Wind_Turbine_Cds_Data_Cds_Python_Library.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# get_ipython().magic(u'config IPCompleter.greedy=True')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests\n",
    "import json\n",
    "import pandas as pd\n",
    "from datetime import date, timedelta\n",
    "from adh_sample_library_preview import *\n",
    "\n",
    "numberOfPreviewRows = 5 #this keeps the notebook short throughout the entries when displaying the output at each step"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'accfc461-1fa1-43f4-8227-bff8ebaa0d0f'"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Try to open the configuration file\n",
    "try:\n",
    "    with open(\n",
    "        'appsettings.json',\n",
    "        'r',\n",
    "    ) as f:\n",
    "        appsettings = json.load(f)\n",
    "except Exception as error:\n",
    "    print(f'Error: {str(error)}')\n",
    "    print(f'Could not open/read appsettings.json')\n",
    "    exit()\n",
    "\n",
    "adhClient = ADHClient(appsettings.get('ApiVersion'), appsettings.get('TenantId'), appsettings.get('Resource'), \n",
    "                        appsettings.get('ClientId'), appsettings.get('ClientSecret'))\n",
    "\n",
    "namespaceId = appsettings.get('NamespaceId')\n",
    "namespaceId"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'Timestamp': '2020-03-11T00:00:00',\n",
       "  'Turbine': 'GE01',\n",
       "  'Blade3 Actual': -0.11147802,\n",
       "  'Rotor Speed': 15.482932,\n",
       "  'State': 16,\n",
       "  'Nacelle Position': 304.809,\n",
       "  'Active Power': 393.81445,\n",
       "  'Air Temperature': 57.54779,\n",
       "  'Wind Speed': 6.9476624,\n",
       "  'Blade1 Actual': -0.543748,\n",
       "  'Blade2 Actual': -0.5085606},\n",
       " {'Timestamp': '2020-03-11T00:01:00',\n",
       "  'Turbine': 'GE01',\n",
       "  'Blade3 Actual': -0.0988387,\n",
       "  'Rotor Speed': 14.812955,\n",
       "  'State': 16,\n",
       "  'Nacelle Position': 304.6422,\n",
       "  'Active Power': 405.43518,\n",
       "  'Air Temperature': 57.531895,\n",
       "  'Wind Speed': 6.6366854,\n",
       "  'Blade1 Actual': -0.54135567,\n",
       "  'Blade2 Actual': -0.5062879},\n",
       " {'Timestamp': '2020-03-11T00:02:00',\n",
       "  'Turbine': 'GE01',\n",
       "  'Blade3 Actual': -0.08619938,\n",
       "  'Rotor Speed': 13.750278,\n",
       "  'State': 16,\n",
       "  'Nacelle Position': 304.4754,\n",
       "  'Active Power': 307.92307,\n",
       "  'Air Temperature': 57.516,\n",
       "  'Wind Speed': 6.979335,\n",
       "  'Blade1 Actual': -0.5389633,\n",
       "  'Blade2 Actual': -0.50401515},\n",
       " {'Timestamp': '2020-03-11T00:03:00',\n",
       "  'Turbine': 'GE01',\n",
       "  'Blade3 Actual': -0.07356007,\n",
       "  'Rotor Speed': 17.696032,\n",
       "  'State': 16,\n",
       "  'Nacelle Position': 304.3086,\n",
       "  'Active Power': 618.7,\n",
       "  'Air Temperature': 57.500107,\n",
       "  'Wind Speed': 7.525977,\n",
       "  'Blade1 Actual': -0.53657097,\n",
       "  'Blade2 Actual': -0.5017424},\n",
       " {'Timestamp': '2020-03-11T00:04:00',\n",
       "  'Turbine': 'GE01',\n",
       "  'Blade3 Actual': -0.060920745,\n",
       "  'Rotor Speed': 17.967062,\n",
       "  'State': 16,\n",
       "  'Nacelle Position': 304.21494,\n",
       "  'Active Power': 641,\n",
       "  'Air Temperature': 57.48421,\n",
       "  'Wind Speed': 8.931692,\n",
       "  'Blade1 Actual': -0.5341786,\n",
       "  'Blade2 Actual': -0.4994697}]"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#dateFrom = '2020-01-12'\n",
    "#dateTo ='2020-01-23'\n",
    "dateFrom = 'Mar 11, 2020, 12:00:00 AM' #str(date.today()-timedelta(days=10))\n",
    "dateTo = 'Mar 12, 2020, 12:00:00 AM'# str(date.today()) #10 days of data\n",
    "timeinterval = '00:01:00' #interpolate every minute\n",
    "\n",
    "#dataviewId = Wind Turbine Data_NN, where NN is your specific student number (e.g. NN=01 in this example)\n",
    "dataviewId= \"Wind Turbine Data\"\n",
    "\n",
    "data, n, f = adhClient.DataViews.getDataInterpolated(namespaceId, dataviewId, 150000, start_index=dateFrom, end_index=dateTo, \n",
    "                                                         interval=timeinterval)\n",
    "\n",
    "# output the data (but truncate it after a handful of rows)\n",
    "data[:numberOfPreviewRows] \n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Timestamp</th>\n",
       "      <th>Turbine</th>\n",
       "      <th>Blade3 Actual</th>\n",
       "      <th>Rotor Speed</th>\n",
       "      <th>State</th>\n",
       "      <th>Nacelle Position</th>\n",
       "      <th>Active Power</th>\n",
       "      <th>Air Temperature</th>\n",
       "      <th>Wind Speed</th>\n",
       "      <th>Blade1 Actual</th>\n",
       "      <th>Blade2 Actual</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2020-03-11 00:00:00</td>\n",
       "      <td>GE01</td>\n",
       "      <td>-0.111478</td>\n",
       "      <td>15.482932</td>\n",
       "      <td>16</td>\n",
       "      <td>304.80900</td>\n",
       "      <td>393.81445</td>\n",
       "      <td>57.547790</td>\n",
       "      <td>6.947662</td>\n",
       "      <td>-0.543748</td>\n",
       "      <td>-0.508561</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2020-03-11 00:01:00</td>\n",
       "      <td>GE01</td>\n",
       "      <td>-0.098839</td>\n",
       "      <td>14.812955</td>\n",
       "      <td>16</td>\n",
       "      <td>304.64220</td>\n",
       "      <td>405.43518</td>\n",
       "      <td>57.531895</td>\n",
       "      <td>6.636685</td>\n",
       "      <td>-0.541356</td>\n",
       "      <td>-0.506288</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2020-03-11 00:02:00</td>\n",
       "      <td>GE01</td>\n",
       "      <td>-0.086199</td>\n",
       "      <td>13.750278</td>\n",
       "      <td>16</td>\n",
       "      <td>304.47540</td>\n",
       "      <td>307.92307</td>\n",
       "      <td>57.516000</td>\n",
       "      <td>6.979335</td>\n",
       "      <td>-0.538963</td>\n",
       "      <td>-0.504015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2020-03-11 00:03:00</td>\n",
       "      <td>GE01</td>\n",
       "      <td>-0.073560</td>\n",
       "      <td>17.696032</td>\n",
       "      <td>16</td>\n",
       "      <td>304.30860</td>\n",
       "      <td>618.70000</td>\n",
       "      <td>57.500107</td>\n",
       "      <td>7.525977</td>\n",
       "      <td>-0.536571</td>\n",
       "      <td>-0.501742</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2020-03-11 00:04:00</td>\n",
       "      <td>GE01</td>\n",
       "      <td>-0.060921</td>\n",
       "      <td>17.967062</td>\n",
       "      <td>16</td>\n",
