tutorial.ipynb

{
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  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import src\n",
    "import pvlib\n",
    "import numpy as np\n",
    "import pandas as pd"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1. Step 1. Upload input dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ghi_wm2</th>\n",
       "      <th>poa_wm2</th>\n",
       "      <th>tmod_c</th>\n",
       "      <th>tamb_c</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>timestamp</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2020-01-01 00:00:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>1.022</td>\n",
       "      <td>14.682</td>\n",
       "      <td>27.484</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-01 00:05:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>1.018</td>\n",
       "      <td>14.432</td>\n",
       "      <td>27.360</td>\n",
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       "    <tr>\n",
       "      <th>2020-01-01 00:10:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>1.014</td>\n",
       "      <td>13.980</td>\n",
       "      <td>26.912</td>\n",
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       "    <tr>\n",
       "      <th>2020-01-01 00:15:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>1.008</td>\n",
       "      <td>13.288</td>\n",
       "      <td>26.331</td>\n",
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       "    <tr>\n",
       "      <th>2020-01-01 00:20:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>12.772</td>\n",
       "      <td>25.794</td>\n",
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      "text/plain": [
       "                     ghi_wm2  poa_wm2  tmod_c  tamb_c\n",
       "timestamp                                            \n",
       "2020-01-01 00:00:00      0.0    1.022  14.682  27.484\n",
       "2020-01-01 00:05:00      0.0    1.018  14.432  27.360\n",
       "2020-01-01 00:10:00      0.0    1.014  13.980  26.912\n",
       "2020-01-01 00:15:00      0.0    1.008  13.288  26.331\n",
       "2020-01-01 00:20:00      0.0    1.000  12.772  25.794"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(filepath_or_buffer='./validations/data/bogota-5.csv',\n",
    "                 sep=',',\n",
    "                 decimal='.',\n",
    "                 index_col='timestamp',\n",
    "                 parse_dates=True)\n",
    "\n",
    "df.head()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1.1. Clear-sky index\n",
    "\n",
    "If the clear-sky index ($k_c$) is not in the input dataset, it can be estimated with the function `src.methods.clear_sky_index` which requires the following input parameters: `data`, `column` (irradiance column to estimate $k_c$, e.g., `'ghi_wm2'` or `'poa_wm2'`), `longitude`, `latitude`, `altitude` and `time_zome` of the location."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Location\n",
    "longitude = -74.0674\n",
    "latitude = 4.6024\n",
    "altitude = 2624 # [m]\n",
    "tz = 'America/Bogota'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
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       "      <th></th>\n",
       "      <th>ghi_wm2</th>\n",
       "      <th>poa_wm2</th>\n",
       "      <th>tmod_c</th>\n",
       "      <th>tamb_c</th>\n",
       "      <th>ics_wm2</th>\n",
       "      <th>kc</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>timestamp</th>\n",
       "      <th></th>\n",
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       "      <th>2020-01-01 00:00:00</th>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>2020-01-01 00:05:00</th>\n",
       "      <td>0.0</td>\n",
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       "      <td>27.360</td>\n",
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       "      <th>2020-01-01 00:10:00</th>\n",
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       "      <th>2020-01-01 00:15:00</th>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>2020-01-01 00:20:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>12.772</td>\n",
       "      <td>25.794</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
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      "text/plain": [
       "                     ghi_wm2  poa_wm2  tmod_c  tamb_c  ics_wm2   kc\n",
       "timestamp                                                          \n",
       "2020-01-01 00:00:00      0.0    1.022  14.682  27.484      0.0  1.0\n",
       "2020-01-01 00:05:00      0.0    1.018  14.432  27.360      0.0  1.0\n",
       "2020-01-01 00:10:00      0.0    1.014  13.980  26.912      0.0  1.0\n",
       "2020-01-01 00:15:00      0.0    1.008  13.288  26.331      0.0  1.0\n",
       "2020-01-01 00:20:00      0.0    1.000  12.772  25.794      0.0  1.0"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Clear-sky index (kc)\n",
    "df = src.methods.clear_sky_index(data=df,\n",
    "                                 column='poa_wm2',\n",
    "                                 longitude=longitude,\n",
    "                                 latitude=latitude,\n",
    "                                 altitude=altitude,\n",
    "                                 time_zone=tz)\n",
    "\n",
    "df.head()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2. Step 2. Define parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "DF = df                 # Input dataset. Must be a pd.Dataframe.\n",
    "COL = 'poa_wm2'         # Column of the pd.DataFrame of the input data.\n",
    "YEAR = 2023             # Year of study. Must exist in the input dataset.\n",
    "MONTH = 1               # Month of study (1 to 12). Must exist in the input dataset.\n",
    "SC = 'sc5'              # Sky condition of study. Must be 'sc1', 'sc2', 'sc3', 'sc4' or 'sc5'.\n",
    "METHOD = 'stochastic'   # Method to generate the synthetic data. Must be 'stochastic' or 'bootstrap'.\n",
    "IC = 0.95               # Confidence interval. Must be a value between 0 and 1.\n",
    "RUNS = 5                # Quantity of one-day synthetic sequences to generate."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 3. Step 3. Execute the synthetic data generation method"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.1. Unique date execution\n",
    "\n",
    "Use the following code to run the synthetic build method once for the parameters defined above."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>synt1</th>\n",
       "      <th>synt2</th>\n",
       "      <th>synt3</th>\n",
       "      <th>synt4</th>\n",
       "      <th>synt5</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hour</th>\n",
       "      <th>minute</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th rowspan=\"5\" valign=\"top\">0</th>\n",
       "      <th>0</th>\n",
       "      <td>0.932942</td>\n",
       "      <td>0.933880</td>\n",
       "      <td>0.938588</td>\n",
       "      <td>0.935964</td>\n",
       "      <td>0.935847</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.928460</td>\n",
       "      <td>0.932000</td>\n",
       "      <td>0.938000</td>\n",
       "      <td>0.938000</td>\n",
       "      <td>0.938000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0.930148</td>\n",
       "      <td>0.932000</td>\n",
       "      <td>0.932000</td>\n",
       "      <td>0.932000</td>\n",
       "      <td>0.932000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0.930000</td>\n",
       "      <td>0.930000</td>\n",
       "      <td>0.930000</td>\n",
       "      <td>0.930000</td>\n",
       "      <td>0.930000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0.931238</td>\n",
       "      <td>0.929604</td>\n",
       "      <td>0.930114</td>\n",
       "      <td>0.931181</td>\n",
       "      <td>0.928420</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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      "text/plain": [
       "                synt1     synt2     synt3     synt4     synt5\n",
       "hour minute                                                  \n",
       "0    0       0.932942  0.933880  0.938588  0.935964  0.935847\n",
       "     5       0.928460  0.932000  0.938000  0.938000  0.938000\n",
       "     10      0.930148  0.932000  0.932000  0.932000  0.932000\n",
       "     15      0.930000  0.930000  0.930000  0.930000  0.930000\n",
       "     20      0.931238  0.929604  0.930114  0.931181  0.928420"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "synthetic = src.methods.sequential(data=DF,\n",
    "                                   irradiance_column=COL,\n",
    "                                   year=YEAR,\n",
    "                                   month=MONTH,\n",
    "                                   sky_condition=SC,\n",
    "                                   method=METHOD,\n",
    "                                   confidence_interval=IC,\n",
    "                                   runs=RUNS)\n",
    "\n",
    "synthetic.head()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.2. Multiple execution\n",
    "\n",
    "If you want to generate the synthetic data for the entire input data set, run the following code. It will generate a one-day `RUNS` solar irradiance sequence for all sky conditions for each month and year in the input data set."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
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       "{'stochastic': {'Jan2020-sc1':                 synt1     synt2     synt3     synt4     synt5\n",
       "  hour minute                                                  \n",
       "  0    0      -0.085565  0.797395  0.390185  0.608050  0.784489\n",
       "       5       0.000000  0.908582  0.759748  0.910000  0.908769\n",
       "       10      0.000000  0.910000  0.910000  0.910000  0.910000\n",
       "       15      0.000000  0.910000  0.910000  0.910000  0.910000\n",
       "       20      0.000000  0.912194  0.912250  0.910000  0.912437\n",
       "  ...               ...       ...       ...       ...       ...\n",
       "  23   35      0.915804  0.913220  0.912488  0.918000  0.952000\n",
       "       40      0.916000  0.914500  0.914406  0.915182  0.952000\n",
       "       45      0.910000  0.916000  0.910000  0.913660  0.956000\n",
       "       50      0.910000  0.910000  0.910000  0.910000  0.952000\n",
       "       55      0.912000  0.911887  0.909527  0.911730  0.948000\n",
       "  \n",
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       "  'Jan2020-sc2':                 synt1     synt2     synt3     synt4     synt5\n",
       "  hour minute                                                  \n",
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       "       10      0.915936  0.904000  0.911850  0.913640  0.919038\n",
       "       15      0.910551  0.903886  0.920000  0.916261  0.917492\n",
       "       20      0.909282  0.911427  0.910053  0.919824  0.920552\n",
       "  ...               ...       ...       ...       ...       ...\n",
       "  23   35      0.916170  0.926532  0.919667  0.929281  0.924933\n",
       "       40      0.936605  0.915148  0.932896  0.926964  0.913484\n",
       "       45      0.908000  0.936499  0.921433  0.923718  0.926043\n",
       "       50      0.912007  0.916475  0.914996  0.930632  0.908000\n",
       "       55      0.925952  0.908653  0.917410  0.915783  0.904000\n",
       "  \n",
       "  [288 rows x 5 columns],\n",
       "  'Jan2020-sc3':                 synt1     synt2     synt3     synt4     synt5\n",
       "  hour minute                                                  \n",
       "  0    0       0.928404  0.926891  0.922187  0.917781  0.928765\n",
