{ "cells": [ { "cell_type": "markdown", "id": "90465e37-a1ad-4a68-9d16-c00d6594cee4", "metadata": {}, "source": [ "# Demonstration of Well Class\n", "\n", "Notebook to demonstrate using the `Well` Class to \n", "estimate drawdown or stream depletion using the \n", "solutions available in the python module." ] }, { "cell_type": "code", "execution_count": 1, "id": "95dbea60-dd79-408f-bb66-6bb84386187c", "metadata": { "execution": { "iopub.execute_input": "2025-05-27T20:23:57.027200Z", "iopub.status.busy": "2025-05-27T20:23:57.027066Z", "iopub.status.idle": "2025-05-27T20:23:57.901494Z", "shell.execute_reply": "2025-05-27T20:23:57.901161Z" } }, "outputs": [], "source": [ "import sys\n", "\n", "sys.path.insert(1, \"../../\")\n", "import pycap\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd" ] }, { "cell_type": "markdown", "id": "a1ec807f-632c-49ff-a703-da6b757f05d5", "metadata": {}, "source": [ "## Example Depletion\n", "The `Well` class will estimate depletions for streams. The stream distances and\n", "streambed conductances, if needed, are passed through dictionaries keyed by \n", "a stream name or ID. In this notebook a table of values will be made manually from \n", "Table 2 from Reeves, H.W., Hamilton, D.A., Seelbach, P.W., and Asher, A.J., 2009, Ground-water-withdrawal component of the Michigan water-withdrawal screening tool: U.S. Geological Survey Scientific Investigations Report 2009–5003, 36 p.\n", "[https://pubs.usgs.gov/sir/2009/5003/]\n", "\n", "> pro tip: notice that the distance increases with increasing ID number. Useful for relative reference below." ] }, { "cell_type": "code", "execution_count": 2, "id": "4d858624-c165-413d-bcc4-3e74f5b6362b", "metadata": { "execution": { "iopub.execute_input": "2025-05-27T20:23:57.903100Z", "iopub.status.busy": "2025-05-27T20:23:57.902964Z", "iopub.status.idle": "2025-05-27T20:23:57.905641Z", "shell.execute_reply": "2025-05-27T20:23:57.905389Z" } }, "outputs": [], "source": [ "stream_table = pd.DataFrame(\n", " (\n", " {\"id\": 8, \"distance\": 14802},\n", " {\"id\": 9, \"distance\": 12609.2},\n", " {\"id\": 11, \"distance\": 15750.5},\n", " {\"id\": 27, \"distance\": 22567.6},\n", " {\"id\": 9741, \"distance\": 27565.2},\n", " {\"id\": 10532, \"distance\": 33059.5},\n", " {\"id\": 11967, \"distance\": 14846.3},\n", " {\"id\": 12515, \"distance\": 17042.55},\n", " {\"id\": 12573, \"distance\": 11959.5},\n", " {\"id\": 12941, \"distance\": 19070.8},\n", " {\"id\": 13925, \"distance\": 10028.9},\n", " )\n", ")" ] }, { "cell_type": "markdown", "id": "75c27baa-391a-4ee3-95c6-0ab52c1f06e4", "metadata": {}, "source": [ "## Compute apportionment\n", "\n", "The example in the report uses inverse-distance weighting apportionment. Other\n", "apportionment approaches that may be used as a simple way to extend the analytical\n", "solution are discussed by Zipper and others (2019). [https://agupubs.onlinelibrary.wiley.com/doi/10.1029/2018WR024403]" ] }, { "cell_type": "code", "execution_count": 3, "id": "cd49a471-83e2-403a-9695-5b315eedbcd2", "metadata": { "execution": { "iopub.execute_input": "2025-05-27T20:23:57.906839Z", "iopub.status.busy": "2025-05-27T20:23:57.906760Z", "iopub.status.idle": "2025-05-27T20:23:57.909062Z", "shell.execute_reply": "2025-05-27T20:23:57.908873Z" } }, "outputs": [], "source": [ "invers = np.array([1 / x for x in stream_table[\"distance\"]])\n", "stream_table[\"apportionment\"] = (1.0 / stream_table[\"distance\"]) / np.sum(invers)" ] }, { "cell_type": "markdown", "id": "478737c3-0e68-46a6-976b-eacf47820223", "metadata": {}, "source": [ "## set aquifer properties and streambed conductances" ] }, { "cell_type": "code", "execution_count": 4, "id": "6de231c4-280f-4351-a6c5-d4dc939b9777", "metadata": { "execution": { "iopub.execute_input": "2025-05-27T20:23:57.910228Z", "iopub.status.busy": "2025-05-27T20:23:57.910152Z", "iopub.status.idle": "2025-05-27T20:23:57.912013Z", "shell.execute_reply": "2025-05-27T20:23:57.911791Z" } }, "outputs": [], "source": [ "T = 7211.0 # ft^2/day\n", "S = 0.01\n", "Q = 70 # 70 gpm --> must convert to cubic feet per day\n", "pumpdays = int(5.0 * 365)\n", "stream_table[\"conductance\"] = 7.11855 # example uses constant streambed_conductance" ] }, { "cell_type": "markdown", "id": "c9aef4c4-3ab7-4fa2-9f4c-69955c054733", "metadata": {}, "source": [ "## call a utility to convert Q to a series with appropriate formatting\n", "\n", "The `Well` Class works with a Pandas series of pumping rates, it may be\n", "easily constructed with the `pycap-dss` `Q2ts` function. The index of the\n", "series is pumping days. We also need to convert \n", "from pumping in GPM to cubic feet per day so that units are consistent.\n" ] }, { "cell_type": "code", "execution_count": 5, "id": "00d5ddce-a8e5-4343-b35a-e9fc73c58520", "metadata": { "execution": { "iopub.execute_input": "2025-05-27T20:23:57.913095Z", "iopub.status.busy": "2025-05-27T20:23:57.913022Z", "iopub.status.idle": "2025-05-27T20:23:57.914953Z", "shell.execute_reply": "2025-05-27T20:23:57.914738Z" } }, "outputs": [], "source": [ "Q = pycap.Q2ts(pumpdays, 5, Q) * pycap.GPM2CFD" ] }, { "cell_type": "code", "execution_count": 6, "id": "0686c301-9569-436e-8e9d-fea657deae7f", "metadata": { "execution": { "iopub.execute_input": "2025-05-27T20:23:57.916023Z", "iopub.status.busy": "2025-05-27T20:23:57.915947Z", "iopub.status.idle": "2025-05-27T20:23:57.919296Z", "shell.execute_reply": "2025-05-27T20:23:57.919083Z" } }, "outputs": [ { "data": { "text/plain": [ "1 13475.935829\n", "2 13475.935829\n", "3 13475.935829\n", "4 13475.935829\n", "5 13475.935829\n", " ... \n", "1821 13475.935829\n", "1822 13475.935829\n", "1823 13475.935829\n", "1824 13475.935829\n", "1825 13475.935829\n", "Length: 1825, dtype: float64" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Q" ] }, { "cell_type": "code", "execution_count": 7, "id": "c4d10dca-be43-4292-b3d5-3705669a7975", "metadata": { "execution": { "iopub.execute_input": "2025-05-27T20:23:57.920386Z", "iopub.status.busy": "2025-05-27T20:23:57.920315Z", "iopub.status.idle": "2025-05-27T20:23:57.924673Z", "shell.execute_reply": "2025-05-27T20:23:57.924458Z" } }, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " id distance apportionment conductance\n", "0 8 14802.0 0.098916 7.11855\n", "1 9 12609.2 0.116118 7.11855\n", "2 11 15750.5 0.092959 7.11855\n", "3 27 22567.6 0.064878 7.11855\n", "4 9741 27565.2 0.053116 7.11855" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "stream_table.head()" ] }, { "cell_type": "markdown", "id": "7c0ba891-d81d-4307-bb58-778443b7e7ff", "metadata": {}, "source": [ "make dictionaries from the distances, apportionment, and conductance values" ] }, { "cell_type": "code", "execution_count": 8, "id": "060425be-8fef-4fdb-ada6-f08cfcfd9c98", "metadata": { "execution": { "iopub.execute_input": "2025-05-27T20:23:57.925811Z", "iopub.status.busy": "2025-05-27T20:23:57.925737Z", "iopub.status.idle": "2025-05-27T20:23:57.927358Z", "shell.execute_reply": "2025-05-27T20:23:57.927133Z" } }, "outputs": [], "source": [ "distances = dict(zip(stream_table.id.values, stream_table.distance.values))" ] }, { "cell_type": "code", "execution_count": 9, "id": "eabbb8d3-9263-4cc6-9195-1c89ce5c8557", "metadata": { "execution": { "iopub.execute_input": "2025-05-27T20:23:57.928447Z", "iopub.status.busy": "2025-05-27T20:23:57.928378Z", "iopub.status.idle": "2025-05-27T20:23:57.929947Z", "shell.execute_reply": "2025-05-27T20:23:57.929722Z" } }, "outputs": [], "source": [ "apportion = dict(zip(stream_table.id.values, stream_table.apportionment.values))" ] }, { "cell_type": "code", "execution_count": 10, "id": "8e925f15-7afe-4a7e-bf52-65aa41149de7", "metadata": { "execution": { "iopub.execute_input": "2025-05-27T20:23:57.931052Z", "iopub.status.busy": "2025-05-27T20:23:57.930958Z", "iopub.status.idle": "2025-05-27T20:23:57.932529Z", "shell.execute_reply": "2025-05-27T20:23:57.932326Z" } }, "outputs": [], "source": [ "cond = dict(zip(stream_table.id.values, stream_table.conductance.values))" ] }, { "cell_type": "markdown", "id": "4c8ec170-ad59-48b4-85c7-4724506e7f05", "metadata": {}, "source": [ "## Make a Well object\n", "\n", "Depletion and drawdown can be easily returned as attributes of the object.\n", "The choice of depletion or drawdown method is made through a parameter passed to\n", "the object. In this example the Hunt (1999) depletion method is used\n", "to compute stream depletion for the dictionary of streams at the given\n", "distances with the inverse-distance apportionment. We also can\n", "compute drawdown at a dictionary of locations. If drawdown_dist\n", "is not passed to the object, then drawdowns will not be computed.\n", "Results are returned as arrays that may easily be converted to \n", "Pandas dataframes for ease of viewing and plotting." ] }, { "cell_type": "code", "execution_count": 11, "id": "8ba31012-76ab-4c1e-9e16-be545dce05b2", "metadata": { "execution": { "iopub.execute_input": "2025-05-27T20:23:57.933660Z", "iopub.status.busy": "2025-05-27T20:23:57.933589Z", "iopub.status.idle": "2025-05-27T20:23:57.935510Z", "shell.execute_reply": "2025-05-27T20:23:57.935308Z" } }, "outputs": [], "source": [ "test_well = pycap.Well(\n", " T=T,\n", " S=S,\n", " Q=Q,\n", " depletion_years=5,\n", " depl_method=\"hunt_99_depletion\",\n", " drawdown_dist={\"testlocation0\": 50.0}, # default method is Theis\n", " streambed_conductance=cond,\n", " stream_dist=distances,\n", " stream_apportionment=apportion,\n", ")" ] }, { "cell_type": "code", "execution_count": 12, "id": "84ad8495-19bd-4b22-a67e-b3440c0af154", "metadata": { "execution": { "iopub.execute_input": "2025-05-27T20:23:57.936523Z", "iopub.status.busy": "2025-05-27T20:23:57.936456Z", "iopub.status.idle": "2025-05-27T20:23:57.938476Z", "shell.execute_reply": "2025-05-27T20:23:57.938282Z" } }, "outputs": [], "source": [ "drawdown = pd.DataFrame(test_well.drawdown)" ] }, { "cell_type": "markdown", "id": "cf92e558-2501-4ee2-aafe-0b7fac0f5bd0", "metadata": {}, "source": [ "look at drawdown, only one distance was specified. The timeseries is returned however." ] }, { "cell_type": "code", "execution_count": 13, "id": "8c30946b-537f-4455-8746-c8b746bfd32a", "metadata": { "execution": { "iopub.execute_input": "2025-05-27T20:23:57.939642Z", "iopub.status.busy": "2025-05-27T20:23:57.939571Z", "iopub.status.idle": "2025-05-27T20:23:57.942160Z", "shell.execute_reply": "2025-05-27T20:23:57.941926Z" } }, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " testlocation0\n", "0 0.000000\n", "1 0.962843\n", "2 1.065859\n", "3 1.126136\n", "4 