       "      <td>304.21494</td>\n",
       "      <td>641.00000</td>\n",
       "      <td>57.484210</td>\n",
       "      <td>8.931692</td>\n",
       "      <td>-0.534179</td>\n",
       "      <td>-0.499470</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Timestamp Turbine  Blade3 Actual  Rotor Speed  State  \\\n",
       "0 2020-03-11 00:00:00    GE01      -0.111478    15.482932     16   \n",
       "1 2020-03-11 00:01:00    GE01      -0.098839    14.812955     16   \n",
       "2 2020-03-11 00:02:00    GE01      -0.086199    13.750278     16   \n",
       "3 2020-03-11 00:03:00    GE01      -0.073560    17.696032     16   \n",
       "4 2020-03-11 00:04:00    GE01      -0.060921    17.967062     16   \n",
       "\n",
       "   Nacelle Position  Active Power  Air Temperature  Wind Speed  Blade1 Actual  \\\n",
       "0         304.80900     393.81445        57.547790    6.947662      -0.543748   \n",
       "1         304.64220     405.43518        57.531895    6.636685      -0.541356   \n",
       "2         304.47540     307.92307        57.516000    6.979335      -0.538963   \n",
       "3         304.30860     618.70000        57.500107    7.525977      -0.536571   \n",
       "4         304.21494     641.00000        57.484210    8.931692      -0.534179   \n",
       "\n",
       "   Blade2 Actual  \n",
       "0      -0.508561  \n",
       "1      -0.506288  \n",
       "2      -0.504015  \n",
       "3      -0.501742  \n",
       "4      -0.499470  "
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.DataFrame(data)\n",
    "df[\"Timestamp\"] = pd.to_datetime(df[\"Timestamp\"])\n",
    "\n",
    "df[:numberOfPreviewRows]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Renaming DataFrame column names to abbreviations, in order to display these column names clearly in a correlation plot \n",
    "\n",
    "df.rename(columns = {'Blade1 Actual':'BL1', 'Blade2 Actual':'BL2', \n",
    "                     'Blade3 Actual':'BL3', 'Rotor Speed':'RS','Turbine':'TS', \n",
    "                     'Active Power':'AP', 'Nacelle Position':'NP', 'Air Temperature':'AT',\n",
    "                     'Wind Speed':'WS'}, inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 5000x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Check the correlation between Active Power and the rest of the variables\n",
    "\n",
    "#retrieve the correlation table\n",
    "df_corr = df.corr(numeric_only = True)\n",
    "\n",
    "#increase the size of the figure\n",
    "fig = plt.figure(figsize=(50,10))\n",
    "ax = fig.add_subplot(111)\n",
    "\n",
    "#set the color pallete (Red, yellow, green)\n",
    "cax = ax.matshow(df_corr, cmap=plt.cm.RdYlGn)\n",
    "fig.colorbar(cax)\n",
    "\n",
    "#configure the labels\n",
    "labels = [c for c in df_corr.columns]\n",
    "\n",
    "#make sure to show all the labels\n",
    "ax.set_xticks(np.arange(len(labels)))\n",
    "ax.set_yticks(np.arange(len(labels)))\n",
    "\n",
    "#Setting labels for the x and y axes of the correlation plot\n",
    "ax.set_xticklabels(labels)\n",
    "ax.set_yticklabels(labels)\n",
    "\n",
    "plt.show(block=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Renaming DataFrame column names from abbreviations back to their original full names\n",
    "\n",
    "df.rename(columns = {'BL1':'Blade1', 'BL2':'Blade2', \n",
    "                     'BL3':'Blade3', 'RS':'Rotor Speed Value','TS':'Turbine', \n",
    "                     'AP':'Active Power Value','NP':'Nacelle Position Value', 'AT':'Air Temperature Value',\n",
    "                     'WS':'Wind Speed Value'}, inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Plotting Active Power versus Wind Speed\n",
    "\n",
    "fig = plt.figure(figsize=(10,10))\n",
    "ax = fig.add_subplot(111)\n",
    "ax.scatter(df['Wind Speed Value'], df['Active Power Value'])\n",
    "ax.set_xlabel('Wind Speed (m/s)')\n",
    "ax.set_ylabel('Active Power (kW)')\n",
    "ax.set_title('Active Power vs Wind Speed')\n",
    "\n",
    "plt.show(block=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "# df = df.dropna() #not needed\n",
    "#Remove the GE05 turbine rows from the data frame because it has a lower rating relative to all the other turbines\n",
    "filterOutGE05 = df['Turbine'] != \"GE05\"\n",
    "df_Filter = df[filterOutGE05]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Filter out negative & excessive Active Power Values\n",
    "filterNegativeActivePower = (df_Filter['Active Power Value'] >= 0) \n",
    "df_Filter = df_Filter[filterNegativeActivePower]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Remove the rows where we have a high wind speed and low active power in order to keep only the normal operating conditions\n",
    "filterOutLowPowerHighWindSpeedData = (~((df_Filter['Wind Speed Value'] >  10) & (df_Filter['Active Power Value'] <600)))\n",
    "df_Filter = df_Filter[filterOutLowPowerHighWindSpeedData]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Keep only the rows which correspond to the \"Load Operation\" state\n",
    "filterLoadOperationState = df_Filter['State'] == 16\n",
    "df_Filter = df_Filter[filterLoadOperationState]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Filter out high Wind Speeds (> 13 m/s) that do not change the Active Power results\n",
    "filterOutHighWind = df_Filter['Wind Speed Value'] <13\n",
    "df_Filter = df_Filter[filterOutHighWind]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Plotting Active Power versus Wind Speed - filtered data frame representing Normal Operating Conditions\n",
    "\n",
    "fig = plt.figure(figsize=(10,10))\n",
    "ax = fig.add_subplot(111)\n",
    "ax.scatter(df_Filter['Wind Speed Value'], df_Filter['Active Power Value'])\n",
    "ax.set_xlabel('Wind Speed (m/s)')\n",
    "ax.set_ylabel('Active Power (kW)')\n",
    "ax.set_title('Active Power vs Wind Speed')\n",
    "\n",
    "plt.show(block=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Prepare the training & testing/scoring data sets, and split them randomly\n",
    "from sklearn.model_selection import train_test_split\n",
    "#define the target variable to be predicted\n",
    "y = df_Filter['Active Power Value'].values\n",
    "#split the dataset randomly into test and train sets\n",
    "X_train, X_test, y_train, y_test = train_test_split(df_Filter[['Air Temperature Value', 'Wind Speed Value']].values, \n",
    "                                                    y, test_size=0.25, random_state=42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Use the Decision Tree Regression Machine Learning model from scikit-learn\n",
    "from sklearn.tree import DecisionTreeRegressor\n",
    "regr_1 = DecisionTreeRegressor(max_depth=2)\n",
    "regr_2 = DecisionTreeRegressor(max_depth=5)\n",
    "regr_1.fit(X_train, y_train)\n",