       "       5       0.929083  0.924086  0.920474  0.921093  0.932066\n",
       "       10      0.932747  0.929910  0.923617  0.922475  0.933920\n",
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       "       20      0.935476  0.931255  0.923024  0.918000  0.927731\n",
       "  ...               ...       ...       ...       ...       ...\n",
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       "       45      0.928297  0.922000  0.932888  0.939287  0.934999\n",
       "       50      0.932263  0.922000  0.924000  0.935468  0.931162\n",
       "       55      0.929559  0.923534  0.924000  0.938533  0.932000\n",
       "  \n",
       "  [288 rows x 5 columns],\n",
       "  'Jan2020-sc4':                 synt1     synt2     synt3     synt4     synt5\n",
       "  hour minute                                                  \n",
       "  0    0       0.923022  0.910696  0.908018  0.916751  0.913221\n",
       "       5       0.922000  0.912000  0.912000  0.918087  0.921272\n",
       "       10      0.924000  0.908000  0.908000  0.919555  0.909523\n",
       "       15      0.926000  0.914000  0.914000  0.925103  0.923251\n",
       "       20      0.928000  0.910000  0.910000  0.911575  0.910000\n",
       "  ...               ...       ...       ...       ...       ...\n",
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       "       40      0.928000  0.928000  0.928000  0.932805  0.934000\n",
       "       45      0.930000  0.930000  0.930000  0.930000  0.930000\n",
       "       50      0.928000  0.929571  0.931005  0.928629  0.931822\n",
       "       55      0.930000  0.930000  0.930000  0.930000  0.930000\n",
       "  \n",
       "  [288 rows x 5 columns],\n",
       "  'Jan2020-sc5':                 synt1     synt2     synt3     synt4     synt5\n",
       "  hour minute                                                  \n",
       "  0    0       0.931315  0.930241  0.927575  0.930443  0.937960\n",
       "       5       0.928000  0.930516  0.928000  0.930324  0.938000\n",
       "       10      0.926178  0.926000  0.926000  0.928366  0.932000\n",
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       "       20      0.924000  0.924000  0.929498  0.932000  0.932000\n",
       "  ...               ...       ...       ...       ...       ...\n",
       "  23   35      0.931626  0.930000  0.932171  0.935186  0.930000\n",
       "       40      0.936000  0.932000  0.933559  0.933872  0.931764\n",
       "       45      0.930978  0.932069  0.935184  0.933270  0.931750\n",
       "       50      0.932890  0.939633  0.930000  0.938038  0.930000\n",
       "       55      0.934000  0.936721  0.921558  0.934000  0.922616\n",
       "  \n",
       "  [288 rows x 5 columns],\n",
       "  'Feb2020-sc1': None,\n",
       "  'Feb2020-sc2':                 synt1     synt2     synt3     synt4     synt5\n",
       "  hour minute                                                  \n",
       "  0    0       0.935499  0.920806  0.926860  0.940559  0.934247\n",
       "       5       0.930611  0.928000  0.926521  0.942000  0.922000\n",
       "       10      0.920000  0.920000  0.920708  0.946000  0.920785\n",
       "       15      0.922689  0.918651  0.919547  0.944000  0.921145\n",
       "       20      0.916000  0.917125  0.916000  0.944000  0.928000\n",
       "  ...               ...       ...       ...       ...       ...\n",
       "  23   35      0.921551  0.914000  0.925846  0.923475  0.925055\n",
       "       40      0.922708  0.924000  0.924000  0.925215  0.926000\n",
       "       45      0.922850  0.922000  0.927886  0.926426  0.926782\n",
       "       50      0.925331  0.924000  0.924000  0.924000  0.924000\n",
       "       55      0.930070  0.930589  0.925493  0.926213  0.922482\n",
       "  \n",
       "  [288 rows x 5 columns],\n",
       "  'Feb2020-sc3':                 synt1     synt2     synt3     synt4     synt5\n",
       "  hour minute                                                  \n",
       "  0    0       0.922611  0.917720  0.931944  0.934867  0.935329\n",
       "       5       0.922000  0.922000  0.937207  0.936000  0.936000\n",
       "       10      0.920000  0.920000  0.934000  0.934000  0.934000\n",
       "       15      0.918000  0.918000  0.932994  0.933653  0.932000\n",
       "       20      0.924000  0.924000  0.930273  0.928874  0.931954\n",
       "  ...               ...       ...       ...       ...       ...\n",
       "  23   35      0.932581  0.933772  0.920000  0.933693  0.935223\n",
       "       40      0.934000  0.932553  0.924000  0.932448  0.933846\n",
       "       45      0.934000  0.930000  0.920000  0.931546  0.930000\n",
       "       50      0.932000  0.932755  0.926000  0.933198  0.934000\n",
       "       55      0.929430  0.932000  0.920000  0.928000  0.928000\n",
       "  \n",
       "  [288 rows x 5 columns],\n",
       "  'Feb2020-sc4':              synt1  synt2  synt3  synt4  synt5\n",
       "  hour minute                                   \n",
       "  0    0       0.924  0.924  0.924  0.924  0.924\n",
       "       5       0.924  0.924  0.924  0.924  0.924\n",
       "       10      0.924  0.924  0.924  0.924  0.924\n",
       "       15      0.924  0.924  0.924  0.924  0.924\n",
       "       20      0.924  0.924  0.924  0.924  0.924\n",
       "  ...            ...    ...    ...    ...    ...\n",
       "  23   35      0.924  0.924  0.924  0.924  0.924\n",
       "       40      0.924  0.924  0.924  0.924  0.924\n",
       "       45      0.924  0.924  0.924  0.924  0.924\n",
       "       50      0.924  0.924  0.924  0.924  0.924\n",
       "       55      0.924  0.924  0.924  0.924  0.924\n",
       "  \n",
       "  [288 rows x 5 columns],\n",
       "  'Feb2020-sc5':                 synt1     synt2     synt3     synt4     synt5\n",
       "  hour minute                                                  \n",
       "  0    0       0.924842  0.931602  0.925547  0.933206  0.905587\n",
       "       5       0.922000  0.935023  0.922000  0.935319  0.914000\n",
       "       10      0.924000  0.927540  0.910000  0.933487  0.924000\n",
       "       15      0.924000  0.923515  0.924000  0.942074  0.910000\n",
       "       20      0.915511  0.926000  0.914000  0.948000  0.915628\n",
       "  ...               ...       ...       ...       ...       ...\n",
       "  23   35      0.920176  0.926233  0.939881  0.924000  0.938627\n",
       "       40      0.929899  0.926282  0.939068  0.927444  0.938839\n",
       "       45      0.928000  0.922434  0.941981  0.926733  0.950000\n",
       "       50      0.922000  0.924581  0.948000  0.935762  0.940000\n",
       "       55      0.923397  0.924295  0.943589  0.937212  0.944000\n",
       "  \n",
       "  [288 rows x 5 columns],\n",
       "  'Mar2020-sc1': None,\n",
       "  'Mar2020-sc2': None,\n",
       "  'Mar2020-sc3': None,\n",
       "  'Mar2020-sc4': None,\n",
       "  'Mar2020-sc5': None,\n",
       "  'Apr2020-sc1': None,\n",
       "  'Apr2020-sc2': None,\n",
       "  'Apr2020-sc3': None,\n",
       "  'Apr2020-sc4': None,\n",
       "  'Apr2020-sc5': None,\n",
       "  'May2020-sc1': None,\n",
       "  'May2020-sc2': None,\n",
       "  'May2020-sc3': None,\n",
       "  'May2020-sc4': None,\n",
       "  'May2020-sc5': None,\n",
       "  'Jun2020-sc1': None,\n",
       "  'Jun2020-sc2': None,\n",
       "  'Jun2020-sc3': None,\n",
       "  'Jun2020-sc4': None,\n",
       "  'Jun2020-sc5': None,\n",
       "  'Jul2020-sc1': None,\n",
       "  'Jul2020-sc2': None,\n",
       "  'Jul2020-sc3': None,\n",
       "  'Jul2020-sc4': None,\n",
       "  'Jul2020-sc5': None,\n",
       "  'Aug2020-sc1': None,\n",
       "  'Aug2020-sc2': None,\n",
       "  'Aug2020-sc3': None,\n",
       "  'Aug2020-sc4': None,\n",
       "  'Aug2020-sc5': None,\n",
       "  'Sep2020-sc1': None,\n",
       "  'Sep2020-sc2': None,\n",
       "  'Sep2020-sc3': None,\n",
       "  'Sep2020-sc4': None,\n",
       "  'Sep2020-sc5': None,\n",
       "  'Oct2020-sc1': None,\n",
       "  'Oct2020-sc2': None,\n",
       "  'Oct2020-sc3': None,\n",
       "  'Oct2020-sc4': None,\n",
       "  'Oct2020-sc5': None,\n",
       "  'Nov2020-sc1': None,\n",
       "  'Nov2020-sc2': None,\n",
       "  'Nov2020-sc3': None,\n",
       "  'Nov2020-sc4': None,\n",
       "  'Nov2020-sc5': None,\n",
       "  'Dec2020-sc1': None,\n",
       "  'Dec2020-sc2': None,\n",
       "  'Dec2020-sc3': None,\n",
       "  'Dec2020-sc4': None,\n",
       "  'Dec2020-sc5': None,\n",
       "  'Jan2021-sc1':                 synt1     synt2     synt3     synt4     synt5\n",
       "  hour minute                                                  \n",
       "  0    0       1.140779  0.223699  0.557700  0.598290 -0.159085\n",
       "       5       0.909642  0.000000  0.910000  0.908298  0.000000\n",
       "       10      0.910000  0.000000  0.910000  0.910000  0.000000\n",
       "       15      0.910000  0.000000  0.910000  0.910000  0.000000\n",
       "       20      0.910129  0.000000  0.913458  0.912465  0.000000\n",
       "  ...               ...       ...       ...       ...       ...\n",
       "  23   35      0.914827  0.915476  0.912153  0.910047  0.918000\n",
       "       40      0.915251  0.914001  0.914346  0.915916  0.914326\n",
       "       45      0.912026  0.910604  0.913587  0.910000  0.910764\n",
       "       50      0.910000  0.910000  0.910000  0.910000  0.910000\n",
       "       55      0.909691  0.908989  0.912000  0.909082  0.908791\n",
       "  \n",
       "  [288 rows x 5 columns],\n",
       "  'Jan2021-sc2':                 synt1     synt2     synt3     synt4     synt5\n",
       "  hour minute                                                  \n",
       "  0    0       0.928701  0.915705  0.949909  0.926276  0.921085\n",
       "       5       0.931650  0.917265  0.949220  0.930655  0.921318\n",
       "       10      0.933881  0.916595  0.953169  0.928487  0.918000\n",
       "       15      0.933565  0.920373  0.950051  0.933089  0.917668\n",
       "       20      0.930317  0.922000  0.948592  0.930889  0.922000\n",
       "  ...               ...       ...       ...       ...       ...\n",
       "  23   35      0.923372  0.914849  0.931453  0.912489  0.922130\n",
       "       40      0.917338  0.938415  0.925894  0.910825  0.910000\n",
       "       45      0.926155  0.919955  0.916059  0.931185  0.934954\n",
       "       50      0.913795  0.924501  0.919903  0.933445  0.913851\n",
       "       55      0.929003  0.924367  0.936275  0.926864  0.916996\n",
       "  \n",
       "  [288 rows x 5 columns],\n",
       "  'Jan2021-sc3':                 synt1     synt2     synt3     synt4     synt5\n",
       "  hour minute                                                  \n",
       "  0    0       0.928388  0.928026  0.926276  0.927242  0.932744\n",
       "       5       0.924689  0.932057  0.917711  0.933903  0.933385\n",
       "       10      0.929169  0.932144  0.922485  0.934000  0.930000\n",
       "       15      0.931257  0.930447  0.918129  0.931499  0.931590\n",
       "       20      0.936000  0.922893  0.918000  0.923654  0.930045\n",
       "  ...               ...       ...       ...       ...       ...\n",
       "  23   35      0.939141  0.940180  0.922000  0.924704  0.938000\n",
       "       40      0.940617  0.937517  0.924000  0.924872  0.940202\n",
       "       45      0.944067  0.940879  0.932407  0.934219  0.943402\n",
       "       50      0.934000  0.944000  0.924000  0.927892  0.941020\n",
       "       55      0.932000  0.944000  0.921695  0.930679  0.934216\n",
       "  \n",
       "  [288 rows x 5 columns],\n",
       "  'Jan2021-sc4':                 synt1     synt2     synt3     synt4     synt5\n",
