{
"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": {
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"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": "2026-01-09T20:03:51.318829Z",
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"shell.execute_reply": "2026-01-09T20:03:51.321104Z"
}
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"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": "2026-01-09T20:03:51.322963Z",
"iopub.status.busy": "2026-01-09T20:03:51.322863Z",
"iopub.status.idle": "2026-01-09T20:03:51.325194Z",
"shell.execute_reply": "2026-01-09T20:03:51.324791Z"
}
},
"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": "2026-01-09T20:03:51.326501Z",
"iopub.status.busy": "2026-01-09T20:03:51.326413Z",
"iopub.status.idle": "2026-01-09T20:03:51.328323Z",
"shell.execute_reply": "2026-01-09T20:03:51.327981Z"
}
},
"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": "2026-01-09T20:03:51.329724Z",
"iopub.status.busy": "2026-01-09T20:03:51.329636Z",
"iopub.status.idle": "2026-01-09T20:03:51.331535Z",
"shell.execute_reply": "2026-01-09T20:03:51.331224Z"
}
},
"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": "2026-01-09T20:03:51.332761Z",
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"iopub.status.idle": "2026-01-09T20:03:51.336139Z",
"shell.execute_reply": "2026-01-09T20:03:51.335694Z"
}
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{
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"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"
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"Q"
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{
"cell_type": "code",
"execution_count": 7,
"id": "c4d10dca-be43-4292-b3d5-3705669a7975",
"metadata": {
"execution": {
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{
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"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" id | \n",
" distance | \n",
" apportionment | \n",
" conductance | \n",
"
\n",
" \n",
" \n",
" \n",
" | 0 | \n",
" 8 | \n",
" 14802.0 | \n",
" 0.098916 | \n",
" 7.11855 | \n",
"
\n",
" \n",
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" 9 | \n",
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\n",
" \n",
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\n",
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" id distance apportionment conductance\n",
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"stream_table.head()"
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},
{
"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": "2026-01-09T20:03:51.351991Z",
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"shell.execute_reply": "2026-01-09T20:03:51.353272Z"
}
},
"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": "2026-01-09T20:03:51.354670Z",
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"shell.execute_reply": "2026-01-09T20:03:51.355847Z"
}
},
"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": "2026-01-09T20:03:51.357328Z",
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"shell.execute_reply": "2026-01-09T20:03:51.358493Z"
}
},
"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": "2026-01-09T20:03:51.359839Z",
"iopub.status.busy": "2026-01-09T20:03:51.359766Z",
"iopub.status.idle": "2026-01-09T20:03:51.361588Z",
"shell.execute_reply": "2026-01-09T20:03:51.361179Z"
}
},
"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": "2026-01-09T20:03:51.362689Z",
"iopub.status.busy": "2026-01-09T20:03:51.362624Z",
"iopub.status.idle": "2026-01-09T20:03:51.364810Z",
"shell.execute_reply": "2026-01-09T20:03:51.364506Z"
}
},
"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": "2026-01-09T20:03:51.366014Z",
"iopub.status.busy": "2026-01-09T20:03:51.365954Z",
"iopub.status.idle": "2026-01-09T20:03:51.368538Z",
"shell.execute_reply": "2026-01-09T20:03:51.368135Z"
}
},
"outputs": [
{
"data": {
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"\n",
"
\n",
" \n",
" \n",
" | \n",
" testlocation0 | \n",
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\n",
" \n",
" \n",
" \n",
" | 0 | \n",
" 0.000000 | \n",
"
\n",
" \n",
" | 1 | \n",
" 0.962843 | \n",
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\n",
" \n",
" | 2 | \n",
" 1.065859 | \n",
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\n",
" \n",
" | 3 | \n",
" 1.126136 | \n",
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"0 0.000000\n",
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"source": [
"drawdown.head()"
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},
{
"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": "2026-01-09T20:03:51.369583Z",
"iopub.status.busy": "2026-01-09T20:03:51.369525Z",
"iopub.status.idle": "2026-01-09T20:03:51.374198Z",
"shell.execute_reply": "2026-01-09T20:03:51.373830Z"
}
},
"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": "2026-01-09T20:03:51.375272Z",
"iopub.status.busy": "2026-01-09T20:03:51.375215Z",
"iopub.status.idle": "2026-01-09T20:03:51.378256Z",
"shell.execute_reply": "2026-01-09T20:03:51.377884Z"
}
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Depletion | \n",
"
\n",
" \n",
" \n",
" \n",
" | 8 | \n",
" 5.144899 | \n",
"
\n",
" \n",
" | 9 | \n",
" 6.303955 | \n",
"
\n",
" \n",
" | 11 | \n",
" 4.744429 | \n",
"
