{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Inshore wave data for Narrabeen\n",
    "\n",
    "_This notebook is a companion to your practical._\n",
    "\n",
    "Since March 2016, an archive of inshore wave information has been made available, currently spanning the fixed period of 1979-2014 from the **Narrabeen-Collaroy Beach Survey Program**.\n",
    "\n",
    "All data can be downloaded from the Narrabeen data repository: http://narrabeen.wrl.unsw.edu.au."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests\n",
    "import io\n",
    "import scipy\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.dates as mdates\n",
    "import datetime as dt\n",
    "from pylab import *\n",
    "\n",
    "from pandas.plotting import register_matplotlib_converters\n",
    "register_matplotlib_converters()\n",
    "\n",
    "%config InlineBackend.figure_format = 'svg' \n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "## Loading the dataset\n",
    "\n",
    "\n",
    "After following the instructuions in the practical, you will have already downloaded your profiles as a `.csv` files (comma-separated values).\n",
    "\n",
    ":::{note}\n",
    "`CSV` is a commonly used data format that opens easily in a range of software such as Notepad, Microsoft Excel, and obviously Python.\n",
    ":::\n",
    "\n",
    "The downloaded data can be visualised using `Pandas`. Here, I have extracted some of wave data in a file located in the `pracenv/dataset` folder:\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    }\n",
       "\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Profile ID</th>\n",
       "      <th>Date and time (dd/mm/yyyy HH:MM AEST)</th>\n",
       "      <th>Significant wave height (m)</th>\n",
       "      <th>Peak wave period (s)</th>\n",
       "      <th>Direction (degrees TN)</th>\n",
       "      <th>Flag</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>PF1</td>\n",
       "      <td>15/01/1979 00:00</td>\n",
       "      <td>1.32</td>\n",
       "      <td>7.04</td>\n",
       "      <td>84</td>\n",
       "      <td>HIND</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>PF1</td>\n",
       "      <td>15/01/1979 01:00</td>\n",
       "      <td>1.31</td>\n",
       "      <td>7.14</td>\n",
       "      <td>85</td>\n",
       "      <td>HIND</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>PF1</td>\n",
       "      <td>15/01/1979 02:00</td>\n",
       "      <td>1.30</td>\n",
       "      <td>7.46</td>\n",
       "      <td>86</td>\n",
       "      <td>HIND</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>PF1</td>\n",
       "      <td>15/01/1979 03:00</td>\n",
       "      <td>1.28</td>\n",
       "      <td>7.69</td>\n",
       "      <td>87</td>\n",
       "      <td>HIND</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>PF1</td>\n",
       "      <td>15/01/1979 04:00</td>\n",
       "      <td>1.25</td>\n",
       "      <td>7.81</td>\n",
       "      <td>87</td>\n",
       "      <td>HIND</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1566840</th>\n",
       "      <td>PF8</td>\n",
       "      <td>14/10/2014 20:00</td>\n",
       "      <td>1.13</td>\n",
       "      <td>10.27</td>\n",
       "      <td>94</td>\n",
       "      <td>MEAS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1566841</th>\n",
       "      <td>PF8</td>\n",
       "      <td>14/10/2014 21:00</td>\n",
       "      <td>1.30</td>\n",
       "      <td>10.83</td>\n",
       "      <td>95</td>\n",
       "      <td>MEAS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1566842</th>\n",
       "      <td>PF8</td>\n",
       "      <td>14/10/2014 22:00</td>\n",
       "      <td>1.62</td>\n",
       "      <td>12.14</td>\n",
       "      <td>93</td>\n",
       "      <td>MEAS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1566843</th>\n",
       "      <td>PF8</td>\n",
       "      <td>14/10/2014 23:00</td>\n",
       "      <td>1.57</td>\n",
       "      <td>11.45</td>\n",
       "      <td>94</td>\n",
       "      <td>MEAS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1566844</th>\n",
       "      <td>PF8</td>\n",
       "      <td>15/10/2014 00:00</td>\n",
       "      <td>1.87</td>\n",
       "      <td>12.93</td>\n",
       "      <td>92</td>\n",
       "      <td>MEAS</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1566845 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        Profile ID Date and time (dd/mm/yyyy HH:MM AEST)  \\\n",
       "0              PF1                      15/01/1979 00:00   \n",
       "1              PF1                      15/01/1979 01:00   \n",
       "2              PF1                      15/01/1979 02:00   \n",
       "3              PF1                      15/01/1979 03:00   \n",
