{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "463070b1",
   "metadata": {},
   "source": [
    "# **Use rainfall measurements from NOAA stations to validate rainfall data from multiple satellite sources**\n",
    "\n",
    "This notebook demonstrates how to use the PVRADAR SDK to compare rainfall data from NOAA meteorological stations against satellite-derived sources like MERRA2. This is useful for validating the consistency and reliability of rainfall inputs used in modeling."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "7c51ec9d",
   "metadata": {},
   "outputs": [],
   "source": [
    "from pvradar.sdk import PvradarSite, R, resource_plot\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "94fc639f",
   "metadata": {},
   "source": [
    "## Define Site and Interval\n",
    "\n",
    "Specify the location and time period for which rainfall data should be validated."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "c6b4d12f",
   "metadata": {},
   "outputs": [],
   "source": [
    "location = 35.434, -119.055  # Bakersfield, California, USA\n",
    "site = PvradarSite(location=location, interval='2020..2021')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "c2dadfe8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>datasource</th>\n",
       "      <th>station_id</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "      <th>start_date</th>\n",
       "      <th>end_date</th>\n",
       "      <th>coverage</th>\n",
       "      <th>completeness</th>\n",
       "      <th>distance_km</th>\n",
       "      <th>score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>noaa</td>\n",
       "      <td>USW00023155</td>\n",
       "      <td>35.434240</td>\n",
       "      <td>-119.055240</td>\n",
       "      <td>2002-01-01</td>\n",
       "      <td>2025-02-22</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.034462</td>\n",
       "      <td>2.998806</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>noaa</td>\n",
       "      <td>USC00040444</td>\n",
       "      <td>35.418600</td>\n",
       "      <td>-119.050800</td>\n",
       "      <td>2002-01-01</td>\n",
       "      <td>2025-02-22</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.986301</td>\n",
       "      <td>1.756152</td>\n",
       "      <td>2.850368</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>noaa</td>\n",
       "      <td>US1CAKN0022</td>\n",
       "      <td>35.331142</td>\n",
       "      <td>-119.107783</td>\n",
       "      <td>2015-10-02</td>\n",
       "      <td>2025-02-21</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>12.411913</td>\n",
       "      <td>2.650402</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>noaa</td>\n",
       "      <td>US1CAKN0026</td>\n",
       "      <td>35.408836</td>\n",
       "      <td>-118.507075</td>\n",
       "      <td>2014-12-02</td>\n",
       "      <td>2025-02-14</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>49.784340</td>\n",
       "      <td>2.178103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>noaa</td>\n",
       "      <td>US1CAKN0031</td>\n",
       "      <td>35.146400</td>\n",
       "      <td>-118.498600</td>\n",
       "      <td>2017-09-13</td>\n",
       "      <td>2025-02-21</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.998630</td>\n",
       "      <td>59.840905</td>\n",
       "      <td>2.116241</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>noaa</td>\n",
       "      <td>USC00046154</td>\n",
       "      <td>34.945500</td>\n",
       "      <td>-119.682700</td>\n",
       "      <td>2002-01-01</td>\n",
       "      <td>2025-02-20</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>78.855344</td>\n",
       "      <td>2.065029</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>noaa</td>\n",
       "      <td>US1CAKN0017</td>\n",
       "      <td>35.583176</td>\n",
       "      <td>-119.348343</td>\n",
       "      <td>2013-03-20</td>\n",
       "      <td>2025-02-21</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.953425</td>\n",
       "      <td>31.342800</td>\n",
       "      <td>2.061570</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>noaa</td>\n",