\n",
" \n",
" | 27 | \n",
" 2.869554 | \n",
"
\n",
" \n",
" | 9741 | \n",
" 2.098081 | \n",
"
\n",
" \n",
" | 10532 | \n",
" 1.532334 | \n",
"
\n",
" \n",
" | 11967 | \n",
" 5.125042 | \n",
"
\n",
" \n",
" | 12515 | \n",
" 4.271490 | \n",
"
\n",
" \n",
" | 12573 | \n",
" 6.729668 | \n",
"
\n",
" \n",
" | 12941 | \n",
" 3.660252 | \n",
"
\n",
" \n",
" | 13925 | \n",
" 8.322122 | \n",
"
\n",
" \n",
"
\n",
"
"
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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": "2026-01-09T20:03:51.379291Z",
"iopub.status.busy": "2026-01-09T20:03:51.379229Z",
"iopub.status.idle": "2026-01-09T20:03:51.588412Z",
"shell.execute_reply": "2026-01-09T20:03:51.588035Z"
}
},
"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": "2026-01-09T20:03:51.589799Z",
"iopub.status.busy": "2026-01-09T20:03:51.589672Z",
"iopub.status.idle": "2026-01-09T20:03:51.662923Z",
"shell.execute_reply": "2026-01-09T20:03:51.662604Z"
}
},
"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": "2026-01-09T20:03:51.664314Z",
"iopub.status.busy": "2026-01-09T20:03:51.664243Z",
"iopub.status.idle": "2026-01-09T20:03:51.666342Z",
"shell.execute_reply": "2026-01-09T20:03:51.666006Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"{'glover_depletion': ,\n",
" 'walton_depletion': ,\n",
" 'hunt_99_depletion': ,\n",
" 'hunt_03_depletion': ,\n",
" 'dudley_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": "2026-01-09T20:03:51.667425Z",
"iopub.status.busy": "2026-01-09T20:03:51.667364Z",
"iopub.status.idle": "2026-01-09T20:03:51.669143Z",
"shell.execute_reply": "2026-01-09T20:03:51.668790Z"
}
},
"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": "2026-01-09T20:03:51.670098Z",
"iopub.status.busy": "2026-01-09T20:03:51.670039Z",
"iopub.status.idle": "2026-01-09T20:03:51.674137Z",
"shell.execute_reply": "2026-01-09T20:03:51.673767Z"
}
},
"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": "2026-01-09T20:03:51.675196Z",
"iopub.status.busy": "2026-01-09T20:03:51.675139Z",
"iopub.status.idle": "2026-01-09T20:03:51.710791Z",
"shell.execute_reply": "2026-01-09T20:03:51.710469Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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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": "2026-01-09T20:03:51.711869Z",
"iopub.status.busy": "2026-01-09T20:03:51.711806Z",
"iopub.status.idle": "2026-01-09T20:03:51.713718Z",
"shell.execute_reply": "2026-01-09T20:03:51.713444Z"
}
},
"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": "2026-01-09T20:03:51.714652Z",
"iopub.status.busy": "2026-01-09T20:03:51.714597Z",
"iopub.status.idle": "2026-01-09T20:03:51.723640Z",
"shell.execute_reply": "2026-01-09T20:03:51.723317Z"
}
},
"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": "2026-01-09T20:03:51.724685Z",
"iopub.status.busy": "2026-01-09T20:03:51.724623Z",
"iopub.status.idle": "2026-01-09T20:03:51.768804Z",
"shell.execute_reply": "2026-01-09T20:03:51.768472Z"
}
},
"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": "2026-01-09T20:03:51.769896Z",
"iopub.status.busy": "2026-01-09T20:03:51.769832Z",
"iopub.status.idle": "2026-01-09T20:03:51.771513Z",
"shell.execute_reply": "2026-01-09T20:03:51.771142Z"
}
},
"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": "2026-01-09T20:03:51.772498Z",
"iopub.status.busy": "2026-01-09T20:03:51.772445Z",
"iopub.status.idle": "2026-01-09T20:03:51.774572Z",
"shell.execute_reply": "2026-01-09T20:03:51.774234Z"
}
},
"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": "2026-01-09T20:03:51.775532Z",
"iopub.status.busy": "2026-01-09T20:03:51.775475Z",
"iopub.status.idle": "2026-01-09T20:03:51.777093Z",
"shell.execute_reply": "2026-01-09T20:03:51.776743Z"
}
},
"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": "2026-01-09T20:03:51.778010Z",
"iopub.status.busy": "2026-01-09T20:03:51.777956Z",
"iopub.status.idle": "2026-01-09T20:03:51.853655Z",
"shell.execute_reply": "2026-01-09T20:03:51.853231Z"
}
},
"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": "2026-01-09T20:03:51.854681Z",
"iopub.status.busy": "2026-01-09T20:03:51.854615Z",
"iopub.status.idle": "2026-01-09T20:03:51.913357Z",
"shell.execute_reply": "2026-01-09T20:03:51.913027Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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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": "2026-01-09T20:03:51.914582Z",
"iopub.status.busy": "2026-01-09T20:03:51.914511Z",
"iopub.status.idle": "2026-01-09T20:03:51.921138Z",
"shell.execute_reply": "2026-01-09T20:03:51.920830Z"
}
},
"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": "2026-01-09T20:03:51.922179Z",
"iopub.status.busy": "2026-01-09T20:03:51.922121Z",
"iopub.status.idle": "2026-01-09T20:03:51.983484Z",
"shell.execute_reply": "2026-01-09T20:03:51.983108Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 31,
"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_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": "2026-01-09T20:03:51.984804Z",
"iopub.status.busy": "2026-01-09T20:03:51.984731Z",
"iopub.status.idle": "2026-01-09T20:03:51.986338Z",
"shell.execute_reply": "2026-01-09T20:03:51.986001Z"
}
},
"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": "3.11.14"
}
},
"nbformat": 4,
"nbformat_minor": 5
}