       "4              PF1                      15/01/1979 04:00   \n",
       "...            ...                                   ...   \n",
       "1566840        PF8                      14/10/2014 20:00   \n",
       "1566841        PF8                      14/10/2014 21:00   \n",
       "1566842        PF8                      14/10/2014 22:00   \n",
       "1566843        PF8                      14/10/2014 23:00   \n",
       "1566844        PF8                      15/10/2014 00:00   \n",
       "\n",
       "         Significant wave height (m)  Peak wave period (s)  \\\n",
       "0                               1.32                  7.04   \n",
       "1                               1.31                  7.14   \n",
       "2                               1.30                  7.46   \n",
       "3                               1.28                  7.69   \n",
       "4                               1.25                  7.81   \n",
       "...                              ...                   ...   \n",
       "1566840                         1.13                 10.27   \n",
       "1566841                         1.30                 10.83   \n",
       "1566842                         1.62                 12.14   \n",
       "1566843                         1.57                 11.45   \n",
       "1566844                         1.87                 12.93   \n",
       "\n",
       "         Direction (degrees TN)  Flag  \n",
       "0                            84  HIND  \n",
       "1                            85  HIND  \n",
       "2                            86  HIND  \n",
       "3                            87  HIND  \n",
       "4                            87  HIND  \n",
       "...                         ...   ...  \n",
       "1566840                      94  MEAS  \n",
       "1566841                      95  MEAS  \n",
       "1566842                      93  MEAS  \n",
       "1566843                      94  MEAS  \n",
       "1566844                      92  MEAS  \n",
       "\n",
       "[1566845 rows x 6 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataframe = pd.read_csv('../pracenv/dataset/Inshore_Waves.csv', encoding=\"utf8\")\n",
    "dataframe"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "We will redefine the header to make it easier for the rest of the manipulation:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Profile</th>\n",
       "      <th>date</th>\n",
       "      <th>Hs</th>\n",
       "      <th>Tp</th>\n",
       "      <th>Dir</th>\n",
       "      <th>Flag</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>PF1</td>\n",
       "      <td>15/01/1979 00:00</td>\n",
       "      <td>1.32</td>\n",
       "      <td>7.04</td>\n",
       "      <td>84</td>\n",
       "      <td>HIND</td>\n",
       "      <td>1979-01-15 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>PF1</td>\n",
       "      <td>15/01/1979 01:00</td>\n",
       "      <td>1.31</td>\n",
       "      <td>7.14</td>\n",
       "      <td>85</td>\n",
       "      <td>HIND</td>\n",
       "      <td>1979-01-15 01:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>PF1</td>\n",
       "      <td>15/01/1979 02:00</td>\n",
       "      <td>1.30</td>\n",
       "      <td>7.46</td>\n",
       "      <td>86</td>\n",
       "      <td>HIND</td>\n",
       "      <td>1979-01-15 02:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>PF1</td>\n",
       "      <td>15/01/1979 03:00</td>\n",
       "      <td>1.28</td>\n",
       "      <td>7.69</td>\n",
       "      <td>87</td>\n",
       "      <td>HIND</td>\n",
       "      <td>1979-01-15 03:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>PF1</td>\n",
       "      <td>15/01/1979 04:00</td>\n",
       "      <td>1.25</td>\n",
       "      <td>7.81</td>\n",
       "      <td>87</td>\n",
       "      <td>HIND</td>\n",
       "      <td>1979-01-15 04:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>1566840</th>\n",
       "      <td>PF8</td>\n",
       "      <td>14/10/2014 20:00</td>\n",
       "      <td>1.13</td>\n",
       "      <td>10.27</td>\n",
       "      <td>94</td>\n",
       "      <td>MEAS</td>\n",
       "      <td>2014-10-14 20:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1566841</th>\n",
       "      <td>PF8</td>\n",
       "      <td>14/10/2014 21:00</td>\n",
       "      <td>1.30</td>\n",
       "      <td>10.83</td>\n",
       "      <td>95</td>\n",
       "      <td>MEAS</td>\n",
       "      <td>2014-10-14 21:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1566842</th>\n",
       "      <td>PF8</td>\n",
       "      <td>14/10/2014 22:00</td>\n",
       "      <td>1.62</td>\n",
       "      <td>12.14</td>\n",
       "      <td>93</td>\n",
       "      <td>MEAS</td>\n",
