Wind vs water

windvswater.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "acef0210",
   "metadata": {},
   "source": [
    "## Wind vs water\n",
    "\n",
    "The attempt here is to figure out whether a hydrogenerator (Watt&Sea used as an example here) or a wind generator (Superwind 350) would be better for our boat.\n",
    "\n",
    "The base data is from our [2022 Baltic cruise](https://meri-imperiumi.github.io/log/2022/) where we sailed from the Polish coast to Sweden, Finland, and Estonia. Most of the time was spent in shelted coastal waters.\n",
    "\n",
    "The cruise was a total of 154 days, of which 105 were sailing (1866NM under sail, 649NM under engine). 49 days were spent in harbour.\n",
    "\n",
    "At the time the vessel had:\n",
    "* 150W fixed panel on a stern arch\n",
    "* 60W fixed panel on the hatch garage\n",
    "* 300W FLINsail\n",
    "\n",
    "The solar figures are actuals from these. The FLINsails can only be used at anchor/moored when the wind speed is under 18kt."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "e6c36ad1",
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from influxdb import DataFrameClient\n",
    "import pandas as pd\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4dd0df83",
   "metadata": {},
   "source": [
    "Connect to the database"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "6fd49029",
   "metadata": {},
   "outputs": [],
   "source": [
    "client = DataFrameClient(host='192.168.1.105', port=8086, database='lille-oe')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "58ab8f4a",
   "metadata": {},
   "source": [
    "Set up the time frame we're interested in"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "4f896979",
   "metadata": {},
   "outputs": [],
   "source": [
    "start_date = '2022-04-14T06:00:00Z'\n",
    "end_date = '2022-09-16T18:00:00Z'\n",
    "date_window='10m'"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5cc0f7ed",
   "metadata": {},
   "source": [
    "Figure out our rate of power consumption"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "e2f429ef",
   "metadata": {},
   "outputs": [],
   "source": [
    "consumption_query = \"\"\"select mean(value) as \"watts\"\n",
    "    from \"electrical.venus.dcPower\"\n",
    "    where time >= '{start}' and time <= '{end}'\n",
    "    group by time({window})\"\"\".format(start=start_date, end=end_date, window=date_window)\n",
    "consumption = client.query(query=consumption_query)['electrical.venus.dcPower']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "44207125",
   "metadata": {},
   "outputs": [],
   "source": [
    "def aggregate_for_month(dataset):\n",
    "    monthly = {}\n",
    "    days_in_month = {}\n",
    "    previous_date = None\n",
    "    previous_watts = 0\n",
    "    for index, row in dataset.iterrows():\n",
    "        elapsed = 0\n",
    "        if previous_date is not None:\n",
    "            elapsed = (index - previous_date).total_seconds()\n",
    "        wh = (previous_watts * elapsed) / 3600\n",
    "        watts = row.watts\n",
    "        if np.isnan(watts):\n",
    "            watts = 0\n",
    "        # print('{date} elapsed {elapsed}, produced {wh} with {watts}'.format(date=index, elapsed=elapsed,wh=wh, watts=row.watts))\n",
    "        previous_watts = watts\n",
    "        previous_date = index\n",
    "        date = index.strftime('%Y-%m')\n",
    "        date_full = index.strftime('%Y-%m-%d')\n",
    "        if date not in monthly:\n",
    "            monthly[date] = 0\n",
    "            days_in_month[date] = []\n",
    "        monthly[date] += wh\n",
    "        if date_full not in days_in_month[date]:\n",
    "            days_in_month[date].append(date_full)\n",
    "    for month in monthly:\n",
    "        monthly[month] = monthly[month] / len(days_in_month[month])\n",
    "    return pd.DataFrame.from_dict(monthly, orient='index', columns=['watts'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "f67ad59e",
   "metadata": {},
   "outputs": [],
   "source": [
    "consumption_monthly = aggregate_for_month(consumption)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "30f61399",
   "metadata": {},
   "source": [
    "Set autonomy target, in Wh per day"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "fbba5792",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1241"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "autonomy_target = round(consumption_monthly.watts.mean())\n",
    "autonomy_target_watts = autonomy_target / 24\n",
    "autonomy_target"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5dcd0df8",
   "metadata": {},
   "source": [
    "To make things easier to work with, set standard colors for the different types"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "4257a331",
   "metadata": {},
   "outputs": [],
   "source": [
    "graph_colors = {\n",
    "    'wind': 'green',\n",
    "    'hydro': 'blue',\n",
    "    'solar': 'orange',\n",
    "    'flin': 'darkorange',\n",
    "    'alternator': 'firebrick',\n",
    "    'consumption': 'red',\n",
    "    'autonomy': 'purple',\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e006d0f3",
   "metadata": {},
   "source": [
    "Query for wind speeds. We use apparent wind as that is what a wind generator would utilize."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "79e75e80",
   "metadata": {},
   "outputs": [],
   "source": [
    "wind_query = \"\"\"select mean(value) as \"ms\"\n",
    "    from \"environment.wind.speedApparent\"\n",
    "    where time >= '{start}' and time <= '{end}'\n",
    "    group by time({window})\"\"\".format(start=start_date, end=end_date, window=date_window)\n",
    "apparent_wind = client.query(query=wind_query)['environment.wind.speedApparent']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4d0d54c2",
   "metadata": {},
   "source": [
    "Query for vessel speed. We use should speed over water as that is what the hydrogenerator would utilize, but for the moment using SOG as we don't have the knotmeter instrumented into Signal K."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "90eea3a7",
   "metadata": {},
   "outputs": [],
   "source": [
    "speed_query = \"\"\"select mean(value) as \"ms\"\n",
    "    from \"navigation.speedOverGround\"\n",
    "    where time >= '{start}' and time <= '{end}'\n",
    "    group by time({window})\"\"\".format(start=start_date, end=end_date, window=date_window)\n",
    "vessel_speed = client.query(query=speed_query)['navigation.speedOverGround']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d89df6ac",
   "metadata": {},
   "source": [
    "Since Signal K uses SI units, we need to convert these to knots."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "88d50ce4",
   "metadata": {},
   "outputs": [],
   "source": [
    "apparent_wind['knots'] = apparent_wind['ms'].apply(lambda x: x*1.943844)\n",
    "vessel_speed['knots'] = vessel_speed['ms'].apply(lambda x: x*1.943844)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1dac6700",
   "metadata": {},
   "source": [
    "We also need vessel states, as hydrogeneration is only possible while sailing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "abca8403",
   "metadata": {},
   "outputs": [],
   "source": [
    "state_query = \"\"\"select first(stringValue) as \"state\"\n",
    "    from \"navigation.state\"\n",
    "    where time >= '{start}' and time <= '{end}'\n",
    "    group by time({window})\"\"\".format(start=start_date, end=end_date, window=date_window)\n",
    "vessel_state = client.query(query=state_query)['navigation.state']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "21639372",
   "metadata": {},
   "outputs": [],
   "source": [
    "vessel_speed = vessel_speed.join(vessel_state)\n",
    "vessel_speed.loc[:,['state']] = vessel_speed.loc[:,'state'].ffill()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "638674b2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='Frequency'>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "vessel_speed.query('state == \"sailing\"')['knots'].plot(kind = 'hist')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e2292cb0",
   "metadata": {},
   "source": [
    "While we're at it, let's calculate our typical sailing speeds."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "a1f6e274",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4.2"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "round(vessel_speed.query('state == \"sailing\"')['knots'].median(), 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "52b2bb94",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3.9"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "round(vessel_speed.query('state == \"sailing\"')['knots'].mean(), 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "79c5005f",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='Frequency'>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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7iIgI3XbbbTf94S+//LLuuOMOxcbGKjY2VhkZGfrDH/7grLdtW0uWLJHP51NUVJRGjBihgwcPBm2jsbFRc+bMUXx8vKKjo5Wdna2TJ08G1dTU1Cg3N1eWZcmyLOXm5urLL7+86f4BAEDXEFIgWrBggX7+85/Ltu2b+vA+ffpo6dKl2rNnj/bs2aP7779fDz30kBN6li1bpqKiIhUXF6uiokJer1ejR49WXV2ds428vDxt3LhRGzZs0Pbt21VfX6+srCw1Nzc7NTk5OaqsrFRJSYlKSkpUWVmp3Nzcm+odAAB0HR47hFQzceJEbdu2TXFxcbr99tsVHh4etP6dd94JuaG4uDgtX75cTzzxhHw+n/Ly8vT0009L+mY2KDExUS+88IJmzpypQCCgXr166fXXX9eUKVMkSadOnVJSUpI2b96sBx54QIcOHdKgQYNUXl6u9PR0SVJ5ebkyMjL08ccfa8CAAdfVV21trSzLUiAQUGxsbMj7dyWd8S4i4Gq4ywxAR3G9398hzRB997vf1cSJEzV8+HDFx8c7P0VdWkLR3NysDRs26Ny5c8rIyNDRo0fl9/uVmZnp1ERGRmr48OHasWOHJGnv3r26cOFCUI3P51NqaqpTs3PnTlmW5YQhSRo6dKgsy3JqrqSxsVG1tbVBCwAA6JpCuqh69erVrdbA/v37lZGRofPnz+tf/uVftHHjRg0aNMgJK4mJiUH1iYmJOnbsmCTJ7/crIiJCPXr0aFHj9/udmoSEhBafm5CQ4NRcSWFhoZ577rmb2jcAANA5hDRDJElff/213n//fa1cudK5pufUqVOqr6+/oe0MGDBAlZWVKi8v13/+539q6tSp+r//+z9n/eW39Nu2fc3b/C+vuVL9tbazePFiBQIBZzlx4sT17hIAAOhkQpohOnbsmMaMGaPjx4+rsbFRo0ePVkxMjJYtW6bz58/rlVdeue5t/fMda0OGDFFFRYV+/vOfO9cN+f1+9e7d26mvrq52Zo28Xq+amppUU1MTNEtUXV2tYcOGOTWnT59u8blnzpxpMfv0zyIjIxUZGXnd+wEAADqvkGaI5s2bpyFDhqimpkZRUVHO+MSJE/XHP/7xphqybVuNjY1KTk6W1+tVaWmps66pqUllZWVO2ElLS1N4eHhQTVVVlQ4cOODUZGRkKBAIaPfu3U7Nrl27FAgEnBoAAGC2kGaItm/frr/+9a+KiIgIGu/Xr58+//zz697OT3/6U40dO1ZJSUmqq6vThg0b9Kc//UklJSXyeDzKy8tTQUGBUlJSlJKSooKCAnXv3l05OTmSJMuyNG3aNC1YsEA9e/ZUXFyc8vPzNXjwYI0aNUqSNHDgQI0ZM0bTp0/XypUrJUkzZsxQVlbWdd9hBgAAuraQAtHFixeDnvNzycmTJxUTE3Pd2zl9+rRyc3NVVVUly7J0xx13qKSkRKNHj5YkLVy4UA0NDZo1a5ZqamqUnp6uLVu2BH3GihUrFBYWpsmTJ6uhoUEjR47UmjVr1K1bN6dm/fr1mjt3rnM3WnZ2toqLi0PZdQAA0AWF9ByiKVOmyLIsvfrqq4qJidG+ffvUq1cvPfTQQ+rbt2+r3oXWUfAcIuD68RwiAB3F9X5/hzRDtGLFCt13330aNGiQzp8/r5ycHB05ckTx8fF66623Qm4aAADADSEFIp/Pp8rKSr311lv64IMPdPHiRU2bNk2PPPJI0EXWAAAAnUFIgUiSoqKi9MQTT+iJJ55ozX4AAADaXUiBaN26dVdd/+ijj4bUDAAAgBtCCkTz5s0Len3hwgV99dVXioiIUPfu3QlEAACgUwnpwYw1NTVBS319vQ4fPqy7776bi6oBAECnE/LfMrtcSkqKli5d2mL2CAAAoKNrtUAkSd26ddOpU6dac5MAAABtLqRriN59992g17Ztq6qqSsXFxfq3f/u3VmkMAACgvYQUiCZMmBD02uPxqFevXrr//vv14osvtkZfAAAA7Sbkv2UGAADQVbTqNUQAAACdUUgzRPPnz7/u2qKiolA+AgAAoN2EFIg+/PBDffDBB/r66681YMAASdLf/vY3devWTXfddZdT5/F4WqdLAACANhRSIBo/frxiYmK0du1a9ejRQ9I3D2t8/PHHdc8992jBggWt2iQAAEBbCukaohdffFGFhYVOGJKkHj166Pnnn+cuMwAA0OmEFIhqa2t1+vTpFuPV1dWqq6u76aYAAADaU0iBaOLEiXr88cf129/+VidPntTJkyf129/+VtOmTdOkSZNau0cAAIA2FdI1RK+88ory8/P1k5/8RBcuXPhmQ2FhmjZtmpYvX96qDQIAALS1kAJR9+7d9dJLL2n58uX65JNPZNu2brvtNkVHR7d2fwAAAG3uph7MWFVVpaqqKvXv31/R0dGybbu1+gIAAGg3IQWis2fPauTIkerfv78efPBBVVVVSZL+4z/+g1vuAQBApxNSIPqv//ovhYeH6/jx4+revbszPmXKFJWUlLRacwAAAO0hpGuItmzZovfee099+vQJGk9JSdGxY8dapTEAAID2EtIM0blz54Jmhi754osvFBkZedNNAQAAtKeQAtG9996rdevWOa89Ho8uXryo5cuX67777mu15gAAANpDSD+ZLV++XCNGjNCePXvU1NSkhQsX6uDBg/rHP/6hv/71r63dIwAAQJsKaYZo0KBB2rdvn370ox9p9OjROnfunCZNmqQPP/xQ3/ve91q7RwAAgDZ1wzNEFy5cUGZmplauXKnnnnuuLXoCAABoVzc8QxQeHq4DBw7I4/G0RT8AAADtLqSfzB599FG99tprrd0LAACAK0K6qLqpqUm/+tWvVFpaqiFDhrT4G2ZFRUWt0hwAAEB7uKFA9Omnn+rWW2/VgQMHdNddd0mS/va3vwXV8FMaAADobG4oEKWkpKiqqkrbtm2T9M2f6vjFL36hxMTENmkOAACgPdzQNUSX/zX7P/zhDzp37lyrNgQAANDeQrqo+pLLAxIAAEBndEOByOPxtLhGiGuGAABAZ3dD1xDZtq3HHnvM+QOu58+f15NPPtniLrN33nmn9ToEAABoYzcUiKZOnRr0+ic/+UmrNgMAAOCGGwpEq1evbqs+AAAAXHNTF1UDAAB0BQQiAABgPAIRAAAwHoEIAAAYj0AEAACMRyACAADGIxABAADjEYgAAIDxCEQAAMB4BCIAAGA8AhEAADAegQgAABiPQAQAAIznaiAqLCzUD3/4Q8XExCghIUETJkzQ4cOHg2ps29aSJUvk8/kUFRWlESNG6ODBg0E1jY2NmjNnjuLj4xUdHa3s7GydPHkyqKampka5ubmyLEuWZSk3N1dffvllW+8iAADoBFwNRGVlZZo9e7bKy8tVWlqqr7/+WpmZmTp37pxTs2zZMhUVFam4uFgVFRXyer0aPXq06urqnJq8vDxt3LhRGzZs0Pbt21VfX6+srCw1Nzc7NTk5OaqsrFRJSYlKSkpUWVmp3Nzcdt1fAADQMXls27bdbuKSM2fOKCEhQWVlZbr33ntl27Z8Pp/y8vL09NNPS/pmNigxMVEvvPCCZs6cqUAgoF69eun111/XlClTJEmnTp1SUlKSNm/erAceeECHDh3SoEGDVF5ervT0dElSeXm5MjIy9PHHH2vAgAHX7K22tlaWZSkQCCg2NrZV9/vWRZtadXuA2z5bOs7tFgBA0vV/f3eoa4gCgYAkKS4uTpJ09OhR+f1+ZWZmOjWRkZEaPny4duzYIUnau3evLly4EFTj8/mUmprq1OzcuVOWZTlhSJKGDh0qy7KcGgAAYK4wtxu4xLZtzZ8/X3fffbdSU1MlSX6/X5KUmJgYVJuYmKhjx445NREREerRo0eLmkvv9/v9SkhIaPGZCQkJTs3lGhsb1djY6Lyura0Ncc8AAEBH12FmiJ566int27dPb731Vot1Ho8n6LVt2y3GLnd5zZXqr7adwsJC5wJsy7KUlJR0PbsBAAA6oQ4RiObMmaN3331X27ZtU58+fZxxr9crSS1mcaqrq51ZI6/Xq6amJtXU1Fy15vTp0y0+98yZMy1mny5ZvHixAoGAs5w4cSL0HQQAAB2aq4HItm099dRTeuedd7R161YlJycHrU9OTpbX61Vpaakz1tTUpLKyMg0bNkySlJaWpvDw8KCaqqoqHThwwKnJyMhQIBDQ7t27nZpdu3YpEAg4NZeLjIxUbGxs0AIAALomV68hmj17tt588039/ve/V0xMjDMTZFmWoqKi5PF4lJeXp4KCAqWkpCglJUUFBQXq3r27cnJynNpp06ZpwYIF6tmzp+Li4pSfn6/Bgwdr1KhRkqSBAwdqzJgxmj59ulauXClJmjFjhrKysq7rDjMAANC1uRqIXn75ZUnSiBEjgsZXr16txx57TJK0cOFCNTQ0aNasWaqpqVF6erq2bNmimJgYp37FihUKCwvT5MmT1dDQoJEjR2rNmjXq1q2bU7N+/XrNnTvXuRstOztbxcXFbbuDAACgU+hQzyHqyHgOEXD9eA4RgI6iUz6HCAAAwA0EIgAAYDwCEQAAMB6BCAAAGI9ABAAAjEcgAgAAxiMQAQAA4xGIAACA8QhEAADAeAQiAABgPAIRAAAwHoEIAAAYj0AEAACMRyACAADGIxABAADjEYgAAIDxCEQAAMB4YW43AKDruXXRJrdbuGGfLR3ndgsAXMQMEQAAMB6BCAAAGI9ABAAAjEcgAgAAxiMQAQAA4xGIAACA8QhEAADAeAQiAABgPAIRAAAwHoEIAAAYj0AEAACMRyACAADGIxABAADjEYgAAIDxCEQAAMB4BCIAAGA8AhEAADAegQgAABiPQAQAAIxHIAIAAMYjEAEAAOMRiAAAgPEIRAAAwHgEIgAAYDwCEQAAMB6BCAAAGI9ABAAAjEcgAgAAxiMQAQAA4xGIAACA8QhEAADAeAQiAABgPAIRAAAwHoEIAAAYj0AEAACMRyACAADGczUQ/fnPf9b48ePl8/nk8Xj0u9/9Lmi9bdtasmSJfD6foqKiNGLECB08eDCoprGxUXPmzFF8fLyio6OVnZ2tkydPBtXU1NQoNzdXlmXJsizl5ubqyy+/bOO9AwAAnYWrgejcuXO68847VVxcfMX1y5YtU1FRkYqLi1VRUSGv16vRo0errq7OqcnLy9PGjRu1YcMGbd++XfX19crKylJzc7NTk5OTo8rKSpWUlKikpESVlZXKzc1t8/0DAACdg8e2bdvtJiTJ4/Fo48aNmjBhgqRvZod8Pp/y8vL09NNPS/pmNigxMVEvvPCCZs6cqUAgoF69eun111/XlClTJEmnTp1SUlKSNm/erAceeECHDh3SoEGDVF5ervT0dElSeXm5MjIy9PHHH2vAgAHX1V9tba0sy1IgEFBsbGyr7vutiza16vYA3LjPlo5zuwUAbeB6v7877DVER48eld/vV2ZmpjMWGRmp4cOHa8eOHZKkvXv36sKFC0E1Pp9PqampTs3OnTtlWZYThiRp6NChsizLqbmSxsZG1dbWBi0AAKBr6rCByO/3S5ISExODxhMTE511fr9fERER6tGjx1VrEhISWmw/ISHBqbmSwsJC55ojy7KUlJR0U/sDAAA6rg4biC7xeDxBr23bbjF2uctrrlR/re0sXrxYgUDAWU6cOHGDnQMAgM6iwwYir9crSS1mcaqrq51ZI6/Xq6amJtXU1Fy15vTp0y22f+bMmRazT/8sMjJSsbGxQQsAAOiaOmwgSk5OltfrVWlpqTPW1NSksrIyDRs2TJKUlpam8PDwoJqqqiodOHDAqcnIyFAgENDu3budml27dikQCDg1AADAbGFufnh9fb3+/ve/O6+PHj2qyspKxcXFqW/fvsrLy1NBQYFSUlKUkpKigoICde/eXTk5OZIky7I0bdo0LViwQD179lRcXJzy8/M1ePBgjRo1SpI0cOBAjRkzRtOnT9fKlSslSTNmzFBWVtZ132EGAAC6NlcD0Z49e3Tfffc5r+fPny9Jmjp1qtasWaOFCxeqoaFBs2bNUk1NjdLT07VlyxbFxMQ471mxYoXCwsI0efJkNTQ0aOTIkVqzZo26devm1Kxfv15z58517kbLzs7+1mcfAQAA83SY5xB1dDyHCOjaeA4R0DV1+ucQAQAAtBcCEQAAMB6BCAAAGI9ABAAAjEcgAgAAxiMQAQAA4xGIAACA8QhEAADAeAQiAABgPAIRAAAwHoEIAAAYj0AEAACMRyACAADGIxABAADjEYgAAIDxCEQAAMB4YW43AAAdwa2LNrndwg37bOk4t1sAugxmiAAAgPEIRAAAwHgEIgAAYDwCEQAAMB6BCAAAGI9ABAAAjEcgAgAAxiMQAQAA4xGIAACA8QhEAADAeAQiAABgPAIRAAAwHoEIAAAYj0AEAACMRyACAADGC3O7AQBAaG5dtMntFm7YZ0vHud0CcEXMEAEAAOMRiAAAgPEIRAAAwHgEIgAAYDwCEQAAMB6BCAAAGI9ABAAAjEcgAgAAxuPBjACAdsPDJNFRMUMEAACMRyACAADGIxABAADjEYgAAIDxCEQAAMB4BCIAAGA8AhEAADAegQgAABiPBzMCAHAVPEzSDMwQAQAA4xGIAACA8YwKRC+99JKSk5N1yy23KC0tTX/5y1/cbgkAAHQAxgSit99+W3l5eXrmmWf04Ycf6p577tHYsWN1/Phxt1sDAAAu89i2bbvdRHtIT0/XXXfdpZdfftkZGzhwoCZMmKDCwsJrvr+2tlaWZSkQCCg2NrZVe+uMF+wBANCa2upC8Ov9/jbiLrOmpibt3btXixYtChrPzMzUjh07rviexsZGNTY2Oq8DgYCkbw5sa7vY+FWrbxMAgM6kLb5f/3m715r/MSIQffHFF2publZiYmLQeGJiovx+/xXfU1hYqOeee67FeFJSUpv0CACAyayfte326+rqZFnWt643IhBd4vF4gl7btt1i7JLFixdr/vz5zuuLFy/qH//4h3r27Pmt7wlFbW2tkpKSdOLEiVb/KQ7f4Bi3PY5x2+L4tj2Ocdtz6xjbtq26ujr5fL6r1hkRiOLj49WtW7cWs0HV1dUtZo0uiYyMVGRkZNDYd7/73bZqUbGxsfxP2MY4xm2PY9y2OL5tj2Pc9tw4xlebGbrEiLvMIiIilJaWptLS0qDx0tJSDRs2zKWuAABAR2HEDJEkzZ8/X7m5uRoyZIgyMjL06quv6vjx43ryySfdbg0AALjMmEA0ZcoUnT17Vv/93/+tqqoqpaamavPmzerXr5+rfUVGRurZZ59t8fMcWg/HuO1xjNsWx7ftcYzbXkc/xsY8hwgAAODbGHENEQAAwNUQiAAAgPEIRAAAwHgEIgAAYDwCkYteeuklJScn65ZbblFaWpr+8pe/uN1Sl7FkyRJ5PJ6gxev1ut1Wp/bnP/9Z48ePl8/nk8fj0e9+97ug9bZta8mSJfL5fIqKitKIESN08OBBd5rtpK51jB977LEW5/XQoUPdabYTKiws1A9/+EPFxMQoISFBEyZM0OHDh4NqOI9vzvUc4456HhOIXPL2228rLy9PzzzzjD788EPdc889Gjt2rI4fP+52a13G7bffrqqqKmfZv3+/2y11aufOndOdd96p4uLiK65ftmyZioqKVFxcrIqKCnm9Xo0ePVp1dXXt3Gnnda1jLEljxowJOq83b97cjh12bmVlZZo9e7bKy8tVWlqqr7/+WpmZmTp37pxTw3l8c67nGEsd9Dy24Yof/ehH9pNPPhk09v3vf99etGiRSx11Lc8++6x95513ut1GlyXJ3rhxo/P64sWLttfrtZcuXeqMnT9/3rYsy37llVdc6LDzu/wY27ZtT5061X7ooYdc6acrqq6utiXZZWVltm1zHreFy4+xbXfc85gZIhc0NTVp7969yszMDBrPzMzUjh07XOqq6zly5Ih8Pp+Sk5P18MMP69NPP3W7pS7r6NGj8vv9Qed0ZGSkhg8fzjndyv70pz8pISFB/fv31/Tp01VdXe12S51WIBCQJMXFxUniPG4Llx/jSzrieUwgcsEXX3yh5ubmFn9YNjExscUfoEVo0tPTtW7dOr333ntatWqV/H6/hg0bprNnz7rdWpd06bzlnG5bY8eO1fr167V161a9+OKLqqio0P3336/Gxka3W+t0bNvW/Pnzdffddys1NVUS53Fru9IxljrueWzMn+7oiDweT9Br27ZbjCE0Y8eOdf578ODBysjI0Pe+9z2tXbtW8+fPd7Gzro1zum1NmTLF+e/U1FQNGTJE/fr106ZNmzRp0iQXO+t8nnrqKe3bt0/bt29vsY7zuHV82zHuqOcxM0QuiI+PV7du3Vr8i6O6urrFv0zQOqKjozV48GAdOXLE7Va6pEt38HFOt6/evXurX79+nNc3aM6cOXr33Xe1bds29enTxxnnPG4933aMr6SjnMcEIhdEREQoLS1NpaWlQeOlpaUaNmyYS111bY2NjTp06JB69+7tditdUnJysrxeb9A53dTUpLKyMs7pNnT27FmdOHGC8/o62batp556Su+88462bt2q5OTkoPWcxzfvWsf4SjrKecxPZi6ZP3++cnNzNWTIEGVkZOjVV1/V8ePH9eSTT7rdWpeQn5+v8ePHq2/fvqqurtbzzz+v2tpaTZ061e3WOq36+nr9/e9/d14fPXpUlZWViouLU9++fZWXl6eCggKlpKQoJSVFBQUF6t69u3JyclzsunO52jGOi4vTkiVL9OMf/1i9e/fWZ599pp/+9KeKj4/XxIkTXey685g9e7befPNN/f73v1dMTIwzE2RZlqKiouTxeDiPb9K1jnF9fX3HPY9dvMPNeL/85S/tfv362REREfZdd90VdFsibs6UKVPs3r172+Hh4bbP57MnTZpkHzx40O22OrVt27bZklosU6dOtW37m1uWn332Wdvr9dqRkZH2vffea+/fv9/dpjuZqx3jr776ys7MzLR79eplh4eH23379rWnTp1qHz9+3O22O40rHVtJ9urVq50azuObc61j3JHPY49t23Z7BjAAAICOhmuIAACA8QhEAADAeAQiAABgPAIRAAAwHoEIAAAYj0AEAACMRyACAADGIxABAADjEYgAAIDxCEQAAMB4BCIAAGA8AhEAADDe/wPp65JlCPkyWwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "apparent_wind['knots'].plot(kind = 'hist')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "ec052ee1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5.3"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "round(apparent_wind['knots'].median(), 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "80fa6d3a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6.1"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "round(apparent_wind['knots'].mean(), 1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bb0e5e79",
   "metadata": {},
   "source": [
    "## Output curves\n",
    "\n",
    "We want to know the generation potential from the two generators.\n",
    "\n",
    "For Watt&Sea we use the [280mm prop](https://www.wattandsea.com/en/hydrogenerators/cruising-300-en/)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "id": "8c73e3df",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.lines.Line2D at 0x7fb7e8b4fa90>"
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "wattandsea = [\n",
    "    [0, 0],\n",
    "    [1, 0],\n",
    "    [1.5, 2.3],\n",
    "    [2, 5.1],\n",
    "    [2.5, 12.3],\n",
    "    [3, 23.7],\n",
    "    [3.5, 38.6],\n",
    "    [4, 61.4],\n",
    "    [4.5, 86.4],\n",
    "    [5, 111.1],\n",
    "    [5.5, 135.8],\n",
    "    [6, 156],\n",
    "    [6.5, 177.6],\n",
    "    [7, 196.5],\n",
    "    [7.5, 215.1],\n",
    "    [8, 235.8],\n",
    "]\n",
    "hydro_output = pd.DataFrame(wattandsea, columns=['knots', 'watts'])\n",
    "hydro_output = hydro_output.set_index('knots')\n",
    "ax = hydro_output.plot()\n",
    "ax.axhline(autonomy_target_watts, color=graph_colors['autonomy'], label='autonomy')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eb22ec20",
   "metadata": {},
   "source": [
    "So, at 3.7kt sailing speed we're maintaining our level of power consumption. Faster than that and we charge batteries."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9314dba9",
   "metadata": {},
   "source": [
    "[Superwind data](https://www.superwind.com/wp-content/uploads/2018/05/SW-350-Watts-Power-Curve-January-2015.pdf) uses m/s so we will need to convert it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "eaafb12a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.lines.Line2D at 0x7fb7e875e190>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "superwind = [[0, 0], [1, 0], [2, 0], [3, 2], [4, 5], [5, 20], [6, 40], [7, 70], [8, 100], [9, 140], [10, 180], [11, 230], [12, 310], [13, 350], [14, 350], [15,350]]\n",
    "wind_output = pd.DataFrame(superwind, columns=['ms', 'watts'])\n",
    "wind_output['knots'] = wind_output['ms'].apply(lambda x: x*1.943844)\n",
    "wind_output = wind_output.set_index('knots')\n",
    "ax = wind_output.plot(y=['watts'])\n",
    "ax.axhline(autonomy_target_watts, color=graph_colors['autonomy'], label='autonomy')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4238b884",
   "metadata": {},
   "source": [