    "regr_2.fit(X_train, y_train)\n",
    "\n",
    "# Predict\n",
    "y_1 = regr_1.predict(X_test)\n",
    "y_2 = regr_2.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the results\n",
    "plt.figure(figsize=(10,10))\n",
    "plt.scatter(X_train[:,1], y_train, s=20, edgecolor=\"black\", c=\"darkorange\", label=\"data\")\n",
    "plt.plot(X_test[:,1], y_1, color=\"cornflowerblue\",label=\"max_depth=2\", linewidth=2)\n",
    "plt.plot(X_test[:,1], y_2, color=\"yellowgreen\", label=\"max_depth=5\", linewidth=2)\n",
    "plt.xlabel(\"Wind Speed\")\n",
    "plt.ylabel(\"Active Power\")\n",
    "plt.title(\"Decision Tree Regression\")\n",
    "plt.legend()\n",
    "plt.show(block=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "#save the machine learning model to disk\n",
    "import pickle\n",
    "filename = 'WT_ActivePower_model.sav'\n",
    "pickle.dump(regr_2, open(filename, 'wb'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.9087426525813225\n"
     ]
    }
   ],
   "source": [
    "#Test the model with the scoring/testing data set\n",
    "loaded_model = pickle.load(open(filename, 'rb'))\n",
    "global result\n",
    "result = loaded_model.score(X_test, y_test)\n",
    "#print the model score\n",
    "print(result)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[348.57358041]\n"
     ]
    }
   ],
   "source": [
    "#Sample prediction\n",
    "# define input\n",
    "new_input = [[45, 6.6]] #Temp=45 F, Wind Speed = 6.6 m/s\n",
    "# get prediction for new input\n",
    "new_output = regr_2.predict(new_input)\n",
    "print(new_output)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Call the OpenWeather API to retrieve the forecasted air temperature and wind speed for Amarillo, TX for the next 5 days\n",
    "import requests\n",
    "url=\"https://api.openweathermap.org/data/2.5/forecast?q=Amarillo,US&APPID=5dac981ce33f41f61d8d1ea06ee89798\"\n",
    "responseWeatherForecast=requests.get(url)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'cod': '200',\n",
       " 'message': 0,\n",
       " 'cnt': 40,\n",
       " 'list': [{'dt': 1685750400,\n",
       "   'main': {'temp': 288.46,\n",
       "    'feels_like': 288.24,\n",
       "    'temp_min': 288.46,\n",
       "    'temp_max': 290.1,\n",
       "    'pressure': 1013,\n",
       "    'sea_level': 1013,\n",
       "    'grnd_level': 887,\n",
       "    'humidity': 84,\n",
       "    'temp_kf': -1.64},\n",
       "   'weather': [{'id': 501,\n",
       "     'main': 'Rain',\n",
       "     'description': 'moderate rain',\n",
       "     'icon': '10d'}],\n",
       "   'clouds': {'all': 98},\n",
       "   'wind': {'speed': 5.41, 'deg': 197, 'gust': 9.6},\n",
       "   'visibility': 10000,\n",
       "   'pop': 0.99,\n",
       "   'rain': {'3h': 3.05},\n",
       "   'sys': {'pod': 'd'},\n",
       "   'dt_txt': '2023-06-03 00:00:00'},\n",
       "  {'dt': 1685761200,\n",
       "   'main': {'temp': 287.53,\n",
       "    'feels_like': 287.3,\n",
       "    'temp_min': 287.47,\n",
       "    'temp_max': 287.53,\n",
       "    'pressure': 1012,\n",
       "    'sea_level': 1012,\n",
       "    'grnd_level': 886,\n",
       "    'humidity': 87,\n",
       "    'temp_kf': 0.06},\n",
       "   'weather': [{'id': 500,\n",
       "     'main': 'Rain',\n",
       "     'description': 'light rain',\n",
       "     'icon': '10n'}],\n",
       "   'clouds': {'all': 100},\n",
       "   'wind': {'speed': 4.79, 'deg': 128, 'gust': 7.83},\n",
       "   'visibility': 10000,\n",
       "   'pop': 0.49,\n",
       "   'rain': {'3h': 0.17},\n",
       "   'sys': {'pod': 'n'},\n",
       "   'dt_txt': '2023-06-03 03:00:00'},\n",
       "  {'dt': 1685772000,\n",
       "   'main': {'temp': 286.94,\n",
       "    'feels_like': 286.86,\n",
       "    'temp_min': 286.94,\n",
       "    'temp_max': 286.94,\n",
       "    'pressure': 1012,\n",
       "    'sea_level': 1012,\n",
       "    'grnd_level': 887,\n",
       "    'humidity': 95,\n",
       "    'temp_kf': 0},\n",
       "   'weather': [{'id': 804,\n",
       "     'main': 'Clouds',\n",
       "     'description': 'overcast clouds',\n",
       "     'icon': '04n'}],\n",
       "   'clouds': {'all': 100},\n",
       "   'wind': {'speed': 6.03, 'deg': 144, 'gust': 9.17},\n",
       "   'visibility': 10000,\n",
       "   'pop': 0.37,\n",
       "   'sys': {'pod': 'n'},\n",
       "   'dt_txt': '2023-06-03 06:00:00'},\n",
       "  {'dt': 1685782800,\n",
       "   'main': {'temp': 285.93,\n",
       "    'feels_like': 285.69,\n",
       "    'temp_min': 285.93,\n",
       "    'temp_max': 285.93,\n",
       "    'pressure': 1011,\n",
       "    'sea_level': 1011,\n",
       "    'grnd_level': 887,\n",
       "    'humidity': 93,\n",
       "    'temp_kf': 0},\n",
       "   'weather': [{'id': 804,\n",
       "     'main': 'Clouds',\n",
       "     'description': 'overcast clouds',\n",
       "     'icon': '04n'}],\n",
       "   'clouds': {'all': 100},\n",
       "   'wind': {'speed': 4.15, 'deg': 222, 'gust': 7.48},\n",
       "   'visibility': 10000,\n",
       "   'pop': 0,\n",
       "   'sys': {'pod': 'n'},\n",
       "   'dt_txt': '2023-06-03 09:00:00'},\n",
       "  {'dt': 1685793600,\n",
       "   'main': {'temp': 285.61,\n",
       "    'feels_like': 285.34,\n",
       "    'temp_min': 285.61,\n",
       "    'temp_max': 285.61,\n",
       "    'pressure': 1012,\n",
       "    'sea_level': 1012,\n",
       "    'grnd_level': 887,\n",
       "    'humidity': 93,\n",
       "    'temp_kf': 0},\n",
       "   'weather': [{'id': 803,\n",
       "     'main': 'Clouds',\n",
       "     'description': 'broken clouds',\n",
       "     'icon': '04d'}],\n",
       "   'clouds': {'all': 77},\n",
       "   'wind': {'speed': 1.48, 'deg': 185, 'gust': 1.85},\n",
       "   'visibility': 10000,\n",
       "   'pop': 0,\n",
       "   'sys': {'pod': 'd'},\n",
       "   'dt_txt': '2023-06-03 12:00:00'},\n",
       "  {'dt': 1685804400,\n",
       "   'main': {'temp': 290.69,\n",
       "    'feels_like': 290.35,\n",
       "    'temp_min': 290.69,\n",
       "    'temp_max': 290.69,\n",
       "    'pressure': 1013,\n",
       "    'sea_level': 1013,\n",
       "    'grnd_level': 890,\n",
       "    'humidity': 71,\n",
       "    'temp_kf': 0},\n",
       "   'weather': [{'id': 800,\n",
       "     'main': 'Clear',\n",
       "     'description': 'clear sky',\n",
       "     'icon': '01d'}],\n",
       "   'clouds': {'all': 1},\n",
       "   'wind': {'speed': 3.05, 'deg': 153, 'gust': 3.34},\n",
       "   'visibility': 10000,\n",
       "   'pop': 0,\n",
       "   'sys': {'pod': 'd'},\n",
       "   'dt_txt': '2023-06-03 15:00:00'},\n",
       "  {'dt': 1685815200,\n",
       "   'main': {'temp': 295.17,\n",
       "    'feels_like': 294.79,\n",
