optuna-linear-ranging.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "e59d61ef",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-14T21:53:38.764419Z",
     "iopub.status.busy": "2021-11-14T21:53:38.758989Z",
     "iopub.status.idle": "2021-11-14T21:53:40.652516Z",
     "shell.execute_reply": "2021-11-14T21:53:40.651379Z",
     "shell.execute_reply.started": "2021-11-14T21:52:19.983997Z"
    },
    "papermill": {
     "duration": 1.915903,
     "end_time": "2021-11-14T21:53:40.652701",
     "exception": false,
     "start_time": "2021-11-14T21:53:38.736798",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "\n",
    "import itertools\n",
    "\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from tqdm.notebook import tqdm as tn\n",
    "\n",
    "import optuna\n",
    "from joblib import Parallel, delayed\n",
    "from sklearn.model_selection import KFold, GroupKFold\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "seed = 57\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "warnings.simplefilter(action='ignore', category=FutureWarning)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "0bf95c30",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-14T21:53:40.679699Z",
     "iopub.status.busy": "2021-11-14T21:53:40.678994Z",
     "iopub.status.idle": "2021-11-14T21:53:40.728090Z",
     "shell.execute_reply": "2021-11-14T21:53:40.728721Z",
     "shell.execute_reply.started": "2021-11-14T21:52:20.393986Z"
    },
    "papermill": {
     "duration": 0.065244,
     "end_time": "2021-11-14T21:53:40.728895",
     "exception": false,
     "start_time": "2021-11-14T21:53:40.663651",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "INPUT = '../input/final-hack4retail'\n",
    "\n",
    "cheques = pd.read_csv(f'{INPUT}/cheques_public.csv', sep=';')\n",
    "distances = np.array(pd.read_csv(f'{INPUT}/darkstore.csv')) * 2\n",
    "darkstore_map = pd.read_csv(f'{INPUT}/darkstore_map.csv', sep=';')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4d633f8b",
   "metadata": {
    "papermill": {
     "duration": 0.009963,
     "end_time": "2021-11-14T21:53:40.749356",
     "exception": false,
     "start_time": "2021-11-14T21:53:40.739393",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Training"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "c51bd8d8",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-14T21:53:40.780590Z",
     "iopub.status.busy": "2021-11-14T21:53:40.774786Z",
     "iopub.status.idle": "2021-11-14T21:53:40.783432Z",
     "shell.execute_reply": "2021-11-14T21:53:40.782885Z",
     "shell.execute_reply.started": "2021-11-14T21:52:21.221546Z"
    },
    "papermill": {
     "duration": 0.021959,
     "end_time": "2021-11-14T21:53:40.783590",
     "exception": false,
     "start_time": "2021-11-14T21:53:40.761631",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "def get_cheque_stats(cheques):\n",
    "    cheques['CHEQUE_LEN'] = cheques.groupby('CHEQUEID')['KOLVO'].transform(len)\n",
    "    stats = cheques.groupby('LAGERID').agg({'KOLVO': ['sum', 'count'], 'CHEQUE_LEN': 'mean'})\n",
    "    stats[('KOLVO', 'mean')] = stats[('KOLVO','sum')] / stats[('KOLVO', 'count')]\n",
    "    stats.columns = ['_'.join(c) for c in stats.columns.to_flat_index()]\n",
    "    \n",
    "    cols = ['KOLVO_count', 'CHEQUE_LEN_mean', 'KOLVO_mean']\n",
    "    for col1, col2 in itertools.combinations(cols, 2):\n",
    "        new_col = f\"mult_{col1}_{col2}\"\n",
    "        cols.append(new_col)\n",
    "        stats[new_col] = stats[col1] * stats[col2]\n",
    "\n",
    "    stats = stats[cols].copy()\n",
    "    return stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "d497d2fb",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-14T21:53:40.813627Z",
     "iopub.status.busy": "2021-11-14T21:53:40.812881Z",
     "iopub.status.idle": "2021-11-14T21:53:41.515478Z",
     "shell.execute_reply": "2021-11-14T21:53:41.515952Z",
     "shell.execute_reply.started": "2021-11-14T21:52:21.728279Z"
    },
    "papermill": {
     "duration": 0.721927,
     "end_time": "2021-11-14T21:53:41.516285",
     "exception": false,
     "start_time": "2021-11-14T21:53:40.794358",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>KOLVO_count</th>\n",
       "      <th>CHEQUE_LEN_mean</th>\n",
       "      <th>KOLVO_mean</th>\n",
       "      <th>mult_KOLVO_count_CHEQUE_LEN_mean</th>\n",
       "      <th>mult_KOLVO_count_KOLVO_mean</th>\n",
       "      <th>mult_CHEQUE_LEN_mean_KOLVO_mean</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LAGERID</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>144</td>\n",
       "      <td>3.888889</td>\n",
       "      <td>1.479167</td>\n",
       "      <td>560.0</td>\n",
       "      <td>213.0</td>\n",
       "      <td>5.752315</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>424</td>\n",
       "      <td>4.346698</td>\n",
       "      <td>4.382075</td>\n",
       "      <td>1843.0</td>\n",
       "      <td>1858.0</td>\n",
       "      <td>19.047559</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>636</td>\n",
       "      <td>7.125786</td>\n",
       "      <td>1.163522</td>\n",
       "      <td>4532.0</td>\n",
       "      <td>740.0</td>\n",
       "      <td>8.291009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>162</td>\n",
       "      <td>8.290123</td>\n",
       "      <td>1.024691</td>\n",
       "      <td>1343.0</td>\n",
       "      <td>166.0</td>\n",
       "      <td>8.494818</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>167</td>\n",
       "      <td>5.179641</td>\n",
       "      <td>3.077844</td>\n",
       "      <td>865.0</td>\n",
       "      <td>514.0</td>\n",
       "      <td>15.942128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>119</td>\n",
       "      <td>8.571429</td>\n",
       "      <td>1.907563</td>\n",
       "      <td>1020.0</td>\n",
       "      <td>227.0</td>\n",
       "      <td>16.350540</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>608</td>\n",
       "      <td>6.651316</td>\n",
       "      <td>1.404605</td>\n",
       "      <td>4044.0</td>\n",
       "      <td>854.0</td>\n",
       "      <td>9.342473</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>83</td>\n",
       "      <td>6.301205</td>\n",
       "      <td>1.120482</td>\n",
       "      <td>523.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>7.060386</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>138</td>\n",
       "      <td>5.268116</td>\n",
       "      <td>1.282609</td>\n",
       "      <td>727.0</td>\n",
       "      <td>177.0</td>\n",
       "      <td>6.756931</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>125</td>\n",
       "      <td>6.584000</td>\n",
       "      <td>1.216000</td>\n",
       "      <td>823.0</td>\n",
       "      <td>152.0</td>\n",
       "      <td>8.006144</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         KOLVO_count  CHEQUE_LEN_mean  KOLVO_mean  \\\n",
       "LAGERID                                             \n",
       "1                144         3.888889    1.479167   \n",
       "2                424         4.346698    4.382075   \n",
       "3                636         7.125786    1.163522   \n",
       "4                162         8.290123    1.024691   \n",
       "5                167         5.179641    3.077844   \n",
       "6                119         8.571429    1.907563   \n",
       "7                608         6.651316    1.404605   \n",
       "8                 83         6.301205    1.120482   \n",
       "9                138         5.268116    1.282609   \n",
       "10               125         6.584000    1.216000   \n",
       "\n",
       "         mult_KOLVO_count_CHEQUE_LEN_mean  mult_KOLVO_count_KOLVO_mean  \\\n",
       "LAGERID                                                                  \n",
       "1                                   560.0                        213.0   \n",
       "2                                  1843.0                       1858.0   \n",
       "3                                  4532.0                        740.0   \n",
       "4                                  1343.0                        166.0   \n",
       "5                                   865.0                        514.0   \n",
       "6                                  1020.0                        227.0   \n",
       "7                                  4044.0                        854.0   \n",
       "8                                   523.0                         93.0   \n",
       "9                                   727.0                        177.0   \n",
       "10                                  823.0                        152.0   \n",
       "\n",
       "         mult_CHEQUE_LEN_mean_KOLVO_mean  \n",
       "LAGERID                                   \n",
       "1                               5.752315  \n",
       "2                              19.047559  \n",
       "3                               8.291009  \n",
       "4                               8.494818  \n",
       "5                              15.942128  \n",