       "  hour minute                                                  \n",
       "  0    0       0.924789  0.908925  0.918918  0.909825  0.907376\n",
       "       5       0.922000  0.912000  0.912000  0.912000  0.912000\n",
       "       10      0.924000  0.908000  0.908000  0.908000  0.908000\n",
       "       15      0.926000  0.914000  0.914000  0.914000  0.914000\n",
       "       20      0.928000  0.910000  0.910000  0.910000  0.910000\n",
       "  ...               ...       ...       ...       ...       ...\n",
       "  23   35      0.928000  0.928000  0.928000  0.934000  0.934000\n",
       "       40      0.928000  0.928000  0.928000  0.934000  0.934000\n",
       "       45      0.930000  0.930000  0.930000  0.930000  0.930000\n",
       "       50      0.928000  0.930507  0.930105  0.932000  0.929967\n",
       "       55      0.930000  0.930000  0.930000  0.930000  0.930000\n",
       "  \n",
       "  [288 rows x 5 columns],\n",
       "  'Jan2021-sc5':                 synt1     synt2     synt3     synt4     synt5\n",
       "  hour minute                                                  \n",
       "  0    0       0.931197  0.932504  0.933548  0.928689  0.928010\n",
       "       5       0.929327  0.932000  0.929082  0.929569  0.928000\n",
       "       10      0.932000  0.926000  0.926000  0.931196  0.926477\n",
       "       15      0.930000  0.924000  0.924000  0.930000  0.924000\n",
       "       20      0.928000  0.924000  0.924000  0.932000  0.924000\n",
       "  ...               ...       ...       ...       ...       ...\n",
       "  23   35      0.930000  0.942000  0.930000  0.934114  0.930000\n",
       "       40      0.932000  0.942000  0.931964  0.935329  0.931964\n",
       "       45      0.938000  0.946000  0.935179  0.930000  0.933621\n",
       "       50      0.940000  0.946000  0.933764  0.930000  0.940000\n",
       "       55      0.934000  0.939081  0.934000  0.922917  0.938994\n",
       "  \n",
       "  [288 rows x 5 columns],\n",
       "  'Feb2021-sc1': None,\n",
       "  'Feb2021-sc2':                 synt1     synt2     synt3     synt4     synt5\n",
       "  hour minute                                                  \n",
       "  0    0       0.926976  0.943472  0.923304  0.931103  0.927683\n",
       "       5       0.931617  0.942000  0.922657  0.928559  0.924984\n",
       "       10      0.923232  0.946000  0.922582  0.929585  0.924000\n",
       "       15      0.934000  0.944000  0.922000  0.923191  0.923199\n",
       "       20      0.932000  0.944000  0.927591  0.921796  0.919947\n",
       "  ...               ...       ...       ...       ...       ...\n",
       "  23   35      0.914000  0.914000  0.924000  0.921317  0.922184\n",
       "       40      0.924000  0.924000  0.924356  0.921726  0.922835\n",
       "       45      0.922254  0.922000  0.923084  0.930000  0.922000\n",
       "       50      0.924035  0.927077  0.924000  0.924274  0.924000\n",
       "       55      0.923330  0.932000  0.927022  0.930405  0.923059\n",
       "  \n",
       "  [288 rows x 5 columns],\n",
       "  'Feb2021-sc3':                 synt1     synt2     synt3     synt4     synt5\n",
       "  hour minute                                                  \n",
       "  0    0       0.926303  0.938260  0.939908  0.931529  0.939667\n",
       "       5       0.923697  0.936000  0.937086  0.936314  0.936000\n",
       "       10      0.920000  0.934000  0.934000  0.934000  0.934000\n",
       "       15      0.918000  0.933660  0.932240  0.932000  0.933204\n",
       "       20      0.924000  0.932000  0.928814  0.930605  0.928253\n",
       "  ...               ...       ...       ...       ...       ...\n",
       "  23   35      0.935113  0.934449  0.935203  0.933710  0.932000\n",
       "       40      0.933368  0.933805  0.932946  0.933727  0.932908\n",
       "       45      0.934000  0.931423  0.930000  0.933313  0.931246\n",
       "       50      0.932320  0.932261  0.933660  0.932421  0.932596\n",
       "       55      0.928228  0.930621  0.928000  0.931086  0.928664\n",
       "  \n",
       "  [288 rows x 5 columns],\n",
       "  'Feb2021-sc4':              synt1  synt2  synt3  synt4  synt5\n",
       "  hour minute                                   \n",
       "  0    0       0.924  0.924  0.924  0.924  0.924\n",
       "       5       0.924  0.924  0.924  0.924  0.924\n",
       "       10      0.924  0.924  0.924  0.924  0.924\n",
       "       15      0.924  0.924  0.924  0.924  0.924\n",
       "       20      0.924  0.924  0.924  0.924  0.924\n",
       "  ...            ...    ...    ...    ...    ...\n",
       "  23   35      0.924  0.924  0.924  0.924  0.924\n",
       "       40      0.924  0.924  0.924  0.924  0.924\n",
       "       45      0.924  0.924  0.924  0.924  0.924\n",
       "       50      0.924  0.924  0.924  0.924  0.924\n",
       "       55      0.924  0.924  0.924  0.924  0.924\n",
       "  \n",
       "  [288 rows x 5 columns],\n",
       "  'Feb2021-sc5':                 synt1     synt2     synt3     synt4     synt5\n",
       "  hour minute                                                  \n",
       "  0    0       0.913634  0.927484  0.922859  0.928687  0.926350\n",
       "       5       0.918372  0.923935  0.919338  0.922000  0.924000\n",
       "       10      0.910000  0.920001  0.922801  0.924000  0.916740\n",
       "       15      0.910000  0.911889  0.924000  0.910000  0.924000\n",
       "       20      0.919492  0.919688  0.916842  0.917671  0.914000\n",
       "  ...               ...       ...       ...       ...       ...\n",
       "  23   35      0.932464  0.923713  0.924000  0.940393  0.939872\n",
       "       40      0.937956  0.927111  0.922000  0.939105  0.939239\n",
       "       45      0.944160  0.922544  0.919214  0.943212  0.950000\n",
       "       50      0.944784  0.927952  0.928642  0.948000  0.941955\n",
       "       55      0.943609  0.924703  0.922000  0.943070  0.944000\n",
       "  \n",
       "  [288 rows x 5 columns],\n",
       "  'Mar2021-sc1': None,\n",
       "  'Mar2021-sc2': None,\n",
       "  'Mar2021-sc3': None,\n",
       "  'Mar2021-sc4': None,\n",
       "  'Mar2021-sc5': None,\n",
       "  'Apr2021-sc1': None,\n",
       "  'Apr2021-sc2': None,\n",
       "  'Apr2021-sc3': None,\n",
       "  'Apr2021-sc4': None,\n",
       "  'Apr2021-sc5': None,\n",
       "  'May2021-sc1': None,\n",
       "  'May2021-sc2': None,\n",
       "  'May2021-sc3': None,\n",
       "  'May2021-sc4': None,\n",
       "  'May2021-sc5': None,\n",
       "  'Jun2021-sc1': None,\n",
       "  'Jun2021-sc2': None,\n",
       "  'Jun2021-sc3': None,\n",
       "  'Jun2021-sc4': None,\n",
       "  'Jun2021-sc5': None,\n",
       "  'Jul2021-sc1': None,\n",
       "  'Jul2021-sc2': None,\n",
       "  'Jul2021-sc3': None,\n",
       "  'Jul2021-sc4': None,\n",
       "  'Jul2021-sc5': None,\n",
       "  'Aug2021-sc1': None,\n",
       "  'Aug2021-sc2': None,\n",
       "  'Aug2021-sc3': None,\n",
       "  'Aug2021-sc4': None,\n",
       "  'Aug2021-sc5': None,\n",
       "  'Sep2021-sc1': None,\n",
       "  'Sep2021-sc2': None,\n",
       "  'Sep2021-sc3': None,\n",
       "  'Sep2021-sc4': None,\n",
       "  'Sep2021-sc5': None,\n",
       "  'Oct2021-sc1': None,\n",
       "  'Oct2021-sc2': None,\n",
       "  'Oct2021-sc3': None,\n",
       "  'Oct2021-sc4': None,\n",
       "  'Oct2021-sc5': None,\n",
       "  'Nov2021-sc1': None,\n",
       "  'Nov2021-sc2': None,\n",
       "  'Nov2021-sc3': None,\n",
       "  'Nov2021-sc4': None,\n",
       "  'Nov2021-sc5': None,\n",
       "  'Dec2021-sc1': None,\n",
       "  'Dec2021-sc2': None,\n",
       "  'Dec2021-sc3': None,\n",
       "  'Dec2021-sc4': None,\n",
       "  'Dec2021-sc5': None,\n",
       "  'Jan2022-sc1':                 synt1     synt2     synt3     synt4     synt5\n",
       "  hour minute                                                  \n",
       "  0    0       0.738353  1.106173  0.460118  1.156279 -0.181798\n",
       "       5       0.908000  0.908360  0.910000  0.908906  0.000000\n",
       "       10      0.910000  0.910000  0.910000  0.910000  0.000000\n",
       "       15      0.910000  0.910000  0.910000  0.910000  0.000000\n",
       "       20      0.913135  0.914000  0.912615  0.914000  0.000000\n",
       "  ...               ...       ...       ...       ...       ...\n",
       "  23   35      0.952000  0.952000  0.952000  0.917310  0.952000\n",
       "       40      0.952000  0.952000  0.952000  0.914714  0.952000\n",
       "       45      0.956000  0.956000  0.956000  0.914931  0.956000\n",
       "       50      0.952000  0.952000  0.952000  0.910000  0.952000\n",
       "       55      0.948000  0.948000  0.948000  0.909251  0.948000\n",
       "  \n",
       "  [288 rows x 5 columns],\n",
       "  'Jan2022-sc2':                 synt1     synt2     synt3     synt4     synt5\n",
       "  hour minute                                                  \n",
       "  0    0       0.909457  0.934651  0.916981  0.919094  0.911975\n",
       "       5       0.914000  0.928000  0.914543  0.920337  0.911241\n",
       "       10      0.919154  0.929745  0.915973  0.919579  0.912603\n",
       "       15      0.921606  0.930888  0.912290  0.919634  0.919900\n",
       "       20      0.916339  0.930181  0.916000  0.920155  0.912140\n",
       "  ...               ...       ...       ...       ...       ...\n",
       "  23   35      0.913215  0.928962  0.931360  0.944000  0.934977\n",
       "       40      0.918353  0.924772  0.929830  0.920354  0.912892\n",
       "       45      0.908567  0.929032  0.917809  0.908000  0.914750\n",
       "       50      0.937398  0.931230  0.913572  0.913492  0.923151\n",
       "       55      0.914018  0.911439  0.912424  0.930902  0.904659\n",
       "  \n",
       "  [288 rows x 5 columns],\n",
       "  'Jan2022-sc3':                 synt1     synt2     synt3     synt4     synt5\n",
       "  hour minute                                                  \n",
       "  0    0       0.923918  0.940267  0.932313  0.928561  0.929451\n",
       "       5       0.924000  0.934000  0.930000  0.926946  0.931947\n",
       "       10      0.929992  0.931928  0.934000  0.932083  0.931670\n",
       "       15      0.931102  0.934000  0.930930  0.930000  0.930000\n",
       "       20      0.931132  0.922000  0.925894  0.935587  0.922000\n",
       "  ...               ...       ...       ...       ...       ...\n",
       "  23   35      0.942000  0.940030  0.926000  0.923633  0.922827\n",
       "       40      0.939805  0.942392  0.924000  0.924753  0.925116\n",
       "       45      0.937338  0.946000  0.929136  0.936000  0.932192\n",
       "       50      0.930555  0.935867  0.930568  0.930158  0.933854\n",
       "       55      0.924445  0.932000  0.931626  0.924301  0.927836\n",
       "  \n",
       "  [288 rows x 5 columns],\n",
       "  'Jan2022-sc4':                 synt1     synt2     synt3     synt4     synt5\n",
       "  hour minute                                                  \n",
       "  0    0       0.910830  0.916501  0.915490  0.912154  0.914513\n",
       "       5       0.919992  0.912000  0.912068  0.922000  0.922000\n",
       "       10      0.916590  0.908000  0.908000  0.924000  0.924000\n",
       "       15      0.920945  0.914000  0.914000  0.926000  0.926000\n",
       "       20      0.921202  0.910000  0.910000  0.928000  0.928000\n",
       "  ...               ...       ...       ...       ...       ...\n",
       "  23   35      0.934000  0.928000  0.928000  0.934000  0.928000\n",
       "       40      0.934000  0.928000  0.928000  0.934000  0.928000\n",
