-17</td>\n",
       "      <td>-0.781831</td>\n",
       "      <td>0.62349</td>\n",
       "      <td>4</td>\n",
       "      <td>58.258595</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2023-01-01 11:00:00</td>\n",
       "      <td>B_0</td>\n",
       "      <td>0.522096</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>365.0</td>\n",
       "      <td>20</td>\n",
       "      <td>6.875934</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>2.588190e-01</td>\n",
       "      <td>-9.659258e-01</td>\n",
       "      <td>-0.781831</td>\n",
       "      <td>0.62349</td>\n",
       "      <td>4</td>\n",
       "      <td>67.656951</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2023-01-01 12:00:00</td>\n",
       "      <td>B_0</td>\n",
       "      <td>0.439968</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>365.0</td>\n",
       "      <td>20</td>\n",
       "      <td>6.875934</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>1.224647e-16</td>\n",
       "      <td>-1.000000e+00</td>\n",
       "      <td>-0.781831</td>\n",
       "      <td>0.62349</td>\n",
       "      <td>4</td>\n",
       "      <td>67.656951</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2023-01-01 13:00:00</td>\n",
       "      <td>B_0</td>\n",
       "      <td>0.482723</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>365.0</td>\n",
       "      <td>20</td>\n",
       "      <td>6.875934</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>-2.588190e-01</td>\n",
       "      <td>-9.659258e-01</td>\n",
       "      <td>-0.781831</td>\n",
       "      <td>0.62349</td>\n",
       "      <td>4</td>\n",
       "      <td>67.656951</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2023-01-01 23:00:00</td>\n",
       "      <td>B_0</td>\n",
       "      <td>0.782511</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>365.0</td>\n",
       "      <td>20</td>\n",
       "      <td>6.875934</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>-2.588190e-01</td>\n",
       "      <td>9.659258e-01</td>\n",
       "      <td>-0.781831</td>\n",
       "      <td>0.62349</td>\n",
       "      <td>4</td>\n",
       "      <td>72.918315</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 Time   BS    load_0  ESMode1_0  ESMode2_0  ESMode3_0  \\\n",
       "0 2023-01-01 06:00:00  B_0  0.189872        0.0        0.0        0.0   \n",
       "1 2023-01-01 11:00:00  B_0  0.522096        0.0        0.0        0.0   \n",
       "2 2023-01-01 12:00:00  B_0  0.439968        0.0        0.0        0.0   \n",
       "3 2023-01-01 13:00:00  B_0  0.482723        0.0        0.0        0.0   \n",
       "4 2023-01-01 23:00:00  B_0  0.782511        0.0        0.0        0.0   \n",
       "\n",
       "   ESMode4_0  ESMode5_0  ESMode6_0  Mode_0  Frequency_0  Bandwidth_0  \\\n",
       "0          0        0.0        0.0       1        365.0           20   \n",
       "1          0        0.0        0.0       1        365.0           20   \n",
       "2          0        0.0        0.0       1        365.0           20   \n",
       "3          0        0.0        0.0       1        365.0           20   \n",
       "4          0        0.0        0.0       1        365.0           20   \n",
       "\n",
       "   TXpower_0  Type10_0  Type11_0  Type12_0  Type2_0  Type3_0  Type4_0  \\\n",
       "0   6.875934         0         0         0        0        0        0   \n",
       "1   6.875934         0         0         0        0        0        0   \n",
       "2   6.875934         0         0         0        0        0        0   \n",
       "3   6.875934         0         0         0        0        0        0   \n",
       "4   6.875934         0         0         0        0        0        0   \n",
       "\n",
       "   Type5_0  Type6_0  Type7_0  Type8_0  Type9_0  load_1  ESMode1_1  ESMode2_1  \\\n",
       "0        0        0        0        0        0     NaN        NaN        NaN   \n",
       "1        0        0        0        0        0     NaN        NaN        NaN   \n",
       "2        0        0        0        0        0     NaN        NaN        NaN   \n",
       "3        0        0        0        0        0     NaN        NaN        NaN   \n",
       "4        0        0        0        0        0     NaN        NaN        NaN   \n",
       "\n",
       "   ESMode3_1  ESMode4_1  ESMode5_1  ESMode6_1  Mode_1  Frequency_1  \\\n",
       "0        NaN        NaN        NaN        NaN     NaN          NaN   \n",
       "1        NaN        NaN        NaN        NaN     NaN          NaN   \n",
       "2        NaN        NaN        NaN        NaN     NaN          NaN   \n",
       "3        NaN        NaN        NaN        NaN     NaN          NaN   \n",
       "4        NaN        NaN        NaN        NaN     NaN          NaN   \n",
       "\n",
       "   Bandwidth_1  TXpower_1  Type10_1  Type11_1  Type12_1  Type2_1  Type3_1  \\\n",
       "0          NaN        NaN       NaN       NaN       NaN      NaN      NaN   \n",
       "1          NaN        NaN       NaN       NaN       NaN      NaN      NaN   \n",
       "2          NaN        NaN       NaN       NaN       NaN      NaN      NaN   \n",
       "3          NaN        NaN       NaN       NaN       NaN      NaN      NaN   \n",
       "4          NaN        NaN       NaN       NaN       NaN      NaN      NaN   \n",
       "\n",
       "   Type4_1  Type5_1  Type6_1  Type7_1  Type8_1  Type9_1  load_2  ESMode1_2  \\\n",
       "0      NaN      NaN      NaN      NaN      NaN      NaN     NaN        NaN   \n",
       "1      NaN      NaN      NaN      NaN      NaN      NaN     NaN        NaN   \n",
       "2      NaN      NaN      NaN      NaN      NaN      NaN     NaN        NaN   \n",
       "3      NaN      NaN      NaN      NaN      NaN      NaN     NaN        NaN   \n",
       "4      NaN      NaN      NaN      NaN      NaN      NaN     NaN        NaN   \n",
       "\n",
       "   ESMode2_2  ESMode3_2  ESMode4_2  ESMode5_2  ESMode6_2  Mode_2  Frequency_2  \\\n",
       "0        NaN        NaN        NaN        NaN        NaN     NaN          NaN   \n",
       "1        NaN        NaN        NaN        NaN        NaN     NaN          NaN   \n",
       "2        NaN        NaN        NaN        NaN        NaN     NaN          NaN   \n",
       "3        NaN        NaN        NaN        NaN        NaN     NaN          NaN   \n",
       "4        NaN        NaN        NaN        NaN        NaN     NaN          NaN   \n",
       "\n",
       "   Bandwidth_2  TXpower_2  Type10_2  Type11_2  Type12_2  Type2_2  Type3_2  \\\n",
       "0          NaN        NaN       NaN       NaN       NaN      NaN      NaN   \n",
       "1          NaN        NaN       NaN       NaN       NaN      NaN      NaN   \n",
       "2          NaN        NaN       NaN       NaN       NaN      NaN      NaN   \n",
       "3          NaN        NaN       NaN       NaN       NaN      NaN      NaN   \n",
       "4          NaN        NaN       NaN       NaN       NaN      NaN      NaN   \n",
       "\n",
       "   Type4_2  Type5_2  Type6_2  Type7_2  Type8_2  Type9_2  load_3  ESMode1_3  \\\n",
       "0      NaN      NaN      NaN      NaN      NaN      NaN     NaN        NaN   \n",
