sleep_version-1.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import os\n",
    "import json\n",
    "from pprint import pprint"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "com.samsung.shealth.sleep.201809031104.csv com.samsung.shealth.sleep_data.201809031104.csv\n"
     ]
    }
   ],
   "source": [
    "## Path for files downloaded from Samsung Health\n",
    "data_dir  = \"/persistentStorage/SHealth_DataSet/Shealth/\"\n",
    "json_path = \"/persistentStorage/SHealth_DataSet/Shealth/jsons/\"\n",
    "\n",
    "sleep_file_prefix      = \"com.samsung.shealth.sleep\"\n",
    "sleep_data_file_prefix = \"com.samsung.shealth.sleep_data\"\n",
    "\n",
    "sleep_file = None\n",
    "sleep_data_file = None\n",
    "\n",
    "for file in os.listdir(data_dir):\n",
    "    if ((sleep_file_prefix in file) and\n",
    "        (sleep_data_file_prefix not in file) and\n",
    "        (file.endswith(\"csv\"))):\n",
    "        sleep_file = file\n",
    "        \n",
    "    if ((sleep_data_file_prefix in file) and\n",
    "        (file.endswith(\"csv\"))):\n",
    "        sleep_data_file = file\n",
    "        \n",
    "if ((sleep_file == None) or \n",
    "    (sleep_data_file == None)):\n",
    "    print (\"File not found\")\n",
    "\n",
    "print (sleep_file, sleep_data_file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "No null values in sleep_uuid\n",
      "No null values in efficiency\n",
      "Null values in has_sleep_data is 152\n",
      "No null values in sleep_time_offset\n",
      "No null values in sleep_end_time\n",
      "Null values in quality is 202\n",
      "No null values in sleep_start_time\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(649, 7)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Read and process Sleep dataframe\n",
    "pd_sleep_1 = pd.read_csv(data_dir+sleep_file, header=1)\n",
    "\n",
    "cols_to_remove = [\"com.samsung.health.sleep.custom\", \"extra_data\", \"com.samsung.health.sleep.comment\",\n",
    "                  \"original_efficiency\", \"original_bed_time\", \"original_wake_up_time\",\n",
    "                  \"com.samsung.health.sleep.pkg_name\", \"com.samsung.health.sleep.deviceuuid\",\n",
    "                  \"com.samsung.health.sleep.create_time\", \"com.samsung.health.sleep.update_time\"]\n",
    "\n",
    "pd_sleep_1.drop(columns=cols_to_remove, inplace=True)\n",
    "\n",
    "col_rename_dict = {\"com.samsung.health.sleep.datauuid\"   : \"sleep_uuid\",\n",
    "                   \"com.samsung.health.sleep.time_offset\": \"sleep_time_offset\",\n",
    "                   \"com.samsung.health.sleep.end_time\"   : \"sleep_end_time\",\n",
    "                   \"com.samsung.health.sleep.start_time\" : \"sleep_start_time\"}\n",
    "\n",
    "pd_sleep_1.rename(columns=col_rename_dict, inplace=True)\n",
    "\n",
    "for col in pd_sleep_1.columns:\n",
    "    if (pd_sleep_1[col].isnull().any()):\n",
    "        print (\"Null values in %s is %d\" %(col, pd_sleep_1[col].isnull().sum()))\n",
    "    else:\n",
    "        print (\"No null values in %s\" %(col))\n",
    "\n",
    "pd_sleep_1.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index(['sleep_status', 'sleep_uuid'], dtype='object')\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(498, 2)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Read and process sleep status dataframe\n",
    "pd_sleep_2 = pd.read_csv(data_dir+sleep_data_file, header=1)\n",
    "\n",
    "cols_to_remove = [\"start_time\", \"pkg_name\", \"update_time\", \"create_time\", \"time_offset\", \"datauuid\",\n",
    "                  \"comment\", \"deviceuuid\", \"json_version\"]\n",
    "\n",
    "pd_sleep_2.drop(columns=cols_to_remove, inplace=True)\n",
    "print (pd_sleep_2.columns)\n",
    "pd_sleep_2.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(649, 8)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Merge the two dataframes - left join=sleep_uuid which is also the key\n",
    "pd_sleep_data = pd.merge(left=pd_sleep_1, right=pd_sleep_2, how=\"left\", on=\"sleep_uuid\")\n",
    "pd_sleep_data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['sleep_uuid', 'efficiency', 'has_sleep_data', 'sleep_time_offset',\n",
       "       'sleep_end_time', 'quality', 'sleep_start_time', 'sleep_status'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd_sleep_data.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def convert_ms_to_date_time_with_offset (df_series):\n",
    "    \n",
    "    ## Convert to UTC Date+Time\n",
    "    df_series = pd.to_datetime(arg=df_series, unit=\"ms\")\n",
    "    \n",
    "    ## Timezone conversion to local time\n",
    "    df_series = df_series.dt.tz_localize(\"UTC\").dt.tz_convert(\"Europe/Helsinki\")\n",
    "    \n",
    "    return df_series\n",
    "\n",
    "pd_sleep_data[\"sleep_start_time\"] = convert_ms_to_date_time_with_offset(pd_sleep_data[\"sleep_start_time\"])\n",
    "pd_sleep_data[\"sleep_end_time\"]   = convert_ms_to_date_time_with_offset(pd_sleep_data[\"sleep_end_time\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
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       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>UTC+0400</td>\n",
       "      <td>2017-04-01 08:30:00+03:00</td>\n",
       "      <td>50004.0</td>\n",
       "      <td>2017-04-01 00:40:00+03:00</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>2b3e1b8d-c4ef-4a54-9709-431c190c1092</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>UTC+0400</td>\n",
       "      <td>2017-04-02 08:10:00+03:00</td>\n",
       "      <td>50004.0</td>\n",
       "      <td>2017-04-01 23:00:00+03:00</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>577</th>\n",
       "      <td>e6a06f2a-170b-46fe-b4bd-1f610259d2c4</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>UTC+0400</td>\n",
       "      <td>2017-04-03 05:50:00+03:00</td>\n",
       "      <td>50003.0</td>\n",
       "      <td>2017-04-02 22:30:00+03:00</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>290</th>\n",
       "      <td>721df36c-69f6-49e9-9df8-d6bd39359760</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>UTC+0400</td>\n",
       "      <td>2017-04-04 05:40:00+03:00</td>\n",
       "      <td>50004.0</td>\n",
       "      <td>2017-04-03 21:30:00+03:00</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>27f842bf-9230-456e-8e7a-06521c5a6ffc</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>UTC+0400</td>\n",
       "      <td>2017-04-05 05:40:00+03:00</td>\n",
       "      <td>50003.0</td>\n",
       "      <td>2017-04-04 21:50:00+03:00</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>24d9c3a8-28a2-e97c-419f-cf2f2e2315f5</td>\n",
       "      <td>93.195880</td>\n",
       "      <td>1.0</td>\n",
       "      <td>UTC+0400</td>\n",
       "      <td>2018-08-10 06:29:00+03:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-08-09 22:25:00+03:00</td>\n",
       "      <td>da172550-b2c0-ffe8-e840-be9d5273b45c.sleep_sta...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>40fd46e5-57d1-c771-a269-9b9c73ae85f7</td>\n",
       "      <td>90.126050</td>\n",
       "      <td>1.0</td>\n",
       "      <td>UTC+0400</td>\n",
       "      <td>2018-08-11 07:40:00+03:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-08-10 23:45:00+03:00</td>\n",
       "      <td>1ea3735c-fbe1-7c8d-d375-516afa75e17d.sleep_sta...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>1d3fdc9e-2913-a1db-6683-5ea1335fff49</td>\n",
       "      <td>91.842100</td>\n",
       "      <td>1.0</td>\n",
       "      <td>UTC+0400</td>\n",
       "      <td>2018-08-12 08:28:00+03:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-08-12 02:09:00+03:00</td>\n",
       "      <td>8bcfcc9b-d506-d606-6d28-3222bfd7d3c2.sleep_sta...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>552</th>\n",
       "      <td>d9e77341-ca94-fbc4-48ee-ac1605e6cb62</td>\n",
       "      <td>91.846530</td>\n",
       "      <td>1.0</td>\n",
       "      <td>UTC+0400</td>\n",
       "      <td>2018-08-13 06:26:00+03:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-08-12 23:30:00+03:00</td>\n",
       "      <td>7488f8fa-4759-3fd4-b047-b2dabba25b0d.sleep_sta...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>399</th>\n",
       "      <td>983288ea-24fd-d4ad-5569-a4e5c8f47c02</td>\n",
       "      <td>90.995255</td>\n",
       "      <td>1.0</td>\n",
       "      <td>UTC+0400</td>\n",
       "      <td>2018-08-14 06:08:00+03:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-08-13 23:07:00+03:00</td>\n",
       "      <td>a5e85200-9d52-db1b-95dd-eba7eac3a443.sleep_sta...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0a17afce-5106-d70b-3b08-0ea78858d648</td>\n",
       "      <td>92.105260</td>\n",
       "      <td>1.0</td>\n",
       "      <td>UTC+0400</td>\n",
       "      <td>2018-08-15 05:42:00+03:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-08-15 00:01:00+03:00</td>\n",
       "      <td>07e28f50-6693-5768-afe5-932d8748a8d1.sleep_sta...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>393</th>\n",
       "      <td>968c3958-203c-c1f0-8793-e9741b10be85</td>\n",
       "      <td>93.621864</td>\n",
       "      <td>1.0</td>\n",
       "      <td>UTC+0400</td>\n",
       "      <td>2018-08-16 06:04:00+03:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-08-15 22:46:00+03:00</td>\n",
       "      <td>6c1fad3a-11bd-7c2c-31d4-de0eeb4a1f69.sleep_sta...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>543</th>\n",
       "      <td>d6e1ac10-366e-e91e-419a-1b82e1db0686</td>\n",
       "      <td>92.098090</td>\n",
       "      <td>1.0</td>\n",
       "      <td>UTC+0400</td>\n",
       "      <td>2018-08-17 06:09:00+03:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-08-17 00:03:00+03:00</td>\n",
       "      <td>89757d8e-e9a3-9348-9601-72a6ebfb0f03.sleep_sta...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>292</th>\n",
       "      <td>728b8028-f3d1-948c-b9b9-8ba77f6e0374</td>\n",
       "      <td>88.602150</td>\n",
       "      <td>1.0</td>\n",
       "      <td>UTC+0400</td>\n",
       "      <td>2018-08-19 08:33:00+03:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-08-19 00:49:00+03:00</td>\n",
       "      <td>2191b727-8fb0-e380-b013-025dc4d04324.sleep_sta...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>424</th>\n",
       "      <td>a4f9fecf-4c46-2879-12f1-595ac9c0ba57</td>\n",
       "      <td>83.076930</td>\n",
       "      <td>1.0</td>\n",
       "      <td>UTC+0400</td>\n",
       "      <td>2018-08-19 16:04:00+03:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-08-19 15:00:00+03:00</td>\n",
       "      <td>6e83acf4-d1a2-289b-751f-c7590fd03682.sleep_sta...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>294</th>\n",
       "      <td>7364986c-0794-997e-f8b4-b7237c8265c6</td>\n",
       "      <td>87.623764</td>\n",
       "      <td>1.0</td>\n",
       "      <td>UTC+0400</td>\n",
       "      <td>2018-08-20 01:16:00+03:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-08-19 21:55:00+03:00</td>\n",
       "      <td>a9803673-2211-e498-e6c0-5d39c54d68a2.sleep_sta...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>3b85161d-0d6f-1e86-e92b-e4df59bb1dbc</td>\n",
       "      <td>87.500000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>UTC+0400</td>\n",
       "      <td>2018-08-20 02:05:00+03:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-08-20 01:26:00+03:00</td>\n",
       "      <td>613db0d2-2932-7daf-8798-7aae251035b7.sleep_sta...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>309</th>\n",
       "      <td>786efe83-8bf8-77e9-81e8-960c0947d407</td>\n",
       "      <td>92.694060</td>\n",
       "      <td>1.0</td>\n",
       "      <td>UTC+0400</td>\n",
       "      <td>2018-08-20 06:00:00+03:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-08-20 02:22:00+03:00</td>\n",
       "      <td>8b5dcc14-3d38-46b5-ca27-d84b63b105b3.sleep_sta...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>09de09c4-ccc1-abef-b621-2e0878ba05c9</td>\n",
       "      <td>86.842110</td>\n",
       "      <td>1.0</td>\n",
       "      <td>UTC+0400</td>\n",
       "      <td>2018-08-20 15:20:00+03:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-08-20 14:05:00+03:00</td>\n",
       "      <td>80babbf2-b45b-e79f-62fc-91f69082dd34.sleep_sta...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>505</th>\n",
       "      <td>c920b902-27c7-cad1-70e3-7d1d7fa04ac9</td>\n",
       "      <td>91.448940</td>\n",
       "      <td>1.0</td>\n",
       "      <td>UTC+0400</td>\n",
       "      <td>2018-08-21 05:44:00+03:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-08-20 22:44:00+03:00</td>\n",
       "      <td>d5ef129c-3b80-1247-55ed-17ad501f1231.sleep_sta...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>369</th>\n",
       "      <td>90694f87-8273-e6c0-fbbb-498a712e95aa</td>\n",
       "      <td>92.488266</td>\n",
       "      <td>1.0</td>\n",
       "      <td>UTC+0400</td>\n",
       "      <td>2018-08-22 05:54:00+03:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-08-21 22:49:00+03:00</td>\n",
       "      <td>908766ee-00de-d59a-85df-159bc4223f6a.sleep_sta...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>618</th>\n",
       "      <td>f4a273c4-aa3d-e821-fd6b-58b2c172058e</td>\n",
       "      <td>93.954660</td>\n",
       "      <td>1.0</td>\n",
       "      <td>UTC+0400</td>\n",
       "      <td>2018-08-23 05:30:00+03:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-08-22 22:54:00+03:00</td>\n",
       "      <td>2ba5ad9d-5301-31c4-6424-23fafe87554d.sleep_sta...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>502</th>\n",
       "      <td>c8336779-15ac-03b9-788e-b3741637efed</td>\n",
       "      <td>90.772540</td>\n",
       "      <td>1.0</td>\n",
       "      <td>UTC+0400</td>\n",
       "      <td>2018-08-24 06:00:00+03:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-08-23 22:15:00+03:00</td>\n",
       "      <td>681a3ae0-5d9e-f2ed-3063-3d963dc99d70.sleep_sta...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>0c121b16-6cfd-c6f8-0e78-1fd5da7029db</td>\n",
       "      <td>89.444440</td>\n",
       "      <td>1.0</td>\n",
       "      <td>UTC+0400</td>\n",
       "      <td>2018-08-25 07:54:00+03:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-08-24 22:55:00+03:00</td>\n",
       "      <td>3f9b74ab-0fc0-44d8-596a-8d71034a6e54.sleep_sta...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>3556a636-546e-6fc6-7484-32164737c71b</td>\n",
       "      <td>86.274510</td>\n",
       "      <td>1.0</td>\n",
       "      <td>UTC+0400</td>\n",
       "      <td>2018-08-26 06:25:00+03:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-08-25 23:38:00+03:00</td>\n",
       "      <td>bbce094d-ac57-8583-38e5-bcd06cd27101.sleep_sta...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>343</th>\n",
       "      <td>856314d8-bb43-0cbd-9a3f-b50256b6fc64</td>\n",
       "      <td>92.195120</td>\n",
       "      <td>1.0</td>\n",
       "      <td>UTC+0400</td>\n",
       "      <td>2018-08-27 06:03:00+03:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-08-26 23:02:00+03:00</td>\n",
       "      <td>5cf222c4-e262-46fb-4104-07c8dc97dcb5.sleep_sta...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>401</th>\n",
       "      <td>99e4a3cf-be9e-5ddd-4748-59e64c2d8e92</td>\n",
       "      <td>93.078760</td>\n",
       "      <td>1.0</td>\n",
       "      <td>UTC+0400</td>\n",
       "      <td>2018-08-28 06:08:00+03:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-08-27 23:10:00+03:00</td>\n",
       "      <td>5d5c00cd-c5ca-f320-96ad-43230e980e7c.sleep_sta...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>636</th>\n",
       "      <td>fc23a06e-6b21-7aef-75f0-394ee6eb874c</td>\n",
       "      <td>93.067230</td>\n",
       "      <td>1.0</td>\n",
       "      <td>UTC+0400</td>\n",
       "      <td>2018-08-29 06:02:00+03:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-08-28 22:07:00+03:00</td>\n",
       "      <td>0ae53d6f-da2c-bd31-a3d8-5b5594327d1b.sleep_sta...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>2c0fafd1-6e66-ccc3-8074-f85dee67058d</td>\n",
       "      <td>92.643680</td>\n",
       "      <td>1.0</td>\n",
       "      <td>UTC+0400</td>\n",
       "      <td>2018-08-30 06:03:00+03:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-08-29 22:49:00+03:00</td>\n",
       "      <td>729d2d21-70ff-5c0d-6bb6-d8acceb3ae15.sleep_sta...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>301587ed-c59e-ecd4-4df7-c6af56bc5585</td>\n",
       "      <td>95.045050</td>\n",
       "      <td>1.0</td>\n",
       "      <td>UTC+0400</td>\n",
       "      <td>2018-08-31 03:24:00+03:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-08-30 23:43:00+03:00</td>\n",
       "      <td>4a4d0c0d-ff13-0e42-44b0-7170a523f8be.sleep_sta...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>648</th>\n",
       "      <td>ffc8fb72-cce7-6b20-f373-b90d9d6dd850</td>\n",
       "      <td>88.666664</td>\n",
       "      <td>1.0</td>\n",
       "      <td>UTC+0400</td>\n",
       "      <td>2018-08-31 06:05:00+03:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-08-31 03:36:00+03:00</td>\n",
       "      <td>73946724-5e16-76f3-477e-bc4fd3c7e514.sleep_sta...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>0f14e8ff-5ad2-0906-85d8-cc4a6a7172b9</td>\n",
       "      <td>91.250000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>UTC+0400</td>\n",
       "      <td>2018-09-01 02:41:00+03:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-09-01 00:02:00+03:00</td>\n",
       "      <td>0bcce5e8-b928-1c7c-c975-4b90099beffe.sleep_sta...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>421</th>\n",
       "      <td>a33f295b-642a-97b0-d3f2-6457b8a53eb1</td>\n",
       "      <td>92.561980</td>\n",
       "      <td>1.0</td>\n",
       "      <td>UTC+0400</td>\n",
       "      <td>2018-09-01 07:00:00+03:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-09-01 02:59:00+03:00</td>\n",
       "      <td>ebf73830-8335-e432-c7a4-82624d776f0f.sleep_sta...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>457f46b3-4532-cc5e-3239-108d824f6e51</td>\n",
       "      <td>92.350746</td>\n",
       "      <td>1.0</td>\n",
       "      <td>UTC+0400</td>\n",
       "      <td>2018-09-02 07:31:00+03:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-09-01 22:35:00+03:00</td>\n",
       "      <td>9fee45df-e548-d6ff-b519-afa5000ef9c9.sleep_sta...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>113e78b5-51ad-5b43-9c1c-2491da7ba0d6</td>\n",
       "      <td>89.438200</td>\n",
       "      <td>1.0</td>\n",
       "      <td>UTC+0400</td>\n",
       "      <td>2018-09-03 05:54:00+03:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-09-02 22:30:00+03:00</td>\n",
       "      <td>214b6bca-1d7b-f5ab-2fa2-cb08f3bc998e.sleep_sta...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>649 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                               sleep_uuid  efficiency  has_sleep_data  \\\n",
       "375  91d4823e-90be-4c7a-8370-8961697a4c3d    0.000000             NaN   \n",
       "273  6aeb5517-0af4-456f-a60c-e0b6c5565884    0.000000             NaN   \n",
       "72   18a908df-30b6-4e54-9430-cbf1e5ddef0e    0.000000             NaN   \n",
       "280  6e2c5424-ae9f-4797-8cb3-c786c4c8e502    0.000000             NaN   \n",
       "522  d126088f-b435-45f7-b5e3-edc8ced42707    0.000000             NaN   \n",
       "37   0de90c28-29f7-4edc-820a-48a93dcf3223    0.000000             NaN   \n",
       "46   100c4f58-05a4-4245-9467-8036d4cbc3ae    0.000000             NaN   \n",
       "39   0e37c478-25ce-4b8a-ad6f-934509ee64d2    0.000000             NaN   \n",
       "68   168d63f0-5e26-40b5-8233-7bb0eef285b9    0.000000             NaN   \n",
       "299  750df087-2abe-4bfc-b9e5-c77ff8b6e493    0.000000             NaN   \n",
       "138  2f92a15f-44f9-419c-82ed-88b470466ae8    0.000000             NaN   \n",
       "432  a6cda277-e886-4a07-9615-a889f23aebde    0.000000             NaN   \n",
       "430  a68ee47f-984e-4111-abe7-12205739f3f9    0.000000             NaN   \n",
       "102  2338c2b2-d492-41da-b6bc-ec040bf39587    0.000000             NaN   \n",
       "80   1bbd15ed-6ed5-4099-8c4b-a2806a59f61e    0.000000             NaN   \n",
       "504  c90930ca-773f-4b03-89b2-d391fe5c7c23    0.000000             NaN   \n",
       "492  c4f6bec5-c3db-4f22-bba4-4f23516398ee    0.000000             NaN   \n",
       "361  8db3d413-6f64-4c55-9277-43d38197bd6e    0.000000             NaN   \n",
       "572  e5c24679-39c5-48a1-82d0-b05cda76392d    0.000000             NaN   \n",
       "314  798b7d8e-e25d-49bb-aabf-c97048595f24    0.000000             NaN   \n",
       "7    0229aa98-835a-4cf5-9150-b57a965a4c0d    0.000000             NaN   \n",
       "164  393754c4-f482-4596-8804-b45d4fcf65c4    0.000000             NaN   \n",
       "111  2661b891-4462-41ad-b0c6-c710a4135157    0.000000             NaN   \n",
       "630  f9043dd9-0cfb-4d71-9b13-dd5f58f6693a    0.000000             NaN   \n",
       "303  768f7612-9d54-4509-9f1d-cc0a109136f8    0.000000             NaN   \n",
       "376  920f024f-e1b1-4a22-8e85-434042a5d13d    0.000000             NaN   \n",
       "125  2b3e1b8d-c4ef-4a54-9709-431c190c1092    0.000000             NaN   \n",
       "577  e6a06f2a-170b-46fe-b4bd-1f610259d2c4    0.000000             NaN   \n",
       "290  721df36c-69f6-49e9-9df8-d6bd39359760    0.000000             NaN   \n",
       "116  27f842bf-9230-456e-8e7a-06521c5a6ffc    0.000000             NaN   \n",
       "..                                    ...         ...             ...   \n",
       "106  24d9c3a8-28a2-e97c-419f-cf2f2e2315f5   93.195880             1.0   \n",
       "185  40fd46e5-57d1-c771-a269-9b9c73ae85f7   90.126050             1.0   \n",
       "83   1d3fdc9e-2913-a1db-6683-5ea1335fff49   91.842100             1.0   \n",
       "552  d9e77341-ca94-fbc4-48ee-ac1605e6cb62   91.846530             1.0   \n",
       "399  983288ea-24fd-d4ad-5569-a4e5c8f47c02   90.995255             1.0   \n",
       "23   0a17afce-5106-d70b-3b08-0ea78858d648   92.105260             1.0   \n",
       "393  968c3958-203c-c1f0-8793-e9741b10be85   93.621864             1.0   \n",
       "543  d6e1ac10-366e-e91e-419a-1b82e1db0686   92.098090             1.0   \n",
       "292  728b8028-f3d1-948c-b9b9-8ba77f6e0374   88.602150             1.0   \n",
       "424  a4f9fecf-4c46-2879-12f1-595ac9c0ba57   83.076930             1.0   \n",
       "294  7364986c-0794-997e-f8b4-b7237c8265c6   87.623764             1.0   \n",