       "       45      0.930000  0.930000  0.930000  0.930000  0.930000\n",
       "       50      0.932000  0.928575  0.928000  0.932000  0.931188\n",
       "       55      0.930000  0.930000  0.930000  0.930000  0.930000\n",
       "  \n",
       "  [288 rows x 5 columns],\n",
       "  'Jan2022-sc5':                 synt1     synt2     synt3     synt4     synt5\n",
       "  hour minute                                                  \n",
       "  0    0       0.928973  0.937967  0.933154  0.929751  0.930906\n",
       "       5       0.929606  0.938000  0.931264  0.932000  0.928669\n",
       "       10      0.929757  0.932000  0.927828  0.928054  0.926482\n",
       "       15      0.930000  0.930000  0.928768  0.929159  0.927892\n",
       "       20      0.930413  0.929380  0.931958  0.931109  0.931285\n",
       "  ...               ...       ...       ...       ...       ...\n",
       "  23   35      0.930812  0.931911  0.942000  0.930000  0.932324\n",
       "       40      0.935408  0.932351  0.942000  0.930059  0.932598\n",
       "       45      0.930433  0.933025  0.946000  0.930497  0.931982\n",
       "       50      0.930000  0.930576  0.946000  0.930000  0.934312\n",
       "       55      0.930000  0.925481  0.934066  0.929674  0.931578\n",
       "  \n",
       "  [288 rows x 5 columns],\n",
       "  'Feb2022-sc1': None,\n",
       "  'Feb2022-sc2':                 synt1     synt2     synt3     synt4     synt5\n",
       "  hour minute                                                  \n",
       "  0    0       0.916673  0.938495  0.924923  0.923893  0.921462\n",
       "       5       0.914000  0.942000  0.931060  0.922980  0.928000\n",
       "       10      0.914000  0.946000  0.926932  0.922208  0.925982\n",
       "       15      0.924000  0.944000  0.924911  0.923572  0.932054\n",
       "       20      0.924736  0.944000  0.927201  0.921608  0.932000\n",
       "  ...               ...       ...       ...       ...       ...\n",
       "  23   35      0.924672  0.923635  0.920621  0.925685  0.920014\n",
       "       40      0.925588  0.926000  0.921867  0.924000  0.918000\n",
       "       45      0.925149  0.925542  0.928982  0.930000  0.912772\n",
       "       50      0.925576  0.925716  0.925123  0.924000  0.908000\n",
       "       55      0.922000  0.924575  0.926228  0.925118  0.912000\n",
       "  \n",
       "  [288 rows x 5 columns],\n",
       "  'Feb2022-sc3':                 synt1     synt2     synt3     synt4     synt5\n",
       "  hour minute                                                  \n",
       "  0    0       0.923748  0.933405  0.926120  0.922806  0.937195\n",
       "       5       0.922000  0.936885  0.928681  0.922000  0.937739\n",
       "       10      0.920000  0.934000  0.926609  0.920000  0.934000\n",
       "       15      0.918000  0.932318  0.933177  0.918000  0.932159\n",
       "       20      0.924000  0.932000  0.928775  0.924000  0.929667\n",
       "  ...               ...       ...       ...       ...       ...\n",
       "  23   35      0.920000  0.936000  0.920000  0.936000  0.933189\n",
       "       40      0.924000  0.934000  0.924000  0.933439  0.932000\n",
       "       45      0.920000  0.932457  0.920000  0.931082  0.932549\n",
       "       50      0.926000  0.932424  0.926000  0.933246  0.932212\n",
       "       55      0.920000  0.931493  0.920000  0.928000  0.928000\n",
       "  \n",
       "  [288 rows x 5 columns],\n",
       "  'Feb2022-sc4':              synt1  synt2  synt3  synt4  synt5\n",
       "  hour minute                                   \n",
       "  0    0       0.924  0.924  0.924  0.924  0.924\n",
       "       5       0.924  0.924  0.924  0.924  0.924\n",
       "       10      0.924  0.924  0.924  0.924  0.924\n",
       "       15      0.924  0.924  0.924  0.924  0.924\n",
       "       20      0.924  0.924  0.924  0.924  0.924\n",
       "  ...            ...    ...    ...    ...    ...\n",
       "  23   35      0.924  0.924  0.924  0.924  0.924\n",
       "       40      0.924  0.924  0.924  0.924  0.924\n",
       "       45      0.924  0.924  0.924  0.924  0.924\n",
       "       50      0.924  0.924  0.924  0.924  0.924\n",
       "       55      0.924  0.924  0.924  0.924  0.924\n",
       "  \n",
       "  [288 rows x 5 columns],\n",
       "  'Feb2022-sc5':                 synt1     synt2     synt3     synt4     synt5\n",
       "  hour minute                                                  \n",
       "  0    0       0.934942  0.944470  0.931833  0.933281  0.930736\n",
       "       5       0.931451  0.942000  0.931853  0.937276  0.940603\n",
       "       10      0.940035  0.946000  0.925910  0.946000  0.946000\n",
       "       15      0.950000  0.950000  0.920960  0.950000  0.950000\n",
       "       20      0.948000  0.948000  0.916526  0.948000  0.948000\n",
       "  ...               ...       ...       ...       ...       ...\n",
       "  23   35      0.921424  0.939267  0.939400  0.931562  0.923193\n",
       "       40      0.927690  0.939328  0.938000  0.931424  0.927877\n",
       "       45      0.920610  0.950000  0.949729  0.938000  0.928000\n",
       "       50      0.922000  0.945926  0.941747  0.933992  0.933728\n",
       "       55      0.930000  0.942555  0.943238  0.931943  0.930000\n",
       "  \n",
       "  [288 rows x 5 columns],\n",
       "  'Mar2022-sc1': None,\n",
       "  'Mar2022-sc2': None,\n",
       "  'Mar2022-sc3': None,\n",
       "  'Mar2022-sc4': None,\n",
       "  'Mar2022-sc5': None,\n",
       "  'Apr2022-sc1': None,\n",
       "  'Apr2022-sc2': None,\n",
       "  'Apr2022-sc3': None,\n",
       "  'Apr2022-sc4': None,\n",
       "  'Apr2022-sc5': None,\n",
       "  'May2022-sc1': None,\n",
       "  'May2022-sc2': None,\n",
       "  'May2022-sc3': None,\n",
       "  'May2022-sc4': None,\n",
       "  'May2022-sc5': None,\n",
       "  'Jun2022-sc1': None,\n",
       "  'Jun2022-sc2': None,\n",
       "  'Jun2022-sc3': None,\n",
       "  'Jun2022-sc4': None,\n",
       "  'Jun2022-sc5': None,\n",
       "  'Jul2022-sc1': None,\n",
       "  'Jul2022-sc2': None,\n",
       "  'Jul2022-sc3': None,\n",
       "  'Jul2022-sc4': None,\n",
       "  'Jul2022-sc5': None,\n",
       "  'Aug2022-sc1': None,\n",
       "  'Aug2022-sc2': None,\n",
       "  'Aug2022-sc3': None,\n",
       "  'Aug2022-sc4': None,\n",
       "  'Aug2022-sc5': None,\n",
       "  'Sep2022-sc1': None,\n",
       "  'Sep2022-sc2': None,\n",
       "  'Sep2022-sc3': None,\n",
       "  'Sep2022-sc4': None,\n",
       "  'Sep2022-sc5': None,\n",
       "  'Oct2022-sc1': None,\n",
       "  'Oct2022-sc2': None,\n",
       "  'Oct2022-sc3': None,\n",
       "  'Oct2022-sc4': None,\n",
       "  'Oct2022-sc5': None,\n",
       "  'Nov2022-sc1': None,\n",
       "  'Nov2022-sc2': None,\n",
       "  'Nov2022-sc3': None,\n",
       "  'Nov2022-sc4': None,\n",
       "  'Nov2022-sc5': None,\n",
       "  'Dec2022-sc1': None,\n",
       "  'Dec2022-sc2': None,\n",
       "  'Dec2022-sc3': None,\n",
       "  'Dec2022-sc4': None,\n",
       "  'Dec2022-sc5': None,\n",
       "  'Jan2023-sc1':                 synt1     synt2     synt3     synt4     synt5\n",
       "  hour minute                                                  \n",
       "  0    0       0.647934  0.547629  0.121938  1.607830  0.958109\n",
       "       5       0.908877  0.793434  0.000000  1.607830  0.910000\n",
       "       10      0.910000  0.910000  0.000000  1.607830  0.910000\n",
       "       15      0.910000  0.910000  0.000000  1.607830  0.910000\n",
       "       20      0.910963  0.910000  0.000000  1.607830  0.910000\n",
       "  ...               ...       ...       ...       ...       ...\n",
       "  23   35      0.952000  0.914843  0.914208  0.910000  0.952000\n",
       "       40      0.952000  0.916000  0.914415  0.915495  0.952000\n",
       "       45      0.956000  0.916000  0.912685  0.912264  0.956000\n",
       "       50      0.952000  0.910000  0.910000  0.910000  0.952000\n",
       "       55      0.948000  0.909480  0.909870  0.909314  0.948000\n",
       "  \n",
       "  [288 rows x 5 columns],\n",
       "  'Jan2023-sc2':                 synt1     synt2     synt3     synt4     synt5\n",
       "  hour minute                                                  \n",
       "  0    0       0.940231  0.946719  0.939060  0.935150  0.916024\n",
       "       5       0.948000  0.950000  0.948000  0.928951  0.911171\n",
       "       10      0.954000  0.951786  0.952168  0.934000  0.907346\n",
       "       15      0.952000  0.951932  0.951011  0.932612  0.909790\n",
       "       20      0.950938  0.949645  0.954000  0.930000  0.906000\n",
       "  ...               ...       ...       ...       ...       ...\n",
       "  23   35      0.926967  0.915339  0.922003  0.930634  0.930286\n",
       "       40      0.922817  0.923856  0.916123  0.935434  0.940000\n",
       "       45      0.908000  0.937437  0.924535  0.913202  0.931648\n",
       "       50      0.922357  0.919108  0.911495  0.926275  0.911986\n",
       "       55      0.920328  0.928619  0.916673  0.904000  0.930537\n",
       "  \n",
       "  [288 rows x 5 columns],\n",
       "  'Jan2023-sc3':                 synt1     synt2     synt3     synt4     synt5\n",
       "  hour minute                                                  \n",
       "  0    0       0.932692  0.916847  0.934651  0.934856  0.938796\n",
       "       5       0.934000  0.920804  0.931878  0.934000  0.932131\n",
       "       10      0.931208  0.928000  0.930000  0.932193  0.930000\n",
       "       15      0.930422  0.931674  0.930000  0.930000  0.931014\n",
       "       20      0.933442  0.931358  0.928694  0.922000  0.929713\n",
       "  ...               ...       ...       ...       ...       ...\n",
       "  23   35      0.940404  0.925808  0.924836  0.941145  0.922000\n",
       "       40      0.945966  0.924589  0.926000  0.933985  0.924000\n",
       "       45      0.946000  0.926493  0.935682  0.926139  0.935987\n",
       "       50      0.937810  0.927666  0.924794  0.922000  0.925021\n",
       "       55      0.943267  0.928241  0.927752  0.924000  0.927244\n",
       "  \n",
       "  [288 rows x 5 columns],\n",
       "  'Jan2023-sc4':                 synt1     synt2     synt3     synt4     synt5\n",
       "  hour minute                                                  \n",
       "  0    0       0.910789  0.920390  0.917736  0.921347  0.919593\n",
       "       5       0.916991  0.922000  0.920877  0.922000  0.913454\n",
       "       10      0.924000  0.924000  0.919191  0.924000  0.908000\n",
       "       15      0.926000  0.926000  0.915459  0.926000  0.914000\n",
       "       20      0.928000  0.928000  0.923130  0.928000  0.910000\n",
       "  ...               ...       ...       ...       ...       ...\n",
       "  23   35      0.928000  0.928000  0.934000  0.928000  0.928000\n",
       "       40      0.928000  0.928000  0.934000  0.928000  0.928000\n",
       "       45      0.930000  0.930000  0.930000  0.930000  0.930000\n",
       "       50      0.932000  0.931232  0.928652  0.928515  0.928497\n",
       "       55      0.930000  0.930000  0.930000  0.930000  0.930000\n",
       "  \n",
       "  [288 rows x 5 columns],\n",
       "  'Jan2023-sc5':                 synt1     synt2     synt3     synt4     synt5\n",
       "  hour minute                                                  \n",
       "  0    0       0.930915  0.929462  0.926731  0.934718  0.938630\n",
       "       5       0.929401  0.931529  0.928000  0.935476  0.938000\n",
       "       10      0.928564  0.932000  0.927264  0.932000  0.932000\n",
