{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Assignment Jan 2017 preventing extraction from river" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ":author: T.N.Olsthoorn, Jan 2017, updated Jun 2022\n", "\n", "## Problem statement: water company uses ASR system to prevent extraction from river during summer\n", "\n", "A water company extracts water from a small river to treat and distribute it as drinking water for the population of a small town nearby. This is not a problem in winter. However, due to growing demand for drinking water and growing environmental concern, extraction has become more and more problematic during summers when the discharge of this small river is at its lowest. The environmental agency has recently even forbidden to further extract water from the river during the summer months.\n", "\n", "![Situation sketch](../pictures/AssJan2018_1.png)\n", "\n", "In order to solve the problem that this causes for the drinking water supply, the drinking water company has suggested an \"Aquifer Storage and Recovery\" system (these so-called ASR systems are becoming more and more popular). It wants to take in more river water during winter and inject it through a well (or wells) at some distance from the river into the local water-table aquifer, so that this water can be extracted during the next summer. This way, no water-intake will be necessary during the summer months.\n", "\n", "The debate that took off between the water company and the environmental agency focuses on whether, or to what extent, this ASR system could really makes sense, i.e. could really prevent infiltratioin from the river during the summer season. The question to be aswered is this: Can you really store the water in winter and extract it during summer without substantially affecting the already low summer-discharge of the river? Will not much of the stored water flow back to the river through the aquifer during winter? And would the extraction not induce an infiltration from the river into the aquifer during summer, so that there is still a water intake, the only differece now being that it will be invisible?\n", "\n", "It's your task as hydrologist of the environmental agency to answer this question and illustrate it quantitatively and also explain it clearly. Your explanation should include why and how you derived your answer. It should show the math and the code.\n", "\n", "It is obvious that ASR will work if the distance between the well and the river is large enough. But how large is large enough, and on what does it depend? The water company suggested a distance of 500 m from the river. Should the environmental agency agree?\n", "\n", "### Hints and further information:\n", "\n", "1. To analyse this system, at least coarsely, simplify the injection and extraction regime and apply superposition. Superposition allows to only consider the well and treat the river as a fixed-head boundary using a mirror well. Simplify the river to a straight line along the y-axis and place the well at distance $x_w$ from this line at coordinate $(x_w, 0)$. That is, the x-axis is perpendicular to the river.\n", "\n", "2. The drinking water demand, $Q$, is considered constant year-round at 150 L/d per inhabitant for the 10000 inhabitants of the town.\n", "\n", "3. Assume the following injection and recovery regime:\n", " \n", " 1. The water company well extracts during 3 summer months (June, July, Aug) its full demand\n", "\n", " 2. It compensates that during 6 winter months (October-March) by injecting half its daily capacity.\n", " \n", " 3. There is neither injection nor extraction during the months April, May and September.\n", "\n", "4. The idea is to analyse this ASR system by computing the exchange between the aquifer and the river due to the well.\n", "\n", "5. When you have coded the problem for this particular distance of 500 m, experiment with this distance to come up with a distance that realy makes sense in terms of not inducing loss of river water during the summer months. That is, try 1000 and 2000 m.\n", "\n", "6. Use kD = 900 m2/d, S = 0.2\n", "\n", "### Steps to take:\n", "\n", "1. Use Theis' well function to compute drawdowns:\n", "\n", " $$ s(t, t) =\\frac Q {4 \\pi kD} W(u), \\,\\,\\,\\,\\ W(u) = -scipy.special.expi(-u),\\,\\,\\,\\,\\, u \\frac {r^2 S} {4 kD t} $$\n", "\n", "1. From Theis' well function\n", "\n", " $$ W(u) = \\intop_u^\\infty \\frac {e^{-y}} y dy $$\n", "\n", " derive the flow $Q(r, t)$ [L3/T] and the specific discharge $q(r,t)$ [L2/T] in the aquifer at distance $r$ from the well.\n", "\n", "1. To simulate the river, apply a mirror well.