       "176  3b85161d-0d6f-1e86-e92b-e4df59bb1dbc   87.500000             1.0   \n",
       "309  786efe83-8bf8-77e9-81e8-960c0947d407   92.694060             1.0   \n",
       "22   09de09c4-ccc1-abef-b621-2e0878ba05c9   86.842110             1.0   \n",
       "505  c920b902-27c7-cad1-70e3-7d1d7fa04ac9   91.448940             1.0   \n",
       "369  90694f87-8273-e6c0-fbbb-498a712e95aa   92.488266             1.0   \n",
       "618  f4a273c4-aa3d-e821-fd6b-58b2c172058e   93.954660             1.0   \n",
       "502  c8336779-15ac-03b9-788e-b3741637efed   90.772540             1.0   \n",
       "30   0c121b16-6cfd-c6f8-0e78-1fd5da7029db   89.444440             1.0   \n",
       "153  3556a636-546e-6fc6-7484-32164737c71b   86.274510             1.0   \n",
       "343  856314d8-bb43-0cbd-9a3f-b50256b6fc64   92.195120             1.0   \n",
       "401  99e4a3cf-be9e-5ddd-4748-59e64c2d8e92   93.078760             1.0   \n",
       "636  fc23a06e-6b21-7aef-75f0-394ee6eb874c   93.067230             1.0   \n",
       "126  2c0fafd1-6e66-ccc3-8074-f85dee67058d   92.643680             1.0   \n",
       "139  301587ed-c59e-ecd4-4df7-c6af56bc5585   95.045050             1.0   \n",
       "648  ffc8fb72-cce7-6b20-f373-b90d9d6dd850   88.666664             1.0   \n",
       "42   0f14e8ff-5ad2-0906-85d8-cc4a6a7172b9   91.250000             1.0   \n",
       "421  a33f295b-642a-97b0-d3f2-6457b8a53eb1   92.561980             1.0   \n",
       "195  457f46b3-4532-cc5e-3239-108d824f6e51   92.350746             1.0   \n",
       "52   113e78b5-51ad-5b43-9c1c-2491da7ba0d6   89.438200             1.0   \n",
       "\n",
       "    sleep_time_offset            sleep_end_time  quality  \\\n",
       "375          UTC+0300 2017-02-27 05:30:00+02:00  50004.0   \n",
       "273          UTC+0300 2017-02-28 05:30:00+02:00  50003.0   \n",
       "72           UTC+0300 2017-03-01 05:30:00+02:00  50003.0   \n",
       "280          UTC+0300 2017-03-02 05:30:00+02:00  50004.0   \n",
       "522          UTC+0300 2017-03-03 05:30:00+02:00  50004.0   \n",
       "37           UTC+0300 2017-03-04 08:20:00+02:00  50005.0   \n",
       "46           UTC+0300 2017-03-05 08:30:00+02:00  50005.0   \n",
       "39           UTC+0300 2017-03-06 05:30:00+02:00  50003.0   \n",
       "68           UTC+0300 2017-03-07 05:40:00+02:00  50003.0   \n",
       "299          UTC+0300 2017-03-08 05:30:00+02:00  50002.0   \n",
       "138          UTC+0630 2017-03-09 07:30:00+02:00  50002.0   \n",
       "432          UTC+0630 2017-03-11 05:00:00+02:00  50002.0   \n",
       "430          UTC+0300 2017-03-19 05:10:00+02:00  50003.0   \n",
       "102          UTC+0300 2017-03-20 05:40:00+02:00  50004.0   \n",
       "80           UTC+0300 2017-03-21 05:30:00+02:00  50004.0   \n",
       "504          UTC+0300 2017-03-22 05:40:00+02:00  50004.0   \n",
       "492          UTC+0300 2017-03-23 05:40:00+02:00  50003.0   \n",
       "361          UTC+0300 2017-03-24 05:20:00+02:00  50004.0   \n",
       "572          UTC+0300 2017-03-25 08:20:00+02:00  50003.0   \n",
       "314          UTC+0300 2017-03-26 07:50:00+03:00  50003.0   \n",
       "7            UTC+0400 2017-03-27 06:00:00+03:00  50003.0   \n",
       "164          UTC+0400 2017-03-28 05:40:00+03:00  50003.0   \n",
       "111          UTC+0400 2017-03-29 05:40:00+03:00  50004.0   \n",
       "630          UTC+0400 2017-03-30 05:40:00+03:00  50004.0   \n",
       "303          UTC+0400 2017-03-31 05:40:00+03:00  50004.0   \n",
       "376          UTC+0400 2017-04-01 08:30:00+03:00  50004.0   \n",
       "125          UTC+0400 2017-04-02 08:10:00+03:00  50004.0   \n",
       "577          UTC+0400 2017-04-03 05:50:00+03:00  50003.0   \n",
       "290          UTC+0400 2017-04-04 05:40:00+03:00  50004.0   \n",
       "116          UTC+0400 2017-04-05 05:40:00+03:00  50003.0   \n",
       "..                ...                       ...      ...   \n",
       "106          UTC+0400 2018-08-10 06:29:00+03:00      NaN   \n",
       "185          UTC+0400 2018-08-11 07:40:00+03:00      NaN   \n",
       "83           UTC+0400 2018-08-12 08:28:00+03:00      NaN   \n",
       "552          UTC+0400 2018-08-13 06:26:00+03:00      NaN   \n",
       "399          UTC+0400 2018-08-14 06:08:00+03:00      NaN   \n",
       "23           UTC+0400 2018-08-15 05:42:00+03:00      NaN   \n",
       "393          UTC+0400 2018-08-16 06:04:00+03:00      NaN   \n",
       "543          UTC+0400 2018-08-17 06:09:00+03:00      NaN   \n",
       "292          UTC+0400 2018-08-19 08:33:00+03:00      NaN   \n",
       "424          UTC+0400 2018-08-19 16:04:00+03:00      NaN   \n",
       "294          UTC+0400 2018-08-20 01:16:00+03:00      NaN   \n",
       "176          UTC+0400 2018-08-20 02:05:00+03:00      NaN   \n",
       "309          UTC+0400 2018-08-20 06:00:00+03:00      NaN   \n",
       "22           UTC+0400 2018-08-20 15:20:00+03:00      NaN   \n",
       "505          UTC+0400 2018-08-21 05:44:00+03:00      NaN   \n",
       "369          UTC+0400 2018-08-22 05:54:00+03:00      NaN   \n",
       "618          UTC+0400 2018-08-23 05:30:00+03:00      NaN   \n",
       "502          UTC+0400 2018-08-24 06:00:00+03:00      NaN   \n",
       "30           UTC+0400 2018-08-25 07:54:00+03:00      NaN   \n",
       "153          UTC+0400 2018-08-26 06:25:00+03:00      NaN   \n",
       "343          UTC+0400 2018-08-27 06:03:00+03:00      NaN   \n",
       "401          UTC+0400 2018-08-28 06:08:00+03:00      NaN   \n",
       "636          UTC+0400 2018-08-29 06:02:00+03:00      NaN   \n",
       "126          UTC+0400 2018-08-30 06:03:00+03:00      NaN   \n",
       "139          UTC+0400 2018-08-31 03:24:00+03:00      NaN   \n",
       "648          UTC+0400 2018-08-31 06:05:00+03:00      NaN   \n",
       "42           UTC+0400 2018-09-01 02:41:00+03:00      NaN   \n",
       "421          UTC+0400 2018-09-01 07:00:00+03:00      NaN   \n",
       "195          UTC+0400 2018-09-02 07:31:00+03:00      NaN   \n",
       "52           UTC+0400 2018-09-03 05:54:00+03:00      NaN   \n",
       "\n",
       "             sleep_start_time  \\\n",
       "375 2017-02-26 23:00:00+02:00   \n",
       "273 2017-02-27 22:30:00+02:00   \n",
       "72  2017-02-28 23:30:00+02:00   \n",
       "280 2017-03-01 22:30:00+02:00   \n",
       "522 2017-03-02 22:30:00+02:00   \n",
       "37  2017-03-03 23:00:00+02:00   \n",
       "46  2017-03-05 00:00:00+02:00   \n",
       "39  2017-03-05 22:30:00+02:00   \n",
       "68  2017-03-06 22:30:00+02:00   \n",
       "299 2017-03-07 22:30:00+02:00   \n",
       "138 2017-03-09 01:00:00+02:00   \n",
       "432 2017-03-10 23:00:00+02:00   \n",
       "430 2017-03-18 22:00:00+02:00   \n",
       "102 2017-03-19 21:40:00+02:00   \n",
       "80  2017-03-20 22:30:00+02:00   \n",
       "504 2017-03-21 21:40:00+02:00   \n",
       "492 2017-03-22 22:40:00+02:00   \n",
       "361 2017-03-23 21:40:00+02:00   \n",
       "572 2017-03-25 00:30:00+02:00   \n",
       "314 2017-03-26 00:00:00+02:00   \n",
       "7   2017-03-26 22:30:00+03:00   \n",
       "164 2017-03-27 23:30:00+03:00   \n",
       "111 2017-03-28 22:00:00+03:00   \n",
       "630 2017-03-29 22:20:00+03:00   \n",
       "303 2017-03-30 21:50:00+03:00   \n",
       "376 2017-04-01 00:40:00+03:00   \n",
       "125 2017-04-01 23:00:00+03:00   \n",
       "577 2017-04-02 22:30:00+03:00   \n",
       "290 2017-04-03 21:30:00+03:00   \n",
       "116 2017-04-04 21:50:00+03:00   \n",
       "..                        ...   \n",
       "106 2018-08-09 22:25:00+03:00   \n",
       "185 2018-08-10 23:45:00+03:00   \n",
       "83  2018-08-12 02:09:00+03:00   \n",
       "552 2018-08-12 23:30:00+03:00   \n",
       "399 2018-08-13 23:07:00+03:00   \n",
       "23  2018-08-15 00:01:00+03:00   \n",
       "393 2018-08-15 22:46:00+03:00   \n",
       "543 2018-08-17 00:03:00+03:00   \n",
       "292 2018-08-19 00:49:00+03:00   \n",
       "424 2018-08-19 15:00:00+03:00   \n",
       "294 2018-08-19 21:55:00+03:00   \n",
       "176 2018-08-20 01:26:00+03:00   \n",
       "309 2018-08-20 02:22:00+03:00   \n",
       "22  2018-08-20 14:05:00+03:00   \n",
       "505 2018-08-20 22:44:00+03:00   \n",
       "369 2018-08-21 22:49:00+03:00   \n",
       "618 2018-08-22 22:54:00+03:00   \n",
       "502 2018-08-23 22:15:00+03:00   \n",
       "30  2018-08-24 22:55:00+03:00   \n",
       "153 2018-08-25 23:38:00+03:00   \n",
       "343 2018-08-26 23:02:00+03:00   \n",
       "401 2018-08-27 23:10:00+03:00   \n",
       "636 2018-08-28 22:07:00+03:00   \n",
       "126 2018-08-29 22:49:00+03:00   \n",
       "139 2018-08-30 23:43:00+03:00   \n",
       "648 2018-08-31 03:36:00+03:00   \n",
       "42  2018-09-01 00:02:00+03:00   \n",
       "421 2018-09-01 02:59:00+03:00   \n",
       "195 2018-09-01 22:35:00+03:00   \n",
       "52  2018-09-02 22:30:00+03:00   \n",
       "\n",
       "                                          sleep_status  \n",
       "375                                                NaN  \n",
       "273                                                NaN  \n",
       "72                                                 NaN  \n",
       "280                                                NaN  \n",
       "522                                                NaN  \n",
       "37                                                 NaN  \n",
       "46                                                 NaN  \n",
       "39                                                 NaN  \n",
       "68                                                 NaN  \n",
       "299                                                NaN  \n",
       "138                                                NaN  \n",
       "432                                                NaN  \n",
       "430                                                NaN  \n",
       "102                                                NaN  \n",
       "80                                                 NaN  \n",
       "504                                                NaN  \n",
       "492                                                NaN  \n",
       "361                                                NaN  \n",
       "572                                                NaN  \n",
       "314                                                NaN  \n",
       "7                                                  NaN  \n",
       "164                                                NaN  \n",
       "111                                                NaN  \n",
       "630                                                NaN  \n",
       "303                                                NaN  \n",
       "376                                                NaN  \n",
       "125                                                NaN  \n",
       "577                                                NaN  \n",
       "290                                                NaN  \n",
       "116                                                NaN  \n",
       "..                                                 ...  \n",
       "106  da172550-b2c0-ffe8-e840-be9d5273b45c.sleep_sta...  \n",
       "185  1ea3735c-fbe1-7c8d-d375-516afa75e17d.sleep_sta...  \n",
       "83   8bcfcc9b-d506-d606-6d28-3222bfd7d3c2.sleep_sta...  \n",
       "552  7488f8fa-4759-3fd4-b047-b2dabba25b0d.sleep_sta...  \n",
       "399  a5e85200-9d52-db1b-95dd-eba7eac3a443.sleep_sta...  \n",
       "23   07e28f50-6693-5768-afe5-932d8748a8d1.sleep_sta...  \n",
       "393  6c1fad3a-11bd-7c2c-31d4-de0eeb4a1f69.sleep_sta...  \n",
       "543  89757d8e-e9a3-9348-9601-72a6ebfb0f03.sleep_sta...  \n",
       "292  2191b727-8fb0-e380-b013-025dc4d04324.sleep_sta...  \n",
       "424  6e83acf4-d1a2-289b-751f-c7590fd03682.sleep_sta...  \n",
       "294  a9803673-2211-e498-e6c0-5d39c54d68a2.sleep_sta...  \n",
       "176  613db0d2-2932-7daf-8798-7aae251035b7.sleep_sta...  \n",
       "309  8b5dcc14-3d38-46b5-ca27-d84b63b105b3.sleep_sta...  \n",
       "22   80babbf2-b45b-e79f-62fc-91f69082dd34.sleep_sta...  \n",
       "505  d5ef129c-3b80-1247-55ed-17ad501f1231.sleep_sta...  \n",
       "369  908766ee-00de-d59a-85df-159bc4223f6a.sleep_sta...  \n",
       "618  2ba5ad9d-5301-31c4-6424-23fafe87554d.sleep_sta...  \n",
       "502  681a3ae0-5d9e-f2ed-3063-3d963dc99d70.sleep_sta...  \n",
       "30   3f9b74ab-0fc0-44d8-596a-8d71034a6e54.sleep_sta...  \n",
       "153  bbce094d-ac57-8583-38e5-bcd06cd27101.sleep_sta...  \n",
       "343  5cf222c4-e262-46fb-4104-07c8dc97dcb5.sleep_sta...  \n",
       "401  5d5c00cd-c5ca-f320-96ad-43230e980e7c.sleep_sta...  \n",
       "636  0ae53d6f-da2c-bd31-a3d8-5b5594327d1b.sleep_sta...  \n",
       "126  729d2d21-70ff-5c0d-6bb6-d8acceb3ae15.sleep_sta...  \n",
       "139  4a4d0c0d-ff13-0e42-44b0-7170a523f8be.sleep_sta...  \n",
       "648  73946724-5e16-76f3-477e-bc4fd3c7e514.sleep_sta...  \n",
       "42   0bcce5e8-b928-1c7c-c975-4b90099beffe.sleep_sta...  \n",
       "421  ebf73830-8335-e432-c7a4-82624d776f0f.sleep_sta...  \n",
       "195  9fee45df-e548-d6ff-b519-afa5000ef9c9.sleep_sta...  \n",
       "52   214b6bca-1d7b-f5ab-2fa2-cb08f3bc998e.sleep_sta...  \n",
       "\n",
       "[649 rows x 8 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd_sleep_data.sort_values(ascending=True, by=[\"sleep_start_time\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "sleep_json_dir = json_path + sleep_data_file_prefix + \"/\"\n",
    "\n",
    "pd_sleep_data[\"sleep_status\"] = pd_sleep_data[\"sleep_status\"].fillna(\"None\")\n",
    "\n",
    "sleep_stat_dur = []\n",
    "for item, row in pd_sleep_data.iterrows():\n",
    "    json_file = row[\"sleep_status\"]\n",
    "    stuff = None\n",
    "\n",
    "    if (json_file != \"None\"):\n",
    "        json_abs_file = sleep_json_dir + json_file\n",
    "        \n",
    "        with open(json_abs_file) as f:\n",
    "            json_data = json.load(f)\n",
    "        \n",
    "        index = 0\n",
    "        json_data = sorted(json_data, key=lambda x: x[\"start_time\"])\n",
    "\n",
    "        while (index < len(json_data)):\n",
    "            json_item = json_data[index]\n",
    "            stat = json_item[\"status\"]\n",
    "            \n",
    "            if (index+1 < len(json_data)):\n",
    "                json_next_item = json_data[index+1]\n",
    "                dur = json_next_item[\"start_time\"] - json_item[\"start_time\"]\n",
    "            else:\n",
    "                dur = 0\n",
    "\n",
    "            found = False\n",
    "            if (stuff != None):\n",
    "                for subitem in stuff:\n",
    "                    if (stat == subitem[\"stat\"]):\n",
    "                        subitem[\"dur\"] += dur\n",
    "                        found = True\n",
    "                        break\n",
    "                        \n",
    "                if (not found):\n",
    "                    stuff.append({\"stat\": stat, \"dur\": dur})\n",
    "            else:\n",
    "                stuff = [{\"stat\": stat, \"dur\": dur}]\n",
    "            index += 1\n",
    "    sleep_stat_dur.append(stuff)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['stat_0',\n",
       " 'stat_10',\n",
       " 'stat_20',\n",
       " 'stat_30',\n",
       " 'stat_40',\n",
       " 'stat_50',\n",
       " 'stat_60',\n",
       " 'stat_70',\n",
       " 'stat_80',\n",
       " 'stat_90',\n",
       " 'stat_100']"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Col name list\n",
    "col_list = []\n",
    "for item in sleep_stat_dur:\n",
    "    if (item != None):\n",
    "        for subitem in item:\n",
    "            if subitem[\"stat\"] not in col_list: \n",
    "                col_list.append(subitem[\"stat\"])\n",
    "\n",
    "col_list = [(\"stat_\"+str(x)) for x in sorted(col_list)]\n",
    "col_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[None,\n",
       " [{'stat': 60, 'dur': 600000},\n",
       "  {'stat': 30, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 1200000},\n",
       "  {'stat': 90, 'dur': 1200000},\n",
       "  {'stat': 20, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 8400000},\n",
       "  {'stat': 90, 'dur': 3600000},\n",
       "  {'stat': 80, 'dur': 3000000},\n",
       "  {'stat': 40, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 2400000},\n",
       "  {'stat': 100, 'dur': 10200000},\n",
       "  {'stat': 90, 'dur': 5400000},\n",
       "  {'stat': 80, 'dur': 1200000},\n",
       "  {'stat': 50, 'dur': 0}],\n",
       " None,\n",
       " [{'stat': 60, 'dur': 600000},\n",
       "  {'stat': 90, 'dur': 6600000},\n",
       "  {'stat': 100, 'dur': 6600000},\n",
       "  {'stat': 80, 'dur': 3600000},\n",
       "  {'stat': 70, 'dur': 600000},\n",
       "  {'stat': 20, 'dur': 0}],\n",
       " [{'stat': 60, 'dur': 1200000},\n",
       "  {'stat': 90, 'dur': 5400000},\n",
       "  {'stat': 100, 'dur': 13200000},\n",
       "  {'stat': 70, 'dur': 3000000},\n",
       "  {'stat': 80, 'dur': 1200000},\n",
       "  {'stat': 50, 'dur': 0}],\n",
       " None,\n",
       " [{'stat': 60, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 18000000},\n",
       "  {'stat': 90, 'dur': 5400000},\n",
       "  {'stat': 80, 'dur': 1800000},\n",
       "  {'stat': 50, 'dur': 600000},\n",
       "  {'stat': 70, 'dur': 600000},\n",
       "  {'stat': 30, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 3000000},\n",
       "  {'stat': 100, 'dur': 15000000},\n",
       "  {'stat': 90, 'dur': 4800000},\n",
       "  {'stat': 80, 'dur': 2400000},\n",
       "  {'stat': 50, 'dur': 600000},\n",
       "  {'stat': 60, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 2400000},\n",
       "  {'stat': 100, 'dur': 9000000},\n",
       "  {'stat': 90, 'dur': 4200000},\n",
       "  {'stat': 80, 'dur': 1800000},\n",
       "  {'stat': 0, 'dur': 0}],\n",
       " None,\n",
       " [{'stat': 60, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 12000000},\n",
       "  {'stat': 90, 'dur': 9000000},\n",
       "  {'stat': 80, 'dur': 4200000},\n",
       "  {'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 40, 'dur': 0}],\n",
       " [{'stat': 60, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 4800000},\n",
       "  {'stat': 90, 'dur': 3000000},\n",
       "  {'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 80, 'dur': 1200000}],\n",
       " [{'stat': 70, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 3000000},\n",
       "  {'stat': 90, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 600000},\n",
       "  {'stat': 60, 'dur': 0}],\n",
       " [{'stat': 50, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 9600000},\n",
       "  {'stat': 90, 'dur': 5400000},\n",
       "  {'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 80, 'dur': 1200000}],\n",
       " None,\n",
       " [{'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 80, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 1200000},\n",
       "  {'stat': 90, 'dur': 600000},\n",
       "  {'stat': 40, 'dur': 0}],\n",
       " None,\n",
       " [{'stat': 50, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 2400000},\n",
       "  {'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 90, 'dur': 9000000},\n",
       "  {'stat': 100, 'dur': 6600000},\n",
       "  {'stat': 40, 'dur': 0}],\n",
       " [{'stat': 60, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 1800000},\n",
       "  {'stat': 90, 'dur': 1200000},\n",
       "  {'stat': 80, 'dur': 1200000}],\n",
       " [{'stat': 70, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 8400000},\n",
       "  {'stat': 90, 'dur': 6000000},\n",
       "  {'stat': 80, 'dur': 1800000},\n",
       "  {'stat': 40, 'dur': 600000},\n",
       "  {'stat': 60, 'dur': 0}],\n",
       " [{'stat': 60, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 1800000},\n",
       "  {'stat': 90, 'dur': 1200000},\n",
       "  {'stat': 40, 'dur': 0}],\n",
       " [{'stat': 60, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 12600000},\n",
       "  {'stat': 90, 'dur': 3600000},\n",
       "  {'stat': 80, 'dur': 2400000},\n",
       "  {'stat': 70, 'dur': 600000},\n",
       "  {'stat': 40, 'dur': 600000},\n",
       "  {'stat': 20, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 4800000},\n",
       "  {'stat': 90, 'dur': 600000},\n",
       "  {'stat': 20, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 1200000},\n",
       "  {'stat': 90, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 1800000},\n",
       "  {'stat': 10, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 2400000},\n",
       "  {'stat': 50, 'dur': 600000},\n",
       "  {'stat': 90, 'dur': 5400000},\n",
       "  {'stat': 100, 'dur': 11400000},\n",
       "  {'stat': 80, 'dur': 3000000},\n",
       "  {'stat': 60, 'dur': 600000}],\n",
       " [{'stat': 50, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 1200000},\n",
       "  {'stat': 40, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 100, 'dur': 4800000},\n",
       "  {'stat': 50, 'dur': 1200000},\n",
       "  {'stat': 80, 'dur': 1800000},\n",
       "  {'stat': 90, 'dur': 600000}],\n",
       " [{'stat': 60, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 11400000},\n",
       "  {'stat': 70, 'dur': 2400000},\n",
       "  {'stat': 80, 'dur': 3600000},\n",
       "  {'stat': 90, 'dur': 7800000}],\n",
       " [{'stat': 60, 'dur': 1800000},\n",
       "  {'stat': 80, 'dur': 3600000},\n",
       "  {'stat': 90, 'dur': 9600000},\n",
       "  {'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 14400000},\n",
       "  {'stat': 50, 'dur': 1200000}],\n",
       " [{'stat': 60, 'dur': 1200000},\n",
       "  {'stat': 90, 'dur': 6000000},\n",
       "  {'stat': 100, 'dur': 15000000},\n",
       "  {'stat': 80, 'dur': 2400000},\n",
       "  {'stat': 50, 'dur': 600000},\n",
       "  {'stat': 70, 'dur': 600000},\n",
       "  {'stat': 0, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 90, 'dur': 7200000},\n",
       "  {'stat': 100, 'dur': 13800000},\n",
       "  {'stat': 60, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 1200000}],\n",
       " [{'stat': 70, 'dur': 2400000},\n",
       "  {'stat': 100, 'dur': 15000000},\n",
       "  {'stat': 80, 'dur': 4800000},\n",
       "  {'stat': 90, 'dur': 8400000},\n",
       "  {'stat': 60, 'dur': 600000},\n",
       "  {'stat': 40, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 5400000},\n",
       "  {'stat': 90, 'dur': 4800000},\n",
       "  {'stat': 100, 'dur': 14400000},\n",
       "  {'stat': 40, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 3000000},\n",
       "  {'stat': 60, 'dur': 1200000},\n",