       "       15      0.930000  0.930000  0.930000  0.930000  0.930000\n",
       "       20      0.930556  0.931614  0.930073  0.928000  0.930056\n",
       "  ...               ...       ...       ...       ...       ...\n",
       "  23   35      0.936000  0.930742  0.931248  0.930000  0.933083\n",
       "       40      0.936000  0.933841  0.930000  0.930000  0.934237\n",
       "       45      0.935181  0.932872  0.930387  0.931946  0.932479\n",
       "       50      0.930000  0.930553  0.930000  0.930000  0.931770\n",
       "       55      0.923053  0.927716  0.929212  0.925576  0.930000\n",
       "  \n",
       "  [288 rows x 5 columns],\n",
       "  'Feb2023-sc1': None,\n",
       "  'Feb2023-sc2':                 synt1     synt2     synt3     synt4     synt5\n",
       "  hour minute                                                  \n",
       "  0    0       0.913040  0.922429  0.932758  0.938769  0.930825\n",
       "       5       0.914000  0.926771  0.927857  0.942000  0.924792\n",
       "       10      0.914000  0.920000  0.922982  0.946000  0.921863\n",
       "       15      0.918284  0.921166  0.924526  0.944000  0.923853\n",
       "       20      0.920239  0.926885  0.928000  0.944000  0.921764\n",
       "  ...               ...       ...       ...       ...       ...\n",
       "  23   35      0.919878  0.920000  0.920243  0.923626  0.918939\n",
       "       40      0.918471  0.920254  0.918106  0.924971  0.919682\n",
       "       45      0.916000  0.914158  0.913269  0.927766  0.914773\n",
       "       50      0.911549  0.910125  0.912424  0.929243  0.908344\n",
       "       55      0.913035  0.914000  0.913439  0.929710  0.912000\n",
       "  \n",
       "  [288 rows x 5 columns],\n",
       "  'Feb2023-sc3':                 synt1     synt2     synt3     synt4     synt5\n",
       "  hour minute                                                  \n",
       "  0    0       0.921257  0.932320  0.927030  0.920372  0.930370\n",
       "       5       0.922000  0.937424  0.930601  0.922000  0.937472\n",
       "       10      0.920000  0.934000  0.928336  0.920000  0.934000\n",
       "       15      0.918000  0.932730  0.934000  0.918000  0.932470\n",
       "       20      0.924000  0.931047  0.928602  0.924000  0.930396\n",
       "  ...               ...       ...       ...       ...       ...\n",
       "  23   35      0.934676  0.936000  0.920000  0.922433  0.932000\n",
       "       40      0.933590  0.933562  0.924000  0.924000  0.932902\n",
       "       45      0.934000  0.932792  0.920000  0.920000  0.930000\n",
       "       50      0.932975  0.933197  0.926000  0.926000  0.934000\n",
       "       55      0.929862  0.929677  0.920000  0.920000  0.928000\n",
       "  \n",
       "  [288 rows x 5 columns],\n",
       "  'Feb2023-sc4':              synt1  synt2  synt3  synt4  synt5\n",
       "  hour minute                                   \n",
       "  0    0       0.924  0.924  0.924  0.924  0.924\n",
       "       5       0.924  0.924  0.924  0.924  0.924\n",
       "       10      0.924  0.924  0.924  0.924  0.924\n",
       "       15      0.924  0.924  0.924  0.924  0.924\n",
       "       20      0.924  0.924  0.924  0.924  0.924\n",
       "  ...            ...    ...    ...    ...    ...\n",
       "  23   35      0.924  0.924  0.924  0.924  0.924\n",
       "       40      0.924  0.924  0.924  0.924  0.924\n",
       "       45      0.924  0.924  0.924  0.924  0.924\n",
       "       50      0.924  0.924  0.924  0.924  0.924\n",
       "       55      0.924  0.924  0.924  0.924  0.924\n",
       "  \n",
       "  [288 rows x 5 columns],\n",
       "  'Feb2023-sc5':                 synt1     synt2     synt3     synt4     synt5\n",
       "  hour minute                                                  \n",
       "  0    0       0.923510  0.921356  0.923848  0.923859  0.919921\n",
       "       5       0.921603  0.920383  0.922892  0.924000  0.924000\n",
       "       10      0.912009  0.922298  0.924000  0.912282  0.924000\n",
       "       15      0.910940  0.915593  0.916382  0.919324  0.916333\n",
       "       20      0.920795  0.914000  0.919371  0.919212  0.925377\n",
       "  ...               ...       ...       ...       ...       ...\n",
       "  23   35      0.929174  0.939219  0.942000  0.942000  0.925377\n",
       "       40      0.928876  0.938297  0.938000  0.940000  0.930000\n",
       "       45      0.922251  0.940946  0.949464  0.950000  0.920011\n",
       "       50      0.922000  0.945061  0.947672  0.946232  0.924369\n",
       "       55      0.927330  0.942393  0.943317  0.942967  0.924153\n",
       "  \n",
       "  [288 rows x 5 columns],\n",
       "  'Mar2023-sc1': None,\n",
       "  'Mar2023-sc2': None,\n",
       "  'Mar2023-sc3': None,\n",
       "  'Mar2023-sc4': None,\n",
       "  'Mar2023-sc5': None,\n",
       "  'Apr2023-sc1': None,\n",
       "  'Apr2023-sc2': None,\n",
       "  'Apr2023-sc3': None,\n",
       "  'Apr2023-sc4': None,\n",
       "  'Apr2023-sc5': None,\n",
       "  'May2023-sc1': None,\n",
       "  'May2023-sc2': None,\n",
       "  'May2023-sc3': None,\n",
       "  'May2023-sc4': None,\n",
       "  'May2023-sc5': None,\n",
       "  'Jun2023-sc1': None,\n",
       "  'Jun2023-sc2': None,\n",
       "  'Jun2023-sc3': None,\n",
       "  'Jun2023-sc4': None,\n",
       "  'Jun2023-sc5': None,\n",
       "  'Jul2023-sc1': None,\n",
       "  'Jul2023-sc2': None,\n",
       "  'Jul2023-sc3': None,\n",
       "  'Jul2023-sc4': None,\n",
       "  'Jul2023-sc5': None,\n",
       "  'Aug2023-sc1': None,\n",
       "  'Aug2023-sc2': None,\n",
       "  'Aug2023-sc3': None,\n",
       "  'Aug2023-sc4': None,\n",
       "  'Aug2023-sc5': None,\n",
       "  'Sep2023-sc1': None,\n",
       "  'Sep2023-sc2': None,\n",
       "  'Sep2023-sc3': None,\n",
       "  'Sep2023-sc4': None,\n",
       "  'Sep2023-sc5': None,\n",
       "  'Oct2023-sc1': None,\n",
       "  'Oct2023-sc2': None,\n",
       "  'Oct2023-sc3': None,\n",
       "  'Oct2023-sc4': None,\n",
       "  'Oct2023-sc5': None,\n",
       "  'Nov2023-sc1': None,\n",
       "  'Nov2023-sc2': None,\n",
       "  'Nov2023-sc3': None,\n",
       "  'Nov2023-sc4': None,\n",
       "  'Nov2023-sc5': None,\n",
       "  'Dec2023-sc1': None,\n",
       "  'Dec2023-sc2': None,\n",
       "  'Dec2023-sc3': None,\n",
       "  'Dec2023-sc4': None,\n",
       "  'Dec2023-sc5': None},\n",
       " 'bootstrap': {'Jan2020-sc1':              synt1  synt2  synt3  synt4  synt5\n",
       "  hour minute                                   \n",
       "  0    0       0.000  0.910  0.912  0.910  0.912\n",
       "       5       0.000  0.910  0.910  0.908  0.908\n",
       "       10      0.000  0.910  0.910  0.910  0.910\n",
       "       15      0.000  0.910  0.910  0.910  0.910\n",
       "       20      0.000  0.910  0.910  0.910  0.910\n",
       "  ...            ...    ...    ...    ...    ...\n",
       "  23   35      0.918  0.952  0.910  0.918  0.910\n",
       "       40      0.914  0.952  0.916  0.916  0.916\n",
       "       45      0.916  0.956  0.916  0.910  0.916\n",
       "       50      0.910  0.952  0.910  0.910  0.910\n",
       "       55      0.908  0.948  0.912  0.912  0.908\n",
       "  \n",
       "  [288 rows x 5 columns],\n",
       "  'Jan2020-sc2':              synt1  synt2  synt3  synt4  synt5\n",
       "  hour minute                                   \n",
       "  0    0       0.930  0.950  0.918  0.908  0.902\n",
       "       5       0.928  0.950  0.912  0.910  0.910\n",
       "       10      0.920  0.954  0.918  0.904  0.918\n",
       "       15      0.920  0.952  0.916  0.902  0.918\n",
       "       20      0.920  0.946  0.916  0.906  0.920\n",
       "  ...            ...    ...    ...    ...    ...\n",
       "  23   35      0.928  0.914  0.920  0.930  0.930\n",
       "       40      0.930  0.918  0.918  0.940  0.934\n",
       "       45      0.920  0.940  0.912  0.922  0.920\n",
       "       50      0.910  0.908  0.930  0.908  0.914\n",
       "       55      0.916  0.930  0.928  0.918  0.916\n",
       "  \n",
       "  [288 rows x 5 columns],\n",
       "  'Jan2020-sc3':              synt1  synt2  synt3  synt4  synt5\n",
       "  hour minute                                   \n",
       "  0    0       0.920  0.920  0.932  0.922  0.932\n",
       "       5       0.916  0.916  0.934  0.924  0.934\n",
       "       10      0.918  0.918  0.930  0.930  0.930\n",
       "       15      0.918  0.918  0.930  0.930  0.934\n",
       "       20      0.918  0.918  0.922  0.922  0.936\n",
       "  ...            ...    ...    ...    ...    ...\n",
       "  23   35      0.942  0.942  0.926  0.942  0.942\n",
       "       40      0.932  0.946  0.926  0.932  0.932\n",
       "       45      0.922  0.946  0.928  0.922  0.922\n",
       "       50      0.922  0.934  0.924  0.922  0.922\n",
       "       55      0.924  0.932  0.920  0.924  0.920\n",
       "  \n",
       "  [288 rows x 5 columns],\n",
       "  'Jan2020-sc4':              synt1  synt2  synt3  synt4  synt5\n",
       "  hour minute                                   \n",
       "  0    0       0.922  0.922  0.922  0.910  0.910\n",
       "       5       0.922  0.922  0.922  0.912  0.912\n",
       "       10      0.924  0.924  0.924  0.908  0.908\n",
       "       15      0.926  0.926  0.926  0.914  0.914\n",
       "       20      0.928  0.928  0.928  0.910  0.910\n",
       "  ...            ...    ...    ...    ...    ...\n",
       "  23   35      0.928  0.928  0.928  0.934  0.934\n",
       "       40      0.928  0.928  0.928  0.934  0.934\n",
       "       45      0.930  0.930  0.930  0.930  0.930\n",
       "       50      0.928  0.928  0.932  0.932  0.928\n",
       "       55      0.930  0.930  0.930  0.930  0.930\n",
       "  \n",
       "  [288 rows x 5 columns],\n",
       "  'Jan2020-sc5':              synt1  synt2  synt3  synt4  synt5\n",
       "  hour minute                                   \n",
       "  0    0       0.938  0.932  0.932  0.938  0.930\n",
       "       5       0.938  0.932  0.928  0.938  0.932\n",
       "       10      0.932  0.928  0.932  0.932  0.926\n",
       "       15      0.930  0.930  0.930  0.930  0.930\n",
       "       20      0.928  0.932  0.932  0.928  0.928\n",
       "  ...            ...    ...    ...    ...    ...\n",
       "  23   35      0.936  0.942  0.936  0.930  0.930\n",
       "       40      0.936  0.942  0.936  0.930  0.930\n",
       "       45      0.930  0.946  0.930  0.930  0.930\n",
       "       50      0.930  0.946  0.930  0.930  0.930\n",
       "       55      0.930  0.940  0.920  0.920  0.930\n",
       "  \n",
       "  [288 rows x 5 columns],\n",
       "  'Feb2020-sc1': None,\n",
       "  'Feb2020-sc2':              synt1  synt2  synt3  synt4  synt5\n",
       "  hour minute                                   \n",
       "  0    0       0.914  0.930  0.928  0.924  0.932\n",
       "       5       0.914  0.928  0.928  0.922  0.928\n",
       "       10      0.914  0.924  0.924  0.920  0.920\n",
       "       15      0.922  0.924  0.924  0.924  0.922\n",
       "       20      0.916  0.928  0.926  0.926  0.928\n",
       "  ...            ...    ...    ...    ...    ...\n",
       "  23   35      0.926  0.924  0.914  0.924  0.924\n",
       "       40      0.924  0.924  0.924  0.926  0.924\n",
       "       45      0.922  0.930  0.924  0.922  0.926\n",
       "       50      0.930  0.926  0.924  0.924  0.930\n",
       "       55      0.932  0.922  0.932  0.922  0.932\n",
       "  \n",
       "  [288 rows x 5 columns],\n",
       "  'Feb2020-sc3':              synt1  synt2  synt3  synt4  synt5\n",
       "  hour minute                                   \n",