       "6                              16.350540  \n",
       "7                               9.342473  \n",
       "8                               7.060386  \n",
       "9                               6.756931  \n",
       "10                              8.006144  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_cheque_stats(cheques).head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "64742d79",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-13T13:15:17.076287Z",
     "start_time": "2021-11-13T13:15:17.065045Z"
    },
    "execution": {
     "iopub.execute_input": "2021-11-14T21:53:41.551997Z",
     "iopub.status.busy": "2021-11-14T21:53:41.546538Z",
     "iopub.status.idle": "2021-11-14T21:53:41.554640Z",
     "shell.execute_reply": "2021-11-14T21:53:41.554065Z",
     "shell.execute_reply.started": "2021-11-14T21:52:22.374034Z"
    },
    "papermill": {
     "duration": 0.027174,
     "end_time": "2021-11-14T21:53:41.554785",
     "exception": false,
     "start_time": "2021-11-14T21:53:41.527611",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "picking_time = {1: 1, 2: 2, 3: 3}\n",
    "\n",
    "def validator(cheques, distances, darkstore_map):\n",
    "    \n",
    "    darkstore_map = darkstore_map.sort_values(by=['SECTION', 'LEVEL'])\n",
    "    darkstore_map_dict = darkstore_map.set_index(['SECTION', 'LEVEL']).to_dict('index')\n",
    "    darkstore_map_dict_inverse = dict()\n",
    "    for k, v in darkstore_map_dict.items():\n",
    "        darkstore_map_dict[k] = v['LAGERID']\n",
    "        darkstore_map_dict_inverse[v['LAGERID']] = k\n",
    "    \n",
    "    cheques = cheques.copy()\n",
    "    cheques['LOCATION'] = cheques['LAGERID'].apply(lambda x: darkstore_map_dict_inverse[x])\n",
    "    cheques[['SECTION', 'LEVEL']] = pd.DataFrame(cheques['LOCATION'].tolist(), index=cheques.index)\n",
    "    \n",
    "    all_times = []\n",
    "    \n",
    "    for i, temp_cheque in cheques.groupby('CHEQUEID'):\n",
    "\n",
    "        sum_time = 0\n",
    "        current_location = 0\n",
    "        sum_time += (temp_cheque['KOLVO'] * temp_cheque['LEVEL'].map(picking_time)).sum()\n",
    "        \n",
    "        est_locatsii = True\n",
    "        set_locations = set(temp_cheque['SECTION'])\n",
    "        while est_locatsii:\n",
    "            dists = sorted([(x, distances[current_location, x]) for x in set_locations], key=lambda x: x[1], reverse=False)\n",
    "            current_location = dists[0][0]\n",
    "            travel_time = dists[0][1]\n",
    "            sum_time += travel_time\n",
    "\n",
    "            set_locations.remove(current_location)\n",
    "            if not len(set_locations):\n",
    "                est_locatsii = False\n",
    "\n",
    "        dist_to_final = distances[0, current_location]\n",
    "        sum_time += dist_to_final * 1\n",
    "        \n",
    "        all_times.append(sum_time)\n",
    "        \n",
    "    return np.mean(all_times), all_times"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "455fe3a6",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-14T21:53:41.579934Z",
     "iopub.status.busy": "2021-11-14T21:53:41.579306Z",
     "iopub.status.idle": "2021-11-14T21:53:41.593396Z",
     "shell.execute_reply": "2021-11-14T21:53:41.593895Z",
     "shell.execute_reply.started": "2021-11-14T21:52:24.951396Z"
    },
    "papermill": {
     "duration": 0.028053,
     "end_time": "2021-11-14T21:53:41.594060",
     "exception": false,
     "start_time": "2021-11-14T21:53:41.566007",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "def inner_func(i, tdx, vdx, coefs_level, coefs_section):\n",
    "    train_cheques = cheques.iloc[tdx]\n",
    "    valid_cheques = cheques.iloc[vdx]\n",
    "\n",
    "    train_stats = get_cheque_stats(cheques.iloc[tdx])\n",
    "    scaled_cols = [c for c in train_stats.columns if 'cluster' not in c]\n",
    "    train_stats[scaled_cols] = StandardScaler().fit_transform(train_stats[scaled_cols])\n",
    "    train_stats = train_stats.values\n",
    "    \n",
    "    level_ranging = (train_stats * coefs_level).sum(axis=1)\n",
    "    level_ranging = level_ranging.argsort()[::-1]\n",
    "    level2items = {\n",
    "        1: level_ranging[:44],\n",
    "        2: level_ranging[44:88],\n",
    "        3: level_ranging[88:],\n",
    "    }\n",
    "    section_ranging = (train_stats * coefs_section).sum(axis=1)\n",
    "\n",
    "    darkstore_map_fold = darkstore_map.copy()\n",
    "    darkstore_map_fold['apiori'] = pd.Categorical(darkstore_map_fold['SECTION'], distances[0].argsort())\n",
    "    darkstore_map_fold = darkstore_map_fold.sort_values('apiori')\n",
    "\n",
    "    for level in range(1, 4):\n",
    "        item_ids = level2items[level]\n",
    "        ranging = section_ranging[item_ids]\n",
    "        item_ids = item_ids[ranging.argsort()]\n",
    "        darkstore_map_fold.loc[darkstore_map_fold['LEVEL'] == level, 'LAGERID'] = item_ids + 1\n",
    "\n",
    "    train_mean, _  = validator(train_cheques, distances, darkstore_map_fold)\n",
    "    valid_mean, _ = validator(valid_cheques, distances, darkstore_map_fold)\n",
    "\n",
    "    return valid_mean\n",
    "\n",
    "def objective(trial):\n",
    "    data = get_cheque_stats(cheques)\n",
    "    \n",
    "    coefs_level = [trial.suggest_float(f\"a{i}\", -20, 20) for i in range(data.shape[1])]\n",
    "    coefs_section = [trial.suggest_float(f\"b{i}\", -20, 20) for i in range(data.shape[1])]\n",
    "    group_kfold = GroupKFold(n_splits=4)\n",
    "    folds = darkstore_map.copy().drop(columns=['LAGERID'])\n",
    "    valid_scores = Parallel(-1)(delayed(inner_func)(i, tdx, vdx, coefs_level, coefs_section) for i, (tdx, vdx) in enumerate(group_kfold.split(cheques, cheques['KOLVO'], cheques['CHEQUEID'])))\n",
    "        \n",
    "    return np.mean(valid_scores) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "46a87b2d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-14T21:53:41.618586Z",
     "iopub.status.busy": "2021-11-14T21:53:41.617951Z",
     "iopub.status.idle": "2021-11-14T22:10:45.552975Z",
     "shell.execute_reply": "2021-11-14T22:10:45.551937Z",
     "shell.execute_reply.started": "2021-11-14T21:52:26.230313Z"
    },
    "papermill": {
     "duration": 1023.948433,
     "end_time": "2021-11-14T22:10:45.553257",
     "exception": false,
     "start_time": "2021-11-14T21:53:41.604824",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[32m[I 2021-11-14 21:53:41,618]\u001b[0m A new study created in memory with name: no-name-e0841f94-61b0-45fb-8fb7-6c62fb72349e\u001b[0m\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "69f12fd4cfce4ad88eed285c70dd98ba",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/100 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[32m[I 2021-11-14 21:53:54,235]\u001b[0m Trial 0 finished with value: 76.87084005985423 and parameters: {'a0': -6.461952487233997, 'a1': 12.52459802809716, 'a2': -9.43432416082489, 'a3': -16.95405855026777, 'a4': -18.74422317255148, 'a5': -2.020697415886268, 'b0': -18.87173362097753, 'b1': -18.76217377513862, 'b2': 12.554283376287962, 'b3': 3.383296744081065, 'b4': 14.656009082565774, 'b5': -5.546634447889804}. Best is trial 0 with value: 76.87084005985423.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 21:54:04,299]\u001b[0m Trial 1 finished with value: 69.80797257939655 and parameters: {'a0': 9.889619645285737, 'a1': -0.11851074896124203, 'a2': -5.029774657281916, 'a3': 1.6093437458848037, 'a4': -9.279004312778628, 'a5': 2.114256199409283, 'b0': -10.03314190341535, 'b1': 7.667838909553993, 'b2': -13.266747887245828, 'b3': -18.081443434271172, 'b4': 15.937042951331804, 'b5': 14.873519505160544}. Best is trial 1 with value: 69.80797257939655.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 21:54:14,711]\u001b[0m Trial 2 finished with value: 79.37950169461124 and parameters: {'a0': -9.18861840559455, 'a1': -14.89355502743711, 'a2': -2.583574308351423, 'a3': 7.859910546273916, 'a4': -14.183871257640202, 'a5': -8.361116262858435, 'b0': -3.4739910981968904, 'b1': -12.985656910421831, 'b2': 18.733274028716323, 'b3': 9.157427015460513, 'b4': 17.02245868700122, 'b5': 12.666997437881925}. Best is trial 1 with value: 69.80797257939655.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 21:54:24,760]\u001b[0m Trial 3 finished with value: 68.27616829047241 and parameters: {'a0': 6.828006577061995, 'a1': 9.932936588036426, 'a2': 14.181240472021045, 'a3': -5.842236190181943, 'a4': 14.668159691931585, 'a5': -0.2021464264811499, 'b0': -15.334628909602422, 'b1': -5.502341556152377, 'b2': -9.008848748284542, 'b3': -16.672666951905946, 'b4': 16.688184465602582, 'b5': -14.423956238522404}. Best is trial 3 with value: 68.27616829047241.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 21:54:34,780]\u001b[0m Trial 4 finished with value: 70.25886213228353 and parameters: {'a0': -2.0391919669871186, 'a1': -18.973809346840564, 'a2': 19.13469320094363, 'a3': -12.456564202105952, 'a4': -2.844216966485341, 'a5': -13.506868825493207, 'b0': -19.520909007768875, 'b1': 7.442652477843339, 'b2': -0.26173580921209805, 'b3': 5.174796972581323, 'b4': 11.142456013389538, 'b5': -14.83506407549918}. Best is trial 3 with value: 68.27616829047241.