       "    'temp_min': 295.17,\n",
       "    'temp_max': 295.17,\n",
       "    'pressure': 1012,\n",
       "    'sea_level': 1012,\n",
       "    'grnd_level': 891,\n",
       "    'humidity': 52,\n",
       "    'temp_kf': 0},\n",
       "   'weather': [{'id': 800,\n",
       "     'main': 'Clear',\n",
       "     'description': 'clear sky',\n",
       "     'icon': '01d'}],\n",
       "   'clouds': {'all': 3},\n",
       "   'wind': {'speed': 4.29, 'deg': 152, 'gust': 4.18},\n",
       "   'visibility': 10000,\n",
       "   'pop': 0,\n",
       "   'sys': {'pod': 'd'},\n",
       "   'dt_txt': '2023-06-03 18:00:00'},\n",
       "  {'dt': 1685826000,\n",
       "   'main': {'temp': 297.61,\n",
       "    'feels_like': 297.31,\n",
       "    'temp_min': 297.61,\n",
       "    'temp_max': 297.61,\n",
       "    'pressure': 1010,\n",
       "    'sea_level': 1010,\n",
       "    'grnd_level': 890,\n",
       "    'humidity': 46,\n",
       "    'temp_kf': 0},\n",
       "   'weather': [{'id': 802,\n",
       "     'main': 'Clouds',\n",
       "     'description': 'scattered clouds',\n",
       "     'icon': '03d'}],\n",
       "   'clouds': {'all': 33},\n",
       "   'wind': {'speed': 4.85, 'deg': 156, 'gust': 5.09},\n",
       "   'visibility': 10000,\n",
       "   'pop': 0,\n",
       "   'sys': {'pod': 'd'},\n",
       "   'dt_txt': '2023-06-03 21:00:00'},\n",
       "  {'dt': 1685836800,\n",
       "   'main': {'temp': 294.21,\n",
       "    'feels_like': 293.99,\n",
       "    'temp_min': 294.21,\n",
       "    'temp_max': 294.21,\n",
       "    'pressure': 1009,\n",
       "    'sea_level': 1009,\n",
       "    'grnd_level': 888,\n",
       "    'humidity': 62,\n",
       "    'temp_kf': 0},\n",
       "   'weather': [{'id': 500,\n",
       "     'main': 'Rain',\n",
       "     'description': 'light rain',\n",
       "     'icon': '10d'}],\n",
       "   'clouds': {'all': 61},\n",
       "   'wind': {'speed': 4.89, 'deg': 122, 'gust': 7.75},\n",
       "   'visibility': 10000,\n",
       "   'pop': 0.24,\n",
       "   'rain': {'3h': 0.28},\n",
       "   'sys': {'pod': 'd'},\n",
       "   'dt_txt': '2023-06-04 00:00:00'},\n",
       "  {'dt': 1685847600,\n",
       "   'main': {'temp': 289.65,\n",
       "    'feels_like': 289.58,\n",
       "    'temp_min': 289.65,\n",
       "    'temp_max': 289.65,\n",
       "    'pressure': 1013,\n",
       "    'sea_level': 1013,\n",
       "    'grnd_level': 889,\n",
       "    'humidity': 85,\n",
       "    'temp_kf': 0},\n",
       "   'weather': [{'id': 501,\n",
       "     'main': 'Rain',\n",
       "     'description': 'moderate rain',\n",
       "     'icon': '10n'}],\n",
       "   'clouds': {'all': 92},\n",
       "   'wind': {'speed': 4.08, 'deg': 296, 'gust': 5.11},\n",
       "   'visibility': 10000,\n",
       "   'pop': 1,\n",
       "   'rain': {'3h': 6.3},\n",
       "   'sys': {'pod': 'n'},\n",
       "   'dt_txt': '2023-06-04 03:00:00'},\n",
       "  {'dt': 1685858400,\n",
       "   'main': {'temp': 287.35,\n",
       "    'feels_like': 287.1,\n",
       "    'temp_min': 287.35,\n",
       "    'temp_max': 287.35,\n",
       "    'pressure': 1015,\n",
       "    'sea_level': 1015,\n",
       "    'grnd_level': 891,\n",
       "    'humidity': 87,\n",
       "    'temp_kf': 0},\n",
       "   'weather': [{'id': 501,\n",
       "     'main': 'Rain',\n",
       "     'description': 'moderate rain',\n",
       "     'icon': '10n'}],\n",
       "   'clouds': {'all': 96},\n",
       "   'wind': {'speed': 3.96, 'deg': 191, 'gust': 7.24},\n",
       "   'visibility': 10000,\n",
       "   'pop': 1,\n",
       "   'rain': {'3h': 8.66},\n",
       "   'sys': {'pod': 'n'},\n",
       "   'dt_txt': '2023-06-04 06:00:00'},\n",
       "  {'dt': 1685869200,\n",
       "   'main': {'temp': 287.25,\n",
       "    'feels_like': 286.94,\n",
       "    'temp_min': 287.25,\n",
       "    'temp_max': 287.25,\n",
       "    'pressure': 1014,\n",
       "    'sea_level': 1014,\n",
       "    'grnd_level': 889,\n",
       "    'humidity': 85,\n",
       "    'temp_kf': 0},\n",
       "   'weather': [{'id': 804,\n",
       "     'main': 'Clouds',\n",
       "     'description': 'overcast clouds',\n",
       "     'icon': '04n'}],\n",
       "   'clouds': {'all': 92},\n",
       "   'wind': {'speed': 1.18, 'deg': 341, 'gust': 1.56},\n",
       "   'visibility': 10000,\n",
       "   'pop': 0.33,\n",
       "   'sys': {'pod': 'n'},\n",
       "   'dt_txt': '2023-06-04 09:00:00'},\n",
       "  {'dt': 1685880000,\n",
       "   'main': {'temp': 287.38,\n",
       "    'feels_like': 287.1,\n",
       "    'temp_min': 287.38,\n",
       "    'temp_max': 287.38,\n",
       "    'pressure': 1015,\n",
       "    'sea_level': 1015,\n",
       "    'grnd_level': 891,\n",
       "    'humidity': 86,\n",
       "    'temp_kf': 0},\n",
       "   'weather': [{'id': 804,\n",
       "     'main': 'Clouds',\n",
       "     'description': 'overcast clouds',\n",
       "     'icon': '04d'}],\n",
       "   'clouds': {'all': 93},\n",
       "   'wind': {'speed': 0.93, 'deg': 345, 'gust': 2.07},\n",
       "   'visibility': 10000,\n",
       "   'pop': 0.25,\n",
       "   'sys': {'pod': 'd'},\n",
       "   'dt_txt': '2023-06-04 12:00:00'},\n",
       "  {'dt': 1685890800,\n",
       "   'main': {'temp': 290.9,\n",
       "    'feels_like': 290.69,\n",
       "    'temp_min': 290.9,\n",
       "    'temp_max': 290.9,\n",
       "    'pressure': 1015,\n",
       "    'sea_level': 1015,\n",
       "    'grnd_level': 892,\n",
       "    'humidity': 75,\n",
       "    'temp_kf': 0},\n",
       "   'weather': [{'id': 804,\n",
       "     'main': 'Clouds',\n",
       "     'description': 'overcast clouds',\n",
       "     'icon': '04d'}],\n",
       "   'clouds': {'all': 87},\n",
       "   'wind': {'speed': 3.61, 'deg': 331, 'gust': 4.06},\n",
       "   'visibility': 10000,\n",
       "   'pop': 0,\n",
       "   'sys': {'pod': 'd'},\n",
       "   'dt_txt': '2023-06-04 15:00:00'},\n",
       "  {'dt': 1685901600,\n",
       "   'main': {'temp': 294.82,\n",
       "    'feels_like': 294.53,\n",
       "    'temp_min': 294.82,\n",
       "    'temp_max': 294.82,\n",
       "    'pressure': 1014,\n",
       "    'sea_level': 1014,\n",
       "    'grnd_level': 893,\n",
       "    'humidity': 57,\n",
       "    'temp_kf': 0},\n",
       "   'weather': [{'id': 804,\n",
       "     'main': 'Clouds',\n",
       "     'description': 'overcast clouds',\n",
       "     'icon': '04d'}],\n",
       "   'clouds': {'all': 93},\n",
       "   'wind': {'speed': 3.54, 'deg': 4, 'gust': 3.4},\n",
       "   'visibility': 10000,\n",
       "   'pop': 0.09,\n",
       "   'sys': {'pod': 'd'},\n",
       "   'dt_txt': '2023-06-04 18:00:00'},\n",
       "  {'dt': 1685912400,\n",