       "  0    0       0.920  0.936  0.936  0.934  0.936\n",
       "       5       0.922  0.938  0.936  0.936  0.936\n",
       "       10      0.920  0.934  0.934  0.934  0.934\n",
       "       15      0.918  0.932  0.932  0.932  0.932\n",
       "       20      0.924  0.932  0.928  0.928  0.928\n",
       "  ...            ...    ...    ...    ...    ...\n",
       "  23   35      0.932  0.932  0.936  0.920  0.936\n",
       "       40      0.934  0.932  0.934  0.924  0.932\n",
       "       45      0.934  0.930  0.930  0.920  0.934\n",
       "       50      0.932  0.934  0.934  0.926  0.934\n",
       "       55      0.932  0.928  0.932  0.920  0.932\n",
       "  \n",
       "  [288 rows x 5 columns],\n",
       "  'Feb2020-sc4':              synt1  synt2  synt3  synt4  synt5\n",
       "  hour minute                                   \n",
       "  0    0       0.924  0.924  0.924  0.924  0.924\n",
       "       5       0.924  0.924  0.924  0.924  0.924\n",
       "       10      0.924  0.924  0.924  0.924  0.924\n",
       "       15      0.924  0.924  0.924  0.924  0.924\n",
       "       20      0.924  0.924  0.924  0.924  0.924\n",
       "  ...            ...    ...    ...    ...    ...\n",
       "  23   35      0.924  0.924  0.924  0.924  0.924\n",
       "       40      0.924  0.924  0.924  0.924  0.924\n",
       "       45      0.924  0.924  0.924  0.924  0.924\n",
       "       50      0.924  0.924  0.924  0.924  0.924\n",
       "       55      0.924  0.924  0.924  0.924  0.924\n",
       "  \n",
       "  [288 rows x 5 columns],\n",
       "  'Feb2020-sc5':              synt1  synt2  synt3  synt4  synt5\n",
       "  hour minute                                   \n",
       "  0    0       0.920  0.920  0.940  0.940  0.940\n",
       "       5       0.922  0.922  0.942  0.942  0.942\n",
       "       10      0.924  0.924  0.946  0.946  0.946\n",
       "       15      0.920  0.924  0.950  0.950  0.950\n",
       "       20      0.914  0.914  0.948  0.948  0.948\n",
       "  ...            ...    ...    ...    ...    ...\n",
       "  23   35      0.920  0.924  0.938  0.938  0.938\n",
       "       40      0.930  0.922  0.940  0.938  0.938\n",
       "       45      0.928  0.928  0.938  0.928  0.950\n",
       "       50      0.922  0.940  0.948  0.940  0.940\n",
       "       55      0.930  0.944  0.942  0.942  0.930\n",
       "  \n",
       "  [288 rows x 5 columns],\n",
       "  'Mar2020-sc1': None,\n",
       "  'Mar2020-sc2': None,\n",
       "  'Mar2020-sc3': None,\n",
       "  'Mar2020-sc4': None,\n",
       "  'Mar2020-sc5': None,\n",
       "  'Apr2020-sc1': None,\n",
       "  'Apr2020-sc2': None,\n",
       "  'Apr2020-sc3': None,\n",
       "  'Apr2020-sc4': None,\n",
       "  'Apr2020-sc5': None,\n",
       "  'May2020-sc1': None,\n",
       "  'May2020-sc2': None,\n",
       "  'May2020-sc3': None,\n",
       "  'May2020-sc4': None,\n",
       "  'May2020-sc5': None,\n",
       "  'Jun2020-sc1': None,\n",
       "  'Jun2020-sc2': None,\n",
       "  'Jun2020-sc3': None,\n",
       "  'Jun2020-sc4': None,\n",
       "  'Jun2020-sc5': None,\n",
       "  'Jul2020-sc1': None,\n",
       "  'Jul2020-sc2': None,\n",
       "  'Jul2020-sc3': None,\n",
       "  'Jul2020-sc4': None,\n",
       "  'Jul2020-sc5': None,\n",
       "  'Aug2020-sc1': None,\n",
       "  'Aug2020-sc2': None,\n",
       "  'Aug2020-sc3': None,\n",
       "  'Aug2020-sc4': None,\n",
       "  'Aug2020-sc5': None,\n",
       "  'Sep2020-sc1': None,\n",
       "  'Sep2020-sc2': None,\n",
       "  'Sep2020-sc3': None,\n",
       "  'Sep2020-sc4': None,\n",
       "  'Sep2020-sc5': None,\n",
       "  'Oct2020-sc1': None,\n",
       "  'Oct2020-sc2': None,\n",
       "  'Oct2020-sc3': None,\n",
       "  'Oct2020-sc4': None,\n",
       "  'Oct2020-sc5': None,\n",
       "  'Nov2020-sc1': None,\n",
       "  'Nov2020-sc2': None,\n",
       "  'Nov2020-sc3': None,\n",
       "  'Nov2020-sc4': None,\n",
       "  'Nov2020-sc5': None,\n",
       "  'Dec2020-sc1': None,\n",
       "  'Dec2020-sc2': None,\n",
       "  'Dec2020-sc3': None,\n",
       "  'Dec2020-sc4': None,\n",
       "  'Dec2020-sc5': None,\n",
       "  'Jan2021-sc1':              synt1  synt2  synt3  synt4  synt5\n",
       "  hour minute                                   \n",
       "  0    0       0.000  0.000  0.000  0.910  0.910\n",
       "       5       0.000  0.000  0.000  0.910  0.908\n",
       "       10      0.000  0.000  0.000  0.910  0.910\n",
       "       15      0.000  0.000  0.000  0.910  0.910\n",
       "       20      0.000  0.000  0.000  0.910  0.914\n",
       "  ...            ...    ...    ...    ...    ...\n",
       "  23   35      0.952  0.910  0.910  0.918  0.910\n",
       "       40      0.952  0.914  0.914  0.916  0.916\n",
       "       45      0.956  0.916  0.910  0.916  0.916\n",
       "       50      0.952  0.910  0.910  0.910  0.910\n",
       "       55      0.948  0.908  0.912  0.912  0.912\n",
       "  \n",
       "  [288 rows x 5 columns],\n",
       "  'Jan2021-sc2':              synt1  synt2  synt3  synt4  synt5\n",
       "  hour minute                                   \n",
       "  0    0       0.908  0.950  0.922  0.918  0.932\n",
       "       5       0.910  0.950  0.918  0.920  0.930\n",
       "       10      0.914  0.954  0.918  0.918  0.930\n",
       "       15      0.910  0.950  0.918  0.922  0.934\n",
       "       20      0.906  0.954  0.922  0.920  0.932\n",
       "  ...            ...    ...    ...    ...    ...\n",
       "  23   35      0.920  0.916  0.916  0.000  0.920\n",
       "       40      0.922  0.910  0.914  0.000  0.912\n",
       "       45      0.920  0.920  0.910  0.000  0.920\n",
       "       50      0.930  0.908  0.920  0.000  0.914\n",
       "       55      0.950  0.932  0.950  0.000  0.918\n",
       "  \n",
       "  [288 rows x 5 columns],\n",
       "  'Jan2021-sc3':              synt1  synt2  synt3  synt4  synt5\n",
       "  hour minute                                   \n",
       "  0    0       0.922  0.920  0.934  0.934  0.922\n",
       "       5       0.916  0.924  0.930  0.930  0.916\n",
       "       10      0.918  0.928  0.928  0.934  0.918\n",
       "       15      0.918  0.930  0.934  0.930  0.918\n",
       "       20      0.918  0.930  0.922  0.930  0.918\n",
       "  ...            ...    ...    ...    ...    ...\n",
       "  23   35      0.926  0.926  0.938  0.942  0.922\n",
       "       40      0.924  0.926  0.946  0.946  0.926\n",
       "       45      0.928  0.922  0.946  0.946  0.922\n",
       "       50      0.922  0.922  0.934  0.944  0.924\n",
       "       55      0.924  0.924  0.932  0.944  0.924\n",
       "  \n",
       "  [288 rows x 5 columns],\n",
       "  'Jan2021-sc4':              synt1  synt2  synt3  synt4  synt5\n",
       "  hour minute                                   \n",
       "  0    0       0.910  0.922  0.910  0.922  0.922\n",
       "       5       0.912  0.922  0.912  0.922  0.922\n",
       "       10      0.908  0.924  0.908  0.924  0.924\n",
       "       15      0.914  0.926  0.914  0.926  0.926\n",
       "       20      0.910  0.928  0.910  0.928  0.928\n",
       "  ...            ...    ...    ...    ...    ...\n",
       "  23   35      0.928  0.934  0.934  0.934  0.934\n",
       "       40      0.928  0.934  0.934  0.934  0.934\n",
       "       45      0.930  0.930  0.930  0.930  0.930\n",
       "       50      0.928  0.932  0.932  0.928  0.932\n",
       "       55      0.930  0.930  0.930  0.930  0.930\n",
       "  \n",
       "  [288 rows x 5 columns],\n",
       "  'Jan2021-sc5':              synt1  synt2  synt3  synt4  synt5\n",
       "  hour minute                                   \n",
       "  0    0       0.938  0.938  0.932  0.930  0.930\n",
       "       5       0.938  0.938  0.928  0.928  0.928\n",
       "       10      0.932  0.932  0.928  0.932  0.932\n",
       "       15      0.930  0.930  0.930  0.930  0.930\n",
       "       20      0.928  0.932  0.932  0.932  0.932\n",
       "  ...            ...    ...    ...    ...    ...\n",
       "  23   35      0.942  0.930  0.930  0.930  0.936\n",
       "       40      0.942  0.930  0.932  0.930  0.936\n",
       "       45      0.946  0.930  0.930  0.932  0.930\n",
       "       50      0.946  0.930  0.930  0.930  0.930\n",
       "       55      0.934  0.930  0.920  0.920  0.920\n",
       "  \n",
       "  [288 rows x 5 columns],\n",
       "  'Feb2021-sc1': None,\n",
       "  'Feb2021-sc2':              synt1  synt2  synt3  synt4  synt5\n",
       "  hour minute                                   \n",
       "  0    0       0.914  0.942  0.924  0.932  0.928\n",
       "       5       0.914  0.942  0.928  0.928  0.928\n",
       "       10      0.914  0.946  0.920  0.920  0.930\n",
       "       15      0.916  0.944  0.924  0.922  0.924\n",
       "       20      0.916  0.944  0.926  0.928  0.928\n",
       "  ...            ...    ...    ...    ...    ...\n",
       "  23   35      0.924  0.920  0.924  0.926  0.920\n",
       "       40      0.926  0.918  0.924  0.924  0.918\n",
       "       45      0.926  0.912  0.926  0.924  0.912\n",
       "       50      0.924  0.908  0.924  0.924  0.914\n",
       "       55      0.924  0.912  0.924  0.926  0.914\n",
       "  \n",
       "  [288 rows x 5 columns],\n",
       "  'Feb2021-sc3':              synt1  synt2  synt3  synt4  synt5\n",
       "  hour minute                                   \n",
       "  0    0       0.920  0.920  0.934  0.936  0.936\n",
       "       5       0.922  0.922  0.936  0.938  0.936\n",
       "       10      0.920  0.920  0.934  0.934  0.934\n",
       "       15      0.918  0.918  0.932  0.934  0.932\n",
       "       20      0.924  0.924  0.932  0.932  0.928\n",
       "  ...            ...    ...    ...    ...    ...\n",
       "  23   35      0.920  0.936  0.936  0.932  0.932\n",
       "       40      0.924  0.932  0.932  0.934  0.934\n",
       "       45      0.920  0.934  0.930  0.930  0.934\n",
       "       50      0.926  0.934  0.932  0.932  0.934\n",
       "       55      0.920  0.932  0.928  0.932  0.928\n",
       "  \n",
       "  [288 rows x 5 columns],\n",
       "  'Feb2021-sc4':              synt1  synt2  synt3  synt4  synt5\n",
       "  hour minute                                   \n",
       "  0    0       0.924  0.924  0.924  0.924  0.924\n",
       "       5       0.924  0.924  0.924  0.924  0.924\n",
       "       10      0.924  0.924  0.924  0.924  0.924\n",
       "       15      0.924  0.924  0.924  0.924  0.924\n",
       "       20      0.924  0.924  0.924  0.924  0.924\n",
       "  ...            ...    ...    ...    ...    ...\n",
       "  23   35      0.924  0.924  0.924  0.924  0.924\n",
       "       40      0.924  0.924  0.924  0.924  0.924\n",
       "       45      0.924  0.924  0.924  0.924  0.924\n",
       "       50      0.924  0.924  0.924  0.924  0.924\n",
       "       55      0.924  0.924  0.924  0.924  0.924\n",
       "  \n",
       "  [288 rows x 5 columns],\n",
       "  'Feb2021-sc5':              synt1  synt2  synt3  synt4  synt5\n",
       "  hour minute                                   \n",
       "  0    0       0.924  0.912  0.924  0.920  0.920\n",
       "       5       0.924  0.922  0.922  0.914  0.922\n",
       "       10      0.924  0.920  0.910  0.920  0.920\n",
       "       15      0.924  0.920  0.924  0.924  0.910\n",
       "       20      0.914  0.920  0.926  0.914  0.914\n",
       "  ...            ...    ...    ...    ...    ...\n",
       "  23   35      0.942  0.924  0.924  0.938  0.924\n",
       "       40      0.938  0.922  0.922  0.940  0.930\n",