    "At 13kt apparent wind speed we're maintaining our power consumption."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7d319564",
   "metadata": {},
   "source": [
    "## Potential power generation\n",
    "\n",
    "The next step is to figure out how much power we'd be getting for a given speed and add those to the dataframes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "id": "50a3a4d4",
   "metadata": {},
   "outputs": [],
   "source": [
    "def find_closest_watts(source, value):\n",
    "    if (np.isnan(value)):\n",
    "        return 0\n",
    "    closest = source.query('knots <= {value}'.format(value=value)).tail(1)['watts'].array[0]\n",
    "    return source.query('knots <= {value}'.format(value=value)).tail(1)['watts'].array[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "3ca1ffe8",
   "metadata": {},
   "outputs": [],
   "source": [
    "apparent_wind['watts'] = apparent_wind['knots'].apply(lambda x: find_closest_watts(wind_output, x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "id": "771a5057",
   "metadata": {},
   "outputs": [],
   "source": [
    "vessel_speed['watts'] = vessel_speed['knots'].apply(lambda x: find_closest_watts(hydro_output, x))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f863dea1",
   "metadata": {},
   "source": [
    "We need to eliminate non-sailing times from hydrogeneration."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "id": "293524c0",
   "metadata": {},
   "outputs": [],
   "source": [
    "def zero_non_sailing(row):\n",
    "    if (row.state == 'sailing'):\n",
    "        return row.watts\n",
    "    return 0\n",
    "\n",
    "vessel_speed['watts'] = vessel_speed.apply(lambda x: zero_non_sailing(x), axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "id": "0e551745",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='Frequency'>"
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "apparent_wind.watts.plot(kind = 'hist', color = graph_colors['wind'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f6a3f042",
   "metadata": {},
   "source": [
    "Based on the above, average wind power generation per day, in Wh"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "id": "234d26ad",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "232.8"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "round(apparent_wind.watts.mean() * 24, 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "id": "cffea3f0",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='Frequency'>"
      ]
     },
     "execution_count": 101,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "vessel_speed.query('state == \"sailing\"').watts.plot(kind = 'hist', color = graph_colors['hydro'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5672a50a",
   "metadata": {},
   "source": [
    "Based on the above, average hydro power generation per day, in Wh"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "id": "e3bd5890",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "190.5"
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "round(vessel_speed.watts.mean() * 24, 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "7c8377c6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "apparent_wind.plot(y='watts', color = graph_colors['wind'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "id": "0b677991",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 103,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "vessel_speed.plot(y='watts', color = graph_colors['hydro'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "id": "a022b043",
   "metadata": {},
   "outputs": [],
   "source": [
    "def aggregate_for_day(dataset):\n",
    "    daily = {}\n",
    "    previous_date = None\n",
    "    previous_watts = 0\n",
    "    for index, row in dataset.iterrows():\n",
    "        elapsed = 0\n",
    "        if previous_date is not None:\n",
    "            elapsed = (index - previous_date).total_seconds()\n",
    "        wh = (previous_watts * elapsed) / 3600\n",
    "        watts = row.watts\n",
    "        if np.isnan(watts):\n",
    "            watts = 0\n",
    "        #if row.state == 'sailing':\n",
    "        #    print('{date} elapsed {elapsed}, produced {wh} with {wind}kt, {watts}'.format(date=index, elapsed=elapsed,wh=wh,wind=row.knots, watts=watts))\n",
    "        previous_watts = watts\n",
    "        previous_date = index\n",
    "        date = index.strftime('%Y-%m-%d')\n",
    "        if date not in daily:\n",
    "            daily[date] = 0\n",
    "        daily[date] += wh\n",
    "    df = pd.DataFrame.from_dict(daily, orient='index', columns=['watts'])\n",
    "    df.index = pd.to_datetime(df.index)\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "id": "f72cd6e3",
   "metadata": {},
   "outputs": [],
   "source": [
    "wind_generated = aggregate_for_day(apparent_wind)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "id": "8fca5388",
   "metadata": {},
   "outputs": [],
   "source": [
    "hydro_generated = aggregate_for_day(vessel_speed)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "id": "1b993875",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.lines.Line2D at 0x7fb7d9767eb0>"
      ]
     },
     "execution_count": 108,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = wind_generated.plot(kind='bar', color = graph_colors['wind'])\n",
    "ax.axhline(autonomy_target, color=graph_colors['autonomy'], label='autonomy')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "id": "7ee7e1ee",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.lines.Line2D at 0x7fb7fecdd790>"
      ]
     },
     "execution_count": 110,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = hydro_generated.plot(kind='bar', color = graph_colors['hydro'])\n",
    "ax.axhline(autonomy_target, color=graph_colors['autonomy'], label='autonomy')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b7f8d13d",
   "metadata": {},
   "source": [
    "We also want to get the solar generation to have a comparison"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "d1e75473",
   "metadata": {},
   "outputs": [],
   "source": [
    "solar_query = \"\"\"select mean(value) as \"watts\"\n",
    "    from \"electrical.venus.totalPanelPower\"\n",
    "    where time >= '{start}' and time <= '{end}'\n",
    "    group by time({window})\"\"\".format(start=start_date, end=end_date, window=date_window)\n",
    "solar_output = client.query(query=solar_query)['electrical.venus.totalPanelPower']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "897bfca0",
   "metadata": {},
   "outputs": [],
   "source": [
    "solar_generated = aggregate_for_day(solar_output)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "a23b640f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.lines.Line2D at 0x7fb7fc6c7f10>"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = solar_generated.plot(kind='bar', color = graph_colors['solar'])\n",
    "ax.axhline(autonomy_target, color=graph_colors['autonomy'], label='autonomy')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "44ece272",
   "metadata": {},
   "source": [
    "It would be good to check how much of this is FLINsail."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "fe6c695c",
   "metadata": {},
   "outputs": [],
   "source": [
    "flin_query = \"\"\"select mean(value) as \"watts\"\n",
    "    from \"electrical.solar.flinsail.panelPower\"\n",
    "    where time >= '{start}' and time <= '{end}'\n",
    "    group by time({window})\"\"\".format(start=start_date, end=end_date, window=date_window)\n",
    "flin_output = client.query(query=flin_query)['electrical.solar.flinsail.panelPower']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "c1b5c559",
   "metadata": {},
   "outputs": [],
   "source": [
    "flin_generated = aggregate_for_day(flin_output)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "2d311c53",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.lines.Line2D at 0x7fb7fc938430>"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = flin_generated.plot(kind='bar', color = graph_colors['flin'])\n",
    "ax.axhline(autonomy_target, color=graph_colors['autonomy'], label='autonomy')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7d4d69f8",
   "metadata": {},
   "source": [
    "Let's remove FLIN from total solar output."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "0a6c4f03",
   "metadata": {},
   "outputs": [],
   "source": [
    "fixed_solar_output = solar_output - flin_output"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "b5553a79",
   "metadata": {},
   "outputs": [],
   "source": [
    "fixed_solar_generated = aggregate_for_day(fixed_solar_output)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "3abab8e8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.lines.Line2D at 0x7fb7fceccf40>"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = fixed_solar_generated.plot(kind='bar', color = graph_colors['solar'])\n",
    "ax.axhline(autonomy_target, color=graph_colors['autonomy'], label='autonomy')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "545c739d",
   "metadata": {},
   "source": [
    "To get the full off-grid energy mix, we should also add alternator."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "ac80a9af",
   "metadata": {},
   "outputs": [],
   "source": [
    "alternator_query = \"\"\"select mean(value) as \"watts\"\n",
    "    from \"electrical.chargers.alternator.power\"\n",
    "    where time >= '{start}' and time <= '{end}'\n",
    "    group by time({window})\"\"\".format(start=start_date, end=end_date, window=date_window)\n",
    "alternator_output = client.query(query=alternator_query)['electrical.chargers.alternator.power']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "c665a4a8",
   "metadata": {},
   "outputs": [],
   "source": [
    "alternator_generated = aggregate_for_day(alternator_output)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "1daa3516",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.lines.Line2D at 0x7fb7fd17fd00>"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = alternator_generated.plot(kind='bar', color = graph_colors['alternator'])\n",
    "ax.axhline(autonomy_target, color=graph_colors['autonomy'], label='autonomy')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c0b98c8a",
   "metadata": {},
   "source": [
    "Then put them together to get some idea of the potentials."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "id": "da29f4e0",
   "metadata": {},
   "outputs": [],
   "source": [