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 21:54:44,630]\u001b[0m Trial 5 finished with value: 79.45243110626487 and parameters: {'a0': -17.36437745055635, 'a1': -10.574471086903303, 'a2': -16.31256223610464, 'a3': -11.724097520581518, 'a4': -18.81614685323956, 'a5': -19.24962978771707, 'b0': 5.470447305867001, 'b1': -13.46159746429791, 'b2': 11.23531313918241, 'b3': 12.420869665399636, 'b4': 3.06620662244881, 'b5': 13.71127292573577}. Best is trial 3 with value: 68.27616829047241.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 21:54:55,055]\u001b[0m Trial 6 finished with value: 73.75913614950342 and parameters: {'a0': -16.827928679604007, 'a1': -5.608626011977535, 'a2': 6.041213337372412, 'a3': -1.3992151294005453, 'a4': 17.599483361505357, 'a5': 19.22713578451544, 'b0': 7.461529886473237, 'b1': 16.051097697948308, 'b2': 9.5171734681144, 'b3': 4.688388922517142, 'b4': 17.61099052138283, 'b5': -7.382831329895726}. Best is trial 3 with value: 68.27616829047241.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 21:55:05,033]\u001b[0m Trial 7 finished with value: 71.82329087364525 and parameters: {'a0': 6.137010289485389, 'a1': 11.386675532437796, 'a2': 16.58153388839522, 'a3': 5.644119598983256, 'a4': -13.643950178361814, 'a5': 11.075055664505335, 'b0': 7.189445353934492, 'b1': 1.3521965670909886, 'b2': -3.915061072293664, 'b3': 13.137450914475643, 'b4': -12.552920922353877, 'b5': -3.8224918006150297}. Best is trial 3 with value: 68.27616829047241.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 21:55:15,123]\u001b[0m Trial 8 finished with value: 76.61387976284884 and parameters: {'a0': -1.4508821263203053, 'a1': 17.811342561450672, 'a2': 14.341826564435848, 'a3': -9.216265681631901, 'a4': -19.839203794289986, 'a5': -0.5398902757382089, 'b0': 18.179563262290877, 'b1': 14.193297143084564, 'b2': -0.8146524580784167, 'b3': 10.309825621558577, 'b4': 6.215055472215042, 'b5': -3.906681594386214}. Best is trial 3 with value: 68.27616829047241.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 21:55:25,556]\u001b[0m Trial 9 finished with value: 72.88973556512217 and parameters: {'a0': 1.0546976261695526, 'a1': -16.278655367276635, 'a2': -19.37705805301838, 'a3': 13.975828076205815, 'a4': 5.115983231285391, 'a5': 11.224224315686996, 'b0': 16.379079476764254, 'b1': -2.1120948277907488, 'b2': -0.3626307543702296, 'b3': 17.70478323990487, 'b4': 5.364234127841069, 'b5': -6.137971539269049}. Best is trial 3 with value: 68.27616829047241.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 21:55:35,580]\u001b[0m Trial 10 finished with value: 69.17518350421057 and parameters: {'a0': 19.52518034671939, 'a1': 5.6817335679917464, 'a2': 6.787851383921191, 'a3': -4.201162745700429, 'a4': 18.874991921504787, 'a5': 6.445359260568952, 'b0': -9.953310026165228, 'b1': -5.85308003964664, 'b2': -18.376221679700954, 'b3': -12.172832460509529, 'b4': -5.090991419846613, 'b5': -19.973421559629593}. Best is trial 3 with value: 68.27616829047241.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 21:55:45,623]\u001b[0m Trial 11 finished with value: 69.20782506797326 and parameters: {'a0': 18.612878246226305, 'a1': 5.864702770970884, 'a2': 7.2448670737332534, 'a3': -3.3317357330091646, 'a4': 19.649693919405056, 'a5': 7.166085151270585, 'b0': -9.397389491975174, 'b1': -5.8715985121317935, 'b2': -16.855692498475705, 'b3': -13.528516570048579, 'b4': -7.321928513550475, 'b5': -18.975351777561407}. Best is trial 3 with value: 68.27616829047241.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 21:55:56,125]\u001b[0m Trial 12 finished with value: 69.8109019202447 and parameters: {'a0': 18.426122997046907, 'a1': 3.9863746037679366, 'a2': 8.585545086052141, 'a3': -5.653272796209845, 'a4': 11.3954620581866, 'a5': 5.258140114112676, 'b0': -11.91924792616203, 'b1': -9.182496137768085, 'b2': -10.221152870527753, 'b3': -7.069388116788456, 'b4': -2.427479882884228, 'b5': -14.053754291355002}. Best is trial 3 with value: 68.27616829047241.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 21:56:06,214]\u001b[0m Trial 13 finished with value: 67.87002685887995 and parameters: {'a0': 11.232875718811004, 'a1': 19.583748411048827, 'a2': 3.2663333645046526, 'a3': 18.389706378024965, 'a4': 11.58710216299445, 'a5': -6.14905506963753, 'b0': -14.032222322669817, 'b1': -0.11086666048950455, 'b2': -8.555539694930792, 'b3': -7.181047269564436, 'b4': -17.281986439989026, 'b5': -18.00864473913448}. Best is trial 13 with value: 67.87002685887995.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 21:56:16,269]\u001b[0m Trial 14 finished with value: 66.76199940523395 and parameters: {'a0': 10.838262001627141, 'a1': 19.11519516611179, 'a2': 1.6280301171509084, 'a3': 19.940601965770387, 'a4': 9.220109343640816, 'a5': -6.870538048087888, 'b0': -2.3700931307607505, 'b1': 1.2032360278916592, 'b2': -7.910514965593191, 'b3': -3.8367974274950214, 'b4': -19.26824962887774, 'b5': 3.3167368415515703}. Best is trial 14 with value: 66.76199940523395.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 21:56:26,785]\u001b[0m Trial 15 finished with value: 66.63973804331408 and parameters: {'a0': 12.762332052841154, 'a1': 19.844258670718986, 'a2': 1.2372888235866175, 'a3': 19.938273015412047, 'a4': 6.703243496318723, 'a5': -7.891394778167293, 'b0': -3.2961368136747815, 'b1': 2.413606068231574, 'b2': -6.702131322151953, 'b3': -4.018270185695677, 'b4': -17.632042741703717, 'b5': 5.732425925381762}. Best is trial 15 with value: 66.63973804331408.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 21:56:37,161]\u001b[0m Trial 16 finished with value: 67.67782867905291 and parameters: {'a0': 12.789878739059441, 'a1': 14.466629621077885, 'a2': -8.526049768233557, 'a3': 19.759079463460637, 'a4': 4.367130341332255, 'a5': -11.665097491059846, 'b0': -3.2705683448208105, 'b1': 6.338236621251182, 'b2': -5.0907613756584205, 'b3': -3.17168013723955, 'b4': -19.89401895089448, 'b5': 6.245265471094612}. Best is trial 15 with value: 66.63973804331408.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 21:56:47,115]\u001b[0m Trial 17 finished with value: 68.19503854178467 and parameters: {'a0': 14.21755731164557, 'a1': 17.04790180976081, 'a2': -0.5288053715555774, 'a3': 14.652719543933713, 'a4': 0.2861753190666372, 'a5': -18.420319302093105, 'b0': 2.0907052731343407, 'b1': 3.8039139623553266, 'b2': 5.369422607199715, 'b3': -2.9675234768040664, 'b4': -11.9512095657111, 'b5': 3.702590813817111}. Best is trial 15 with value: 66.63973804331408.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 21:56:57,271]\u001b[0m Trial 18 finished with value: 67.11771092953438 and parameters: {'a0': 5.348017384065317, 'a1': -0.8048703820812031, 'a2': 1.8645234281205756, 'a3': 11.177495265788753, 'a4': 6.97478227739181, 'a5': -5.90176736155689, 'b0': -2.252265438278715, 'b1': 13.076751319786354, 'b2': 5.6597858047433505, 'b3': -0.17175151518536766, 'b4': -13.981512383117634, 'b5': 7.710318894020844}. Best is trial 15 with value: 66.63973804331408.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 21:57:07,315]\u001b[0m Trial 19 finished with value: 68.63971455949549 and parameters: {'a0': 15.331091745467996, 'a1': 19.60311045346741, 'a2': -7.114344486911149, 'a3': 15.284167445520369, 'a4': -0.8986978452317835, 'a5': -13.65515193815958, 'b0': 13.40384430047693, 'b1': 11.222185475267219, 'b2': -12.192538555126198, 'b3': -9.073813767282628, 'b4': -8.850047081678694, 'b5': 1.3118195763438005}. Best is trial 15 with value: 66.63973804331408.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 21:57:17,328]\u001b[0m Trial 20 finished with value: 66.08234701295268 and parameters: {'a0': 3.504988742747682, 'a1': 9.537585063417518, 'a2': 11.25640089137618, 'a3': 8.561223574170258, 'a4': 8.705899879418942, 'a5': -9.506212379935864, 'b0': -5.9121549655840075, 'b1': 19.759496025090115, 'b2': -5.248758030331787, 'b3': -0.06519176378627291, 'b4': -19.88325264490898, 'b5': 8.997968623110804}. Best is trial 20 with value: 66.08234701295268.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 21:57:27,357]\u001b[0m Trial 21 finished with value: 66.01102476775802 and parameters: {'a0': 1.9580873854668268, 'a1': 15.158365501961008, 'a2': 10.739687759951428, 'a3': 8.932148131961878, 'a4': 8.7998354173936, 'a5': -10.24629991803213, 'b0': -4.900199233473233, 'b1': 19.4243303417404, 'b2': -5.915875277997209, 'b3': -2.422979554788223, 'b4': -19.475664090777652, 'b5': 9.75485861900171}. Best is trial 21 with value: 66.01102476775802.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 21:57:37,843]\u001b[0m Trial 22 finished with value: 66.26969961953853 and parameters: {'a0': 2.194527456921602, 'a1': 8.89949528125998, 'a2': 11.6557248819943, 'a3': 3.4711558964650386, 'a4': 2.769157116879368, 'a5': -10.690919857778903, 'b0': -5.628625668987225, 'b1': 19.567055089736453, 'b2': -4.306208997136277, 'b3': 1.1799970944909237, 'b4': -15.809118941284162, 'b5': 9.15423782570805}. Best is trial 21 with value: 66.01102476775802.