diff --git a/examples_smarteole/12_model_les_wake_loss_validation.ipynb b/examples_smarteole/12_model_les_wake_loss_validation.ipynb
new file mode 100644
index 00000000..220a1ba4
--- /dev/null
+++ b/examples_smarteole/12_model_les_wake_loss_validation.ipynb
@@ -0,0 +1,818 @@
+{
+ "cells": [
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Compare cumulative energy & cumulative energy wake loss between SCADA, a dynamic model (LES) and FLORIS\n",
+    "\n",
+    "In this notebook, we will demonstrate ..."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 66,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from pathlib import Path\n",
+    "\n",
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "\n",
+    "from flasc.analysis import energy_ratio as er\n",
+    "from flasc.analysis.analysis_input import AnalysisInput\n",
+    "from flasc.data_processing import dataframe_manipulations as dfm\n",
+    "from flasc.data_processing import time_operations as tops\n",
+    "from flasc.utilities import floris_tools as ftools\n",
+    "from flasc.utilities.utilities_examples import load_floris_smarteole as load_floris\n",
+    "\n",
+    "# Suppress warnings\n",
+    "import warnings\n",
+    "warnings.filterwarnings(\"ignore\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Step 0: Specify user options, load FLORIS and define helper functions"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 67,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Specify which turbines to include/exclude. Since it's all baseline operation, we use all turbines.\n",
+    "include_turbs = [0, 1, 2, 3, 4, 5, 6]\n",
+    "exclude_turbs = []\n",
+    "\n",
+    "# Load FLORIS model of site\n",
+    "fm, turbine_weights = load_floris()\n",
+    "\n",
+    "# Use FLORIS to identify upstream / unwaked turbines for each direction\n",
+    "df_upstream = ftools.get_upstream_turbs_floris(fm)\n",
+    "\n",
+    "# Introduce helper functions for calculating errors and generating plots/tables\n",
+    "def err(old_val, new_val):\n",
+    "    return 100.0 * (new_val-old_val) / old_val\n",
+    "\n",
+    "# Introduce helper functions for calculating wake loss (%)\n",
+    "def wake_loss(aep_waked, aep_unwaked):\n",
+    "    return 100.0 * (aep_unwaked-aep_waked) / aep_unwaked\n",
+    "\n",
+    "# A function to print table\n",
+    "def print_pretty_table(table_dict, title):\n",
+    "    # Format title to be centered above the table, and print table in pretty format\n",
+    "    df_table = pd.DataFrame(table_dict)\n",
+    "    mrkdwn = df_table.to_markdown(headers='keys', tablefmt='psql', index=False, floatfmt=\".2f\")\n",
+    "    spc = int(np.floor(len(mrkdwn.split(\"\\n\")[0]) / 2 - len(title) / 2))\n",
+    "    mrkdwn = (\" \" * spc + title + \"\\n\") + mrkdwn\n",
+    "    return print(mrkdwn)"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Step 1: Load processed data\n",
+    "\n",
+    "Load the processed SCADA data and assign reference wind directions, wind speeds and reference power productions by the upstream turbines"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 68,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Number of turbines in dataset: 7.\n",
+      "FlascDataFrame in FLASC format\n",
+      "                     time      pow_000      pow_001      pow_002     pow_003  \\\n",
+      "0     2020-02-17 16:30:00  2023.746948  2045.376953  2031.724976         NaN   \n",
+      "1     2020-02-17 16:31:00  1959.036011  2050.572998  2034.890991         NaN   \n",
+      "2     2020-02-17 16:32:00  2053.658936  2032.191040  2011.870972         NaN   \n",
+      "3     2020-02-17 16:33:00  2044.296997  2060.478027  1995.057983         NaN   \n",
+      "4     2020-02-17 16:34:00  2058.281006  2042.703003  2031.723999         NaN   \n",
+      "...                   ...          ...          ...          ...         ...   \n",
+      "81949 2020-05-24 22:56:00   179.934006   157.003998   192.214996  188.412994   \n",
+      "81950 2020-05-24 22:57:00   181.414993   176.386002   191.845993  198.539993   \n",
+      "81951 2020-05-24 22:58:00   187.748001   181.809006   183.802994  179.539001   \n",
+      "81952 2020-05-24 22:59:00   175.552002   176.250000   183.923004  152.393005   \n",
+      "81953 2020-05-24 23:00:00   169.324997   179.944000   173.608002  136.597000   \n",
+      "\n",
+      "           pow_004      pow_005      pow_006  ws_000  ws_001  ...  \\\n",
+      "0      2028.063965  2032.461060  1983.390991  13.066  12.337  ...   \n",
+      "1      2017.777954  1943.764038  2046.568970  12.091  13.057  ...   \n",
+      "2              NaN  2052.092041  2039.948975  13.381  12.213  ...   \n",
+      "3              NaN  2008.868042  2058.000000  14.345  13.141  ...   \n",
+      "4              NaN  1819.896973  2059.760010  14.338  12.723  ...   \n",
+      "...            ...          ...          ...     ...     ...  ...   \n",
+      "81949   126.820000   123.959999    76.050003   5.999   5.425  ...   \n",
+      "81950   112.936996   105.567001    77.943001   6.252   5.512  ...   \n",
+      "81951   115.987000   101.077003    86.049004   5.908   5.512  ...   \n",
+      "81952   117.514000    82.098000    84.855003   6.024   5.410  ...   \n",
+      "81953   104.023003    69.424004    72.632004   5.979   5.454  ...   \n",
+      "\n",
+      "       target_yaw_offset_005  control_mode  wd_smarteole  ws_smarteole  \\\n",
+      "0                       -0.0      baseline    251.041656     12.582482   \n",
+      "1                       -0.0      baseline    251.282669     12.823891   \n",
+      "2                       -0.0      baseline    252.874146     12.859400   \n",
+      "3                       -0.0      baseline    251.341522     13.426766   \n",
+      "4                       -0.0      baseline    253.343018     13.225105   \n",
+      "...                      ...           ...           ...           ...   \n",
+      "81949                   -0.0      baseline    298.199219      5.850310   \n",
+      "81950                   -0.0      baseline    299.667358      5.886584   \n",
+      "81951                   -0.0      baseline    300.943939      5.775875   \n",
+      "81952                   -0.0      baseline    303.221344      5.821594   \n",
+      "81953                   -0.0      baseline    302.326843      5.745269   \n",
+      "\n",
+      "       pow_ref_smarteole    ti          wd         ws      pow_ref  \\\n",
+      "0            2021.060059  0.11  251.377068  12.452667  2024.127482   \n",
+      "1            2022.767212  0.11  251.485048  12.776333  2008.768494   \n",
+      "2            2034.417480  0.11  253.473037  12.888800  2037.952393   \n",
+      "3            2039.458252  0.11  251.104001  13.468800  2033.340210   \n",
+      "4            2048.116943  0.11  255.679234  13.029600  2002.472998   \n",
+      "...                  ...   ...         ...        ...          ...   \n",
+      "81949         151.300735  0.11  306.282002   5.361714   149.199428   \n",
+      "81950         156.897491  0.11  306.411418   5.309000   149.233426   \n",
+      "81951         159.852249  0.11  308.109904   5.296286   148.001716   \n",
+      "81952         155.144989  0.11  310.160703   5.219857   138.940716   \n",
+      "81953         148.877243  0.11  310.323495   5.178714   129.364716   \n",
+      "\n",
+      "       n_turbs_available  \n",
+      "0                      6  \n",
+      "1                      6  \n",
+      "2                      5  \n",
+      "3                      5  \n",
+      "4                      5  \n",
+      "...                  ...  \n",
+      "81949                  7  \n",
+      "81950                  7  \n",
+      "81951                  7  \n",
+      "81952                  7  \n",
+      "81953                  7  \n",
+      "\n",
+      "[81954 rows x 40 columns]\n"
+     ]
+    }
+   ],
+   "source": [
+    "def load_data():\n",
+    "    root_path = Path.cwd()\n",
+    "    f = root_path / \"postprocessed\" / \"df_scada_data_60s_filtered_and_northing_calibrated.pkl\"\n",
+    "    df_scada = pd.read_pickle(f)\n",
+    "\n",
+    "    return df_scada\n",
+    "\n",
+    "# Load the data\n",
+    "df_scada = load_data()\n",
+    "\n",
+    "# And calculate some helper variables\n",