       "      <td>2014-10-14 22:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1566843</th>\n",
       "      <td>PF8</td>\n",
       "      <td>14/10/2014 23:00</td>\n",
       "      <td>1.57</td>\n",
       "      <td>11.45</td>\n",
       "      <td>94</td>\n",
       "      <td>MEAS</td>\n",
       "      <td>2014-10-14 23:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1566844</th>\n",
       "      <td>PF8</td>\n",
       "      <td>15/10/2014 00:00</td>\n",
       "      <td>1.87</td>\n",
       "      <td>12.93</td>\n",
       "      <td>92</td>\n",
       "      <td>MEAS</td>\n",
       "      <td>2014-10-15 00:00:00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1566845 rows × 7 columns</p>\n",
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      ],
      "text/plain": [
       "        Profile              date    Hs     Tp  Dir  Flag                time\n",
       "0           PF1  15/01/1979 00:00  1.32   7.04   84  HIND 1979-01-15 00:00:00\n",
       "1           PF1  15/01/1979 01:00  1.31   7.14   85  HIND 1979-01-15 01:00:00\n",
       "2           PF1  15/01/1979 02:00  1.30   7.46   86  HIND 1979-01-15 02:00:00\n",
       "3           PF1  15/01/1979 03:00  1.28   7.69   87  HIND 1979-01-15 03:00:00\n",
       "4           PF1  15/01/1979 04:00  1.25   7.81   87  HIND 1979-01-15 04:00:00\n",
       "...         ...               ...   ...    ...  ...   ...                 ...\n",
       "1566840     PF8  14/10/2014 20:00  1.13  10.27   94  MEAS 2014-10-14 20:00:00\n",
       "1566841     PF8  14/10/2014 21:00  1.30  10.83   95  MEAS 2014-10-14 21:00:00\n",
       "1566842     PF8  14/10/2014 22:00  1.62  12.14   93  MEAS 2014-10-14 22:00:00\n",
       "1566843     PF8  14/10/2014 23:00  1.57  11.45   94  MEAS 2014-10-14 23:00:00\n",
       "1566844     PF8  15/10/2014 00:00  1.87  12.93   92  MEAS 2014-10-15 00:00:00\n",
       "\n",
       "[1566845 rows x 7 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Manually define names for each column\n",
    "names = [\n",
    "    \"Profile\",\n",
    "    \"date\",\n",
    "    \"Hs\",\n",
    "    \"Tp\",\n",
    "    \"Dir\",\n",
    "    \"Flag\"\n",
    "]\n",
    "\n",
    "df = pd.read_csv('../pracenv/dataset/Inshore_Waves.csv', encoding=\"utf8\", names=names, skiprows=1)\n",
    "dates = pd.to_datetime(df['date'], format = '%d/%m/%Y %H:%M')\n",
    "\n",
    "# Append a new column at the end of our iribarren values\n",
    "df[\"time\"] = dates\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plotting significant wave height\n",
    "\n",
    "\n",
    "We will now define a function that will take a specific profile ID `PID` and a start and end time and will plot the existing inshore wave data, showing significant wave height for the considered period..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plotHsSeries(PID, start_date, end_date):\n",
    "    '''\n",
    "    This function plot the significant wave height for a specific transect based on specified period of time.\n",
    "    \n",
    "    args:\n",
    "    - PID: transect ID\n",
    "    - start_date: initial date requested in year-month-day\n",
    "    - end_date: end date requested in year-month-day\n",
    "    '''\n",
    "    \n",
    "    mask = (df['time'] > start_date) & (df['time'] <= end_date)\n",
    "    df_time = df.loc[mask]\n",
    "    \n",
    "    MyDateFormatter = DateFormatter('%d-%b')\n",
    "    fig = plt.figure(figsize=(11,4), dpi=160) \n",
    "    ax1 = fig.add_subplot(111)\n",
    "    \n",
    "    for k in range(len(PID)):\n",
    "        ids1 = np.where(df_time.Profile==PID[k])[0]\n",
    "        ax1.plot(df_time['time'].iloc[ids1],df_time['Hs'].iloc[ids1],linewidth=1,label=PID[k]) \n",
    "\n",
    "    locator = mdates.AutoDateLocator()\n",
    "    ax1.xaxis.set_major_locator(locator)\n",
    "    ax1.xaxis.set_major_formatter(MyDateFormatter)\n",
    "    ax1.grid(True)\n",
    "    setp(gca().get_xticklabels(), rotation=0, horizontalalignment='center')\n",
    "    ax1.set_ylabel('$H_s$ (m)')\n",
    "    ax1.legend()\n",
    "    \n",
    "    plt.title('Narrabeen-Collaroy Wave Height from '+str(start_date)+' to '+str(end_date),fontsize=10)\n",
    "    \n",
    "    return"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We now apply the function to 2 profiles. Here we chose the profile `PF1` and `PF8`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
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   "source": [
    "plotHsSeries(PID=['PF1','PF8'], start_date = '2007-6-1', end_date = '2007-7-1')"
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   "source": [
    "## Plotting significant wave period\n",
    "\n",
    "Similarly we can plot the inshore wave data, showing peak wave period (Tp)..."