       "1      NaN      NaN      NaN      NaN      NaN      NaN     NaN        NaN   \n",
       "2      NaN      NaN      NaN      NaN      NaN      NaN     NaN        NaN   \n",
       "3      NaN      NaN      NaN      NaN      NaN      NaN     NaN        NaN   \n",
       "4      NaN      NaN      NaN      NaN      NaN      NaN     NaN        NaN   \n",
       "\n",
       "   ESMode2_3  ESMode3_3  ESMode4_3  ESMode5_3  ESMode6_3  Mode_3  Frequency_3  \\\n",
       "0        NaN        NaN        NaN        NaN        NaN     NaN          NaN   \n",
       "1        NaN        NaN        NaN        NaN        NaN     NaN          NaN   \n",
       "2        NaN        NaN        NaN        NaN        NaN     NaN          NaN   \n",
       "3        NaN        NaN        NaN        NaN        NaN     NaN          NaN   \n",
       "4        NaN        NaN        NaN        NaN        NaN     NaN          NaN   \n",
       "\n",
       "   Bandwidth_3  TXpower_3  Type10_3  Type11_3  Type12_3  Type2_3  Type3_3  \\\n",
       "0          NaN        NaN       NaN       NaN       NaN      NaN      NaN   \n",
       "1          NaN        NaN       NaN       NaN       NaN      NaN      NaN   \n",
       "2          NaN        NaN       NaN       NaN       NaN      NaN      NaN   \n",
       "3          NaN        NaN       NaN       NaN       NaN      NaN      NaN   \n",
       "4          NaN        NaN       NaN       NaN       NaN      NaN      NaN   \n",
       "\n",
       "   Type4_3  Type5_3  Type6_3  Type7_3  Type8_3  Type9_3  Num Working Cell  \\\n",
       "0      NaN      NaN      NaN      NaN      NaN      NaN                 1   \n",
       "1      NaN      NaN      NaN      NaN      NaN      NaN                 1   \n",
       "2      NaN      NaN      NaN      NaN      NaN      NaN                 1   \n",
       "3      NaN      NaN      NaN      NaN      NaN      NaN                 1   \n",
       "4      NaN      NaN      NaN      NaN      NaN      NaN                 1   \n",
       "\n",
       "       Hour Sin      Hour Cos   Day Sin  Day Cos  Antennas        Avg  \n",
       "0  1.000000e+00  6.123234e-17 -0.781831  0.62349         4  58.258595  \n",
       "1  2.588190e-01 -9.659258e-01 -0.781831  0.62349         4  67.656951  \n",
       "2  1.224647e-16 -1.000000e+00 -0.781831  0.62349         4  67.656951  \n",
       "3 -2.588190e-01 -9.659258e-01 -0.781831  0.62349         4  67.656951  \n",
       "4 -2.588190e-01  9.659258e-01 -0.781831  0.62349         4  72.918315  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_pred_bs.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>Time</th>\n",
       "      <th>BS</th>\n",
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       "      <th>ESMode1_0</th>\n",
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       "      <th>Bandwidth_1</th>\n",
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       "      <th>Type10_1</th>\n",
       "      <th>Type11_1</th>\n",
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       "      <th>Type8_1</th>\n",
       "      <th>Type9_1</th>\n",
       "      <th>load_2</th>\n",
       "      <th>ESMode1_2</th>\n",
       "      <th>ESMode2_2</th>\n",
       "      <th>ESMode3_2</th>\n",
       "      <th>ESMode4_2</th>\n",
       "      <th>ESMode5_2</th>\n",
       "      <th>ESMode6_2</th>\n",
       "      <th>Mode_2</th>\n",
       "      <th>Frequency_2</th>\n",
       "      <th>Bandwidth_2</th>\n",
       "      <th>TXpower_2</th>\n",
       "      <th>Type10_2</th>\n",
       "      <th>Type11_2</th>\n",
       "      <th>Type12_2</th>\n",
       "      <th>Type2_2</th>\n",
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       "      <th>Type7_2</th>\n",
       "      <th>Type8_2</th>\n",
       "      <th>Type9_2</th>\n",
       "      <th>load_3</th>\n",
       "      <th>ESMode1_3</th>\n",
       "      <th>ESMode2_3</th>\n",
       "      <th>ESMode3_3</th>\n",
       "      <th>ESMode4_3</th>\n",
       "      <th>ESMode5_3</th>\n",
       "      <th>ESMode6_3</th>\n",
       "      <th>Mode_3</th>\n",
       "      <th>Frequency_3</th>\n",
       "      <th>Bandwidth_3</th>\n",
       "      <th>TXpower_3</th>\n",
       "      <th>Type10_3</th>\n",
       "      <th>Type11_3</th>\n",
       "      <th>Type12_3</th>\n",
       "      <th>Type2_3</th>\n",
       "      <th>Type3_3</th>\n",
       "      <th>Type4_3</th>\n",
       "      <th>Type5_3</th>\n",
       "      <th>Type6_3</th>\n",
       "      <th>Type7_3</th>\n",
       "      <th>Type8_3</th>\n",
       "      <th>Type9_3</th>\n",
       "      <th>Num Working Cell</th>\n",
       "      <th>Hour Sin</th>\n",
       "      <th>Hour Cos</th>\n",
       "      <th>Day Sin</th>\n",
       "      <th>Day Cos</th>\n",
       "      <th>Antennas</th>\n",
       "      <th>Energy</th>\n",
       "      <th>Avg</th>\n",
       "      <th>is pred</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2023-01-01 01:00:00</td>\n",
       "      <td>B_0</td>\n",
       "      <td>0.487936</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
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       "      <td>6.875934</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>0.258819</td>\n",
       "      <td>0.965926</td>\n",
       "      <td>-0.781831</td>\n",
       "      <td>0.62349</td>\n",
       "      <td>4</td>\n",
       "      <td>64.275037</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2023-01-01 02:00:00</td>\n",
       "      <td>B_0</td>\n",
       "      <td>0.344468</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1</td>\n",
       "      <td>365.000</td>\n",
       "      <td>20</td>\n",
       "      <td>6.875934</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.866025</td>\n",
       "      <td>-0.781831</td>\n",
       "      <td>0.62349</td>\n",
       "      <td>4</td>\n",
       "      <td>55.904335</td>\n",
       "      <td>64.275037</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2023-01-01 03:00:00</td>\n",
       "      <td>B_0</td>\n",
       "      <td>0.193766</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1</td>\n",
       "      <td>365.000</td>\n",
       "      <td>20</td>\n",
       "      <td>6.875934</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>0.707107</td>\n",
       "      <td>0.707107</td>\n",
       "      <td>-0.781831</td>\n",
       "      <td>0.62349</td>\n",
       "      <td>4</td>\n",
       "      <td>57.698057</td>\n",
       "      <td>60.089686</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2023-01-01 04:00:00</td>\n",
       "      <td>B_0</td>\n",
       "      <td>0.222383</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1</td>\n",
       "      <td>365.000</td>\n",
       "      <td>20</td>\n",
       "      <td>6.875934</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>0.866025</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>-0.781831</td>\n",
       "      <td>0.62349</td>\n",
       "      <td>4</td>\n",
       "      <td>55.156951</td>\n",
       "      <td>59.292476</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2023-01-01 05:00:00</td>\n",