       "       45      0.928  0.928  0.928  0.938  0.918\n",
       "       50      0.940  0.930  0.930  0.948  0.930\n",
       "       55      0.944  0.942  0.942  0.944  0.930\n",
       "  \n",
       "  [288 rows x 5 columns],\n",
       "  'Mar2021-sc1': None,\n",
       "  'Mar2021-sc2': None,\n",
       "  'Mar2021-sc3': None,\n",
       "  'Mar2021-sc4': None,\n",
       "  'Mar2021-sc5': None,\n",
       "  'Apr2021-sc1': None,\n",
       "  'Apr2021-sc2': None,\n",
       "  'Apr2021-sc3': None,\n",
       "  'Apr2021-sc4': None,\n",
       "  'Apr2021-sc5': None,\n",
       "  'May2021-sc1': None,\n",
       "  'May2021-sc2': None,\n",
       "  'May2021-sc3': None,\n",
       "  'May2021-sc4': None,\n",
       "  'May2021-sc5': None,\n",
       "  'Jun2021-sc1': None,\n",
       "  'Jun2021-sc2': None,\n",
       "  'Jun2021-sc3': None,\n",
       "  'Jun2021-sc4': None,\n",
       "  'Jun2021-sc5': None,\n",
       "  'Jul2021-sc1': None,\n",
       "  'Jul2021-sc2': None,\n",
       "  'Jul2021-sc3': None,\n",
       "  'Jul2021-sc4': None,\n",
       "  'Jul2021-sc5': None,\n",
       "  'Aug2021-sc1': None,\n",
       "  'Aug2021-sc2': None,\n",
       "  'Aug2021-sc3': None,\n",
       "  'Aug2021-sc4': None,\n",
       "  'Aug2021-sc5': None,\n",
       "  'Sep2021-sc1': None,\n",
       "  'Sep2021-sc2': None,\n",
       "  'Sep2021-sc3': None,\n",
       "  'Sep2021-sc4': None,\n",
       "  'Sep2021-sc5': None,\n",
       "  'Oct2021-sc1': None,\n",
       "  'Oct2021-sc2': None,\n",
       "  'Oct2021-sc3': None,\n",
       "  'Oct2021-sc4': None,\n",
       "  'Oct2021-sc5': None,\n",
       "  'Nov2021-sc1': None,\n",
       "  'Nov2021-sc2': None,\n",
       "  'Nov2021-sc3': None,\n",
       "  'Nov2021-sc4': None,\n",
       "  'Nov2021-sc5': None,\n",
       "  'Dec2021-sc1': None,\n",
       "  'Dec2021-sc2': None,\n",
       "  'Dec2021-sc3': None,\n",
       "  'Dec2021-sc4': None,\n",
       "  'Dec2021-sc5': None,\n",
       "  'Jan2022-sc1':              synt1  synt2  synt3  synt4  synt5\n",
       "  hour minute                                   \n",
       "  0    0       0.000  0.912  0.912  0.910  0.912\n",
       "       5       0.000  0.910  0.908  0.908  0.908\n",
       "       10      0.000  0.910  0.910  0.910  0.910\n",
       "       15      0.000  0.910  0.910  0.910  0.910\n",
       "       20      0.000  0.914  0.910  0.914  0.914\n",
       "  ...            ...    ...    ...    ...    ...\n",
       "  23   35      0.952  0.952  0.910  0.910  0.918\n",
       "       40      0.952  0.952  0.914  0.916  0.916\n",
       "       45      0.956  0.956  0.910  0.910  0.910\n",
       "       50      0.952  0.952  0.910  0.910  0.910\n",
       "       55      0.948  0.948  0.908  0.908  0.912\n",
       "  \n",
       "  [288 rows x 5 columns],\n",
       "  'Jan2022-sc2':              synt1  synt2  synt3  synt4  synt5\n",
       "  hour minute                                   \n",
       "  0    0       0.922  0.910  0.902  0.920  0.920\n",
       "       5       0.924  0.912  0.910  0.914  0.912\n",
       "       10      0.920  0.914  0.906  0.904  0.914\n",
       "       15      0.920  0.920  0.902  0.902  0.910\n",
       "       20      0.916  0.920  0.906  0.906  0.910\n",
       "  ...            ...    ...    ...    ...    ...\n",
       "  23   35      0.920  0.930  0.914  0.936  0.928\n",
       "       40      0.920  0.916  0.940  0.912  0.914\n",
       "       45      0.908  0.932  0.932  0.928  0.910\n",
       "       50      0.940  0.910  0.930  0.930  0.910\n",
       "       55      0.918  0.912  0.912  0.930  0.918\n",
       "  \n",
       "  [288 rows x 5 columns],\n",
       "  'Jan2022-sc3':              synt1  synt2  synt3  synt4  synt5\n",
       "  hour minute                                   \n",
       "  0    0       0.934  0.922  0.920  0.932  0.932\n",
       "       5       0.930  0.916  0.924  0.930  0.934\n",
       "       10      0.928  0.918  0.928  0.928  0.934\n",
       "       15      0.930  0.918  0.934  0.930  0.930\n",
       "       20      0.922  0.918  0.922  0.930  0.936\n",
       "  ...            ...    ...    ...    ...    ...\n",
       "  23   35      0.942  0.922  0.942  0.938  0.938\n",
       "       40      0.946  0.924  0.932  0.946  0.932\n",
       "       45      0.946  0.922  0.928  0.946  0.922\n",
       "       50      0.934  0.924  0.934  0.934  0.924\n",
       "       55      0.932  0.920  0.932  0.932  0.924\n",
       "  \n",
       "  [288 rows x 5 columns],\n",
       "  'Jan2022-sc4':              synt1  synt2  synt3  synt4  synt5\n",
       "  hour minute                                   \n",
       "  0    0       0.910  0.922  0.910  0.910  0.922\n",
       "       5       0.912  0.922  0.912  0.912  0.922\n",
       "       10      0.908  0.924  0.908  0.908  0.924\n",
       "       15      0.914  0.926  0.914  0.914  0.926\n",
       "       20      0.910  0.928  0.910  0.910  0.928\n",
       "  ...            ...    ...    ...    ...    ...\n",
       "  23   35      0.934  0.928  0.934  0.928  0.934\n",
       "       40      0.934  0.928  0.934  0.928  0.934\n",
       "       45      0.930  0.930  0.930  0.930  0.930\n",
       "       50      0.928  0.932  0.928  0.932  0.928\n",
       "       55      0.930  0.930  0.930  0.930  0.930\n",
       "  \n",
       "  [288 rows x 5 columns],\n",
       "  'Jan2022-sc5':              synt1  synt2  synt3  synt4  synt5\n",
       "  hour minute                                   \n",
       "  0    0       0.938  0.930  0.930  0.932  0.938\n",
       "       5       0.938  0.928  0.932  0.928  0.938\n",
       "       10      0.932  0.932  0.932  0.928  0.932\n",
       "       15      0.930  0.930  0.930  0.930  0.930\n",
       "       20      0.928  0.932  0.932  0.932  0.932\n",
       "  ...            ...    ...    ...    ...    ...\n",
       "  23   35      0.930  0.930  0.942  0.930  0.936\n",
       "       40      0.932  0.930  0.942  0.932  0.936\n",
       "       45      0.930  0.930  0.946  0.932  0.938\n",
       "       50      0.930  0.930  0.946  0.930  0.940\n",
       "       55      0.930  0.920  0.940  0.930  0.940\n",
       "  \n",
       "  [288 rows x 5 columns],\n",
       "  'Feb2022-sc1': None,\n",
       "  'Feb2022-sc2':              synt1  synt2  synt3  synt4  synt5\n",
       "  hour minute                                   \n",
       "  0    0       0.932  0.928  0.914  0.930  0.928\n",
       "       5       0.930  0.928  0.914  0.932  0.932\n",
       "       10      0.930  0.924  0.914  0.920  0.924\n",
       "       15      0.924  0.924  0.922  0.922  0.922\n",
       "       20      0.928  0.926  0.926  0.926  0.926\n",
       "  ...            ...    ...    ...    ...    ...\n",
       "  23   35      0.918  0.920  0.924  0.924  0.924\n",
       "       40      0.918  0.918  0.924  0.924  0.924\n",
       "       45      0.916  0.916  0.922  0.926  0.922\n",
       "       50      0.914  0.914  0.924  0.924  0.930\n",
       "       55      0.914  0.914  0.922  0.926  0.932\n",
       "  \n",
       "  [288 rows x 5 columns],\n",
       "  'Feb2022-sc3':              synt1  synt2  synt3  synt4  synt5\n",
       "  hour minute                                   \n",
       "  0    0       0.934  0.920  0.920  0.920  0.920\n",
       "       5       0.936  0.922  0.922  0.922  0.922\n",
       "       10      0.934  0.920  0.920  0.920  0.920\n",
       "       15      0.932  0.918  0.918  0.918  0.918\n",
       "       20      0.928  0.924  0.924  0.924  0.924\n",
       "  ...            ...    ...    ...    ...    ...\n",
       "  23   35      0.920  0.932  0.920  0.932  0.936\n",
       "       40      0.924  0.932  0.924  0.934  0.932\n",
       "       45      0.920  0.934  0.920  0.930  0.934\n",
       "       50      0.926  0.934  0.926  0.932  0.932\n",
       "       55      0.920  0.932  0.920  0.932  0.928\n",
       "  \n",
       "  [288 rows x 5 columns],\n",
       "  'Feb2022-sc4':              synt1  synt2  synt3  synt4  synt5\n",
       "  hour minute                                   \n",
       "  0    0       0.924  0.924  0.924  0.924  0.924\n",
       "       5       0.924  0.924  0.924  0.924  0.924\n",
       "       10      0.924  0.924  0.924  0.924  0.924\n",
       "       15      0.924  0.924  0.924  0.924  0.924\n",
       "       20      0.924  0.924  0.924  0.924  0.924\n",
       "  ...            ...    ...    ...    ...    ...\n",
       "  23   35      0.924  0.924  0.924  0.924  0.924\n",
       "       40      0.924  0.924  0.924  0.924  0.924\n",
       "       45      0.924  0.924  0.924  0.924  0.924\n",
       "       50      0.924  0.924  0.924  0.924  0.924\n",
       "       55      0.924  0.924  0.924  0.924  0.924\n",
       "  \n",
       "  [288 rows x 5 columns],\n",
       "  'Feb2022-sc5':              synt1  synt2  synt3  synt4  synt5\n",
       "  hour minute                                   \n",
       "  0    0       0.912  0.912  0.912  0.920  0.912\n",
       "       5       0.922  0.914  0.914  0.922  0.914\n",
       "       10      0.924  0.924  0.910  0.920  0.920\n",
       "       15      0.920  0.910  0.910  0.924  0.920\n",
       "       20      0.920  0.914  0.920  0.914  0.920\n",
       "  ...            ...    ...    ...    ...    ...\n",
       "  23   35      0.920  0.942  0.942  0.942  0.938\n",
       "       40      0.930  0.940  0.938  0.940  0.940\n",
       "       45      0.928  0.950  0.938  0.950  0.938\n",
       "       50      0.940  0.948  0.948  0.940  0.940\n",
       "       55      0.930  0.944  0.942  0.944  0.944\n",
       "  \n",
       "  [288 rows x 5 columns],\n",
       "  'Mar2022-sc1': None,\n",
       "  'Mar2022-sc2': None,\n",
       "  'Mar2022-sc3': None,\n",
       "  'Mar2022-sc4': None,\n",
       "  'Mar2022-sc5': None,\n",
       "  'Apr2022-sc1': None,\n",
       "  'Apr2022-sc2': None,\n",
       "  'Apr2022-sc3': None,\n",
       "  'Apr2022-sc4': None,\n",
       "  'Apr2022-sc5': None,\n",
       "  'May2022-sc1': None,\n",
       "  'May2022-sc2': None,\n",
       "  'May2022-sc3': None,\n",
       "  'May2022-sc4': None,\n",
       "  'May2022-sc5': None,\n",
       "  'Jun2022-sc1': None,\n",
       "  'Jun2022-sc2': None,\n",
       "  'Jun2022-sc3': None,\n",
       "  'Jun2022-sc4': None,\n",
       "  'Jun2022-sc5': None,\n",
       "  'Jul2022-sc1': None,\n",
       "  'Jul2022-sc2': None,\n",
       "  'Jul2022-sc3': None,\n",
       "  'Jul2022-sc4': None,\n",
       "  'Jul2022-sc5': None,\n",
       "  'Aug2022-sc1': None,\n",
       "  'Aug2022-sc2': None,\n",
       "  'Aug2022-sc3': None,\n",
       "  'Aug2022-sc4': None,\n",
       "  'Aug2022-sc5': None,\n",
       "  'Sep2022-sc1': None,\n",
       "  'Sep2022-sc2': None,\n",
       "  'Sep2022-sc3': None,\n",
       "  'Sep2022-sc4': None,\n",
       "  'Sep2022-sc5': None,\n",
       "  'Oct2022-sc1': None,\n",
       "  'Oct2022-sc2': None,\n",
       "  'Oct2022-sc3': None,\n",
       "  'Oct2022-sc4': None,\n",
       "  'Oct2022-sc5': None,\n",
       "  'Nov2022-sc1': None,\n",
       "  'Nov2022-sc2': None,\n",
       "  'Nov2022-sc3': None,\n",
       "  'Nov2022-sc4': None,\n",
       "  'Nov2022-sc5': None,\n",
       "  'Dec2022-sc1': None,\n",
       "  'Dec2022-sc2': None,\n",
       "  'Dec2022-sc3': None,\n",
       "  'Dec2022-sc4': None,\n",
       "  'Dec2022-sc5': None,\n",
       "  'Jan2023-sc1':              synt1  synt2  synt3  synt4  synt5\n",
       "  hour minute                                   \n",
       "  0    0       0.912  0.000  0.910  0.000  0.910\n",
       "       5       0.910  0.000  0.910  0.000  0.910\n",