       "   'main': {'temp': 296.87,\n",
       "    'feels_like': 296.55,\n",
       "    'temp_min': 296.87,\n",
       "    'temp_max': 296.87,\n",
       "    'pressure': 1013,\n",
       "    'sea_level': 1013,\n",
       "    'grnd_level': 892,\n",
       "    'humidity': 48,\n",
       "    'temp_kf': 0},\n",
       "   'weather': [{'id': 500,\n",
       "     'main': 'Rain',\n",
       "     'description': 'light rain',\n",
       "     'icon': '10d'}],\n",
       "   'clouds': {'all': 93},\n",
       "   'wind': {'speed': 2.47, 'deg': 51, 'gust': 2.6},\n",
       "   'visibility': 10000,\n",
       "   'pop': 0.49,\n",
       "   'rain': {'3h': 0.3},\n",
       "   'sys': {'pod': 'd'},\n",
       "   'dt_txt': '2023-06-04 21:00:00'},\n",
       "  {'dt': 1685923200,\n",
       "   'main': {'temp': 295,\n",
       "    'feels_like': 294.76,\n",
       "    'temp_min': 295,\n",
       "    'temp_max': 295,\n",
       "    'pressure': 1012,\n",
       "    'sea_level': 1012,\n",
       "    'grnd_level': 891,\n",
       "    'humidity': 58,\n",
       "    'temp_kf': 0},\n",
       "   'weather': [{'id': 500,\n",
       "     'main': 'Rain',\n",
       "     'description': 'light rain',\n",
       "     'icon': '10d'}],\n",
       "   'clouds': {'all': 95},\n",
       "   'wind': {'speed': 2.66, 'deg': 52, 'gust': 3.13},\n",
       "   'visibility': 10000,\n",
       "   'pop': 0.49,\n",
       "   'rain': {'3h': 0.6},\n",
       "   'sys': {'pod': 'd'},\n",
       "   'dt_txt': '2023-06-05 00:00:00'},\n",
       "  {'dt': 1685934000,\n",
       "   'main': {'temp': 290.36,\n",
       "    'feels_like': 290.25,\n",
       "    'temp_min': 290.36,\n",
       "    'temp_max': 290.36,\n",
       "    'pressure': 1014,\n",
       "    'sea_level': 1014,\n",
       "    'grnd_level': 891,\n",
       "    'humidity': 81,\n",
       "    'temp_kf': 0},\n",
       "   'weather': [{'id': 500,\n",
       "     'main': 'Rain',\n",
       "     'description': 'light rain',\n",
       "     'icon': '10n'}],\n",
       "   'clouds': {'all': 88},\n",
       "   'wind': {'speed': 4.06, 'deg': 64, 'gust': 6.22},\n",
       "   'visibility': 10000,\n",
       "   'pop': 0.6,\n",
       "   'rain': {'3h': 1.8},\n",
       "   'sys': {'pod': 'n'},\n",
       "   'dt_txt': '2023-06-05 03:00:00'},\n",
       "  {'dt': 1685944800,\n",
       "   'main': {'temp': 288.86,\n",
       "    'feels_like': 288.71,\n",
       "    'temp_min': 288.86,\n",
       "    'temp_max': 288.86,\n",
       "    'pressure': 1016,\n",
       "    'sea_level': 1016,\n",
       "    'grnd_level': 892,\n",
       "    'humidity': 85,\n",
       "    'temp_kf': 0},\n",
       "   'weather': [{'id': 500,\n",
       "     'main': 'Rain',\n",
       "     'description': 'light rain',\n",
       "     'icon': '10n'}],\n",
       "   'clouds': {'all': 59},\n",
       "   'wind': {'speed': 2.99, 'deg': 75, 'gust': 4.79},\n",
       "   'visibility': 10000,\n",
       "   'pop': 0.75,\n",
       "   'rain': {'3h': 0.31},\n",
       "   'sys': {'pod': 'n'},\n",
       "   'dt_txt': '2023-06-05 06:00:00'},\n",
       "  {'dt': 1685955600,\n",
       "   'main': {'temp': 287.56,\n",
       "    'feels_like': 287.51,\n",
       "    'temp_min': 287.56,\n",
       "    'temp_max': 287.56,\n",
       "    'pressure': 1017,\n",
       "    'sea_level': 1017,\n",
       "    'grnd_level': 892,\n",
       "    'humidity': 94,\n",
       "    'temp_kf': 0},\n",
       "   'weather': [{'id': 801,\n",
       "     'main': 'Clouds',\n",
       "     'description': 'few clouds',\n",
       "     'icon': '02n'}],\n",
       "   'clouds': {'all': 23},\n",
       "   'wind': {'speed': 2.78, 'deg': 110, 'gust': 5.12},\n",
       "   'visibility': 10000,\n",
       "   'pop': 0.26,\n",
       "   'sys': {'pod': 'n'},\n",
       "   'dt_txt': '2023-06-05 09:00:00'},\n",
       "  {'dt': 1685966400,\n",
       "   'main': {'temp': 287.56,\n",
       "    'feels_like': 287.46,\n",
       "    'temp_min': 287.56,\n",
       "    'temp_max': 287.56,\n",
       "    'pressure': 1018,\n",
       "    'sea_level': 1018,\n",
       "    'grnd_level': 893,\n",
       "    'humidity': 92,\n",
       "    'temp_kf': 0},\n",
       "   'weather': [{'id': 802,\n",
       "     'main': 'Clouds',\n",
       "     'description': 'scattered clouds',\n",
       "     'icon': '03d'}],\n",
       "   'clouds': {'all': 36},\n",
       "   'wind': {'speed': 2, 'deg': 83, 'gust': 2.93},\n",
       "   'visibility': 10000,\n",
       "   'pop': 0.2,\n",
       "   'sys': {'pod': 'd'},\n",
       "   'dt_txt': '2023-06-05 12:00:00'},\n",
       "  {'dt': 1685977200,\n",
       "   'main': {'temp': 291.58,\n",
       "    'feels_like': 291.36,\n",
       "    'temp_min': 291.58,\n",
       "    'temp_max': 291.58,\n",
       "    'pressure': 1018,\n",
       "    'sea_level': 1018,\n",
       "    'grnd_level': 895,\n",
       "    'humidity': 72,\n",
       "    'temp_kf': 0},\n",
       "   'weather': [{'id': 803,\n",
       "     'main': 'Clouds',\n",
       "     'description': 'broken clouds',\n",
       "     'icon': '04d'}],\n",
       "   'clouds': {'all': 83},\n",
       "   'wind': {'speed': 4.38, 'deg': 97, 'gust': 5.75},\n",
       "   'visibility': 10000,\n",
       "   'pop': 0,\n",
       "   'sys': {'pod': 'd'},\n",
       "   'dt_txt': '2023-06-05 15:00:00'},\n",
       "  {'dt': 1685988000,\n",
       "   'main': {'temp': 294.5,\n",
       "    'feels_like': 294.15,\n",
       "    'temp_min': 294.5,\n",
       "    'temp_max': 294.5,\n",
       "    'pressure': 1017,\n",
       "    'sea_level': 1017,\n",
       "    'grnd_level': 895,\n",
       "    'humidity': 56,\n",
       "    'temp_kf': 0},\n",
       "   'weather': [{'id': 803,\n",
       "     'main': 'Clouds',\n",
       "     'description': 'broken clouds',\n",
       "     'icon': '04d'}],\n",
       "   'clouds': {'all': 81},\n",
       "   'wind': {'speed': 5.37, 'deg': 111, 'gust': 5.34},\n",
       "   'visibility': 10000,\n",
       "   'pop': 0.04,\n",
       "   'sys': {'pod': 'd'},\n",
       "   'dt_txt': '2023-06-05 18:00:00'},\n",
       "  {'dt': 1685998800,\n",
       "   'main': {'temp': 295.28,\n",
       "    'feels_like': 294.85,\n",
       "    'temp_min': 295.28,\n",
       "    'temp_max': 295.28,\n",
       "    'pressure': 1016,\n",
       "    'sea_level': 1016,\n",
       "    'grnd_level': 894,\n",
       "    'humidity': 50,\n",
       "    'temp_kf': 0},\n",
       "   'weather': [{'id': 500,\n",
       "     'main': 'Rain',\n",
       "     'description': 'light rain',\n",
       "     'icon': '10d'}],\n",
       "   'clouds': {'all': 76},\n",
       "   'wind': {'speed': 6, 'deg': 111, 'gust': 6.22},\n",
       "   'visibility': 10000,\n",
       "   'pop': 0.35,\n",