       "      <td>B_0</td>\n",
       "      <td>0.175436</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
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       "      <td>1</td>\n",
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       "      <td>20</td>\n",
       "      <td>6.875934</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>0.965926</td>\n",
       "      <td>0.258819</td>\n",
       "      <td>-0.781831</td>\n",
       "      <td>0.62349</td>\n",
       "      <td>4</td>\n",
       "      <td>56.053812</td>\n",
       "      <td>58.258595</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>26136</th>\n",
       "      <td>2023-01-02 21:00:00</td>\n",
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       "      <td>2023-01-02 22:00:00</td>\n",
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       "      <th>26138</th>\n",
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       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>118768 rows × 99 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                     Time      BS    load_0  ESMode1_0  ESMode2_0  ESMode3_0  \\\n",
       "0     2023-01-01 01:00:00     B_0  0.487936        0.0        0.0        0.0   \n",
       "1     2023-01-01 02:00:00     B_0  0.344468        0.0        0.0        0.0   \n",
       "2     2023-01-01 03:00:00     B_0  0.193766        0.0        0.0        0.0   \n",
       "3     2023-01-01 04:00:00     B_0  0.222383        0.0        0.0        0.0   \n",
       "4     2023-01-01 05:00:00     B_0  0.175436        0.0        0.0        0.0   \n",
       "...                   ...     ...       ...        ...        ...        ...   \n",
       "26134 2023-01-02 19:00:00  B_1019  0.019940        0.0        0.0        0.0   \n",
       "26135 2023-01-02 20:00:00  B_1019  0.019940        0.0        0.0        0.0   \n",
       "26136 2023-01-02 21:00:00  B_1019  0.019940        0.0        0.0        0.0   \n",
       "26137 2023-01-02 22:00:00  B_1019  0.019940        0.0        0.0        0.0   \n",
       "26138 2023-01-02 23:00:00  B_1019  0.019940        0.0        0.0        0.0   \n",
       "\n",
       "       ESMode4_0  ESMode5_0  ESMode6_0  Mode_0  Frequency_0  Bandwidth_0  \\\n",
       "0              0        0.0   0.000000       1      365.000           20   \n",
       "1              0        0.0   0.000000       1      365.000           20   \n",
       "2              0        0.0   0.000000       1      365.000           20   \n",
       "3              0        0.0   0.000000       1      365.000           20   \n",
       "4              0        0.0   0.000000       1      365.000           20   \n",
       "...          ...        ...        ...     ...          ...          ...   \n",
       "26134          0        0.0   0.627736       0      697.002           10   \n",
       "26135          0        0.0   0.627909       0      697.002           10   \n",
       "26136          0        0.0   0.627909       0      697.002           10   \n",
       "26137          0        0.0   0.627909       0      697.002           10   \n",
       "26138          0        0.0   0.627909       0      697.002           10   \n",
       "\n",
       "       TXpower_0  Type10_0  Type11_0  Type12_0  Type2_0  Type3_0  Type4_0  \\\n",
       "0       6.875934         0         0         0        0        0        0   \n",
       "1       6.875934         0         0         0        0        0        0   \n",
       "2       6.875934         0         0         0        0        0        0   \n",
       "3       6.875934         0         0         0        0        0        0   \n",
       "4       6.875934         0         0         0        0        0        0   \n",
       "...          ...       ...       ...       ...      ...      ...      ...   \n",
       "26134   7.086398         0         1         0        0        0        0   \n",
       "26135   7.086398         0         1         0        0        0        0   \n",
       "26136   7.086398         0         1         0        0        0        0   \n",
       "26137   7.086398         0         1         0        0        0        0   \n",
       "26138   7.086398         0         1         0        0        0        0   \n",
       "\n",
       "       Type5_0  Type6_0  Type7_0  Type8_0  Type9_0  load_1  ESMode1_1  \\\n",
       "0            0        0        0        0        0     NaN        NaN   \n",
       "1            0        0        0        0        0     NaN        NaN   \n",
       "2            0        0        0        0        0     NaN        NaN   \n",
       "3            0        0        0        0        0     NaN        NaN   \n",
       "4            0        0        0        0        0     NaN        NaN   \n",
       "...        ...      ...      ...      ...      ...     ...        ...   \n",
       "26134        0        0        0        0        0     NaN        NaN   \n",
       "26135        0        0        0        0        0     NaN        NaN   \n",
       "26136        0        0        0        0        0     NaN        NaN   \n",
       "26137        0        0        0        0        0     NaN        NaN   \n",
       "26138        0        0        0        0        0     NaN        NaN   \n",
       "\n",
       "       ESMode2_1  ESMode3_1  ESMode4_1  ESMode5_1  ESMode6_1  Mode_1  \\\n",
       "0            NaN        NaN        NaN        NaN        NaN     NaN   \n",
       "1            NaN        NaN        NaN        NaN        NaN     NaN   \n",
       "2            NaN        NaN        NaN        NaN        NaN     NaN   \n",
       "3            NaN        NaN        NaN        NaN        NaN     NaN   \n",
       "4            NaN        NaN        NaN        NaN        NaN     NaN   \n",
       "...          ...        ...        ...        ...        ...     ...   \n",
       "26134        NaN        NaN        NaN        NaN        NaN     NaN   \n",
       "26135        NaN        NaN        NaN        NaN        NaN     NaN   \n",
       "26136        NaN        NaN        NaN        NaN        NaN     NaN   \n",
       "26137        NaN        NaN        NaN        NaN        NaN     NaN   \n",
       "26138        NaN        NaN        NaN        NaN        NaN     NaN   \n",
       "\n",
       "       Frequency_1  Bandwidth_1  TXpower_1  Type10_1  Type11_1  Type12_1  \\\n",
       "0              NaN          NaN        NaN       NaN       NaN       NaN   \n",
       "1              NaN          NaN        NaN       NaN       NaN       NaN   \n",
       "2              NaN          NaN        NaN       NaN       NaN       NaN   \n",
       "3              NaN          NaN        NaN       NaN       NaN       NaN   \n",
       "4              NaN          NaN        NaN       NaN       NaN       NaN   \n",
       "...            ...          ...        ...       ...       ...       ...   \n",
       "26134          NaN          NaN        NaN       NaN       NaN       NaN   \n",
       "26135          NaN          NaN        NaN       NaN       NaN       NaN   \n",
       "26136          NaN          NaN        NaN       NaN       NaN       NaN   \n",