+    "n_turbs = dfm.get_num_turbines(df_scada)\n",
+    "pow_cols = [f\"pow_{ti:03d}\" for ti in range(n_turbs)]\n",
+    "print(f\"Number of turbines in dataset: {n_turbs}.\")\n",
+    "\n",
+    "# The SCADA data set contains alternating 1-hour periods with baseline or wake steering control.\n",
+    "# For these examples, we'll limit the data to baseline operation. \n",
+    "df_scada = df_scada[df_scada.control_mode == \"baseline\"].reset_index(drop=True)\n",
+    "\n",
+    "# Set the wind direction as the average of all turbine averages\n",
+    "df_scada = dfm.set_wd_by_turbines(df_scada, include_turbs)\n",
+    "\n",
+    "# Set the wind speed to be the average of all upstream turbines\n",
+    "# (turbines not in a wake in a given direction)\n",
+    "# Except for SMV5\n",
+    "df_scada = dfm.set_ws_by_upstream_turbines(df_scada, df_upstream, exclude_turbs=exclude_turbs)\n",
+    "\n",
+    "# Set the reference power to the average of all upstream turbines\n",
+    "# Except for SMV5\n",
+    "df_scada = dfm.set_pow_ref_by_upstream_turbines(df_scada, df_upstream, exclude_turbs=exclude_turbs)\n",
+    "\n",
+    "# Determine number of turbines available at any given time\n",
+    "df_scada[\"n_turbs_available\"] = list(n_turbs - df_scada[pow_cols].isna().sum(axis=1))\n",
+    "\n",
+    "# Print information to console\n",
+    "print(df_scada)"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Step 2: Now calculate FLORIS model predictions for the SCADA dataset\n",
+    "\n",
+    "description..."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 69,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\u001b[32m2026-01-06 16:48:42\u001b[0m Identified the following grid type: 3d.\n",
+      "\u001b[32m2026-01-06 16:48:42\u001b[0m \u001b[33mWarning: the values in df[ws] exceed the range in the precalculated solutions df_fi_approx[ws].\u001b[0m\n",
+      "\u001b[32m2026-01-06 16:48:42\u001b[0m    minimum/maximum value in df:        (0.250, 19.557)\n",
+      "\u001b[32m2026-01-06 16:48:42\u001b[0m    minimum/maximum value in df:        (0.250, 19.557)\n",
+      "\u001b[32m2026-01-06 16:48:42\u001b[0m    minimum/maximum value in df_approx: (1.000, 30.000)\n",
+      "\u001b[32m2026-01-06 16:48:42\u001b[0m Mapping the precalculated solutions from FLORIS to the dataframe...\n",
+      "\u001b[32m2026-01-06 16:48:42\u001b[0m   Creating a gridded interpolant with interpolation method 'linear'.\n",
+      "\u001b[32m2026-01-06 16:48:42\u001b[0m      Interpolating pow for all turbines...\n",
+      "\u001b[32m2026-01-06 16:48:42\u001b[0m Finished interpolation in 0.085 seconds.\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "FlascDataFrame in FLASC format\n",
+      "               wd         ws    ti                time       pow_000  \\\n",
+      "0      251.377068  12.452667  0.11 2020-02-17 16:30:00  1.948538e+06   \n",
+      "1      251.485048  12.776333  0.11 2020-02-17 16:31:00  1.977804e+06   \n",
+      "2      253.473037  12.888800  0.11 2020-02-17 16:32:00  1.987973e+06   \n",
+      "3      251.104001  13.468800  0.11 2020-02-17 16:33:00  2.017250e+06   \n",
+      "4      255.679234  13.029600  0.11 2020-02-17 16:34:00  1.999241e+06   \n",
+      "...           ...        ...   ...                 ...           ...   \n",
+      "81949  306.282002   5.361714  0.11 2020-05-24 22:56:00  2.139622e+05   \n",
+      "81950  306.411418   5.309000  0.11 2020-05-24 22:57:00  2.058329e+05   \n",
+      "81951  308.109904   5.296286  0.11 2020-05-24 22:58:00  2.038721e+05   \n",
+      "81952  310.160703   5.219857  0.11 2020-05-24 22:59:00  1.920857e+05   \n",
+      "81953  310.323495   5.178714  0.11 2020-05-24 23:00:00  1.857408e+05   \n",
+      "\n",
+      "            pow_001       pow_002        pow_003       pow_004       pow_005  \\\n",
+      "0      1.948538e+06  1.948538e+06            NaN  1.948538e+06  1.948538e+06   \n",
+      "1      1.977804e+06  1.977804e+06            NaN  1.977804e+06  1.977804e+06   \n",
+      "2      1.987973e+06  1.987973e+06            NaN           NaN  1.987973e+06   \n",
+      "3      2.017250e+06  2.017250e+06            NaN           NaN  2.017250e+06   \n",
+      "4      1.999241e+06  1.999241e+06            NaN           NaN  1.999241e+06   \n",
+      "...             ...           ...            ...           ...           ...   \n",
+      "81949  2.139622e+05  2.139622e+05  213962.226744  2.139622e+05  2.139622e+05   \n",
+      "81950  2.058329e+05  2.058329e+05  205832.874257  2.058329e+05  2.058329e+05   \n",
+      "81951  2.038721e+05  2.038721e+05  203872.133476  2.038721e+05  2.038721e+05   \n",
+      "81952  1.920857e+05  1.920857e+05  192085.701666  1.920857e+05  1.920857e+05   \n",
+      "81953  1.857408e+05  1.857408e+05  185740.835808  1.857408e+05  1.857408e+05   \n",
+      "\n",
+      "            pow_006  \n",
+      "0      1.948538e+06  \n",
+      "1      1.977804e+06  \n",
+      "2      1.987973e+06  \n",
+      "3      2.017250e+06  \n",
+      "4      1.999241e+06  \n",
+      "...             ...  \n",
+      "81949  2.139622e+05  \n",
+      "81950  2.058329e+05  \n",
+      "81951  2.038721e+05  \n",
+      "81952  1.920857e+05  \n",
+      "81953  1.857408e+05  \n",
+      "\n",
+      "[81954 rows x 11 columns]\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Grab a FLORIS solution and turn it into a timeseries\n",
+    "wake_model = \"cc\"\n",
+    "fn = Path.cwd() / \"precalculated_floris_solutions\" / \"df_fi_approx_{:s}.ftr\".format(wake_model)\n",
+    "if fn.is_file():\n",
+    "    df_fm_approx = pd.read_feather(fn)\n",
+    "else:\n",
+    "    raise UserWarning(\n",
+    "        \"Please run '01_precalculate_floris_solutions.ipynb' \"\n",
+    "        \"for the appropriate wake models first.\"\n",
+    "    )\n",
+    "\n",
+    "df_floris_timeseries = ftools.interpolate_floris_from_df_approx(\n",
+    "    df=df_scada, df_approx=df_fm_approx, method=\"linear\", verbose=True\n",
+    ")\n",
+    "print(df_floris_timeseries)\n",
+    "df_floris_timeseries[pow_cols] *= 1.0e-3  # Scale results from [W] to [kW] in accordance to SCADA"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 70,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\u001b[32m2026-01-06 16:48:43\u001b[0m   Resampling column 'pow_000' with median timestep 600.000 s onto a prespecified time array with kind=linear, max_gap=90.0s, and wrap_around_360=False\n",
+      "\u001b[32m2026-01-06 16:48:43\u001b[0m   Resampling column 'pow_001' with median timestep 600.000 s onto a prespecified time array with kind=linear, max_gap=90.0s, and wrap_around_360=False\n",
+      "\u001b[32m2026-01-06 16:48:43\u001b[0m   Resampling column 'pow_002' with median timestep 600.000 s onto a prespecified time array with kind=linear, max_gap=90.0s, and wrap_around_360=False\n",
+      "\u001b[32m2026-01-06 16:48:44\u001b[0m   Resampling column 'pow_003' with median timestep 600.000 s onto a prespecified time array with kind=linear, max_gap=90.0s, and wrap_around_360=False\n",
+      "\u001b[32m2026-01-06 16:48:44\u001b[0m   Resampling column 'pow_004' with median timestep 600.000 s onto a prespecified time array with kind=linear, max_gap=90.0s, and wrap_around_360=False\n",
+      "\u001b[32m2026-01-06 16:48:44\u001b[0m   Resampling column 'pow_005' with median timestep 600.000 s onto a prespecified time array with kind=linear, max_gap=90.0s, and wrap_around_360=False\n",
+      "\u001b[32m2026-01-06 16:48:44\u001b[0m   Resampling column 'pow_006' with median timestep 600.000 s onto a prespecified time array with kind=linear, max_gap=90.0s, and wrap_around_360=False\n",
+      "\u001b[32m2026-01-06 16:48:44\u001b[0m   Resampling column 'ws_000' with median timestep 600.000 s onto a prespecified time array with kind=linear, max_gap=90.0s, and wrap_around_360=False\n",
+      "\u001b[32m2026-01-06 16:48:44\u001b[0m   Resampling column 'wd_000' with median timestep 600.000 s onto a prespecified time array with kind=linear, max_gap=90.0s, and wrap_around_360=True\n",
+      "\u001b[32m2026-01-06 16:48:44\u001b[0m   Resampling column 'ws_001' with median timestep 600.000 s onto a prespecified time array with kind=linear, max_gap=90.0s, and wrap_around_360=False\n",
+      "\u001b[32m2026-01-06 16:48:45\u001b[0m   Resampling column 'wd_001' with median timestep 600.000 s onto a prespecified time array with kind=linear, max_gap=90.0s, and wrap_around_360=True\n",