1.168908" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "drawdown.head()" ] }, { "cell_type": "markdown", "id": "ef9d8276-f8e6-4a99-b08b-8c4766feb941", "metadata": {}, "source": [ "### Depletion\n", "\n", "The object gives the daily time series according to the \n", "pumping schedule. We can pull out the 5-year depletion\n", "to note that the final results match Table 2. Note that\n", "we need to convert to GPM to compare results to Table 2" ] }, { "cell_type": "code", "execution_count": 14, "id": "45c8ee4e-0a96-4812-8503-0fab8a99b54f", "metadata": { "execution": { "iopub.execute_input": "2025-05-27T20:23:57.944249Z", "iopub.status.busy": "2025-05-27T20:23:57.944157Z", "iopub.status.idle": "2025-05-27T20:23:57.948836Z", "shell.execute_reply": "2025-05-27T20:23:57.948633Z" } }, "outputs": [], "source": [ "stream_depl = pd.DataFrame(test_well.depletion)" ] }, { "cell_type": "code", "execution_count": 15, "id": "79602e05-ab9d-46b8-88be-7feaf90eb98f", "metadata": { "execution": { "iopub.execute_input": "2025-05-27T20:23:57.949962Z", "iopub.status.busy": "2025-05-27T20:23:57.949889Z", "iopub.status.idle": "2025-05-27T20:23:57.953358Z", "shell.execute_reply": "2025-05-27T20:23:57.953148Z" } }, "outputs": [ { "data": { "text/html": [ "
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Depletion
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" ], "text/plain": [ " Depletion\n", "8 5.144899\n", "9 6.303955\n", "11 4.744429\n", "27 2.869554\n", "9741 2.098081\n", "10532 1.532334\n", "11967 5.125042\n", "12515 4.271490\n", "12573 6.729668\n", "12941 3.660252\n", "13925 8.322122" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "stream_depl = stream_depl * pycap.CFD2GPM\n", "# pull out row for days = 1824 and transpose matrix for ease of comparison to Table 2\n", "five_year = pd.DataFrame(stream_depl.loc[1824].T)\n", "five_year.rename(columns={1824: \"Depletion\"}, inplace=True)\n", "five_year" ] }, { "cell_type": "markdown", "id": "d752c6cb-2bc3-48ad-adca-03d23a2b19e9", "metadata": {}, "source": [ "## What about plotting?" ] }, { "cell_type": "code", "execution_count": 16, "id": "42bdf026-21c5-4194-ac20-ea78afe218bb", "metadata": { "execution": { "iopub.execute_input": "2025-05-27T20:23:57.954448Z", "iopub.status.busy": "2025-05-27T20:23:57.954372Z", "iopub.status.idle": "2025-05-27T20:23:58.025269Z", "shell.execute_reply": "2025-05-27T20:23:58.025027Z" } }, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'drawdown in feet')" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "drawdown.plot(ax=ax)\n", "ax.set_xlabel(\"pumping in days\")\n", "ax.set_ylabel(\"drawdown in feet\")" ] }, { "cell_type": "code", "execution_count": 17, "id": "b63019e3-06c3-40bf-823b-6d65d5f9d072", "metadata": { "execution": { "iopub.execute_input": "2025-05-27T20:23:58.026541Z", "iopub.status.busy": "2025-05-27T20:23:58.026461Z", "iopub.status.idle": "2025-05-27T20:23:58.115716Z", "shell.execute_reply": "2025-05-27T20:23:58.115447Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "stream_depl.plot(ax=ax)\n", "ax.set_xlabel(\"pumping in days\")\n", "ax.set_ylabel(\"depletion in GPM\")\n", "ax.legend(\n", " title=\"Explanation\",\n", " bbox_to_anchor=(0, 0.9, 1, 0.9),\n", " bbox_transform=fig.transFigure,\n", " ncols=5,\n", " mode=\"expand\",\n", " loc=\"lower left\",\n", ")" ] }, { "cell_type": "markdown", "id": "5268625c-244d-491c-8da7-9b558b21e00c", "metadata": {}, "source": [ "## Change depletion method\n", "Several depletion methods are available (see the solutions demonstation notebook\n", "for more information). The choice of depletion method is passed to the