       "26137          NaN          NaN        NaN       NaN       NaN       NaN   \n",
       "26138          NaN          NaN        NaN       NaN       NaN       NaN   \n",
       "\n",
       "       Type2_1  Type3_1  Type4_1  Type5_1  Type6_1  Type7_1  Type8_1  Type9_1  \\\n",
       "0          NaN      NaN      NaN      NaN      NaN      NaN      NaN      NaN   \n",
       "1          NaN      NaN      NaN      NaN      NaN      NaN      NaN      NaN   \n",
       "2          NaN      NaN      NaN      NaN      NaN      NaN      NaN      NaN   \n",
       "3          NaN      NaN      NaN      NaN      NaN      NaN      NaN      NaN   \n",
       "4          NaN      NaN      NaN      NaN      NaN      NaN      NaN      NaN   \n",
       "...        ...      ...      ...      ...      ...      ...      ...      ...   \n",
       "26134      NaN      NaN      NaN      NaN      NaN      NaN      NaN      NaN   \n",
       "26135      NaN      NaN      NaN      NaN      NaN      NaN      NaN      NaN   \n",
       "26136      NaN      NaN      NaN      NaN      NaN      NaN      NaN      NaN   \n",
       "26137      NaN      NaN      NaN      NaN      NaN      NaN      NaN      NaN   \n",
       "26138      NaN      NaN      NaN      NaN      NaN      NaN      NaN      NaN   \n",
       "\n",
       "       load_2  ESMode1_2  ESMode2_2  ESMode3_2  ESMode4_2  ESMode5_2  \\\n",
       "0         NaN        NaN        NaN        NaN        NaN        NaN   \n",
       "1         NaN        NaN        NaN        NaN        NaN        NaN   \n",
       "2         NaN        NaN        NaN        NaN        NaN        NaN   \n",
       "3         NaN        NaN        NaN        NaN        NaN        NaN   \n",
       "4         NaN        NaN        NaN        NaN        NaN        NaN   \n",
       "...       ...        ...        ...        ...        ...        ...   \n",
       "26134     NaN        NaN        NaN        NaN        NaN        NaN   \n",
       "26135     NaN        NaN        NaN        NaN        NaN        NaN   \n",
       "26136     NaN        NaN        NaN        NaN        NaN        NaN   \n",
       "26137     NaN        NaN        NaN        NaN        NaN        NaN   \n",
       "26138     NaN        NaN        NaN        NaN        NaN        NaN   \n",
       "\n",
       "       ESMode6_2  Mode_2  Frequency_2  Bandwidth_2  TXpower_2  Type10_2  \\\n",
       "0            NaN     NaN          NaN          NaN        NaN       NaN   \n",
       "1            NaN     NaN          NaN          NaN        NaN       NaN   \n",
       "2            NaN     NaN          NaN          NaN        NaN       NaN   \n",
       "3            NaN     NaN          NaN          NaN        NaN       NaN   \n",
       "4            NaN     NaN          NaN          NaN        NaN       NaN   \n",
       "...          ...     ...          ...          ...        ...       ...   \n",
       "26134        NaN     NaN          NaN          NaN        NaN       NaN   \n",
       "26135        NaN     NaN          NaN          NaN        NaN       NaN   \n",
       "26136        NaN     NaN          NaN          NaN        NaN       NaN   \n",
       "26137        NaN     NaN          NaN          NaN        NaN       NaN   \n",
       "26138        NaN     NaN          NaN          NaN        NaN       NaN   \n",
       "\n",
       "       Type11_2  Type12_2  Type2_2  Type3_2  Type4_2  Type5_2  Type6_2  \\\n",
       "0           NaN       NaN      NaN      NaN      NaN      NaN      NaN   \n",
       "1           NaN       NaN      NaN      NaN      NaN      NaN      NaN   \n",
       "2           NaN       NaN      NaN      NaN      NaN      NaN      NaN   \n",
       "3           NaN       NaN      NaN      NaN      NaN      NaN      NaN   \n",
       "4           NaN       NaN      NaN      NaN      NaN      NaN      NaN   \n",
       "...         ...       ...      ...      ...      ...      ...      ...   \n",
       "26134       NaN       NaN      NaN      NaN      NaN      NaN      NaN   \n",
       "26135       NaN       NaN      NaN      NaN      NaN      NaN      NaN   \n",
       "26136       NaN       NaN      NaN      NaN      NaN      NaN      NaN   \n",
       "26137       NaN       NaN      NaN      NaN      NaN      NaN      NaN   \n",
       "26138       NaN       NaN      NaN      NaN      NaN      NaN      NaN   \n",
       "\n",
       "       Type7_2  Type8_2  Type9_2  load_3  ESMode1_3  ESMode2_3  ESMode3_3  \\\n",
       "0          NaN      NaN      NaN     NaN        NaN        NaN        NaN   \n",
       "1          NaN      NaN      NaN     NaN        NaN        NaN        NaN   \n",
       "2          NaN      NaN      NaN     NaN        NaN        NaN        NaN   \n",
       "3          NaN      NaN      NaN     NaN        NaN        NaN        NaN   \n",
       "4          NaN      NaN      NaN     NaN        NaN        NaN        NaN   \n",
       "...        ...      ...      ...     ...        ...        ...        ...   \n",
       "26134      NaN      NaN      NaN     NaN        NaN        NaN        NaN   \n",
       "26135      NaN      NaN      NaN     NaN        NaN        NaN        NaN   \n",
       "26136      NaN      NaN      NaN     NaN        NaN        NaN        NaN   \n",
       "26137      NaN      NaN      NaN     NaN        NaN        NaN        NaN   \n",
       "26138      NaN      NaN      NaN     NaN        NaN        NaN        NaN   \n",
       "\n",
       "       ESMode4_3  ESMode5_3  ESMode6_3  Mode_3  Frequency_3  Bandwidth_3  \\\n",
       "0            NaN        NaN        NaN     NaN          NaN          NaN   \n",
       "1            NaN        NaN        NaN     NaN          NaN          NaN   \n",
       "2            NaN        NaN        NaN     NaN          NaN          NaN   \n",
       "3            NaN        NaN        NaN     NaN          NaN          NaN   \n",
       "4            NaN        NaN        NaN     NaN          NaN          NaN   \n",
       "...          ...        ...        ...     ...          ...          ...   \n",
       "26134        NaN        NaN        NaN     NaN          NaN          NaN   \n",
       "26135        NaN        NaN        NaN     NaN          NaN          NaN   \n",
       "26136        NaN        NaN        NaN     NaN          NaN          NaN   \n",
       "26137        NaN        NaN        NaN     NaN          NaN          NaN   \n",
       "26138        NaN        NaN        NaN     NaN          NaN          NaN   \n",
       "\n",
       "       TXpower_3  Type10_3  Type11_3  Type12_3  Type2_3  Type3_3  Type4_3  \\\n",
       "0            NaN       NaN       NaN       NaN      NaN      NaN      NaN   \n",
       "1            NaN       NaN       NaN       NaN      NaN      NaN      NaN   \n",
       "2            NaN       NaN       NaN       NaN      NaN      NaN      NaN   \n",
       "3            NaN       NaN       NaN       NaN      NaN      NaN      NaN   \n",
       "4            NaN       NaN       NaN       NaN      NaN      NaN      NaN   \n",
       "...          ...       ...       ...       ...      ...      ...      ...   \n",