    "total_generated = solar_generated.join(wind_generated, lsuffix='_solar', rsuffix='_wind').join(hydro_generated, lsuffix='_hydro').rename(columns={'watts': 'watts_hydro'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "id": "fbc93897",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.lines.Line2D at 0x7fb7da1344c0>"
      ]
     },
     "execution_count": 112,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 10000x3000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = total_generated.plot(kind='bar', figsize=[100, 30], color = {\n",
    "    'watts_solar': graph_colors['solar'],\n",
    "    'watts_wind': graph_colors['wind'],\n",
    "    'watts_hydro': graph_colors['hydro'],\n",
    "})\n",
    "ax.axhline(autonomy_target, color=graph_colors['autonomy'], label='autonomy')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "id": "88cd7d27",
   "metadata": {},
   "outputs": [],
   "source": [
    "wind_generated_monthly = aggregate_for_month(apparent_wind)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "id": "56a0b60d",
   "metadata": {},
   "outputs": [],
   "source": [
    "hydro_generated_monthly = aggregate_for_month(vessel_speed)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "id": "64481a44",
   "metadata": {},
   "outputs": [],
   "source": [
    "fixed_solar_generated_monthly = aggregate_for_month(fixed_solar_output)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "id": "0d8998c5",
   "metadata": {},
   "outputs": [],
   "source": [
    "flin_generated_monthly = aggregate_for_month(flin_output)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "id": "b98395e9",
   "metadata": {},
   "outputs": [],
   "source": [
    "alternator_generated_monthly = aggregate_for_month(alternator_output)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "id": "1928e7f8",
   "metadata": {},
   "outputs": [],
   "source": [
    "total_generated_monthly = fixed_solar_generated_monthly.join(flin_generated_monthly, lsuffix='_solar', rsuffix='_flin').join(wind_generated_monthly, lsuffix='_wind').rename(columns={'watts': 'watts_wind'}).join(hydro_generated_monthly, lsuffix='_hydro').rename(columns={'watts': 'watts_hydro'}).join(alternator_generated_monthly, lsuffix='_alternator').rename(columns={'watts': 'watts_alternator'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "id": "c6f7a59b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.lines.Line2D at 0x7fb7feddc490>"
      ]
     },
     "execution_count": 119,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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BABYWFrcNMVFRUYiPj5efd+nSBQkJCZg0aRKcnZ3RuXNnfPDBB83uV3vDEENERK1W//79UV5ejtzcXABARkYGOnTogIyMDHlMeno69Ho9qqqqEB4ejt27dyMvLw9Tp07FhAkTkJOTAwBITk5GREQEpkyZAoPBAIPBAF9fX+zYsQMAcOrUKRgMBiQnJ8NgMGDs2LGYNGkS8vPzkZ6ejlGjRuFuMzDmzZuHzZs3A4D8Hk2VmJiI3r17Izc3FzNmzMDvf/97fP/9983qV3vDEENERK2WRqNBr169kJ6eDuB6YHn11Vdx/PhxlJeXo7i4GKdPn0ZUVBR8fHwwb9489OrVC127dsWsWbMQExODTz75RN6WjY0NHBwcoNPpoNPpYGlpKR/a8fT0hE6ng0ajgcFgQF1dHUaNGoUuXbogNDQUM2bMgJOT0x3rdXJykufV3HiPpho6dChmzJiBgIAALFy4EB06dJA/N90aQwwREbVqUVFRSE9PhxACmZmZGDFiBEJCQpCVlYX9+/dDq9WiR48eqK+vx8qVK9GzZ094eHjAyckJe/fuRVFRUbPfMywsDAMHDkRoaChGjx6NjRs3NrpIq9J69uwp/7ckSdDpdCgpKXmg76l2DDFERNSqRUVFITMzE8ePH4eFhQWCg4Oh1+uRkZEhH0oCrh+OWbduHRYsWICvvvoKx44dQ0xMDGpqapr9npaWlkhLS8Pnn3+O4OBgrF+/Ht27d0dBQYHSH09mbW1t8lySJHkuEN0aQwwREbVqN+bFJCUlQa/XQ5Ik6PV6pKenm4SYG3tpxo8fj7CwMHTt2hU//PCDybZsbGxQX1/faBmARsslSUJkZCSWL1+O3Nxc2NjYIDU19QF+UmouhhgiImrVbsyLSUlJkS+a2r9/fxw9elSeDwMAAQEBSEtLQ3Z2NvLz8zFt2jT5qvE3dOnSBTk5OSgsLMSlS5fQ0NAAPz8/SJKE3bt34+LFi6ioqEBOTg4SEhJw+PBhFBUVYefOnbh48SKCgoJa+NPTnfA6MURE7Z0KrqI7YMAAHD16VA4sbm5uCA4OxoULF+RgsWTJEhQUFCAmJgYODg6YOnUqRo4cCaPRKG9n3rx5iI2NRXBwMCorK1FQUIAuXbpg+fLleO211/Diiy9i4sSJWLhwIQ4cOICkpCSUlZXBz88PiYmJGDJkiDk+Pt0Gr9hLRNQO3PGKvUQtTKkr9vJwEhEREakSQwwREVEzODk53faRmZlp7vLaFc6JISIiaoZjx47ddp2Pj0/LFUIMMURERM0REBBg7hLo//BwEhEREakSQwwRERGpEkMMERERqRJDDBEREakSQwwRERGpEkMMERGRmaSnp0OSJPz666/3tZ24uDiMHDlSkZrUhKdYExG1c9JyqcXeSyw1751uoqKi0KtXLyQlJcnL0tPTMWDAAJSWlsLV1bVF6+nXrx8MBgM0Gk2Lvm9bwRBDRERkJjY2NtDpdOYuQ7V4OImIiFqtXbt2wdXVFQ0NDQCuXy1XkiTMnz9fHjNt2jSMHTsWly9fxtixY9GpUyc4ODggNDQUH374oTwuLi4OGRkZSE5OhiRJkCQJhYWFGDBgAIDrd8aWJAlxcXEAgE8//RShoaGwt7eHh4cHBg0ahKtXr96x3u+++w4WFha4dOkSAKC0tBQWFhYYPXq0PGbVqlWIiIgA0Phw0pYtW+Dq6oovvvgCQUFBcHJywlNPPQWDwSC/vr6+HnPmzIGrqys8PDywYMECtNF7Od8VQwwREbVa/fv3R3l5OXJzcwEAGRkZ6NChAzIyMuQx6enp0Ov1qKqqQnh4OHbv3o28vDxMnToVEyZMQE5ODgAgOTkZERERmDJlCgwGAwwGA3x9fbFjxw4AwKlTp2AwGJCcnAyDwYCxY8di0qRJyM/PR3p6OkaNGnXXsBASEgIPDw+5vgMHDsDDwwMHDhxoVO/tXLt2De+88w62bduGAwcOoKioCPPmzZPXJyYm4i9/+Qs2bdqErKwsXLlyBampqc3sbNvAEENERK2WRqNBr169kJ6eDuB6AHj11Vdx/PhxlJeXo7i4GKdPn0ZUVBR8fHwwb9489OrVC127dsWsWbMQExODTz75RN6WjY0NHBwcoNPpoNPpYGlpCXd3dwCAp6cndDodNBoNDAYD6urqMGrUKHTp0gWhoaGYMWMGnJyc7livJEno37+/Sb2xsbFoaGjAyZMnUVdXh+zsbERFRd12G7W1tfjzn/+M3r1749FHH8XLL7+Mffv2yeuTkpKwaNEiPPvsswgKCsKf//zndjunhiGGiIhataioKKSnp0MIgczMTIwYMQIhISHIysrC/v37odVq0aNHD9TX12PlypXo2bMnPDw84OTkhL1796KoqKjZ7xkWFoaBAwciNDQUo0ePxsaNG1FaWtqseoHre44GDBiA/v37IyMjA4cOHUJlZSUiIyNv+3oHBwc89NBD8nMvLy+UlJQAAIxGIwwGg3w4CgCsrKzQu3fvZn/GtoAhhoiIWrWoqChkZmbi+PHjsLCwQHBwMPR6PTIyMkwOzSQmJmLdunVYsGABvvrqKxw7dgwxMTGoqalp9ntaWloiLS0Nn3/+OYKDg7F+/Xp0794dBQUFTar3xIkT+PHHH5GXl4cnn3zSpN7w8HA4Ozvf9vXW1tYmzyVJardzXu6GIYaIiFq1G/NikpKSoNfrIUkS9Ho90tPTTULMjb0048ePR1hYGLp27YoffvjBZFs2Njaor69vtAxAo+WSJCEyMhLLly9Hbm4ubGxsmjT35Ma8mLfeegthYWFwcXG5Zei6FxqNBl5eXjh48KC8rK6uDkeOHLnnbaoZQwwREbVqN+bFpKSkyHNJ+vfvj6NHj8rzYQAgICAAaWlpyM7ORn5+PqZNm4bi4mKTbXXp0gU5OTkoLCzEpUuX0NDQAD8/P0iShN27d+PixYuoqKhATk4OEhIScPjwYRQVFWHnzp24ePEigoKC7lrvjXkx/11vz549UVNTg3379t1xPkxTvPLKK1i9ejVSU1Px/fffY8aMGfd9sTy14nViiIjaOXNfgK4pBgwYgKNHj8oBwM3NDcHBwbhw4YIcLJYsWYKCggLExMTAwcEBU6dOxciRI2E0GuXtzJs3D7GxsQgODkZlZSUKCgrQpUsXLF++HK+99hpefPFFTJw4EQsXLsSBAweQlJSEsrIy+Pn5ITExEUOGDGlyvTt37pTrlSQJTz75JHbv3o0nnnjivnoxd+5cGAwGxMXFwcLCApMmTcIzzzxj8jnbC0m00QNtZWVl0Gg0MBqNcHFxMXc5RERmVVVVhYKCAvj7+8POzs7c5VA7d6fvY3N+v3k4iYiIiFSJIYaIiKgZnJycbvvIzMw0d3ntCufEEBERNcOxY8duu87Hx6flCiGGGCIiouYICAgwdwn0f3g4iYiIiFSJIYaIiIhUiSGGiIiIVIkhhoiIiFSJIYaIiIhUiSGGiIhIQXFxcRg5cqRqtqtmDDFERO2cJLXcw9yioqIQHx9vsiw9PR2SJLXbmyiqGUMMERFRG1BTU2PuElocQwwREbVau3btgqurKxoaGgBcv1quJEmYP3++PGbatGkYO3YsLl++jLFjx6JTp05wcHBAaGgoPvzwQ3lcXFwcMjIykJycDEmSIEkSCgsLMWDAAADX74wtSRLi4uIAAJ9++ilCQ0Nhb28PDw8PDBo0CFevXm1y7e+88w68vLzg4eGBmTNnora2FgCwYsUKhIaGNhofHh6ON954AwBQX1+POXPmwNXVFR4eHliwYAFuvl9zVFQUXn75ZcyZMwcdOnTA4MGDAQAZGRno06cPbG1t4eXlhddeew11dXVNrltNGGKIiKjV6t+/P8rLy5Gbmwvg+g90hw4dkJGRIY9JT0+HXq9HVVUVwsPDsXv3buTl5WHq1KmYMGECcnJyAADJycmIiIjAlClTYDAYYDAY4Ovrix07dgAATp06BYPBgOTkZBgMBowdOxaTJk1Cfn4+0tPTMWrUqEZB4nb279+PM2fOYP/+/di6dSu2bNmCLVu2AAAmTZqEkydP4tChQ/L4f//738jNzZUDVGJiIv7yl79g06ZNyMrKwpUrV5CamtrofbZu3QorKyt8/fXXeP/99/Hzzz9j6NCheOyxx3D8+HG899572LRpE956661m914VRDNlZGSIYcOGCS8vLwFApKammqxvaGgQS5cuFV5eXsLOzk7o9XqRl5dnMqaqqkq8/PLLwsPDQzg4OIinn35anDt3zmTMlStXxPjx44WLi4twcXER48ePF6WlpU2u02g0CgDCaDQ29yMSEbU5lZWV4uTJk6KysrLROqDlHvfi0UcfFe+8844QQoiRI0eKlStXChsbG1FWViYMBoMAIPLz82/52qFDh4q5c+fKz/V6vXjllVdMxuzfv18AMPmNOXLkiAAgCgsLm11vbGys8PPzE3V1dfKy0aNHi+eee05+PmTIEPH73/9efh4fHy+ioqLk515eXmL16tXy89raWtGpUycxYsQIk8/Sq1cvk/f+f//v/4nu3buLhoYGedm7774rnJycRH19fbM/y4Nyp+9jc36/m70n5urVqwgLC8OGDRtuuX7NmjVYu3YtNmzYgEOHDkGn02Hw4MEoLy+Xx8THxyM1NRUfffQRsrKyUFFRgWHDhqG+vl4eM27cOBw7dgx79uzBnj17cOzYMUyYMKG55RIRkcpFRUUhPT0dQghkZmZixIgRCAkJQVZWFvbv3w+tVosePXqgvr4eK1euRM+ePeHh4QEnJyfs3bsXRUVFzX7PsLAwDBw4EKGhoRg9ejQ2btyI0tLSJr/+4YcfhqWlpfzcy8sLJSUl8vMpU6bgww8/RFVVFWpra/G3v/0NkyZNAgAYjUYYDAZERETI462srNC7d+9G73Pzsvz8fERERED6r1nUkZGRqKiowPnz55tcv1o0+waQQ4YMwZAhQ265TgiBpKQkLF68GKNGjQJwfVeXVqvF9u3bMW3aNBiNRmzatAnbtm3DoEGDAAApKSnw9fXFl19+iZiYGOTn52PPnj04ePAg+vbtCwDYuHEjIiIicOrUKXTv3v1ePy8REalMVFQUNm3ahOPHj8PCwgLBwcHQ6/XIyMhAaWkp9Ho9gOuHYNatW4ekpCSEhobC0dER8fHx9zTh1dLSEmlpacjOzsbevXuxfv16LF68GDk5OfD397/r662trU2eS5Ikz+sBgKeffhq2trZITU2Fra0tqqur8eyzzza7TkdHR5PnQgiTAHNj2Y0a2hpF58QUFBSguLgY0dHR8jJbW1vo9XpkZ2cDAI4cOYLa2lqTMd7e3ggJCZHHfPPNN9BoNHKAAYDHH38cGo1GHkNERO3DjXkxSUlJ0Ov1kCQJer0e6enp8nwYAPJemvHjxyMsLAxdu3bFDz/8YLItGxsbk73+N5YBaLRckiRERkZi+fLlyM3NhY2NzS3npdwLKysrxMbGYvPmzdi8eTOef/55ODg4AAA0Gg28vLxw8OBBeXxdXR2OHDly1+0GBwcjOzvbZO5OdnY2nJ2d4ePjo0jtrUmz98TcSXFxMQBAq9WaLNdqtTh79qw8xsbGBm5ubo3G3Hh9cXExPD09G23f09NTHnOz6upqVFdXy8/Lysru/YMQEVGrodFo0KtXL6SkpCA5ORnA9WAzevRo1NbWIioqCgAQEBCAHTt2IDs7G25ubli7di2Ki4sRFBQkb6tLly7IyclBYWEhnJyc4O7uDj8/P0iShN27d2Po0KGwt7fHiRMnsG/fPkRHR8PT0xM5OTm4ePGiybbu10svvSRv7+uvvzZZ98orr2D16tUIDAxEUFAQ1q5d26Tr2MyYMQNJSUmYNWsWXn75ZZw6dQpLly7FnDlzYGHR9s7leSCf6Fa7su62G+vmMbcaf6ftrFq1ChqNRn74+vreQ+VERO1PS07tvVcDBgxAfX29HFjc3NwQHByMjh07ykFgyZIlePTRRxETE4OoqCjodLpGV7idN28eLC0t5dcWFRXBx8cHy5cvx2uvvQatVouXX34ZLi4uOHDgAIYOHYpu3brh9ddfR2Ji4m2nU9yLwMBA9OvXD927dzc58gAAc+fOxcSJExEXF4eIiAg4OzvjmWeeues2fXx88Nlnn+Hbb79FWFgYpk+fjsmTJ+P1119XrO5W5X5mF+Oms5POnDkjAIijR4+ajBs+fLiYOHGiEEKIffv2CQDiypUrJmN69uwp3njjDSGEEJs2bRIajabR+2k0GvGXv/zllrVUVVUJo9EoP86dO8ezk4iI/s+dzgYh82hoaBDdunUTiYmJ5i6lxZnt7KQ78ff3h06nQ1pamryspqYGGRkZ6NevH4DrF/OxtrY2GWMwGJCXlyePiYiIgNFoxLfffiuPycnJgdFolMfczNbWFi4uLiYPIiKi1qikpARr167Fzz//jBdffNHc5ahWs+fEVFRU4Mcff5SfFxQU4NixY3B3d0fnzp0RHx+PhIQEBAYGIjAwEAkJCXBwcMC4ceMAXD+2OXnyZMydOxceHh5wd3fHvHnzEBoaKp+tFBQUhKeeegpTpkzB+++/DwCYOnUqhg0bxjOTiIjIrJycnG677vPPP8eTTz55121otVp06NABH3zwQaM5otR0zQ4xhw8fli/RDABz5swBAMTGxmLLli1YsGABKisrMWPGDJSWlqJv377Yu3cvnJ2d5desW7cOVlZWGDNmDCorKzFw4EBs2bLF5Jz6v/3tb5g9e7Z8FtPw4cNve20aIiKilnLs2LHbrmvqGUDifiYIkUwSbbSTZWVl0Gg0MBqNPLRERO1eVVUVCgoK4O/vDzs7O3OXQ+3cnb6Pzfn9bnvnWxEREVG7wBBDREREqsQQQ0RERKrEEENERESqxBBDREREqsQQQ0RE1MIkScLf//53c5eheoreAJKIiNRn10MPtdh7PX3mTIu9161ERUWhV69eSEpKkpelp6djwIABKC0thaura4vXVFhYCH9/f+Tm5qJXr14t/v63Yu6eNBX3xBAREbURtbW15i7BhBACdXV1D2z7DDFERNRq7dq1C66urmhoaABw/Wq5kiRh/vz58php06Zh7NixuHz5MsaOHYtOnTrBwcEBoaGh+PDDD+VxcXFxyMjIQHJyMiRJgiRJKCwslK9C7+bmBkmSEBcXBwD49NNPERoaCnt7e3h4eGDQoEG4evXqXWs+dOgQBg8ejA4dOkCj0UCv1+Po0aO3He/v7w8AeOSRRyBJknynbgDYvHkzgoKCYGdnhx49euBPf/qTvK6wsBCSJOF///d/ERUVBTs7O6SkpCAuLg4jR47EO++8Ay8vL3h4eGDmzJkmASclJQW9e/eGs7MzdDodxo0bh5KSEnm7t+tJdXU1Zs+eDU9PT9jZ2eGJJ57AoUOH5O2mp6dDkiR88cUX6N27N2xtbZGZmXnXnt0rhhgiImq1+vfvj/LycuTm5gIAMjIy0KFDB2RkZMhj0tPTodfrUVVVhfDwcOzevRt5eXmYOnUqJkyYgJycHABAcnIyIiIiMGXKFBgMBhgMBvj6+mLHjh0AgFOnTsFgMCA5ORkGgwFjx47FpEmTkJ+fj/T0dIwaNapJtwsoLy9HbGwsMjMzcfDgQQQGBmLo0KEoLy+/5fgbNzv+8ssvYTAYsHPnTgDAxo0bsXjxYqxcuRL5+flISEjAkiVLsHXrVpPXL1y4ELNnz0Z+fj5iYmIAAPv378eZM2ewf/9+bN26FVu2bMGWLVvk19TU1ODNN9/E8ePH8fe//x0FBQVyULldTwBgwYIF2LFjB7Zu3YqjR48iICAAMTExuHLliklNCxYswKpVq5Cfn4+ePXvetWf3inNiiIio1dJoNOjVqxfS09MRHh6O9PR0vPrqq1i+fDnKy8tx9epVnD59GlFRUfDx8cG8efPk186aNQt79uzBJ598gr59+0Kj0cDGxgYODg7Q6XTyOHd3dwCAp6enPP/jzJkzqKurw6hRo+Dn5wcACA0NbVLNv/nNb0yev//++3Bzc0NGRgaGDRvWaHzHjh0BAB4eHiZ1vfnmm0hMTMSoUaMAXN9jc/LkSbz//vuIjY2Vx8XHx8tjbnBzc8OGDRtgaWmJHj164Le//S327duHKVOmAAAmTZokj+3atSv++Mc/ok+fPqioqICTk9Mte3L16lW899572LJlC4YMGQLgetBKS0vDpk2bTPaOrVixAoMHD25Sv+4H98QQEVGrFhUVhfT0dAghkJmZiREjRiAkJARZWVnYv38/tFotevTogfr6eqxcuRI9e/aEh4cHnJycsHfvXhQVFTX7PcPCwjBw4ECEhoZi9OjR2LhxI0pLS5v02pKSEkyfPh3dunWDRqOBRqNBRUVFs+q4ePEizp07h8mTJ8PJyUl+vPXWWzhz0+To3r17N3r9ww8/bHJTZS8vL/lwEQDk5uZixIgR8PPzg7Ozs3wI6041njlzBrW1tYiMjJSXWVtbo0+fPsjPz79rTQ8C98QQEVGrFhUVhU2bNuH48eOwsLBAcHAw9Ho9MjIyUFpaCr1eDwBITEzEunXrkJSUhNDQUDg6OiI+Ph41NTXNfk9LS0ukpaUhOzsbe/fuxfr167F48WLk5OTIc1huJy4uDhcvXkRSUhL8/Pxga2uLiIiIZtVxYw7Qxo0b0bdv30a1/TdHR8dGr7e2tjZ5LkmSvM2rV68iOjoa0dHRSElJQceOHVFUVISYmJg71njjUJokSY2W37zsVjU9CNwTQ0RErdqNeTFJSUnQ6/WQJAl6vR7p6enyfBgA8l6a8ePHIywsDF27dsUPP/xgsi0bGxvU19c3Wgag0XJJkhAZGYnly5cjNzcXNjY2SE1NvWu9mZmZmD17NoYOHYqHH34Ytra2uHTp0m3H3+r9tVotfHx88NNPPyEgIMDkcbcQdTfff/89Ll26hNWrV+PJJ59Ejx49TPbS3K6mgIAA2NjYICsrS15WW1uLw4cPIygo6L5qulfcE0NERK3ajXkxKSkp8gTT/v37Y/To0aitrZUPhQQEBGDHjh3Izs6Gm5sb1q5di+LiYpMf2C5duiAnJweFhYXy3A8/Pz9IkoTdu3dj6NChsLe3x4kTJ7Bv3z5ER0fD09MTOTk5uHjxYpN+rAMCArBt2zb07t0bZWVlmD9/Puzt7W873tPTE/b29tizZw86deoEOzs7aDQaLFu2DLNnz4aLiwuGDBmC6upqHD58GKWlpZgzZ84997Nz586wsbHB+vXrMX36dOTl5eHNN980GXOrnjg5OeH3v/895s+fD3d3d3Tu3Blr1qzBtWvXMHny5Huu576INspoNAoAwmg0mrsUIiKzq6ysFCdPnhSVlZXmLuWezJ07VwAQeXl58rKwsDDRsWNH0dDQIIQQ4vLly2LEiBHCyclJeHp6itdff11MnDhRjBgxQn7NqVOnxOOPPy7s7e0FAFFQUCCEEGLFihVCp9MJSZJEbGysOHnypIiJiREdO3YUtra2olu3bmL9+vVNqvXo0aOid+/ewtbWVgQGBopPPvlE+Pn5iXXr1sljAIjU1FT5+caNG4Wvr6+wsLAQer1eXv63v/1N9OrVS9jY2Ag3NzfRv39/sXPnTiGEEAUFBQKAyM3NNXn/2NhYk88shBCvvPKKyXa3b98uunTpImxtbUVERIT45z//2WhbN/dEiOvfo1mzZokOHToIW1tbERkZKb799lv5Nfv37xcARGlp6R17dKfvY3N+vyUhmnC+mAqVlZVBo9HAaDTCxcXF3OUQEZlVVVUVCgoK4O/vDzs7O3OXQ+3cnb6Pzfn95pwYIiIiUiWGGCIiomb471Oeb348yKvTUmOc2EtERNQMx44du+06Hx+fliuEGGKIiIiaIyAgwNwl0P/h4SQionakjZ7LQSqj1PeQIYaIqB24cQXXa9eumbkSov98D2++snBz8XASEVE7YGlpCVdXV/nKrA4ODo0uFU/0oAkhcO3aNZSUlMDV1bXRLRSaiyGGiKiduHGH5JsvMU/U0lxdXU3u2H2vGGKI1G77Xf41PY5zIOg6SZLg5eUFT09P1NbWmrscaqesra3vew/MDQwxRETtjKWlpWI/IkTmxIm9REREpEoMMURERKRKDDFERESkSgwxREREpEoMMURERKRKDDFERESkSgwxREREpEoMMURERKRKDDFERESkSgwxREREpEoMMURERKRKDDFERESkSgwxREREpEoMMURERKRKDDFERESkSgwxREREpEoMMURERKRKDDFERESkSgwxREREpEqKh5i6ujq8/vrr8Pf3h729Pbp27YoVK1agoaFBHiOEwLJly+Dt7Q17e3tERUXhxIkTJtuprq7GrFmz0KFDBzg6OmL48OE4f/680uUSERGRSikeYt5++238+c9/xoYNG5Cfn481a9bgD3/4A9avXy+PWbNmDdauXYsNGzbg0KFD0Ol0GDx4MMrLy+Ux8fHxSE1NxUcffYSsrCxUVFRg2LBhqK+vV7pkIiIiUiFJCCGU3OCwYcOg1WqxadMmedmzzz4LBwcHbNu2DUIIeHt7Iz4+HgsXLgRwfa+LVqvF22+/jWnTpsFoNKJjx47Ytm0bnnvuOQDAhQsX4Ovri88++wwxMTF3raOsrAwajQZGoxEuLi5KfkSi1mW7dOf14xT9I05E9EA15/db8T0xTzzxBPbt24fTp08DAI4fP46srCwMHToUAFBQUIDi4mJER0fLr7G1tYVer0d2djYA4MiRI6itrTUZ4+3tjZCQEHnMzaqrq1FWVmbyICIiorbLSukNLly4EEajET169IClpSXq6+uxcuVKjB07FgBQXFwMANBqtSav02q1OHv2rDzGxsYGbm5ujcbceP3NVq1aheXLlyv9cYiIiKiVUnxPzMcff4yUlBRs374dR48exdatW/HOO+9g69atJuMkyXQXuBCi0bKb3WnMokWLYDQa5ce5c+fu74MQERFRq6b4npj58+fjtddew/PPPw8ACA0NxdmzZ7Fq1SrExsZCp9MBuL63xcvLS35dSUmJvHdGp9OhpqYGpaWlJntjSkpK0K9fv1u+r62tLWxtbZX+OERERNRKKb4n5tq1a7CwMN2spaWlfIq1v78/dDod0tLS5PU1NTXIyMiQA0p4eDisra1NxhgMBuTl5d02xBAREVH7oviemKeffhorV65E586d8fDDDyM3Nxdr167FpEmTAFw/jBQfH4+EhAQEBgYiMDAQCQkJcHBwwLhx4wAAGo0GkydPxty5c+Hh4QF3d3fMmzcPoaGhGDRokNIlExERkQopHmLWr1+PJUuWYMaMGSgpKYG3tzemTZuGN954Qx6zYMECVFZWYsaMGSgtLUXfvn2xd+9eODs7y2PWrVsHKysrjBkzBpWVlRg4cCC2bNkCS0tLpUsmIrqOp6sTqYri14lpLXidGGo3+MOrHPaSyOzMep0YIiIiopbAEENERESqxBBDREREqqT4xF6iJuP8AyIiug/cE0NERESqxBBDREREqsQQQ0RERKrEEENERESqxBBDREREqsQQQ0RERKrEEENERESqxBBDREREqsQQQ0RERKrEEENERESqxBBDREREqsQQQ0RERKrEEENERESqxBBDREREqsQQQ0RERKrEEENERESqxBBDREREqsQQQ0RERKrEEENERESqxBBDREREqsQQQ0RERKrEEENERESqxBBDREREqsQQQ0RERKrEEENERESqxBBDREREqsQQQ0RERKrEEENERESqxBBDREREqsQQQ0RERKrEEENERESqxBBDREREqsQQQ0RERKrEEENERESqxBBDREREqsQQQ0RERKrEEENERESqxBBDREREqsQQQ0RERKrEEENERESqxBBDREREqsQQQ0RERKr0QELMzz//jPHjx8PDwwMODg7o1asXjhw5Iq8XQmDZsmXw9vaGvb09oqKicOLECZNtVFdXY9asWejQoQMcHR0xfPhwnD9//kGUS0RERCqkeIgpLS1FZGQkrK2t8fnnn+PkyZNITEyEq6urPGbNmjVYu3YtNmzYgEOHDkGn02Hw4MEoLy+Xx8THxyM1NRUfffQRsrKyUFFRgWHDhqG+vl7pkomIiEiFrJTe4Ntvvw1fX19s3rxZXtalSxf5v4UQSEpKwuLFizFq1CgAwNatW6HVarF9+3ZMmzYNRqMRmzZtwrZt2zBo0CAAQEpKCnx9ffHll18iJiZG6bKJiIhIZRTfE/PPf/4TvXv3xujRo+Hp6YlHHnkEGzdulNcXFBSguLgY0dHR8jJbW1vo9XpkZ2cDAI4cOYLa2lqTMd7e3ggJCZHH3Ky6uhplZWUmDyIiImq7FA8xP/30E9577z0EBgbiiy++wPTp0zF79mz89a9/BQAUFxcDALRarcnrtFqtvK64uBg2NjZwc3O77ZibrVq1ChqNRn74+voq/dGIiIioFVE8xDQ0NODRRx9FQkICHnnkEUybNg1TpkzBe++9ZzJOkiST50KIRstudqcxixYtgtFolB/nzp27vw9CRERErZriIcbLywvBwcEmy4KCglBUVAQA0Ol0ANBoj0pJSYm8d0an06GmpgalpaW3HXMzW1tbuLi4mDyIiIio7VI8xERGRuLUqVMmy06fPg0/Pz8AgL+/P3Q6HdLS0uT1NTU1yMjIQL9+/QAA4eHhsLa2NhljMBiQl5cnjyEiIqL2TfGzk1599VX069cPCQkJGDNmDL799lt88MEH+OCDDwBcP4wUHx+PhIQEBAYGIjAwEAkJCXBwcMC4ceMAABqNBpMnT8bcuXPh4eEBd3d3zJs3D6GhofLZSkRE1Iptv/P0AIwTLVMHtWmKh5jHHnsMqampWLRoEVasWAF/f38kJSXhhRdekMcsWLAAlZWVmDFjBkpLS9G3b1/s3bsXzs7O8ph169bBysoKY8aMQWVlJQYOHIgtW7bA0tJS6ZKJiIhIhSQhRJuMw2VlZdBoNDAajZwf01rxX2rKYB+Vw14qh72ke9Sc32/eO4mIiIhUiSGGiIiIVIkhhoiIiFSJIYaIiIhUiSGGiIiIVIkhhoiIiFSJIYaIiIhUiSGGiIiIVIkhhoiIiFSJIYaIiIhUiSGGiIiIVIkhhoiIiFSJIYaIiIhUiSGGiIiIVIkhhoiIiFSJIYaIiIhUiSGGiIiIVIkhhoiIiFSJIYaIiIhUiSGGiIiIVIkhhoiIiFSJIYaIiIhUiSGGiIiIVIkhhoiIiFSJIYaIiIhUiSGGiIiIVIkhhoiIiFSJIYaIiIhUiSGGiIiIVIkhhoiIiFSJIYaIiIhUiSGGiIiIVIkhhoiIiFSJIYaIiIhUiSGGiIiIVMnK3AUQEVE7lCjdef1c0TJ1kKpxTwwRERGpEkMMERERqRJDDBEREakSQwwRERGpEkMMERERqRJDDBEREakST7FWoV0PPXTH9U+fOdNClRAREZkP98QQERGRKjHEEBERkSoxxBAREZEqPfAQs2rVKkiShPj4eHmZEALLli2Dt7c37O3tERUVhRMnTpi8rrq6GrNmzUKHDh3g6OiI4cOH4/z58w+6XCIiIlKJBxpiDh06hA8++AA9e/Y0Wb5mzRqsXbsWGzZswKFDh6DT6TB48GCUl5fLY+Lj45GamoqPPvoIWVlZqKiowLBhw1BfX/8gSyYiIiKVeGAhpqKiAi+88AI2btwINzc3ebkQAklJSVi8eDFGjRqFkJAQbN26FdeuXcP27dsBAEajEZs2bUJiYiIGDRqERx55BCkpKfjuu+/w5ZdfPqiSiYiISEUeWIiZOXMmfvvb32LQoEEmywsKClBcXIzo6Gh5ma2tLfR6PbKzswEAR44cQW1trckYb29vhISEyGNuVl1djbKyMpMHERERtV0P5DoxH330EY4ePYpDhw41WldcXAwA0Gq1Jsu1Wi3Onj0rj7GxsTHZg3NjzI3X32zVqlVYvny5EuUTtS2J0t3HzBUPvg4iIoUpvifm3LlzeOWVV5CSkgI7O7vbjpMk079YhRCNlt3sTmMWLVoEo9EoP86dO9f84omIiEg1FA8xR44cQUlJCcLDw2FlZQUrKytkZGTgj3/8I6ysrOQ9MDfvUSkpKZHX6XQ61NTUoLS09LZjbmZrawsXFxeTBxEREbVdioeYgQMH4rvvvsOxY8fkR+/evfHCCy/g2LFj6Nq1K3Q6HdLS0uTX1NTUICMjA/369QMAhIeHw9ra2mSMwWBAXl6ePIaIiIjaN8XnxDg7OyMkJMRkmaOjIzw8POTl8fHxSEhIQGBgIAIDA5GQkAAHBweMGzcOAKDRaDB58mTMnTsXHh4ecHd3x7x58xAaGtpoojARERG1T2a5AeSCBQtQWVmJGTNmoLS0FH379sXevXvh7Owsj1m3bh2srKwwZswYVFZWYuDAgdiyZQssLS3NUTIRERG1MpIQok2ellBWVgaNRgOj0djm5se0mbtYb7/LWTPj2uRXU3l366OhCdvg2UnX8TupnPv9XvI72W415/eb904iIiIiVWKIISIiIlViiCEiIiJVYoghIiIiVWKIISIiIlViiCEiIiJVYoghIiIiVWKIISIiIlViiCEiIiJVYoghIiIiVTLLvZOImiTxLpct52XJiYjaNe6JISIiIlXinpjm4g3iiIiIWgXuiSEiIiJVYoghIiIiVWKIISIiIlViiCEiIiJV4sReIiKFSMvvMvEfgFjKyf/UDDyZ5I64J4aIiIhUiSGGiIiIVIkhhoiIiFSJc2KIiIjotnY99NBdxzx95kwLVNIY98QQERGRKjHEEBERkSoxxBAREZEqMcQQERGRKjHEEBERtWOSdOdHa8YQQ0RERKrEU6yJiJoqsZX/s5SoneGeGCIiIlIlhhgiIiJSJYYYIiIiUiXOiSEiolZHWn7n+UdiqWihSqg1454YIiIiUiXuiVHa3c5emMt/PRARESmBe2KIiIhIlRhiiIiISJUYYoiIiEiVGGKIiIhIlRhiiIiISJV4dhIRUQu6212BBU9gJGoy7okhIiIiVWKIISIiIlViiCEiIiJV4pyYFna3+4EAvCcIERFRUyi+J2bVqlV47LHH4OzsDE9PT4wcORKnTp0yGSOEwLJly+Dt7Q17e3tERUXhxIkTJmOqq6sxa9YsdOjQAY6Ojhg+fDjOnz+vdLlERESkUoqHmIyMDMycORMHDx5EWloa6urqEB0djatXr8pj1qxZg7Vr12LDhg04dOgQdDodBg8ejPLycnlMfHw8UlNT8dFHHyErKwsVFRUYNmwY6uvrlS6ZiIiIVEjxw0l79uwxeb5582Z4enriyJEj6N+/P4QQSEpKwuLFizFq1CgAwNatW6HVarF9+3ZMmzYNRqMRmzZtwrZt2zBo0CAAQEpKCnx9ffHll18iJiZG6bKJiIhIZR74nBij0QgAcHd3BwAUFBSguLgY0dHR8hhbW1vo9XpkZ2dj2rRpOHLkCGpra03GeHt7IyQkBNnZ2bcMMdXV1aiurpafl5WVPaiPRK3E3eYXcW6RcnhtEyJqjR7o2UlCCMyZMwdPPPEEQkJCAADFxcUAAK1WazJWq9XK64qLi2FjYwM3N7fbjrnZqlWroNFo5Ievr6/SH4eIiIhakQcaYl5++WX8+9//xocffthonXTTP+2EEI2W3exOYxYtWgSj0Sg/zp07d++FExERUav3wELMrFmz8M9//hP79+9Hp06d5OU6nQ4AGu1RKSkpkffO6HQ61NTUoLS09LZjbmZrawsXFxeTBxEREbVdis+JEUJg1qxZSE1NRXp6Ovz9/U3W+/v7Q6fTIS0tDY888ggAoKamBhkZGXj77bcBAOHh4bC2tkZaWhrGjBkDADAYDMjLy8OaNWuULpmIiNqgXQ89dMf1T58500KV0IOieIiZOXMmtm/fjn/84x9wdnaW97hoNBrY29tDkiTEx8cjISEBgYGBCAwMREJCAhwcHDBu3Dh57OTJkzF37lx4eHjA3d0d8+bNQ2hoqHy2EhEp5+4XYeTMXSJqfRQPMe+99x4AICoqymT55s2bERcXBwBYsGABKisrMWPGDJSWlqJv377Yu3cvnJ2d5fHr1q2DlZUVxowZg8rKSgwcOBBbtmyBpaWl0iUTERGRCj2Qw0l3I0kSli1bhmXLlt12jJ2dHdavX4/169crWB0RERG1FbwBJBEREakSQwwRERGpEkMMERGpjiTd/UFt3wO/7QARERGZT1s++5B7YoiIiEiVuCeG2qym7E7mjQuJiNSLe2KIiIhIlbgnhto1XpZcGXfrI8BeEpHyuCeGiIiIVIkhhoiIiFSJIYaIiIhUiSGGiIiIVIkhhoiIiFSJIYaIiIhUiadYExG1Ijztn5olsX3fJIp7YoiIiEiVGGKIiIhIlRhiiIiISJUYYoiIiEiVGGKIiIhIlRhiiIiISJUYYoiIiEiVGGKIiIhIlRhiiIiISJUYYoiIiEiVGGJaIUm684OIiIgYYoiIiEilGGKIiIhIlRhiiIiISJUYYoiIiEiVGGKIiIhIlRhiiIiISJUYYoiIiEiVGGKIiIhIlRhiiIiISJUYYoiIiEiVGGKIiIhIlRhiiIiISJUYYoiIiEiVGGKIiIhIlRhiiIiISJUYYoiIiEiVGGKIiIhIlRhiiIiISJUYYoiIiEiVGGKIiIhIlVp9iPnTn/4Ef39/2NnZITw8HJmZmeYuiYiIiFqBVh1iPv74Y8THx2Px4sXIzc3Fk08+iSFDhqCoqMjcpREREZGZteoQs3btWkyePBkvvfQSgoKCkJSUBF9fX7z33nvmLo2IiIjMzMrcBdxOTU0Njhw5gtdee81keXR0NLKzsxuNr66uRnV1tfzcaDQCAMrKypQt7Npd1lfd53oAwJ1rvtbQcOdXK/2ZH5QH3su796FN9PJ++9ikMff3nQTaSS/55/s/+OdbGe3wz/eNbQkh7j5YtFI///yzACC+/vprk+UrV64U3bp1azR+6dKlAgAffPDBBx988NEGHufOnbtrVmi1e2JukCTJ5LkQotEyAFi0aBHmzJkjP29oaMCVK1fg4eFxy/GtRVlZGXx9fXHu3Dm4uLiYuxzVYh+Vw14qh71UBvuoHDX0UgiB8vJyeHt733Vsqw0xHTp0gKWlJYqLi02Wl5SUQKvVNhpva2sLW1tbk2Wurq4PskRFubi4tNovlJqwj8phL5XDXiqDfVROa++lRqNp0rhWO7HXxsYG4eHhSEtLM1melpaGfv36makqIiIiai1a7Z4YAJgzZw4mTJiA3r17IyIiAh988AGKioowffp0c5dGREREZtaqQ8xzzz2Hy5cvY8WKFTAYDAgJCcFnn30GPz8/c5emGFtbWyxdurTRoTBqHvZROeylcthLZbCPymlrvZSEaMo5TEREREStS6udE0NERER0JwwxREREpEoMMURERKRKDDFERESkSgwxREREpEoMMa1Aeno6KisrzV0GEYDrN1M9c+aMyQ1Vicztl19+aXQFd2q6+vp6/PLLL7h06ZK5S1EUQ0wrEB0djcLCQnOXoRqnT582ubtpVlYWRo4ciYcffhiDBg3CP/7xDzNWpy5btmzBwYMHAQBVVVV46aWX4OjoiG7dusHJyQnTp09nmGmi0NBQvPnmmzh37py5S1G1K1eu4Nlnn4Wfnx9mzpyJ+vp6vPTSS/Dy8oKPjw/69esHg8Fg7jJV41//+hf69+8PR0dHeHt7Q6vVwtXVFRMmTEBRUZG5y7tvDDEt6NFHH73lo66uDs8++6z8nO4sKCgIFy9eBHB9L5Zer0dDQwNeeOEFuLq6YtSoUfjiiy/MXKU6rFy5ElZW1695uWTJEuzbtw+ffPIJTpw4gU8//RT79+/HkiVLzFylOpw4cQLJycnw9/fHU089hR07dqCurs7cZanOvHnzcPr0acyfPx8nTpzA7373Oxw6dAiZmZnIyspCXV0dXnvtNXOXqQrbtm3D2LFjER4ejldffRUdO3bEggULsHr1apw7dw7h4eH44YcfzF3mfeHF7lqQtbU1Bg0ahMcff1xeJoTAm2++ienTp8PT0xMAsHTpUnOVqAoWFhYoLi6Gp6cnBg0ahO7du+Pdd9+V1y9atAjZ2dnIyMgwY5XqYGdnh9OnT6Nz587o3r07kpOT8dRTT8nrDxw4gAkTJuDs2bNmrFIdLCwscP78eXz77bf4y1/+gs8//xxubm6YOHEiJk+ejKCgIHOXqAre3t749NNP0a9fP/zyyy/w8vLCF198gcGDBwMAvv76azz33HM4f/68mStt/YKCgrBs2TI899xzAIDDhw/jmWeeQVFRESRJwvPPP4+amhrs3LnTzJXeB0EtJisrSzz00EPijTfeEPX19fJyKysrceLECTNWpi6SJIlffvlFCCGEl5eXOHjwoMn6EydOCA8PD3OUpjp+fn7iq6++EkII4ePjIw4dOmSy/uTJk8LR0dEcpanOf38vhRDCYDCIhIQEERgYKCwsLERERITYtGmTGStUBwcHB1FYWCg/t7a2Ft999538/KeffuJ3sons7e1FQUGByTIrKyvx888/CyGEyMnJEa6urmaoTDk8nNSCIiMjcfToUZw+fRoRERE4c+aMuUtSrfLycpSVlcHe3r7RPUBsbGw4UbqJXnjhBSxevBi//vorJkyYgBUrVqCiogIAcO3aNSxbtgyRkZFmrlIdJEkyea7T6bBo0SKcPn0a+/btw0MPPYTZs2ebqTr1CAwMxO7duwEAn3/+Oezs7LB37155/RdffAF/f39zlacqXbp0weHDh+XnR48ehYWFBbRaLQDA3d0dtbW15ipPEa36BpBtkYuLCz788ENs3rwZTzzxBJYvX97oLz+6u27dugG4fjjuyJEj6NWrl7zuxIkT8PHxMVNl6rJ06VLk5eWha9eu6N27NzIzM6HVauHj44MLFy7Aw8MDaWlp5i5TFcQdjsxHRUUhKioKZWVlLViROs2fPx+xsbFISkrC+fPnkZKSgtmzZyMnJwcWFhbYuXMn1q5da+4yVWHmzJl46aWXcOjQIdjZ2eF//ud/MGHCBFhaWgIAcnJy5L9L1YohxkxefPFFPPHEE3jhhRc4+a+Z9u/fb/Lcy8vL5HlhYSGmTJnSkiWplo2NDf7xj39gz5492LVrFywtLdHQ0AAvLy9ERkZi3LhxcHR0NHeZqhAbGwt7e/s7jnFxcWmhatTrhRdegJ+fH3JyctCvXz9EREQgKCgIq1evxrVr1/DBBx8gNjbW3GWqwsyZM2FhYYGUlBRUV1cjLi7OZKJ+nz59sH37djNWeP84sdfMGhoaUF5eDhcXF+6RISIiagbuiTGTs2fPori4GJIkQavVQqPRmLskVbq5j35+fuYuSbXYS+Wwl8pgH5XTZntp3nnF7c/atWtFp06dhIWFhZAkSUiSJCwsLESnTp3EunXrzF2earCPymEvlcNeKoN9VE5b7yVDTAtasWKFcHFxEatXrxa5ubniwoUL4ueffxa5ubli9erVQqPRiDfffNPcZbZ67KNy2EvlsJfKYB+V0x56yRDTgjp16iRSU1Nvu37nzp3C29u75QpSKfZROeylcthLZbCPymkPveR1YlrQ5cuX0b1799uu79atG0pLS1uwInViH5XDXiqHvVQG+6ic9tBLhpgW1KdPH6xcufKWp1TX1dUhISEBffr0MUNl6sI+Koe9VA57qQz2UTntoZc8xboFfffdd4iOjkZ1dTX0ej20Wi0kSUJxcTEOHDgAW1tbpKWl4eGHHzZ3qa0a+6gc9lI57KUy2EfltIdeMsS0sPLycqSkpODgwYMoLi4GcP3y5BERERg3bhwvhtVE7KNy2EvlsJfKYB+V09Z7yRBDREREqsQ5MWb229/+FgaDwdxlqB77qBz2UjnspTLYR+W0tV4yxJjZgQMHeMdlBbCPymEvlcNeKoN9VE5b6yVDDBEREakSQ4yZ+fn5wdra2txlqB77qBz2UjnspTLYR+W0tV5yYi8RERGpEvfEEBERkSoxxLSg2tpaLFiwAAEBAejTpw82b95ssv6XX36BpaWlmapTD/ZROeylcthLZbCPymkPvWSIaUErV67EX//6V0yfPh3R0dF49dVXMW3aNJMxPLp3d+yjcthL5bCXymAfldMuemmOu062VwEBAWLXrl3y8x9//FEEBgaKuLg40dDQIIqLi4WFhYUZK1QH9lE57KVy2EtlsI/KaQ+95J6YFvTzzz8jJCREfv7QQw8hPT0d33zzDSZMmID6+nozVqce7KNy2EvlsJfKYB+V0x56yRDTgnQ6Hc6cOWOyzNvbG1999RUOHTqE2NhYM1WmLuyjcthL5bCXymAfldMeeskQ04J+85vfYPv27Y2W3/hSFRYWtnxRKsQ+Koe9VA57qQz2UTntoZdW5i6gPVmyZAm+//77W67z8fHBgQMHsHfv3hauSn3YR+Wwl8phL5XBPiqnPfSSF7sjIiIiVeLhJDNoaGi47fKioqIWrka92EflsJfKYS+VwT4qpy33kiGmBZWVlWHMmDFwdHSEVqvF0qVLTWaHX7x4Ef7+/masUB3YR+Wwl8phL5XBPiqnPfSSc2Ja0JIlS3D8+HFs27YNv/76K9566y0cOXIEO3fuhI2NDYA2cOGhFsA+Koe9VA57qQz2UTntopfmu0RN+9O5c2exf/9++fmlS5dE3759RXR0tKiqqmoTFx5qCeyjcthL5bCXymAfldMeesnDSS3o0qVL8PPzk597eHggLS0N5eXlGDp0KK5du2bG6tSDfVQOe6kc9lIZ7KNy2kMvGWJakK+vL/Lz802WOTs7Y+/evaisrMQzzzxjpsrUhX1UDnupHPZSGeyjctpDLxliWlB0dHSju4gCgJOTE7744gvY2dmZoSr1YR+Vw14qh71UBvuonPbQS14npgWVlpbiwoULePjhh2+5vqKiAkeOHIFer2/hytSFfVQOe6kc9lIZ7KNy2kMvGWKIiIhIlXiKdQu7evUqtm/fjuzsbBQXF0OSJGi1WkRGRmLs2LFwdHQ0d4mqwD4qh71UDnupDPZROW29l9wT04JOnjyJwYMH49q1a9Dr9dBqtRBCoKSkBBkZGXB0dMTevXsRHBxs7lJbNfZROeylcthLZbCPymkPvWSIaUEDBgyATqfD1q1b5QsN3VBTU4O4uDgYDAbs37/fTBWqA/uoHPZSOeylMthH5bSHXjLEtCAHBwccPnz4tqk3Ly8Pffr0aRPn7j9I7KNy2EvlsJfKYB+V0x56yVOsW5Cbmxt++OGH267/8ccf4ebm1oIVqRP7qBz2UjnspTLYR+W0h15yYm8LmjJlCmJjY/H6669j8ODB0Gq1kCQJxcXFSEtLQ0JCAuLj481dZqvHPiqHvVQOe6kM9lE57aKXLX+ng/Zt9erVwsvLS0iSJCwsLISFhYWQJEl4eXmJt99+29zlqQb7qBz2UjnspTLYR+W09V5yToyZFBQUoLi4GACg0+lUfzt0c2EflcNeKoe9VAb7qJy22kuGGCIiIlIlTuxtYZWVlcjKysLJkycbrauqqsJf//pXM1SlPuyjcthL5bCXymAfldPme2neo1nty6lTp4Sfn598bFKv14sLFy7I64uLi4WFhYUZK1QH9lE57KVy2EtlsI/KaQ+95J6YFrRw4UKEhoaipKQEp06dgouLCyIjI1FUVGTu0lSFfVQOe6kc9lIZ7KNy2kUvzZ2i2hNPT0/x73//22TZjBkzROfOncWZM2faRCpuCeyjcthL5bCXymAfldMeesnrxLSgyspKWFmZtvzdd9+FhYUF9Ho9tm/fbqbK1IV9VA57qRz2Uhnso3LaQy8ZYlpQjx49cPjwYQQFBZksX79+PYQQGD58uJkqUxf2UTnspXLYS2Wwj8ppD73knJgW9Mwzz+DDDz+85boNGzZg7NixEDzj/a7YR+Wwl8phL5XBPiqnPfSS14khIiIiVeKeGCIiIlIlhhgiIiJSJYYYIiIiUiWGGCIiIlIlhhgiIiJSJYYYIiIiUiWGGCIiIlIlhhgiIiJSpf8P9ycndj10BWUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = total_generated_monthly.plot(kind='bar', color = {\n",
    "    'watts_solar': graph_colors['solar'],\n",
    "    'watts_flin': graph_colors['flin'],\n",
    "    'watts_wind': graph_colors['wind'],\n",
    "    'watts_hydro': graph_colors['hydro'],\n",
    "    'watts_alternator': graph_colors['alternator'],\n",
    "})\n",
    "ax.axhline(autonomy_target, color=graph_colors['autonomy'], label='autonomy')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "df5a0729",
   "metadata": {},
   "source": [
    "## Putting it all together\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "id": "d06a42cd",
   "metadata": {},
   "outputs": [],
   "source": [
    "with_superwind = fixed_solar_generated_monthly.join(flin_generated_monthly, lsuffix='_solar', rsuffix='_flin').join(wind_generated_monthly, rsuffix='_wind').rename(columns={'watts': 'watts_wind'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "id": "8a1b6669",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.lines.Line2D at 0x7fb7ff552040>"
      ]
     },
     "execution_count": 121,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = with_superwind.plot(kind='bar', color = {\n",
    "    'watts_solar': graph_colors['solar'],\n",
    "    'watts_flin': graph_colors['flin'],\n",
    "    'watts_wind': graph_colors['wind'],\n",
    "    'watts_hydro': graph_colors['hydro'],\n",
    "}, stacked=True)\n",
    "ax.axhline(autonomy_target, color=graph_colors['autonomy'], label='autonomy')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "id": "32bbf2ef",
   "metadata": {},
   "outputs": [],
   "source": [
    "with_wattandsea = fixed_solar_generated_monthly.join(flin_generated_monthly, lsuffix='_solar', rsuffix='_flin').join(hydro_generated_monthly, rsuffix='_hydro').rename(columns={'watts': 'watts_hydro'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "id": "3283aa4f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.lines.Line2D at 0x7fb7ebbcb160>"
      ]
     },
     "execution_count": 123,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = with_wattandsea.plot(kind='bar', color = {\n",
    "    'watts_solar': graph_colors['solar'],\n",
    "    'watts_flin': graph_colors['flin'],\n",
    "    'watts_wind': graph_colors['wind'],\n",
    "    'watts_hydro': graph_colors['hydro'],\n",
    "}, stacked=True)\n",
    "ax.axhline(autonomy_target, color=graph_colors['autonomy'], label='autonomy')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cd20fb6a",
   "metadata": {},
   "source": [
    "## Compared to actual consumption"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "id": "98d59f64",
   "metadata": {},
   "outputs": [],
   "source": [
    "just_solar = fixed_solar_generated_monthly + flin_generated_monthly\n",
    "solar_with_alternator = just_solar + alternator_generated_monthly\n",
    "solar_with_wind = solar_with_alternator + wind_generated_monthly\n",
    "solar_with_hydro = solar_with_alternator + hydro_generated_monthly"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "id": "b4fbcb03",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.lines.Line2D at 0x7fb7ebd849a0>"
      ]
     },
     "execution_count": 125,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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qqqre5WKFhYVSktRoNLh69Wq97V+7du2eadPa2hpOTk56DyIiImq6ZA0xVlZWeOqpp3D69Gm95WfOnJESZEBAACwtLaWbXAG3JxjKyspCUFAQgNvTFet0Ohw9elQak5aWBp1OJ40hIiKi5s3ow0mlpaU4d+6c9DwvLw+ZmZlwcXFB69atMXPmTLz66qvo27cv+vXrh927d2PHjh3S7cxVKhXGjh2LGTNmwNXVFS4uLoiKioKfn590tVLnzp3x7LPPYty4cfjss88A3L7EeujQobwyiYiIiAA8RIg5duyY3rTNdeehhIeHY926dXjppZfw6aefIjY2FlOnTkXHjh3xzTffoE+fPtJrVqxYAQsLC4wYMQLl5eXo378/1q1bJ80RAwCbNm3C1KlTpauYhg0bhoSEhIf+oERERNS0GD3ZnVJwsjui+jjZXePCye6ouTLZZHdERPToGX6zTnmI85lI6yQnJ6Nfv34oKipCixYt7jnO29sbkZGRiIyMfOQ1hYSEoFu3boiLi3vobVy4cAFt27bFiRMn0K1bN9lqMyXeAJKIiEwqJCSkXhBITk6GIAi4ceNGg9cTFBSEgoICqFQqALfnQblfmGkI27ZtwwcffGDSGhoj7okhIiL6EysrK2g0GlOXocfFxcXUJTRK3BNDRERG2bFjB1q0aCFNcJqZmQlBEDBz5kxpTEREBEaOHInff/8dI0eORKtWrWBnZwc/Pz9s2bJFGjdmzBikpKRg5cqVEAQBgiDgwoUL0gUkzs7OEAQBY8aMAQB8/fXX8PPzg62tLVxdXTFgwADcvHnzvvWeOnUKZmZmuH79OgCgqKgIZmZmeOWVV6QxsbGxCAwMBKC/Fyg5ORlvvvkmdDqdVF90dLT0urKyMrz11ltwdHRE69atpZsWP8jLL7+MKVOmSM8jIyMhCAKys7MBALdu3YKjoyP27NkDoP7eKm9vb8TExNz3vY8ePYru3bvDxsYGPXr0wIkTJwyqTUkYYoiIyCh9+/ZFSUmJ9KWYkpICNzc3pKSkSGOSk5MRHByMiooKBAQEYOfOncjKysL48eMRFhaGtLQ0AMDKlSsRGBiIcePGoaCgAAUFBfDy8sI333wDADh9+jQKCgqwcuVKFBQUYOTIkXjrrbeQm5uL5ORkDB8+HA+6PsXX1xeurq5SfQcOHICrqysOHDhQr947BQUFIS4uDk5OTlJ9UVFR0vply5ZJAWHixIn4xz/+gV9++eWBPQwJCZGmHrlbD9PT01FRUYHevXvfcxv3e++bN29K05JkZGQgOjpar+6mgiGGiIiMolKp0K1bN+lLODk5GdOmTcPJkydRUlICrVaLM2fOICQkBC1btkRUVBS6deuGxx9/HFOmTEFoaCi++uoraVtWVlaws7ODRqOBRqOBubm5dPjE3d0dGo0GKpUKBQUFuHXrFoYPHw5vb2/4+flh4sSJcHBwuG+9giCgb9++evWGh4ejtrYWOTk5uHXrFlJTUxESElLvtVZWVlCpVBAEQarvz+83ZMgQTJw4Ee3atcPs2bPh5uamF07uJSQkBNnZ2bh+/TqKioqQnZ2NyMhIvRoDAgLu+9nu996bNm1CTU0NvvjiC3Tp0gVDhw7V21PWVDDEEBGR0er2JIiiiIMHD+KFF16Ar68vDh06hKSkJKjVanTq1Ak1NTVYtGgRunbtCldXVzg4OGDv3r3SrWiM4e/vj/79+8PPzw+vvPIKVq9eXe8WNg+qF7i916Nfv37o27cvUlJSkJ6ejvLy8vvu9biXrl27Sv+uCzqFhYUPfN2f9w4dPHgQ/v7+GDZsmLQn5l57hgx979zcXPj7+8POzk4aU3e4rClhiCEiIqOFhITg4MGDOHnyJMzMzODj44Pg4GCkpKTofQEvW7YMK1aswKxZs/Djjz8iMzMToaGhqKqqMvo9zc3NkZiYiF27dsHHxwfx8fHo2LEj8vLyDKo3Ozsb586dQ1ZWFp555hm9egMCAuDo6Gh0TZaWlnrPBUGQzhW6nz/vHUpJSUFISAh8fX1RU1ODU6dO3XPPkKHv3USngKuHIYaIiIxWd15MXFwcgoODIQgCgoODkZycrBdi6vbSvP766/D398fjjz+Os2fP6m3LysoKNTU19ZYBqLdcEAT07t0bCxYswIkTJ2BlZYXt27c/sN66PR8ffvgh/P394eTkdNfQdTd3q08OdXuHkpOTERISAkEQ8Mwzz+Cjjz566D1DdXx8fHDy5EmUl5dLy44cOSJH2Y0KQwwRERmt7ryYjRs3SnsM+vbti+PHj0vnwwBAu3btkJiYiNTUVOTm5iIiIgJarVZvW97e3khLS8OFCxdw/fp11NbWok2bNhAEATt37sS1a9dQWlqKtLQ0xMTE4NixY7h06RK2bduGa9euoXPnzg+st27Px5/r7dq1K6qqqrB///777vXw9vZGaWkp9u/fj+vXr6OsrOxhWlZP3d6hU6dO4ZlnnpGWbdq0CU8++eRfmm1+1KhRMDMzw9ixY5GTk4MffvgBH330kSx1NyacJ4aIqBFSwgy6/fr1w/Hjx6UA4OzsDB8fH+Tn50vBYt68ecjLy0NoaCjs7Owwfvx4vPjii9DpdNJ2oqKiEB4eDh8fH5SXlyMvLw/e3t5YsGAB3n33Xbz55pt44403MHv2bBw4cABxcXEoLi5GmzZtsGzZMgwePNjgerdt2ybVW7fnY+fOnXr397tTUFAQJkyYgFdffRW///475s+fr3eZ9cPy9fWFm5sb2rRpIwWW4OBg1NTUPPB8mAdxcHDAjh07MGHCBHTv3h0+Pj5YsmQJXn755b9cd2PCeycRNSO8d1LjwnsnUXMl172TeDiJiIiIFIkhhoiIFM/BweGej4MHDzZ4PTExMfesx9DDX/RgPCeGiMhIxtxhWgnntjQFmZmZ91zXsmXLhivk/0yYMAEjRoy46zpbW9sGrqbpYoghIiLFa9eunalL0OPi4sKbNjYAhhgiIjKZY/nHDBrXw7PHI66ElIjnxBAREZEiMcQQERGRIjHEEBERkSIxxBAREZEiMcQQERH9SXJyMgRBwI0bN+47ztvbG3FxcQ/1HhcuXIAgCPe9NLwxbbex4tVJ1OgZOicH5+OgpkQwfCoaWZjyFhIRf49AB58OmLFwhrQsIzUDE16ZgB9zfoSjyrFB6wkKCkJBQQFUKhUAYN26dYiMjHxgqKGGxz0xREREf2JlZQWNRgOhoZNkAxBFEbdu3TJ1GbJhiCEiIqPs2LEDLVq0QG1tLYDbs+UKgoCZM2dKYyIiIjBy5Ej8/vvvGDlyJFq1agU7Ozv4+flhy5Yt0rjoyGgcP3wcW9dsxVMtn8JTLZ9C/uV8THhlAgDgbz5/w1Mtn8KYMWMAAF9//TX8/Pxga2sLV1dXDBgwADdv3rxvvadOnYKZmRmuX78OACgqKoKZmRleeeUVaUxsbCwCAwMB6B9OSk5OxptvvgmdTgdBECAIgt4drMvKyvDWW2/B0dERrVu3xueff25UL3/99Vf069cPdnZ28Pf3x+HDhwEAN2/ehJOTE77++mu98Tt27IC9vT1KSkoAAEePHkX37t1hY2ODHj164MSJE3rj6z7Lnj170KNHD1hbW+PgwYOorKzE1KlT4e7uDhsbG/Tp0wfp6elG1d4YMMQQEZFR+vbti5KSEukLMyUlBW5ubkhJSZHGJCcnIzg4GBUVFQgICMDOnTuRlZWF8ePHIywsDGlpaQCAqIVR8Avww4ujX8SuE7uw68QuqD3VWLJ6CQDg6wNfY9eJXVi5ciUKCgowcuRIvPXWW8jNzUVycjKGDx8O8QHHwnx9feHq6irVd+DAAbi6uuLAgQP16r1TUFAQ4uLi4OTkhIKCAhQUFCAqKkpav2zZMik8TJw4Ef/4xz/wyy+/GNzLuXPnIioqCpmZmejQoQNGjhyJW7duwd7eHq+99hrWrl2rN37t2rX4+9//DkdHR9y8eRNDhw5Fx44dkZGRgejoaL3a/mzWrFmIjY1Fbm4uunbtilmzZuGbb77B+vXrcfz4cbRr1w6hoaH4448/DK69MWCIISIio6hUKnTr1g3JyckAbgeAadOm4eTJkygpKYFWq8WZM2cQEhKCli1bIioqCt26dcPjjz+OKVOmIDQ0FF999RUAwMHJAZZWlrCxsYGbuxvc3N1gbm4OVYvb56O4uLnAzd0NKpUKBQUFuHXrFoYPHw5vb2/4+flh4sSJcHBwuG+9giCgb9++evWGh4ejtrYWOTk5uHXrFlJTUxESElLvtVZWVlCpVBAEARqNBhqNRu/9hgwZgokTJ6Jdu3aYPXs23NzcpPcxRFRUFJ577jl06NABCxYswMWLF3Hu3DkAwNtvv409e/YgPz8fAHD9+nXs3LkTb731FgBg06ZNqKmpwRdffIEuXbpg6NChenvD/mzhwoUYOHAgnnjiCdjY2GDVqlX45z//icGDB8PHxwerV6+Gra0t1qxZY3DtjQFDDJHSbRYMfxDJJCQkBMnJyRBFEQcPHsQLL7wAX19fHDp0CElJSVCr1ejUqRNqamqwaNEidO3aFa6urnBwcMDevXtx6dIlo9/T398f/fv3h5+fH1555RWsXr0aRUVFRtUL3N5z1K9fP/Tt2xcpKSlIT09HeXk5evfubXRNXbt2lf5dF3QKCwsf6vUeHh4AIL2+Z8+e6NKlC7788ksAwIYNG9C6dWv07dsXAJCbmwt/f3/Y2dlJ26g7JHanHj3+e9uG8+fPo7q6Wu/zWlpaomfPnsjNzTW49saAIYaIiIwWEhKCgwcP4uTJkzAzM4OPjw+Cg4ORkpKid2hm2bJlWLFiBWbNmoUff/wRmZmZCA0NRVVVldHvaW5ujsTEROzatQs+Pj6Ij49Hx44dkZeXZ1C92dnZOHfuHLKysvDMM8/o1RsQEABHR+OvgrK0tNR7LgiCdK6Qsa+vO5H4z69/++23pUNKa9euxZtvvimNe9BhtD+zt7eX/l33ujtPXBZFUXEnMzPEEBGR0erOi4mLi0NwcDAEQUBwcDCSk5P1QkzdXprXX38d/v7+ePzxx3H27Fm9bVlaWtb74rewvD0DSE1Njd5yQRDQu3dvLFiwACdOnICVlRW2b9/+wHrrzov58MMP4e/vDycnp7uGrruxsrKqV0dDef3113Hp0iV8/PHHyM7ORnh4uLTOx8cHJ0+eRHl5ubTsyJEjD9xmu3btYGVlhUOHDknLqqurcezYMXTu3FneD/CIMcQQEZHR6s6L2bhxo3QuSd++fXH8+HHpfBjg9hdmYmIiUlNTkZubi4iICGi1Wr1teXh5IOtEFvIv5+PGHzdQW1sLj1YeEAQBh/YdQtHvRSgtLUVaWhpiYmJw7NgxXLp0Cdu2bcO1a9cM+uKtOy/mz/V27doVVVVV2L9//13Ph6nj7e2N0tJS7N+/H9evX0dZWdnDtOyhODs7Y/jw4Zg5cyYGDRqEVq1aSetGjRoFMzMzjB07Fjk5Ofjhhx/w0UcfPXCb9vb2+Mc//oGZM2di9+7dyMnJwbhx41BWVoaxY8c+yo8jO4YYajIEwfAHUUO53+9hp07AxYtAVlb914liwz4eRr9+/VBTUyMFAGdnZ/j4+OCxxx6TgsW8efPw5JNPIjQ0FCEhIdBoNHjxxRf1tvN6xOswNzPHiJARGOg3ENrftHD3cMf4GeOREJuAUP9QTJ48GU5OTjhw4ACGDBmCDh064L333sOyZcswePDgh6pXEAQ888wzAIA+ffrc83VBQUGYMGECXn31VTz22GNYunSpcY36i8aOHYuqqirphN46Dg4O2LFjB3JyctC9e3fMnTsXS5YsMWibixcvxssvv4ywsDA8+eSTOHfuHPbs2QNnZ+dH8REeGUE05qAabl+a9s9//hMZGRkoKCjA9u3b6/1C1omIiMDnn3+OFStWIDIyUlpeWVmJqKgobNmyBeXl5ejfvz8++eQTvYRZVFSEqVOn4vvvvwcADBs2DPHx8WjRooVBdRYXF0OlUkGn08HJycmYj0iNjKEz9iLa8F9lU85OKjsjTtgVzj54DACDe9mk+mgEg38ngfv2sk2bCnz6aR7c3NqiRw8bGSpTnmP5xwwa18Ozx4MHNVGbNm3CO++8g/z8fFhZWZm6HFlUVFQgLy8Pbdu2hY2N/u++Md/fRu+JuXnzJvz9/ZGQkHDfcd9++y3S0tLg6elZb11kZCS2b9+OrVu34tChQygtLcXQoUP1jjmOGjUKmZmZ2L17N3bv3o3MzEyEhYUZWy4REZEilZWVITs7G7GxsYiIiGgyAUZORoeYwYMH48MPP8Tw4cPvOea3337D5MmTsWnTpnpnbut0OqxZswbLli3DgAED0L17d2zcuBGnTp3Cvn37ANy+bGz37t34n//5HwQGBiIwMBCrV6/Gzp07cfr0aWNLJiKiJs7BweGej4MHDzZ4PTExMfesx9DDX0uXLkW3bt2gVqsxZ86cR1yxMsl+A8ja2lqEhYVh5syZ6NKlS731GRkZqK6uxqBBg6Rlnp6e8PX1RWpqKkJDQ3H48GGoVCr06tVLGvP0009DpVIhNTUVHTt2rLfdyspKVFZWSs+Li4tl/mRERNRY3e+uzS1btmy4Qv7PhAkTMGLEiLuus7W1NWgb0dHRerc4oPpkDzFLliyBhYUFpk6detf1Wq0WVlZW9U4eUqvV0hnrWq0W7u7u9V7r7u5e76z2OrGxsViwYMFfrJ6IiBqjYw88daad9K8ejeD0GRcXF7i4uJi6jCZP1quTMjIysHLlSqxbt87oCXPunGTnbq+/30Q8c+bMgU6nkx6XL182rngiIiJSFFlDzMGDB1FYWIjWrVvDwsICFhYWuHjxImbMmAFvb28AgEajQVVVVb2pogsLC6FWq6UxV69erbf9a9euSWPuZG1tDScnJ70HERERNV2yhpiwsDD8/PPPyMzMlB6enp6YOXMm9uzZAwAICAiApaUlEhMTpdcVFBQgKysLQUFBAG7f+0Gn0+Ho0aPSmLS0NOh0OmkMERERNW9GnxNTWloq3WETAPLy8pCZmQkXFxe0bt0arq6ueuMtLS2h0Wikk3FVKhXGjh2LGTNmwNXVFS4uLoiKioKfnx8GDBgAAOjcuTOeffZZjBs3Dp999hkAYPz48dItx4mIiIiMDjHHjh1Dv379pOfTp08HAISHh2PdunUGbWPFihWwsLDAiBEjpMnu1q1bB3Nzc2nMpk2bMHXqVOkqpmHDhj1wbhoiIiJqPowOMSEhIUbdOfPChQv1ltnY2CA+Ph7x8fH3fJ2Liws2btxobHlEREQN6sKFC2jbti1OnDiBbt26mbqcZkX2S6yJiEgGDX2Tr+Z6DwkjjRkzBjdu3MC3334rLfPy8kJBQQHc3NxMV1gzxRBDRET0F5ibm0Oj0Zi6jGaJd7EmIiKj1dbWYsmSJWjXrh2sra3RunVrLFq0CABw6tQp/O1vf4OtrS1cXV0xfvx4lJaWSq8dM2YMXnzxRXz00Ud4tvuzGNBlAJb8vyW4VX1LGvPVuq8wvPdw9H68N0L9QzF79t+ldcOGeWPz5ji9ekaN6obPP4+WnguCgM8++wxDhw6FnZ0dOnfujMOHD+PcuXMICQmBvb09AgMDcf78eek10dHR6NatGz777DN4eXnBzs4Or7zyCm7cuCGtX79+Pb777jsIggBBEJCcnIwLFy5AEAS9WYNTUlLQs2dPWFtbw8PDA++++y5u3frv5wsJCcHUqVMxa9YsuLi4QKPRcHbeh8AQQ82TIBj2IKK7mjNnDpYsWYJ58+YhJycHmzdvhlqtRllZGZ599lk4OzsjPT0dX331Ffbt24fJkyfrvT4pKQnnz5/Hp199ivlx87Hzf3dix//uAADknMzBsveXIWJmBL4+8DU+3vQxunfva3SNH3zwAd544w1kZmaiU6dOGDVqFCIiIjBnzhwc+78pgO+s69y5c/jf//1f7NixQ7r58KRJkwAAUVFRGDFiBJ599lkUFBSgoKDgrtN+/PbbbxgyZAieeuopnDx5EqtWrcKaNWvw4Ycf6o1bv3497O3tkZaWhqVLl2LhwoV604/Qg/FwEhERGaWkpAQrV65EQkICwsPDAQBPPPEE+vTpg9WrV6O8vBxffvkl7O3tAQAJCQl4/vnnsWTJEmnCUmdnZyQkJODE1RPwbueNPv37IP1QOl4a/RK0v2lhY2eDPgP6wN7BHh6tPNDRxfh7Cbz55pvS/Ytmz56NwMBAzJs3D6GhoQCAd955B2+++abeayoqKrB+/Xq0atUKABAfH4/nnnsOy5Ytg0ajga2tLSorK+97+OiTTz6Bl5cXEhISIAgCOnXqhPz8fMyePRvvv/8+zMxu7z/o2rUr5s+fDwBo3749EhISsH//fgwcONDoz9pccU8MET08Q/doca9Wk5Kbm4vKykr079//ruv8/f2lAAMAvXv3Rm1tLU6fPi0t69Kli960Gq5qVxRdvz2Te6++veDRygMvBr6I96e8j13bdqGioszoOrt27Sr9uy48+fn56S2rqKjQu2Fw69atpQAD3J589c7aHyQ3NxeBgYF6t8np3bs3SktLceXKlbvWBwAeHh4oLCw0+H2IIYaIiIx0v7sw3+8ed39ebmlpqb8OAmrFWgCAvYM9NuzegA//9SHc1G747KPPMGqUP0pKbvzfdswA6F9NdetWdb33+/N71L333ZbV1tbe8/PUjTHmfoB360Hd1CT37YEg3LcWqo8hhoiIjNK+fXvY2tpi//799db5+PggMzMTN2/elJb99NNPMDMzQ4cOHQx+DwsLC/Tq2wtT35uKLfu2ID//AtLTfwQAODs/huvXC6SxpaXFyM/P+wuf6L8uXbqE/Px86fnhw4f1areyskJNTc19t+Hj44PU1FS9OdVSU1Ph6OiIli1bylIn3cYQQ0RERrGxscHs2bMxa9YsfPnllzh//jyOHDmCNWvWYPTo0bCxsUF4eDiysrKQlJSEKVOmICws7J438L3TwcSD2LpmK05nnUbBlQL856v/QBRr0abN7dvO9OjxN/zwwwacOHEQ585lYcGCcL1DU3/1s4WHh+PkyZM4ePAgpk6dihEjRkjnwHh7e+Pnn3/G6dOncf36dVRX198DNHHiRFy+fBlTpkzBL7/8gu+++w7z58/H9OnTpfNhSB48sZeIqDFq5JPPzZs3DxYWFnj//feRn58PDw8PTJgwAXZ2dtizZw/eeecdPPXUU7Czs8PLL7+M5cuXG7xtR5UjknYlYfXy1aisqETrtq3x4Ydb8MQTXQAAY8bMwW+//Ypp04bCwUGFCRM+wG+/ybMnpl27dhg+fDiGDBmCP/74A0OGDMEnn3wirR83bhySk5PRo0cPlJaWIikpCd7e3nrbaNmyJX744QfMnDkT/v7+cHFxwdixY/Hee+/JUiP9lyAacw8BBSkuLoZKpYJOp4OTk5Opy6G/QFhg4LHoaMN/lUUYuE0l/HlsNvxYvXDWwIEG9tLgPgLK6KWBDP6dBO7byzZtKvDpp3lwc2uLHj1sZKhMeY7lHzNsYL7hVyf1MP5CJgC354H59ttv9eZ7oUejoqICeXl5aNu2LWxs9H/3jfn+5n4tIiIiUiSGGCIiIlIkhhgiIiLcPpzEQ0nKwhBDREREisQQQ0RkIqJYd75z0znpmcgQcl1TxEusiYhM5PffLVFVBQBlwLFsw170sJfeEDUiZWW3byNx56zFxmKIISIykZs3zfH99y0wcmQhfm8B2AEPvmi9ouLRF9aQbhk60PDP3dRa1JSIooiysjIUFhaiRYsWf3mSQoYYIiITWrv29kywLYedAaysHnyzzDx5JnVrLK7fuG7YQJ3hn7uJtahJatGixX3vBG4ohhgiIhMSRQFffOGBz7eOQrWb24NDzC+/NExhDWRwwmDDBiYY/rl/QScDBzatXiqFpaWlbLeJYIghImoEzMvKYH7p0oMH2jStmX0v3rxo4EDDP7cNDNxmE+tlc8Srk4iIiEiRuCeGTMeIe/4QERHdiXtiiIiISJEYYoiIiEiRmvzhpKqbVagyrzJ1GXQ3FYZNcmRp8I/P8J9zFQycYOmmAn53DOwjIH8vDe4joIxeGsiyypgJumTuZRPqI2BML5vp33czVGXEz0UQ5Zr7t5EpLi6GSqXCu3gXNuAZ6EREREpQgQosxmLodDo4OTnddywPJxEREZEiNfk9Mdfyrz0wyT0KDjEOBo8t/X+lj7CSRuzfhvXI4byB24sxvI+lMPDnU6qAn42BfQTk76XBfQSU0UsDGfP3LXsvm1AfASN62Vz/vpuh4uJiPOb5mEF7Ypr8OTFW9lawsrdq8Pettqo2eKwp6msUbAzrUbXB7TG8j1Yw8OejhJ+NgX0E5O+lwX0ElNFLAxnz9y17L5XSRwOnUODfN93JqsbwnwsPJxEREZEiGR1iDhw4gOeffx6enp4QBAHffvuttK66uhqzZ8+Gn58f7O3t4enpiTfeeAP5+fl626isrMSUKVPg5uYGe3t7DBs2DFeuXNEbU1RUhLCwMKhUKqhUKoSFheHGjRsP9SGJiIio6TE6xNy8eRP+/v5ISEiot66srAzHjx/HvHnzcPz4cWzbtg1nzpzBsGHD9MZFRkZi+/bt2Lp1Kw4dOoTS0lIMHToUNTU10phRo0YhMzMTu3fvxu7du5GZmYmwsLCH+IhERETUFBl9TszgwYMxePDd7zqqUqmQmJiotyw+Ph49e/bEpUuX0Lp1a+h0OqxZswYbNmzAgAEDAAAbN26El5cX9u3bh9DQUOTm5mL37t04cuQIevXqBQBYvXo1AgMDcfr0aXTs2NHYsomIiKiJeeTnxOh0OgiCgBYtWgAAMjIyUF1djUGDBkljPD094evri9TUVADA4cOHoVKppAADAE8//TRUKpU05k6VlZUoLi7WexAREVHT9UhDTEVFBd59912MGjVKukxKq9XCysoKzs7OemPVajW0Wq00xt3dvd723N3dpTF3io2Nlc6fUalU8PLykvnTEBERUWPyyEJMdXU1XnvtNdTW1uKTTz554HhRFCEI/70k78//vteYP5szZw50Op30uHz58sMXT0RERI3eIwkx1dXVGDFiBPLy8pCYmKg3WY1Go0FVVRWKior0XlNYWAi1Wi2NuXr1ar3tXrt2TRpzJ2trazg5Oek9iIiIqOmSfbK7ugBz9uxZJCUlwdXVVW99QEAALC0tkZiYiBEjRgAACgoKkJWVhaVLlwIAAgMDodPpcPToUfTs2RMAkJaWBp1Oh6CgILlLJiK6zcAJ2oiocTA6xJSWluLcuXPS87y8PGRmZsLFxQWenp74+9//juPHj2Pnzp2oqamRzmFxcXGBlZUVVCoVxo4dixkzZsDV1RUuLi6IioqCn5+fdLVS586d8eyzz2LcuHH47LPPAADjx4/H0KFDeWUSERERAXiIEHPs2DH069dPej59+nQAQHh4OKKjo/H9998DALp166b3uqSkJISEhAAAVqxYAQsLC4wYMQLl5eXo378/1q1bB3Nzc2n8pk2bMHXqVOkqpmHDht11bhoiIiJqnowOMSEhIbjfPSMNuZ+kjY0N4uPjER8ff88xLi4u2Lhxo7HlERERUTPBeycRERGRIjX5u1gTERHRQ7jHlCZ3ZcBRmEeBe2KIiIhIkRhiiIiISJEYYoiIiEiRGGKIiIhIkRhiiIiISJEYYoiIiEiRGGKIiIhIkRhiiIiISJEYYoiIiEiRGGKIiIhIkRhiiIiISJEYYoiIiEiRGGKIiIhIkXgX60bA0BuFmugmoURERI0S98QQERGRIjHEEBERkSIxxBAREZEiMcQQERGRIjHEEBERkSIxxBAREZEiMcQQERGRIjHEEBERkSIxxBAREZEiMcQQERGRIjHEEBERkSIxxBAREZEiMcQQERGRIjHEEBERkSJZmLoAMoIgGDZOFB9tHURERI0AQwwREVEzYvD/Dz/aMmRh9OGkAwcO4Pnnn4enpycEQcC3336rt14URURHR8PT0xO2trYICQlBdna23pjKykpMmTIFbm5usLe3x7Bhw3DlyhW9MUVFRQgLC4NKpYJKpUJYWBhu3Lhh9AckIiKipsnoEHPz5k34+/sjISHhruuXLl2K5cuXIyEhAenp6dBoNBg4cCBKSkqkMZGRkdi+fTu2bt2KQ4cOobS0FEOHDkVNTY00ZtSoUcjMzMTu3buxe/duZGZmIiws7CE+osw2C4Y9iIiI6JEy+nDS4MGDMXjw4LuuE0URcXFxmDt3LoYPHw4AWL9+PdRqNTZv3oyIiAjodDqsWbMGGzZswIABAwAAGzduhJeXF/bt24fQ0FDk5uZi9+7dOHLkCHr16gUAWL16NQIDA3H69Gl07NjxYT8vERERNRGyXp2Ul5cHrVaLQYMGScusra0RHByM1NRUAEBGRgaqq6v1xnh6esLX11cac/jwYahUKinAAMDTTz8NlUoljblTZWUliouL9R5ERETUdMkaYrRaLQBArVbrLVer1dI6rVYLKysrODs733eMu7t7ve27u7tLY+4UGxsrnT+jUqng5eX1lz8PERERNV6PZJ4Y4Y5Tn0VRrLfsTneOudv4+21nzpw50Ol00uPy5csPUTkREREphawhRqPRAEC9vSWFhYXS3hmNRoOqqioUFRXdd8zVq1frbf/atWv19vLUsba2hpOTk96DiIiImi5ZQ0zbtm2h0WiQmJgoLauqqkJKSgqCgoIAAAEBAbC0tNQbU1BQgKysLGlMYGAgdDodjh49Ko1JS0uDTqeTxhAREVHzZvTVSaWlpTh37pz0PC8vD5mZmXBxcUHr1q0RGRmJmJgYtG/fHu3bt0dMTAzs7OwwatQoAIBKpcLYsWMxY8YMuLq6wsXFBVFRUfDz85OuVurcuTOeffZZjBs3Dp999hkAYPz48Rg6dCivTCIiIiIADxFijh07hn79+knPp0+fDgAIDw/HunXrMGvWLJSXl2PixIkoKipCr169sHfvXjg6OkqvWbFiBSwsLDBixAiUl5ejf//+WLduHczNzaUxmzZtwtSpU6WrmIYNG3bPuWmIiIio+RFEsWneaKe4uBgqlQo6nU7e82MMnMhOOGvENqMN+xGIaGL3TpK7lwb2EWhivTRickW5e2lwH4Em1Uv+fRuAf9+NluG3HTDN37cx39+8izUREREpEkMMERERKRJDDBERESkSQwwREREpEkMMERERKRJDDBERESkSQwwREREpEkMMERERKRJDDBERESkSQwwREREpEkMMERERKRJDDBERESkSQwwREREpkoWpCyAiIqK/Tlhg6F2nm87du7knhoiIiBSJIYaIiIgUiSGGiIiIFIkhhoiIiBSJIYaIiIgUiSGGiIiIFIkhhoiIiBSJIYaIiIgUiSGGiIiIFIkhhoiIiBSJIYaIiIgUiSGGiIiIFIkhhoiIiBSJIYaIiIgUiSGGiIiIFIkhhoiIiBSJIYaIiIgUiSGGiIiIFEn2EHPr1i289957aNu2LWxtbfH4449j4cKFqK2tlcaIoojo6Gh4enrC1tYWISEhyM7O1ttOZWUlpkyZAjc3N9jb22PYsGG4cuWK3OUSERGRQskeYpYsWYJPP/0UCQkJyM3NxdKlS/HPf/4T8fHx0pilS5di+fLlSEhIQHp6OjQaDQYOHIiSkhJpTGRkJLZv346tW7fi0KFDKC0txdChQ1FTUyN3yURERKRAFnJv8PDhw3jhhRfw3HPPAQC8vb2xZcsWHDt2DMDtvTBxcXGYO3cuhg8fDgBYv3491Go1Nm/ejIiICOh0OqxZswYbNmzAgAEDAAAbN26El5cX9u3bh9DQULnLJiIiIoWRfU9Mnz59sH//fpw5cwYAcPLkSRw6dAhDhgwBAOTl5UGr1WLQoEHSa6ytrREcHIzU1FQAQEZGBqqrq/XGeHp6wtfXVxpzp8rKShQXF+s9iIiIqOmSfU/M7NmzodPp0KlTJ5ibm6OmpgaLFi3CyJEjAQBarRYAoFar9V6nVqtx8eJFaYyVlRWcnZ3rjal7/Z1iY2OxYMECuT8OERERNVKy74n597//jY0bN2Lz5s04fvw41q9fj48++gjr16/XGycIgt5zURTrLbvT/cbMmTMHOp1Oely+fPmvfRAiIiJq1GTfEzNz5ky8++67eO211wAAfn5+uHjxImJjYxEeHg6NRgPg9t4WDw8P6XWFhYXS3hmNRoOqqioUFRXp7Y0pLCxEUFDQXd/X2toa1tbWcn8cIiIiaqRk3xNTVlYGMzP9zZqbm0uXWLdt2xYajQaJiYnS+qqqKqSkpEgBJSAgAJaWlnpjCgoKkJWVdc8QQ0RERM2L7Htinn/+eSxatAitW7dGly5dcOLECSxfvhxvvfUWgNuHkSIjIxETE4P27dujffv2iImJgZ2dHUaNGgUAUKlUGDt2LGbMmAFXV1e4uLggKioKfn5+0tVKRERE1LzJHmLi4+Mxb948TJw4EYWFhfD09ERERATef/99acysWbNQXl6OiRMnoqioCL169cLevXvh6OgojVmxYgUsLCwwYsQIlJeXo3///li3bh3Mzc3lLpmIiIgUSBBFUTR1EY9CcXExVCoVdDodnJyc5