   ]
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   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plotTpSeries(PID, start_date, end_date):\n",
    "    '''\n",
    "    This function plot the significant wave period for a specific transect based on specified period of time.\n",
    "    \n",
    "    args:\n",
    "    - PID: transect ID\n",
    "    - start_date: initial date requested in year-month-day\n",
    "    - end_date: end date requested in year-month-day\n",
    "    '''\n",
    "    \n",
    "    mask = (df['time'] > start_date) & (df['time'] <= end_date)\n",
    "    df_time = df.loc[mask]\n",
    "    \n",
    "    MyDateFormatter = DateFormatter('%d-%b')\n",
    "    fig = plt.figure(figsize=(11,4), dpi=160) \n",
    "    ax1 = fig.add_subplot(111)\n",
    "    \n",
    "    ids1 = np.where(df_time.Profile==PID)[0]\n",
    "    ax1.plot(df_time['time'].iloc[ids1],df_time['Tp'].iloc[ids1],linewidth=1,label=PID,color='k') \n",
    "\n",
    "    locator = mdates.AutoDateLocator()\n",
    "    ax1.xaxis.set_major_locator(locator)\n",
    "    ax1.xaxis.set_major_formatter(MyDateFormatter)\n",
    "    ax1.grid(True)\n",
    "    setp(gca().get_xticklabels(), rotation=0, horizontalalignment='center')\n",
    "    ax1.set_ylabel('$T_p$ (s)')\n",
    "    ax1.legend()\n",
    "    plt.title('Narrabeen-Collaroy Wave Period from '+str(start_date)+' to '+str(end_date),fontsize=10)\n",
    "    \n",
    "    return"
   ]
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   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
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      "text/plain": [
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     "metadata": {
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     "output_type": "display_data"
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   ],
   "source": [
    "plotTpSeries(PID='PF1', start_date = '2007-6-1', end_date = '2007-7-1')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plotting wave direction\n",
    "\n",
    "or the inshore wave data, showing wave direction..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plotDirSeries(PID, start_date, end_date):\n",
    "    '''\n",
    "    This function plot the significant wave direction for a specific transect based on specified period of time.\n",
    "    \n",
    "    args:\n",
    "    - PID: transect ID\n",
    "    - start_date: initial date requested in year-month-day\n",
    "    - end_date: end date requested in year-month-day\n",
    "    '''\n",
    "    \n",
    "    mask = (df['time'] > start_date) & (df['time'] <= end_date)\n",
    "    df_time = df.loc[mask]\n",
    "    \n",
    "    MyDateFormatter = DateFormatter('%d-%b')\n",
    "    fig = plt.figure(figsize=(11,4), dpi=160) \n",
    "    ax1 = fig.add_subplot(111)\n",
    "    \n",
    "    for k in range(len(PID)):\n",
    "        ids1 = np.where(df_time.Profile==PID[k])[0]\n",
    "        ax1.plot(df_time['time'].iloc[ids1],df_time['Dir'].iloc[ids1],'.',label=PID[k], markersize=2) \n",
    "\n",
    "    locator = mdates.AutoDateLocator()\n",
    "    ax1.xaxis.set_major_locator(locator)\n",
    "    ax1.xaxis.set_major_formatter(MyDateFormatter)\n",
    "    ax1.grid(True)\n",
    "    setp(gca().get_xticklabels(), rotation=0, horizontalalignment='center')\n",
    "    ax1.set_ylabel('Dir ($^o$)')\n",
    "    ax1.legend()\n",
    "    plt.title('Narrabeen-Collaroy Wave Direction from '+str(start_date)+' to '+str(end_date),fontsize=10)\n",
    "    \n",
    "    return"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
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       "    <g id=\"text_22\">\n",
       "     <!-- PF8 -->\n",
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       "      <use xlink:href=\"#DejaVuSans-80\"/>\n",
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       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 1760x640 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plotDirSeries(PID=['PF1','PF8'], start_date = '2007-6-1', end_date = '2007-7-1')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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