       "26134        NaN       NaN       NaN       NaN      NaN      NaN      NaN   \n",
       "26135        NaN       NaN       NaN       NaN      NaN      NaN      NaN   \n",
       "26136        NaN       NaN       NaN       NaN      NaN      NaN      NaN   \n",
       "26137        NaN       NaN       NaN       NaN      NaN      NaN      NaN   \n",
       "26138        NaN       NaN       NaN       NaN      NaN      NaN      NaN   \n",
       "\n",
       "       Type5_3  Type6_3  Type7_3  Type8_3  Type9_3  Num Working Cell  \\\n",
       "0          NaN      NaN      NaN      NaN      NaN                 1   \n",
       "1          NaN      NaN      NaN      NaN      NaN                 1   \n",
       "2          NaN      NaN      NaN      NaN      NaN                 1   \n",
       "3          NaN      NaN      NaN      NaN      NaN                 1   \n",
       "4          NaN      NaN      NaN      NaN      NaN                 1   \n",
       "...        ...      ...      ...      ...      ...               ...   \n",
       "26134      NaN      NaN      NaN      NaN      NaN                 1   \n",
       "26135      NaN      NaN      NaN      NaN      NaN                 1   \n",
       "26136      NaN      NaN      NaN      NaN      NaN                 1   \n",
       "26137      NaN      NaN      NaN      NaN      NaN                 1   \n",
       "26138      NaN      NaN      NaN      NaN      NaN                 1   \n",
       "\n",
       "       Hour Sin  Hour Cos   Day Sin  Day Cos  Antennas     Energy        Avg  \\\n",
       "0      0.258819  0.965926 -0.781831  0.62349         4  64.275037   0.000000   \n",
       "1      0.500000  0.866025 -0.781831  0.62349         4  55.904335  64.275037   \n",
       "2      0.707107  0.707107 -0.781831  0.62349         4  57.698057  60.089686   \n",
       "3      0.866025  0.500000 -0.781831  0.62349         4  55.156951  59.292476   \n",
       "4      0.965926  0.258819 -0.781831  0.62349         4  56.053812  58.258595   \n",
       "...         ...       ...       ...      ...       ...        ...        ...   \n",
       "26134 -0.965926  0.258819  0.000000  1.00000         2        NaN   0.000000   \n",
       "26135 -0.866025  0.500000  0.000000  1.00000         2        NaN   0.000000   \n",
       "26136 -0.707107  0.707107  0.000000  1.00000         2        NaN   0.000000   \n",
       "26137 -0.500000  0.866025  0.000000  1.00000         2        NaN   0.000000   \n",
       "26138 -0.258819  0.965926  0.000000  1.00000         2        NaN   0.000000   \n",
       "\n",
       "       is pred  \n",
       "0        False  \n",
       "1        False  \n",
       "2        False  \n",
       "3        False  \n",
       "4        False  \n",
       "...        ...  \n",
       "26134     True  \n",
       "26135     True  \n",
       "26136     True  \n",
       "26137     True  \n",
       "26138     True  \n",
       "\n",
       "[118768 rows x 99 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_bs[\"is pred\"]=False\n",
    "df_pred_bs[\"is pred\"]=True\n",
    "df_all = pd.concat((df_bs,df_pred_bs),axis=0)\n",
    "df_all"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    }
   ],
   "source": [
    "bs_names = list(df_all[\"BS\"].unique())\n",
    "ltr = LagFeatures(variables=[\"load_0\", \"load_1\", \"load_2\", \"load_3\",\n",
    "                             \"ESMode1_0\",\t\"ESMode2_0\",\t\"ESMode6_0\",\n",
    "                             \"ESMode1_1\",\t\"ESMode2_1\",\t\"ESMode6_1\",\n",
    "                             \"ESMode1_2\",\t\"ESMode2_2\",\t\"ESMode6_2\",\n",
    "                             \"ESMode1_3\",\t\"ESMode2_3\",\t\"ESMode6_3\",\n",
    "                             ],\n",
    "                  freq=[\"1h\", \"2h\",\"3h\"])\n",
    "ltr2 = LagFeatures(variables=[\"Energy\"], freq=[\"1h\",\"2h\",\"1D\"])\n",
    "df_all = df_all.fillna(-999)\n",
    "df_all_ = None\n",
    "\n",
    "for i,bs_name in enumerate(bs_names):\n",
    "    df_b = df_all[df_all[\"BS\"]==bs_name]\n",
    "    df_b[\"Time\"] = pd.to_datetime(df_b[\"Time\"])\n",
    "    df_b = df_b.set_index(\"Time\")\n",
    "    \n",
    "    df_b = ltr2.fit_transform(df_b)\n",
    "    df_b = ltr.fit_transform(df_b)\n",
    "\n",
    "    df_b = df_b.reset_index()\n",
    "    df_b = df_b.replace(-999,np.nan)\n",
    "    \n",
    "    print(f\"{(i+1)/len(bs_names)*100:.2f}%\")\n",
    "\n",
    "    if df_all_ is None:\n",
    "        df_all_ = df_b.copy()\n",
    "    else:\n",
    "        df_all_ = pd.concat((df_all_,df_b),axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "cols_ordered = []\n",
    "all_cols = list(df_all_.columns)\n",
    "for col_name in all_cols:\n",
    "    filtered = list(filter(lambda cn: col_name in cn,all_cols))\n",
    "    cols_ordered += filtered\n",
    "    all_cols = [x for x in all_cols if x not in filtered]\n",
    "\n",
    "df_all_ = df_all_[cols_ordered]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Time</th>\n",
       "      <th>BS</th>\n",
       "      <th>load_0</th>\n",
       "      <th>load_0_lag_1h</th>\n",
       "      <th>load_0_lag_2h</th>\n",
       "      <th>load_0_lag_3h</th>\n",
       "      <th>ESMode1_0</th>\n",
       "      <th>ESMode1_0_lag_1h</th>\n",
       "      <th>ESMode1_0_lag_2h</th>\n",
       "      <th>ESMode1_0_lag_3h</th>\n",
       "      <th>ESMode2_0</th>\n",
       "      <th>ESMode2_0_lag_1h</th>\n",
       "      <th>ESMode2_0_lag_2h</th>\n",
       "      <th>ESMode2_0_lag_3h</th>\n",
       "      <th>ESMode3_0</th>\n",
       "      <th>ESMode4_0</th>\n",
       "      <th>ESMode5_0</th>\n",
       "      <th>ESMode6_0</th>\n",
       "      <th>ESMode6_0_lag_1h</th>\n",
       "      <th>ESMode6_0_lag_2h</th>\n",
       "      <th>ESMode6_0_lag_3h</th>\n",
       "      <th>Mode_0</th>\n",
       "      <th>Frequency_0</th>\n",
       "      <th>Bandwidth_0</th>\n",
       "      <th>TXpower_0</th>\n",
       "      <th>Type10_0</th>\n",
       "      <th>Type11_0</th>\n",
       "      <th>Type12_0</th>\n",
       "      <th>Type2_0</th>\n",
       "      <th>Type3_0</th>\n",
       "      <th>Type4_0</th>\n",
       "      <th>Type5_0</th>\n",
       "      <th>Type6_0</th>\n",
       "      <th>Type7_0</th>\n",
       "      <th>Type8_0</th>\n",
       "      <th>Type9_0</th>\n",
       "      <th>load_1</th>\n",
       "      <th>load_1_lag_1h</th>\n",
       "      <th>load_1_lag_2h</th>\n",
       "      <th>load_1_lag_3h</th>\n",
       "      <th>ESMode1_1</th>\n",
       "      <th>ESMode1_1_lag_1h</th>\n",
       "      <th>ESMode1_1_lag_2h</th>\n",
       "      <th>ESMode1_1_lag_3h</th>\n",
       "      <th>ESMode2_1</th>\n",
       "      <th>ESMode2_1_lag_1h</th>\n",
       "      <th>ESMode2_1_lag_2h</th>\n",
       "      <th>ESMode2_1_lag_3h</th>\n",
       "      <th>ESMode3_1</th>\n",
       "      <th>ESMode4_1</th>\n",
       "      <th>ESMode5_1</th>\n",
       "      <th>ESMode6_1</th>\n",
       "      <th>ESMode6_1_lag_1h</th>\n",
       "      <th>ESMode6_1_lag_2h</th>\n",
       "      <th>ESMode6_1_lag_3h</th>\n",
       "      <th>Mode_1</th>\n",
       "      <th>Frequency_1</th>\n",
       "      <th>Bandwidth_1</th>\n",