+      "\u001b[32m2026-01-06 16:48:45\u001b[0m   Resampling column 'ws_002' with median timestep 600.000 s onto a prespecified time array with kind=linear, max_gap=90.0s, and wrap_around_360=False\n",
+      "\u001b[32m2026-01-06 16:48:45\u001b[0m   Resampling column 'wd_002' with median timestep 600.000 s onto a prespecified time array with kind=linear, max_gap=90.0s, and wrap_around_360=True\n",
+      "\u001b[32m2026-01-06 16:48:45\u001b[0m   Resampling column 'ws_003' with median timestep 600.000 s onto a prespecified time array with kind=linear, max_gap=90.0s, and wrap_around_360=False\n",
+      "\u001b[32m2026-01-06 16:48:45\u001b[0m   Resampling column 'wd_003' with median timestep 600.000 s onto a prespecified time array with kind=linear, max_gap=90.0s, and wrap_around_360=True\n",
+      "\u001b[32m2026-01-06 16:48:45\u001b[0m   Resampling column 'ws_004' with median timestep 600.000 s onto a prespecified time array with kind=linear, max_gap=90.0s, and wrap_around_360=False\n",
+      "\u001b[32m2026-01-06 16:48:46\u001b[0m   Resampling column 'wd_004' with median timestep 600.000 s onto a prespecified time array with kind=linear, max_gap=90.0s, and wrap_around_360=True\n",
+      "\u001b[32m2026-01-06 16:48:46\u001b[0m   Resampling column 'ws_005' with median timestep 600.000 s onto a prespecified time array with kind=linear, max_gap=90.0s, and wrap_around_360=False\n",
+      "\u001b[32m2026-01-06 16:48:46\u001b[0m   Resampling column 'wd_005' with median timestep 600.000 s onto a prespecified time array with kind=linear, max_gap=90.0s, and wrap_around_360=True\n",
+      "\u001b[32m2026-01-06 16:48:46\u001b[0m   Resampling column 'ws_006' with median timestep 600.000 s onto a prespecified time array with kind=linear, max_gap=90.0s, and wrap_around_360=False\n",
+      "\u001b[32m2026-01-06 16:48:47\u001b[0m   Resampling column 'wd_006' with median timestep 600.000 s onto a prespecified time array with kind=linear, max_gap=90.0s, and wrap_around_360=True\n",
+      "\u001b[32m2026-01-06 16:48:47\u001b[0m   Resampling column 'wd' with median timestep 600.000 s onto a prespecified time array with kind=linear, max_gap=90.0s, and wrap_around_360=True\n",
+      "\u001b[32m2026-01-06 16:48:47\u001b[0m   Resampling column 'ws' with median timestep 600.000 s onto a prespecified time array with kind=linear, max_gap=90.0s, and wrap_around_360=False\n",
+      "\u001b[32m2026-01-06 16:48:47\u001b[0m   Resampling column 'pow_ref' with median timestep 600.000 s onto a prespecified time array with kind=linear, max_gap=90.0s, and wrap_around_360=False\n",
+      "\u001b[32m2026-01-06 16:48:48\u001b[0m   Resampling column 'ti' with median timestep 600.000 s onto a prespecified time array with kind=linear, max_gap=90.0s, and wrap_around_360=False\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Load LES timeseries in preparation for validation against SCADA. We will try various validation metrics and approaches...\n",
+    "\n",
+    "# Grab the raw LES timeseries\n",
+    "df_les_timeseries_raw = pd.read_csv(\"data/SMARTEOLE-LES-simulation-data/les_timeseries.csv\")\n",
+    "df_les_timeseries_raw[\"time\"] = pd.to_datetime(df_les_timeseries_raw[\"time\"])\n",
+    "\n",
+    "# Change unit in LES from [W] to [kW]\n",
+    "df_les_timeseries_raw[pow_cols] *= 1.0e-3\n",
+    "\n",
+    "# Assign freestream ambient conditions in the same fashion as we did for the SCADA\n",
+    "df_les_timeseries_raw = dfm.set_wd_by_turbines(df_les_timeseries_raw, turbine_numbers=include_turbs)\n",
+    "df_les_timeseries_raw = dfm.set_ws_by_upstream_turbines(df_les_timeseries_raw, df_upstream, exclude_turbs=exclude_turbs)\n",
+    "df_les_timeseries_raw = dfm.set_pow_ref_by_upstream_turbines(df_les_timeseries_raw, df_upstream, exclude_turbs=exclude_turbs)\n",
+    "df_les_timeseries_raw[\"ti\"] = 0.10   # Placeholder assumption for TI\n",
+    "\n",
+    "# Map raw LES timeseries directly to the SCADA timeseries using linear interpolation\n",
+    "df_les_raw_resampled = tops.df_resample_by_interpolation(\n",
+    "    df=df_les_timeseries_raw,\n",
+    "    time_array=pd.to_datetime(df_scada[\"time\"]),\n",
+    "    circular_cols=[c for c in df_les_timeseries_raw.columns if c.startswith(\"wd\")],\n",
+    ")"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Step 3: Define helper function that calculates relevant AEP errors\n",
+    "\n",
+    "Since we will be looking at the same metrics in different configurations, we define this \"cost\" or \"analysis\" function once."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 71,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def compare_absolute_aep_and_relative_wake_loss(df_scada, df_model_list, model_tags=None, print_values=True, print_errors=True):\n",
+    "    # Input formatting options\n",
+    "    if isinstance(df_model_list, pd.DataFrame):\n",
+    "        df_model_list = [df_model_list]\n",
+    "\n",
+    "    if model_tags is None:\n",
+    "        model_tags = [f\"Model {ti}\" for ti in range(len(df_model_list))]\n",
+    "\n",
+    "    # Specify a unit conversion\n",
+    "    unit_conversion = 1.0e-3 * np.nanmedian(df_scada[\"time\"].diff()) / np.timedelta64(3600, 's')  # From a series of 10-min samples in kW to a single summed MWh\n",
+    "\n",
+    "    # Make local copies of dataframes that we can manipulate\n",
+    "    df_scada = df_scada.copy()\n",
+    "    df_model_list = [df.copy() for df in df_model_list]\n",
+    "\n",
+    "    # First ensure consistent NaN mapping between modelled data and SCADA\n",
+    "    n_turbs = dfm.get_num_turbines(df_scada)\n",
+    "    for ti in range(n_turbs):\n",
+    "        ids_nan = df_scada[f\"pow_{ti:03d}\"].isna()\n",
+    "        for df_model in df_model_list:\n",
+    "            ids_nan = ids_nan | df_model[f\"pow_{ti:03d}\"].isna()\n",
+    "        ids_nan = np.where(ids_nan)[0]\n",
+    "\n",
+    "        # Mirror NaNs across all model predictions and SCADA\n",
+    "        df_scada.loc[ids_nan, f\"pow_{ti:03d}\"] = None\n",
+    "        for df_model in df_model_list:\n",
+    "            df_model.loc[ids_nan, f\"pow_{ti:03d}\"] = None\n",
+    "\n",
+    "    # # Assert NaNs are identical between dataframes\n",
+    "    # n_scada = df_scada[pow_cols].isna().sum().sum()\n",
+    "    # n_models = [\n",
+    "    #     df_model[pow_cols].isna().sum().sum()\n",
+    "    #     for df_model in df_model_list\n",
+    "    # ]\n",
+    "    # print(f\"NaNs in df_scada power columns: {n_scada}\")\n",
+    "    # print(f\"NaNs in df_models power columns: {n_models}\")\n",
+    "\n",
+    "    for df_model in df_model_list:\n",
+    "        # Specify upstream power in the exact same way as with the SCADA data\n",
+    "        df_model = dfm.set_pow_ref_by_upstream_turbines(df_model, df_upstream, exclude_turbs=exclude_turbs)\n",
+    "\n",
+    "        # Determine number of turbines available at any given time, similar to SCADA\n",
+    "        df_model[\"n_turbs_available\"] = (~df_model[pow_cols].isna()).sum(axis=1)\n",
+    "\n",
+    "    # # Assert that number of turbines available at each timestamp is identical between SCADA and LES simulation\n",
+    "    # all(df_model_list[0][\"n_turbs_available\"] == df_scada[\"n_turbs_available\"])\n",
+    "\n",
+    "    #######################################################################################################################\n",
+    "    ################## Compare absolute AEP directly between SCADA and simulated data (LES) ###############################\n",
+    "    #######################################################################################################################\n",
+    "\n",
+    "    # Absolute AEP for the entire farm and per turbine\n",
+    "    aep_turbine_scada = [df_scada[pc].sum() * unit_conversion for pc in pow_cols]\n",
+    "    aep_turbine_models = [\n",
+    "        [df_model[pc].sum() * unit_conversion for pc in pow_cols]\n",
+    "        for df_model in df_model_list\n",
+    "    ]\n",
+    "    aep_farm_scada = np.sum(aep_turbine_scada)\n",
+    "    aep_farm_models = [np.sum(aep_tm) for aep_tm in aep_turbine_models]\n",
+    "\n",
+    "    table_absolute_aep_dict = {\n",