\n", "\n", "1. Compute the exchange between aquifer and river, derive the specific discharge $q$ [L2/T] perpendicular to the river at an arbitrary point $y$.\n", "\n", "1. Compute this specific discharge for a large number of points between $-a x_wNumerical integration is easy when uing the Simpson rule (trapezium rule).\n", "\n", "1. Having the code to do this for a single time, it can readily be extended for a large number of times.\n", "1. Check that for large times, the total flow between aquifer and river should be about the total discharge of the well if the well is continuously injecting.\n", "\n", "1. Finally simulate the actual flow regime with 6 month injection and 3 months extraction as explained above. Simulate for a period of 5 years. This simulation requires superposition in time.\n", "\n", "### Suggestions:\n", "\n", "1. It's probably easiest to analyze everything in time units of months instead of days, 5 years time then runs from 0 to 60 months.\n", "1. Learn to define and use functions in Python to keep overview and prevent repeating code.\n", "2. If you consider this too complicated, then anlyse at least the situation for only the river point closest to the well.\n", "3. Start by plotting the head.\n", "4. When this works focus on the discharge.\n", "1. Don't hesitate to ask questions and for help.\n" ] }, { "cell_type": "code", "execution_count": 66, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# import the necessary fucntionality\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from scipy.special import exp1 as W # Theis well function\n", "\n", "def newfig(title='?', xlabel='?', ylabel='?', xlim=None, ylim=None, xscale=None, yscale=None, figsize=(10, 8),\n", " fontsize=16):\n", " sizes = ['xx-small', 'x-small', 'small', 'medium', 'large', 'x-large', 'xx-large']\n", " \n", " assert isinstance(fontsize, int) or fontsize in sizes, \\\n", " \"fontsize not int and not in [{}]\".format(', '.join(sizes))\n", " \n", " _, ax = plt.subplots(figsize=figsize)\n", " ax.set_title(title)\n", " ax.set_xlabel(xlabel)\n", " ax.set_ylabel(ylabel)\n", " if xlim: ax.set_xlim(xlim)\n", " if ylim: ax.set_ylim(ylim)\n", " if xscale: ax.set_xscale(xscale)\n", " if yscale: ax.set_yscale(yscale)\n", " ax.grid()\n", " \n", " for item in ([ax.title, ax.xaxis.label, ax.yaxis.label] +\n", " ax.get_xticklabels() + ax.get_yticklabels()):\n", " item.set_fontsize(fontsize)\n", " return ax\n", "\n", "def newfigs(layout, titles=['?'], xlabels=['?'], ylabels=['?'], xscales=None, yscales=None,\n", " xlim=None, ylim=None, sharex=None, sharey=None, fontsize=16, figsize=(10, 8)):\n", " sizes = ['xx-small', 'x-small', 'small', 'medium', 'large', 'x-large', 'xx-large']\n", " \n", " assert isinstance(fontsize, int) or fontsize in sizes, \\\n", " \"fontsize not int and not in [{}]\".format(', '.join(sizes))\n", " \n", " fig, axs = plt.subplots(*layout, sharex=sharex, sharey=sharey)\n", " fig.set_size_inches(figsize)\n", "\n", " assert isinstance(layout, tuple) and len(layout) == 2, 'layout must be a 2-tuple (nrows, ncols) not {}'.format(str(layout))\n", " n_axes = np.prod(layout)\n", " \n", " if xscales is None: xscales = [None for _ in range(n_axes)]\n", " if yscales is None: yscales = [None for _ in range(n_axes)]\n", " \n", " for items_name, items in zip(['titles', 'xlabels', 'ylabels', 'xscales', 'yscales'], [titles, xlabels, ylabels, xscales, yscales]):\n", " assert len(items) == np.prod(layout), 'len({}) == {} != len(layout) == {}'.format(items_name, len(items), len(np.prod(layout)))\n", " \n", " for ax, title, xlabel, ylabel, xscale, yscale in zip(axs, titles, xlabels, ylabels, xscales, yscales): \n", " ax.set_title(title)\n", " ax.set_xlabel(xlabel)\n", " ax.set_ylabel(ylabel)\n", " if xlim: ax.set_xlim(xlim)\n", " if ylim: ax.set_ylim(ylim)\n", " if xscale: ax.set_xscale(xscale)\n", " if yscale: ax.set_yscale(yscale)\n", " ax.grid()\n", " for item in ([ax.title, ax.xaxis.label, ax.yaxis.label] +\n", " ax.get_xticklabels() + ax.get_yticklabels()):\n", " item.set_fontsize(fontsize)\n", " return axs" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[None, None, None, None, None]" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" } ], "source": [ "[None for k in range(5)]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Because the river is regarded as a straight fixed-head boundary along the y-axis at x=0, it can be simulated using a well and a mirror wel. The well is at `(-xw, 0)` and the mirror well ast `(xw, 0)" ] }, { "cell_type": "code", "execution_count": 195, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# aquifer\n", "kD, S, Qd = 900., 0.2, 0.15 * 1000 # m2/d, (-), m3/d\n", "\n", "show_times = [10, 30, 60, 120, 240, 480, 1060, 2120, 4240]\n", "\n", "# Coordinates\n", "L = 500.