       "      <th>TXpower_1</th>\n",
       "      <th>Type10_1</th>\n",
       "      <th>Type11_1</th>\n",
       "      <th>Type12_1</th>\n",
       "      <th>Type2_1</th>\n",
       "      <th>Type3_1</th>\n",
       "      <th>Type4_1</th>\n",
       "      <th>Type5_1</th>\n",
       "      <th>Type6_1</th>\n",
       "      <th>Type7_1</th>\n",
       "      <th>Type8_1</th>\n",
       "      <th>Type9_1</th>\n",
       "      <th>load_2</th>\n",
       "      <th>load_2_lag_1h</th>\n",
       "      <th>load_2_lag_2h</th>\n",
       "      <th>load_2_lag_3h</th>\n",
       "      <th>ESMode1_2</th>\n",
       "      <th>ESMode1_2_lag_1h</th>\n",
       "      <th>ESMode1_2_lag_2h</th>\n",
       "      <th>ESMode1_2_lag_3h</th>\n",
       "      <th>ESMode2_2</th>\n",
       "      <th>ESMode2_2_lag_1h</th>\n",
       "      <th>ESMode2_2_lag_2h</th>\n",
       "      <th>ESMode2_2_lag_3h</th>\n",
       "      <th>ESMode3_2</th>\n",
       "      <th>ESMode4_2</th>\n",
       "      <th>ESMode5_2</th>\n",
       "      <th>ESMode6_2</th>\n",
       "      <th>ESMode6_2_lag_1h</th>\n",
       "      <th>ESMode6_2_lag_2h</th>\n",
       "      <th>ESMode6_2_lag_3h</th>\n",
       "      <th>Mode_2</th>\n",
       "      <th>Frequency_2</th>\n",
       "      <th>Bandwidth_2</th>\n",
       "      <th>TXpower_2</th>\n",
       "      <th>Type10_2</th>\n",
       "      <th>Type11_2</th>\n",
       "      <th>Type12_2</th>\n",
       "      <th>Type2_2</th>\n",
       "      <th>Type3_2</th>\n",
       "      <th>Type4_2</th>\n",
       "      <th>Type5_2</th>\n",
       "      <th>Type6_2</th>\n",
       "      <th>Type7_2</th>\n",
       "      <th>Type8_2</th>\n",
       "      <th>Type9_2</th>\n",
       "      <th>load_3</th>\n",
       "      <th>load_3_lag_1h</th>\n",
       "      <th>load_3_lag_2h</th>\n",
       "      <th>load_3_lag_3h</th>\n",
       "      <th>ESMode1_3</th>\n",
       "      <th>ESMode1_3_lag_1h</th>\n",
       "      <th>ESMode1_3_lag_2h</th>\n",
       "      <th>ESMode1_3_lag_3h</th>\n",
       "      <th>ESMode2_3</th>\n",
       "      <th>ESMode2_3_lag_1h</th>\n",
       "      <th>ESMode2_3_lag_2h</th>\n",
       "      <th>ESMode2_3_lag_3h</th>\n",
       "      <th>ESMode3_3</th>\n",
       "      <th>ESMode4_3</th>\n",
       "      <th>ESMode5_3</th>\n",
       "      <th>ESMode6_3</th>\n",
       "      <th>ESMode6_3_lag_1h</th>\n",
       "      <th>ESMode6_3_lag_2h</th>\n",
       "      <th>ESMode6_3_lag_3h</th>\n",
       "      <th>Mode_3</th>\n",
       "      <th>Frequency_3</th>\n",
       "      <th>Bandwidth_3</th>\n",
       "      <th>TXpower_3</th>\n",
       "      <th>Type10_3</th>\n",
       "      <th>Type11_3</th>\n",
       "      <th>Type12_3</th>\n",
       "      <th>Type2_3</th>\n",
       "      <th>Type3_3</th>\n",
       "      <th>Type4_3</th>\n",
       "      <th>Type5_3</th>\n",
       "      <th>Type6_3</th>\n",
       "      <th>Type7_3</th>\n",
       "      <th>Type8_3</th>\n",
       "      <th>Type9_3</th>\n",
       "      <th>Num Working Cell</th>\n",
       "      <th>Hour Sin</th>\n",
       "      <th>Hour Cos</th>\n",
       "      <th>Day Sin</th>\n",
       "      <th>Day Cos</th>\n",
       "      <th>Antennas</th>\n",
       "      <th>Energy</th>\n",
       "      <th>Energy_lag_1h</th>\n",
       "      <th>Energy_lag_2h</th>\n",
       "      <th>Energy_lag_1D</th>\n",
       "      <th>Avg</th>\n",
       "      <th>is pred</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2023-01-01 01:00:00</td>\n",
       "      <td>B_0</td>\n",
       "      <td>0.487936</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>365.0</td>\n",
       "      <td>20</td>\n",
       "      <td>6.875934</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>0.258819</td>\n",
       "      <td>0.965926</td>\n",
       "      <td>-0.781831</td>\n",
       "      <td>0.62349</td>\n",
       "      <td>4</td>\n",
       "      <td>64.275037</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2023-01-01 02:00:00</td>\n",
       "      <td>B_0</td>\n",
       "      <td>0.344468</td>\n",
       "      <td>0.487936</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>365.0</td>\n",
       "      <td>20</td>\n",
       "      <td>6.875934</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.866025</td>\n",
       "      <td>-0.781831</td>\n",
       "      <td>0.62349</td>\n",
       "      <td>4</td>\n",
       "      <td>55.904335</td>\n",
       "      <td>64.275037</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>64.275037</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2023-01-01 03:00:00</td>\n",
       "      <td>B_0</td>\n",
       "      <td>0.193766</td>\n",
       "      <td>0.344468</td>\n",
       "      <td>0.487936</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>365.0</td>\n",
       "      <td>20</td>\n",
       "      <td>6.875934</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>0.707107</td>\n",
       "      <td>0.707107</td>\n",
       "      <td>-0.781831</td>\n",
       "      <td>0.62349</td>\n",
       "      <td>4</td>\n",
       "      <td>57.698057</td>\n",
       "      <td>55.904335</td>\n",
       "      <td>64.275037</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60.089686</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2023-01-01 04:00:00</td>\n",
       "      <td>B_0</td>\n",
       "      <td>0.222383</td>\n",
       "      <td>0.193766</td>\n",
       "      <td>0.344468</td>\n",
       "      <td>0.487936</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>365.0</td>\n",
       "      <td>20</td>\n",
       "      <td>6.875934</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>0.866025</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>-0.781831</td>\n",
       "      <td>0.62349</td>\n",
       "      <td>4</td>\n",
       "      <td>55.156951</td>\n",
       "      <td>57.698057</td>\n",
       "      <td>55.904335</td>\n",
       "      <td>NaN</td>\n",
       "      <td>59.292476</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2023-01-01 05:00:00</td>\n",
       "      <td>B_0</td>\n",
       "      <td>0.175436</td>\n",
       "      <td>0.222383</td>\n",
       "      <td>0.193766</td>\n",
       "      <td>0.344468</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>365.0</td>\n",
       "      <td>20</td>\n",
       "      <td>6.875934</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>0.965926</td>\n",
       "      <td>0.258819</td>\n",
       "      <td>-0.781831</td>\n",
       "      <td>0.62349</td>\n",
       "      <td>4</td>\n",
       "      <td>56.053812</td>\n",
       "      <td>55.156951</td>\n",
       "      <td>57.698057</td>\n",
       "      <td>NaN</td>\n",
       "      <td>58.258595</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 Time   BS    load_0  load_0_lag_1h  load_0_lag_2h  \\\n",
       "0 2023-01-01 01:00:00  B_0  0.487936            NaN            NaN   \n",
       "1 2023-01-01 02:00:00  B_0  0.344468       0.487936            NaN   \n",
       "2 2023-01-01 03:00:00  B_0  0.193766       0.344468       0.487936   \n",
       "3 2023-01-01 04:00:00  B_0  0.222383       0.193766       0.344468   \n",