       "  {'stat': 50, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 100, 'dur': 12600000},\n",
       "  {'stat': 90, 'dur': 7800000},\n",
       "  {'stat': 60, 'dur': 1200000},\n",
       "  {'stat': 80, 'dur': 3000000},\n",
       "  {'stat': 40, 'dur': 600000},\n",
       "  {'stat': 50, 'dur': 1200000}],\n",
       " [{'stat': 70, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 6000000},\n",
       "  {'stat': 90, 'dur': 6600000},\n",
       "  {'stat': 80, 'dur': 1200000},\n",
       "  {'stat': 20, 'dur': 0}],\n",
       " None,\n",
       " [{'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 15000000},\n",
       "  {'stat': 90, 'dur': 4800000},\n",
       "  {'stat': 80, 'dur': 4200000}],\n",
       " None,\n",
       " None,\n",
       " [{'stat': 70, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 600000},\n",
       "  {'stat': 0, 'dur': 0}],\n",
       " [{'stat': 60, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 6600000},\n",
       "  {'stat': 80, 'dur': 1200000},\n",
       "  {'stat': 50, 'dur': 600000},\n",
       "  {'stat': 90, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 3600000},\n",
       "  {'stat': 90, 'dur': 5400000},\n",
       "  {'stat': 100, 'dur': 13800000},\n",
       "  {'stat': 80, 'dur': 1200000}],\n",
       " None,\n",
       " [{'stat': 60, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 7800000},\n",
       "  {'stat': 80, 'dur': 3000000},\n",
       "  {'stat': 90, 'dur': 6000000},\n",
       "  {'stat': 70, 'dur': 600000},\n",
       "  {'stat': 40, 'dur': 600000}],\n",
       " None,\n",
       " [{'stat': 70, 'dur': 3000000},\n",
       "  {'stat': 100, 'dur': 7200000},\n",
       "  {'stat': 90, 'dur': 9000000},\n",
       "  {'stat': 80, 'dur': 2400000},\n",
       "  {'stat': 60, 'dur': 1800000},\n",
       "  {'stat': 0, 'dur': 0}],\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " [{'stat': 60, 'dur': 600000},\n",
       "  {'stat': 90, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 2400000},\n",
       "  {'stat': 80, 'dur': 1200000},\n",
       "  {'stat': 70, 'dur': 600000}],\n",
       " [{'stat': 70, 'dur': 600000},\n",
       "  {'stat': 60, 'dur': 3000000},\n",
       "  {'stat': 80, 'dur': 3000000},\n",
       "  {'stat': 100, 'dur': 15000000},\n",
       "  {'stat': 90, 'dur': 4200000},\n",
       "  {'stat': 50, 'dur': 600000},\n",
       "  {'stat': 30, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 90, 'dur': 7200000},\n",
       "  {'stat': 100, 'dur': 9000000},\n",
       "  {'stat': 80, 'dur': 2400000},\n",
       "  {'stat': 60, 'dur': 1200000},\n",
       "  {'stat': 50, 'dur': 0}],\n",
       " [{'stat': 60, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 10800000},\n",
       "  {'stat': 80, 'dur': 4200000},\n",
       "  {'stat': 90, 'dur': 8400000},\n",
       "  {'stat': 70, 'dur': 2400000},\n",
       "  {'stat': 10, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 3000000},\n",
       "  {'stat': 90, 'dur': 10200000},\n",
       "  {'stat': 100, 'dur': 12600000},\n",
       "  {'stat': 80, 'dur': 2400000},\n",
       "  {'stat': 40, 'dur': 600000},\n",
       "  {'stat': 50, 'dur': 600000},\n",
       "  {'stat': 10, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 80, 'dur': 4800000},\n",
       "  {'stat': 50, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 12600000},\n",
       "  {'stat': 90, 'dur': 6600000},\n",
       "  {'stat': 60, 'dur': 600000},\n",
       "  {'stat': 40, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 100, 'dur': 13200000},\n",
       "  {'stat': 90, 'dur': 10800000},\n",
       "  {'stat': 80, 'dur': 3600000},\n",
       "  {'stat': 60, 'dur': 1200000}],\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " [{'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 100, 'dur': 10800000},\n",
       "  {'stat': 90, 'dur': 4800000},\n",
       "  {'stat': 80, 'dur': 2400000},\n",
       "  {'stat': 50, 'dur': 600000},\n",
       "  {'stat': 60, 'dur': 600000}],\n",
       " [{'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 16200000},\n",
       "  {'stat': 80, 'dur': 1200000},\n",
       "  {'stat': 90, 'dur': 4800000},\n",
       "  {'stat': 50, 'dur': 600000},\n",
       "  {'stat': 60, 'dur': 1200000}],\n",
       " [{'stat': 70, 'dur': 3000000},\n",
       "  {'stat': 90, 'dur': 7200000},\n",
       "  {'stat': 100, 'dur': 10200000},\n",
       "  {'stat': 60, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 1200000},\n",
       "  {'stat': 30, 'dur': 0}],\n",
       " [{'stat': 60, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 5400000},\n",
       "  {'stat': 100, 'dur': 10200000},\n",
       "  {'stat': 90, 'dur': 7800000},\n",
       "  {'stat': 40, 'dur': 600000},\n",
       "  {'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 20, 'dur': 600000},\n",
       "  {'stat': 10, 'dur': 0}],\n",
       " [{'stat': 60, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 11400000},\n",
       "  {'stat': 90, 'dur': 2400000},\n",
       "  {'stat': 80, 'dur': 1800000},\n",
       "  {'stat': 70, 'dur': 1200000}],\n",
       " [{'stat': 70, 'dur': 2400000},\n",
       "  {'stat': 80, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 13200000},\n",
       "  {'stat': 90, 'dur': 6600000},\n",
       "  {'stat': 60, 'dur': 600000},\n",
       "  {'stat': 40, 'dur': 0}],\n",
       " None,\n",
       " None,\n",
       " [{'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 100, 'dur': 13800000},\n",
       "  {'stat': 90, 'dur': 4200000},\n",
       "  {'stat': 80, 'dur': 3000000},\n",
       "  {'stat': 50, 'dur': 600000},\n",
       "  {'stat': 60, 'dur': 0}],\n",
       " [{'stat': 50, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 10200000},\n",
       "  {'stat': 90, 'dur': 7800000},\n",
       "  {'stat': 80, 'dur': 3000000},\n",
       "  {'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 60, 'dur': 1800000},\n",
       "  {'stat': 30, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 15600000},\n",
       "  {'stat': 90, 'dur': 9600000},\n",
       "  {'stat': 80, 'dur': 1800000},\n",
       "  {'stat': 50, 'dur': 600000}],\n",
       " None,\n",
       " [{'stat': 60, 'dur': 2400000},\n",
       "  {'stat': 100, 'dur': 10800000},\n",
       "  {'stat': 80, 'dur': 3000000},\n",
       "  {'stat': 90, 'dur': 5400000},\n",
       "  {'stat': 20, 'dur': 0}],\n",
       " [{'stat': 60, 'dur': 600000},\n",
       "  {'stat': 90, 'dur': 4800000},\n",
       "  {'stat': 100, 'dur': 9000000},\n",
       "  {'stat': 80, 'dur': 2400000},\n",
       "  {'stat': 70, 'dur': 600000}],\n",
       " [{'stat': 60, 'dur': 600000},\n",
       "  {'stat': 90, 'dur': 3000000},\n",
       "  {'stat': 100, 'dur': 1800000}],\n",
       " [{'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 80, 'dur': 4800000},\n",
       "  {'stat': 100, 'dur': 5400000},\n",
       "  {'stat': 90, 'dur': 2400000},\n",
       "  {'stat': 50, 'dur': 600000},\n",
       "  {'stat': 30, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 3600000},\n",
       "  {'stat': 100, 'dur': 10800000},\n",
       "  {'stat': 90, 'dur': 7800000},\n",
       "  {'stat': 60, 'dur': 600000},\n",
       "  {'stat': 50, 'dur': 600000}],\n",
       " [{'stat': 70, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 1200000},\n",
       "  {'stat': 10, 'dur': 0}],\n",
       " None,\n",
       " None,\n",
       " [{'stat': 60, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 15000000},\n",
       "  {'stat': 50, 'dur': 1200000},\n",
       "  {'stat': 90, 'dur': 5400000},\n",
       "  {'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 80, 'dur': 3000000},\n",
       "  {'stat': 40, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 3000000},\n",
       "  {'stat': 100, 'dur': 13800000},\n",
       "  {'stat': 90, 'dur': 8400000},\n",
       "  {'stat': 80, 'dur': 3000000},\n",
       "  {'stat': 50, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 80, 'dur': 2400000},\n",
       "  {'stat': 90, 'dur': 6600000},\n",
       "  {'stat': 100, 'dur': 11400000},\n",
       "  {'stat': 50, 'dur': 600000}],\n",
       " [{'stat': 70, 'dur': 2400000},\n",
       "  {'stat': 90, 'dur': 6000000},\n",
       "  {'stat': 100, 'dur': 7200000},\n",
       "  {'stat': 50, 'dur': 600000},\n",
       "  {'stat': 20, 'dur': 0}],\n",
       " [{'stat': 60, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 600000},\n",
       "  {'stat': 70, 'dur': 600000},\n",
       "  {'stat': 90, 'dur': 1200000},\n",
       "  {'stat': 10, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 2400000},\n",
       "  {'stat': 80, 'dur': 4800000},\n",
       "  {'stat': 100, 'dur': 12600000},\n",
       "  {'stat': 90, 'dur': 4200000},\n",
       "  {'stat': 60, 'dur': 600000},\n",
       "  {'stat': 20, 'dur': 0}],\n",
       " None,\n",
       " [{'stat': 60, 'dur': 1200000},\n",
       "  {'stat': 80, 'dur': 3000000},\n",
       "  {'stat': 100, 'dur': 13200000},\n",
       "  {'stat': 90, 'dur': 5400000},\n",
       "  {'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 50, 'dur': 600000}],\n",
       " [{'stat': 40, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 1200000},\n",
       "  {'stat': 90, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 1200000},\n",
       "  {'stat': 50, 'dur': 600000}],\n",
       " [{'stat': 40, 'dur': 600000},\n",
       "  {'stat': 60, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 4200000},\n",
       "  {'stat': 90, 'dur': 2400000},\n",
       "  {'stat': 70, 'dur': 0}],\n",
       " [{'stat': 60, 'dur': 600000},\n",
       "  {'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 1800000},\n",
       "  {'stat': 90, 'dur': 600000},\n",
       "  {'stat': 20, 'dur': 0}],\n",
       " [{'stat': 60, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 9000000},\n",
       "  {'stat': 90, 'dur': 7800000},\n",
       "  {'stat': 80, 'dur': 4200000},\n",
       "  {'stat': 70, 'dur': 1200000}],\n",
       " [{'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 1800000},\n",
       "  {'stat': 90, 'dur': 600000},\n",
       "  {'stat': 30, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 100, 'dur': 12600000},\n",
       "  {'stat': 90, 'dur': 6600000},\n",
       "  {'stat': 40, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 1800000},\n",
       "  {'stat': 30, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 2400000},\n",
       "  {'stat': 90, 'dur': 7200000},\n",
       "  {'stat': 100, 'dur': 11400000},\n",
       "  {'stat': 80, 'dur': 3600000},\n",
       "  {'stat': 60, 'dur': 1200000}],\n",
       " [{'stat': 60, 'dur': 1800000},\n",
       "  {'stat': 90, 'dur': 6600000},\n",
       "  {'stat': 100, 'dur': 7800000},\n",
       "  {'stat': 80, 'dur': 1200000},\n",
       "  {'stat': 10, 'dur': 600000},\n",
       "  {'stat': 70, 'dur': 1200000}],\n",
       " [{'stat': 40, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 2400000},\n",
       "  {'stat': 90, 'dur': 4200000},\n",
       "  {'stat': 60, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 5400000},\n",
       "  {'stat': 70, 'dur': 600000},\n",
       "  {'stat': 50, 'dur': 1200000}],\n",
       " [{'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 19200000},\n",
       "  {'stat': 90, 'dur': 7800000},\n",
       "  {'stat': 80, 'dur': 1200000},\n",
       "  {'stat': 50, 'dur': 600000}],\n",
       " None,\n",
       " [{'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 90, 'dur': 8400000},\n",
       "  {'stat': 100, 'dur': 11400000},\n",
       "  {'stat': 80, 'dur': 1800000},\n",
       "  {'stat': 10, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 600000},\n",
       "  {'stat': 90, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 1200000},\n",
       "  {'stat': 20, 'dur': 0}],\n",
       " None,\n",
       " [{'stat': 70, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 4800000},\n",
       "  {'stat': 80, 'dur': 600000},\n",
       "  {'stat': 90, 'dur': 600000},\n",
       "  {'stat': 60, 'dur': 600000},\n",
       "  {'stat': 20, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 600000},\n",
       "  {'stat': 90, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 3000000},\n",
       "  {'stat': 40, 'dur': 600000}],\n",
       " [{'stat': 60, 'dur': 600000},\n",
       "  {'stat': 90, 'dur': 1200000},\n",
       "  {'stat': 80, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 1800000},\n",
       "  {'stat': 70, 'dur': 0}],\n",
       " [{'stat': 50, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 20400000},\n",
       "  {'stat': 90, 'dur': 4200000},\n",
       "  {'stat': 80, 'dur': 1800000},\n",
       "  {'stat': 40, 'dur': 600000},\n",
       "  {'stat': 70, 'dur': 600000}],\n",
       " None,\n",
       " [{'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 22200000},\n",
       "  {'stat': 90, 'dur': 7200000},\n",
       "  {'stat': 80, 'dur': 4200000},\n",
       "  {'stat': 10, 'dur': 0}],\n",
       " None,\n",
       " [{'stat': 70, 'dur': 2400000},\n",
       "  {'stat': 100, 'dur': 10800000},\n",
       "  {'stat': 90, 'dur': 9600000},\n",
       "  {'stat': 80, 'dur': 1200000},\n",
       "  {'stat': 60, 'dur': 600000},\n",
       "  {'stat': 50, 'dur': 600000},\n",
       "  {'stat': 40, 'dur': 0}],\n",
       " None,\n",
       " [{'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 100, 'dur': 7800000},\n",
       "  {'stat': 80, 'dur': 3600000},\n",
       "  {'stat': 90, 'dur': 5400000}],\n",
       " [{'stat': 70, 'dur': 600000},\n",
       "  {'stat': 40, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 1200000},\n",
       "  {'stat': 90, 'dur': 2400000},\n",
       "  {'stat': 100, 'dur': 4800000},\n",
       "  {'stat': 50, 'dur': 600000}],\n",
       " [{'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 90, 'dur': 7200000},\n",
       "  {'stat': 100, 'dur': 12600000},\n",
       "  {'stat': 80, 'dur': 3000000},\n",
       "  {'stat': 30, 'dur': 0}],\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " [{'stat': 70, 'dur': 3600000},\n",
       "  {'stat': 100, 'dur': 12000000},\n",
       "  {'stat': 90, 'dur': 6600000},\n",
       "  {'stat': 80, 'dur': 3000000},\n",
       "  {'stat': 40, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 600000},\n",
       "  {'stat': 90, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 600000},\n",
       "  {'stat': 50, 'dur': 0}],\n",
       " None,\n",
       " [{'stat': 50, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 3000000},\n",
       "  {'stat': 70, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 600000},\n",
       "  {'stat': 90, 'dur': 600000},\n",
       "  {'stat': 20, 'dur': 0}],\n",
       " [{'stat': 60, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 5400000},\n",
       "  {'stat': 90, 'dur': 3000000},\n",
       "  {'stat': 70, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 1200000},\n",
       "  {'stat': 20, 'dur': 0}],\n",
       " None,\n",
       " [{'stat': 70, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 12600000},\n",
       "  {'stat': 90, 'dur': 8400000},\n",
       "  {'stat': 80, 'dur': 4200000},\n",
       "  {'stat': 60, 'dur': 600000},\n",
       "  {'stat': 30, 'dur': 0}],\n",
       " None,\n",
       " [{'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 100, 'dur': 15000000},\n",
       "  {'stat': 90, 'dur': 6600000},\n",
       "  {'stat': 80, 'dur': 1800000},\n",
       "  {'stat': 50, 'dur': 600000},\n",
       "  {'stat': 40, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 3600000},\n",
       "  {'stat': 100, 'dur': 8400000},\n",
       "  {'stat': 90, 'dur': 3600000},\n",
       "  {'stat': 80, 'dur': 3600000},\n",
       "  {'stat': 60, 'dur': 600000},\n",
       "  {'stat': 30, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 90, 'dur': 6600000},\n",
       "  {'stat': 100, 'dur': 10200000},\n",
       "  {'stat': 80, 'dur': 1200000},\n",
       "  {'stat': 60, 'dur': 600000}],\n",
       " [{'stat': 50, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 1200000},\n",
       "  {'stat': 80, 'dur': 600000},\n",
       "  {'stat': 70, 'dur': 600000},\n",
       "  {'stat': 40, 'dur': 0}],\n",
       " None,\n",
       " [{'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 4200000},\n",
       "  {'stat': 90, 'dur': 600000}],\n",
       " None,\n",
       " [{'stat': 60, 'dur': 600000},\n",
       "  {'stat': 90, 'dur': 7200000},\n",
       "  {'stat': 100, 'dur': 6600000},\n",
       "  {'stat': 80, 'dur': 1800000},\n",
       "  {'stat': 70, 'dur': 1800000}],\n",
       " [{'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 10800000},\n",
       "  {'stat': 90, 'dur': 5400000},\n",
       "  {'stat': 80, 'dur': 4200000},\n",
       "  {'stat': 10, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 600000},\n",
       "  {'stat': 90, 'dur': 5400000},\n",
       "  {'stat': 100, 'dur': 12600000},\n",
       "  {'stat': 80, 'dur': 600000},\n",
       "  {'stat': 60, 'dur': 600000}],\n",
       " [{'stat': 60, 'dur': 1200000},\n",
       "  {'stat': 80, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 600000},\n",
       "  {'stat': 70, 'dur': 600000}],\n",
       " [{'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 30, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 13200000},\n",
       "  {'stat': 50, 'dur': 1200000},\n",
       "  {'stat': 80, 'dur': 4800000},\n",
       "  {'stat': 90, 'dur': 7800000}],\n",
       " None,\n",
       " [{'stat': 70, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 8400000},\n",
       "  {'stat': 90, 'dur': 3600000},\n",
       "  {'stat': 80, 'dur': 600000},\n",
       "  {'stat': 20, 'dur': 0}],\n",
       " None,\n",
       " [{'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 90, 'dur': 4200000},\n",
       "  {'stat': 100, 'dur': 9000000},\n",
       "  {'stat': 60, 'dur': 600000},\n",
       "  {'stat': 50, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 1200000},\n",
       "  {'stat': 0, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 4800000},\n",
       "  {'stat': 90, 'dur': 600000},\n",
       "  {'stat': 50, 'dur': 0}],\n",
       " None,\n",
       " [{'stat': 70, 'dur': 2400000},\n",
       "  {'stat': 50, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 6000000},\n",
       "  {'stat': 100, 'dur': 9000000},\n",
       "  {'stat': 90, 'dur': 7800000},\n",
       "  {'stat': 60, 'dur': 1200000}],\n",
       " [{'stat': 70, 'dur': 3600000},\n",
       "  {'stat': 100, 'dur': 11400000},\n",
       "  {'stat': 90, 'dur': 5400000},\n",
       "  {'stat': 50, 'dur': 1800000},\n",
       "  {'stat': 30, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 4200000},\n",
       "  {'stat': 60, 'dur': 1200000}],\n",
       " [{'stat': 60, 'dur': 600000},\n",
       "  {'stat': 90, 'dur': 600000},\n",
       "  {'stat': 70, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 1200000},\n",
       "  {'stat': 80, 'dur': 600000},\n",
       "  {'stat': 10, 'dur': 0}],\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " [{'stat': 70, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 8400000},\n",
       "  {'stat': 90, 'dur': 6600000},\n",
       "  {'stat': 80, 'dur': 2400000}],\n",
       " [{'stat': 70, 'dur': 3000000},\n",
       "  {'stat': 90, 'dur': 8400000},\n",
       "  {'stat': 100, 'dur': 9600000},\n",
       "  {'stat': 80, 'dur': 1800000},\n",
       "  {'stat': 60, 'dur': 600000}],\n",
       " [{'stat': 30, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 3000000},\n",
       "  {'stat': 90, 'dur': 3000000},\n",
       "  {'stat': 80, 'dur': 600000},\n",
       "  {'stat': 60, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 2400000},\n",
       "  {'stat': 60, 'dur': 2400000},\n",
       "  {'stat': 90, 'dur': 5400000},\n",
       "  {'stat': 50, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 9000000},\n",
       "  {'stat': 80, 'dur': 4200000}],\n",
       " [{'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 90, 'dur': 3600000},\n",
       "  {'stat': 100, 'dur': 15600000},\n",
       "  {'stat': 80, 'dur': 5400000},\n",
       "  {'stat': 60, 'dur': 1200000}],\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " [{'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 80, 'dur': 6000000},\n",
       "  {'stat': 50, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 13200000},\n",
       "  {'stat': 60, 'dur': 1200000},\n",
       "  {'stat': 90, 'dur': 7200000},\n",
       "  {'stat': 0, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 600000},\n",
       "  {'stat': 90, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 600000},\n",
       "  {'stat': 30, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 3000000},\n",
       "  {'stat': 100, 'dur': 13800000},\n",
       "  {'stat': 80, 'dur': 3600000},\n",
       "  {'stat': 90, 'dur': 5400000},\n",
       "  {'stat': 40, 'dur': 600000},\n",
       "  {'stat': 30, 'dur': 600000},\n",
       "  {'stat': 60, 'dur': 600000},\n",
       "  {'stat': 50, 'dur': 0}],\n",
       " [{'stat': 50, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 1800000},\n",
       "  {'stat': 100, 'dur': 4200000},\n",
       "  {'stat': 90, 'dur': 2400000}],\n",
       " None,\n",
       " [{'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 80, 'dur': 3600000},\n",
       "  {'stat': 100, 'dur': 8400000},\n",
       "  {'stat': 90, 'dur': 6600000},\n",
       "  {'stat': 0, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 100, 'dur': 12000000},\n",
       "  {'stat': 90, 'dur': 3600000},\n",
       "  {'stat': 40, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 1200000},\n",
       "  {'stat': 10, 'dur': 0}],\n",
       " None,\n",
       " [{'stat': 60, 'dur': 600000},\n",
       "  {'stat': 90, 'dur': 1800000},\n",
       "  {'stat': 70, 'dur': 0}],\n",
       " None,\n",
       " [{'stat': 60, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 9000000},\n",
       "  {'stat': 90, 'dur': 4800000},\n",
       "  {'stat': 80, 'dur': 3600000},\n",
       "  {'stat': 50, 'dur': 600000},\n",
       "  {'stat': 70, 'dur': 2400000}],\n",
       " [{'stat': 60, 'dur': 600000}, {'stat': 90, 'dur': 600000}],\n",
       " None,\n",
       " [{'stat': 70, 'dur': 2400000},\n",
       "  {'stat': 90, 'dur': 6000000},\n",
       "  {'stat': 100, 'dur': 15600000},\n",
       "  {'stat': 80, 'dur': 1800000}],\n",
       " [{'stat': 70, 'dur': 6600000},\n",
       "  {'stat': 100, 'dur': 14400000},\n",
       "  {'stat': 80, 'dur': 3000000},\n",
       "  {'stat': 90, 'dur': 3600000},\n",
       "  {'stat': 60, 'dur': 1800000},\n",
       "  {'stat': 50, 'dur': 600000},\n",