Nvw5vuffFxHOGvENqMN+xGIMOy9oZQfqdy9NLCPQBPrpYF9BOTvpcF9BJpUL/n3bQD+fTc4YYGBn7uR/30b8/3NeycRERGRIjHEEBERkSIxxBAREZEiMcQQERGRIjHEEBERkSIxxBAREZEiyT5PDBEREcnEiCkUmiPuiSEiIiJFYoghIiIiRWKIISIiIkViiCEiIiJFYoghIiIiRWKIISIiIkViiCEiIiJFYoghIiIiRWKIISIiIkViiCEiIiJFYoghIiIiRWKIISIiIkViiCEiIiJFYoghIiIiRWKIISIiIkViiCEiIiJFYoghIiIiRWKIISIiIkViiCEiIiJFYoghIiIiRWKIISIiIkViiCEiIiJFYoghIiIiRWKIISIiIkViiCEiIiJFeiQh5rfffsPrr78OV1dX2NnZoVu3bsjIyJDWi6KI6OhoeHp6wtbWFiEhIcjOztbbRmVlJaZMmQI3NzfY29tj2LBhuHLlyqMol4iIiBRI9hBTVFSE3r17w9LSErt27UJOTg6WLVuGFi1aSGOWLl2K5cuXIyEhAenp6dBoNBg4cCBKSkqkMZGRkdi+fTu2bt2KQ4cOobS0FEOHDkVNTY3cJRMREZECWci9wSVLlsDLywtr166Vlnl7e0v/FkURcXFxmDt3LoYPHw4AWL9+PdRqNTZv3oyIiAjodDqsWbMGGzZswIABAwAAGzduhJeXF/bt24fQ0FC5yyYiIiKFkX1PzPfff48ePXrglVdegbu7O7p3747Vq1dL6/Py8qDVajFo0CBpmbW1NYKDg5GamgoAyMjIQHV1td4YT09P+Pr6SmPuVFlZieLiYr0HERERNV2yh5hff/0Vq1atQvv27bFnzx5MmDABU6dOxZdffgkA0Gq1AAC1Wq33OrVaLa3TarWwsrKCs7PzPcfcKTY2FiqVSnp4eXnJ/dGIiIioEZE9xNTW1uLJJ59ETEwMunfvjoiICIwbNw6rVq3SGycIgt5zURTrLbvT/cbMmTMHOp1Oely+fPmvfRAiIiJq1GQPMR4eHvDx8dFb1rlzZ1y6dAkAoNFoAKDeHpXCwkJp74xGo0FVVRWKioruOeZO1tbWcHJy0nsQERFR0yV7iOnduzdOnz6tt+zMmTNo06YNAKBt27bQaDRITEyU1ldVVSElJQVBQUEAgICAAFhaWuqNKSgoQFZWljSGiIiImjfZr06aNm0agoKCEBMTgxEjRuDo0aP4/PPP8fnnnwO4fRgpMjISMTExaN++Pdq3b4+YmBjY2dlh1KhRAACVSoWxY8dixowZcHV1hYuLC6KiouDn5yddrURERETNm+wh5qmnnsL27dsxZ84cLFy4EG3btkVcXBxGjx4tjZk1axbKy8sxceJEFBUVoVevXti7dy8cHR2lMStWrICFhQVGjBiB8vJy9O/fH+vWrYO5ubncJRMREZECyR5iAGDo0KEYOnToPdcLgoDo6GhER0ffc4yNjQ3i4+MRHx//CCokIiIipeO9k4iIiEiRGGKIiIhIkRhiiIiISJEYYoiIiEiRGGKIiIhIkRhiiIiISJEYYoiIiEiRGGKIiIhIkRhiiIiISJEYYoiIiEiRGGKIiIhIkRhiiIiISJEYYoiIiEiRGGKIiIhIkRhiiIiISJEYYoiIiEiRGGKIiIhIkRhiiIiISJEYYoiIiEiRGGKIiIhIkRhiiIiISJEYYoiIiEiRGGKIiIhIkRhiiIiISJEYYoiIiEiRGGKIiIhIkRhiiIiISJEYYoiIiEiRGGKIiIhIkRhiiIiISJEYYoiIiEiRGGKIiIhIkR55iImNjYUgCIiMjJSWiaKI6OhoeHp6wtbWFiEhIcjOztZ7XWVlJaZMmQI3NzfY29tj2LBhuHLlyqMul4iIiBTikYaY9PR0fP755+jatave8qVLl2L58uVISEhAeno6NBoNBg4ciJKSEmlMZGQktm/fjq1bt+LQoUMoLS3F0KFDUVNT8yhLJiIiIoV4ZCGmtLQUo0ePxurVq+Hs7CwtF0URcXFxmDt3LoYPHw5fX1+sX78eZWVl2Lx5MwBAp9NhzZo1WLZsGQYMGIDu3btj48aNOHXqFPbt2/eoSiYiIiIFeWQhZtKkSXjuuecwYMAAveV5eXnQarUYNGiQtMza2hrBwcFITU0FAGRkZKC6ulpvjKenJ3x9faUxd6qsrERxcbHeg4iIiJoui0ex0a1bt+L48eNIT0+vt06r1QIA1Gq13nK1Wo2LFy9KY6ysrPT24NSNqXv9nWJjY7FgwQI5yiciIiIFkH1PzOXLl/HOO+9g48aNsLGxuec4QRD0nouiWG/Zne43Zs6cOdDpdNLj8uXLxhdPREREiiF7iMnIyEBhYSECAgJgYWEBCwsLpKSk4OOPP4aFhYW0B+bOPSqFhYXSOo1Gg6qqKhQVFd1zzJ2sra3h5OSk9yAiIqKmS/YQ079/f5w6dQqZmZnSo0ePHhg9ejQyMzPx+OOPQ6PRIDExUXpNVVUVUlJSEBQUBAAICAiApaWl3piCggJkZWVJY4iIiKh5k/2cGEdHR/j6+uots7e3h6urq7Q8MjISMTExaN++Pdq3b4+YmBjY2dlh1KhRAACVSoWxY8dixowZcHV1hYuLC6KiouDn51fvRGEiIiJqnh7Jib0PMmvWLJSXl2PixIkoKipCr169sHfvXjg6OkpjVqxYAQsLC4wYMQLl5eXo378/1q1bB3Nzc1OUTERERI1Mg4SY5ORkveeCICA6OhrR0dH3fI2NjQ3i4+MRHx//aIsjIiIiReK9k4iIiEiRGGKIiIhIkRhiiIiISJEYYoiIiEiRGGKIiIhIkRhiiIiISJEYYoiIiEiRGGKIiIhIkRhiiIiISJEYYoiIiEiRGGKIiIhIkRhiiIiISJEYYoiIiEiRGGKIiIhIkRhiiIiISJEYYoiIiEiRGGKIiIhIkRhiiIiISJEYYoiIiEiRGGKIiIhIkRhiiIiISJEYYoiIiEiRGGKIiIhIkRhiiIiISJEYYoiIiEiRGGKIiIhIkRhiiIiISJEYYoiIiEiRGGKIiIhIkRhiiIiISJEYYoiIiEiRZA8xsbGxeOqpp+Do6Ah3d3e8+OKLOH36tN4YURQRHR0NT09P2NraIiQkBNnZ2XpjKisrMWXKFLi5ucHe3h7Dhg3DlStX5C6XiIiIFEr2EJOSkoJJkybhyJEjSExMxK1btzBo0CDcvHlTGrN06VIsX74cCQkJSE9Ph0ajwcCBA1FSUiKNiYyMxPbt27F161YcOnQIpaWlGDp0KGpqauQumYiIiBTIQu4N7t69W+/52rVr4e7ujoyMDPTt2xeiKCIuLg5z587F8OHDAQDr16+HWq3G5s2bERERAZ1OhzVr1mDDhg0YMGAAAGDjxo3w8vLCvn37EBoaKnfZREREpDCP/JwYnU4HAHBxcQEA5OXlQavVYtCgQdIYa2trBAcHIzU1FQCQkZGB6upqvTGenp7w9fWVxtypsrISxcXFeg8iIiJquh5piBFFEdOnT0efPn3g6+sLANBqtQAAtVqtN1atVkvrtFotrKys4OzsfM8xd4qNjYVKpZIeXl5ecn8cIiIiakQeaYiZPHkyfv75Z2zZsqXeOkEQ9J6Lolhv2Z3uN2bOnDnQ6XTS4/Llyw9fOBERETV6jyzETJkyBd9//z2SkpLQqlUrablGowGAentUCgsLpb0zGo0GVVVVKCoquueYO1lbW8PJyUnvQURERE2X7CFGFEVMnjwZ27Ztw48//oi2bdvqrW/bti00Gg0SExOlZVVVVUhJSUFQUBAAICAgAJaWlnpjCgoKkJWVJY0hIiKi5k32q5MmTZqEzZs347vvvoOjo6O0x0WlUsHW1haCICAyMhIxMTFo37492rdvj5iYGNjZ2WHUqFHS2LFjx2LGjBlwdXWFi4sLoqKi4OfnJ12tRERERM2b7CFm1apVAICQkBC95WvXrsWYMWMAALNmzUJ5eTkmTpyIoqIi9OrVC3v37oWjo6M0fsWKFbCwsMCIESNQXl6O/v37Y926dTA3N5e7ZCIiIlIg2UOMKIoPHCMIAqKjoxEdHX3PMTY2NoiPj0d8fLyM1REREVFTwXsnERERkSIxxBAREZEiMcQQERGRIjHEEBERkSIxxBAREZEiMcQQERGRIjHEEBERkSIxxBAREZEiMcQQERGRIjHEEBERkSIxxBAREZEiMcQQERGRIjHEEBERkSIxxBAREZEiMcQQERGRIjHEEBERkSIxxBAREZEiMcQQERGRIjHEEBERkSIxxBAREZEiMcQQERGRIjHEEBERkSIxxBAREZEiMcQQERGRIjHEEBERkSIxxBAREZEiMcQQERGRIjHEEBERkSIxxBAREZEiMcQQERGRIjHEEBERkSIxxBAREZEiNfoQ88knn6Bt27awsbFBQEAADh48aOqSiIiIqBFo1CHm3//+NyIjIzF37lycOHECzzzzDAYPHoxLly6ZujQiIiIysUYdYpYvX46xY8fi7bffRufOnREXFwcvLy+sWrXK1KURERGRiVmYuoB7qaqqQkZGBt5991295YMGDUJqamq98ZWVlaisrJSe63Q6AEBxcbG8hZUZOK7CmI0aVqPBn0Tuz/yoyN5Lwz93k+qloX0EZO+lUd1pSr3k3/eD8e9bHs3w77vue1sUxQeObbQh5vr166ipqYFardZbrlarodVq642PjY3FggUL6i338vJ6ZDXKRyXjKAAqg0c2MYZ/bvbyQWT+nQTYS1lGgX2UcyR7KcOousHy97KkpASqB2y30YaYOoIg6D0XRbHeMgCYM2cOpk+fLj2vra3FH3/8AVdX17uObyyKi4vh5eWFy5cvw8nJydTlKBb7KB/2Uj7spTzYR/kooZeiKKKkpASenp4PHNtoQ4ybmxvMzc3r7XUpLCyst3cGAKytrWFtba23rEWLFo+yRFk5OTk12l8oJWEf5cNeyoe9lAf7KJ/G3ssH7YGp02hP7LWyskJAQAASExP1licmJiIoKMhEVREREVFj0Wj3xADA9OnTERYWhh49eiAwMBCff/45Ll26hAkTJpi6NCIiIjKxRh1iXn31Vfz+++9YuHAhCgoK4Ovrix9++AFt2rQxdWmysba2xvz58+sdCiPjsI/yYS/lw17Kg32UT1PrpSAacg0TERERUSPTaM+JISIiIrofhhgiIiJSJIYYIiIiUiSGGCIiIlIkhhgiIiJSJIaYRiA5ORnl5eWmLoMIwO2bqZ4/f17vhqpEpnb16tW73jePDFNTU4OrV6/i+vXrpi5FVgwxjcCgQYNw4cIFU5ehGGfOnNG7u+mhQ4fw4osvokuXLhgwYAC+++47E1anLOvWrcORI0cAABUVFXj77bdhb2+PDh06wMHBARMmTGCYMZCfnx8++OADXL582dSlKNoff/yBl19+GW3atMGkSZNQU1ODt99+Gx4eHmjZsiWCgoJQUFBg6jIV4z//+Q/69u0Le3t7eHp6Qq1Wo0WLFggLC8OlS5dMXd5fxhDTgJ588sm7Pm7duoWXX35Zek7317lzZ1y7dg3A7b1YwcHBqK2txejRo9GiRQsMHz4ce/bsMXGVyrBo0SJYWNye83LevHnYv38/vvrqK2RnZ+Prr79GUlIS5s2bZ+IqlSE7OxsrV65E27Zt8eyzz+Kbb77BrVu3TF2W4kRFReHMmTOYOXMmsrOz8fe//x3p6ek4ePAgDh06hFu3buHdd981dZmKsGHDBowcORIBAQGYNm0aHnvsMcyaNQuLFy/G5cuXERAQgLNnz5q6zL+Ek901IEtLSwwYMABPP/20tEwURXzwwQeYMGEC3N3dAQDz5883VYmKYGZmBq1WC3d3dwwYMAAdO3bEv/71L2n9nDlzkJqaipSUFBNWqQw2NjY4c+YMWrdujY4dO2LlypV49tlnpfUHDhxAWFgYLl68aMIqlcHMzAxXrlzB0aNH8cUXX2DXrl1wdnbGG2+8gbFjx6Jz586mLlERPD098fXXXyMoKAhXr16Fh4cH9uzZg4EDBwIAfvrpJ7z66qu4cuWKiStt/Dp37ozo6Gi8+uqrAIBjx47hpZdewqVLlyAIAl577TVUVVVh27ZtJq70LxCpwRw6dEh84oknxPfff1+sqamRlltYWIjZ2dkmrExZBEEQr169KoqiKHp4eIhHjhzRW5+dnS26urqaojTFadOmjfjjjz+KoiiKLVu2FNPT0/XW5+TkiPb29qYoTXH+/HspiqJYUFAgxsTEiO3btxfNzMzEwMBAcc2aNSasUBns7OzECxcuSM8tLS3FU6dOSc9//fVX/k4ayNbWVszLy9NbZmFhIf7222+iKIpiWlqa2KJFCxNUJh8eTmpAvXv3xvHjx3HmzBkEBgbi/Pnzpi5JsUpKSlBcXAxbW9t69wCxsrLiidIGGj16NObOnYsbN24gLCwMCxcuRGlpKQCgrKwM0dHR6N27t4mrVAZBEPSeazQazJkzB2fOnMH+/fvxxBNPYOrUqSaqTjnat2+PnTt3AgB27doFGxsb7N27V1q/Z88etG3b1lTlKYq3tzeOHTsmPT9+/DjMzMygVqsBAC4uLqiurjZVebJo1DeAbIqcnJywZcsWrF27Fn369MGCBQvq/cePHqxDhw4Abh+Oy8jIQLdu3aR12dnZaNmypYkqU5b58+cjKysLjz/+OHr06IGDBw9CrVajZcuWyM/Ph6urKxITE01dpiKI9zkyHxISgpCQEBQXFzdgRco0c+ZMhIeHIy4uDleuXMHGjRsxdepUpKWlwczMDNu2bcPy5ctNXaYiTJo0CW+//TbS09NhY2OD//mf/0FYWBjMzc0BAGlpadJ/S5WKIcZE3nzzTfTp0wejR4/myX9GSkpK0nvu4eGh9/zChQsYN25cQ5akWFZWVvjuu++we/du7NixA+bm5qitrYWHhwd69+6NUaNGwd7e3tRlKkJ4eDhsbW3vO8bJyamBqlGu0aNHo02bNkhLS0NQUBACAwPRuXNnLF68GGVlZfj8888RHh5u6jIVYdKkSTAzM8PGjRtRWVmJMWPG6J2o37NnT2zevNmEFf51PLHXxGpra1FSUgInJyfukSEiIjIC98SYyMWLF6HVaiEIAtRqNVQqlalLUqQ7+9imTRtTl6RY7KV82Et5sI/yabK9NO15xc3P8uXLxVatWolmZmaiIAiiIAiimZmZ2KpVK3HFihWmLk8x2Ef5sJfyYS/lwT7Kp6n3kiGmAS1cuFB0cnISFy9eLJ44cULMz88Xf/vtN/HEiRPi4sWLRZVKJX7wwQemLrPRYx/lw17Kh72UB/son+bQS4aYBtSqVStx+/bt91y/bds20dPTs+EKUij2UT7spXzYS3mwj/JpDr3kPDEN6Pfff0fHjh3vub5Dhw4oKipqwIqUiX2UD3spH/ZSHuyjfJpDLxliGlDPnj2xaNGiu15SfevWLcTExKBnz54mqExZ2Ef5sJfyYS/lwT7Kpzn0kpdYN6BTp05h0KBBqKysRHBwMNRqNQRBgFarxYEDB2BtbY3ExER06dLF1KU2auyjfNhL+bCX8mAf5dMceskQ08BKSkqwceNGHDlyBFqtFsDt6ckDAwMxatQoToZlIPZRPuylfNhLebCP8mnqvWSIISIiIkXiOTEm9txzz6GgoMDUZSge+ygf9lI+7KU82Ef5NLVeMsSY2IEDB3jHZRmwj/JhL+XDXsqDfZRPU+slQwwREREpEkOMibVp0waWlpamLkPx2Ef5sJfyYS/lwT7Kp6n1kif2EhERkSJxTwwREREpEkNMA6qursasWbPQrl079OzZE2vXrtVbf/XqVZibm5uoOuVgH+XDXsqHvZQH+yif5tBLhpgGtGjRInz55ZeYMGECBg0ahGnTpiEiIkJvDI/uPRj7KB/2Uj7spTzYR/k0i16a4q6TzVW7du3EHTt2SM/PnTsntm/fXhwzZoxYW1srarVa0czMzIQVKgP7KB/2Uj7spTzYR/k0h15yT0wD+u233+Dr6ys9f+KJJ5CcnIzDhw8jLCwMNTU1JqxOOdhH+bCX8mEv5cE+yqc59JIhpgFpNBqcP39eb5mnpyd+/PFHpKenIzw83ESVKQv7KB/2Uj7spTzYR/k0h14yxDSgv/3tb9i8eXO95XW/VBcuXGj4ohSIfZQPeykf9lIe7KN8mkMvLUxdQHMyb948/PLLL3dd17JlSxw4cAB79+5t4KqUh32UD3spH/ZSHuyjfJpDLznZHRERESkSDyeZQG1t7T2XX7p0qYGrUS72UT7spXzYS3mwj/Jpyr1kiGlAxcXFGDFiBOzt7aFWqzF//ny9s8OvXbuGtm3bmrBCZWAf5cNeyoe9lAf7KJ/m0EueE9OA5s2bh5MnT2LDhg24ceMGPvzwQ2RkZGDbtm2wsrIC0AQmHmoA7KN82Ev5sJfyYB/l0yx6abopapqf1q1bi0lJSdLz69evi7169RIHDRokVlRUNImJhxoC+ygf9lI+7KU82Ef5NIde8nBSA7p+/TratGkjPXd1dUViYiJKSkowZMgQlJWVmbA65WAf5cNeyoe9lAf7KJ/m0EuGmAbk5eWF3NxcvWWOjo7Yu3cvysvL8dJLL5moMmVhH+XDXsqHvZQH+yif5tBLhpgGNGjQoHp3EQUABwcH7NmzBzY2NiaoSnnYR/mwl/JhL+XBPsqnOfSS88Q0oKKiIuTn56NLly53XV9aWoqMjAwEBwc3cGXKwj7Kh72UD3spD/ZRPs2hlwwxREREpEi8xLqB3bx5E5s3b0Zqaiq0Wi0EQYBarUbv3r0xcuRI2Nvbm7pERWAf5cNeyoe9lAf7KJ+m3kvuiWlAOTk5GDhwIMrKyhAcHAy1Wg1RFFFYWIiUlBTY29tj79698PHxMXWpjRr7KB/2Uj7spTzYR/k0h14yxDSgfv36QaPRYP369dJEQ3WqqqowZswYFBQUICkpyUQVKgP7KB/2Uj7spTzYR/k0h14yxDQgOzs7HDt27J6pNysrCz179mwS1+4/SuyjfNhL+bCX8mAf5dMceslLrBuQs7Mzzp49e8/1586dg7OzcwNWpEzso3zYS/mwl/JgH+XTHHrJE3sb0Lhx4xAeHo733nsPAwcOhFqthiAI0Gq1SExMRExMDCIjI01dZqPHPsqHvZQPeykP9lE+zaKXDX+ng+Zt8eLFooeHhygIgmhmZiaamZmJgiCIHh4e4pIlS0xdnmKwj/JhL+XDXsqDfZRPU+8lz4kxkby8PGi1WgCARqNR/O3QTYV9lA97KR/2Uh7so3yaai8ZYoiIiEiReGJvAysvL8ehQ4eQk5NTb11FRQW+/PJLE1SlPOyjfNhL+bCX8mAf5dPke2nao1nNy+nTp8U2bdpIxyaDg4PF/Px8ab1WqxXNzMxMWKEysI/yYS/lw17Kg32UT3PoJffENKDZs2fDz88PhYWFOH36NJycnNC7d29cunTJ1KUpCvsoH/ZSPuylPNhH+TSLXpo6RTUn7u7u4s8//6y3bOLEiWLr1q3F8+fPN4lU3BDYR/mwl/JhL+XBPsqnOfSS88Q0oPLyclhY6Lf8X//6F8zMzBAcHIzNmzebqDJlYR/lw17Kh72UB/son+bQS4aYBtSpUyccO3YMnTt31lseHx8PURQxbNgwE1WmLOyjfNhL+bCX8mAf5dMceslzYhrQSy+9hC1bttx1XUJCAkaOHAmRV7w/EPsoH/ZSPuylPNhH+TSHXnKeGCIiIlIk7okhIiIiRWKIISIiIkViiCEiIiJFYoghIiIiRWKIISIiIkViiCEiIiJFYoghIiIiRWKIISIiIkX6/47Ka9x2ELJWAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = solar_with_alternator.join(solar_with_wind, lsuffix='_current_setup', rsuffix='_with_wind').join(solar_with_hydro).rename(columns={'watts': 'watts_with_hydro'}).join(consumption_monthly).rename(columns={'watts': 'consumption'}).plot(kind='bar', color={\n",
    "    'watts_current_setup': graph_colors['solar'],\n",
    "    'watts_with_wind': graph_colors['wind'],\n",
    "    'watts_with_hydro': graph_colors['hydro'],\n",
    "    'consumption': graph_colors['consumption'],\n",
    "})\n",
    "ax.axhline(autonomy_target, color=graph_colors['autonomy'], label='autonomy')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "cf58d3ca",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.9.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}