\u001b[0m\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[32m[I 2021-11-14 21:57:47,845]\u001b[0m Trial 23 finished with value: 68.72285341376836 and parameters: {'a0': 2.1705035596280933, 'a1': 8.188384528759958, 'a2': 10.959475062368885, 'a3': 3.588615402861107, 'a4': 2.752223053320641, 'a5': -15.380176822825444, 'b0': 1.8996433251747673, 'b1': 19.221525035086096, 'b2': 3.5551706600760866, 'b3': 1.4608329067038779, 'b4': -14.616440863540072, 'b5': 19.952220265819637}. Best is trial 21 with value: 66.01102476775802.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 21:57:57,918]\u001b[0m Trial 24 finished with value: 69.84734396831692 and parameters: {'a0': -6.034548404284948, 'a1': 14.363591177390035, 'a2': 12.085509143833821, 'a3': 8.865644139463676, 'a4': -5.28575567869599, 'a5': -11.036189188341668, 'b0': -6.422980927377745, 'b1': 19.93505369910506, 'b2': -2.9138462881387115, 'b3': -0.39784237462258126, 'b4': -15.450407050366156, 'b5': 9.935988787344446}. Best is trial 21 with value: 66.01102476775802.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 21:58:08,469]\u001b[0m Trial 25 finished with value: 67.23615351572826 and parameters: {'a0': 3.525062710351563, 'a1': 1.8279561902753088, 'a2': 18.60685642011957, 'a3': 4.386877648819971, 'a4': 14.368949878963628, 'a5': -3.5486124485002963, 'b0': -5.6734354069025486, 'b1': 16.73748137269165, 'b2': -15.376337527745, 'b3': 7.506665466408764, 'b4': -11.235319355093788, 'b5': 17.34420419817339}. Best is trial 21 with value: 66.01102476775802.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 21:58:18,538]\u001b[0m Trial 26 finished with value: 68.13056613704165 and parameters: {'a0': -3.013957020628006, 'a1': 8.409219277790546, 'a2': 10.773963220827124, 'a3': 8.999766726008943, 'a4': 1.684602793207505, 'a5': -16.455673122310664, 'b0': -6.994854771360513, 'b1': 10.829578360091398, 'b2': 2.738503863363798, 'b3': 1.584693912141082, 'b4': -16.670248354203224, 'b5': 10.321033016853804}. Best is trial 21 with value: 66.01102476775802.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 21:58:28,613]\u001b[0m Trial 27 finished with value: 72.34947226313206 and parameters: {'a0': -9.797245228311454, 'a1': 14.614000061104335, 'a2': 15.2125630709293, 'a3': 0.7085021072756028, 'a4': 9.281314415929101, 'a5': -10.248151349469774, 'b0': 0.45596825516470485, 'b1': 16.93401719675256, 'b2': -3.9490062130730816, 'b3': 6.541722539779586, 'b4': -9.810216692907852, 'b5': -0.42021379633285516}. Best is trial 21 with value: 66.01102476775802.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 21:58:39,028]\u001b[0m Trial 28 finished with value: 69.01738605037573 and parameters: {'a0': 8.31590216674945, 'a1': -5.317939348178866, 'a2': 4.821056391962998, 'a3': 11.665529964425028, 'a4': -4.902614760334799, 'a5': -9.73742056047017, 'b0': 4.37171660575766, 'b1': 10.39671356365698, 'b2': -12.612864079753528, 'b3': -9.27867897004805, 'b4': -5.4035678858593865, 'b5': 9.554214059763245}. Best is trial 21 with value: 66.01102476775802.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 21:58:48,931]\u001b[0m Trial 29 finished with value: 65.63440332219328 and parameters: {'a0': -5.599296484774836, 'a1': 12.491607246793066, 'a2': 10.424799108070243, 'a3': 6.171081002253648, 'a4': 14.527280174121259, 'a5': -4.815170999870942, 'b0': -16.168775802392254, 'b1': 19.82780221824465, 'b2': -2.2251010284061388, 'b3': 2.2566932165375073, 'b4': -19.465091389842364, 'b5': 16.5326679408388}. Best is trial 29 with value: 65.63440332219328.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 21:58:58,936]\u001b[0m Trial 30 finished with value: 72.52565542275593 and parameters: {'a0': -5.220693908453442, 'a1': 12.442634759720075, 'a2': -12.956517146484924, 'a3': 6.819347301321693, 'a4': 15.236116953526755, 'a5': -2.3480640154621826, 'b0': -15.662678503302077, 'b1': -19.24320888214136, 'b2': 3.2792079412311903, 'b3': -6.22609889408936, 'b4': 12.296631574675075, 'b5': 16.594141293933024}. Best is trial 29 with value: 65.63440332219328.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 21:59:08,874]\u001b[0m Trial 31 finished with value: 67.78204030720138 and parameters: {'a0': -12.544509250336798, 'a1': 9.304221784997235, 'a2': 9.716220361315193, 'a3': 2.5711405241807084, 'a4': 11.617217341803528, 'a5': -3.95000357582679, 'b0': -17.848895820630485, 'b1': 19.964578174291795, 'b2': -5.42213980076474, 'b3': 2.773581135709706, 'b4': -19.666305929177366, 'b5': 19.758628106735962}. Best is trial 29 with value: 65.63440332219328.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 21:59:19,149]\u001b[0m Trial 32 finished with value: 65.9359911351535 and parameters: {'a0': 0.07026585505785476, 'a1': 15.629729877188465, 'a2': 12.657277905984534, 'a3': 11.061276419672465, 'a4': 9.077387021670013, 'a5': -12.988967397576877, 'b0': -12.168077314527629, 'b1': 15.318825143758652, 'b2': -2.2132867099586186, 'b3': -1.2656111307289597, 'b4': -16.244535954028578, 'b5': 13.505190747200178}. Best is trial 29 with value: 65.63440332219328.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 21:59:29,221]\u001b[0m Trial 33 finished with value: 65.4653308032174 and parameters: {'a0': -0.36200204652322365, 'a1': 14.851383860618798, 'a2': 17.486913358197842, 'a3': 11.16573991797656, 'a4': 8.800172279210948, 'a5': 2.3251814219889058, 'b0': -12.490520893950972, 'b1': 15.210779428244717, 'b2': -1.5861238886019913, 'b3': -1.1875150850611282, 'b4': -17.7678410055478, 'b5': 12.112821790276293}. Best is trial 33 with value: 65.4653308032174.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 21:59:39,361]\u001b[0m Trial 34 finished with value: 65.50710190797176 and parameters: {'a0': -8.800199041790629, 'a1': 15.560332632551308, 'a2': 16.89962558874325, 'a3': 11.716946313178372, 'a4': 16.288974228115087, 'a5': 2.4388577177818918, 'b0': -13.208353153670972, 'b1': 14.758007652783506, 'b2': 2.062566132149539, 'b3': -1.9149181746712312, 'b4': -13.398160575292689, 'b5': 12.338711208280186}. Best is trial 33 with value: 65.4653308032174.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 21:59:52,223]\u001b[0m Trial 35 finished with value: 65.92532393508554 and parameters: {'a0': -8.80863024007334, 'a1': 16.419546856791047, 'a2': 17.132417676158052, 'a3': 11.96750313470409, 'a4': 16.13595435158632, 'a5': 2.0895741069044633, 'b0': -13.233742647468343, 'b1': 14.432887320253617, 'b2': 8.276241431736619, 'b3': 3.6432797015473986, 'b4': -13.231102986750852, 'b5': 12.481717525488788}. Best is trial 33 with value: 65.4653308032174.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 22:00:02,383]\u001b[0m Trial 36 finished with value: 66.28252756693479 and parameters: {'a0': -9.214210574323463, 'a1': 12.192309208725293, 'a2': 18.056059927905395, 'a3': 14.23487510894941, 'a4': 15.82568538073032, 'a5': 2.679863024802281, 'b0': -17.660344350956855, 'b1': 12.278129518663752, 'b2': 14.873461530248388, 'b3': 5.283452028118926, 'b4': -13.174138362282312, 'b5': 12.18540609988895}. Best is trial 33 with value: 65.4653308032174.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 22:00:12,323]\u001b[0m Trial 37 finished with value: 72.30689928628072 and parameters: {'a0': -12.89971493739495, 'a1': 16.04394684053297, 'a2': 16.30972855280546, 'a3': -19.684659582211445, 'a4': 12.967473134694554, 'a5': 2.6279939222310293, 'b0': -15.06412771761256, 'b1': 9.764263679565, 'b2': 9.316741210681156, 'b3': 3.6117984954648072, 'b4': -1.593047173576677, 'b5': 16.854213950475003}. Best is trial 33 with value: 65.4653308032174.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 22:00:22,830]\u001b[0m Trial 38 finished with value: 66.21712985253578 and parameters: {'a0': -4.483224063314612, 'a1': 12.831510803156496, 'a2': 19.838980322744305, 'a3': 16.038577044405635, 'a4': 17.108861868057048, 'a5': 10.499600314591767, 'b0': -19.51517224148777, 'b1': 5.791863575422823, 'b2': 7.315602315070333, 'b3': 14.856668267828592, 'b4': -10.020235128829382, 'b5': 15.004034739900947}. Best is trial 33 with value: 65.4653308032174.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 22:00:32,846]\u001b[0m Trial 39 finished with value: 67.0666579339904 and parameters: {'a0': -11.50314636670332, 'a1': 17.21653708189545, 'a2': 13.729226162739371, 'a3': 10.96061384847155, 'a4': 16.481262915874602, 'a5': -0.40653572426059137, 'b0': -12.226843720649423, 'b1': 14.532421009608555, 'b2': 13.568403181132293, 'b3': -19.911455239446184, 'b4': -7.180728103575744, 'b5': 12.368725657492398}. Best is trial 33 with value: 65.4653308032174.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 22:00:42,911]\u001b[0m Trial 40 finished with value: 67.69400371964805 and parameters: {'a0': -7.550163185352159, 'a1': 12.630278836364656, 'a2': 16.760257553885076, 'a3': 5.710462850573425, 'a4': 13.623415734955522, 'a5': 1.211460349252083, 'b0': -8.705433620432165, 'b1': 8.907786673899833, 'b2': 19.5934015600277, 'b3': 8.852722682339792, 'b4': -13.284146068218037, 'b5': 15.96644450353775}. Best is trial 33 with value: 65.4653308032174.