       "   'rain': {'3h': 0.1},\n",
       "   'sys': {'pod': 'd'},\n",
       "   'dt_txt': '2023-06-05 21:00:00'},\n",
       "  {'dt': 1686009600,\n",
       "   'main': {'temp': 294.22,\n",
       "    'feels_like': 293.79,\n",
       "    'temp_min': 294.22,\n",
       "    'temp_max': 294.22,\n",
       "    'pressure': 1015,\n",
       "    'sea_level': 1015,\n",
       "    'grnd_level': 893,\n",
       "    'humidity': 54,\n",
       "    'temp_kf': 0},\n",
       "   'weather': [{'id': 803,\n",
       "     'main': 'Clouds',\n",
       "     'description': 'broken clouds',\n",
       "     'icon': '04d'}],\n",
       "   'clouds': {'all': 58},\n",
       "   'wind': {'speed': 4.52, 'deg': 126, 'gust': 4.99},\n",
       "   'visibility': 10000,\n",
       "   'pop': 0.21,\n",
       "   'sys': {'pod': 'd'},\n",
       "   'dt_txt': '2023-06-06 00:00:00'},\n",
       "  {'dt': 1686020400,\n",
       "   'main': {'temp': 290.12,\n",
       "    'feels_like': 289.75,\n",
       "    'temp_min': 290.12,\n",
       "    'temp_max': 290.12,\n",
       "    'pressure': 1016,\n",
       "    'sea_level': 1016,\n",
       "    'grnd_level': 893,\n",
       "    'humidity': 72,\n",
       "    'temp_kf': 0},\n",
       "   'weather': [{'id': 800,\n",
       "     'main': 'Clear',\n",
       "     'description': 'clear sky',\n",
       "     'icon': '01n'}],\n",
       "   'clouds': {'all': 2},\n",
       "   'wind': {'speed': 2.76, 'deg': 133, 'gust': 3.31},\n",
       "   'visibility': 10000,\n",
       "   'pop': 0,\n",
       "   'sys': {'pod': 'n'},\n",
       "   'dt_txt': '2023-06-06 03:00:00'},\n",
       "  {'dt': 1686031200,\n",
       "   'main': {'temp': 288.89,\n",
       "    'feels_like': 288.48,\n",
       "    'temp_min': 288.89,\n",
       "    'temp_max': 288.89,\n",
       "    'pressure': 1017,\n",
       "    'sea_level': 1017,\n",
       "    'grnd_level': 893,\n",
       "    'humidity': 75,\n",
       "    'temp_kf': 0},\n",
       "   'weather': [{'id': 801,\n",
       "     'main': 'Clouds',\n",
       "     'description': 'few clouds',\n",
       "     'icon': '02n'}],\n",
       "   'clouds': {'all': 19},\n",
       "   'wind': {'speed': 2.35, 'deg': 147, 'gust': 2.89},\n",
       "   'visibility': 10000,\n",
       "   'pop': 0,\n",
       "   'sys': {'pod': 'n'},\n",
       "   'dt_txt': '2023-06-06 06:00:00'},\n",
       "  {'dt': 1686042000,\n",
       "   'main': {'temp': 288.07,\n",
       "    'feels_like': 287.71,\n",
       "    'temp_min': 288.07,\n",
       "    'temp_max': 288.07,\n",
       "    'pressure': 1016,\n",
       "    'sea_level': 1016,\n",
       "    'grnd_level': 891,\n",
       "    'humidity': 80,\n",
       "    'temp_kf': 0},\n",
       "   'weather': [{'id': 802,\n",
       "     'main': 'Clouds',\n",
       "     'description': 'scattered clouds',\n",
       "     'icon': '03n'}],\n",
       "   'clouds': {'all': 31},\n",
       "   'wind': {'speed': 1.14, 'deg': 102, 'gust': 1.32},\n",
       "   'visibility': 10000,\n",
       "   'pop': 0,\n",
       "   'sys': {'pod': 'n'},\n",
       "   'dt_txt': '2023-06-06 09:00:00'},\n",
       "  {'dt': 1686052800,\n",
       "   'main': {'temp': 288.1,\n",
       "    'feels_like': 287.74,\n",
       "    'temp_min': 288.1,\n",
       "    'temp_max': 288.1,\n",
       "    'pressure': 1016,\n",
       "    'sea_level': 1016,\n",
       "    'grnd_level': 892,\n",
       "    'humidity': 80,\n",
       "    'temp_kf': 0},\n",
       "   'weather': [{'id': 801,\n",
       "     'main': 'Clouds',\n",
       "     'description': 'few clouds',\n",
       "     'icon': '02d'}],\n",
       "   'clouds': {'all': 22},\n",
       "   'wind': {'speed': 1.59, 'deg': 166, 'gust': 1.61},\n",
       "   'visibility': 10000,\n",
       "   'pop': 0,\n",
       "   'sys': {'pod': 'd'},\n",
       "   'dt_txt': '2023-06-06 12:00:00'},\n",
       "  {'dt': 1686063600,\n",
       "   'main': {'temp': 293.24,\n",
       "    'feels_like': 292.87,\n",
       "    'temp_min': 293.24,\n",
       "    'temp_max': 293.24,\n",
       "    'pressure': 1016,\n",
       "    'sea_level': 1016,\n",
       "    'grnd_level': 893,\n",
       "    'humidity': 60,\n",
       "    'temp_kf': 0},\n",
       "   'weather': [{'id': 802,\n",
       "     'main': 'Clouds',\n",
       "     'description': 'scattered clouds',\n",
       "     'icon': '03d'}],\n",
       "   'clouds': {'all': 45},\n",
       "   'wind': {'speed': 2.98, 'deg': 162, 'gust': 3.84},\n",
       "   'visibility': 10000,\n",
       "   'pop': 0,\n",
       "   'sys': {'pod': 'd'},\n",
       "   'dt_txt': '2023-06-06 15:00:00'},\n",
       "  {'dt': 1686074400,\n",
       "   'main': {'temp': 296.57,\n",
       "    'feels_like': 296.19,\n",
       "    'temp_min': 296.57,\n",
       "    'temp_max': 296.57,\n",
       "    'pressure': 1014,\n",
       "    'sea_level': 1014,\n",
       "    'grnd_level': 893,\n",
       "    'humidity': 47,\n",
       "    'temp_kf': 0},\n",
       "   'weather': [{'id': 802,\n",
       "     'main': 'Clouds',\n",
       "     'description': 'scattered clouds',\n",
       "     'icon': '03d'}],\n",
       "   'clouds': {'all': 46},\n",
       "   'wind': {'speed': 3.1, 'deg': 170, 'gust': 3.16},\n",
       "   'visibility': 10000,\n",
       "   'pop': 0,\n",
       "   'sys': {'pod': 'd'},\n",
       "   'dt_txt': '2023-06-06 18:00:00'},\n",
       "  {'dt': 1686085200,\n",
       "   'main': {'temp': 298.56,\n",
       "    'feels_like': 298.23,\n",
       "    'temp_min': 298.56,\n",
       "    'temp_max': 298.56,\n",
       "    'pressure': 1011,\n",
       "    'sea_level': 1011,\n",
       "    'grnd_level': 892,\n",
       "    'humidity': 41,\n",
       "    'temp_kf': 0},\n",
       "   'weather': [{'id': 803,\n",
       "     'main': 'Clouds',\n",
       "     'description': 'broken clouds',\n",
       "     'icon': '04d'}],\n",
       "   'clouds': {'all': 73},\n",
       "   'wind': {'speed': 3.51, 'deg': 153, 'gust': 2.84},\n",
       "   'visibility': 10000,\n",
       "   'pop': 0,\n",
       "   'sys': {'pod': 'd'},\n",
       "   'dt_txt': '2023-06-06 21:00:00'},\n",
       "  {'dt': 1686096000,\n",
       "   'main': {'temp': 295.34,\n",
       "    'feels_like': 295.1,\n",
       "    'temp_min': 295.34,\n",
       "    'temp_max': 295.34,\n",
       "    'pressure': 1010,\n",
       "    'sea_level': 1010,\n",
       "    'grnd_level': 890,\n",
       "    'humidity': 57,\n",
       "    'temp_kf': 0},\n",
       "   'weather': [{'id': 804,\n",
       "     'main': 'Clouds',\n",
       "     'description': 'overcast clouds',\n",
       "     'icon': '04d'}],\n",
       "   'clouds': {'all': 86},\n",
       "   'wind': {'speed': 5.42, 'deg': 152, 'gust': 7.01},\n",
       "   'visibility': 10000,\n",
       "   'pop': 0,\n",