       "4 2023-01-01 05:00:00  B_0  0.175436       0.222383       0.193766   \n",
       "\n",
       "   load_0_lag_3h  ESMode1_0  ESMode1_0_lag_1h  ESMode1_0_lag_2h  \\\n",
       "0            NaN        0.0               NaN               NaN   \n",
       "1            NaN        0.0               0.0               NaN   \n",
       "2            NaN        0.0               0.0               0.0   \n",
       "3       0.487936        0.0               0.0               0.0   \n",
       "4       0.344468        0.0               0.0               0.0   \n",
       "\n",
       "   ESMode1_0_lag_3h  ESMode2_0  ESMode2_0_lag_1h  ESMode2_0_lag_2h  \\\n",
       "0               NaN        0.0               NaN               NaN   \n",
       "1               NaN        0.0               0.0               NaN   \n",
       "2               NaN        0.0               0.0               0.0   \n",
       "3               0.0        0.0               0.0               0.0   \n",
       "4               0.0        0.0               0.0               0.0   \n",
       "\n",
       "   ESMode2_0_lag_3h  ESMode3_0  ESMode4_0  ESMode5_0  ESMode6_0  \\\n",
       "0               NaN        0.0          0        0.0        0.0   \n",
       "1               NaN        0.0          0        0.0        0.0   \n",
       "2               NaN        0.0          0        0.0        0.0   \n",
       "3               0.0        0.0          0        0.0        0.0   \n",
       "4               0.0        0.0          0        0.0        0.0   \n",
       "\n",
       "   ESMode6_0_lag_1h  ESMode6_0_lag_2h  ESMode6_0_lag_3h  Mode_0  Frequency_0  \\\n",
       "0               NaN               NaN               NaN       1        365.0   \n",
       "1               0.0               NaN               NaN       1        365.0   \n",
       "2               0.0               0.0               NaN       1        365.0   \n",
       "3               0.0               0.0               0.0       1        365.0   \n",
       "4               0.0               0.0               0.0       1        365.0   \n",
       "\n",
       "   Bandwidth_0  TXpower_0  Type10_0  Type11_0  Type12_0  Type2_0  Type3_0  \\\n",
       "0           20   6.875934         0         0         0        0        0   \n",
       "1           20   6.875934         0         0         0        0        0   \n",
       "2           20   6.875934         0         0         0        0        0   \n",
       "3           20   6.875934         0         0         0        0        0   \n",
       "4           20   6.875934         0         0         0        0        0   \n",
       "\n",
       "   Type4_0  Type5_0  Type6_0  Type7_0  Type8_0  Type9_0  load_1  \\\n",
       "0        0        0        0        0        0        0     NaN   \n",
       "1        0        0        0        0        0        0     NaN   \n",
       "2        0        0        0        0        0        0     NaN   \n",
       "3        0        0        0        0        0        0     NaN   \n",
       "4        0        0        0        0        0        0     NaN   \n",
       "\n",
       "   load_1_lag_1h  load_1_lag_2h  load_1_lag_3h  ESMode1_1  ESMode1_1_lag_1h  \\\n",
       "0            NaN            NaN            NaN        NaN               NaN   \n",
       "1            NaN            NaN            NaN        NaN               NaN   \n",
       "2            NaN            NaN            NaN        NaN               NaN   \n",
       "3            NaN            NaN            NaN        NaN               NaN   \n",
       "4            NaN            NaN            NaN        NaN               NaN   \n",
       "\n",
       "   ESMode1_1_lag_2h  ESMode1_1_lag_3h  ESMode2_1  ESMode2_1_lag_1h  \\\n",
       "0               NaN               NaN        NaN               NaN   \n",
       "1               NaN               NaN        NaN               NaN   \n",
       "2               NaN               NaN        NaN               NaN   \n",
       "3               NaN               NaN        NaN               NaN   \n",
       "4               NaN               NaN        NaN               NaN   \n",
       "\n",
       "   ESMode2_1_lag_2h  ESMode2_1_lag_3h  ESMode3_1  ESMode4_1  ESMode5_1  \\\n",
       "0               NaN               NaN        NaN        NaN        NaN   \n",
       "1               NaN               NaN        NaN        NaN        NaN   \n",
       "2               NaN               NaN        NaN        NaN        NaN   \n",
       "3               NaN               NaN        NaN        NaN        NaN   \n",
       "4               NaN               NaN        NaN        NaN        NaN   \n",
       "\n",
       "   ESMode6_1  ESMode6_1_lag_1h  ESMode6_1_lag_2h  ESMode6_1_lag_3h  Mode_1  \\\n",
       "0        NaN               NaN               NaN               NaN     NaN   \n",
       "1        NaN               NaN               NaN               NaN     NaN   \n",
       "2        NaN               NaN               NaN               NaN     NaN   \n",
       "3        NaN               NaN               NaN               NaN     NaN   \n",
       "4        NaN               NaN               NaN               NaN     NaN   \n",
       "\n",
       "   Frequency_1  Bandwidth_1  TXpower_1  Type10_1  Type11_1  Type12_1  Type2_1  \\\n",
       "0          NaN          NaN        NaN       NaN       NaN       NaN      NaN   \n",
       "1          NaN          NaN        NaN       NaN       NaN       NaN      NaN   \n",
       "2          NaN          NaN        NaN       NaN       NaN       NaN      NaN   \n",
       "3          NaN          NaN        NaN       NaN       NaN       NaN      NaN   \n",
       "4          NaN          NaN        NaN       NaN       NaN       NaN      NaN   \n",
       "\n",
       "   Type3_1  Type4_1  Type5_1  Type6_1  Type7_1  Type8_1  Type9_1  load_2  \\\n",
       "0      NaN      NaN      NaN      NaN      NaN      NaN      NaN     NaN   \n",
       "1      NaN      NaN      NaN      NaN      NaN      NaN      NaN     NaN   \n",
       "2      NaN      NaN      NaN      NaN      NaN      NaN      NaN     NaN   \n",
       "3      NaN      NaN      NaN      NaN      NaN      NaN      NaN     NaN   \n",
       "4      NaN      NaN      NaN      NaN      NaN      NaN      NaN     NaN   \n",
       "\n",
       "   load_2_lag_1h  load_2_lag_2h  load_2_lag_3h  ESMode1_2  ESMode1_2_lag_1h  \\\n",
       "0            NaN            NaN            NaN        NaN               NaN   \n",
       "1            NaN            NaN            NaN        NaN               NaN   \n",
       "2            NaN            NaN            NaN        NaN               NaN   \n",
       "3            NaN            NaN            NaN        NaN               NaN   \n",
       "4            NaN            NaN            NaN        NaN               NaN   \n",
       "\n",
       "   ESMode1_2_lag_2h  ESMode1_2_lag_3h  ESMode2_2  ESMode2_2_lag_1h  \\\n",
       "0               NaN               NaN        NaN               NaN   \n",
       "1               NaN               NaN        NaN               NaN   \n",
