{ "cells": [ { "cell_type": "markdown", "id": "ad599c2eab97c709", "metadata": {}, "source": [ "# Fitting wells\n", "\n", "This notebook introduces the concept of fitting wells and how they are used in `gwrefpy`. The methodology originates from the description by its author [Strandanger (2024)](https://svenskageotekniskaforeningen.se/wp-content/uploads/Publikationer/SGF_Rapporter/2024_2_Akvifars_refmetod.pdf).\n", "\n", "This notebook can be downloaded from the source code [here](https://github.com/andersretznerSGU/gwrefpy/blob/main/docs/user_guide/2_fitting_wells.ipynb).\n", "\n", "To analyse deviations in groundwater level timeseries, the `gwrefpy` methodology relies on observation wells and reference wells. To check for deviations in an observation well, we fit its data to a reference well using regression. When fitting the two wells, we specify a calibration period. If data outside of the calibration period does not follow the fitted regression, a deviation has occurred. \n", "\n", "In this notebook, we will dive deeper into the fitting workflow and showcase this library's associated capabilities.\n", "\n", "```{note}\n", "See [this notebook on wells](https://github.com/andersretznerSGU/gwrefpy/blob/main/docs/user_guide/1_intro_gwrefpy.ipynb)\n", "```\n" ] }, { "cell_type": "code", "execution_count": 1, "id": "fdb88ad74bcd6a91", "metadata": { "ExecuteTime": { "end_time": "2025-09-18T11:56:24.522891Z", "start_time": "2025-09-18T11:56:23.656522Z" }, "tags": [] }, "outputs": [], "source": [ "import gwrefpy as gr\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import warnings\n", "warnings.filterwarnings(\"ignore\")\n", "gr.set_log_level(\"ERROR\")\n", "plt.set_loglevel(\"ERROR\")\n" ] }, { "cell_type": "markdown", "id": "ec881689", "metadata": {}, "source": [ "## Data\n", "\n", "In this notebook, we will work with data provided by `gwrefpy`. Let's load the model using its file name and plot the observation well and reference well separately." ] }, { "cell_type": "code", "execution_count": 2, "id": "initial_id", "metadata": { "ExecuteTime": { "end_time": "2025-09-18T11:56:24.576394Z", "start_time": "2025-09-18T11:56:24.533943Z" }, "collapsed": true }, "outputs": [ { "data": { "text/plain": [ "Model(name='deviation example', wells=2, fits=0)" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model = gr.Model(\"deviation_example.gwref\")\n", "model" ] }, { "cell_type": "code", "execution_count": 3, "id": "2a38f850", "metadata": { "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (up, down) = plt.subplots(nrows=2, sharex=True)\n", "model.plot_wells(model.obs_wells, ax=up)\n", "model.plot_wells(model.ref_wells, ax=down)\n", "\n", "up.set_title(\"obs wells\")\n", "down.set_title(\"ref wells\")\n", "\n", "up.legend()\n", "down.legend()\n", "\n", "fig.autofmt_xdate(rotation=45)" ] }, { "cell_type": "markdown", "id": "7b98106f", "metadata": {}, "source": [ "## Anatomy of a fit\n", "\n", "Let's walk through the anatomy of a fit by fitting the observation well _12GIPGW_ to the reference well _45LOGW_. To fit wells within a model, we call `model.fit()` which has the following signature:" ] }, { "cell_type": "code", "execution_count": 4, "id": "c7c9f598", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Help on method fit in module gwrefpy.fitbase:\n", "\n", "fit(obs_well: gwrefpy.well.Well | list[gwrefpy.well.Well] | str | list[str], ref_well: gwrefpy.well.Well | list[gwrefpy.well.Well] | str | list[str], offset: pandas._libs.tslibs.offsets.DateOffset | pandas._libs.tslibs.timedeltas.Timedelta | str, aggregation: Literal['mean', 'median', 'min', 'max'] = 'mean', p: float = 0.95, method: Literal['linearregression'] = 'linearregression', tmin: pandas._libs.tslibs.timestamps.Timestamp | str | None = None, tmax: pandas._libs.tslibs.timestamps.Timestamp | str | None = None, report: bool = True) -> gwrefpy.fitresults.FitResultData | list[gwrefpy.fitresults.FitResultData] method of gwrefpy.model.Model instance\n", " Fit reference well(s) to observation well(s) using regression.\n", " \n", " Parameters\n", " ----------\n", " obs_well : Well | list[Well] | str | list[str]\n", " The observation well(s) to use for fitting. Can be Well objects,\n", " well names (strings), or lists of either. If a list is provided,\n", " each well will be paired with the corresponding reference well by index.\n", " ref_well : Well | list[Well] | str | list[str]\n", " The reference well(s) to use for fitting. Can be Well objects,\n", " well names (strings), or lists of either. If a list is provided,\n", " each well will be paired with the corresponding observation well by index.