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 22:00:53,532]\u001b[0m Trial 41 finished with value: 65.49982959480383 and parameters: {'a0': -0.5350754316521759, 'a1': 16.873974580615332, 'a2': 14.237582073318737, 'a3': 11.77511481878129, 'a4': 18.148588160866403, 'a5': 4.4305673796727865, 'b0': -12.796227649574599, 'b1': 15.238027095175118, 'b2': -2.105523784900288, 'b3': -1.2998223918291056, 'b4': -17.310801506305783, 'b5': 12.6196784387944}. Best is trial 33 with value: 65.4653308032174.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 22:01:03,671]\u001b[0m Trial 42 finished with value: 65.35026434047052 and parameters: {'a0': -2.7137533137823557, 'a1': 17.782943032719796, 'a2': 15.347821263439194, 'a3': 12.908191603660233, 'a4': 18.968360111865962, 'a5': 4.341026137337211, 'b0': -16.59112772453189, 'b1': 16.347372775957925, 'b2': 1.4374829686701873, 'b3': -5.420712761902747, 'b4': -17.151234572325684, 'b5': 12.017157580202124}. Best is trial 42 with value: 65.35026434047052.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 22:01:13,784]\u001b[0m Trial 43 finished with value: 65.27142656527322 and parameters: {'a0': -2.5258944702590247, 'a1': 17.91816004041205, 'a2': 14.557205192895353, 'a3': 17.085472410663417, 'a4': 18.483102024828348, 'a5': 8.775713078393103, 'b0': -17.04745771563511, 'b1': 17.500109679663325, 'b2': 0.40407001982085866, 'b3': -5.546722153476037, 'b4': -17.679313324407097, 'b5': 14.027873639123095}. Best is trial 43 with value: 65.27142656527322.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 22:01:24,263]\u001b[0m Trial 44 finished with value: 65.21979379083116 and parameters: {'a0': -2.004554808530783, 'a1': 18.07221346492755, 'a2': 14.841056426484656, 'a3': 16.41002020577035, 'a4': 18.73049127040524, 'a5': 9.364574657827546, 'b0': -17.344625310372567, 'b1': 17.21785725370512, 'b2': 1.0261616454978055, 'b3': -5.041444158074955, 'b4': -17.77210067037501, 'b5': 14.44284366037905}. Best is trial 44 with value: 65.21979379083116.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 22:01:34,368]\u001b[0m Trial 45 finished with value: 65.3247763726823 and parameters: {'a0': -1.1037232640303138, 'a1': 18.51655292118047, 'a2': 13.460137156480577, 'a3': 16.687661205606354, 'a4': 18.92276075834688, 'a5': 12.970631492668073, 'b0': -17.86448437059491, 'b1': 17.248622274177333, 'b2': 1.0294010396288131, 'b3': -5.084886270202699, 'b4': -17.612098567875847, 'b5': 18.703270619279063}. Best is trial 44 with value: 65.21979379083116.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 22:01:44,847]\u001b[0m Trial 46 finished with value: 65.41636291114384 and parameters: {'a0': -2.755974714367488, 'a1': 18.762652322698713, 'a2': 19.848697853332943, 'a3': 16.95004978960177, 'a4': 19.159787357973475, 'a5': 15.314194620021954, 'b0': -19.846743152364496, 'b1': 17.225493242433778, 'b2': 0.6746544216880663, 'b3': -12.68901498712243, 'b4': -17.48488725512246, 'b5': 18.121387381662494}. Best is trial 44 with value: 65.21979379083116.\u001b[0m\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[32m[I 2021-11-14 22:01:55,178]\u001b[0m Trial 47 finished with value: 65.43091827631133 and parameters: {'a0': -2.727301959304469, 'a1': 18.01473882366019, 'a2': 15.278576489428717, 'a3': 17.419207449497975, 'a4': 19.868551014821445, 'a5': 17.238814600053782, 'b0': -17.642092579039435, 'b1': 17.222075887004188, 'b2': 1.1237542287060953, 'b3': -14.399338724522948, 'b4': -15.048848900434574, 'b5': 18.36304030977637}. Best is trial 44 with value: 65.21979379083116.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 22:02:05,199]\u001b[0m Trial 48 finished with value: 66.19959310449002 and parameters: {'a0': -4.142344690404708, 'a1': 18.463883027311656, 'a2': 8.168800900208092, 'a3': 17.607917441989937, 'a4': 18.606220715543234, 'a5': 14.835457098022383, 'b0': -19.86980992914097, 'b1': 17.895730016580693, 'b2': 0.04404446434903675, 'b3': -10.896010590360243, 'b4': 1.9597807516628158, 'b5': 18.359468335116393}. Best is trial 44 with value: 65.21979379083116.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 22:02:15,264]\u001b[0m Trial 49 finished with value: 67.03555308523092 and parameters: {'a0': -2.2497719177393476, 'a1': 18.285076616488436, 'a2': 19.566285523546178, 'a3': 16.65851358152613, 'a4': 19.912867194274558, 'a5': 8.834220939381494, 'b0': -16.86927501750663, 'b1': 13.218775992257902, 'b2': 4.493951021141104, 'b3': -5.237326963590596, 'b4': 7.897727312220391, 'b5': 14.399709705392626}. Best is trial 44 with value: 65.21979379083116.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 22:02:25,285]\u001b[0m Trial 50 finished with value: 67.75068752124164 and parameters: {'a0': 4.969287805411412, 'a1': -11.428946727084973, 'a2': 13.330003384868677, 'a3': 13.721380250542882, 'a4': -11.769256240028941, 'a5': 12.997623254809406, 'b0': -14.538100484982552, 'b1': -16.782316894878996, 'b2': 0.4732057762551838, 'b3': -14.740012796250781, 'b4': -18.168027162890137, 'b5': 15.292738372791515}. Best is trial 44 with value: 65.21979379083116.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 22:02:35,588]\u001b[0m Trial 51 finished with value: 65.54546254861977 and parameters: {'a0': -3.1056707228344504, 'a1': 18.164179722374204, 'a2': 15.566972320731177, 'a3': 17.513588827816548, 'a4': 19.852486443772587, 'a5': 18.282955838150713, 'b0': -17.66867101525915, 'b1': 17.89247337014063, 'b2': 1.3905749017493199, 'b3': -14.876199121668272, 'b4': -15.333911865182007, 'b5': 18.387533336282235}. Best is trial 44 with value: 65.21979379083116.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 22:02:45,711]\u001b[0m Trial 52 finished with value: 65.57573861919866 and parameters: {'a0': -1.8963456323459713, 'a1': 19.64334436957832, 'a2': 14.64534730604648, 'a3': 18.78747060398166, 'a4': 17.709629179249045, 'a5': 15.99915172261744, 'b0': -18.96327332009083, 'b1': 17.322233368002383, 'b2': 0.6270354199132961, 'b3': -17.524394643838114, 'b4': -15.331939555371436, 'b5': 18.059522606305347}. Best is trial 44 with value: 65.21979379083116.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 22:02:55,921]\u001b[0m Trial 53 finished with value: 65.43666001095124 and parameters: {'a0': -6.990090632872269, 'a1': 10.426790194600567, 'a2': -2.0554880623123113, 'a3': 16.24163418788164, 'a4': 18.264777434509146, 'a5': 16.9785066746328, 'b0': -16.3169017014963, 'b1': 16.64026890239218, 'b2': 6.4760808643819, 'b3': -8.331410503348774, 'b4': -11.19792069502304, 'b5': -9.246735744955965}. Best is trial 44 with value: 65.21979379083116.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 22:03:06,420]\u001b[0m Trial 54 finished with value: 65.56099373135456 and parameters: {'a0': 0.5312619211274874, 'a1': 13.639651645862184, 'a2': 8.924494914357986, 'a3': 13.26681307379179, 'a4': 19.830476252043322, 'a5': 13.622141201005615, 'b0': -19.967521453410765, 'b1': 12.66449880582952, 'b2': 1.8974808994461465, 'b3': -10.975100276420054, 'b4': -17.798465332794525, 'b5': 14.483393471806595}. Best is trial 44 with value: 65.21979379083116.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 22:03:16,410]\u001b[0m Trial 55 finished with value: 70.65994864242288 and parameters: {'a0': -19.871440598660623, 'a1': -19.70918177464396, 'a2': 18.566427662520297, 'a3': 18.14469486896495, 'a4': 12.534868784184384, 'a5': 7.335769090339488, 'b0': -10.502042099230104, 'b1': 18.06832375240283, 'b2': 4.764442698511029, 'b3': -5.3387991755609505, 'b4': 18.901593023276963, 'b5': 19.148651072137007}. Best is trial 44 with value: 65.21979379083116.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 22:03:26,560]\u001b[0m Trial 56 finished with value: 68.14050569276085 and parameters: {'a0': -3.5604330857709803, 'a1': 17.674053987813707, 'a2': 5.884163282088998, 'a3': 16.017549363133938, 'a4': -16.134010202671604, 'a5': 9.273671381558698, 'b0': -18.151655858354967, 'b1': 8.56099554213285, 'b2': -0.9464377116986187, 'b3': -12.664049861145072, 'b4': -14.554639808707226, 'b5': 15.646948313107062}. Best is trial 44 with value: 65.21979379083116.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 22:03:36,971]\u001b[0m Trial 57 finished with value: 66.42969581964428 and parameters: {'a0': -1.3309001321318352, 'a1': 6.709663582289295, 'a2': 15.605828086352426, 'a3': -8.78129582287481, 'a4': 18.155140720362503, 'a5': 12.48098261094105, 'b0': -14.362988714541164, 'b1': -3.531474995820596, 'b2': 3.885777047970223, 'b3': -7.386400748753573, 'b4': -18.47367227509731, 'b5': 11.114719686306472}. Best is trial 44 with value: 65.21979379083116.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 22:03:46,926]\u001b[0m Trial 58 finished with value: 66.94639812507081 and parameters: {'a0': 1.0707125992480822, 'a1': 19.744854973593732, 'a2': 19.861847786313472, 'a3': 15.023753153003039, 'a4': 16.860748342535977, 'a5': 19.028734335830904, 'b0': -10.88844318072708, 'b1': -10.674737573813637, 'b2': -7.331016139863225, 'b3': -15.39703396743974, 'b4': -16.92944279083821, 'b5': 6.965310357345206}. Best is trial 44 with value: 65.21979379083116.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 22:03:56,992]\u001b[0m Trial 59 finished with value: 66.42006957818813 and parameters: {'a0': 3.9774021702314317, 'a1': 10.723378522061832, 'a2': 12.87702963563797, 'a3': 18.706270537684816, 'a4': 14.47248025902465, 'a5': 19.989156292730797, 'b0': -16.973456350517488, 'b1': 11.99884671546168, 'b2': 10.807027328223025, 'b3': -10.068677718195358, 'b4': -12.07221758375199, 'b5': 17.979266935750193}. Best is trial 44 with value: 65.21979379083116.