       "2               NaN               NaN        NaN               NaN   \n",
       "3               NaN               NaN        NaN               NaN   \n",
       "4               NaN               NaN        NaN               NaN   \n",
       "\n",
       "   ESMode2_2_lag_2h  ESMode2_2_lag_3h  ESMode3_2  ESMode4_2  ESMode5_2  \\\n",
       "0               NaN               NaN        NaN        NaN        NaN   \n",
       "1               NaN               NaN        NaN        NaN        NaN   \n",
       "2               NaN               NaN        NaN        NaN        NaN   \n",
       "3               NaN               NaN        NaN        NaN        NaN   \n",
       "4               NaN               NaN        NaN        NaN        NaN   \n",
       "\n",
       "   ESMode6_2  ESMode6_2_lag_1h  ESMode6_2_lag_2h  ESMode6_2_lag_3h  Mode_2  \\\n",
       "0        NaN               NaN               NaN               NaN     NaN   \n",
       "1        NaN               NaN               NaN               NaN     NaN   \n",
       "2        NaN               NaN               NaN               NaN     NaN   \n",
       "3        NaN               NaN               NaN               NaN     NaN   \n",
       "4        NaN               NaN               NaN               NaN     NaN   \n",
       "\n",
       "   Frequency_2  Bandwidth_2  TXpower_2  Type10_2  Type11_2  Type12_2  Type2_2  \\\n",
       "0          NaN          NaN        NaN       NaN       NaN       NaN      NaN   \n",
       "1          NaN          NaN        NaN       NaN       NaN       NaN      NaN   \n",
       "2          NaN          NaN        NaN       NaN       NaN       NaN      NaN   \n",
       "3          NaN          NaN        NaN       NaN       NaN       NaN      NaN   \n",
       "4          NaN          NaN        NaN       NaN       NaN       NaN      NaN   \n",
       "\n",
       "   Type3_2  Type4_2  Type5_2  Type6_2  Type7_2  Type8_2  Type9_2  load_3  \\\n",
       "0      NaN      NaN      NaN      NaN      NaN      NaN      NaN     NaN   \n",
       "1      NaN      NaN      NaN      NaN      NaN      NaN      NaN     NaN   \n",
       "2      NaN      NaN      NaN      NaN      NaN      NaN      NaN     NaN   \n",
       "3      NaN      NaN      NaN      NaN      NaN      NaN      NaN     NaN   \n",
       "4      NaN      NaN      NaN      NaN      NaN      NaN      NaN     NaN   \n",
       "\n",
       "   load_3_lag_1h  load_3_lag_2h  load_3_lag_3h  ESMode1_3  ESMode1_3_lag_1h  \\\n",
       "0            NaN            NaN            NaN        NaN               NaN   \n",
       "1            NaN            NaN            NaN        NaN               NaN   \n",
       "2            NaN            NaN            NaN        NaN               NaN   \n",
       "3            NaN            NaN            NaN        NaN               NaN   \n",
       "4            NaN            NaN            NaN        NaN               NaN   \n",
       "\n",
       "   ESMode1_3_lag_2h  ESMode1_3_lag_3h  ESMode2_3  ESMode2_3_lag_1h  \\\n",
       "0               NaN               NaN        NaN               NaN   \n",
       "1               NaN               NaN        NaN               NaN   \n",
       "2               NaN               NaN        NaN               NaN   \n",
       "3               NaN               NaN        NaN               NaN   \n",
       "4               NaN               NaN        NaN               NaN   \n",
       "\n",
       "   ESMode2_3_lag_2h  ESMode2_3_lag_3h  ESMode3_3  ESMode4_3  ESMode5_3  \\\n",
       "0               NaN               NaN        NaN        NaN        NaN   \n",
       "1               NaN               NaN        NaN        NaN        NaN   \n",
       "2               NaN               NaN        NaN        NaN        NaN   \n",
       "3               NaN               NaN        NaN        NaN        NaN   \n",
       "4               NaN               NaN        NaN        NaN        NaN   \n",
       "\n",
       "   ESMode6_3  ESMode6_3_lag_1h  ESMode6_3_lag_2h  ESMode6_3_lag_3h  Mode_3  \\\n",
       "0        NaN               NaN               NaN               NaN     NaN   \n",
       "1        NaN               NaN               NaN               NaN     NaN   \n",
       "2        NaN               NaN               NaN               NaN     NaN   \n",
       "3        NaN               NaN               NaN               NaN     NaN   \n",
       "4        NaN               NaN               NaN               NaN     NaN   \n",
       "\n",
       "   Frequency_3  Bandwidth_3  TXpower_3  Type10_3  Type11_3  Type12_3  Type2_3  \\\n",
       "0          NaN          NaN        NaN       NaN       NaN       NaN      NaN   \n",
       "1          NaN          NaN        NaN       NaN       NaN       NaN      NaN   \n",
       "2          NaN          NaN        NaN       NaN       NaN       NaN      NaN   \n",
       "3          NaN          NaN        NaN       NaN       NaN       NaN      NaN   \n",
       "4          NaN          NaN        NaN       NaN       NaN       NaN      NaN   \n",
       "\n",
       "   Type3_3  Type4_3  Type5_3  Type6_3  Type7_3  Type8_3  Type9_3  \\\n",
       "0      NaN      NaN      NaN      NaN      NaN      NaN      NaN   \n",
       "1      NaN      NaN      NaN      NaN      NaN      NaN      NaN   \n",
       "2      NaN      NaN      NaN      NaN      NaN      NaN      NaN   \n",
       "3      NaN      NaN      NaN      NaN      NaN      NaN      NaN   \n",
       "4      NaN      NaN      NaN      NaN      NaN      NaN      NaN   \n",
       "\n",
       "   Num Working Cell  Hour Sin  Hour Cos   Day Sin  Day Cos  Antennas  \\\n",
       "0                 1  0.258819  0.965926 -0.781831  0.62349         4   \n",
       "1                 1  0.500000  0.866025 -0.781831  0.62349         4   \n",
       "2                 1  0.707107  0.707107 -0.781831  0.62349         4   \n",
       "3                 1  0.866025  0.500000 -0.781831  0.62349         4   \n",
       "4                 1  0.965926  0.258819 -0.781831  0.62349         4   \n",
       "\n",
       "      Energy  Energy_lag_1h  Energy_lag_2h  Energy_lag_1D        Avg  is pred  \n",
       "0  64.275037            NaN            NaN            NaN   0.000000    False  \n",
       "1  55.904335      64.275037            NaN            NaN  64.275037    False  \n",
       "2  57.698057      55.904335      64.275037            NaN  60.089686    False  \n",
       "3  55.156951      57.698057      55.904335            NaN  59.292476    False  \n",
       "4  56.053812      55.156951      57.698057            NaN  58.258595    False  "
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_all_.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Save training dataset\n",
    "df_all_[df_all_[\"is pred\"]==False].to_csv(\"data/processed/multi_cell_training_base.csv\",index=False)\n",
    "\n",
    "# Save prediction dataset\n",
    "df_all_[df_all_[\"is pred\"]==True].to_csv(\"data/processed/multi_cell_prediction_base.csv\",index=False)"
   ]
  }
 ],
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