       "   'sys': {'pod': 'd'},\n",
       "   'dt_txt': '2023-06-07 00:00:00'},\n",
       "  {'dt': 1686106800,\n",
       "   'main': {'temp': 293.89,\n",
       "    'feels_like': 293.64,\n",
       "    'temp_min': 293.89,\n",
       "    'temp_max': 293.89,\n",
       "    'pressure': 1010,\n",
       "    'sea_level': 1010,\n",
       "    'grnd_level': 889,\n",
       "    'humidity': 62,\n",
       "    'temp_kf': 0},\n",
       "   'weather': [{'id': 804,\n",
       "     'main': 'Clouds',\n",
       "     'description': 'overcast clouds',\n",
       "     'icon': '04n'}],\n",
       "   'clouds': {'all': 100},\n",
       "   'wind': {'speed': 4.81, 'deg': 134, 'gust': 9.09},\n",
       "   'visibility': 10000,\n",
       "   'pop': 0,\n",
       "   'sys': {'pod': 'n'},\n",
       "   'dt_txt': '2023-06-07 03:00:00'},\n",
       "  {'dt': 1686117600,\n",
       "   'main': {'temp': 292.67,\n",
       "    'feels_like': 292.32,\n",
       "    'temp_min': 292.67,\n",
       "    'temp_max': 292.67,\n",
       "    'pressure': 1012,\n",
       "    'sea_level': 1012,\n",
       "    'grnd_level': 890,\n",
       "    'humidity': 63,\n",
       "    'temp_kf': 0},\n",
       "   'weather': [{'id': 804,\n",
       "     'main': 'Clouds',\n",
       "     'description': 'overcast clouds',\n",
       "     'icon': '04n'}],\n",
       "   'clouds': {'all': 100},\n",
       "   'wind': {'speed': 2.58, 'deg': 172, 'gust': 6.43},\n",
       "   'visibility': 10000,\n",
       "   'pop': 0.18,\n",
       "   'sys': {'pod': 'n'},\n",
       "   'dt_txt': '2023-06-07 06:00:00'},\n",
       "  {'dt': 1686128400,\n",
       "   'main': {'temp': 290.46,\n",
       "    'feels_like': 290.34,\n",
       "    'temp_min': 290.46,\n",
       "    'temp_max': 290.46,\n",
       "    'pressure': 1013,\n",
       "    'sea_level': 1013,\n",
       "    'grnd_level': 890,\n",
       "    'humidity': 80,\n",
       "    'temp_kf': 0},\n",
       "   'weather': [{'id': 500,\n",
       "     'main': 'Rain',\n",
       "     'description': 'light rain',\n",
       "     'icon': '10n'}],\n",
       "   'clouds': {'all': 99},\n",
       "   'wind': {'speed': 5.62, 'deg': 240, 'gust': 8.87},\n",
       "   'visibility': 10000,\n",
       "   'pop': 0.59,\n",
       "   'rain': {'3h': 1.58},\n",
       "   'sys': {'pod': 'n'},\n",
       "   'dt_txt': '2023-06-07 09:00:00'},\n",
       "  {'dt': 1686139200,\n",
       "   'main': {'temp': 289.48,\n",
       "    'feels_like': 289.44,\n",
       "    'temp_min': 289.48,\n",
       "    'temp_max': 289.48,\n",
       "    'pressure': 1012,\n",
       "    'sea_level': 1012,\n",
       "    'grnd_level': 889,\n",
       "    'humidity': 87,\n",
       "    'temp_kf': 0},\n",
       "   'weather': [{'id': 500,\n",
       "     'main': 'Rain',\n",
       "     'description': 'light rain',\n",
       "     'icon': '10d'}],\n",
       "   'clouds': {'all': 99},\n",
       "   'wind': {'speed': 4.64, 'deg': 210, 'gust': 7.74},\n",
       "   'visibility': 10000,\n",
       "   'pop': 0.63,\n",
       "   'rain': {'3h': 2.23},\n",
       "   'sys': {'pod': 'd'},\n",
       "   'dt_txt': '2023-06-07 12:00:00'},\n",
       "  {'dt': 1686150000,\n",
       "   'main': {'temp': 291.67,\n",
       "    'feels_like': 291.43,\n",
       "    'temp_min': 291.67,\n",
       "    'temp_max': 291.67,\n",
       "    'pressure': 1013,\n",
       "    'sea_level': 1013,\n",
       "    'grnd_level': 890,\n",
       "    'humidity': 71,\n",
       "    'temp_kf': 0},\n",
       "   'weather': [{'id': 804,\n",
       "     'main': 'Clouds',\n",
       "     'description': 'overcast clouds',\n",
       "     'icon': '04d'}],\n",
       "   'clouds': {'all': 100},\n",
       "   'wind': {'speed': 1.7, 'deg': 217, 'gust': 2.33},\n",
       "   'visibility': 10000,\n",
       "   'pop': 0.26,\n",
       "   'sys': {'pod': 'd'},\n",
       "   'dt_txt': '2023-06-07 15:00:00'},\n",
       "  {'dt': 1686160800,\n",
       "   'main': {'temp': 296.21,\n",
       "    'feels_like': 295.88,\n",
       "    'temp_min': 296.21,\n",
       "    'temp_max': 296.21,\n",
       "    'pressure': 1012,\n",
       "    'sea_level': 1012,\n",
       "    'grnd_level': 891,\n",
       "    'humidity': 50,\n",
       "    'temp_kf': 0},\n",
       "   'weather': [{'id': 804,\n",
       "     'main': 'Clouds',\n",
       "     'description': 'overcast clouds',\n",
       "     'icon': '04d'}],\n",
       "   'clouds': {'all': 100},\n",
       "   'wind': {'speed': 1.8, 'deg': 111, 'gust': 2.29},\n",
       "   'visibility': 10000,\n",
       "   'pop': 0.32,\n",
       "   'sys': {'pod': 'd'},\n",
       "   'dt_txt': '2023-06-07 18:00:00'},\n",
       "  {'dt': 1686171600,\n",
       "   'main': {'temp': 297.3,\n",
       "    'feels_like': 297.05,\n",
       "    'temp_min': 297.3,\n",
       "    'temp_max': 297.3,\n",
       "    'pressure': 1010,\n",
       "    'sea_level': 1010,\n",
       "    'grnd_level': 890,\n",
       "    'humidity': 49,\n",
       "    'temp_kf': 0},\n",
       "   'weather': [{'id': 500,\n",
       "     'main': 'Rain',\n",
       "     'description': 'light rain',\n",
       "     'icon': '10d'}],\n",
       "   'clouds': {'all': 91},\n",
       "   'wind': {'speed': 4.02, 'deg': 193, 'gust': 4.57},\n",
       "   'visibility': 10000,\n",
       "   'pop': 0.52,\n",
       "   'rain': {'3h': 0.18},\n",
       "   'sys': {'pod': 'd'},\n",
       "   'dt_txt': '2023-06-07 21:00:00'}],\n",
       " 'city': {'id': 5516233,\n",
       "  'name': 'Amarillo',\n",
       "  'coord': {'lat': 35.222, 'lon': -101.8313},\n",
       "  'country': 'US',\n",
       "  'population': 190695,\n",
       "  'timezone': -18000,\n",
       "  'sunrise': 1685705637,\n",
       "  'sunset': 1685757419}}"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "responseWeatherForecast.json()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Timestamp</th>\n",
       "      <th>Temp (F)</th>\n",
       "      <th>Wind Speed (m/s)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2023-06-03 00:00:00</td>\n",
       "      <td>59.56</td>\n",
       "      <td>5.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2023-06-03 03:00:00</td>\n",
       "      <td>57.88</td>\n",
       "      <td>4.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2023-06-03 06:00:00</td>\n",
       "      <td>56.82</td>\n",
       "      <td>6.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2023-06-03 09:00:00</td>\n",
       "      <td>55.00</td>\n",
       "      <td>4.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2023-06-03 12:00:00</td>\n",
       "      <td>54.43</td>\n",
       "      <td>1.48</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Timestamp  Temp (F)  Wind Speed (m/s)\n",