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 22:04:07,327]\u001b[0m Trial 60 finished with value: 65.6706639902194 and parameters: {'a0': -1.5420383285025938, 'a1': 16.794432152231806, 'a2': 14.951210294142873, 'a3': 13.06566367144889, 'a4': 18.65095794642845, 'a5': 14.762799674949601, 'b0': 11.700840351010005, 'b1': 16.224852508279774, 'b2': 1.1580447294084928, 'b3': -12.873441222249141, 'b4': -16.266579393696894, 'b5': 13.91716755107836}. Best is trial 44 with value: 65.21979379083116.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 22:04:17,356]\u001b[0m Trial 61 finished with value: 65.51273991257884 and parameters: {'a0': -7.0779307214071885, 'a1': 18.46434049838376, 'a2': 3.783623545944476, 'a3': 16.772973765445393, 'a4': 18.10766746490599, 'a5': 16.285451008882603, 'b0': -15.247141214996958, 'b1': 16.36396605454877, 'b2': 7.0331236962852435, 'b3': -7.740666722713403, 'b4': -10.13655247985713, 'b5': -9.488688062514992}. Best is trial 44 with value: 65.21979379083116.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 22:04:27,330]\u001b[0m Trial 62 finished with value: 65.6765727077905 and parameters: {'a0': -4.835881805664863, 'a1': 10.781338619585684, 'a2': -2.253059458040717, 'a3': 19.956269043576206, 'a4': 19.947378513884907, 'a5': 18.088740022414232, 'b0': -16.312136064965067, 'b1': 18.40537690154827, 'b2': 5.659134094828144, 'b3': -8.633018103597571, 'b4': -14.767443418211109, 'b5': -15.569727856505013}. Best is trial 44 with value: 65.21979379083116.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 22:04:37,315]\u001b[0m Trial 63 finished with value: 65.71251392507835 and parameters: {'a0': -6.819968695991807, 'a1': 13.884366955639667, 'a2': -0.8812337466977653, 'a3': 15.222061163683906, 'a4': 17.392672059096224, 'a5': 11.572066315058377, 'b0': -18.404044129782033, 'b1': 14.040196189751285, 'b2': -0.6157752181004368, 'b3': -4.855520019209144, 'b4': -11.352795037128846, 'b5': -7.531962753596046}. Best is trial 44 with value: 65.21979379083116.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 22:04:47,777]\u001b[0m Trial 64 finished with value: 65.99209728201353 and parameters: {'a0': -3.4753555244790393, 'a1': -3.3310331335566286, 'a2': -3.3518175934474033, 'a3': 16.611685007429983, 'a4': 15.09009679877152, 'a5': 17.263144052169192, 'b0': -8.244071413305162, 'b1': 16.156531256268785, 'b2': 6.95748383739978, 'b3': -6.280674849307593, 'b4': -18.276817011442134, 'b5': -11.566002872090843}. Best is trial 44 with value: 65.21979379083116.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 22:04:58,132]\u001b[0m Trial 65 finished with value: 65.58288159435067 and parameters: {'a0': 1.7518405332684832, 'a1': 4.372994188036322, 'a2': -6.233154246925364, 'a3': 18.556725100708316, 'a4': 11.089082139070154, 'a5': 8.421135379608724, 'b0': -16.447930727971, 'b1': 18.413496041238478, 'b2': 2.2322170558773156, 'b3': -10.932388914036949, 'b4': -16.541068613062272, 'b5': -2.9572526253955935}. Best is trial 44 with value: 65.21979379083116.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 22:05:08,166]\u001b[0m Trial 66 finished with value: 65.72472244250595 and parameters: {'a0': 7.555971681135613, 'a1': 19.955173123344807, 'a2': -4.4089250039455345, 'a3': 13.130053197392758, 'a4': 18.675512112087045, 'a5': 5.051755562052212, 'b0': -18.736105283978013, 'b1': 13.133921807675094, 'b2': -9.724113829048516, 'b3': -3.3079262526663356, 'b4': -14.393048501323037, 'b5': 4.393556180531353}. Best is trial 44 with value: 65.21979379083116.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 22:05:18,671]\u001b[0m Trial 67 finished with value: 65.10306670348552 and parameters: {'a0': -0.9473378029750958, 'a1': 17.736709120962665, 'a2': 18.113254020809322, 'a3': 9.663215125425706, 'a4': 13.571505894196669, 'a5': 10.237987653047796, 'b0': -14.64515362605174, 'b1': 16.853056935313006, 'b2': 2.9764804991828386, 'b3': -16.17777309547013, 'b4': -18.796209881745277, 'b5': -0.21421885609803049}. Best is trial 67 with value: 65.10306670348552.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 22:05:28,731]\u001b[0m Trial 68 finished with value: 65.72709301008271 and parameters: {'a0': -0.7208899464530069, 'a1': 16.079912219974343, 'a2': 18.236733975094428, 'a3': -1.384661526953474, 'a4': 13.750979011307376, 'a5': 6.628533820292624, 'b0': -14.792256132886203, 'b1': 18.552107144858326, 'b2': 3.0604664334240055, 'b3': -16.42412976458549, 'b4': -18.874005726529894, 'b5': 19.158006212608072}. Best is trial 67 with value: 65.10306670348552.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 22:05:38,717]\u001b[0m Trial 69 finished with value: 65.30322436369472 and parameters: {'a0': 2.7931724860076863, 'a1': 17.681835112222576, 'a2': 12.05773006493763, 'a3': 9.743650106634037, 'a4': 15.517836734463824, 'a5': 10.060815347292989, 'b0': -11.054172808966857, 'b1': 11.27036420467129, 'b2': -0.5418320836131837, 'b3': -19.13385493069738, 'b4': -18.981575679362255, 'b5': 0.012533133530109014}. Best is trial 67 with value: 65.10306670348552.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 22:05:49,161]\u001b[0m Trial 70 finished with value: 65.42327317227446 and parameters: {'a0': 3.25499086762794, 'a1': 15.038056148450817, 'a2': 12.371141188384312, 'a3': 9.924920288744078, 'a4': 10.594906012445223, 'a5': 10.42619114043134, 'b0': -11.382150699775359, 'b1': 11.619970092288412, 'b2': -3.5606627957324597, 'b3': -19.75994160520256, 'b4': -19.904861594824556, 'b5': 1.6334681298959857}. Best is trial 67 with value: 65.10306670348552.\u001b[0m\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[32m[I 2021-11-14 22:05:59,291]\u001b[0m Trial 71 finished with value: 65.3874978758355 and parameters: {'a0': 2.6048785122841682, 'a1': 17.299628888032185, 'a2': 12.019192609605032, 'a3': 9.029201729127275, 'a4': 10.901510780008618, 'a5': 10.432681243467064, 'b0': -13.60843909300609, 'b1': 6.919428729139642, 'b2': -3.0870114318720274, 'b3': -19.911962767111653, 'b4': -18.95503691259612, 'b5': -0.10481271285380793}. Best is trial 67 with value: 65.10306670348552.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 22:06:09,346]\u001b[0m Trial 72 finished with value: 65.23244625863828 and parameters: {'a0': 5.933690701926532, 'a1': 18.700220228995185, 'a2': 13.764134243757411, 'a3': 7.561243961252529, 'a4': 15.427883018460564, 'a5': 9.767467608232367, 'b0': -13.567059454867875, 'b1': 6.436783663538809, 'b2': -4.015381754288714, 'b3': -18.20096474868311, 'b4': -16.808904742602696, 'b5': 0.08570251950561847}. Best is trial 67 with value: 65.10306670348552.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 22:06:19,836]\u001b[0m Trial 73 finished with value: 65.57082766889468 and parameters: {'a0': 6.168939476587399, 'a1': 17.227394325891204, 'a2': 12.028450085308195, 'a3': 7.579421289095193, 'a4': 15.659375791627138, 'a5': 9.558301234245898, 'b0': -13.952983944265625, 'b1': 4.762527527339415, 'b2': -2.8679648015468193, 'b3': -18.48015660458315, 'b4': -18.860320645264622, 'b5': -3.129764003184358}. Best is trial 67 with value: 65.10306670348552.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 22:06:29,999]\u001b[0m Trial 74 finished with value: 65.6207886078698 and parameters: {'a0': 4.553255884894234, 'a1': 13.551259043623455, 'a2': 9.835332353472356, 'a3': 7.844511671974703, 'a4': 12.334528494962, 'a5': 7.663003622946507, 'b0': -9.776377281517922, 'b1': 7.008195869374589, 'b2': -4.44644462725778, 'b3': -18.510324352339442, 'b4': -16.256697914415554, 'b5': -0.704043071756535}. Best is trial 67 with value: 65.10306670348552.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 22:06:39,909]\u001b[0m Trial 75 finished with value: 65.90254132680035 and parameters: {'a0': 8.841631095557844, 'a1': 16.41203278541587, 'a2': 13.822044028178098, 'a3': 4.880823474707907, 'a4': 13.8002942323347, 'a5': 5.844225222716113, 'b0': -13.549680823008964, 'b1': -1.1018295290197084, 'b2': -6.690893492770767, 'b3': -17.991899571181712, 'b4': -18.60659998398755, 'b5': 0.5946759276603425}. Best is trial 67 with value: 65.10306670348552.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 22:06:49,919]\u001b[0m Trial 76 finished with value: 66.82270472225369 and parameters: {'a0': 1.16095026355563, 'a1': -17.213527184194056, 'a2': 16.28119641642024, 'a3': 12.657456155621691, 'a4': 16.420395453410062, 'a5': 12.145963891948282, 'b0': -7.878387983482678, 'b1': 2.4828865504611453, 'b2': -1.2604578547767629, 'b3': -16.382727620074434, 'b4': -19.94669334843386, 'b5': 2.462911570658413}. Best is trial 67 with value: 65.10306670348552.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 22:07:00,226]\u001b[0m Trial 77 finished with value: 65.41901882481778 and parameters: {'a0': 2.8935473854885796, 'a1': 15.608077951659759, 'a2': 8.326556868102106, 'a3': 9.44298127894759, 'a4': 9.9289453526977, 'a5': 3.8843183770820566, 'b0': -15.496319188390643, 'b1': 10.584244521598045, 'b2': -3.26017376722913, 'b3': -19.452883209096093, 'b4': -17.01301242738659, 'b5': -2.0527875246355425}. Best is trial 67 with value: 65.10306670348552.