       "  {'stat': 30, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 15600000},\n",
       "  {'stat': 80, 'dur': 600000},\n",
       "  {'stat': 90, 'dur': 3600000},\n",
       "  {'stat': 10, 'dur': 0}],\n",
       " [{'stat': 60, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 1200000},\n",
       "  {'stat': 90, 'dur': 0}],\n",
       " [{'stat': 50, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 3000000},\n",
       "  {'stat': 100, 'dur': 4800000},\n",
       "  {'stat': 70, 'dur': 600000},\n",
       "  {'stat': 90, 'dur': 1800000}],\n",
       " [{'stat': 60, 'dur': 1800000},\n",
       "  {'stat': 80, 'dur': 7200000},\n",
       "  {'stat': 70, 'dur': 2400000},\n",
       "  {'stat': 90, 'dur': 7200000},\n",
       "  {'stat': 40, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 13200000},\n",
       "  {'stat': 50, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 9600000},\n",
       "  {'stat': 90, 'dur': 5400000},\n",
       "  {'stat': 60, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 3000000}],\n",
       " [{'stat': 70, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 2400000},\n",
       "  {'stat': 80, 'dur': 1200000},\n",
       "  {'stat': 90, 'dur': 1800000},\n",
       "  {'stat': 10, 'dur': 0}],\n",
       " [{'stat': 60, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 14400000},\n",
       "  {'stat': 90, 'dur': 5400000},\n",
       "  {'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 80, 'dur': 3600000},\n",
       "  {'stat': 30, 'dur': 0}],\n",
       " None,\n",
       " [{'stat': 70, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 10200000},\n",
       "  {'stat': 90, 'dur': 7200000},\n",
       "  {'stat': 80, 'dur': 2400000},\n",
       "  {'stat': 60, 'dur': 600000},\n",
       "  {'stat': 50, 'dur': 600000}],\n",
       " [{'stat': 70, 'dur': 600000},\n",
       "  {'stat': 90, 'dur': 600000},\n",
       "  {'stat': 50, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 60, 'dur': 1800000},\n",
       "  {'stat': 90, 'dur': 7200000},\n",
       "  {'stat': 100, 'dur': 13200000},\n",
       "  {'stat': 80, 'dur': 4200000}],\n",
       " [{'stat': 70, 'dur': 4200000},\n",
       "  {'stat': 100, 'dur': 12600000},\n",
       "  {'stat': 90, 'dur': 8400000},\n",
       "  {'stat': 80, 'dur': 3000000},\n",
       "  {'stat': 50, 'dur': 0}],\n",
       " None,\n",
       " [{'stat': 60, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 5400000},\n",
       "  {'stat': 90, 'dur': 4800000},\n",
       "  {'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 80, 'dur': 600000},\n",
       "  {'stat': 30, 'dur': 0}],\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " [{'stat': 60, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 3000000},\n",
       "  {'stat': 90, 'dur': 2400000},\n",
       "  {'stat': 80, 'dur': 1200000},\n",
       "  {'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 30, 'dur': 0}],\n",
       " None,\n",
       " [{'stat': 60, 'dur': 1200000},\n",
       "  {'stat': 90, 'dur': 7200000},\n",
       "  {'stat': 80, 'dur': 3600000},\n",
       "  {'stat': 100, 'dur': 18000000},\n",
       "  {'stat': 70, 'dur': 1800000}],\n",
       " [{'stat': 60, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 4800000},\n",
       "  {'stat': 90, 'dur': 600000},\n",
       "  {'stat': 40, 'dur': 0}],\n",
       " [{'stat': 50, 'dur': 600000}, {'stat': 90, 'dur': 1200000}],\n",
       " [{'stat': 60, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 15600000},\n",
       "  {'stat': 90, 'dur': 7200000},\n",
       "  {'stat': 80, 'dur': 1800000},\n",
       "  {'stat': 70, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 3600000},\n",
       "  {'stat': 90, 'dur': 10800000},\n",
       "  {'stat': 100, 'dur': 7800000},\n",
       "  {'stat': 80, 'dur': 4200000},\n",
       "  {'stat': 60, 'dur': 1200000},\n",
       "  {'stat': 20, 'dur': 0}],\n",
       " None,\n",
       " [{'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 90, 'dur': 6600000},\n",
       "  {'stat': 100, 'dur': 9600000},\n",
       "  {'stat': 80, 'dur': 2400000},\n",
       "  {'stat': 60, 'dur': 1800000},\n",
       "  {'stat': 20, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 15000000},\n",
       "  {'stat': 90, 'dur': 5400000},\n",
       "  {'stat': 50, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 1800000}],\n",
       " [{'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 100, 'dur': 3000000},\n",
       "  {'stat': 90, 'dur': 3600000},\n",
       "  {'stat': 80, 'dur': 600000},\n",
       "  {'stat': 60, 'dur': 600000},\n",
       "  {'stat': 10, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 3000000},\n",
       "  {'stat': 100, 'dur': 12000000},\n",
       "  {'stat': 80, 'dur': 6600000},\n",
       "  {'stat': 90, 'dur': 10800000},\n",
       "  {'stat': 40, 'dur': 0}],\n",
       " None,\n",
       " [{'stat': 70, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 20400000},\n",
       "  {'stat': 50, 'dur': 600000},\n",
       "  {'stat': 60, 'dur': 1200000},\n",
       "  {'stat': 80, 'dur': 1800000},\n",
       "  {'stat': 90, 'dur': 3000000},\n",
       "  {'stat': 20, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 7800000},\n",
       "  {'stat': 90, 'dur': 1800000},\n",
       "  {'stat': 80, 'dur': 600000},\n",
       "  {'stat': 10, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 100, 'dur': 8400000},\n",
       "  {'stat': 90, 'dur': 6600000},\n",
       "  {'stat': 50, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 1800000},\n",
       "  {'stat': 20, 'dur': 0}],\n",
       " None,\n",
       " None,\n",
       " [{'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 60, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 9600000},\n",
       "  {'stat': 90, 'dur': 6600000},\n",
       "  {'stat': 80, 'dur': 4800000}],\n",
       " [{'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 90, 'dur': 6600000},\n",
       "  {'stat': 100, 'dur': 12000000},\n",
       "  {'stat': 80, 'dur': 1200000}],\n",
       " [{'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 9000000},\n",
       "  {'stat': 90, 'dur': 4200000},\n",
       "  {'stat': 60, 'dur': 600000},\n",
       "  {'stat': 40, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 1200000}],\n",
       " None,\n",
       " None,\n",
       " [{'stat': 70, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 13800000},\n",
       "  {'stat': 90, 'dur': 10800000},\n",
       "  {'stat': 80, 'dur': 3000000},\n",
       "  {'stat': 60, 'dur': 600000}],\n",
       " [{'stat': 70, 'dur': 4200000},\n",
       "  {'stat': 80, 'dur': 4200000},\n",
       "  {'stat': 100, 'dur': 10800000},\n",
       "  {'stat': 90, 'dur': 7200000},\n",
       "  {'stat': 20, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 12600000},\n",
       "  {'stat': 80, 'dur': 3600000},\n",
       "  {'stat': 90, 'dur': 6600000},\n",
       "  {'stat': 60, 'dur': 1200000},\n",
       "  {'stat': 20, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 80, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 10200000},\n",
       "  {'stat': 90, 'dur': 2400000},\n",
       "  {'stat': 60, 'dur': 600000},\n",
       "  {'stat': 40, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 60, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 7800000},\n",
       "  {'stat': 90, 'dur': 10200000},\n",
       "  {'stat': 80, 'dur': 1800000},\n",
       "  {'stat': 40, 'dur': 600000}],\n",
       " [{'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 80, 'dur': 2400000},\n",
       "  {'stat': 100, 'dur': 16200000},\n",
       "  {'stat': 90, 'dur': 6000000},\n",
       "  {'stat': 60, 'dur': 600000},\n",
       "  {'stat': 50, 'dur': 600000}],\n",
       " [{'stat': 70, 'dur': 600000},\n",
       "  {'stat': 90, 'dur': 600000},\n",
       "  {'stat': 10, 'dur': 0}],\n",
       " None,\n",
       " [{'stat': 60, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 12000000},\n",
       "  {'stat': 90, 'dur': 7800000},\n",
       "  {'stat': 80, 'dur': 4800000},\n",
       "  {'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 20, 'dur': 0}],\n",
       " [{'stat': 60, 'dur': 600000}, {'stat': 90, 'dur': 600000}],\n",
       " [{'stat': 70, 'dur': 3000000},\n",
       "  {'stat': 90, 'dur': 6000000},\n",
       "  {'stat': 100, 'dur': 12600000},\n",
       "  {'stat': 80, 'dur': 3000000},\n",
       "  {'stat': 40, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 2400000},\n",
       "  {'stat': 100, 'dur': 6000000},\n",
       "  {'stat': 50, 'dur': 600000},\n",
       "  {'stat': 90, 'dur': 8400000},\n",
       "  {'stat': 60, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 1200000},\n",
       "  {'stat': 30, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 600000},\n",
       "  {'stat': 20, 'dur': 0}],\n",
       " None,\n",
       " [{'stat': 70, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 2400000},\n",
       "  {'stat': 90, 'dur': 4800000},\n",
       "  {'stat': 100, 'dur': 11400000},\n",
       "  {'stat': 30, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 90, 'dur': 7800000},\n",
       "  {'stat': 100, 'dur': 13800000},\n",
       "  {'stat': 80, 'dur': 1200000},\n",
       "  {'stat': 40, 'dur': 600000},\n",
       "  {'stat': 60, 'dur': 600000},\n",
       "  {'stat': 50, 'dur': 600000}],\n",
       " [{'stat': 50, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 2400000},\n",
       "  {'stat': 90, 'dur': 600000},\n",
       "  {'stat': 60, 'dur': 600000},\n",
       "  {'stat': 30, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 12000000},\n",
       "  {'stat': 80, 'dur': 1800000},\n",
       "  {'stat': 90, 'dur': 6000000},\n",
       "  {'stat': 40, 'dur': 0}],\n",
       " None,\n",
       " [{'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 12600000},\n",
       "  {'stat': 50, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 2400000},\n",
       "  {'stat': 90, 'dur': 4200000},\n",
       "  {'stat': 0, 'dur': 0}],\n",
       " [{'stat': 60, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 600000},\n",
       "  {'stat': 70, 'dur': 0}],\n",
       " None,\n",
       " [{'stat': 60, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 15000000},\n",
       "  {'stat': 90, 'dur': 5400000},\n",
       "  {'stat': 80, 'dur': 3000000},\n",
       "  {'stat': 70, 'dur': 600000},\n",
       "  {'stat': 50, 'dur': 600000},\n",
       "  {'stat': 30, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 600000},\n",
       "  {'stat': 90, 'dur': 1800000},\n",
       "  {'stat': 100, 'dur': 1800000},\n",
       "  {'stat': 80, 'dur': 0}],\n",
       " None,\n",
       " None,\n",
       " [{'stat': 60, 'dur': 600000},\n",
       "  {'stat': 90, 'dur': 1200000},\n",
       "  {'stat': 50, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 3000000},\n",
       "  {'stat': 90, 'dur': 7200000},\n",
       "  {'stat': 100, 'dur': 10800000},\n",
       "  {'stat': 80, 'dur': 4200000},\n",
       "  {'stat': 60, 'dur': 600000},\n",
       "  {'stat': 40, 'dur': 0}],\n",
       " [{'stat': 50, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 600000},\n",
       "  {'stat': 90, 'dur': 1200000},\n",
       "  {'stat': 60, 'dur': 600000},\n",
       "  {'stat': 10, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 80, 'dur': 2400000},\n",
       "  {'stat': 40, 'dur': 1200000},\n",
       "  {'stat': 30, 'dur': 600000},\n",
       "  {'stat': 90, 'dur': 3000000},\n",
       "  {'stat': 100, 'dur': 16200000},\n",
       "  {'stat': 60, 'dur': 600000}],\n",
       " [{'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 80, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 3000000},\n",
       "  {'stat': 90, 'dur': 4800000},\n",
       "  {'stat': 10, 'dur': 0}],\n",
       " None,\n",
       " [{'stat': 70, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 1800000},\n",
       "  {'stat': 90, 'dur': 1200000},\n",
       "  {'stat': 40, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 100, 'dur': 4800000},\n",
       "  {'stat': 90, 'dur': 3600000},\n",
       "  {'stat': 80, 'dur': 2400000},\n",
       "  {'stat': 0, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 90, 'dur': 6600000},\n",
       "  {'stat': 100, 'dur': 15600000},\n",
       "  {'stat': 80, 'dur': 7800000},\n",
       "  {'stat': 40, 'dur': 600000},\n",
       "  {'stat': 60, 'dur': 600000}],\n",
       " None,\n",
       " [{'stat': 60, 'dur': 600000}, {'stat': 100, 'dur': 0}],\n",
       " [{'stat': 60, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 9600000},\n",
       "  {'stat': 80, 'dur': 2400000},\n",
       "  {'stat': 90, 'dur': 1800000},\n",
       "  {'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 20, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 3000000},\n",
       "  {'stat': 90, 'dur': 5400000},\n",
       "  {'stat': 100, 'dur': 9600000},\n",
       "  {'stat': 80, 'dur': 3000000},\n",
       "  {'stat': 50, 'dur': 600000},\n",
       "  {'stat': 60, 'dur': 600000}],\n",
       " [{'stat': 60, 'dur': 1200000},\n",
       "  {'stat': 80, 'dur': 1200000},\n",
       "  {'stat': 90, 'dur': 2400000},\n",
       "  {'stat': 100, 'dur': 2400000},\n",
       "  {'stat': 70, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 2400000},\n",
       "  {'stat': 100, 'dur': 8400000},\n",
       "  {'stat': 50, 'dur': 1200000},\n",
       "  {'stat': 90, 'dur': 6600000},\n",
       "  {'stat': 80, 'dur': 1200000},\n",
       "  {'stat': 40, 'dur': 600000},\n",
       "  {'stat': 10, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 9600000},\n",
       "  {'stat': 90, 'dur': 3000000},\n",
       "  {'stat': 80, 'dur': 2400000},\n",
       "  {'stat': 40, 'dur': 600000}],\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " [{'stat': 30, 'dur': 600000},\n",
       "  {'stat': 90, 'dur': 6600000},\n",
       "  {'stat': 100, 'dur': 17400000},\n",
       "  {'stat': 80, 'dur': 2400000},\n",
       "  {'stat': 50, 'dur': 600000},\n",
       "  {'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 40, 'dur': 0}],\n",
       " [{'stat': 60, 'dur': 600000},\n",
       "  {'stat': 90, 'dur': 3000000},\n",
       "  {'stat': 100, 'dur': 7800000},\n",
       "  {'stat': 50, 'dur': 600000},\n",
       "  {'stat': 40, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 600000},\n",
       "  {'stat': 70, 'dur': 600000}],\n",
       " [{'stat': 70, 'dur': 3600000},\n",
       "  {'stat': 100, 'dur': 16200000},\n",
       "  {'stat': 90, 'dur': 3000000},\n",
       "  {'stat': 60, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 4200000}],\n",
       " [{'stat': 60, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 9000000},\n",
       "  {'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 90, 'dur': 5400000},\n",
       "  {'stat': 80, 'dur': 2400000}],\n",
       " [{'stat': 70, 'dur': 2400000},\n",
       "  {'stat': 100, 'dur': 13800000},\n",
       "  {'stat': 80, 'dur': 3600000},\n",
       "  {'stat': 90, 'dur': 4200000},\n",
       "  {'stat': 60, 'dur': 600000},\n",
       "  {'stat': 20, 'dur': 600000}],\n",
       " None,\n",
       " [{'stat': 70, 'dur': 3000000},\n",
       "  {'stat': 90, 'dur': 10200000},\n",
       "  {'stat': 80, 'dur': 2400000},\n",
       "  {'stat': 40, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 7800000},\n",
       "  {'stat': 60, 'dur': 2400000}],\n",
       " [{'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 100, 'dur': 6600000},\n",
       "  {'stat': 90, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 1200000},\n",
       "  {'stat': 30, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 14400000},\n",
       "  {'stat': 90, 'dur': 9600000},\n",
       "  {'stat': 80, 'dur': 1200000},\n",
       "  {'stat': 60, 'dur': 600000},\n",
       "  {'stat': 20, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 3000000},\n",
       "  {'stat': 100, 'dur': 13800000},\n",
       "  {'stat': 90, 'dur': 7200000},\n",
       "  {'stat': 80, 'dur': 3000000},\n",
       "  {'stat': 50, 'dur': 600000},\n",
       "  {'stat': 60, 'dur': 600000},\n",
       "  {'stat': 10, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 600000},\n",
       "  {'stat': 20, 'dur': 0}],\n",
       " [{'stat': 50, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 2400000},\n",
       "  {'stat': 60, 'dur': 600000},\n",
       "  {'stat': 90, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 600000},\n",
       "  {'stat': 70, 'dur': 600000},\n",
       "  {'stat': 10, 'dur': 0}],\n",
       " None,\n",
       " [{'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 10800000},\n",
       "  {'stat': 90, 'dur': 2400000},\n",
       "  {'stat': 80, 'dur': 600000},\n",
       "  {'stat': 50, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 18000000},\n",
       "  {'stat': 50, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 1200000},\n",
       "  {'stat': 90, 'dur': 7200000},\n",
       "  {'stat': 30, 'dur': 0}],\n",
       " None,\n",
       " [{'stat': 60, 'dur': 600000},\n",
       "  {'stat': 90, 'dur': 7200000},\n",
       "  {'stat': 100, 'dur': 7800000},\n",
       "  {'stat': 80, 'dur': 1800000},\n",
       "  {'stat': 20, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 100, 'dur': 4800000},\n",
       "  {'stat': 80, 'dur': 600000},\n",
       "  {'stat': 60, 'dur': 1200000},\n",
       "  {'stat': 90, 'dur': 2400000}],\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " [{'stat': 50, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 15000000},\n",
       "  {'stat': 90, 'dur': 6000000},\n",
       "  {'stat': 60, 'dur': 1800000},\n",
       "  {'stat': 80, 'dur': 1800000},\n",
       "  {'stat': 70, 'dur': 600000}],\n",
       " None,\n",
       " [{'stat': 60, 'dur': 600000},\n",
       "  {'stat': 90, 'dur': 6000000},\n",
       "  {'stat': 80, 'dur': 4200000},\n",
       "  {'stat': 100, 'dur': 16200000},\n",
       "  {'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 20, 'dur': 0}],\n",
       " None,\n",
       " [{'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 100, 'dur': 13200000},\n",
       "  {'stat': 90, 'dur': 6000000},\n",
       "  {'stat': 80, 'dur': 1800000},\n",
       "  {'stat': 30, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 9600000},\n",
       "  {'stat': 90, 'dur': 6600000},\n",
       "  {'stat': 80, 'dur': 6600000},\n",
       "  {'stat': 60, 'dur': 1200000},\n",
       "  {'stat': 10, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 80, 'dur': 1800000},\n",
       "  {'stat': 90, 'dur': 3600000},\n",
       "  {'stat': 100, 'dur': 4800000},\n",
       "  {'stat': 50, 'dur': 600000},\n",
       "  {'stat': 40, 'dur': 600000},\n",
       "  {'stat': 0, 'dur': 0}],\n",
       " None,\n",
       " [{'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 90, 'dur': 6000000},\n",
       "  {'stat': 80, 'dur': 2400000},\n",
       "  {'stat': 100, 'dur': 12600000}],\n",
       " [{'stat': 70, 'dur': 3600000},\n",
       "  {'stat': 100, 'dur': 13200000},\n",
       "  {'stat': 80, 'dur': 2400000},\n",
       "  {'stat': 90, 'dur': 6600000},\n",
       "  {'stat': 40, 'dur': 600000},\n",
       "  {'stat': 60, 'dur': 1200000},\n",
       "  {'stat': 30, 'dur': 0}],\n",
       " [{'stat': 60, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 12600000},\n",
       "  {'stat': 90, 'dur': 5400000},\n",
       "  {'stat': 80, 'dur': 2400000},\n",
       "  {'stat': 50, 'dur': 600000},\n",
       "  {'stat': 70, 'dur': 600000}],\n",
       " [{'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 90, 'dur': 3600000},\n",
       "  {'stat': 100, 'dur': 4800000},\n",
       "  {'stat': 40, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 1200000},\n",
       "  {'stat': 20, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 3000000},\n",
       "  {'stat': 90, 'dur': 7200000},\n",
       "  {'stat': 100, 'dur': 16200000},\n",
       "  {'stat': 80, 'dur': 4800000},\n",
       "  {'stat': 50, 'dur': 600000}],\n",
       " [{'stat': 60, 'dur': 1200000},\n",
       "  {'stat': 90, 'dur': 6600000},\n",
       "  {'stat': 100, 'dur': 12000000},\n",
       "  {'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 80, 'dur': 1800000}],\n",
       " [{'stat': 60, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 1200000},\n",
       "  {'stat': 80, 'dur': 1200000},\n",
       "  {'stat': 70, 'dur': 600000},\n",
       "  {'stat': 90, 'dur': 600000},\n",
       "  {'stat': 50, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 15000000},\n",
       "  {'stat': 90, 'dur': 7200000},\n",
       "  {'stat': 80, 'dur': 2400000},\n",
       "  {'stat': 50, 'dur': 600000}],\n",
       " None,\n",
       " [{'stat': 70, 'dur': 600000},\n",
       "  {'stat': 90, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 1800000},\n",
       "  {'stat': 50, 'dur': 0}],\n",
       " [{'stat': 60, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 8400000},\n",
       "  {'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 90, 'dur': 3600000},\n",
       "  {'stat': 80, 'dur': 1200000}],\n",
       " [{'stat': 60, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 11400000},\n",
       "  {'stat': 80, 'dur': 3000000},\n",
       "  {'stat': 90, 'dur': 4200000},\n",
       "  {'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 0, 'dur': 0}],\n",
       " None,\n",
       " [{'stat': 70, 'dur': 3000000},\n",
       "  {'stat': 100, 'dur': 17400000},\n",
       "  {'stat': 80, 'dur': 1200000},\n",
       "  {'stat': 90, 'dur': 4800000},\n",
       "  {'stat': 10, 'dur': 0}],\n",
       " None,\n",
       " [{'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 13200000},\n",
       "  {'stat': 90, 'dur': 9000000},\n",
       "  {'stat': 80, 'dur': 3000000},\n",
       "  {'stat': 60, 'dur': 0}],\n",
       " [{'stat': 60, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 19800000},\n",
       "  {'stat': 90, 'dur': 3600000},\n",
       "  {'stat': 80, 'dur': 1800000},\n",
       "  {'stat': 70, 'dur': 600000},\n",
       "  {'stat': 50, 'dur': 0}],\n",
       " [{'stat': 60, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 10200000},\n",
       "  {'stat': 90, 'dur': 3600000},\n",
       "  {'stat': 80, 'dur': 1800000},\n",
       "  {'stat': 70, 'dur': 600000},\n",
       "  {'stat': 20, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 6600000},\n",
       "  {'stat': 80, 'dur': 600000},\n",
       "  {'stat': 90, 'dur': 4200000}],\n",
       " [{'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 90, 'dur': 3600000},\n",
       "  {'stat': 100, 'dur': 10200000},\n",
       "  {'stat': 60, 'dur': 1800000},\n",
       "  {'stat': 80, 'dur': 1200000},\n",