+    "        \"Selection\": [\"Entire farm\"] + [f\"Turbine {ti:02d}\" for ti in range(n_turbs)],\n",
+    "        \"SCADA (MWh)\": [aep_farm_scada] + aep_turbine_scada,\n",
+    "    }\n",
+    "    for mii, model_tag in enumerate(model_tags):\n",
+    "        if print_values:\n",
+    "            table_absolute_aep_dict[f\"{model_tag} (MWh)\"] = [aep_farm_models[mii]] + aep_turbine_models[mii]\n",
+    "        if print_errors:\n",
+    "            table_absolute_aep_dict[f\"{model_tag} error (%)\"] = (\n",
+    "                [err(aep_farm_scada, aep_farm_models[mii])] +\n",
+    "                [err(x, y) for x, y in zip(aep_turbine_scada, aep_turbine_models[mii])]\n",
+    "            )\n",
+    "\n",
+    "    print_pretty_table(table_absolute_aep_dict, title=\"Absolute cumulative energy (MWh)\")\n",
+    "    print(\"\\n\")\n",
+    "\n",
+    "    #######################################################################################################################\n",
+    "    ################ Now we do the same exercise, but with wake loss rather than absolute AEP #############################\n",
+    "    #######################################################################################################################\n",
+    "\n",
+    "    # Compare AEP wake loss relative to most upstream turbines\n",
+    "    aep_turbine_scada_waked = np.array([None for _ in range(n_turbs)], dtype=float)\n",
+    "    aep_turbine_scada_unwaked = np.array([None for _ in range(n_turbs)], dtype=float)\n",
+    "    aep_turbine_models_waked = [np.array([None for _ in range(n_turbs)], dtype=float) for _ in df_model_list]\n",
+    "    aep_turbine_models_unwaked = [np.array([None for _ in range(n_turbs)], dtype=float) for _ in df_model_list]\n",
+    "\n",
+    "    for ti in range(n_turbs):\n",
+    "        # First SCADA\n",
+    "        p_test = np.array(df_scada[f\"pow_{ti:03d}\"], dtype=float, copy=True)\n",
+    "        p_ref = np.array(df_scada[\"pow_ref\"], dtype=float, copy=True)\n",
+    "        ids_non_nan = (~np.isnan(p_test)) & (~np.isnan(p_ref))\n",
+    "        aep_turbine_scada_unwaked[ti] = np.sum(p_ref[ids_non_nan]) * unit_conversion\n",
+    "        aep_turbine_scada_waked[ti] = np.sum(p_test[ids_non_nan]) * unit_conversion\n",
+    "\n",
+    "        # Now LES and FLORIS\n",
+    "        for dii, df_model in enumerate(df_model_list):\n",
+    "            p_test = np.array(df_model[f\"pow_{ti:03d}\"], dtype=float, copy=True)\n",
+    "            p_ref = np.array(df_model[\"pow_ref\"], dtype=float, copy=True)\n",
+    "            ids_non_nan = (~np.isnan(p_test)) & (~np.isnan(p_ref))\n",
+    "            aep_turbine_models_unwaked[dii][ti] = np.sum(p_ref[ids_non_nan]) * unit_conversion\n",
+    "            aep_turbine_models_waked[dii][ti] = np.sum(p_test[ids_non_nan]) * unit_conversion\n",
+    "\n",
+    "    aep_farm_scada_waked = np.sum(aep_turbine_scada_waked)\n",
+    "    aep_farm_scada_unwaked = np.sum(aep_turbine_scada_unwaked)\n",
+    "    aep_farm_models_waked = [np.sum(aep_tm_waked) for aep_tm_waked in aep_turbine_models_waked]\n",
+    "    aep_farm_models_unwaked = [np.sum(aep_tm_unwaked) for aep_tm_unwaked in aep_turbine_models_unwaked]\n",
+    "\n",
+    "    # Derive wake loss percentages and errors, and print as a pretty table\n",
+    "    wake_losses_scada = np.hstack(\n",
+    "        [\n",
+    "            wake_loss(aep_farm_scada_waked, aep_farm_scada_unwaked),\n",
+    "            wake_loss(aep_turbine_scada_waked, aep_turbine_scada_unwaked)\n",
+    "        ]\n",
+    "    )\n",
+    "    wake_losses_models = [\n",
+    "            np.hstack(\n",
+    "            [\n",
+    "                wake_loss(aep_farm_models_waked[dii], aep_farm_models_unwaked[dii]),\n",
+    "                wake_loss(aep_turbine_models_waked[dii], aep_turbine_models_unwaked[dii])\n",
+    "            ]\n",
+    "        )\n",
+    "        for dii in range(len(df_model_list))\n",
+    "    ]\n",
+    "\n",
+    "    table_wakeloss_aep_dict = {\n",
+    "        \"Selection\": [\"Entire farm\"] + [f\"Turbine {ti:02d}\" for ti in range(n_turbs)],\n",
+    "        \"SCADA (%)\": wake_losses_scada\n",
+    "    }\n",
+    "    for mii, model_tag in enumerate(model_tags):\n",
+    "        if print_values:\n",
+    "            table_wakeloss_aep_dict[f\"{model_tag} (%)\"] = wake_losses_models[mii]\n",
+    "        if print_errors:\n",
+    "            table_wakeloss_aep_dict[f\"{model_tag} error (p.p.)\"] = wake_losses_models[mii] - wake_losses_scada\n",
+    "\n",
+    "    print_pretty_table(table_wakeloss_aep_dict, title=\"Cumulative energy wake loss (%)\")\n",
+    "\n",
+    "    return table_absolute_aep_dict, table_wakeloss_aep_dict"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Option for validation 1: compare the two timeseries directly, assuming (hoping) that LES predicted the inflow conditions accurately.\n",
+    "\n",
+    "Since we have already aligned the time arrays between LES and SCADA using interpolation, we can directly insert the dataframes in the above function."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 72,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "                                     Absolute cumulative energy (MWh)\n",
+      "+-------------+---------------+-------------+-----------------+-------------------+-----------------------+\n",
+      "| Selection   |   SCADA (MWh) |   LES (MWh) |   LES error (%) |   FLORIS CC (MWh) |   FLORIS CC error (%) |\n",
+      "|-------------+---------------+-------------+-----------------+-------------------+-----------------------|\n",
+      "| Entire farm |       1355.41 |     1287.20 |           -5.03 |           1324.38 |                 -2.29 |\n",
+      "| Turbine 00  |        219.83 |      210.66 |           -4.17 |            207.10 |                 -5.79 |\n",
+      "| Turbine 01  |        196.56 |      184.18 |           -6.30 |            187.31 |                 -4.71 |\n",
+      "| Turbine 02  |        188.43 |      171.55 |           -8.96 |            180.33 |                 -4.30 |\n",
+      "| Turbine 03  |        168.75 |      153.86 |           -8.82 |            165.69 |                 -1.82 |\n",
+      "| Turbine 04  |        195.91 |      189.60 |           -3.22 |            192.62 |                 -1.68 |\n",
+      "| Turbine 05  |        181.76 |      177.90 |           -2.13 |            178.36 |                 -1.87 |\n",
+      "| Turbine 06  |        204.17 |      199.45 |           -2.31 |            212.97 |                  4.31 |\n",
+      "+-------------+---------------+-------------+-----------------+-------------------+-----------------------+\n",
+      "\n",
+      "\n",
+      "                                      Cumulative energy wake loss (%)\n",
+      "+-------------+-------------+-----------+--------------------+-----------------+--------------------------+\n",
+      "| Selection   |   SCADA (%) |   LES (%) |   LES error (p.p.) |   FLORIS CC (%) |   FLORIS CC error (p.p.) |\n",
+      "|-------------+-------------+-----------+--------------------+-----------------+--------------------------|\n",
+      "| Entire farm |        3.00 |      2.92 |              -0.08 |            3.75 |                     0.76 |\n",
+      "| Turbine 00  |       -3.09 |     -3.75 |              -0.67 |            1.73 |                     4.81 |\n",
+      "| Turbine 01  |       -0.74 |      0.36 |               1.11 |            2.76 |                     3.51 |\n",
+      "| Turbine 02  |       -0.35 |      3.09 |               3.43 |            2.56 |                     2.90 |\n",
+      "| Turbine 03  |        3.70 |      7.34 |               3.64 |            4.01 |                     0.31 |\n",
+      "| Turbine 04  |        6.28 |      4.86 |              -1.42 |            6.66 |                     0.37 |\n",
+      "| Turbine 05  |        8.31 |      5.42 |              -2.89 |            7.96 |                    -0.35 |\n",
+      "| Turbine 06  |        6.63 |      4.00 |              -2.63 |            0.88 |                    -5.75 |\n",
+      "+-------------+-------------+-----------+--------------------+-----------------+--------------------------+\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Now being on the same timeseries, map NaNs from SCADA to LES\n",