       "      <td>USW00023187</td>\n",
       "      <td>34.743610</td>\n",
       "      <td>-118.725280</td>\n",
       "      <td>2002-01-01</td>\n",
       "      <td>2025-02-21</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.994521</td>\n",
       "      <td>82.514108</td>\n",
       "      <td>2.020016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>noaa</td>\n",
       "      <td>US1CAKN0013</td>\n",
       "      <td>35.702200</td>\n",
       "      <td>-118.173900</td>\n",
       "      <td>2002-04-22</td>\n",
       "      <td>2025-02-20</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.993151</td>\n",
       "      <td>85.186854</td>\n",
       "      <td>2.005850</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>noaa</td>\n",
       "      <td>USC00044957</td>\n",
       "      <td>36.203200</td>\n",
       "      <td>-119.054500</td>\n",
       "      <td>2002-01-01</td>\n",
       "      <td>2025-02-21</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.987671</td>\n",
       "      <td>85.627380</td>\n",
       "      <td>1.969519</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  datasource   station_id   latitude   longitude start_date   end_date  \\\n",
       "0       noaa  USW00023155  35.434240 -119.055240 2002-01-01 2025-02-22   \n",
       "1       noaa  USC00040444  35.418600 -119.050800 2002-01-01 2025-02-22   \n",
       "2       noaa  US1CAKN0022  35.331142 -119.107783 2015-10-02 2025-02-21   \n",
       "3       noaa  US1CAKN0026  35.408836 -118.507075 2014-12-02 2025-02-14   \n",
       "4       noaa  US1CAKN0031  35.146400 -118.498600 2017-09-13 2025-02-21   \n",
       "5       noaa  USC00046154  34.945500 -119.682700 2002-01-01 2025-02-20   \n",
       "6       noaa  US1CAKN0017  35.583176 -119.348343 2013-03-20 2025-02-21   \n",
       "7       noaa  USW00023187  34.743610 -118.725280 2002-01-01 2025-02-21   \n",
       "8       noaa  US1CAKN0013  35.702200 -118.173900 2002-04-22 2025-02-20   \n",
       "9       noaa  USC00044957  36.203200 -119.054500 2002-01-01 2025-02-21   \n",
       "\n",
       "   coverage  completeness  distance_km     score  \n",
       "0       1.0      1.000000     0.034462  2.998806  \n",
       "1       1.0      0.986301     1.756152  2.850368  \n",
       "2       1.0      1.000000    12.411913  2.650402  \n",
       "3       1.0      1.000000    49.784340  2.178103  \n",
       "4       1.0      0.998630    59.840905  2.116241  \n",
       "5       1.0      1.000000    78.855344  2.065029  \n",
       "6       1.0      0.953425    31.342800  2.061570  \n",
       "7       1.0      0.994521    82.514108  2.020016  \n",
       "8       1.0      0.993151    85.186854  2.005850  \n",
       "9       1.0      0.987671    85.627380  1.969519  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "site.resource(R.meteo_station_table).head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b16309d5",
   "metadata": {},
   "source": [
    "## Retrieve NOAA and Satellite Rainfall Data\n",
    "\n",
    "Use PVRADAR's resource function to pull rainfall data from both NOAA stations and satellite datasets for comparison."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "7dd89441",
   "metadata": {},
   "outputs": [],
   "source": [
    "rainfall_noaa = site.resource(R.rainfall(datasource='noaa', station_id='USW00023155', to_freq='D'), label='noaa')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "b0c6bbae",
   "metadata": {},
   "outputs": [],
   "source": [
    "rainfall_era5 = site.resource(R.rainfall(datasource='era5', to_freq='D'), label='era5')\n",
    "rainfall_merra2 = site.resource(R.rainfall(datasource='merra2', to_freq='D'), label='merra2')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3bf7c93e",
   "metadata": {},
   "source": [
    "## Visualize Comparison\n",
    "\n",
    "Use `resource_plot` to visually compare the rainfall time-series from different sources."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "0852aaa8",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "width": 1104
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "resource_plot(rainfall_era5, rainfall_merra2, rainfall_noaa)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "1e9ba54e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "width": 1104