object\n", "as a parameter. Some solutions require additional parameters which need\n", "to be passed as named variables." ] }, { "cell_type": "code", "execution_count": 18, "id": "ce28600d-f090-42ea-88d4-a570f0f20c5c", "metadata": { "execution": { "iopub.execute_input": "2025-05-27T20:23:58.117221Z", "iopub.status.busy": "2025-05-27T20:23:58.117103Z", "iopub.status.idle": "2025-05-27T20:23:58.119443Z", "shell.execute_reply": "2025-05-27T20:23:58.119201Z" } }, "outputs": [ { "data": { "text/plain": [ "{'glover_depletion': ,\n", " 'walton_depletion': ,\n", " 'hunt_99_depletion': ,\n", " 'hunt_03_depletion': ,\n", " 'ward_lough_depletion': }" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pycap.ALL_DEPL_METHODS" ] }, { "cell_type": "code", "execution_count": 19, "id": "8775a985-cd08-445c-b777-9a6501a5aa9c", "metadata": { "execution": { "iopub.execute_input": "2025-05-27T20:23:58.120720Z", "iopub.status.busy": "2025-05-27T20:23:58.120622Z", "iopub.status.idle": "2025-05-27T20:23:58.122537Z", "shell.execute_reply": "2025-05-27T20:23:58.122314Z" } }, "outputs": [], "source": [ "# for example the Glover and Balmer solution for a stream assuming no streambed resistance. Note that\n", "# the streambed_conductance parameter can be dropped from the call.\n", "test_glover = pycap.Well(\n", " T=T,\n", " S=S,\n", " Q=Q,\n", " depletion_years=5,\n", " depl_method=\"glover_depletion\",\n", " drawdown_dist={\"testlocation0\": 50.0}, # default method is Theis\n", " stream_dist=distances,\n", " stream_apportionment=apportion,\n", ")" ] }, { "cell_type": "code", "execution_count": 20, "id": "c722f2a9-0d21-4c3d-8c8b-f34ec490555b", "metadata": { "execution": { "iopub.execute_input": "2025-05-27T20:23:58.123646Z", "iopub.status.busy": "2025-05-27T20:23:58.123555Z", "iopub.status.idle": "2025-05-27T20:23:58.128852Z", "shell.execute_reply": "2025-05-27T20:23:58.128529Z" } }, "outputs": [], "source": [ "glover_depl = pd.DataFrame(test_glover.depletion)\n", "glover_depl = glover_depl * pycap.CFD2GPM" ] }, { "cell_type": "code", "execution_count": 21, "id": "98e59450-a1c8-45c2-a235-492487bffdd9", "metadata": { "execution": { "iopub.execute_input": "2025-05-27T20:23:58.130071Z", "iopub.status.busy": "2025-05-27T20:23:58.129986Z", "iopub.status.idle": "2025-05-27T20:23:58.184712Z", "shell.execute_reply": "2025-05-27T20:23:58.184444Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot the two solutions to compare depletion estimates\n", "\n", "fig, ax = plt.subplots()\n", "ax.plot(\n", " glover_depl.index.values,\n", " glover_depl[8].values,\n", " \"g-\",\n", " label=\"Glover and Balmer estimate\",\n", ")\n", "ax.plot(\n", " stream_depl.index.values, stream_depl[8].values, \"b-\", label=\"Hunt 1999 estimate\"\n", ")\n", "ax.set_xlabel(\"pumping in days\")\n", "ax.set_ylabel(\"depletion in GPM\")\n", "ax.legend(loc=\"lower right\")" ] }, { "cell_type": "markdown", "id": "f738227b-16db-4bc7-aa3a-c1627ff46ecb", "metadata": {}, "source": [ "## Intermittent Pumping\n", "The `Well` Class accepts Q as a series of daily pumping rates and will\n", "use superposition to produce a timeseries of drawdown or depletion.\n", "The `Q2ts` helper function is one way to generate an input series, \n", "but the user can make an arbitrary series.