+    "df_les = df_les_raw_resampled.copy()\n",
+    "\n",
+    "# Perform comparison using this LES dataframe\n",
+    "table_absolute_aep_dict, table_wakeloss_aep_dict = compare_absolute_aep_and_relative_wake_loss(\n",
+    "    df_scada,\n",
+    "    [df_les, df_floris_timeseries],\n",
+    "    model_tags=[\"LES\", \"FLORIS CC\"]\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Option for validation 2: we re-map the LES timeseries onto the SCADA ambient wind directions and wind speeds. \n",
+    "\n",
+    "This ensures the ambient conditions are identical between the two datasets. We do this by turning the LES simulation into a steady-state table of solutions, basically identical to a FLORIS solutions table."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 73,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "No circular columns specified. Automatically identified: ['wd_000', 'wd_001', 'wd_002', 'wd_003', 'wd_004', 'wd_005', 'wd_006'].\n",
+      "Applying regular averaging on entire dataframe (29 columns).\n",
+      "Applying circular averaging on 7 columns.\n",
+      "Flagged an additional 36 table entries as NaN because their sample pool is smaller than 3 (N_min).\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\u001b[32m2026-01-06 16:48:51\u001b[0m \u001b[33mWarning: the values in df[wd] exceed the range in the precalculated solutions df_fi_approx[wd].\u001b[0m\n",
+      "\u001b[32m2026-01-06 16:48:51\u001b[0m    minimum/maximum value in df:        (0.035, 359.955)\n",
+      "\u001b[32m2026-01-06 16:48:51\u001b[0m    minimum/maximum value in df:        (0.035, 359.955)\n",
+      "\u001b[32m2026-01-06 16:48:51\u001b[0m    minimum/maximum value in df_approx: (0.000, 355.000)\n",
+      "\u001b[32m2026-01-06 16:48:51\u001b[0m \u001b[33mWarning: the values in df[ws] exceed the range in the precalculated solutions df_fi_approx[ws].\u001b[0m\n",
+      "\u001b[32m2026-01-06 16:48:51\u001b[0m    minimum/maximum value in df:        (0.250, 19.557)\n",
+      "\u001b[32m2026-01-06 16:48:51\u001b[0m    minimum/maximum value in df:        (0.250, 19.557)\n",
+      "\u001b[32m2026-01-06 16:48:51\u001b[0m    minimum/maximum value in df_approx: (4.000, 18.000)\n",
+      "\u001b[32m2026-01-06 16:48:51\u001b[0m \u001b[33mWarning: the values in df[ti] exceed the range in the precalculated solutions df_fi_approx[ti].\u001b[0m\n",
+      "\u001b[32m2026-01-06 16:48:51\u001b[0m    minimum/maximum value in df:        (0.110, 0.110)\n",
+      "\u001b[32m2026-01-06 16:48:51\u001b[0m    minimum/maximum value in df:        (0.110, 0.110)\n",
+      "\u001b[32m2026-01-06 16:48:51\u001b[0m    minimum/maximum value in df_approx: (0.500, 0.500)\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Approximate table contains 505 valid entries (46.76%) and 575 invalid entries (53.24%).\n",
+      "\n",
+      "\n",
+      "                                                Absolute cumulative energy (MWh)\n",
+      "+-------------+---------------+-----------------------------------+----------------------------------------+-------------------+\n",
+      "| Selection   |   SCADA (MWh) |   LES (original LES inflow) (MWh) |   LES (inflow remapped to SCADA) (MWh) |   FLORIS CC (MWh) |\n",
+      "|-------------+---------------+-----------------------------------+----------------------------------------+-------------------|\n",
+      "| Entire farm |        948.90 |                            939.61 |                                1050.07 |            925.80 |\n",
+      "| Turbine 00  |        155.87 |                            155.15 |                                 172.46 |            145.77 |\n",
+      "| Turbine 01  |        143.00 |                            139.20 |                                 155.70 |            135.72 |\n",
+      "| Turbine 02  |        130.48 |                            122.36 |                                 137.45 |            124.09 |\n",
+      "| Turbine 03  |        126.85 |                            120.29 |                                 134.88 |            124.64 |\n",
+      "| Turbine 04  |        132.06 |                            134.38 |                                 151.36 |            129.98 |\n",
+      "| Turbine 05  |        124.12 |                            128.17 |                                 141.80 |            120.72 |\n",
+      "| Turbine 06  |        136.52 |                            140.05 |                                 156.41 |            144.88 |\n",
+      "+-------------+---------------+-----------------------------------+----------------------------------------+-------------------+\n",
+      "\n",
+      "\n",
+      "                                            Cumulative energy wake loss (%)\n",
+      "+-------------+-------------+---------------------------------+--------------------------------------+-----------------+\n",
+      "| Selection   |   SCADA (%) |   LES (original LES inflow) (%) |   LES (inflow remapped to SCADA) (%) |   FLORIS CC (%) |\n",
+      "|-------------+-------------+---------------------------------+--------------------------------------+-----------------|\n",
+      "| Entire farm |        3.10 |                            3.11 |                                 2.69 |            3.85 |\n",
+      "| Turbine 00  |       -4.47 |                           -4.71 |                                -4.26 |            1.09 |\n",
+      "| Turbine 01  |       -1.86 |                           -0.11 |                                -0.08 |            2.02 |\n",
+      "| Turbine 02  |       -1.75 |                            2.96 |                                 2.61 |            1.68 |\n",
+      "| Turbine 03  |        3.06 |                            7.41 |                                 6.96 |            3.27 |\n",
+      "| Turbine 04  |        7.85 |                            5.70 |                                 4.39 |            8.05 |\n",
+      "| Turbine 05  |       10.10 |                            6.30 |                                 5.58 |           10.15 |\n",
+      "| Turbine 06  |        8.51 |                            4.93 |                                 4.36 |            0.91 |\n",
+      "+-------------+-------------+---------------------------------+--------------------------------------+-----------------+\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 2400x1200 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# # We start with the original timeseries, mapped onto the same time vector as the SCADA\n",
+    "df_les = df_les_raw_resampled.copy()\n",
+    "\n",
+    "# Load the timeseries dataframe into the class\n",
+    "from flasc.data_processing.timeseries_to_grid_solutions import ConvertTimeseriesToSolutionGrid\n",
+    "g = ConvertTimeseriesToSolutionGrid(df_timeseries=df_les)\n",
+    "\n",
+    "# Bin the LES data by wind directions and wind speeds (for now: not by TI)\n",
+    "df_binned = g.bin_timeseries(\n",
+    "    wd_step=5.0,\n",
+    "    ws_array=np.arange(3.5, np.ceil(df_fm_approx[\"ws\"].max()) + 0.01, 1.0),\n",
+    "    ti_array=[0.0, 1.0],  # Pour everything into a single TI bin\n",
+    "    circular_cols=None,\n",
+    "    plot=True,\n",
+    "    verbose=True\n",
+    ")\n",
+    "\n",
+    "# Convert the binned data into the right formatting matching those of df_fm_approx\n",
+    "df_les_steadystate_table = g.convert_binned_dataframe_to_df_fi_approx(N_min=3)  # At least 3 valid samples\n",
+    "\n",
+    "# Use this steady-state table to produce a new timeseries with identical inflow as SCADA\n",
+    "df_les_timeseries_inflowremapped = ftools.interpolate_floris_from_df_approx(\n",
+    "    df=df_scada, df_approx=df_les_steadystate_table, method=\"linear\", verbose=False\n",
+    ")\n",
+    "# print(df_les_steadystate_table)\n",
+    "\n",
+    "# And finally, we can compare this inflow-remapped timeseries directly to SCADA.\n",
+    "# This may change the absolute AEP errors substantially, but likely will leave the relative wake loss percentages mostly intact.\n",
+    "print(\"\\n\")\n",
+    "table_absolute_aep_dict, table_wakeloss_aep_dict = compare_absolute_aep_and_relative_wake_loss(\n",
+    "    df_scada,\n",
+    "    [df_les, df_les_timeseries_inflowremapped, df_floris_timeseries],\n",