       "  {'stat': 30, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 2400000},\n",
       "  {'stat': 100, 'dur': 10800000},\n",
       "  {'stat': 90, 'dur': 4800000},\n",
       "  {'stat': 80, 'dur': 1800000}],\n",
       " [{'stat': 70, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 1200000},\n",
       "  {'stat': 90, 'dur': 600000},\n",
       "  {'stat': 50, 'dur': 0}],\n",
       " [{'stat': 60, 'dur': 1800000},\n",
       "  {'stat': 100, 'dur': 12600000},\n",
       "  {'stat': 90, 'dur': 4800000},\n",
       "  {'stat': 80, 'dur': 3000000},\n",
       "  {'stat': 70, 'dur': 600000}],\n",
       " None,\n",
       " None,\n",
       " [{'stat': 70, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 1800000},\n",
       "  {'stat': 100, 'dur': 1800000},\n",
       "  {'stat': 90, 'dur': 3600000},\n",
       "  {'stat': 60, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 11400000},\n",
       "  {'stat': 90, 'dur': 4200000},\n",
       "  {'stat': 60, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 1200000}],\n",
       " [{'stat': 70, 'dur': 3000000},\n",
       "  {'stat': 100, 'dur': 13800000},\n",
       "  {'stat': 80, 'dur': 3000000},\n",
       "  {'stat': 50, 'dur': 1200000},\n",
       "  {'stat': 90, 'dur': 6600000},\n",
       "  {'stat': 60, 'dur': 1200000},\n",
       "  {'stat': 0, 'dur': 0}],\n",
       " [{'stat': 60, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 10800000},\n",
       "  {'stat': 90, 'dur': 1800000},\n",
       "  {'stat': 80, 'dur': 1200000}],\n",
       " [{'stat': 70, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 16200000},\n",
       "  {'stat': 80, 'dur': 1800000},\n",
       "  {'stat': 90, 'dur': 3000000},\n",
       "  {'stat': 60, 'dur': 600000},\n",
       "  {'stat': 30, 'dur': 600000}],\n",
       " [{'stat': 70, 'dur': 2400000},\n",
       "  {'stat': 100, 'dur': 18000000},\n",
       "  {'stat': 90, 'dur': 9600000},\n",
       "  {'stat': 40, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 3000000},\n",
       "  {'stat': 60, 'dur': 600000},\n",
       "  {'stat': 30, 'dur': 600000},\n",
       "  {'stat': 50, 'dur': 600000},\n",
       "  {'stat': 20, 'dur': 0}],\n",
       " [{'stat': 60, 'dur': 3000000},\n",
       "  {'stat': 100, 'dur': 10200000},\n",
       "  {'stat': 50, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 3000000},\n",
       "  {'stat': 90, 'dur': 8400000},\n",
       "  {'stat': 70, 'dur': 600000},\n",
       "  {'stat': 30, 'dur': 0}],\n",
       " None,\n",
       " [{'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 13200000},\n",
       "  {'stat': 90, 'dur': 7200000},\n",
       "  {'stat': 50, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 4200000},\n",
       "  {'stat': 20, 'dur': 0}],\n",
       " [{'stat': 60, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 1200000},\n",
       "  {'stat': 80, 'dur': 600000},\n",
       "  {'stat': 20, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 600000},\n",
       "  {'stat': 90, 'dur': 3600000},\n",
       "  {'stat': 80, 'dur': 600000}],\n",
       " [{'stat': 70, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 4200000},\n",
       "  {'stat': 90, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 3000000},\n",
       "  {'stat': 100, 'dur': 10200000},\n",
       "  {'stat': 90, 'dur': 4800000},\n",
       "  {'stat': 80, 'dur': 2400000},\n",
       "  {'stat': 50, 'dur': 1200000}],\n",
       " None,\n",
       " [{'stat': 70, 'dur': 2400000},\n",
       "  {'stat': 100, 'dur': 12600000},\n",
       "  {'stat': 60, 'dur': 1200000},\n",
       "  {'stat': 90, 'dur': 4200000},\n",
       "  {'stat': 80, 'dur': 1200000}],\n",
       " [{'stat': 70, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 12000000},\n",
       "  {'stat': 90, 'dur': 7800000},\n",
       "  {'stat': 30, 'dur': 600000},\n",
       "  {'stat': 60, 'dur': 1200000},\n",
       "  {'stat': 80, 'dur': 3600000},\n",
       "  {'stat': 40, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 11400000},\n",
       "  {'stat': 80, 'dur': 2400000},\n",
       "  {'stat': 60, 'dur': 1800000},\n",
       "  {'stat': 90, 'dur': 7200000},\n",
       "  {'stat': 20, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 100, 'dur': 12000000},\n",
       "  {'stat': 90, 'dur': 6000000},\n",
       "  {'stat': 80, 'dur': 3000000},\n",
       "  {'stat': 60, 'dur': 600000},\n",
       "  {'stat': 50, 'dur': 600000}],\n",
       " [{'stat': 60, 'dur': 600000},\n",
       "  {'stat': 90, 'dur': 5400000},\n",
       "  {'stat': 100, 'dur': 2400000},\n",
       "  {'stat': 80, 'dur': 1200000},\n",
       "  {'stat': 0, 'dur': 0}],\n",
       " [{'stat': 50, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 1800000},\n",
       "  {'stat': 90, 'dur': 1200000},\n",
       "  {'stat': 80, 'dur': 600000},\n",
       "  {'stat': 10, 'dur': 0}],\n",
       " None,\n",
       " [{'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 600000},\n",
       "  {'stat': 40, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 600000},\n",
       "  {'stat': 90, 'dur': 1200000},\n",
       "  {'stat': 50, 'dur': 600000}],\n",
       " [{'stat': 70, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 9600000},\n",
       "  {'stat': 90, 'dur': 4200000},\n",
       "  {'stat': 80, 'dur': 3000000},\n",
       "  {'stat': 50, 'dur': 600000},\n",
       "  {'stat': 60, 'dur': 600000}],\n",
       " [{'stat': 60, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 14400000},\n",
       "  {'stat': 80, 'dur': 3600000},\n",
       "  {'stat': 90, 'dur': 5400000},\n",
       "  {'stat': 70, 'dur': 600000}],\n",
       " [{'stat': 20, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 15600000},\n",
       "  {'stat': 80, 'dur': 3600000},\n",
       "  {'stat': 90, 'dur': 8400000},\n",
       "  {'stat': 50, 'dur': 1200000},\n",
       "  {'stat': 60, 'dur': 600000},\n",
       "  {'stat': 40, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 3600000},\n",
       "  {'stat': 100, 'dur': 13200000},\n",
       "  {'stat': 80, 'dur': 3000000},\n",
       "  {'stat': 90, 'dur': 3600000},\n",
       "  {'stat': 50, 'dur': 600000},\n",
       "  {'stat': 30, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 2400000},\n",
       "  {'stat': 100, 'dur': 6000000},\n",
       "  {'stat': 90, 'dur': 2400000},\n",
       "  {'stat': 80, 'dur': 1800000},\n",
       "  {'stat': 50, 'dur': 600000}],\n",
       " [{'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 90, 'dur': 8400000},\n",
       "  {'stat': 100, 'dur': 11400000},\n",
       "  {'stat': 80, 'dur': 3000000}],\n",
       " None,\n",
       " [{'stat': 70, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 2400000},\n",
       "  {'stat': 90, 'dur': 1800000},\n",
       "  {'stat': 80, 'dur': 600000},\n",
       "  {'stat': 40, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 600000},\n",
       "  {'stat': 90, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 2400000},\n",
       "  {'stat': 80, 'dur': 1800000},\n",
       "  {'stat': 40, 'dur': 0}],\n",
       " [{'stat': 60, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 1200000},\n",
       "  {'stat': 90, 'dur': 600000}],\n",
       " [{'stat': 50, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 11400000},\n",
       "  {'stat': 80, 'dur': 4200000},\n",
       "  {'stat': 90, 'dur': 2400000},\n",
       "  {'stat': 70, 'dur': 3600000},\n",
       "  {'stat': 10, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 90, 'dur': 1800000},\n",
       "  {'stat': 100, 'dur': 1200000},\n",
       "  {'stat': 80, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 4200000},\n",
       "  {'stat': 90, 'dur': 7800000},\n",
       "  {'stat': 100, 'dur': 9000000},\n",
       "  {'stat': 80, 'dur': 3000000},\n",
       "  {'stat': 60, 'dur': 1200000}],\n",
       " [{'stat': 70, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 3600000},\n",
       "  {'stat': 90, 'dur': 2400000},\n",
       "  {'stat': 80, 'dur': 1200000},\n",
       "  {'stat': 50, 'dur': 0}],\n",
       " None,\n",
       " [{'stat': 60, 'dur': 2400000},\n",
       "  {'stat': 100, 'dur': 17400000},\n",
       "  {'stat': 90, 'dur': 5400000},\n",
       "  {'stat': 80, 'dur': 1800000},\n",
       "  {'stat': 70, 'dur': 600000},\n",
       "  {'stat': 20, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 3000000},\n",
       "  {'stat': 100, 'dur': 15000000},\n",
       "  {'stat': 90, 'dur': 7800000},\n",
       "  {'stat': 80, 'dur': 1800000}],\n",
       " None,\n",
       " [{'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 16200000},\n",
       "  {'stat': 90, 'dur': 9000000},\n",
       "  {'stat': 80, 'dur': 4200000},\n",
       "  {'stat': 60, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 90, 'dur': 11400000},\n",
       "  {'stat': 100, 'dur': 18600000},\n",
       "  {'stat': 80, 'dur': 2400000},\n",
       "  {'stat': 20, 'dur': 600000},\n",
       "  {'stat': 60, 'dur': 2400000},\n",
       "  {'stat': 50, 'dur': 600000},\n",
       "  {'stat': 40, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 90, 'dur': 5400000},\n",
       "  {'stat': 100, 'dur': 10800000},\n",
       "  {'stat': 80, 'dur': 3000000},\n",
       "  {'stat': 50, 'dur': 0}],\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " [{'stat': 50, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 600000},\n",
       "  {'stat': 90, 'dur': 1200000},\n",
       "  {'stat': 0, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 1800000},\n",
       "  {'stat': 80, 'dur': 600000},\n",
       "  {'stat': 90, 'dur': 1200000},\n",
       "  {'stat': 30, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 600000},\n",
       "  {'stat': 90, 'dur': 1200000},\n",
       "  {'stat': 80, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 600000},\n",
       "  {'stat': 30, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 10200000},\n",
       "  {'stat': 80, 'dur': 3600000},\n",
       "  {'stat': 90, 'dur': 6000000}],\n",
       " [{'stat': 70, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 3000000},\n",
       "  {'stat': 90, 'dur': 600000},\n",
       "  {'stat': 40, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 100, 'dur': 9600000},\n",
       "  {'stat': 80, 'dur': 4800000},\n",
       "  {'stat': 90, 'dur': 4200000},\n",
       "  {'stat': 60, 'dur': 600000},\n",
       "  {'stat': 40, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 100, 'dur': 11400000},\n",
       "  {'stat': 80, 'dur': 4200000},\n",
       "  {'stat': 90, 'dur': 7800000},\n",
       "  {'stat': 60, 'dur': 600000}],\n",
       " [{'stat': 70, 'dur': 3000000},\n",
       "  {'stat': 100, 'dur': 15000000},\n",
       "  {'stat': 90, 'dur': 4800000},\n",
       "  {'stat': 80, 'dur': 2400000},\n",
       "  {'stat': 50, 'dur': 0}],\n",
       " None,\n",
       " None,\n",
       " [{'stat': 70, 'dur': 5400000},\n",
       "  {'stat': 60, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 10200000},\n",
       "  {'stat': 80, 'dur': 6000000},\n",
       "  {'stat': 50, 'dur': 600000},\n",
       "  {'stat': 90, 'dur': 5400000}],\n",
       " [{'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 14400000},\n",
       "  {'stat': 90, 'dur': 8400000},\n",
       "  {'stat': 40, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 1800000}],\n",
       " [{'stat': 60, 'dur': 1200000},\n",
       "  {'stat': 90, 'dur': 6000000},\n",
       "  {'stat': 100, 'dur': 9600000},\n",
       "  {'stat': 70, 'dur': 4200000},\n",
       "  {'stat': 80, 'dur': 3000000},\n",
       "  {'stat': 50, 'dur': 600000},\n",
       "  {'stat': 30, 'dur': 600000}],\n",
       " None,\n",
       " None,\n",
       " [{'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 90, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 600000},\n",
       "  {'stat': 60, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 1200000},\n",
       "  {'stat': 80, 'dur': 600000},\n",
       "  {'stat': 10, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 80, 'dur': 4200000},\n",
       "  {'stat': 100, 'dur': 7800000},\n",
       "  {'stat': 90, 'dur': 3000000},\n",
       "  {'stat': 30, 'dur': 0}],\n",
       " [{'stat': 60, 'dur': 600000}, {'stat': 100, 'dur': 600000}],\n",
       " [{'stat': 60, 'dur': 1800000},\n",
       "  {'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 100, 'dur': 12600000},\n",
       "  {'stat': 90, 'dur': 5400000},\n",
       "  {'stat': 80, 'dur': 4200000},\n",
       "  {'stat': 20, 'dur': 0}],\n",
       " [{'stat': 60, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 1200000},\n",
       "  {'stat': 80, 'dur': 600000},\n",
       "  {'stat': 50, 'dur': 600000},\n",
       "  {'stat': 30, 'dur': 0}],\n",
       " None,\n",
       " [{'stat': 60, 'dur': 600000}, {'stat': 100, 'dur': 600000}],\n",
       " [{'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 100, 'dur': 9000000},\n",
       "  {'stat': 90, 'dur': 4200000},\n",
       "  {'stat': 80, 'dur': 600000},\n",
       "  {'stat': 50, 'dur': 600000}],\n",
       " [{'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 100, 'dur': 9600000},\n",
       "  {'stat': 90, 'dur': 4200000},\n",
       "  {'stat': 80, 'dur': 3000000},\n",
       "  {'stat': 50, 'dur': 0}],\n",
       " [{'stat': 40, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 15600000},\n",
       "  {'stat': 90, 'dur': 9000000},\n",
       "  {'stat': 80, 'dur': 3000000}],\n",
       " [{'stat': 70, 'dur': 3600000},\n",
       "  {'stat': 100, 'dur': 10200000},\n",
       "  {'stat': 80, 'dur': 4200000},\n",
       "  {'stat': 90, 'dur': 7200000},\n",
       "  {'stat': 50, 'dur': 600000},\n",
       "  {'stat': 60, 'dur': 600000},\n",
       "  {'stat': 30, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 90, 'dur': 6000000},\n",
       "  {'stat': 100, 'dur': 10800000}],\n",
       " [{'stat': 60, 'dur': 600000},\n",
       "  {'stat': 90, 'dur': 5400000},\n",
       "  {'stat': 100, 'dur': 6000000},\n",
       "  {'stat': 80, 'dur': 3000000},\n",
       "  {'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 40, 'dur': 0}],\n",
       " [{'stat': 60, 'dur': 1200000},\n",
       "  {'stat': 80, 'dur': 1800000},\n",
       "  {'stat': 90, 'dur': 3600000},\n",
       "  {'stat': 100, 'dur': 6600000},\n",
       "  {'stat': 70, 'dur': 600000},\n",
       "  {'stat': 50, 'dur': 600000},\n",
       "  {'stat': 40, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 15600000},\n",
       "  {'stat': 80, 'dur': 2400000},\n",
       "  {'stat': 60, 'dur': 600000},\n",
       "  {'stat': 90, 'dur': 6600000}],\n",
       " [{'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 80, 'dur': 3000000},\n",
       "  {'stat': 100, 'dur': 15000000},\n",
       "  {'stat': 90, 'dur': 6600000}],\n",
       " [{'stat': 70, 'dur': 600000}, {'stat': 100, 'dur': 1800000}],\n",
       " [{'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 80, 'dur': 600000},\n",
       "  {'stat': 90, 'dur': 3600000},\n",
       "  {'stat': 100, 'dur': 2400000}],\n",
       " [{'stat': 40, 'dur': 600000},\n",
       "  {'stat': 90, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 600000},\n",
       "  {'stat': 70, 'dur': 600000}],\n",
       " [{'stat': 70, 'dur': 3600000},\n",
       "  {'stat': 100, 'dur': 12000000},\n",
       "  {'stat': 90, 'dur': 8400000},\n",
       "  {'stat': 80, 'dur': 2400000},\n",
       "  {'stat': 40, 'dur': 600000},\n",
       "  {'stat': 0, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 4200000},\n",
       "  {'stat': 80, 'dur': 600000},\n",
       "  {'stat': 90, 'dur': 3600000}],\n",
       " [{'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 13200000},\n",
       "  {'stat': 60, 'dur': 1200000},\n",
       "  {'stat': 90, 'dur': 5400000},\n",
       "  {'stat': 80, 'dur': 4200000},\n",
       "  {'stat': 10, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 4800000},\n",
       "  {'stat': 90, 'dur': 4800000},\n",
       "  {'stat': 100, 'dur': 14400000},\n",
       "  {'stat': 20, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 15000000},\n",
       "  {'stat': 90, 'dur': 5400000},\n",
       "  {'stat': 50, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 2400000}],\n",
       " [{'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 90, 'dur': 3600000},\n",
       "  {'stat': 100, 'dur': 12000000},\n",
       "  {'stat': 60, 'dur': 1200000},\n",
       "  {'stat': 80, 'dur': 3000000}],\n",
       " [{'stat': 60, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 14400000},\n",
       "  {'stat': 90, 'dur': 6600000},\n",
       "  {'stat': 70, 'dur': 1800000}],\n",
       " None,\n",
       " [{'stat': 60, 'dur': 1800000},\n",
       "  {'stat': 100, 'dur': 11400000},\n",
       "  {'stat': 90, 'dur': 6600000},\n",
       "  {'stat': 80, 'dur': 1800000},\n",
       "  {'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 20, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 90, 'dur': 6000000},\n",
       "  {'stat': 80, 'dur': 1800000},\n",
       "  {'stat': 100, 'dur': 4800000},\n",
       "  {'stat': 60, 'dur': 600000},\n",
       "  {'stat': 20, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 2400000},\n",
       "  {'stat': 100, 'dur': 12600000},\n",
       "  {'stat': 90, 'dur': 9000000},\n",
       "  {'stat': 60, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 600000}],\n",
       " [{'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 100, 'dur': 16800000},\n",
       "  {'stat': 90, 'dur': 8400000},\n",
       "  {'stat': 60, 'dur': 600000},\n",
       "  {'stat': 50, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 600000}],\n",
       " [{'stat': 60, 'dur': 1800000},\n",
       "  {'stat': 80, 'dur': 1800000},\n",
       "  {'stat': 50, 'dur': 600000},\n",
       "  {'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 90, 'dur': 4800000},\n",
       "  {'stat': 100, 'dur': 14400000}],\n",
       " [{'stat': 70, 'dur': 600000},\n",
       "  {'stat': 90, 'dur': 1800000},\n",
       "  {'stat': 80, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 600000},\n",
       "  {'stat': 20, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 80, 'dur': 3600000},\n",
       "  {'stat': 100, 'dur': 9000000},\n",
       "  {'stat': 90, 'dur': 3000000},\n",
       "  {'stat': 50, 'dur': 600000}],\n",
       " [{'stat': 40, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 10200000},\n",
       "  {'stat': 80, 'dur': 4200000},\n",
       "  {'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 90, 'dur': 3600000},\n",
       "  {'stat': 20, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 3000000},\n",
       "  {'stat': 100, 'dur': 8400000},\n",
       "  {'stat': 80, 'dur': 4200000},\n",
       "  {'stat': 90, 'dur': 4200000},\n",
       "  {'stat': 30, 'dur': 600000},\n",
       "  {'stat': 20, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 2400000},\n",
       "  {'stat': 80, 'dur': 2400000},\n",
       "  {'stat': 90, 'dur': 1800000},\n",
       "  {'stat': 50, 'dur': 600000},\n",
       "  {'stat': 20, 'dur': 0}],\n",
       " None,\n",
       " None,\n",
       " [{'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 60, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 4200000},\n",
       "  {'stat': 90, 'dur': 10200000},\n",
       "  {'stat': 100, 'dur': 13800000}],\n",
       " None,\n",
       " [{'stat': 70, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 1800000},\n",
       "  {'stat': 90, 'dur': 2400000},\n",
       "  {'stat': 40, 'dur': 600000}],\n",
       " [{'stat': 60, 'dur': 1200000},\n",
       "  {'stat': 90, 'dur': 4200000},\n",
       "  {'stat': 100, 'dur': 12600000},\n",
       "  {'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 80, 'dur': 3000000},\n",
       "  {'stat': 50, 'dur': 600000},\n",
       "  {'stat': 40, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 9000000},\n",
       "  {'stat': 80, 'dur': 1200000},\n",
       "  {'stat': 90, 'dur': 2400000},\n",
       "  {'stat': 60, 'dur': 600000},\n",
       "  {'stat': 20, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 5400000},\n",
       "  {'stat': 60, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 1200000},\n",
       "  {'stat': 90, 'dur': 600000},\n",
       "  {'stat': 10, 'dur': 0}],\n",
       " None,\n",
       " [{'stat': 40, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 1200000},\n",
       "  {'stat': 80, 'dur': 1200000},\n",
       "  {'stat': 90, 'dur': 600000},\n",
       "  {'stat': 50, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 3000000},\n",
       "  {'stat': 100, 'dur': 15000000},\n",
       "  {'stat': 80, 'dur': 7200000},\n",
       "  {'stat': 60, 'dur': 1800000},\n",
       "  {'stat': 90, 'dur': 6600000},\n",
       "  {'stat': 0, 'dur': 0}],\n",
       " None,\n",
       " None,\n",
       " [{'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 13800000},\n",
       "  {'stat': 60, 'dur': 600000},\n",
       "  {'stat': 90, 'dur': 2400000},\n",
       "  {'stat': 80, 'dur': 3000000},\n",
       "  {'stat': 30, 'dur': 0}],\n",
       " [{'stat': 50, 'dur': 600000},\n",
       "  {'stat': 70, 'dur': 3000000},\n",
       "  {'stat': 90, 'dur': 6000000},\n",
       "  {'stat': 100, 'dur': 7200000},\n",
       "  {'stat': 60, 'dur': 1200000},\n",
       "  {'stat': 80, 'dur': 2400000}],\n",
       " None,\n",
       " [{'stat': 60, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 1800000},\n",
       "  {'stat': 90, 'dur': 600000},\n",
       "  {'stat': 70, 'dur': 600000},\n",
       "  {'stat': 10, 'dur': 0}],\n",
       " None,\n",
       " [{'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 90, 'dur': 600000},\n",
       "  {'stat': 60, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 600000}],\n",
       " None,\n",
       " [{'stat': 60, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 2400000},\n",
       "  {'stat': 100, 'dur': 1200000},\n",
       "  {'stat': 70, 'dur': 600000}],\n",
       " [{'stat': 40, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 12000000},\n",
       "  {'stat': 80, 'dur': 6000000},\n",
       "  {'stat': 70, 'dur': 3000000},\n",
       "  {'stat': 90, 'dur': 5400000}],\n",
       " [{'stat': 60, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 9600000},\n",
       "  {'stat': 90, 'dur': 4800000},\n",
       "  {'stat': 80, 'dur': 4200000},\n",
       "  {'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 30, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 3000000},\n",
       "  {'stat': 100, 'dur': 12600000},\n",
       "  {'stat': 80, 'dur': 5400000},\n",
       "  {'stat': 90, 'dur': 7800000},\n",
       "  {'stat': 50, 'dur': 1800000},\n",
       "  {'stat': 60, 'dur': 1200000},\n",