\n" ] }, { "cell_type": "markdown", "id": "248360aa-d910-43ce-87fb-753c7103f3d5", "metadata": {}, "source": [ "Set up a series pumping 3 days a week during June, July, and August" ] }, { "cell_type": "code", "execution_count": 22, "id": "c11703a1-341d-4242-a278-c93478acc07d", "metadata": { "execution": { "iopub.execute_input": "2025-05-27T20:23:58.186147Z", "iopub.status.busy": "2025-05-27T20:23:58.186031Z", "iopub.status.idle": "2025-05-27T20:23:58.188155Z", "shell.execute_reply": "2025-05-27T20:23:58.187921Z" } }, "outputs": [], "source": [ "Q_series = pd.Series(\n", " index=pd.period_range(start=\"2020-10-01\", end=\"2025-09-30\", freq=\"D\")\n", ")" ] }, { "cell_type": "code", "execution_count": 23, "id": "53a11fbf-817d-45ef-b690-7d7277344888", "metadata": { "execution": { "iopub.execute_input": "2025-05-27T20:23:58.189324Z", "iopub.status.busy": "2025-05-27T20:23:58.189231Z", "iopub.status.idle": "2025-05-27T20:23:58.202397Z", "shell.execute_reply": "2025-05-27T20:23:58.202163Z" } }, "outputs": [], "source": [ "for d in Q_series.index.values:\n", " Q_series[d] = 0.0\n", " if d.month in range(6, 9):\n", " if d.dayofweek in range(3, 6):\n", " Q_series[d] = 70 * pycap.GPM2CFD" ] }, { "cell_type": "code", "execution_count": 24, "id": "504e8360-156e-4102-9e7e-91034a9d87a5", "metadata": { "execution": { "iopub.execute_input": "2025-05-27T20:23:58.203493Z", "iopub.status.busy": "2025-05-27T20:23:58.203418Z", "iopub.status.idle": "2025-05-27T20:23:58.260459Z", "shell.execute_reply": "2025-05-27T20:23:58.260229Z" } }, "outputs": [ { "data": { "text/plain": [ "(18779.0, 18871.0)" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "Q_series.plot(ax=ax)\n", "ax.set_xlim(\"2021-06-01\", \"2021-09-01\")" ] }, { "cell_type": "markdown", "id": "20f63637-cc4c-4d33-814a-66f0a04177fc", "metadata": {}, "source": [ "`Well` Class expects series index to be integer days" ] }, { "cell_type": "code", "execution_count": 25, "id": "9fd1ed67-42ae-464d-b827-6e58a8b423eb", "metadata": { "execution": { "iopub.execute_input": "2025-05-27T20:23:58.261758Z", "iopub.status.busy": "2025-05-27T20:23:58.261674Z", "iopub.status.idle": "2025-05-27T20:23:58.263535Z", "shell.execute_reply": "2025-05-27T20:23:58.263322Z" } }, "outputs": [], "source": [ "Q_days = pd.Series(Q_series.values, index=range(1, len(Q_series) + 1))" ] }, { "cell_type": "code", "execution_count": 26, "id": "4d097a81-1051-4fb7-be84-da9e9c288cc9", "metadata": { "execution": { "iopub.execute_input": "2025-05-27T20:23:58.264646Z", "iopub.status.busy": "2025-05-27T20:23:58.264571Z", "iopub.status.idle": "2025-05-27T20:23:58.267062Z", "shell.execute_reply": "2025-05-27T20:23:58.266848Z" } }, "outputs": [ { "data": { "text/plain": [ "1 0.0\n", "2 0.0\n", "3 0.0\n", "4 0.0\n", "5 0.0\n", " ... \n", "1822 0.0\n", "1823 0.0\n", "1824 0.0\n", "1825 0.0\n", "1826 0.0\n", "Length: 1826, dtype: float64" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Q_days" ] }, { "cell_type": "code", "execution_count": 27, "id": "257a4726-d059-4e91-a86c-0715eb63ddc1", "metadata": { "execution": { "iopub.execute_input": "2025-05-27T20:23:58.268188Z", "iopub.status.busy": "2025-05-27T20:23:58.268110Z", "iopub.status.idle": "2025-05-27T20:23:58.270101Z", "shell.execute_reply": "2025-05-27T20:23:58.269884Z" } }, "outputs": [], "source": [ "test_intermittent = pycap.Well(\n", " T=T,\n", " S=S,\n", " Q=Q_days,\n", " depletion_years=5,\n", " depl_method=\"hunt_99_depletion\",\n", " drawdown_dist={\"testlocation0\": 50.0}, # default method is Theis\n", " streambed_conductance=cond,\n", " stream_dist=distances,\n", " stream_apportionment=apportion,\n", ")" ] }, { "cell_type": "code", "execution_count": 28, "id": "caaed89e-dc90-4000-b302-da4a28e5e63d", "metadata": { "execution": { "iopub.execute_input": "2025-05-27T20:23:58.271247Z", "iopub.status.busy": "2025-05-27T20:23:58.271173Z", "iopub.status.idle": "2025-05-27T20:23:58.352766Z", "shell.execute_reply": "2025-05-27T20:23:58.352420Z" } }, "outputs": [], "source": [ "intermittent_depl = pd.DataFrame(test_intermittent.depletion) * pycap.CFD2GPM" ] }, { "cell_type": "code", "execution_count": 29, "id": "aed97702-c809-47d1-b1a6-233a93cd42af", "metadata": { "execution": { "iopub.execute_input": "2025-05-27T20:23:58.354071Z", "iopub.status.busy": "2025-05-27T20:23:58.353991Z", "iopub.status.idle": "2025-05-27T20:23:58.444267Z", "shell.execute_reply": "2025-05-27T20:23:58.444018Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "intermittent_depl.plot(ax=ax)\n", "ax.set_xlabel(\"pumping in days\")\n", "ax.set_ylabel(\"depletion in GPM\")\n", "ax.legend(\n", " title=\"Explanation\",\n", " bbox_to_anchor=(0, 0.9, 1, 0.9),\n", " bbox_transform=fig.transFigure,\n", " ncols=5,\n", " mode=\"expand\",\n", " loc=\"lower left\",\n", ")" ] }, { "cell_type": "markdown", "id": "1b0184dd", "metadata": {}, "source": [ "Recall from above that only a single drawdown location was passed to the `Well` " ] }, { "cell_type": "code", "execution_count": 30, "id": "9dfe440a-d9ba-4a75-a172-f7c0c0ab27c1", "metadata": { "execution": { "iopub.execute_input": "2025-05-27T20:23:58.445596Z", "iopub.status.busy": "2025-05-27T20:23:58.445503Z", "iopub.status.idle": "2025-05-27T20:23:58.453359Z", "shell.execute_reply": "2025-05-27T20:23:58.453133Z" } }, "outputs": [], "source": [ "intermittent_drawdown = pd.DataFrame(test_intermittent.drawdown)" ] }, { "cell_type": "code", "execution_count": 31, "id": "b077de02-da63-4541-bb51-fcf49aa61020", "metadata": { "execution": { "iopub.execute_input": "2025-05-27T20:23:58.454529Z", "iopub.status.busy": "2025-05-27T20:23:58.454456Z", "iopub.status.idle": "2025-05-27T20:23:58.508679Z", "shell.execute_reply": "2025-05-27T20:23:58.508455Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "intermittent_drawdown.plot(ax=ax)\n", "ax.set_xlabel(\"pumping in days\")\n", "ax.set_ylabel(\"drawdown in feet\")\n", "ax.legend(loc=\"upper left\")" ] }, { "cell_type": "markdown", "id": "8e6b6f03-396a-42b3-bb25-bad2f0c7c0b7", "metadata": {}, "source": [ "## Well Class is restricted to Theis drawdown\n", "\n", "There are drawdown estimates using the Hunt (1999) and \n", "Ward and Lough (2011) solutions; but the Well Class is not \n", "currently set up to use these solutions. The user should\n", "call the functions directly.\n", "\n", "Uncomment the following block and run it to see the error in trying to use other drawdown functions." ] }, { "cell_type": "code", "execution_count": 32, "id": "74d6763c-69db-4cb6-9ae7-eb903134d163", "metadata": { "execution": { "iopub.execute_input": "2025-05-27T20:23:58.509951Z", "iopub.status.busy": "2025-05-27T20:23:58.509871Z", "iopub.status.idle": "2025-05-27T20:23:58.511555Z", "shell.execute_reply": "2025-05-27T20:23:58.511326Z" } }, "outputs": [], "source": [ "# test_intermittent = pycap.Well(T=T,\n", "# S=S,\n", "# Q=Q_days,\n", "# depletion_years=5,\n", "# depl_method='hunt_99_depletion',\n", "# drawdown_dist={'testlocation0':50.}, #default method is Theis\n", "# drawdown_method='hunt_99_drawdown',\n", "# streambed_conductance=cond,\n", "# stream_dist=distances,\n", "# stream_apportionment=apportion)" ] }, { "cell_type": "code", "execution_count": null, "id": "89964f68-9355-465b-919b-e155de230e0c", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "pycap", "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": "3.11.12" } }, "nbformat": 4, "nbformat_minor": 5 }