       "       10      0.910  0.000  0.910  0.000  0.910\n",
       "       15      0.910  0.000  0.910  0.000  0.910\n",
       "       20      0.910  0.000  0.910  0.000  0.914\n",
       "  ...            ...    ...    ...    ...    ...\n",
       "  23   35      0.918  0.918  0.910  0.910  0.952\n",
       "       40      0.916  0.914  0.914  0.916  0.952\n",
       "       45      0.910  0.910  0.916  0.916  0.956\n",
       "       50      0.910  0.910  0.910  0.910  0.952\n",
       "       55      0.908  0.912  0.912  0.912  0.948\n",
       "  \n",
       "  [288 rows x 5 columns],\n",
       "  'Jan2023-sc2':              synt1  synt2  synt3  synt4  synt5\n",
       "  hour minute                                   \n",
       "  0    0       0.920  0.928  0.922  0.930  0.902\n",
       "       5       0.918  0.930  0.932  0.928  0.906\n",
       "       10      0.920  0.928  0.930  0.932  0.910\n",
       "       15      0.918  0.930  0.930  0.930  0.902\n",
       "       20      0.920  0.930  0.930  0.930  0.906\n",
       "  ...            ...    ...    ...    ...    ...\n",
       "  23   35      0.938  0.914  0.920  0.920  0.928\n",
       "       40      0.934  0.912  0.916  0.912  0.930\n",
       "       45      0.940  0.920  0.910  0.920  0.920\n",
       "       50      0.914  0.920  0.932  0.914  0.912\n",
       "       55      0.912  0.910  0.910  0.910  0.928\n",
       "  \n",
       "  [288 rows x 5 columns],\n",
       "  'Jan2023-sc3':              synt1  synt2  synt3  synt4  synt5\n",
       "  hour minute                                   \n",
       "  0    0       0.920  0.920  0.932  0.922  0.920\n",
       "       5       0.916  0.916  0.930  0.916  0.916\n",
       "       10      0.918  0.918  0.930  0.918  0.918\n",
       "       15      0.918  0.918  0.930  0.918  0.918\n",
       "       20      0.918  0.918  0.922  0.918  0.918\n",
       "  ...            ...    ...    ...    ...    ...\n",
       "  23   35      0.926  0.922  0.942  0.922  0.942\n",
       "       40      0.924  0.924  0.932  0.926  0.946\n",
       "       45      0.922  0.928  0.928  0.928  0.946\n",
       "       50      0.924  0.924  0.924  0.922  0.934\n",
       "       55      0.920  0.924  0.920  0.924  0.932\n",
       "  \n",
       "  [288 rows x 5 columns],\n",
       "  'Jan2023-sc4':              synt1  synt2  synt3  synt4  synt5\n",
       "  hour minute                                   \n",
       "  0    0       0.910  0.910  0.922  0.910  0.910\n",
       "       5       0.912  0.912  0.922  0.912  0.912\n",
       "       10      0.908  0.908  0.924  0.908  0.908\n",
       "       15      0.914  0.914  0.926  0.914  0.914\n",
       "       20      0.910  0.910  0.928  0.910  0.910\n",
       "  ...            ...    ...    ...    ...    ...\n",
       "  23   35      0.928  0.928  0.928  0.928  0.934\n",
       "       40      0.928  0.928  0.928  0.928  0.934\n",
       "       45      0.930  0.930  0.930  0.930  0.930\n",
       "       50      0.928  0.932  0.932  0.928  0.928\n",
       "       55      0.930  0.930  0.930  0.930  0.930\n",
       "  \n",
       "  [288 rows x 5 columns],\n",
       "  'Jan2023-sc5':              synt1  synt2  synt3  synt4  synt5\n",
       "  hour minute                                   \n",
       "  0    0       0.938  0.930  0.938  0.930  0.930\n",
       "       5       0.938  0.928  0.938  0.932  0.928\n",
       "       10      0.932  0.926  0.932  0.932  0.932\n",
       "       15      0.930  0.924  0.930  0.930  0.930\n",
       "       20      0.928  0.924  0.932  0.928  0.932\n",
       "  ...            ...    ...    ...    ...    ...\n",
       "  23   35      0.942  0.930  0.930  0.930  0.930\n",
       "       40      0.942  0.932  0.930  0.930  0.932\n",
       "       45      0.946  0.930  0.930  0.932  0.932\n",
       "       50      0.946  0.930  0.930  0.930  0.930\n",
       "       55      0.934  0.930  0.920  0.930  0.930\n",
       "  \n",
       "  [288 rows x 5 columns],\n",
       "  'Feb2023-sc1': None,\n",
       "  'Feb2023-sc2':              synt1  synt2  synt3  synt4  synt5\n",
       "  hour minute                                   \n",
       "  0    0       0.928  0.928  0.932  0.932  0.914\n",
       "       5       0.928  0.928  0.930  0.922  0.914\n",
       "       10      0.924  0.930  0.930  0.920  0.914\n",
       "       15      0.924  0.924  0.934  0.916  0.922\n",
       "       20      0.918  0.928  0.932  0.926  0.916\n",
       "  ...            ...    ...    ...    ...    ...\n",
       "  23   35      0.924  0.924  0.924  0.920  0.920\n",
       "       40      0.926  0.924  0.926  0.924  0.924\n",
       "       45      0.930  0.930  0.930  0.926  0.930\n",
       "       50      0.930  0.930  0.924  0.924  0.930\n",
       "       55      0.932  0.932  0.932  0.922  0.932\n",
       "  \n",
       "  [288 rows x 5 columns],\n",
       "  'Feb2023-sc3':              synt1  synt2  synt3  synt4  synt5\n",
       "  hour minute                                   \n",
       "  0    0       0.936  0.936  0.920  0.936  0.920\n",
       "       5       0.936  0.936  0.922  0.938  0.922\n",
       "       10      0.934  0.934  0.920  0.934  0.920\n",
       "       15      0.932  0.932  0.918  0.932  0.918\n",
       "       20      0.932  0.928  0.924  0.932  0.924\n",
       "  ...            ...    ...    ...    ...    ...\n",
       "  23   35      0.932  0.936  0.936  0.920  0.920\n",
       "       40      0.932  0.934  0.934  0.924  0.924\n",
       "       45      0.934  0.934  0.934  0.920  0.920\n",
       "       50      0.932  0.934  0.932  0.926  0.926\n",
       "       55      0.932  0.928  0.928  0.920  0.920\n",
       "  \n",
       "  [288 rows x 5 columns],\n",
       "  'Feb2023-sc4':              synt1  synt2  synt3  synt4  synt5\n",
       "  hour minute                                   \n",
       "  0    0       0.924  0.924  0.924  0.924  0.924\n",
       "       5       0.924  0.924  0.924  0.924  0.924\n",
       "       10      0.924  0.924  0.924  0.924  0.924\n",
       "       15      0.924  0.924  0.924  0.924  0.924\n",
       "       20      0.924  0.924  0.924  0.924  0.924\n",
       "  ...            ...    ...    ...    ...    ...\n",
       "  23   35      0.924  0.924  0.924  0.924  0.924\n",
       "       40      0.924  0.924  0.924  0.924  0.924\n",
       "       45      0.924  0.924  0.924  0.924  0.924\n",
       "       50      0.924  0.924  0.924  0.924  0.924\n",
       "       55      0.924  0.924  0.924  0.924  0.924\n",
       "  \n",
       "  [288 rows x 5 columns],\n",
       "  'Feb2023-sc5':              synt1  synt2  synt3  synt4  synt5\n",
       "  hour minute                                   \n",
       "  0    0       0.920  0.920  0.924  0.940  0.912\n",
       "       5       0.922  0.924  0.922  0.942  0.914\n",
       "       10      0.920  0.910  0.910  0.946  0.924\n",
       "       15      0.910  0.910  0.920  0.950  0.920\n",
       "       20      0.926  0.920  0.920  0.948  0.926\n",
       "  ...            ...    ...    ...    ...    ...\n",
       "  23   35      0.924  0.938  0.920  0.942  0.920\n",
       "       40      0.930  0.938  0.922  0.938  0.930\n",
       "       45      0.938  0.928  0.918  0.950  0.918\n",
       "       50      0.948  0.940  0.922  0.940  0.922\n",
       "       55      0.942  0.930  0.930  0.930  0.922\n",
       "  \n",
       "  [288 rows x 5 columns],\n",
       "  'Mar2023-sc1': None,\n",
       "  'Mar2023-sc2': None,\n",
       "  'Mar2023-sc3': None,\n",
       "  'Mar2023-sc4': None,\n",
       "  'Mar2023-sc5': None,\n",
       "  'Apr2023-sc1': None,\n",
       "  'Apr2023-sc2': None,\n",
       "  'Apr2023-sc3': None,\n",
       "  'Apr2023-sc4': None,\n",
       "  'Apr2023-sc5': None,\n",
       "  'May2023-sc1': None,\n",
       "  'May2023-sc2': None,\n",
       "  'May2023-sc3': None,\n",
       "  'May2023-sc4': None,\n",
       "  'May2023-sc5': None,\n",
       "  'Jun2023-sc1': None,\n",
       "  'Jun2023-sc2': None,\n",
       "  'Jun2023-sc3': None,\n",
       "  'Jun2023-sc4': None,\n",
       "  'Jun2023-sc5': None,\n",
       "  'Jul2023-sc1': None,\n",
       "  'Jul2023-sc2': None,\n",
       "  'Jul2023-sc3': None,\n",
       "  'Jul2023-sc4': None,\n",
       "  'Jul2023-sc5': None,\n",
       "  'Aug2023-sc1': None,\n",
       "  'Aug2023-sc2': None,\n",
       "  'Aug2023-sc3': None,\n",
       "  'Aug2023-sc4': None,\n",
       "  'Aug2023-sc5': None,\n",
       "  'Sep2023-sc1': None,\n",
       "  'Sep2023-sc2': None,\n",
       "  'Sep2023-sc3': None,\n",
       "  'Sep2023-sc4': None,\n",
       "  'Sep2023-sc5': None,\n",
       "  'Oct2023-sc1': None,\n",
       "  'Oct2023-sc2': None,\n",
       "  'Oct2023-sc3': None,\n",
       "  'Oct2023-sc4': None,\n",
       "  'Oct2023-sc5': None,\n",
       "  'Nov2023-sc1': None,\n",
       "  'Nov2023-sc2': None,\n",
       "  'Nov2023-sc3': None,\n",
       "  'Nov2023-sc4': None,\n",
       "  'Nov2023-sc5': None,\n",
       "  'Dec2023-sc1': None,\n",
       "  'Dec2023-sc2': None,\n",
       "  'Dec2023-sc3': None,\n",
       "  'Dec2023-sc4': None,\n",
       "  'Dec2023-sc5': None}}"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "SYNTHETIC = {'stochastic': {}, 'bootstrap': {}}\n",
    "\n",
    "LOOP_YEARS = DF.index.year.unique().values\n",
    "LOOP_MONTHS = DF.index.month.unique().values\n",
    "LOOP_SC = ['sc1', 'sc2', 'sc3', 'sc4', 'sc5']\n",
    "\n",
    "MONTHS = {'1': 'Jan', '2': 'Feb', '3': 'Mar', '4': 'Apr', '5': 'May', '6': 'Jun',\n",
    "          '7': 'Jul', '8': 'Aug', '9': 'Sep', '10': 'Oct', '11': 'Nov', '12': 'Dec'}\n",
    "\n",
    "for i in LOOP_YEARS:\n",
    "    for j in LOOP_MONTHS:\n",
    "        for k in LOOP_SC:\n",
    "            # Stochastic\n",
    "            SYNTHETIC['stochastic'][f'{MONTHS[str(j)]}{i}-{k}'] = src.methods.sequential(data=DF,\n",
    "                                                                                         irradiance_column=COL,\n",
    "                                                                                         year=YEAR,\n",
    "                                                                                         month=j,\n",
    "                                                                                         sky_condition=k,\n",
    "                                                                                         method='stochastic',\n",
    "                                                                                         confidence_interval=IC,\n",
    "                                                                                         runs=RUNS)\n",
    "            # Bootstrap\n",
    "            SYNTHETIC['bootstrap'][f'{MONTHS[str(j)]}{i}-{k}'] = src.methods.sequential(data=DF,\n",
    "                                                                                        irradiance_column=COL,\n",
    "                                                                                        year=YEAR,\n",
    "                                                                                        month=j,\n",
    "                                                                                        sky_condition=k,\n",
    "                                                                                        method='bootstrap',\n",
    "                                                                                        confidence_interval=IC,\n",
    "                                                                                        runs=RUNS)\n",
    "\n",
    "SYNTHETIC"
   ]
  }
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