- {
- “cells”: [
- {
“cell_type”: “markdown”, “metadata”: {}, “source”: [
“## Proof of concept”
]
}, {
“cell_type”: “markdown”, “metadata”: {}, “source”: [
“This notebook provides a proof of concept for Diagnostic Efficiency.”
]
}, {
“cell_type”: “code”, “execution_count”: 1, “metadata”: {}, “outputs”: [], “source”: [
“from pathlib import Path # OS-independent path handlingn”, “#import osn”, “#import sysn”, “#PATH = Path(os.getcwd()).parent.parentn”, “#sys.path.append(str(PATH))n”, “n”, “import pandas as pdn”, “from de import den”, “from de import generate_errorsn”, “from de import kgen”, “from de import nsen”, “from de import utiln”, “from de import fdcn”, “n”, “import warningsn”, “warnings.filterwarnings(‘ignore’)”
]
}, {
“cell_type”: “markdown”, “metadata”: {}, “source”: [
“### Observed streamflow time series from CAMELS dataset”
]
}, {
“cell_type”: “markdown”, “metadata”: {}, “source”: [
“The observed and simulated streamflow time series are part of the open-source CAMELS dataset (Addorn”, “et al., 2017). The data can be downloaded from https://ncar.github.io/hydrology/datasets/CAMELS_timeseries.”
]
}, {
“cell_type”: “code”, “execution_count”: 2, “metadata”: {}, “outputs”: [
- {
- “data”: {
“image/png”: “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n”, “text/plain”: [
“<Figure size 432x288 with 1 Axes>”
]
}, “metadata”: {}, “output_type”: “display_data”
}
], “source”: [
“area = 619.11 # catchment area in km2 to convert runoff to mm/dayn”, “path = PATH / "examples" / "13331500_streamflow_qc.txt"n”, “df_ts = util.import_camels_ts(path, sep=r"\s+", catch_area=area) # import observed time seriesn”, “fig_ts = util.plot_ts(df_ts)”
]
}, {
“cell_type”: “markdown”, “metadata”: {}, “source”: [
“Observed streamflow time series from CAMELS dataset (gauge_id: 13331500; gauge_name: Minam 160 River near Minam, OR, U.S.)”
]
}, {
“cell_type”: “markdown”, “metadata”: {}, “source”: [
“### Generating artificial errors”
]
}, {
“cell_type”: “markdown”, “metadata”: {}, “source”: [
“Generating artificial errors by systematic manipulation of an observed streamflow time series:n”, “- constant errorn”, “- dynamic errorn”, “- timing error”
]
}, {
“cell_type”: “markdown”, “metadata”: {}, “source”: [
“#### Positive constant error”
]
}, {
“cell_type”: “code”, “execution_count”: 3, “metadata”: {}, “outputs”: [
- {
- “data”: {
“image/png”: “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n”, “text/plain”: [
“<Figure size 432x288 with 1 Axes>”
]
}, “metadata”: {}, “output_type”: “display_data”
}, {
- “data”: {
“image/png”: “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”, “text/plain”: [
“<Figure size 432x288 with 1 Axes>”
]
}, “metadata”: {}, “output_type”: “display_data”
}
], “source”: [
“obs_sim = pd.DataFrame(index=df_ts.index, columns=[‘Qobs’, ‘Qsim’])n”, “obs_sim.loc[:, ‘Qobs’] = df_ts.loc[:, ‘Qobs’]n”, “# generate positive constant errorn”, “obs_sim.loc[:, ‘Qsim’] = generate_errors.constant(df_ts[‘Qobs’].values,n”, ” offset=1.25)n”, “n”, “# plot time seriesn”, “fig_ts = util.plot_obs_sim(obs_sim[‘Qobs’], obs_sim[‘Qsim’])n”, “# plot flow duration curven”, “fig_fdc = fdc.fdc_obs_sim(obs_sim[‘Qobs’], obs_sim[‘Qsim’])”
]
}, {
“cell_type”: “code”, “execution_count”: 4, “metadata”: {}, “outputs”: [
- {
- “data”: {
“image/png”: “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”, “text/plain”: [
“<Figure size 432x432 with 2 Axes>”
]
}, “metadata”: {}, “output_type”: “display_data”
}
], “source”: [
“# make arraysn”, “obs_arr = obs_sim[‘Qobs’].valuesn”, “sim_arr = obs_sim[‘Qsim’].valuesn”, “n”, “# diagnostic polar plotn”, “fig_dpp = de.diag_polar_plot(obs_arr, sim_arr)”
]
}, {
“cell_type”: “markdown”, “metadata”: {}, “source”: [
“#### Positive dynamic error”
]
}, {