+    "    model_tags=[\"LES (original LES inflow)\", \"LES (inflow remapped to SCADA)\", \"FLORIS CC\"],\n",
+    "    print_values=True,\n",
+    "    print_errors=False\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Let's also look at an energy ratio, for good measure"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 74,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Calculating energy ratios with bootstrapping (N=20).\n",
+      "This may take a couple seconds...\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 1.0, 'Energy Ratios for turbines [0, 1, 2, 3, 4, 5, 6]')"
+      ]
+     },
+     "execution_count": 74,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1100x900 with 3 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Specify upstream turbines in same fashion as for the SCADA data\n",
+    "df_les_timeseries_raw = dfm.set_pow_ref_by_upstream_turbines(df_les_timeseries_raw, df_upstream, exclude_turbs=exclude_turbs)\n",
+    "df_les_timeseries_inflowremapped = dfm.set_pow_ref_by_upstream_turbines(df_les_timeseries_inflowremapped, df_upstream, exclude_turbs=exclude_turbs)\n",
+    "df_floris_timeseries = dfm.set_pow_ref_by_upstream_turbines(df_floris_timeseries, df_upstream, exclude_turbs=exclude_turbs)\n",
+    "\n",
+    "# Initialize energy ratio analysis class and perform common operations. E.g., let's look at turbine 4.\n",
+    "a_in = AnalysisInput(\n",
+    "    [df_scada, df_floris_timeseries, df_les_timeseries_raw, df_les_timeseries_inflowremapped],\n",
+    "    [\"SCADA data\", f\"FLORIS: {wake_model}\", \"LES (original LES inflow)\", \"LES (inflow remapped to SCADA)\"]\n",
+    ")\n",
+    "\n",
+    "N = 20\n",
+    "print(\"Calculating energy ratios with bootstrapping (N={}).\".format(N))\n",
+    "print(\"This may take a couple seconds...\")\n",
+    "np.random.seed(0)\n",
+    "er_out = er.compute_energy_ratio(\n",
+    "    a_in,\n",
+    "    test_turbines=include_turbs,\n",
+    "    use_predefined_ref=True,\n",
+    "    use_predefined_wd=True,\n",
+    "    use_predefined_ws=True,\n",
+    "    wd_step=5.0,\n",
+    "    wd_bin_overlap_radius=0.0,\n",
+    "    ws_min=6.0,\n",
+    "    ws_max=12.0,\n",
+    "    N=N,\n",
+    "    percentiles=[5.0, 95.0],\n",
+    ")\n",
+    "ax = er_out.plot_energy_ratios(overlay_frequency=True)\n",
+    "ax[0].set_title(f\"Energy Ratios for turbines {include_turbs}\")"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "confide",
+   "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": "3.12.11"
+  },
+  "toc": {
+   "base_numbering": 1,
+   "nav_menu": {},
+   "number_sections": true,
+   "sideBar": true,
+   "skip_h1_title": false,
+   "title_cell": "Table of Contents",
+   "title_sidebar": "Contents",
+   "toc_cell": false,
+   "toc_position": {},
+   "toc_section_display": true,
+   "toc_window_display": false
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/examples_smarteole/data/SMARTEOLE-LES-simulation-data/import_aspire_les_data.py b/examples_smarteole/data/SMARTEOLE-LES-simulation-data/import_aspire_les_data.py
new file mode 100644
index 00000000..70909307
--- /dev/null
+++ b/examples_smarteole/data/SMARTEOLE-LES-simulation-data/import_aspire_les_data.py
@@ -0,0 +1,238 @@
+import os
+import glob
+
+import matplotlib.pyplot as plt
+import numpy as np
+import pandas as pd
+import io
+from time import perf_counter as timerpc
+
+from datetime import timedelta as td
+
+import tarfile 
+import xarray as xr
+
+from floris.utilities import wrap_360
+from flasc.data_processing.time_operations import (
+    df_downsample,
+    df_resample_by_interpolation
+)
+from flasc.visualization import plot_with_wrapping
+
+
+class AspireTimeseriesReader():
+    """This class is used to read the output .tar.gz files from Whiffle and export
+    them in various formats.
+    """
+    def __init__(self, aspire_metmast_filelist=[], aspire_turbine_filelist=[], verbose=False):
+        """Initialize the class.
+
+        Args:
+            aspire_filelist (list): List of strings, where each entry of the list defines the
+            path to one of the ASPIRE nc files.
+        """
+        self.metmast_files = aspire_metmast_filelist
+        self.turbine_files = aspire_turbine_filelist
+        self.turbine_datasets = None
+        self.metmast_datasets = None
+        self.verbose = verbose
+
+    # Private functions
+    def _read_member_as_xarray(self, fn):
+        """Read the contents of one of the files within the .tar.gz file as an xarray DataSet.
+
+        Args:
+            fn (str): Filename refering to a turbine ASPIRE datafile.
+
+        Returns:
+            dataset (xarray.Dataset): Contents of the HDF5 file imported as an xarray Dataset.
+        """
+        # Now read the turbine .nc (HDF5) data file as an xarray and convert to a Pandas DataFrame
+        dataset = xr.open_dataset(fn).load()  # Load it into xarray format
+        dataset.close()  # Close dataset after reading to avoid conflicts
+
+        if self.verbose:
+            print(f"Successfully imported the contents of {os.path.basename(fn)}.")
+
+        return dataset
+
+    def _concatenate_dataframes_and_remove_startup_time(self, df_list):
+        """Typically, ASPIRE simulations are performed one day at a time, including several hours of
+        simulation start-up. This means that each day runs for about 26 hours, and that means there
+        is an overlap window of about 2 hours between simulations. The start-up period, usually the
+        first two hours of the simulation, must be removed so that each datafile contains exactly
+        24 hours of data. This script removes the startup periods and concatenates the Pandas
+        DataFrames into a single file.
+
+        Args:
+            df_list (list): List where each entry is a Pandas DataFrame containing the simulation data
+            for one day from ASPIRE. These datasets typically start about 2 hours before the actual
+            day of simulation. These 2 hours will be removed so that it perfectly connects with the
+            simulation data of the previous day.
+
+        Returns:
+            df_out (pd.DataFrame): Pandas DataFrame containing multiple days of simulation data,
+            with the start-up periods and overlapping measurement times removed.
+        """
+        # Now stitch dataframes together while removing start-up periods
+        for ii, df in enumerate(df_list):
+            if ii == 0:
+                # The dataset usually starts a couple hours before midnight in the day before the actual day
+                # of the simulation. That is the start-up period. We must remove that period from the dataset.
+                first_day_change = np.where(np.diff([t.day for t in df["time"]]) != 0)[0][0] + 2
+                df = df.loc[first_day_change::]  # Remove start-up period from first file
+            else:
+                # For every file besides the first, we can see where the previous simulation ended and make sure
+                # we remove measurement data of this simulation that happens *before* the latest simulation time
+                # of the previous file. Namely, that period is considered the start-up period for this file and
+                # should be removed.
+                dt = df["time"].diff().median()  # Average duration between timesteps
+                df = df.loc[df["time"] > t_end_prev_simulation + 0.5 * dt]  # Only keep timesteps at least 5 minutes past the last measurement from the previous dataset
+
+            # Update the dataframe with the start-up measurements removed
+            df_list[ii] = df
+            t_end_prev_simulation = df.iloc[-1]["time"]
+
+        # Collect all the outputs together into a single DataFrame and sort it chronologically
+        df_out = pd.concat(df_list, axis=0).sort_values(by="time").reset_index(drop=True)
+        return df_out
+
+    def get_turbine_hub_heights(self):
+        """Extract the turbine hub heights from the imported turbine data files.
+
+        Returns:
+            hub_heights (np.array): Array with length equal to the number of turbines, containing the hub height
+            value for each wind turbine in the ASPIRE simulation.
+        """
+        if self.turbine_datasets is None:
+            raise UserWarning("Cannot extract turbine hub heights. Please read the files first using get_turbine_data_as_xarrays().")