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 22:07:10,346]\u001b[0m Trial 78 finished with value: 67.01905717778784 and parameters: {'a0': 5.411035547786446, 'a1': 18.932860864930618, 'a2': 13.7739550651426, 'a3': 10.2085734593497, 'a4': 7.573698820389287, 'a5': 10.301989870058508, 'b0': 19.85121050370826, 'b1': 7.289394111534969, 'b2': -1.0032449615259447, 'b3': -17.17055282452013, 'b4': -16.12982447863041, 'b5': -4.678869600936238}. Best is trial 67 with value: 65.10306670348552.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 22:07:20,441]\u001b[0m Trial 79 finished with value: 65.62594619727352 and parameters: {'a0': 6.71779082272683, 'a1': 17.434206463203385, 'a2': 7.127662640047844, 'a3': 14.194247216605634, 'a4': 15.476985523308215, 'a5': 13.633698593215458, 'b0': -11.854110020672765, 'b1': 8.914250696002933, 'b2': -6.113201569566952, 'b3': -15.964490678927033, 'b4': -12.656749051054083, 'b5': 5.036222804014844}. Best is trial 67 with value: 65.10306670348552.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 22:07:30,953]\u001b[0m Trial 80 finished with value: 65.85227627827499 and parameters: {'a0': 2.672815391643923, 'a1': 11.757241274785425, 'a2': 11.59962713256551, 'a3': 6.973909092075335, 'a4': 13.135517608313663, 'a5': 7.471493532421461, 'b0': -13.904082594706454, 'b1': 5.261810923299182, 'b2': 3.907027532332231, 'b3': -19.05725696577357, 'b4': -13.841399626526865, 'b5': -1.350999582344968}. Best is trial 67 with value: 65.10306670348552.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 22:07:41,080]\u001b[0m Trial 81 finished with value: 65.23944113232129 and parameters: {'a0': 0.2757983549458287, 'a1': 18.87774695331858, 'a2': 17.676788753891042, 'a3': 15.11386226874896, 'a4': 16.856031673868625, 'a5': 11.263294892635274, 'b0': -17.216242339104813, 'b1': 13.523204926940048, 'b2': -0.19937008944607815, 'b3': -17.310572796083196, 'b4': -17.46471076629108, 'b5': 2.5353577458355323}. Best is trial 67 with value: 65.10306670348552.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 22:07:51,209]\u001b[0m Trial 82 finished with value: 65.24221057078661 and parameters: {'a0': -0.14914293027508008, 'a1': 18.921956669227104, 'a2': 17.586552117082988, 'a3': 15.25825097757757, 'a4': 17.000166481065076, 'a5': 11.816294711416942, 'b0': -16.925783646749956, 'b1': 13.866723064396467, 'b2': 2.429868992106721, 'b3': -13.661298069728126, 'b4': -17.63139343546878, 'b5': 0.8984202073560299}. Best is trial 67 with value: 65.10306670348552.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 22:08:01,826]\u001b[0m Trial 83 finished with value: 65.13983339469809 and parameters: {'a0': 0.019639500596010162, 'a1': 18.621293509425275, 'a2': 17.958573652250635, 'a3': 14.899369099838367, 'a4': 17.305231176256076, 'a5': 11.988860294679686, 'b0': -17.240312063489206, 'b1': 14.403634285174986, 'b2': -0.18534051092444503, 'b3': -14.09605688884946, 'b4': -17.77169581603948, 'b5': 8.164082305568812}. Best is trial 67 with value: 65.10306670348552.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 22:08:11,840]\u001b[0m Trial 84 finished with value: 65.05944698557457 and parameters: {'a0': -0.0840078497054576, 'a1': 19.0058652852082, 'a2': 17.50755401781084, 'a3': 15.166218690562989, 'a4': 17.337452383432254, 'a5': 11.356053001362456, 'b0': -15.519625036294215, 'b1': 13.918831168262287, 'b2': -0.14405036736720123, 'b3': -13.773674265203283, 'b4': -17.884008438797352, 'b5': 7.961938660138061}. Best is trial 84 with value: 65.05944698557457.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 22:08:21,964]\u001b[0m Trial 85 finished with value: 65.35365486103244 and parameters: {'a0': 0.1069627330593006, 'a1': 19.079191932287312, 'a2': 17.253587084600632, 'a3': 14.361260053383171, 'a4': 17.009736200837093, 'a5': 8.328085987276662, 'b0': -15.616522258866778, 'b1': 13.672766260327641, 'b2': 2.684427538386076, 'b3': -13.429215295762935, 'b4': -15.829189209621397, 'b5': 7.850284522576435}. Best is trial 84 with value: 65.05944698557457.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 22:08:32,417]\u001b[0m Trial 86 finished with value: 66.15325551810731 and parameters: {'a0': 1.3346033607471162, 'a1': 19.930061202557884, 'a2': 17.931287148006, 'a3': 15.179360382361562, 'a4': 14.611662416808816, 'a5': 11.485161529461884, 'b0': -17.014427971066997, 'b1': 15.1601585939997, 'b2': -0.48910431066433646, 'b3': -14.201587822127866, 'b4': 15.32718659098534, 'b5': 2.9140115449875585}. Best is trial 84 with value: 65.05944698557457.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 22:08:42,457]\u001b[0m Trial 87 finished with value: 65.11939975831729 and parameters: {'a0': 0.39790501837992714, 'a1': 15.084375867496792, 'a2': 16.462734821292894, 'a3': 10.534753964245299, 'a4': 16.882404021150975, 'a5': 9.701641504291654, 'b0': -19.143904108780397, 'b1': 12.130485748412756, 'b2': 0.12167919834679575, 'b3': -15.81810459795287, 'b4': -17.991939493794685, 'b5': 1.4249136083226792}. Best is trial 84 with value: 65.05944698557457.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 22:08:52,554]\u001b[0m Trial 88 finished with value: 65.0408828499679 and parameters: {'a0': 0.2806471657490082, 'a1': 14.54069386825876, 'a2': 18.92802300930117, 'a3': 12.399969253308626, 'a4': 16.879052130930205, 'a5': 13.817031759590717, 'b0': -18.47280304249954, 'b1': 13.692838009470618, 'b2': -1.9945199004421545, 'b3': -12.028991441134238, 'b4': -17.866693457205606, 'b5': 4.236635941086225}. Best is trial 88 with value: 65.0408828499679.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 22:09:02,720]\u001b[0m Trial 89 finished with value: 65.12354010894605 and parameters: {'a0': 0.22977407054225654, 'a1': 14.534147379739899, 'a2': 18.747217620982486, 'a3': 12.47361501610915, 'a4': 16.80760130259574, 'a5': 13.525838551557644, 'b0': -19.074406692094776, 'b1': 9.942273015801206, 'b2': -2.0378248180998173, 'b3': -15.691019184207768, 'b4': -14.011980150150633, 'b5': 4.320082912599412}. Best is trial 88 with value: 65.0408828499679.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 22:09:13,219]\u001b[0m Trial 90 finished with value: 65.31241515142932 and parameters: {'a0': 0.5322727544562689, 'a1': 14.558652886874482, 'a2': 18.938969825782962, 'a3': 10.636110380060597, 'a4': -7.040800973522217, 'a5': 14.355690158703691, 'b0': -19.063889160428914, 'b1': 12.33948006400519, 'b2': -1.8461742379872508, 'b3': -11.988180874059, 'b4': -14.052632019223314, 'b5': 5.5753041111233355}. Best is trial 88 with value: 65.0408828499679.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 22:09:23,273]\u001b[0m Trial 91 finished with value: 65.25938503077678 and parameters: {'a0': -0.0195860122374203, 'a1': 15.802197337476379, 'a2': 16.19966364599538, 'a3': 12.402025321463016, 'a4': 16.94928372149987, 'a5': 11.91478234829148, 'b0': -18.612788049606408, 'b1': 10.264173227031886, 'b2': -2.656801421734226, 'b3': -13.867975104478267, 'b4': -15.326033353807812, 'b5': 1.7665877018465768}. Best is trial 88 with value: 65.0408828499679.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 22:09:33,399]\u001b[0m Trial 92 finished with value: 65.19963853800837 and parameters: {'a0': -0.8128673911631841, 'a1': 13.091711337106155, 'a2': 18.813115308835485, 'a3': 15.700249396582105, 'a4': 16.161834909158003, 'a5': 13.927057483067639, 'b0': -18.99417142024757, 'b1': 9.364032596348718, 'b2': -5.2048059651606335, 'b3': -15.58872459685619, 'b4': -17.908043939950268, 'b5': 8.302137096085085}. Best is trial 88 with value: 65.0408828499679.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 22:09:43,790]\u001b[0m Trial 93 finished with value: 65.06048345983912 and parameters: {'a0': -1.0418781241346708, 'a1': 12.958366483843626, 'a2': 18.318567596342778, 'a3': 13.769886953008145, 'a4': 14.769252724432565, 'a5': 13.769777051086693, 'b0': -19.20874304098217, 'b1': 9.42777282124727, 'b2': -4.505498575946873, 'b3': -15.668214503857415, 'b4': -16.804693040481865, 'b5': 3.9385689343549695}. Best is trial 88 with value: 65.0408828499679.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 22:09:53,852]\u001b[0m Trial 94 finished with value: 65.32950122257468 and parameters: {'a0': -1.4938262651757257, 'a1': 13.252059052378362, 'a2': 18.697585397746344, 'a3': 13.811648520230817, 'a4': 12.01652593846412, 'a5': 13.765180641232789, 'b0': -19.11986882218128, 'b1': 8.111684363251065, 'b2': -7.898953528432663, 'b3': -15.569377117107653, 'b4': -19.98233757703931, 'b5': 4.0162171879377695}. Best is trial 88 with value: 65.0408828499679.\u001b[0m\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[32m[I 2021-11-14 22:10:03,971]\u001b[0m Trial 95 finished with value: 65.21767057040897 and parameters: {'a0': -5.474299919525359, 'a1': 11.498366779636008, 'a2': 18.797636045463154, 'a3': 11.843563580671718, 'a4': 14.039139782342481, 'a5': 12.955226991994934, 'b0': -18.511557606318494, 'b1': 9.244403405492108, 'b2': -4.725843645924599, 'b3': -11.770076492292326, 'b4': -16.539027089028885, 'b5': 8.37643400799725}. Best is trial 88 with value: 65.0408828499679.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 22:10:14,425]\u001b[0m Trial 96 finished with value: 65.2135662125675 and parameters: {'a0': -5.673849630108572, 'a1': 11.458891635584362, 'a2': 19.079955312228346, 'a3': 12.09097985121999, 'a4': 13.822608442101536, 'a5': 12.815366454420317, 'b0': -18.19531306768323, 'b1': 9.5517458775754, 'b2': -5.0707606249870505, 'b3': -11.544758173006013, 'b4': -15.700918271230105, 'b5': 7.623808325830435}. Best is trial 88 with value: 65.0408828499679.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 22:10:24,529]\u001b[0m Trial 97 finished with value: 65.13245510932367 and parameters: {'a0': -5.326579120231441, 'a1': 11.741735977644394, 'a2': 19.100014107551214, 'a3': 12.019133823901333, 'a4': 13.531247041462656, 'a5': 15.813455625514266, 'b0': -18.3200107922722, 'b1': 9.66957106886646, 'b2': -11.035765266437691, 'b3': -11.775114441513441, 'b4': -15.485499852184786, 'b5': 7.4677489460575766}. Best is trial 88 with value: 65.0408828499679.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 22:10:34,958]\u001b[0m Trial 98 finished with value: 65.16388377515955 and parameters: {'a0': -8.05186499286686, 'a1': 9.91268455655873, 'a2': 19.21431393872991, 'a3': 10.642106232175447, 'a4': 13.310842095662899, 'a5': 15.188341641349936, 'b0': -19.850655352143043, 'b1': 9.97005979314812, 'b2': -6.446655531381475, 'b3': -10.080024109087667, 'b4': -12.760039536626158, 'b5': 6.530313795940083}. Best is trial 88 with value: 65.0408828499679.\u001b[0m\n",