       "  {'stat': 40, 'dur': 600000},\n",
       "  {'stat': 30, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 2400000},\n",
       "  {'stat': 90, 'dur': 9600000},\n",
       "  {'stat': 100, 'dur': 10800000},\n",
       "  {'stat': 60, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 6000000}],\n",
       " [{'stat': 60, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 1200000},\n",
       "  {'stat': 90, 'dur': 1200000},\n",
       "  {'stat': 80, 'dur': 600000}],\n",
       " None,\n",
       " [{'stat': 50, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 13200000},\n",
       "  {'stat': 90, 'dur': 6600000},\n",
       "  {'stat': 80, 'dur': 3000000},\n",
       "  {'stat': 70, 'dur': 2400000}],\n",
       " [{'stat': 70, 'dur': 5400000},\n",
       "  {'stat': 100, 'dur': 11400000},\n",
       "  {'stat': 80, 'dur': 3000000},\n",
       "  {'stat': 90, 'dur': 4800000},\n",
       "  {'stat': 60, 'dur': 0}],\n",
       " [{'stat': 60, 'dur': 2400000},\n",
       "  {'stat': 100, 'dur': 12600000},\n",
       "  {'stat': 80, 'dur': 3600000},\n",
       "  {'stat': 90, 'dur': 3600000},\n",
       "  {'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 30, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 2400000},\n",
       "  {'stat': 100, 'dur': 11400000},\n",
       "  {'stat': 90, 'dur': 5400000},\n",
       "  {'stat': 80, 'dur': 3600000},\n",
       "  {'stat': 60, 'dur': 1200000}],\n",
       " [{'stat': 70, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 12000000},\n",
       "  {'stat': 90, 'dur': 3600000},\n",
       "  {'stat': 80, 'dur': 1200000},\n",
       "  {'stat': 40, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 600000},\n",
       "  {'stat': 90, 'dur': 9000000},\n",
       "  {'stat': 100, 'dur': 9600000},\n",
       "  {'stat': 80, 'dur': 3000000},\n",
       "  {'stat': 40, 'dur': 600000},\n",
       "  {'stat': 60, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 4200000},\n",
       "  {'stat': 90, 'dur': 4800000},\n",
       "  {'stat': 100, 'dur': 8400000},\n",
       "  {'stat': 80, 'dur': 2400000},\n",
       "  {'stat': 20, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 10800000},\n",
       "  {'stat': 90, 'dur': 4800000},\n",
       "  {'stat': 80, 'dur': 3000000},\n",
       "  {'stat': 10, 'dur': 0}],\n",
       " [{'stat': 60, 'dur': 600000},\n",
       "  {'stat': 70, 'dur': 2400000},\n",
       "  {'stat': 100, 'dur': 13200000},\n",
       "  {'stat': 90, 'dur': 8400000},\n",
       "  {'stat': 80, 'dur': 3000000},\n",
       "  {'stat': 40, 'dur': 0}],\n",
       " None,\n",
       " [{'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 80, 'dur': 3000000},\n",
       "  {'stat': 60, 'dur': 600000},\n",
       "  {'stat': 90, 'dur': 7200000},\n",
       "  {'stat': 100, 'dur': 16200000}],\n",
       " None,\n",
       " [{'stat': 60, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 3000000},\n",
       "  {'stat': 80, 'dur': 3000000},\n",
       "  {'stat': 70, 'dur': 600000},\n",
       "  {'stat': 90, 'dur': 1200000},\n",
       "  {'stat': 30, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 3600000},\n",
       "  {'stat': 100, 'dur': 9000000},\n",
       "  {'stat': 80, 'dur': 1800000},\n",
       "  {'stat': 90, 'dur': 7200000},\n",
       "  {'stat': 60, 'dur': 1800000},\n",
       "  {'stat': 40, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 1800000},\n",
       "  {'stat': 100, 'dur': 9000000},\n",
       "  {'stat': 90, 'dur': 4200000},\n",
       "  {'stat': 60, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 2400000},\n",
       "  {'stat': 10, 'dur': 0}],\n",
       " [{'stat': 60, 'dur': 600000},\n",
       "  {'stat': 90, 'dur': 7200000},\n",
       "  {'stat': 100, 'dur': 11400000},\n",
       "  {'stat': 80, 'dur': 3600000},\n",
       "  {'stat': 70, 'dur': 1200000}],\n",
       " [{'stat': 50, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 4200000},\n",
       "  {'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 90, 'dur': 2400000},\n",
       "  {'stat': 60, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 1200000},\n",
       "  {'stat': 10, 'dur': 0}],\n",
       " [{'stat': 50, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 4800000},\n",
       "  {'stat': 90, 'dur': 5400000},\n",
       "  {'stat': 80, 'dur': 4200000},\n",
       "  {'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 40, 'dur': 600000}],\n",
       " None,\n",
       " [{'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 90, 'dur': 5400000},\n",
       "  {'stat': 100, 'dur': 12600000},\n",
       "  {'stat': 80, 'dur': 3000000},\n",
       "  {'stat': 60, 'dur': 600000}],\n",
       " [{'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 100, 'dur': 10200000},\n",
       "  {'stat': 90, 'dur': 7800000},\n",
       "  {'stat': 80, 'dur': 1800000},\n",
       "  {'stat': 60, 'dur': 600000},\n",
       "  {'stat': 10, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 80, 'dur': 5400000},\n",
       "  {'stat': 90, 'dur': 3600000},\n",
       "  {'stat': 100, 'dur': 6000000},\n",
       "  {'stat': 50, 'dur': 600000},\n",
       "  {'stat': 60, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 2400000},\n",
       "  {'stat': 100, 'dur': 10800000},\n",
       "  {'stat': 80, 'dur': 3000000},\n",
       "  {'stat': 90, 'dur': 8400000},\n",
       "  {'stat': 10, 'dur': 0}],\n",
       " [{'stat': 50, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 11400000},\n",
       "  {'stat': 90, 'dur': 7200000},\n",
       "  {'stat': 60, 'dur': 1200000},\n",
       "  {'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 80, 'dur': 2400000}],\n",
       " None,\n",
       " [{'stat': 70, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 9000000},\n",
       "  {'stat': 80, 'dur': 1800000},\n",
       "  {'stat': 90, 'dur': 4800000},\n",
       "  {'stat': 30, 'dur': 600000},\n",
       "  {'stat': 40, 'dur': 0}],\n",
       " [{'stat': 60, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 1200000},\n",
       "  {'stat': 70, 'dur': 600000},\n",
       "  {'stat': 90, 'dur': 1200000},\n",
       "  {'stat': 40, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 90, 'dur': 7800000},\n",
       "  {'stat': 100, 'dur': 13200000},\n",
       "  {'stat': 80, 'dur': 3000000},\n",
       "  {'stat': 20, 'dur': 0}],\n",
       " [{'stat': 60, 'dur': 600000},\n",
       "  {'stat': 90, 'dur': 3000000},\n",
       "  {'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 80, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 7200000},\n",
       "  {'stat': 20, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 2400000},\n",
       "  {'stat': 100, 'dur': 11400000},\n",
       "  {'stat': 90, 'dur': 5400000},\n",
       "  {'stat': 80, 'dur': 2400000},\n",
       "  {'stat': 50, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 3600000},\n",
       "  {'stat': 100, 'dur': 9600000},\n",
       "  {'stat': 90, 'dur': 5400000},\n",
       "  {'stat': 80, 'dur': 5400000},\n",
       "  {'stat': 60, 'dur': 600000}],\n",
       " None,\n",
       " [{'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 100, 'dur': 9600000},\n",
       "  {'stat': 90, 'dur': 6600000},\n",
       "  {'stat': 80, 'dur': 3000000}],\n",
       " None,\n",
       " None,\n",
       " [{'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 9600000},\n",
       "  {'stat': 90, 'dur': 5400000},\n",
       "  {'stat': 80, 'dur': 3000000},\n",
       "  {'stat': 60, 'dur': 600000},\n",
       "  {'stat': 10, 'dur': 0}],\n",
       " [{'stat': 50, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 1200000},\n",
       "  {'stat': 80, 'dur': 600000},\n",
       "  {'stat': 60, 'dur': 600000}],\n",
       " [{'stat': 50, 'dur': 600000},\n",
       "  {'stat': 90, 'dur': 4800000},\n",
       "  {'stat': 100, 'dur': 8400000},\n",
       "  {'stat': 80, 'dur': 3600000},\n",
       "  {'stat': 70, 'dur': 3000000}],\n",
       " [{'stat': 70, 'dur': 2400000},\n",
       "  {'stat': 100, 'dur': 14400000},\n",
       "  {'stat': 80, 'dur': 4800000},\n",
       "  {'stat': 90, 'dur': 4800000},\n",
       "  {'stat': 60, 'dur': 1800000},\n",
       "  {'stat': 10, 'dur': 0}],\n",
       " None,\n",
       " [{'stat': 60, 'dur': 600000},\n",
       "  {'stat': 90, 'dur': 2400000},\n",
       "  {'stat': 100, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 600000},\n",
       "  {'stat': 70, 'dur': 0}],\n",
       " None,\n",
       " [{'stat': 60, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 16800000},\n",
       "  {'stat': 80, 'dur': 4200000},\n",
       "  {'stat': 90, 'dur': 7200000},\n",
       "  {'stat': 70, 'dur': 600000},\n",
       "  {'stat': 0, 'dur': 0}],\n",
       " [{'stat': 60, 'dur': 600000},\n",
       "  {'stat': 90, 'dur': 1200000},\n",
       "  {'stat': 70, 'dur': 0}],\n",
       " None,\n",
       " [{'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 100, 'dur': 10200000},\n",
       "  {'stat': 90, 'dur': 3000000}],\n",
       " [{'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 100, 'dur': 15000000},\n",
       "  {'stat': 90, 'dur': 4200000},\n",
       "  {'stat': 50, 'dur': 600000},\n",
       "  {'stat': 60, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 3000000}],\n",
       " [{'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 90, 'dur': 3600000},\n",
       "  {'stat': 100, 'dur': 6600000},\n",
       "  {'stat': 80, 'dur': 1200000},\n",
       "  {'stat': 40, 'dur': 0}],\n",
       " None,\n",
       " None,\n",
       " [{'stat': 70, 'dur': 3000000},\n",
       "  {'stat': 100, 'dur': 10200000},\n",
       "  {'stat': 80, 'dur': 3600000},\n",
       "  {'stat': 90, 'dur': 9600000},\n",
       "  {'stat': 50, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 2400000},\n",
       "  {'stat': 100, 'dur': 7800000},\n",
       "  {'stat': 80, 'dur': 1200000}],\n",
       " [{'stat': 60, 'dur': 1200000},\n",
       "  {'stat': 90, 'dur': 5400000},\n",
       "  {'stat': 100, 'dur': 10800000},\n",
       "  {'stat': 80, 'dur': 2400000},\n",
       "  {'stat': 70, 'dur': 600000},\n",
       "  {'stat': 40, 'dur': 600000}],\n",
       " [{'stat': 60, 'dur': 600000},\n",
       "  {'stat': 90, 'dur': 6000000},\n",
       "  {'stat': 100, 'dur': 12600000},\n",
       "  {'stat': 80, 'dur': 1800000},\n",
       "  {'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 50, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 3000000},\n",
       "  {'stat': 100, 'dur': 13200000},\n",
       "  {'stat': 90, 'dur': 6000000},\n",
       "  {'stat': 80, 'dur': 3000000},\n",
       "  {'stat': 60, 'dur': 1200000},\n",
       "  {'stat': 50, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 12600000},\n",
       "  {'stat': 90, 'dur': 10200000},\n",
       "  {'stat': 80, 'dur': 6600000},\n",
       "  {'stat': 60, 'dur': 1200000},\n",
       "  {'stat': 30, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 4800000},\n",
       "  {'stat': 90, 'dur': 3600000},\n",
       "  {'stat': 80, 'dur': 2400000}],\n",
       " [{'stat': 70, 'dur': 3000000},\n",
       "  {'stat': 100, 'dur': 14400000},\n",
       "  {'stat': 80, 'dur': 4800000},\n",
       "  {'stat': 90, 'dur': 6600000}],\n",
       " [{'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 2400000},\n",
       "  {'stat': 60, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 1200000},\n",
       "  {'stat': 90, 'dur': 600000},\n",
       "  {'stat': 30, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 100, 'dur': 16800000},\n",
       "  {'stat': 90, 'dur': 4800000},\n",
       "  {'stat': 80, 'dur': 1800000},\n",
       "  {'stat': 50, 'dur': 600000},\n",
       "  {'stat': 60, 'dur': 1200000},\n",
       "  {'stat': 30, 'dur': 600000}],\n",
       " [{'stat': 60, 'dur': 600000},\n",
       "  {'stat': 90, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 4200000},\n",
       "  {'stat': 80, 'dur': 1800000},\n",
       "  {'stat': 40, 'dur': 0}],\n",
       " None,\n",
       " [{'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 90, 'dur': 6600000},\n",
       "  {'stat': 100, 'dur': 13800000},\n",
       "  {'stat': 30, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 2400000},\n",
       "  {'stat': 0, 'dur': 0}],\n",
       " None,\n",
       " [{'stat': 40, 'dur': 600000},\n",
       "  {'stat': 90, 'dur': 7800000},\n",
       "  {'stat': 100, 'dur': 9000000},\n",
       "  {'stat': 70, 'dur': 2400000},\n",
       "  {'stat': 80, 'dur': 3000000},\n",
       "  {'stat': 60, 'dur': 4200000},\n",
       "  {'stat': 30, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 2400000},\n",
       "  {'stat': 100, 'dur': 12000000},\n",
       "  {'stat': 80, 'dur': 2400000},\n",
       "  {'stat': 90, 'dur': 4800000},\n",
       "  {'stat': 10, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 2400000},\n",
       "  {'stat': 100, 'dur': 10200000},\n",
       "  {'stat': 90, 'dur': 6600000},\n",
       "  {'stat': 60, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 3600000},\n",
       "  {'stat': 40, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 90, 'dur': 5400000},\n",
       "  {'stat': 100, 'dur': 13200000},\n",
       "  {'stat': 60, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 1200000},\n",
       "  {'stat': 40, 'dur': 0}],\n",
       " None,\n",
       " [{'stat': 70, 'dur': 2400000},\n",
       "  {'stat': 80, 'dur': 5400000},\n",
       "  {'stat': 100, 'dur': 10200000},\n",
       "  {'stat': 90, 'dur': 6000000},\n",
       "  {'stat': 60, 'dur': 1200000}],\n",
       " [{'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 100, 'dur': 10200000},\n",
       "  {'stat': 90, 'dur': 5400000},\n",
       "  {'stat': 80, 'dur': 4800000},\n",
       "  {'stat': 50, 'dur': 600000},\n",
       "  {'stat': 60, 'dur': 1200000}],\n",
       " [{'stat': 70, 'dur': 4200000},\n",
       "  {'stat': 50, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 5400000},\n",
       "  {'stat': 100, 'dur': 13200000},\n",
       "  {'stat': 90, 'dur': 7200000},\n",
       "  {'stat': 60, 'dur': 600000},\n",
       "  {'stat': 40, 'dur': 0}],\n",
       " None,\n",
       " None,\n",
       " [{'stat': 60, 'dur': 600000},\n",
       "  {'stat': 90, 'dur': 1200000},\n",
       "  {'stat': 80, 'dur': 600000},\n",
       "  {'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 1200000}],\n",
       " [{'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 90, 'dur': 7800000},\n",
       "  {'stat': 100, 'dur': 7200000},\n",
       "  {'stat': 80, 'dur': 4800000},\n",
       "  {'stat': 60, 'dur': 600000}],\n",
       " None,\n",
       " None,\n",
       " [{'stat': 70, 'dur': 2400000},\n",
       "  {'stat': 80, 'dur': 3000000},\n",
       "  {'stat': 100, 'dur': 12000000},\n",
       "  {'stat': 90, 'dur': 3600000},\n",
       "  {'stat': 60, 'dur': 600000},\n",
       "  {'stat': 40, 'dur': 0}],\n",
       " None,\n",
       " None,\n",
       " [{'stat': 60, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 9000000},\n",
       "  {'stat': 50, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 4200000},\n",
       "  {'stat': 90, 'dur': 5400000},\n",
       "  {'stat': 40, 'dur': 600000},\n",
       "  {'stat': 70, 'dur': 1800000}],\n",
       " [{'stat': 70, 'dur': 2400000},\n",
       "  {'stat': 80, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 1200000},\n",
       "  {'stat': 90, 'dur': 1800000}],\n",
       " [{'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 90, 'dur': 2400000},\n",
       "  {'stat': 80, 'dur': 600000},\n",
       "  {'stat': 60, 'dur': 0}],\n",
       " None,\n",
       " [{'stat': 60, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 600000},\n",
       "  {'stat': 70, 'dur': 0}],\n",
       " [{'stat': 60, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 14400000},\n",
       "  {'stat': 90, 'dur': 7800000},\n",
       "  {'stat': 80, 'dur': 1200000},\n",
       "  {'stat': 70, 'dur': 3000000},\n",
       "  {'stat': 20, 'dur': 0}],\n",
       " [{'stat': 50, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 1800000},\n",
       "  {'stat': 100, 'dur': 1800000},\n",
       "  {'stat': 90, 'dur': 2400000},\n",
       "  {'stat': 40, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 100, 'dur': 13200000},\n",
       "  {'stat': 90, 'dur': 3600000},\n",
       "  {'stat': 80, 'dur': 2400000},\n",
       "  {'stat': 60, 'dur': 1800000},\n",
       "  {'stat': 50, 'dur': 600000}],\n",
       " [{'stat': 70, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 3000000},\n",
       "  {'stat': 90, 'dur': 1200000},\n",
       "  {'stat': 60, 'dur': 0}],\n",
       " None,\n",
       " [{'stat': 50, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 15000000},\n",
       "  {'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 90, 'dur': 7200000},\n",
       "  {'stat': 80, 'dur': 4200000},\n",
       "  {'stat': 40, 'dur': 600000},\n",
       "  {'stat': 60, 'dur': 1200000}],\n",
       " [{'stat': 50, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 3000000},\n",
       "  {'stat': 90, 'dur': 1200000},\n",
       "  {'stat': 70, 'dur': 600000},\n",
       "  {'stat': 60, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 600000},\n",
       "  {'stat': 0, 'dur': 0}],\n",
       " None,\n",
       " [{'stat': 70, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 10200000},\n",
       "  {'stat': 50, 'dur': 600000},\n",
       "  {'stat': 90, 'dur': 7200000},\n",
       "  {'stat': 80, 'dur': 600000},\n",
       "  {'stat': 40, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 1200000},\n",
       "  {'stat': 90, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 600000}],\n",
       " [{'stat': 70, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 16200000},\n",
       "  {'stat': 80, 'dur': 1800000},\n",
       "  {'stat': 90, 'dur': 7200000},\n",
       "  {'stat': 10, 'dur': 0}],\n",
       " [{'stat': 60, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 12000000},\n",
       "  {'stat': 90, 'dur': 4800000},\n",
       "  {'stat': 70, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 3000000},\n",
       "  {'stat': 40, 'dur': 600000},\n",
       "  {'stat': 50, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 15600000},\n",
       "  {'stat': 90, 'dur': 9600000},\n",
       "  {'stat': 80, 'dur': 3600000},\n",
       "  {'stat': 60, 'dur': 600000},\n",
       "  {'stat': 50, 'dur': 0}],\n",
       " None,\n",
       " [{'stat': 70, 'dur': 3000000},\n",
       "  {'stat': 100, 'dur': 13200000},\n",
       "  {'stat': 90, 'dur': 3600000},\n",
       "  {'stat': 80, 'dur': 1800000},\n",
       "  {'stat': 50, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 7200000},\n",
       "  {'stat': 90, 'dur': 6600000},\n",
       "  {'stat': 80, 'dur': 3000000},\n",
       "  {'stat': 60, 'dur': 1200000}],\n",
       " [{'stat': 70, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 14400000},\n",
       "  {'stat': 90, 'dur': 5400000},\n",
       "  {'stat': 30, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 1800000},\n",
       "  {'stat': 10, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 600000},\n",
       "  {'stat': 90, 'dur': 7800000},\n",
       "  {'stat': 80, 'dur': 1800000},\n",
       "  {'stat': 100, 'dur': 10200000},\n",
       "  {'stat': 60, 'dur': 600000},\n",
       "  {'stat': 0, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 600000},\n",
       "  {'stat': 90, 'dur': 4200000},\n",
       "  {'stat': 100, 'dur': 4800000},\n",
       "  {'stat': 60, 'dur': 1200000},\n",
       "  {'stat': 80, 'dur': 600000}],\n",
       " [{'stat': 60, 'dur': 1200000}, {'stat': 20, 'dur': 0}],\n",
       " [{'stat': 50, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 1200000},\n",
       "  {'stat': 60, 'dur': 1200000},\n",
       "  {'stat': 90, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 600000},\n",
       "  {'stat': 90, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 600000},\n",
       "  {'stat': 50, 'dur': 0}],\n",
       " [{'stat': 40, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 10200000},\n",
       "  {'stat': 90, 'dur': 6600000},\n",
       "  {'stat': 70, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 1800000},\n",
       "  {'stat': 50, 'dur': 1800000},\n",
       "  {'stat': 10, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 3000000},\n",
       "  {'stat': 80, 'dur': 3000000},\n",
       "  {'stat': 100, 'dur': 13800000},\n",
       "  {'stat': 90, 'dur': 4800000},\n",
       "  {'stat': 60, 'dur': 0}],\n",
       " None,\n",
       " [{'stat': 70, 'dur': 2400000},\n",
       "  {'stat': 100, 'dur': 5400000},\n",
       "  {'stat': 90, 'dur': 4800000},\n",
       "  {'stat': 80, 'dur': 600000},\n",
       "  {'stat': 60, 'dur': 600000},\n",
       "  {'stat': 20, 'dur': 0}],\n",
       " [{'stat': 60, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 7800000},\n",
       "  {'stat': 70, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 3000000},\n",
       "  {'stat': 30, 'dur': 600000},\n",
       "  {'stat': 90, 'dur': 6600000},\n",
       "  {'stat': 40, 'dur': 600000},\n",
       "  {'stat': 50, 'dur': 600000}],\n",
       " None,\n",
       " [{'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 100, 'dur': 11400000},\n",
       "  {'stat': 90, 'dur': 10800000},\n",
       "  {'stat': 80, 'dur': 3600000},\n",
       "  {'stat': 40, 'dur': 600000},\n",
       "  {'stat': 30, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 7800000},\n",
       "  {'stat': 80, 'dur': 1200000},\n",
       "  {'stat': 90, 'dur': 1800000},\n",
       "  {'stat': 50, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 3000000},\n",
       "  {'stat': 90, 'dur': 8400000},\n",
       "  {'stat': 100, 'dur': 11400000},\n",
       "  {'stat': 60, 'dur': 1200000},\n",
       "  {'stat': 80, 'dur': 2400000},\n",
       "  {'stat': 30, 'dur': 0}],\n",
       " None,\n",
       " None,\n",
       " [{'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 100, 'dur': 14400000},\n",
       "  {'stat': 90, 'dur': 7800000},\n",
       "  {'stat': 80, 'dur': 4200000},\n",
       "  {'stat': 50, 'dur': 600000},\n",
       "  {'stat': 10, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 3000000},\n",
       "  {'stat': 100, 'dur': 13200000},\n",
       "  {'stat': 80, 'dur': 2400000},\n",
       "  {'stat': 90, 'dur': 6000000},\n",
       "  {'stat': 60, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 100, 'dur': 14400000},\n",
       "  {'stat': 80, 'dur': 3000000},\n",
       "  {'stat': 90, 'dur': 4200000},\n",
       "  {'stat': 40, 'dur': 600000},\n",
       "  {'stat': 50, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 600000},\n",