“cell_type”: “code”, “execution_count”: 5, “metadata”: {}, “outputs”: [
- {
- “data”: {
“image/png”: “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n”, “text/plain”: [
“<Figure size 432x288 with 1 Axes>”
]
}, “metadata”: {}, “output_type”: “display_data”
}, {
- “data”: {
“image/png”: “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”, “text/plain”: [
“<Figure size 432x288 with 1 Axes>”
]
}, “metadata”: {}, “output_type”: “display_data”
}
], “source”: [
“obs_sim = pd.DataFrame(index=df_ts.index, columns=[‘Qobs’, ‘Qsim’])n”, “obs_sim.loc[:, ‘Qobs’] = df_ts.loc[:, ‘Qobs’]n”, “# generate positive dynamic errorn”, “tsd = generate_errors.positive_dynamic(df_ts.copy(), prop=0.5)n”, “obs_sim.loc[:, ‘Qsim’] = tsd.loc[:, ‘Qsim’]n”, “n”, “# plot time seriesn”, “fig_ts = util.plot_obs_sim(obs_sim[‘Qobs’], obs_sim[‘Qsim’])n”, “# plot flow duration curven”, “fig_fdc = fdc.fdc_obs_sim(obs_sim[‘Qobs’], obs_sim[‘Qsim’])”
]
}, {
“cell_type”: “code”, “execution_count”: 6, “metadata”: {}, “outputs”: [
- {
- “data”: {
“image/png”: “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”, “text/plain”: [
“<Figure size 432x432 with 2 Axes>”
]
}, “metadata”: {}, “output_type”: “display_data”
}
], “source”: [
“# make arraysn”, “obs_arr = obs_sim[‘Qobs’].valuesn”, “sim_arr = obs_sim[‘Qsim’].valuesn”, “n”, “# diagnostic polar plotn”, “fig_dpp = de.diag_polar_plot(obs_arr, sim_arr)”
]
}, {
“cell_type”: “markdown”, “metadata”: {}, “source”: [
“#### Timing error”
]
}, {
“cell_type”: “code”, “execution_count”: 7, “metadata”: {}, “outputs”: [
- {
- “data”: {
“image/png”: “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n”, “text/plain”: [
“<Figure size 432x288 with 1 Axes>”
]
}, “metadata”: {}, “output_type”: “display_data”
}, {
- “data”: {
“image/png”: “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”, “text/plain”: [
“<Figure size 432x288 with 1 Axes>”
]
}, “metadata”: {}, “output_type”: “display_data”
}
], “source”: [
“obs_sim = pd.DataFrame(index=df_ts.index, columns=[‘Qobs’, ‘Qsim’])n”, “obs_sim.loc[:, ‘Qobs’] = df_ts.loc[:, ‘Qobs’]n”, “# generate timing errorn”, “tss = generate_errors.timing(df_ts.copy(), shuffle=True) # shufflingn”, “obs_sim.loc[:, ‘Qsim’] = tss.iloc[:, 0].valuesn”, “n”, “# plot time seriesn”, “fig_ts = util.plot_obs_sim(obs_sim[‘Qobs’], obs_sim[‘Qsim’])n”, “# plot flow duration curven”, “fig_fdc = fdc.fdc_obs_sim(obs_sim[‘Qobs’], obs_sim[‘Qsim’])”
]
}, {
“cell_type”: “code”, “execution_count”: 8, “metadata”: {}, “outputs”: [
- {
- “data”: {
“image/png”: “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”, “text/plain”: [
“<Figure size 432x432 with 2 Axes>”
]
}, “metadata”: {}, “output_type”: “display_data”
}
], “source”: [
“# make arraysn”, “obs_arr = obs_sim[‘Qobs’].valuesn”, “sim_arr = obs_sim[‘Qsim’].valuesn”, “n”, “# diagnostic polar plotn”, “fig_dpp = de.diag_polar_plot(obs_arr, sim_arr)”
]
}, {
“cell_type”: “markdown”, “metadata”: {}, “source”: [
“In this case, the two dynamic error types cannot be distinguished from each other. Thus, the arrow extends in both directions.”
]
}, {
“cell_type”: “markdown”, “metadata”: {}, “source”: [
“### References”
]
}, {
“cell_type”: “markdown”, “metadata”: {}, “source”: [
“Addor, N., Newman, A. J., Mizukami, N., and Clark, M. P.: The CAMELS data set: catchment attributes and meteorology for large-sample studies, in, version 2.0 ed., Boulder, CO: UCAR/NCAR, 2017.”
]
}
], “metadata”: {
- “kernelspec”: {
“display_name”: “Python 3”, “language”: “python”, “name”: “python3”
}, “language_info”: {
- “codemirror_mode”: {
“name”: “ipython”, “version”: 3
}, “file_extension”: “.py”, “mimetype”: “text/x-python”, “name”: “python”, “nbconvert_exporter”: “python”, “pygments_lexer”: “ipython3”, “version”: “3.8.5”
}
}, “nbformat”: 4, “nbformat_minor”: 4
}