\n", " offset: pd.DateOffset | pd.Timedelta | str\n", " The offset to apply to the time series when grouping within time\n", " equivalents.\n", " aggregation: Literal[\"mean\", \"median\", \"min\", \"max\"], optional\n", " The aggregation method to use when grouping data points within time\n", " equivalents (default is \"mean\").\n", " p : float, optional\n", " The confidence level for the fit (default is 0.95).\n", " method : Literal[\"linearregression\"]\n", " Method with which to perform regression. Currently only supports\n", " linear regression.\n", " tmin: pd.Timestamp | str | None = None\n", " Minimum time for calibration period.\n", " tmax: pd.Timestamp | str | None = None\n", " Maximum time for calibration period.\n", " report: bool, optional\n", " Whether to print fit results summary (default is True).\n", " \n", " Returns\n", " -------\n", " FitResultData | list[FitResultData]\n", " If single wells are provided, returns a single FitResultData object.\n", " If lists of wells are provided, returns a list of FitResultData objects\n", " for each obs_well/ref_well pair.\n", " \n", " Raises\n", " ------\n", " ValueError\n", " If lists are provided but have different lengths.\n", "\n" ] } ], "source": [ "help(model.fit)" ] }, { "cell_type": "markdown", "id": "bc5b2494", "metadata": {}, "source": [ "The first two arguments determine which wells to use. \n", "\n", "The `offset` and `aggregation` arguments handle cases where the timeseries of the wells are not aligned, see [this notebook](). The wells in this model are sampled daily and cover the same period, which means we can use `\"0D\"` as the offset which also renders the `aggregation` argument obsolete.\n", "\n", "The `p` argument controls which confidence level to use when evaluating the lower and upper bound from which to recognize deviations. We will use the default `p`-value of 0.05.\n", "\n", "The `tmin` and `tmax` arguments control the period in which we want to perform the fit. This is an important decision that can only be inferred from prior knowledge of the wells. We want to select this period such that no (or negligble) external factors are affecting head in the observation well. In this example, we will assume that data until 2022 is unaffected and can be used for fitting a regression.\n", "\n", "```{important}\n", "The reference well needs to be unaffected by external factors during its entire time period.\n", "```\n", "\n", "Currently, `gwrefpy` supports the linear regression fit as demonstrated in [Strandanger (2024)](https://svenskageotekniskaforeningen.se/wp-content/uploads/Publikationer/SGF_Rapporter/2024_2_Akvifars_refmetod.pdf), which is what we will cover in this notebook. Linear regression is currently the only available method, which is why we don't have to explicitly pass it.\n", "\n", "Let's do this!" ] }, { "cell_type": "code", "execution_count": 5, "id": "8bd50274", "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
\n", " Fit Results: 19W110U ~ 19W100U\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
StatisticValueDescription
RMSE0.1514Root Mean Square Error
R²0.9699Coefficient of Determination
R-value0.9848Correlation Coefficient
Slope1.0058Linear Regression Slope
Intercept-0.1676Linear Regression Intercept
P-value0.0000Statistical Significance
N1826Number of Data Points
Std Error0.1515Standard Error
Confidence95.0%Confidence Level
\n", "

\n", " Calibration Period: 2018-01-01 00:00:00 to 2022
\n", " Time Offset: 0D
\n", " Aggregation Method: mean\n", "

\n", "
\n", " " ], "text/plain": [ "FitResultData(ref_well='19W100U', obs_well='19W110U', rmse=0.1514, r²=0.9699, n=1826)" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model.fit(\n", " obs_well=\"19W110U\",\n", " ref_well=\"19W100U\",\n", " offset=\"0D\",\n", " tmax=\"2022\"\n", ")" ] }, { "cell_type": "markdown", "id": "430f222d", "metadata": {}, "source": [ "By default when calling `fit()`, a summary of the fitted regression is displayed as seen above.\n", "\n", "Calling `fit()` results in a `FitResultData` object being created and stored in the model instance's `fits` attribute. Let's plot the resulting fit to verify everything is OK. We use the `plot_fitmethod()` method and pass all available fits knowing it will only contain the fit we just created." ] }, { "cell_type": "code", "execution_count": 6, "id": "f4d0eed1", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_ = model.plot_fitmethod(model.fits)" ] }, { "cell_type": "markdown", "id": "ef949de0", "metadata": {}, "source": [ "We can see that for the training data, which is data used to fit the regression, our fit seems OK. Observed heads outside of this period show a different behavior - one might suspect a deviation!" ] }, { "cell_type": "markdown", "id": "67b970ff", "metadata": {}, "source": [ "## Analysing deviations\n", "\n", "Evaluating deviation is a key `gwrefpy` feature! Below, we plot the resulting fit and transformed head, along with the lower and upper confidence limit based on our `p` value (0.05) and the fit. \n", "\n", "Below, we retrieve the fit from the model and get the associated fitted timeseries for the reference well and the upper and lower bound associated with the `p` value.