       "  {'stat': 90, 'dur': 1800000},\n",
       "  {'stat': 80, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 1200000},\n",
       "  {'stat': 50, 'dur': 600000}],\n",
       " [{'stat': 60, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 14400000},\n",
       "  {'stat': 80, 'dur': 3600000},\n",
       "  {'stat': 90, 'dur': 6600000},\n",
       "  {'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 50, 'dur': 600000}],\n",
       " [{'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 12000000},\n",
       "  {'stat': 90, 'dur': 6000000},\n",
       "  {'stat': 80, 'dur': 4200000},\n",
       "  {'stat': 40, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 90, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 2400000},\n",
       "  {'stat': 80, 'dur': 1200000},\n",
       "  {'stat': 60, 'dur': 600000},\n",
       "  {'stat': 10, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 3000000},\n",
       "  {'stat': 100, 'dur': 18000000},\n",
       "  {'stat': 90, 'dur': 3600000},\n",
       "  {'stat': 60, 'dur': 1200000},\n",
       "  {'stat': 80, 'dur': 4800000}],\n",
       " None,\n",
       " [{'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 100, 'dur': 16200000},\n",
       "  {'stat': 90, 'dur': 3000000},\n",
       "  {'stat': 80, 'dur': 2400000},\n",
       "  {'stat': 60, 'dur': 1200000},\n",
       "  {'stat': 40, 'dur': 600000}],\n",
       " None,\n",
       " None,\n",
       " [{'stat': 70, 'dur': 4800000},\n",
       "  {'stat': 90, 'dur': 5400000},\n",
       "  {'stat': 100, 'dur': 15000000},\n",
       "  {'stat': 30, 'dur': 600000},\n",
       "  {'stat': 60, 'dur': 600000},\n",
       "  {'stat': 50, 'dur': 1200000},\n",
       "  {'stat': 80, 'dur': 3000000}],\n",
       " [{'stat': 60, 'dur': 1200000},\n",
       "  {'stat': 40, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 9600000},\n",
       "  {'stat': 90, 'dur': 9600000},\n",
       "  {'stat': 80, 'dur': 3600000},\n",
       "  {'stat': 70, 'dur': 2400000}],\n",
       " [{'stat': 60, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 3600000},\n",
       "  {'stat': 90, 'dur': 10800000},\n",
       "  {'stat': 100, 'dur': 12000000},\n",
       "  {'stat': 50, 'dur': 600000},\n",
       "  {'stat': 30, 'dur': 0}],\n",
       " None,\n",
       " [{'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 100, 'dur': 10800000},\n",
       "  {'stat': 80, 'dur': 3000000},\n",
       "  {'stat': 90, 'dur': 7800000}],\n",
       " None,\n",
       " [{'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 12000000},\n",
       "  {'stat': 90, 'dur': 7200000},\n",
       "  {'stat': 80, 'dur': 5400000}],\n",
       " [{'stat': 70, 'dur': 2400000},\n",
       "  {'stat': 100, 'dur': 14400000},\n",
       "  {'stat': 80, 'dur': 3600000},\n",
       "  {'stat': 60, 'dur': 1200000},\n",
       "  {'stat': 30, 'dur': 600000},\n",
       "  {'stat': 90, 'dur': 1800000},\n",
       "  {'stat': 50, 'dur': 1200000},\n",
       "  {'stat': 10, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 600000},\n",
       "  {'stat': 60, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 10800000},\n",
       "  {'stat': 90, 'dur': 6000000},\n",
       "  {'stat': 80, 'dur': 3600000},\n",
       "  {'stat': 40, 'dur': 600000},\n",
       "  {'stat': 0, 'dur': 0}],\n",
       " [{'stat': 50, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 6000000},\n",
       "  {'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 90, 'dur': 4200000},\n",
       "  {'stat': 100, 'dur': 7200000},\n",
       "  {'stat': 60, 'dur': 600000}],\n",
       " [{'stat': 60, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 13800000},\n",
       "  {'stat': 80, 'dur': 5400000},\n",
       "  {'stat': 70, 'dur': 3000000},\n",
       "  {'stat': 90, 'dur': 3600000},\n",
       "  {'stat': 50, 'dur': 600000}],\n",
       " None,\n",
       " [{'stat': 50, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 8400000},\n",
       "  {'stat': 90, 'dur': 5400000},\n",
       "  {'stat': 70, 'dur': 3000000},\n",
       "  {'stat': 80, 'dur': 4200000},\n",
       "  {'stat': 40, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 2400000},\n",
       "  {'stat': 100, 'dur': 7200000},\n",
       "  {'stat': 90, 'dur': 6600000},\n",
       "  {'stat': 80, 'dur': 3000000},\n",
       "  {'stat': 60, 'dur': 2400000},\n",
       "  {'stat': 50, 'dur': 600000},\n",
       "  {'stat': 40, 'dur': 0}],\n",
       " [{'stat': 60, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 11400000},\n",
       "  {'stat': 90, 'dur': 8400000},\n",
       "  {'stat': 70, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 2400000},\n",
       "  {'stat': 20, 'dur': 0}],\n",
       " [{'stat': 30, 'dur': 600000},\n",
       "  {'stat': 90, 'dur': 9000000},\n",
       "  {'stat': 80, 'dur': 3000000},\n",
       "  {'stat': 100, 'dur': 8400000},\n",
       "  {'stat': 70, 'dur': 3000000},\n",
       "  {'stat': 60, 'dur': 600000}],\n",
       " None,\n",
       " [{'stat': 70, 'dur': 2400000},\n",
       "  {'stat': 80, 'dur': 4200000},\n",
       "  {'stat': 100, 'dur': 7800000},\n",
       "  {'stat': 90, 'dur': 4200000},\n",
       "  {'stat': 60, 'dur': 2400000}],\n",
       " None,\n",
       " [{'stat': 60, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 14400000},\n",
       "  {'stat': 90, 'dur': 6000000},\n",
       "  {'stat': 80, 'dur': 5400000},\n",
       "  {'stat': 70, 'dur': 2400000},\n",
       "  {'stat': 50, 'dur': 600000}],\n",
       " [{'stat': 70, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 11400000},\n",
       "  {'stat': 80, 'dur': 1800000},\n",
       "  {'stat': 90, 'dur': 5400000},\n",
       "  {'stat': 60, 'dur': 1800000},\n",
       "  {'stat': 40, 'dur': 0}],\n",
       " [{'stat': 60, 'dur': 2400000},\n",
       "  {'stat': 100, 'dur': 11400000},\n",
       "  {'stat': 80, 'dur': 1800000},\n",
       "  {'stat': 90, 'dur': 3600000},\n",
       "  {'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 40, 'dur': 600000},\n",
       "  {'stat': 0, 'dur': 0}],\n",
       " [{'stat': 40, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 1800000},\n",
       "  {'stat': 90, 'dur': 1800000},\n",
       "  {'stat': 80, 'dur': 600000}],\n",
       " [{'stat': 70, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 1200000},\n",
       "  {'stat': 90, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 600000},\n",
       "  {'stat': 60, 'dur': 600000}],\n",
       " [{'stat': 70, 'dur': 600000},\n",
       "  {'stat': 60, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 4800000}],\n",
       " [{'stat': 70, 'dur': 3000000},\n",
       "  {'stat': 80, 'dur': 3000000},\n",
       "  {'stat': 100, 'dur': 16800000},\n",
       "  {'stat': 90, 'dur': 4800000},\n",
       "  {'stat': 40, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 4200000},\n",
       "  {'stat': 100, 'dur': 8400000},\n",
       "  {'stat': 90, 'dur': 6600000},\n",
       "  {'stat': 60, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 3000000},\n",
       "  {'stat': 50, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 600000},\n",
       "  {'stat': 60, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 2400000},\n",
       "  {'stat': 80, 'dur': 600000},\n",
       "  {'stat': 90, 'dur': 600000}],\n",
       " [{'stat': 70, 'dur': 2400000},\n",
       "  {'stat': 80, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 4800000},\n",
       "  {'stat': 90, 'dur': 3600000},\n",
       "  {'stat': 60, 'dur': 600000},\n",
       "  {'stat': 30, 'dur': 0}],\n",
       " [{'stat': 60, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 3000000},\n",
       "  {'stat': 90, 'dur': 1200000},\n",
       "  {'stat': 70, 'dur': 0}],\n",
       " [{'stat': 60, 'dur': 600000},\n",
       "  {'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 80, 'dur': 1800000},\n",
       "  {'stat': 90, 'dur': 1800000},\n",
       "  {'stat': 100, 'dur': 3000000},\n",
       "  {'stat': 40, 'dur': 0}],\n",
       " [{'stat': 60, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 9000000},\n",
       "  {'stat': 90, 'dur': 4800000},\n",
       "  {'stat': 80, 'dur': 600000},\n",
       "  {'stat': 50, 'dur': 600000}],\n",
       " None,\n",
       " [{'stat': 70, 'dur': 2400000},\n",
       "  {'stat': 100, 'dur': 13200000},\n",
       "  {'stat': 90, 'dur': 4200000},\n",
       "  {'stat': 80, 'dur': 600000}],\n",
       " [{'stat': 70, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 1200000},\n",
       "  {'stat': 90, 'dur': 600000}],\n",
       " [{'stat': 70, 'dur': 600000},\n",
       "  {'stat': 90, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 1800000},\n",
       "  {'stat': 60, 'dur': 0}],\n",
       " [{'stat': 60, 'dur': 3000000},\n",
       "  {'stat': 100, 'dur': 11400000},\n",
       "  {'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 90, 'dur': 5400000},\n",
       "  {'stat': 80, 'dur': 1200000}],\n",
       " [{'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 100, 'dur': 16200000},\n",
       "  {'stat': 60, 'dur': 1200000},\n",
       "  {'stat': 90, 'dur': 4800000},\n",
       "  {'stat': 80, 'dur': 1800000},\n",
       "  {'stat': 40, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 3600000},\n",
       "  {'stat': 80, 'dur': 1200000},\n",
       "  {'stat': 60, 'dur': 600000},\n",
       "  {'stat': 90, 'dur': 1200000}],\n",
       " [{'stat': 70, 'dur': 2400000},\n",
       "  {'stat': 100, 'dur': 7800000},\n",
       "  {'stat': 90, 'dur': 7200000},\n",
       "  {'stat': 80, 'dur': 1800000},\n",
       "  {'stat': 60, 'dur': 600000}],\n",
       " [{'stat': 70, 'dur': 3000000},\n",
       "  {'stat': 90, 'dur': 6600000},\n",
       "  {'stat': 100, 'dur': 3600000},\n",
       "  {'stat': 80, 'dur': 3000000},\n",
       "  {'stat': 50, 'dur': 600000},\n",
       "  {'stat': 60, 'dur': 600000}],\n",
       " [{'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 80, 'dur': 5400000},\n",
       "  {'stat': 50, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 7200000},\n",
       "  {'stat': 90, 'dur': 6000000},\n",
       "  {'stat': 60, 'dur': 1200000},\n",
       "  {'stat': 30, 'dur': 0}],\n",
       " [{'stat': 60, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 1200000},\n",
       "  {'stat': 90, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 600000},\n",
       "  {'stat': 50, 'dur': 0}],\n",
       " [{'stat': 60, 'dur': 1200000},\n",
       "  {'stat': 90, 'dur': 10800000},\n",
       "  {'stat': 100, 'dur': 9600000},\n",
       "  {'stat': 70, 'dur': 4200000},\n",
       "  {'stat': 80, 'dur': 3600000},\n",
       "  {'stat': 20, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 15000000},\n",
       "  {'stat': 90, 'dur': 4800000},\n",
       "  {'stat': 60, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 1800000}],\n",
       " None,\n",
       " [{'stat': 50, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 3000000},\n",
       "  {'stat': 90, 'dur': 3600000},\n",
       "  {'stat': 60, 'dur': 600000},\n",
       "  {'stat': 10, 'dur': 0}],\n",
       " [{'stat': 30, 'dur': 600000},\n",
       "  {'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 100, 'dur': 12600000},\n",
       "  {'stat': 80, 'dur': 3000000},\n",
       "  {'stat': 90, 'dur': 8400000},\n",
       "  {'stat': 60, 'dur': 1200000}],\n",
       " [{'stat': 60, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 1200000},\n",
       "  {'stat': 90, 'dur': 1200000},\n",
       "  {'stat': 80, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 100, 'dur': 12000000},\n",
       "  {'stat': 50, 'dur': 600000},\n",
       "  {'stat': 90, 'dur': 6600000},\n",
       "  {'stat': 80, 'dur': 4800000},\n",
       "  {'stat': 10, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 90, 'dur': 3000000},\n",
       "  {'stat': 100, 'dur': 1200000},\n",
       "  {'stat': 80, 'dur': 600000},\n",
       "  {'stat': 60, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 80, 'dur': 3000000},\n",
       "  {'stat': 100, 'dur': 2400000},\n",
       "  {'stat': 90, 'dur': 2400000},\n",
       "  {'stat': 60, 'dur': 600000},\n",
       "  {'stat': 50, 'dur': 0}],\n",
       " [{'stat': 60, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 12000000},\n",
       "  {'stat': 90, 'dur': 7200000},\n",
       "  {'stat': 80, 'dur': 3600000},\n",
       "  {'stat': 30, 'dur': 600000},\n",
       "  {'stat': 70, 'dur': 600000}],\n",
       " [{'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 15000000},\n",
       "  {'stat': 80, 'dur': 2400000},\n",
       "  {'stat': 90, 'dur': 6600000},\n",
       "  {'stat': 60, 'dur': 0}],\n",
       " [{'stat': 60, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 1200000},\n",
       "  {'stat': 90, 'dur': 600000},\n",
       "  {'stat': 70, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 1200000}],\n",
       " [{'stat': 70, 'dur': 3600000},\n",
       "  {'stat': 100, 'dur': 15600000},\n",
       "  {'stat': 90, 'dur': 5400000},\n",
       "  {'stat': 80, 'dur': 4200000},\n",
       "  {'stat': 60, 'dur': 600000}],\n",
       " None,\n",
       " [{'stat': 70, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 15600000},\n",
       "  {'stat': 90, 'dur': 8400000},\n",
       "  {'stat': 80, 'dur': 1800000},\n",
       "  {'stat': 50, 'dur': 600000},\n",
       "  {'stat': 40, 'dur': 600000},\n",
       "  {'stat': 60, 'dur': 600000},\n",
       "  {'stat': 10, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 90, 'dur': 1800000},\n",
       "  {'stat': 100, 'dur': 600000},\n",
       "  {'stat': 20, 'dur': 0}],\n",
       " [{'stat': 60, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 7800000},\n",
       "  {'stat': 80, 'dur': 1800000},\n",
       "  {'stat': 90, 'dur': 8400000},\n",
       "  {'stat': 70, 'dur': 2400000}],\n",
       " None,\n",
       " [{'stat': 70, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 600000},\n",
       "  {'stat': 90, 'dur': 0}],\n",
       " [{'stat': 50, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 16800000},\n",
       "  {'stat': 60, 'dur': 600000},\n",
       "  {'stat': 90, 'dur': 7200000},\n",
       "  {'stat': 80, 'dur': 3000000},\n",
       "  {'stat': 40, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 3600000},\n",
       "  {'stat': 80, 'dur': 1800000},\n",
       "  {'stat': 100, 'dur': 13800000},\n",
       "  {'stat': 90, 'dur': 6600000},\n",
       "  {'stat': 60, 'dur': 600000},\n",
       "  {'stat': 50, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 600000},\n",
       "  {'stat': 100, 'dur': 4800000},\n",
       "  {'stat': 90, 'dur': 6000000},\n",
       "  {'stat': 80, 'dur': 1800000},\n",
       "  {'stat': 60, 'dur': 600000},\n",
       "  {'stat': 30, 'dur': 0}],\n",
       " None,\n",
       " [{'stat': 60, 'dur': 1200000},\n",
       "  {'stat': 90, 'dur': 7800000},\n",
       "  {'stat': 100, 'dur': 3600000},\n",
       "  {'stat': 70, 'dur': 3000000},\n",
       "  {'stat': 80, 'dur': 2400000},\n",
       "  {'stat': 40, 'dur': 600000}],\n",
       " [{'stat': 70, 'dur': 1200000},\n",
       "  {'stat': 100, 'dur': 2400000},\n",
       "  {'stat': 90, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 0}],\n",
       " [{'stat': 70, 'dur': 1800000},\n",
       "  {'stat': 100, 'dur': 7200000},\n",
       "  {'stat': 90, 'dur': 4200000},\n",
       "  {'stat': 80, 'dur': 3000000},\n",
       "  {'stat': 50, 'dur': 600000},\n",
       "  {'stat': 60, 'dur': 600000},\n",
       "  {'stat': 10, 'dur': 0}],\n",
       " [{'stat': 40, 'dur': 600000},\n",
       "  {'stat': 90, 'dur': 5400000},\n",
       "  {'stat': 60, 'dur': 1800000},\n",
       "  {'stat': 100, 'dur': 9600000},\n",
       "  {'stat': 80, 'dur': 3600000},\n",
       "  {'stat': 20, 'dur': 600000},\n",
       "  {'stat': 50, 'dur': 600000},\n",
       "  {'stat': 70, 'dur': 3000000}],\n",
       " [{'stat': 60, 'dur': 600000},\n",
       "  {'stat': 90, 'dur': 6000000},\n",
       "  {'stat': 100, 'dur': 8400000},\n",
       "  {'stat': 80, 'dur': 1200000},\n",
       "  {'stat': 20, 'dur': 0}],\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " [{'stat': 70, 'dur': 600000},\n",
       "  {'stat': 90, 'dur': 1800000},\n",
       "  {'stat': 100, 'dur': 4200000},\n",
       "  {'stat': 50, 'dur': 600000},\n",
       "  {'stat': 80, 'dur': 1200000}]]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sleep_stat_dur"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index(['sleep_uuid', 'efficiency', 'has_sleep_data', 'sleep_time_offset',\n",
      "       'sleep_end_time', 'quality', 'sleep_start_time', 'sleep_status',\n",
      "       'stat_0', 'stat_10', 'stat_20', 'stat_30', 'stat_40', 'stat_50',\n",
      "       'stat_60', 'stat_70', 'stat_80', 'stat_90', 'stat_100'],\n",
      "      dtype='object')\n"
     ]
    }
   ],
   "source": [
    "stat_col_names = []\n",
    "for n in range(0, 101, 10):\n",
    "    col_name = \"stat_\" + str(n)\n",
    "    stat_col_names.append(col_name)\n",
    "    pd_sleep_data.insert(loc=len(pd_sleep_data.columns), column=col_name, value=0.0)\n",
    "\n",
    "print (pd_sleep_data.columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "for ind, row in pd_sleep_data.iterrows():\n",
    "    stat_dict = sleep_stat_dur[row.name]\n",
    "    if (stat_dict != None):\n",
    "        for j in stat_dict:\n",
    "            col_name = \"stat_\" + str(j[\"stat\"])\n",
    "            pd_sleep_data.loc[ind, col_name] = j[\"dur\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "col_list = stat_col_names\n",
    "col_list.append(\"efficiency\")\n",
    "col_list.append(\"sleep_start_time\")\n",
    "col_list.append(\"sleep_end_time\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "pd_temp = pd_sleep_data[col_list].copy()\n",
    "\n",
    "for ind, row in pd_temp.iterrows():\n",
    "    for col in pd_temp.columns:\n",
    "        if ((col != \"efficiency\") and \n",
    "            (col != \"sleep_start_time\") and \n",
    "            (col != \"sleep_end_time\") and\n",
    "            (row[col] > 0)):\n",
    "            pd_temp.loc[ind, col] = row[col] / (1000*60)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\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>stat_0</th>\n",
       "      <th>stat_10</th>\n",
       "      <th>stat_20</th>\n",
       "      <th>stat_30</th>\n",
       "      <th>stat_40</th>\n",
       "      <th>stat_50</th>\n",
       "      <th>stat_60</th>\n",
       "      <th>stat_70</th>\n",
       "      <th>stat_80</th>\n",
       "      <th>stat_90</th>\n",
       "      <th>stat_100</th>\n",
       "      <th>efficiency</th>\n",
       "      <th>sleep_start_time</th>\n",
       "      <th>sleep_end_time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>250.0</td>\n",
       "      <td>89.438200</td>\n",
       "      <td>2018-09-02 22:30:00+03:00</td>\n",
       "      <td>2018-09-03 05:54:00+03:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>300.0</td>\n",
       "      <td>92.350746</td>\n",
       "      <td>2018-09-01 22:35:00+03:00</td>\n",
       "      <td>2018-09-02 07:31:00+03:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>421</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>92.561980</td>\n",
       "      <td>2018-09-01 02:59:00+03:00</td>\n",
       "      <td>2018-09-01 07:00:00+03:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>91.250000</td>\n",
       "      <td>2018-09-01 00:02:00+03:00</td>\n",
       "      <td>2018-09-01 02:41:00+03:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>648</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>88.666664</td>\n",
       "      <td>2018-08-31 03:36:00+03:00</td>\n",
       "      <td>2018-08-31 06:05:00+03:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>95.045050</td>\n",
       "      <td>2018-08-30 23:43:00+03:00</td>\n",
       "      <td>2018-08-31 03:24:00+03:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>250.0</td>\n",
       "      <td>92.643680</td>\n",
       "      <td>2018-08-29 22:49:00+03:00</td>\n",
       "      <td>2018-08-30 06:03:00+03:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>636</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>280.0</td>\n",
       "      <td>93.067230</td>\n",
       "      <td>2018-08-28 22:07:00+03:00</td>\n",
       "      <td>2018-08-29 06:02:00+03:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>401</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>250.0</td>\n",
       "      <td>93.078760</td>\n",
       "      <td>2018-08-27 23:10:00+03:00</td>\n",
       "      <td>2018-08-28 06:08:00+03:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>343</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>190.0</td>\n",
       "      <td>92.195120</td>\n",
       "      <td>2018-08-26 23:02:00+03:00</td>\n",
       "      <td>2018-08-27 06:03:00+03:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>86.274510</td>\n",
       "      <td>2018-08-25 23:38:00+03:00</td>\n",
       "      <td>2018-08-26 06:25:00+03:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>160.0</td>\n",
       "      <td>240.0</td>\n",
       "      <td>89.444440</td>\n",
       "      <td>2018-08-24 22:55:00+03:00</td>\n",
       "      <td>2018-08-25 07:54:00+03:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>502</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>280.0</td>\n",
       "      <td>90.772540</td>\n",
       "      <td>2018-08-23 22:15:00+03:00</td>\n",
       "      <td>2018-08-24 06:00:00+03:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>618</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>250.0</td>\n",
       "      <td>93.954660</td>\n",
       "      <td>2018-08-22 22:54:00+03:00</td>\n",
       "      <td>2018-08-23 05:30:00+03:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>369</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>250.0</td>\n",
       "      <td>92.488266</td>\n",
       "      <td>2018-08-21 22:49:00+03:00</td>\n",
       "      <td>2018-08-22 05:54:00+03:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>505</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>230.0</td>\n",
       "      <td>91.448940</td>\n",
       "      <td>2018-08-20 22:44:00+03:00</td>\n",
       "      <td>2018-08-21 05:44:00+03:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>86.842110</td>\n",
       "      <td>2018-08-20 14:05:00+03:00</td>\n",
       "      <td>2018-08-20 15:20:00+03:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>309</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>92.694060</td>\n",
       "      <td>2018-08-20 02:22:00+03:00</td>\n",