      "\u001b[32m[I 2021-11-14 22:10:45,539]\u001b[0m Trial 99 finished with value: 65.19480452966278 and parameters: {'a0': -4.077636978645424, 'a1': 10.063589285502522, 'a2': 19.977322469276576, 'a3': 10.805831119083054, 'a4': 12.971178609361838, 'a5': 15.89693509599833, 'b0': -19.869944521750416, 'b1': 11.09206452220647, 'b2': -11.245753586606785, 'b3': -10.000243192762873, 'b4': -12.99694669899529, 'b5': 6.792228346354317}. Best is trial 88 with value: 65.0408828499679.\u001b[0m\n"
     ]
    }
   ],
   "source": [
    "study = optuna.create_study(direction='minimize')\n",
    "study.optimize(objective, n_trials=100, n_jobs=1, show_progress_bar=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e71bf7f4",
   "metadata": {
    "papermill": {
     "duration": 0.047966,
     "end_time": "2021-11-14T22:10:45.649956",
     "exception": false,
     "start_time": "2021-11-14T22:10:45.601990",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Submission"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "093db1ea",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-14T22:10:45.750251Z",
     "iopub.status.busy": "2021-11-14T22:10:45.749589Z",
     "iopub.status.idle": "2021-11-14T22:10:45.755073Z",
     "shell.execute_reply": "2021-11-14T22:10:45.755574Z"
    },
    "papermill": {
     "duration": 0.05784,
     "end_time": "2021-11-14T22:10:45.755757",
     "exception": false,
     "start_time": "2021-11-14T22:10:45.697917",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "trial = study.best_trial.params\n",
    "\n",
    "coefs_level = [trial[f\"a{i}\"] for i in range(6)]\n",
    "coefs_section = [trial[f\"b{i}\"] for i in range(6)]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "7b7c8827",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-14T22:10:45.861853Z",
     "iopub.status.busy": "2021-11-14T22:10:45.861165Z",
     "iopub.status.idle": "2021-11-14T22:10:51.798652Z",
     "shell.execute_reply": "2021-11-14T22:10:51.799196Z"
    },
    "papermill": {
     "duration": 5.995465,
     "end_time": "2021-11-14T22:10:51.799377",
     "exception": false,
     "start_time": "2021-11-14T22:10:45.803912",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "train_mean: 64.88594984541395\n"
     ]
    }
   ],
   "source": [
    "train_stats = get_cheque_stats(cheques)\n",
    "train_stats = StandardScaler().fit_transform(train_stats)\n",
    "\n",
    "level_ranging = (train_stats * coefs_level).sum(axis=1)\n",
    "level_ranging = level_ranging.argsort()[::-1]\n",
    "level2items = {\n",
    "    1: level_ranging[:44],\n",
    "    2: level_ranging[44:88],\n",
    "    3: level_ranging[88:],\n",
    "}\n",
    "section_ranging = (train_stats * coefs_section).sum(axis=1)\n",
    "\n",
    "darkstore_map_fold = darkstore_map.copy()\n",
    "darkstore_map_fold['apiori'] = pd.Categorical(darkstore_map_fold['SECTION'], distances[0].argsort())\n",
    "darkstore_map_fold = darkstore_map_fold.sort_values('apiori')\n",
    "for level in range(1, 4):\n",
    "    item_ids = level2items[level]\n",
    "    ranging = section_ranging[item_ids]\n",
    "    item_ids = item_ids[ranging.argsort()]\n",
    "    darkstore_map_fold.loc[darkstore_map_fold['LEVEL'] == level, 'LAGERID'] = item_ids + 1\n",
    "train_mean, _ = validator(cheques, distances, darkstore_map_fold)\n",
    "# valid_mean, valid_sum,  _ = validator(valid_cheques, distances, darkstore_map_fold)\n",
    "\n",
    "print(f'train_mean: {train_mean}')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "89998be2",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-14T22:10:51.901075Z",
     "iopub.status.busy": "2021-11-14T22:10:51.900436Z",
     "iopub.status.idle": "2021-11-14T22:10:51.909565Z",
     "shell.execute_reply": "2021-11-14T22:10:51.910118Z"
    },
    "papermill": {
     "duration": 0.061583,
     "end_time": "2021-11-14T22:10:51.910332",
     "exception": false,
     "start_time": "2021-11-14T22:10:51.848749",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "darkstore_map_fold.drop(columns=['apiori']).to_csv('optuna_darkstore.csv', index=False)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.10"
  },
  "papermill": {
   "default_parameters": {},
   "duration": 1043.431287,
   "end_time": "2021-11-14T22:10:52.873662",
   "environment_variables": {},
   "exception": null,
   "input_path": "__notebook__.ipynb",
   "output_path": "__notebook__.ipynb",
   "parameters": {},
   "start_time": "2021-11-14T21:53:29.442375",
   "version": "2.3.3"
  },
  "widgets": {
   "application/vnd.jupyter.widget-state+json": {
    "state": {
     "05bde1f314234b5a90c4e662953533b8": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "1f8ffc57e404402098a6d78dab77fbe7": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "ProgressStyleModel",
      "state": {
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "ProgressStyleModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "StyleView",
       "bar_color": null,
       "description_width": ""
      }
     },
     "2d134b318923448199dbd9566da9d640": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "3cd6d10598d348a6a041a48f79f12efb": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "state": {
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "DescriptionStyleModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "StyleView",
       "description_width": ""
      }
     },
     "47f2b746c9034ca99a82f53e7a65e1c5": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "HTMLModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "HTMLView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_b6581cebd8c343d1a9644bacab04a03c",
       "placeholder": "​",
       "style": "IPY_MODEL_3cd6d10598d348a6a041a48f79f12efb",
       "value": " 100/100 [17:03&lt;00:00, 10.37s/it]"
      }
     },
     "69f12fd4cfce4ad88eed285c70dd98ba": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HBoxModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "HBoxModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "HBoxView",
       "box_style": "",
       "children": [
        "IPY_MODEL_e69d4a62a0d644fc8dd9ae5de0dceeae",
        "IPY_MODEL_f8a15871645447c289a29990cc242392",
        "IPY_MODEL_47f2b746c9034ca99a82f53e7a65e1c5"
       ],
       "layout": "IPY_MODEL_05bde1f314234b5a90c4e662953533b8"
      }
     },
     "a74285f3f01b4599a31b05e881fc4b7a": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "b6581cebd8c343d1a9644bacab04a03c": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "dbf817f42a2b4a64be529a36f09f6199": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "state": {
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "DescriptionStyleModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "StyleView",
       "description_width": ""
      }
     },
     "e69d4a62a0d644fc8dd9ae5de0dceeae": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "HTMLModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "HTMLView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_2d134b318923448199dbd9566da9d640",
       "placeholder": "​",
       "style": "IPY_MODEL_dbf817f42a2b4a64be529a36f09f6199",
       "value": "100%"
      }
     },
     "f8a15871645447c289a29990cc242392": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "FloatProgressModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "FloatProgressModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "ProgressView",
       "bar_style": "success",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_a74285f3f01b4599a31b05e881fc4b7a",
       "max": 100.0,
       "min": 0.0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_1f8ffc57e404402098a6d78dab77fbe7",
       "value": 100.0
      }
     }
    },
    "version_major": 2,
    "version_minor": 0
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}