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "resource_plot(rainfall_era5.cumsum(), rainfall_merra2.cumsum(), rainfall_noaa.cumsum(), to_freq='D')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4e2c0646",
   "metadata": {},
   "source": [
    "## Add custom analysis\n",
    "\n",
    "Using the PVRADAR-SDK in jupyter notebooks allows you to quickly add your own custom analysis if needed. In this example we will add a scatter plot: measurement vs. satellite."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "af03e4d1",
   "metadata": {},
   "outputs": [],
   "source": [
    "def analyse_rainfall_estimations(truth, *estimations):\n",
    "    plt.figure(figsize=(6,6))\n",
    "    plt.plot([truth.min(), truth.max()], [truth.min(), truth.max()], 'k--', label='1:1 line')\n",
    "\n",
    "    for estim in estimations:\n",
    "        plt.scatter(truth, estim, label=estim.attrs['label'], alpha=0.7)\n",
    "\n",
    "        # Fit linear regression (1st degree polyfit)\n",
    "        slope, intercept = np.polyfit(truth, estim, 1)\n",
    "        x_vals = np.array([truth.min(), truth.max()])\n",
    "        y_vals = slope * x_vals + intercept\n",
    "        plt.plot(x_vals, y_vals, linestyle='-', label=f\"{estim.attrs['label']} fit\")\n",
    "\n",
    "    plt.xlabel('True Rainfall [mm]')\n",
    "    plt.ylabel('Satellite Rainfall [mm]')\n",
    "    plt.title('True vs Satellite Rainfall')\n",
    "    plt.legend()\n",
    "    plt.grid(True)\n",
    "    plt.tight_layout()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "096941b8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "analyse_rainfall_estimations(rainfall_noaa, rainfall_era5, rainfall_merra2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f89ec852",
   "metadata": {},
   "source": [
    "## Conclusion\n",
    "\n",
    "This comparison illustrates how PVRADAR allows easy access to both ground-measured and satellite-derived resources, helping to validate and select the most reliable inputs for modeling."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b623683a",
   "metadata": {},
   "source": [
    "# \n",
    "\n",
    "# **Why PVRADAR?**\n",
    "\n",
    "## Model and optimize the real-world behavior of your PV plants\n",
    "\n",
    "PVRADAR allows you to model the effect of **any technical or environmental factor** on plant performance — not just rainfall:\n",
    "- Combine rainfall, snow, soiling, albedo, clipping, battery storage, and more in a single modeling workflow.\n",
    "- Quantify impacts in terms of energy yield, PR, LCOE, and financial KPIs.\n",
    "- Explore what-if scenarios and optimize plant design and O&M strategies.\n",
    "\n",
    "## Build internal tools and advanced applications\n",
    "\n",
    "With PVRADAR, you can turn your models into robust, organization-wide tools:\n",
    "- Build internal web apps that allow colleagues to apply validated models without writing code.\n",
    "- Standardize modeling across teams and projects.\n",
    "- Automate reporting and performance analysis to save time and ensure consistency.\n",
    "\n",
    "## One Python line away from your data\n",
    "\n",
    "The PVRADAR SDK simplifies data access:\n",
    "- Seamlessly connect to satellite data, meteo stations, and internal performance databases.\n",
    "- Standardize and pre-process data for modeling — ready to use in one line of Python.\n",
    "- Keep full control over your data, whether in the cloud or on-premises.\n",
    "\n",
    "## Supported by deep expertise\n",
    "\n",
    "PVRADAR is more than software — it is backed by industry-leading expertise:\n",
    "- Model validation and tuning with high-quality reference data.\n",
    "- Consulting and support on snow losses, soiling, O&M optimization, and yield forecasting.\n",
    "- Proven track record with leading IPPs, developers, and consultants.\n",
    "\n",
    "👉 **Ready to go further?** [**Contact us to learn how we can help solve your modeling challenge!**](https://pvradar.com/contact)"
   ]
  }
 ],
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