       "      <td>2018-08-20 06:00:00+03:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>87.500000</td>\n",
       "      <td>2018-08-20 01:26:00+03:00</td>\n",
       "      <td>2018-08-20 02:05:00+03:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>294</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>87.623764</td>\n",
       "      <td>2018-08-19 21:55:00+03:00</td>\n",
       "      <td>2018-08-20 01:16:00+03:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>424</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>83.076930</td>\n",
       "      <td>2018-08-19 15:00:00+03:00</td>\n",
       "      <td>2018-08-19 16:04:00+03:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>292</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>220.0</td>\n",
       "      <td>88.602150</td>\n",
       "      <td>2018-08-19 00:49:00+03:00</td>\n",
       "      <td>2018-08-19 08:33:00+03:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>543</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>220.0</td>\n",
       "      <td>92.098090</td>\n",
       "      <td>2018-08-17 00:03:00+03:00</td>\n",
       "      <td>2018-08-17 06:09:00+03:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>393</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>250.0</td>\n",
       "      <td>93.621864</td>\n",
       "      <td>2018-08-15 22:46:00+03:00</td>\n",
       "      <td>2018-08-16 06:04:00+03:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>210.0</td>\n",
       "      <td>92.105260</td>\n",
       "      <td>2018-08-15 00:01:00+03:00</td>\n",
       "      <td>2018-08-15 05:42:00+03:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>399</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>220.0</td>\n",
       "      <td>90.995255</td>\n",
       "      <td>2018-08-13 23:07:00+03:00</td>\n",
       "      <td>2018-08-14 06:08:00+03:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>552</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>230.0</td>\n",
       "      <td>91.846530</td>\n",
       "      <td>2018-08-12 23:30:00+03:00</td>\n",
       "      <td>2018-08-13 06:26:00+03:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>190.0</td>\n",
       "      <td>91.842100</td>\n",
       "      <td>2018-08-12 02:09:00+03:00</td>\n",
       "      <td>2018-08-12 08:28:00+03:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>220.0</td>\n",
       "      <td>90.126050</td>\n",
       "      <td>2018-08-10 23:45:00+03:00</td>\n",
       "      <td>2018-08-11 07:40:00+03:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>340.0</td>\n",
       "      <td>93.195880</td>\n",
       "      <td>2018-08-09 22:25:00+03:00</td>\n",
       "      <td>2018-08-10 06:29:00+03:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2017-04-04 21:50:00+03:00</td>\n",
       "      <td>2017-04-05 05:40:00+03:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>290</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2017-04-03 21:30:00+03:00</td>\n",
       "      <td>2017-04-04 05:40:00+03:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>577</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2017-04-02 22:30:00+03:00</td>\n",
       "      <td>2017-04-03 05:50:00+03:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2017-04-01 23:00:00+03:00</td>\n",
       "      <td>2017-04-02 08:10:00+03:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>376</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2017-04-01 00:40:00+03:00</td>\n",
       "      <td>2017-04-01 08:30:00+03:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>303</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2017-03-30 21:50:00+03:00</td>\n",
       "      <td>2017-03-31 05:40:00+03:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>630</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2017-03-29 22:20:00+03:00</td>\n",
       "      <td>2017-03-30 05:40:00+03:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2017-03-28 22:00:00+03:00</td>\n",
       "      <td>2017-03-29 05:40:00+03:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2017-03-27 23:30:00+03:00</td>\n",
       "      <td>2017-03-28 05:40:00+03:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2017-03-26 22:30:00+03:00</td>\n",
       "      <td>2017-03-27 06:00:00+03:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>314</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2017-03-26 00:00:00+02:00</td>\n",
       "      <td>2017-03-26 07:50:00+03:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>572</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2017-03-25 00:30:00+02:00</td>\n",
       "      <td>2017-03-25 08:20:00+02:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>361</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2017-03-23 21:40:00+02:00</td>\n",
       "      <td>2017-03-24 05:20:00+02:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>492</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2017-03-22 22:40:00+02:00</td>\n",
       "      <td>2017-03-23 05:40:00+02:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>504</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2017-03-21 21:40:00+02:00</td>\n",
       "      <td>2017-03-22 05:40:00+02:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2017-03-20 22:30:00+02:00</td>\n",
       "      <td>2017-03-21 05:30:00+02:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2017-03-19 21:40:00+02:00</td>\n",
       "      <td>2017-03-20 05:40:00+02:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>430</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2017-03-18 22:00:00+02:00</td>\n",
       "      <td>2017-03-19 05:10:00+02:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>432</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2017-03-10 23:00:00+02:00</td>\n",
       "      <td>2017-03-11 05:00:00+02:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2017-03-09 01:00:00+02:00</td>\n",
       "      <td>2017-03-09 07:30:00+02:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>299</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2017-03-07 22:30:00+02:00</td>\n",
       "      <td>2017-03-08 05:30:00+02:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2017-03-06 22:30:00+02:00</td>\n",
       "      <td>2017-03-07 05:40:00+02:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2017-03-05 22:30:00+02:00</td>\n",
       "      <td>2017-03-06 05:30:00+02:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2017-03-05 00:00:00+02:00</td>\n",
       "      <td>2017-03-05 08:30:00+02:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2017-03-03 23:00:00+02:00</td>\n",
       "      <td>2017-03-04 08:20:00+02:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>522</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2017-03-02 22:30:00+02:00</td>\n",
       "      <td>2017-03-03 05:30:00+02:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>280</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2017-03-01 22:30:00+02:00</td>\n",
       "      <td>2017-03-02 05:30:00+02:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2017-02-28 23:30:00+02:00</td>\n",
       "      <td>2017-03-01 05:30:00+02:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>273</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2017-02-27 22:30:00+02:00</td>\n",
       "      <td>2017-02-28 05:30:00+02:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>375</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2017-02-26 23:00:00+02:00</td>\n",
       "      <td>2017-02-27 05:30:00+02:00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>649 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     stat_0  stat_10  stat_20  stat_30  stat_40  stat_50  stat_60  stat_70  \\\n",
       "52      0.0      0.0      0.0      0.0      0.0     10.0     50.0     10.0   \n",
       "195     0.0      0.0      0.0      0.0      0.0      0.0     20.0     30.0   \n",
       "421     0.0      0.0      0.0      0.0      0.0      0.0     10.0     20.0   \n",
       "42      0.0      0.0      0.0      0.0      0.0     10.0     10.0      0.0   \n",
       "648     0.0      0.0      0.0      0.0      0.0     10.0      0.0     10.0   \n",
       "139     0.0      0.0      0.0      0.0      0.0      0.0      0.0     10.0   \n",
       "126     0.0      0.0      0.0      0.0      0.0     10.0      0.0     30.0   \n",
       "636     0.0      0.0      0.0      0.0      0.0     10.0     10.0      0.0   \n",
       "401     0.0      0.0      0.0      0.0      0.0     10.0      0.0     20.0   \n",
       "343     0.0      0.0      0.0      0.0      0.0      0.0      0.0     20.0   \n",
       "153     0.0      0.0      0.0      0.0      0.0     10.0     40.0     40.0   \n",
       "30      0.0      0.0      0.0      0.0      0.0     20.0     30.0     20.0   \n",
       "502     0.0      0.0      0.0     10.0      0.0     10.0     20.0     30.0   \n",
       "618     0.0      0.0      0.0      0.0      0.0      0.0     10.0     20.0   \n",
       "369     0.0      0.0      0.0      0.0      0.0      0.0      0.0     50.0   \n",
       "505     0.0      0.0      0.0     10.0      0.0      0.0      0.0     30.0   \n",
       "22      0.0      0.0      0.0      0.0      0.0      0.0     10.0      0.0   \n",
       "309     0.0      0.0      0.0      0.0      0.0      0.0      0.0     20.0   \n",
       "176     0.0      0.0      0.0      0.0      0.0      0.0     10.0      0.0   \n",
       "294     0.0      0.0      0.0      0.0     10.0      0.0      0.0     30.0   \n",
       "424     0.0      0.0      0.0      0.0     10.0      0.0      0.0      0.0   \n",
       "292     0.0      0.0      0.0      0.0     10.0      0.0     20.0     60.0   \n",
       "543     0.0      0.0      0.0      0.0      0.0      0.0      0.0     50.0   \n",
       "393     0.0      0.0      0.0      0.0      0.0      0.0      0.0     20.0   \n",
       "23      0.0      0.0      0.0      0.0     10.0      0.0     10.0     10.0   \n",
       "399     0.0      0.0      0.0      0.0      0.0      0.0     20.0     20.0   \n",
       "552     0.0      0.0      0.0      0.0      0.0      0.0      0.0     50.0   \n",
       "83      0.0      0.0      0.0      0.0      0.0     10.0      0.0     20.0   \n",
       "185     0.0      0.0      0.0      0.0      0.0      0.0     30.0     30.0   \n",
       "106     0.0      0.0      0.0      0.0     10.0     20.0      0.0     10.0   \n",
       "..      ...      ...      ...      ...      ...      ...      ...      ...   \n",
       "116     0.0      0.0      0.0      0.0      0.0      0.0      0.0      0.0   \n",
       "290     0.0      0.0      0.0      0.0      0.0      0.0      0.0      0.0   \n",
       "577     0.0      0.0      0.0      0.0      0.0      0.0      0.0      0.0   \n",
       "125     0.0      0.0      0.0      0.0      0.0      0.0      0.0      0.0   \n",
       "376     0.0      0.0      0.0      0.0      0.0      0.0      0.0      0.0   \n",
       "303     0.0      0.0      0.0      0.0      0.0      0.0      0.0      0.0   \n",
       "630     0.0      0.0      0.0      0.0      0.0      0.0      0.0      0.0   \n",
       "111     0.0      0.0      0.0      0.0      0.0      0.0      0.0      0.0   \n",
       "164     0.0      0.0      0.0      0.0      0.0      0.0      0.0      0.0   \n",
       "7       0.0      0.0      0.0      0.0      0.0      0.0      0.0      0.0   \n",
       "314     0.0      0.0      0.0      0.0      0.0      0.0      0.0      0.0   \n",
       "572     0.0      0.0      0.0      0.0      0.0      0.0      0.0      0.0   \n",
       "361     0.0      0.0      0.0      0.0      0.0      0.0      0.0      0.0   \n",
       "492     0.0      0.0      0.0      0.0      0.0      0.0      0.0      0.0   \n",
       "504     0.0      0.0      0.0      0.0      0.0      0.0      0.0      0.0   \n",
       "80      0.0      0.0      0.0      0.0      0.0      0.0      0.0      0.0   \n",
       "102     0.0      0.0      0.0      0.0      0.0      0.0      0.0      0.0   \n",
       "430     0.0      0.0      0.0      0.0      0.0      0.0      0.0      0.0   \n",
       "432     0.0      0.0      0.0      0.0      0.0      0.0      0.0      0.0   \n",
       "138     0.0      0.0      0.0      0.0      0.0      0.0      0.0      0.0   \n",
       "299     0.0      0.0      0.0      0.0      0.0      0.0      0.0      0.0   \n",
       "68      0.0      0.0      0.0      0.0      0.0      0.0      0.0      0.0   \n",
       "39      0.0      0.0      0.0      0.0      0.0      0.0      0.0      0.0   \n",
       "46      0.0      0.0      0.0      0.0      0.0      0.0      0.0      0.0   \n",
       "37      0.0      0.0      0.0      0.0      0.0      0.0      0.0      0.0   \n",
       "522     0.0      0.0      0.0      0.0      0.0      0.0      0.0      0.0   \n",
       "280     0.0      0.0      0.0      0.0      0.0      0.0      0.0      0.0   \n",
       "72      0.0      0.0      0.0      0.0      0.0      0.0      0.0      0.0   \n",
       "273     0.0      0.0      0.0      0.0      0.0      0.0      0.0      0.0   \n",
       "375     0.0      0.0      0.0      0.0      0.0      0.0      0.0      0.0   \n",
       "\n",
       "     stat_80  stat_90  stat_100  efficiency          sleep_start_time  \\\n",
       "52      50.0     70.0     250.0   89.438200 2018-09-02 22:30:00+03:00   \n",
       "195     60.0    120.0     300.0   92.350746 2018-09-01 22:35:00+03:00   \n",
       "421     20.0     40.0     150.0   92.561980 2018-09-01 02:59:00+03:00   \n",
       "42      20.0      0.0     110.0   91.250000 2018-09-01 00:02:00+03:00   \n",
       "648     20.0     30.0      70.0   88.666664 2018-08-31 03:36:00+03:00   \n",
       "139     10.0     60.0     140.0   95.045050 2018-08-30 23:43:00+03:00   \n",
       "126     30.0    110.0     250.0   92.643680 2018-08-29 22:49:00+03:00   \n",
       "636     50.0    120.0     280.0   93.067230 2018-08-28 22:07:00+03:00   \n",
       "401     40.0     90.0     250.0   93.078760 2018-08-27 23:10:00+03:00   \n",
       "343     50.0    140.0     190.0   92.195120 2018-08-26 23:02:00+03:00   \n",
       "153     70.0     90.0     150.0   86.274510 2018-08-25 23:38:00+03:00   \n",
       "30      60.0    160.0     240.0   89.444440 2018-08-24 22:55:00+03:00   \n",
       "502     30.0     80.0     280.0   90.772540 2018-08-23 22:15:00+03:00   \n",
       "618     30.0     80.0     250.0   93.954660 2018-08-22 22:54:00+03:00   \n",
       "369     40.0     80.0     250.0   92.488266 2018-08-21 22:49:00+03:00   \n",
       "505     40.0    110.0     230.0   91.448940 2018-08-20 22:44:00+03:00   \n",
       "22      10.0     20.0      30.0   86.842110 2018-08-20 14:05:00+03:00   \n",
       "309     10.0     70.0     110.0   92.694060 2018-08-20 02:22:00+03:00   \n",
       "176      0.0      0.0      20.0   87.500000 2018-08-20 01:26:00+03:00   \n",
       "294     20.0     60.0      80.0   87.623764 2018-08-19 21:55:00+03:00   \n",
       "424     20.0     10.0      20.0   83.076930 2018-08-19 15:00:00+03:00   \n",
       "292     40.0    110.0     220.0   88.602150 2018-08-19 00:49:00+03:00   \n",
       "543     30.0     60.0     220.0   92.098090 2018-08-17 00:03:00+03:00   \n",
       "393     50.0    110.0     250.0   93.621864 2018-08-15 22:46:00+03:00   \n",
       "23      40.0     60.0     210.0   92.105260 2018-08-15 00:01:00+03:00   \n",
       "399     70.0     90.0     220.0   90.995255 2018-08-13 23:07:00+03:00   \n",
       "552     50.0     80.0     230.0   91.846530 2018-08-12 23:30:00+03:00   \n",
       "83      40.0    110.0     190.0   91.842100 2018-08-12 02:09:00+03:00   \n",
       "185     70.0    120.0     220.0   90.126050 2018-08-10 23:45:00+03:00   \n",
       "106     30.0     70.0     340.0   93.195880 2018-08-09 22:25:00+03:00   \n",
       "..       ...      ...       ...         ...                       ...   \n",
       "116      0.0      0.0       0.0    0.000000 2017-04-04 21:50:00+03:00   \n",
       "290      0.0      0.0       0.0    0.000000 2017-04-03 21:30:00+03:00   \n",
       "577      0.0      0.0       0.0    0.000000 2017-04-02 22:30:00+03:00   \n",
       "125      0.0      0.0       0.0    0.000000 2017-04-01 23:00:00+03:00   \n",
       "376      0.0      0.0       0.0    0.000000 2017-04-01 00:40:00+03:00   \n",
       "303      0.0      0.0       0.0    0.000000 2017-03-30 21:50:00+03:00   \n",
       "630      0.0      0.0       0.0    0.000000 2017-03-29 22:20:00+03:00   \n",
       "111      0.0      0.0       0.0    0.000000 2017-03-28 22:00:00+03:00   \n",
       "164      0.0      0.0       0.0    0.000000 2017-03-27 23:30:00+03:00   \n",
       "7        0.0      0.0       0.0    0.000000 2017-03-26 22:30:00+03:00   \n",
       "314      0.0      0.0       0.0    0.000000 2017-03-26 00:00:00+02:00   \n",
       "572      0.0      0.0       0.0    0.000000 2017-03-25 00:30:00+02:00   \n",
       "361      0.0      0.0       0.0    0.000000 2017-03-23 21:40:00+02:00   \n",
       "492      0.0      0.0       0.0    0.000000 2017-03-22 22:40:00+02:00   \n",
       "504      0.0      0.0       0.0    0.000000 2017-03-21 21:40:00+02:00   \n",
       "80       0.0      0.0       0.0    0.000000 2017-03-20 22:30:00+02:00   \n",
       "102      0.0      0.0       0.0    0.000000 2017-03-19 21:40:00+02:00   \n",
       "430      0.0      0.0       0.0    0.000000 2017-03-18 22:00:00+02:00   \n",
       "432      0.0      0.0       0.0    0.000000 2017-03-10 23:00:00+02:00   \n",
       "138      0.0      0.0       0.0    0.000000 2017-03-09 01:00:00+02:00   \n",
       "299      0.0      0.0       0.0    0.000000 2017-03-07 22:30:00+02:00   \n",
       "68       0.0      0.0       0.0    0.000000 2017-03-06 22:30:00+02:00   \n",
       "39       0.0      0.0       0.0    0.000000 2017-03-05 22:30:00+02:00   \n",
       "46       0.0      0.0       0.0    0.000000 2017-03-05 00:00:00+02:00   \n",
       "37       0.0      0.0       0.0    0.000000 2017-03-03 23:00:00+02:00   \n",
       "522      0.0      0.0       0.0    0.000000 2017-03-02 22:30:00+02:00   \n",
       "280      0.0      0.0       0.0    0.000000 2017-03-01 22:30:00+02:00   \n",
       "72       0.0      0.0       0.0    0.000000 2017-02-28 23:30:00+02:00   \n",
       "273      0.0      0.0       0.0    0.000000 2017-02-27 22:30:00+02:00   \n",
       "375      0.0      0.0       0.0    0.000000 2017-02-26 23:00:00+02:00   \n",
       "\n",
       "               sleep_end_time  \n",
       "52  2018-09-03 05:54:00+03:00  \n",
       "195 2018-09-02 07:31:00+03:00  \n",
       "421 2018-09-01 07:00:00+03:00  \n",
       "42  2018-09-01 02:41:00+03:00  \n",
       "648 2018-08-31 06:05:00+03:00  \n",
       "139 2018-08-31 03:24:00+03:00  \n",
       "126 2018-08-30 06:03:00+03:00  \n",
       "636 2018-08-29 06:02:00+03:00  \n",
       "401 2018-08-28 06:08:00+03:00  \n",
       "343 2018-08-27 06:03:00+03:00  \n",
       "153 2018-08-26 06:25:00+03:00  \n",
       "30  2018-08-25 07:54:00+03:00  \n",
       "502 2018-08-24 06:00:00+03:00  \n",
       "618 2018-08-23 05:30:00+03:00  \n",
       "369 2018-08-22 05:54:00+03:00  \n",
       "505 2018-08-21 05:44:00+03:00  \n",
       "22  2018-08-20 15:20:00+03:00  \n",
       "309 2018-08-20 06:00:00+03:00  \n",
       "176 2018-08-20 02:05:00+03:00  \n",
       "294 2018-08-20 01:16:00+03:00  \n",
       "424 2018-08-19 16:04:00+03:00  \n",
       "292 2018-08-19 08:33:00+03:00  \n",
       "543 2018-08-17 06:09:00+03:00  \n",
       "393 2018-08-16 06:04:00+03:00  \n",
       "23  2018-08-15 05:42:00+03:00  \n",
       "399 2018-08-14 06:08:00+03:00  \n",
       "552 2018-08-13 06:26:00+03:00  \n",
       "83  2018-08-12 08:28:00+03:00  \n",
       "185 2018-08-11 07:40:00+03:00  \n",
       "106 2018-08-10 06:29:00+03:00  \n",
       "..                        ...  \n",
       "116 2017-04-05 05:40:00+03:00  \n",
       "290 2017-04-04 05:40:00+03:00  \n",
       "577 2017-04-03 05:50:00+03:00  \n",
       "125 2017-04-02 08:10:00+03:00  \n",
       "376 2017-04-01 08:30:00+03:00  \n",
       "303 2017-03-31 05:40:00+03:00  \n",
       "630 2017-03-30 05:40:00+03:00  \n",
       "111 2017-03-29 05:40:00+03:00  \n",
       "164 2017-03-28 05:40:00+03:00  \n",
       "7   2017-03-27 06:00:00+03:00  \n",
       "314 2017-03-26 07:50:00+03:00  \n",
       "572 2017-03-25 08:20:00+02:00  \n",
       "361 2017-03-24 05:20:00+02:00  \n",
       "492 2017-03-23 05:40:00+02:00  \n",
       "504 2017-03-22 05:40:00+02:00  \n",
       "80  2017-03-21 05:30:00+02:00  \n",
       "102 2017-03-20 05:40:00+02:00  \n",
       "430 2017-03-19 05:10:00+02:00  \n",
       "432 2017-03-11 05:00:00+02:00  \n",
       "138 2017-03-09 07:30:00+02:00  \n",
       "299 2017-03-08 05:30:00+02:00  \n",
       "68  2017-03-07 05:40:00+02:00  \n",
       "39  2017-03-06 05:30:00+02:00  \n",
       "46  2017-03-05 08:30:00+02:00  \n",
       "37  2017-03-04 08:20:00+02:00  \n",
       "522 2017-03-03 05:30:00+02:00  \n",
       "280 2017-03-02 05:30:00+02:00  \n",
       "72  2017-03-01 05:30:00+02:00  \n",
       "273 2017-02-28 05:30:00+02:00  \n",
       "375 2017-02-27 05:30:00+02:00  \n",
       "\n",
       "[649 rows x 14 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd_temp.sort_values(ascending=False, by=\"sleep_start_time\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "## stat_100 = Motionless_sleep\n",
    "## stat_90 - stat_70 = Light sleep\n",
    "## stat_60 - stat_00 = Restless\n",
    "\n",
    "pd_sleep_data.rename(columns={\"stat_100\": \"motionless_sleep_duration\"}, inplace=True)\n",
    "pd_sleep_data.insert(loc=len(pd_sleep_data.columns), column=\"light_sleep_duration\", value=0)\n",
    "pd_sleep_data.insert(loc=len(pd_sleep_data.columns), column=\"restless_duration\", value=0)\n",
    "\n",
    "for ind, row in pd_sleep_data.iterrows():\n",
    "    pd_sleep_data.loc[ind, \"light_sleep_duration\"] = row[\"stat_90\"] + row[\"stat_80\"] + row[\"stat_70\"]\n",
    "    pd_sleep_data.loc[ind, \"restless_duration\"]    = row[\"stat_60\"] + row[\"stat_50\"] + row[\"stat_40\"] + row[\"stat_30\"] + row[\"stat_20\"] + row[\"stat_10\"]\n",
    "\n",
    "pd_sleep_data.drop([\"stat_90\", \"stat_80\", \"stat_70\", \"stat_60\", \"stat_50\", \"stat_40\", \"stat_30\", \"stat_20\",\n",
    "                    \"stat_10\", \"stat_0\"], axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "pd_sleep_data.to_pickle(\"sleep_dataframe.pkl\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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