+
+        # Extract hub heights from the first file
+        hub_heights = np.array(self.turbine_datasets[0]["ztur"], dtype=float)
+        return hub_heights
+
+    def get_turbine_data_as_xarrays(self):
+        """Import the turbine HDF5 file from each .tar.gz file and format them as xarray Datasets.
+
+        Returns:
+            turbine_datasets: List of xarray Datasets, one for each tarball file, containing
+            the turbine simulation output data.
+        """
+        turbine_datasets = []
+        for fn in self.turbine_files:
+            # Now read the turbine .nc (HDF5) data file as an xarray
+            turbine_dataset = self._read_member_as_xarray(fn)
+            turbine_datasets.append(turbine_dataset)
+
+        self.turbine_datasets = turbine_datasets
+        return turbine_datasets
+
+    def get_turbine_data_as_dataframe(self, variables=None):
+        """Convert the turbine data that is formatted as xarray Datasets to a single Pandas DataFrame
+        that is easy to investigate and do analysis with.
+
+        Args:
+            variables (list, optional): List of turbine measurement variables that should be exported
+            from the simulation file. Defaults to ["ptur", "ufsf", "vfsf"].
+
+        Returns:
+            df_out (pd.DataFrame): Pandas DataFrame containing the turbine measurement data in a
+            wide table format, where there is one column for each turbine and for each variable.
+            Each rows depicts the timestamp of one set of measurements. The overlapping time windows
+            of about 2 hours between each day of ASPIRE simulation has been removed so that the
+            start-up periods are removed and the dataset is monotonically increasing with 10-minute
+            timesteps.
+        """
+        # Load the turbine data files, if we haven't done that yet
+        if self.turbine_datasets is None:
+            self.get_turbine_data_as_xarrays()  # Get all turbine data as xarrays
+
+        # Default options:
+        if variables is None:
+            if "ufsf" in list(self.turbine_datasets[0].data_vars):
+                variables = ["ptur", "ufsf", "vfsf"]
+                print(f"WARNING: Using legacy variable naming convention from GRASP, '{variables}'")
+            elif "Mdfs" in list(self.turbine_datasets[0].data_vars):
+                variables = ["ptur", "Mdfs", "cosangle", "sinangle"]
+            else:
+                raise UserWarning("Unfamiliar variable naming convention in GRASP datafiles.")
+    
+        # Convert files one by one to Pandas DataFrames
+        df_list = []
+        num_turbines = len(self.turbine_datasets[0].turbine)
+        for turbine_dataset in self.turbine_datasets:
+            # Convert the data from each file into a 'wide' Pandas DataFrame
+            df_turbine = turbine_dataset[variables].to_dataframe().unstack()
+            
+            # Update column names in wide format following FLASC format
+            columns = []
+            for var in variables:
+                columns = columns + [f"{var:s}_{ti:03d}" for ti in range(num_turbines)]
+            df_turbine.columns = columns
+            df_turbine = df_turbine.reset_index()
+            
+            # Finally, append it to a list that we will stitch together later
+            df_list.append(df_turbine)
+
+        # Concatenate all the individual dataframes and deal with overlap in timeseries entries
+        df_out = self._concatenate_dataframes_and_remove_startup_time(df_list)
+        return df_out
+
+    def construct_flasc_timeseries(self):
+        """
+
+        """
+        # First, get the turbine information, if we dont have those in memory yet
+        self.get_turbine_data_as_dataframe()
+        df_tot = self.get_turbine_data_as_dataframe()
+        
+        # Calculate turbine wind speed and wind direction, if variables available
+        n_turbines = len([c for c in df_tot.columns if c.startswith("ptur_")])
+        df_tot.columns = [c.replace("ptur_", "pow_") for c in df_tot.columns]
+
+        dict_out = {}
+        for ti in range(n_turbines):
+            u = df_tot[f"cosangle_{ti:03d}"] * df_tot[f"Mdfs_{ti:03d}"]
+            v = df_tot[f"sinangle_{ti:03d}"] * df_tot[f"Mdfs_{ti:03d}"]
+            dict_out[f"ws_{ti:03d}"] = np.sqrt(u**2.0 + v**2.0)
+            dict_out[f"wd_{ti:03d}"] = wrap_360(180.0 + np.rad2deg(np.arctan2(u, v)))
+    
+        # Append local wind speed and direction measurements to the dataframe
+        df_tot = pd.concat([df_tot, pd.DataFrame(dict_out)], axis=1)
+        df_tot = df_tot.drop(columns=[c for c in df_tot.columns if c.startswith("cosangle_")])
+        df_tot = df_tot.drop(columns=[c for c in df_tot.columns if c.startswith("sinangle_")])
+        df_tot = df_tot.drop(columns=[c for c in df_tot.columns if c.startswith("Mdfs_")])
+
+        return df_tot
+
+
+if __name__ == "__main__":
+    root_path = os.path.dirname(os.path.abspath(__file__))
+    les_path = os.path.join(root_path, "data", "SMARTEOLE-LES-simulation-data")
+    aspire_turbine_files = glob.glob(os.path.join(les_path, "les_output", "2020", "*", "*", "00", "turbinesOut.les.nc"))
+    aspire_turbine_files = np.sort(aspire_turbine_files)
+
+    # Load them one at a time
+    atr = AspireTimeseriesReader(
+        aspire_turbine_filelist=aspire_turbine_files,
+        verbose=True
+    )
+    df_turbine = atr.get_turbine_data_as_dataframe()
+    df_les_timeseries = atr.construct_flasc_timeseries()
+
+    # Resample to 10 min steps
+    t0 = str(df_les_timeseries["time"].iloc[0])[0:17] + "00"  # Create time array rounded to nearest 10-min averages
+    t1 = str(df_les_timeseries["time"].iloc[-1])[0:17] + "00"
+    time_array = pd.date_range(start=t0, end=t1, freq="10min").tolist()
+    df_les_timeseries = df_resample_by_interpolation(
+        df=df_les_timeseries,
+        time_array=time_array,  # Interpolate onto the same timeseries that df_metmast uses
+        circular_cols=[c for c in df_les_timeseries.columns if c.startswith("wd_")],  # No variables in turbine measurement dataset that require circular averaging
+        interp_method="linear",  # Use linear interpolation
+        max_gap=td(minutes=20),  # Do not interpolate over gaps larger than 20 minutes between measurements
+        verbose=False
+    )
+
+    # Save as .csv
+    fout = os.path.join(les_path, "les_timeseries.csv")
+    df_les_timeseries.to_csv(fout, index=False, float_format="%.3f")
diff --git a/examples_smarteole/data/SMARTEOLE-LES-simulation-data/les_timeseries.csv b/examples_smarteole/data/SMARTEOLE-LES-simulation-data/les_timeseries.csv
new file mode 100644
index 00000000..bbf380a8
--- /dev/null
+++ b/examples_smarteole/data/SMARTEOLE-LES-simulation-data/les_timeseries.csv
@@ -0,0 +1,14257 @@
+time,pow_000,pow_001,pow_002,pow_003,pow_004,pow_005,pow_006,ws_000,wd_000,ws_001,wd_001,ws_002,wd_002,ws_003,wd_003,ws_004,wd_004,ws_005,wd_005,ws_006,wd_006
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diff --git a/flasc/data_processing/timeseries_to_grid_solutions.py b/flasc/data_processing/timeseries_to_grid_solutions.py
new file mode 100644
index 00000000..12e5b38f
--- /dev/null
+++ b/flasc/data_processing/timeseries_to_grid_solutions.py
@@ -0,0 +1,162 @@
+import matplotlib.pyplot as plt
+import numpy as np
+import pandas as pd
+import seaborn as sns
+from scipy.stats import circmean
+
+class ConvertTimeseriesToSolutionGrid():
+    def __init__(self, df_timeseries):
+        self.df_timeseries = df_timeseries
+
+    # Private functions: plotting
+    def _plot_binned_data_counts_for_theoretical_ws_to_ti_curve(self):
+        # Load df_binned from self
+        df_binned = self.df_binned
+
+        df = df_binned[["wd_bin", "ws_bin", "ti_bin", "N", "ti", "ti_theoretical_curve"]].set_index(["wd_bin", "ws_bin"]).unstack().transpose()
+        df_N = df.loc["N"].astype(float)
+        df_ti = df.loc["ti"].astype(float)