\n", "\n", "```{tip}\n", "Below, we generate the plot by hand to showcase how to retrieve the fitted timeseries and its associated upper and lower bound. If you want to quickly review a fit and deviations, use `model.plot_fits()`.\n", "```" ] }, { "cell_type": "code", "execution_count": 7, "id": "b324120b", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fit = model.get_fits(\"19W100U\") # we know we only have one fit, so this will be a single object\n", "fitted_ref = fit.get_fit_timeseries()\n", "upper_bound = fit.get_upper_confidence_bound()\n", "lower_bound = fit.get_lower_confidence_bound()\n", "\n", "fig, ax = plt.subplots()\n", "\n", "_ = ax.fill_between(fitted_ref.index, y1=lower_bound, y2=upper_bound, alpha=0.5)\n", "_ = ax.axvline(pd.Timestamp(\"2022\"), color=\"black\", linewidth=2, label=\"Calibration stop\")\n", "\n", "\n", "_ = fitted_ref.plot(ax=ax, label=\"19W100U (fitted)\")\n", "_ = obs = model.get_wells(\"19W110U\")\n", "_ = obs.timeseries.plot(ax=ax, label=\"19W110U\")\n", "_ = ax.legend(loc=\"upper left\")" ] }, { "cell_type": "markdown", "id": "b0ceb775", "metadata": {}, "source": [ "Seems like the observation well (19W110U) dips below the lower bound during 2023 and 2024. Let's zoom into this period and plot the timesteps where this occurs with a different color after retrivieing them with the `get_outliers()` method." ] }, { "cell_type": "code", "execution_count": null, "id": "00385d4d", "metadata": {}, "outputs": [ { "ename": "SyntaxError", "evalue": "invalid syntax (1235009736.py, line 7)", "output_type": "error", "traceback": [ " \u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[8]\u001b[39m\u001b[32m, line 7\u001b[39m\n\u001b[31m \u001b[39m\u001b[31m= ax.legend()\u001b[39m\n ^\n\u001b[31mSyntaxError\u001b[39m\u001b[31m:\u001b[39m invalid syntax\n" ] } ], "source": [ "fig, ax = plt.subplots()\n", "\n", "ax.fill_between(fitted_ref.index, y1=lower_bound, y2=upper_bound, alpha=0.5)\n", "\n", "fitted_ref.loc[\"2022\":].plot(ax=ax, label=\"19W100U (fitted)\")\n", "obs.timeseries.loc[\"2022\":].plot(ax=ax, label=\"19W110U\")\n", "_ = ax.legend()" ] }, { "cell_type": "markdown", "id": "50c1856d", "metadata": {}, "source": [ "## Generate multiple fits at once\n", "\n", "With `gwrefpy`, you can fit as many reference wells as you like to a single observation well. This is useful if you have many wells to choose from, and would like to rank their fit performance.\n", "\n", "Below, we load an example model with many observation and reference wells and clear its existing fits." ] }, { "cell_type": "code", "execution_count": null, "id": "2cba85cc", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[Well(name=01OBS), Well(name=02OBS), Well(name=03OBS)]" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "large_model = gr.Model(\"large_example.gwref\")\n", "large_model.fits = []\n", "large_model.obs_wells[:3]" ] }, { "cell_type": "markdown", "id": "09e7500f", "metadata": {}, "source": [ "We choose a observation well and then run `best_fit()`, which will default to perform a fit for all available reference wells.\n", "\n", "This project many reference wells, so we select only the top 3 fits with `remove_fits_by_n()` and then plot the resulting regression fit by fit." ] }, { "cell_type": "code", "execution_count": null, "id": "7bdb0671", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_ = large_model.best_fit(obs_well=\"01OBS\", offset=\"0D\")\n", "_ = large_model.remove_fits_by_n(\"01OBS\", 3)\n", "\n", "fig, axs = plt.subplots(ncols=len(large_model.fits), sharey=True, figsize=(10,4))\n", "for ax, fit in zip(axs, large_model.fits):\n", " _ = large_model.plot_fitmethod(fit, ax=ax)\n", " legend = ax.get_legend()\n", " legend.set_bbox_to_anchor((0.5, -0.5))\n", " legend.set_loc(\"upper center\")" ] }, { "cell_type": "markdown", "id": "e5ad43b6", "metadata": {}, "source": [ "This is a great way to evaluate many reference wells for a single observation well!\n", "\n", "Happy fitting!" ] } ], "metadata": { "kernelspec": { "display_name": "gwrefpy", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.13" } }, "nbformat": 4, "nbformat_minor": 5 }