       "0 2023-06-03 00:00:00     59.56              5.41\n",
       "1 2023-06-03 03:00:00     57.88              4.79\n",
       "2 2023-06-03 06:00:00     56.82              6.03\n",
       "3 2023-06-03 09:00:00     55.00              4.15\n",
       "4 2023-06-03 12:00:00     54.43              1.48"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Store the forecasted air temperature, wind speed and timestamp from the API json response in a pandas DataFrame\n",
    "\n",
    "from decimal import Decimal\n",
    "import datetime\n",
    "TempArray = []\n",
    "WindSpeedArray = []\n",
    "TimestampArray = []\n",
    "\n",
    "for val in responseWeatherForecast.json()[\"list\"]:\n",
    "    tempKelvin = val[\"main\"][\"temp\"]\n",
    "    tempF = round(((tempKelvin - 273.15) * (9/5)) + 32, 2)\n",
    "    windSpeedMeterPerSec = round(val[\"wind\"][\"speed\"], 2)\n",
    "    np.array(TempArray.append(tempF))\n",
    "    np.array(WindSpeedArray.append(windSpeedMeterPerSec))\n",
    "    np.array(TimestampArray.append(datetime.datetime.strptime(val[\"dt_txt\"], '%Y-%m-%d %H:%M:%S')))   \n",
    "          \n",
    "dfWeatherForecast = pd.DataFrame({'Timestamp':TimestampArray, 'Temp (F)':TempArray, 'Wind Speed (m/s)':WindSpeedArray})        \n",
    "                              \n",
    "dfWeatherForecast[:numberOfPreviewRows]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Timestamp</th>\n",
       "      <th>Temp (F)</th>\n",
       "      <th>Wind Speed (m/s)</th>\n",
       "      <th>Predicted Active Power (kW)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2023-06-03 00:00:00</td>\n",
       "      <td>59.56</td>\n",
       "      <td>5.41</td>\n",
       "      <td>198.379212</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2023-06-03 03:00:00</td>\n",
       "      <td>57.88</td>\n",
       "      <td>4.79</td>\n",
       "      <td>148.488162</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2023-06-03 06:00:00</td>\n",
       "      <td>56.82</td>\n",
       "      <td>6.03</td>\n",
       "      <td>242.122865</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2023-06-03 09:00:00</td>\n",
       "      <td>55.00</td>\n",
       "      <td>4.15</td>\n",
       "      <td>92.285506</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2023-06-03 12:00:00</td>\n",
       "      <td>54.43</td>\n",
       "      <td>1.48</td>\n",
       "      <td>34.123415</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Timestamp  Temp (F)  Wind Speed (m/s)  Predicted Active Power (kW)\n",
       "0 2023-06-03 00:00:00     59.56              5.41                   198.379212\n",
       "1 2023-06-03 03:00:00     57.88              4.79                   148.488162\n",
       "2 2023-06-03 06:00:00     56.82              6.03                   242.122865\n",
       "3 2023-06-03 09:00:00     55.00              4.15                    92.285506\n",
       "4 2023-06-03 12:00:00     54.43              1.48                    34.123415"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Use the machine learning model developed previously to predict the Active Power and add the values to the existing Data Frame\n",
    "\n",
    "import pickle\n",
    "filename = 'WT_ActivePower_model.sav'\n",
    "loaded_model = pickle.load(open(filename, 'rb'))\n",
    "\n",
    "PredictedPowerArray=[]  \n",
    "\n",
    "for index, row in dfWeatherForecast.iterrows():\n",
    "    new_input = [[row['Temp (F)'], row['Wind Speed (m/s)']]]\n",
    "    result = loaded_model.predict(new_input)\n",
    "    np.array(PredictedPowerArray.append(result))\n",
    "    \n",
    "dfWeatherForecast['Predicted Active Power (kW)']=pd.DataFrame(PredictedPowerArray)\n",
    "\n",
    "dfWeatherForecast[:numberOfPreviewRows]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<adh_sample_library_preview.SDS.SdsType.SdsType at 0x1b290b25ed0>"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Create the type for air temp, wind speed, predicted active power, and time\n",
    "\n",
    "typeId = \"Wind_Turbine_Predictions_Time\"\n",
    "\n",
    "typeTempWindPowerTime = SdsType(\n",
    "    typeId,\n",
    "    SdsTypeCode.Object,\n",
    "    description=\"A Time-Series indexed type with 3 values\")\n",
    "\n",
    "#This type uses two data types, double and datetime\n",
    "doubleType = SdsType(\"doubleType\", SdsTypeCode.Double)\n",
    "timeType = SdsType(\"string\", SdsTypeCode.DateTime)\n",
    "\n",
    "#This type has three double properties and one datetime\n",
    "airTempProp = SdsTypeProperty(\"Air_Temperature\", sds_type=doubleType)\n",
    "windSpeedProp = SdsTypeProperty(\"Wind_Speed\", sds_type=doubleType)\n",
    "predActPowerProp = SdsTypeProperty(\"Predicted_Active_Power\", sds_type=doubleType)\n",
    "timeProp = SdsTypeProperty(\"Timestamp\", True, timeType)\n",
    "\n",
    "#Add the properties to the type, and commit it to ADH\n",
    "typeTempWindPowerTime.Properties = [airTempProp, windSpeedProp, predActPowerProp, timeProp]\n",
    "\n",
    "adhClient.Types.getOrCreateType(namespaceId, typeTempWindPowerTime)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<adh_sample_library_preview.SDS.SdsStream.SdsStream at 0x1b2946dac90>"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Create the stream based on the previously created type\n",
    "\n",
    "streamId = \"WT_5dForecast_1\"\n",
    "\n",
    "predPowerStream = SdsStream(\n",
    "    streamId,\n",
    "    typeId,\n",
    "    description=\"A stream for predicted active power data\")\n",
    "\n",
    "#Commit the stream to ADH\n",
    "adhClient.Streams.getOrCreateStream(namespaceId, predPowerStream)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Save data back to prediction stream in ADH\n",
    "\n",
    "values = []\n",
    "\n",
    "for index, row in dfWeatherForecast.iterrows():\n",
    "        values.append({\"Air_Temperature\": row[\"Temp (F)\"], \"Wind_Speed\": row[\"Wind Speed (m/s)\"], \n",
    "                       \"Predicted_Active_Power\": row[\"Predicted Active Power (kW)\"], \"Timestamp\": \n",
    "                       row[\"Timestamp\"].strftime('%Y-%m-%d %H:%M:%S') })\n",
    "\n",
    "adhClient.Streams.updateValues(namespaceId, streamId, json.dumps(values))\n",
    "global finished\n",
    "finished = True"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [],
   "source": [
    "def test_result():   \n",
    "    global result\n",
    "\n",
    "    assert result is not None\n",
    "    \n",
    "def test_finished():   \n",
    "    global finished\n",
    "    \n",
    "    assert finished\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.3"
  },
  "metadata": {
   "interpreter": {
    "hash": "53fcfd0a1b0054a47bde1b92cc37d9a822f9a6fcdf24188eb4f7b1d149ebd380"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}