+        df_ti_theoretical = df.loc["ti_theoretical_curve"].astype(float)
+        ti_limits_list = [[a.left, a.right] for a in df.loc["ti_bin"].mode(axis=1)[0]]
+
+        fig, ax = plt.subplots(figsize=(24, 12))
+        sns.heatmap(df_N, annot=True, annot_kws={"fontsize": 8}, linewidth=.5, cmap="rocket_r", ax=ax, fmt=".0f", cbar=False)
+        ax.set_ylabel("Wind speed bin (m/s), turbulence intensity interval (-)")
+        ax.set_xlabel("Wind direction bin (deg)")
+        ax.set_yticklabels([f"WS: {ws}, TI: [{ti[0]:.3f}, {ti[1]:.3f}]" for ws, ti in zip(df_N.index, ti_limits_list)])
+        ax.set_title(f"Sample size for fitting turbulence intensity ranges")
+        plt.tight_layout()
+
+        fig, ax = plt.subplots(figsize=(24, 12))
+        sns.heatmap(100.0*(df_ti - df_ti_theoretical), annot=True, annot_kws={"fontsize": 8}, linewidth=.5, cmap="vlag", ax=ax, fmt=".1f", cbar=False)
+        ax.set_ylabel("Wind speed bin (m/s), turbulence intensity interval (-)")
+        ax.set_xlabel("Wind direction bin (deg)")
+        ax.set_yticklabels([f"WS: {ws}, TI: [{ti[0]:.3f}, {ti[1]:.3f}]" for ws, ti in zip(df_N.index, ti_limits_list)])
+        ax.set_title(f"Turbulence intensity from ASPIRE minus desired theoretical curve")
+        plt.tight_layout()
+
+    def _plot_binned_data_counts_per_ti_bin(self):
+        # Load df_binned from self
+        df_binned = self.df_binned
+
+        for ti_interval in df_binned["ti_bin"].unique():
+            df_binned_ti = df_binned[df_binned["ti_bin"] == ti_interval]
+            df_N = df_binned_ti[["wd_bin", "ws_bin", "N"]].set_index(["wd_bin", "ws_bin"]).unstack().transpose()
+            df_N.index = [i[1] for i in df_N.index]
+                
+            fig, ax = plt.subplots(figsize=(24, 12))
+            sns.heatmap(df_N, annot=True, annot_kws={"fontsize": 8}, linewidth=.5, cmap="rocket_r", ax=ax, fmt=".0f", cbar=False)
+            ax.set_ylabel("Wind speed bin (m/s)")
+            ax.set_xlabel("Wind direction bin (deg)")
+            ax.set_title(f"Sample size for ambient turbulence intensity interval: {ti_interval}")
+            plt.tight_layout()
+
+    # Public functions
+    def bin_timeseries(self, wd_step=5.0, ws_array=np.arange(3.5, 17.501, 1.0), ti_array=np.arange(0.0, 0.1501, 0.05), circular_cols=None, plot=False, verbose=True):
+        # Import the timeseries
+        df_timeseries = self.df_timeseries.copy()
+
+        # Automatically identify circular columns if left unspecified
+        if circular_cols is None:
+            circular_cols = [c for c in df_timeseries.columns if c.startswith("wd_")]
+            if verbose:
+                print(f"No circular columns specified. Automatically identified: {circular_cols}.")
+        
+        # Manipulate the wind direction in the timeseries so that the center of the first wind direction bin is at 0 deg
+        df_timeseries.loc[(df_timeseries["wd"] > 360.0 - 0.50 * wd_step), "wd"] += -360.0  # Wrap backwards past zero
+        wd_array = np.arange(-0.50 * wd_step, 360.0001 - 0.5 * wd_step, wd_step, dtype=float)
+    
+        ws_bins = pd.cut(df_timeseries["ws"], ws_array).rename("ws_bin")
+        wd_bins = pd.cut(df_timeseries["wd"], wd_array).rename("wd_bin")
+        ti_bins = pd.cut(df_timeseries["ti"], ti_array).rename("ti_bin")
+
+        # Expand the dataframe: add the bins and add a "count" column
+        df = pd.concat(
+            [wd_bins, ws_bins, ti_bins, df_timeseries, pd.DataFrame({"N": np.ones(len(wd_bins))})],
+            axis=1
+        )
+        if "time" in df.columns:
+            df = df.drop(columns=["time"])  # Drop the 'time' column
+
+        # Now group by the bins and get bin averages and sums accordingly
+        df_grouped = df.groupby(["wd_bin", "ws_bin", "ti_bin"], observed=True)
+
+        # Apply a blank 'mean' for all variables
+        if verbose:
+            print(f"Applying regular averaging on entire dataframe ({df.shape[1]} columns).")
+        df_binned = df_grouped.mean()
+
+        # Now replace the directional measurements with a circular average
+        if verbose:
+            print(f"Applying circular averaging on {len(circular_cols)} columns.")
+        for c in circular_cols:
+            # Define circular average function to process
+            def circular_mean(x):
+                return circmean(x[c].values, low=0.0, high=360.0)
+            df_binned[c] = df_grouped.apply(circular_mean)
+
+        df_binned["N"] = np.array(df_grouped["N"].sum(), dtype=int)
+        df_binned = df_binned.reset_index(drop=False)
+
+        self.df_binned = df_binned
+
+        if plot:
+            self._plot_binned_data_counts_per_ti_bin()
+
+        return df_binned
+
+    def convert_binned_dataframe_to_df_fi_approx(self, N_min: int = 3):
+        """Convert the binned dataframe to a df_fi_approx format, similar to the FLASC floris_tools definition.
+
+        Returns:
+            N_min (int): Minimal number of timestamps (samples) within this wind direction and wind speed bin for a
+              them to be considered valid and useable to generate an approximate table entry with. Defaults to 3.
+        """
+        # Retrieve df_binned from self
+        df_binned = self.df_binned.copy()
+
+        # Define column names
+        wd_bin_center = [i.mid for i in df_binned["wd_bin"]]
+        ws_bin_center = [i.mid for i in df_binned["ws_bin"]]
+        ti_bin_center = [i.mid for i in df_binned["ti_bin"]]
+        pow_cols = [c for c in df_binned.columns if c.startswith("pow_") and len(c) == 7]
+        mm_cols = [c for c in df_binned.columns if c.endswith("_metmast")]
+        ws_cols = [c for c in df_binned.columns if c.startswith("ws_") and len(c) == 6 and not c == "ws_bin"]
+        wd_cols = [c for c in df_binned.columns if c.startswith("wd_") and len(c) == 6 and not c == "wd_bin"]
+
+        # Mark specific entries as NaN if we require more than 1 measurement for it to be valid
+        if N_min > 1:
+            ids_faulty = df_binned["N"] < N_min
+            df_binned.loc[ids_faulty, pow_cols + ws_cols + wd_cols] = None
+            print(f"Flagged an additional {np.sum(ids_faulty)} table entries as NaN because their sample pool is smaller than {N_min:d} (N_min).")
+
+        # Construct sparse array
+        df_sparse_list = [
+            pd.DataFrame({"wd": wd_bin_center, "ws": ws_bin_center, "ti": ti_bin_center}),
+            df_binned[mm_cols + wd_cols + ws_cols + pow_cols]
+        ]
+        df_approx_sparse = pd.concat(df_sparse_list, axis=1)
+
+        # Create a full dataframe with all wind direction and wind speed combinations
+        wd_grid, ws_grid = np.meshgrid(np.unique(df_approx_sparse["wd"]), np.unique(df_approx_sparse["ws"]), indexing="ij")
+        conditions_to_add = []
+        for wd, ws in zip(wd_grid.flatten(), ws_grid.flatten()):
+            if not any((wd == df_approx_sparse["wd"]) & (ws == df_approx_sparse["ws"])):
+                conditions_to_add.append([wd, ws])
+
+        # Expand sparse dataframe
+        df_approx = pd.concat([df_approx_sparse, pd.DataFrame(np.vstack(conditions_to_add), columns=["wd", "ws"])], axis=0)
+        df_approx = df_approx.sort_values(by=["ws", "wd"]).reset_index(drop=True)
+
+        # Format columns
+        df_approx[pow_cols] = df_approx[pow_cols].astype(float)
+        df_approx[ws_cols] = df_approx[ws_cols].astype(float)
+        df_approx[wd_cols] = df_approx[wd_cols].astype(float)
+
+        # Print number of valid and faulty entries
+        no_tot_entries = df_approx.shape[0]
+        no_faulty_entries = df_approx.isna().any(axis=1).sum()
+        no_valid_entries = df_approx.shape[0] - no_faulty_entries
+        print(f"Approximate table contains {no_valid_entries:d} valid entries ({100*no_valid_entries/no_tot_entries:.2f}%) and {no_faulty_entries:d} invalid entries ({100*no_faulty_entries/no_tot_entries:.2f}%).")
+
+        return df_approx