\n", "wells = {1: {'x':+L, 'y':0., 'Q':-Qd},\n", " 2: {'x':-L, 'y':0., 'Q':+Qd}\n", "}\n", "\n", "a = 25." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## First show the heads and the specific discharge to gain overview" ] }, { "cell_type": "code", "execution_count": 196, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "N, a = 100, 2.\n", "x = np.linspace(-a * L, a * L, N + 1)\n", "y = np.linspace(-a * L, a * L, N + 1)\n", "X, Y = np.meshgrid(x, y)\n", "\n", "show_times = [10, 30, 90]\n", "\n", "titles = [f'Head contours and stream vectors at t = {t:.0f} d' for t in show_times]\n", "xlabels = ['x [m]' for _ in show_times]\n", "ylabels = ['y [m[' for _ in show_times]\n", "\n", "axs = newfigs((1, 3), titles, xlabels, ylabels, sharex=True, sharey=True, figsize=(12, 3), fontsize=8)\n", "\n", "for ax, t in zip(axs.ravel(), show_times):\n", " s = np.zeros_like(X)\n", " for k in wells: \n", " well = wells[k]\n", " r2 = (X - well['x']) ** 2 + (Y - well['y']) ** 2\n", " u = r2 * S / (4 * kD * t)\n", " s += well['Q'] / (4 * np.pi * kD) * W(u)\n", " cs = ax.contour(X, Y, s, levels=20)\n", " ax.clabel(cs)\n", " \n", "plt.show()\n", "\n", "# Quiver plot to show the flow field\n", "titles = [f'Stream vextors at t = {t:.0f} d' for t in show_times]\n", "axs = newfigs((1, 3), titles, xlabels, ylabels, sharex=True, sharey=True, figsize=(12, 3), fontsize=8)\n", "\n", "xq = np.linspace(-1000, 1000, 21)\n", "yq = np.linspace(-1000, 1000, 20)\n", "Xq, Yq = np.meshgrid(xq, yq)\n", "\n", "for ax, t in zip(axs.ravel(), show_times):\n", " qx = np.zeros_like(Xq)\n", " qy = np.zeros_like(Yq)\n", " for k in wells: \n", " well = wells[k]\n", " r2 = (Xq - well['x']) ** 2 + (Yq - well['y']) ** 2\n", " u = r2 * S / (4 * kD * t)\n", " qx += well['Q'] * np.exp(-u) * (Xq - well['x']) / r2\n", " qy += well['Q'] * np.exp(-u) * (Yq - well['y']) / r2\n", " ax.quiver(Xq, Yq, qx, qy)\n", " \n", "plt.show()\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Compute the infiltration from the river if the extration were continuous after $t=0$\n", "\n", "$$Q_{r,t} = Q_0 \\, e^{-u}\\text{, where }u=\\frac{r^2 S}{4 kD t}$$ \n", "\n", "Hence,\n", "\n", "$$q_{r,t} = \\frac{Q_0}{2 \\pi r} \\, e^{-u}\\text{, where }u=\\frac{r^2 S}{4 kD t}$$\n", "\n", "Separating out the components in x- and y-direction:\n", "$$q_x(x, y,t) = \\frac{Q_0}{2 \\pi r} \\, e^{-u} \\cos(\\alpha)$$\n", "$$q_y(x, y,t) = \\frac{Q_0}{2 \\pi r} \\, e^{-u} \\sin(\\alpha)$$\n", "\n", "And, with $Q < 0$ meaning extration, the specific discharge due to a single well becomes\n", "$$q_x(x, y,t) = -\\frac{Q_0}{2 \\pi} \\frac{x - x_w}{r^2}\\,e^{-u}$$\n", "$$q_y(x, y,t) = -\\frac{Q_0}{2 \\pi} \\frac{y - y_w}{r^2}\\,e^{-u}$$\n", "\n", "Let the river coincide with the y axis and x=0.\n", "\n", "Then we generate points along the river where we'll comopute the exchange between river and aquifer." ] }, { "cell_type": "code", "execution_count": 197, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 197, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "a = 15 # (-), a scale factor for y-coordinates, further no meaning.\n", "Y = np.hstack(( -np.logspace(0, np.log10(a * L))[::-1],\n", " np.logspace(0, np.log10(a * L))))\n", "X = np.zeros_like(Y)\n", "\n", "ax = newfig(f\"Inflow from the river due to well at x={L:.0f} m, Qd={Qd:.0f} m3/d\", \"qx = m2/d\", \"y [m]\")\n", "\n", "for t in show_times:\n", " qx = np.zeros_like(Y)\n", " qy = np.zeros_like(Y)\n", " for k in wells:\n", " well = wells[k] \n", " R2 = (X - well['x']) ** 2 + (Y - well['y']) ** 2\n", " u = R2 * S / (4 * kD * t)\n", " qx += well['Q'] / (2 * np.pi) * (X - well['x']) / R2 * np.exp(-u)\n", " qy += well['Q'] / (2 * np.pi) * (Y - well['y']) / R2 * np.exp(-u)\n", " \n", " ax.plot(qx, Y, label=f'{t:.0f} d')\n", "ax.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The next step is to integrate the flow along the river. We do that numerically. One can use the function quad() or just apply the Simpson rule by hand.\n", "\n", "Using both quad and the hand method to compute:\n", "$$ Q_{0,y} = \\intop_{-\\infty}^{+\\infty} q_x dy $$" ] }, { "cell_type": "code", "execution_count": 198, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/90/m51x_b713y561gzh2kzy18d00000gq/T/ipykernel_26905/3237411529.py:13: RuntimeWarning: divide by zero encountered in true_divide\n", " u = R2 * S / (4 * kD * t)\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 198, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax = newfig(f\"Total inflow from the river due to well at x={L:.0f} m, Qd={Qd:.0f} m3/d\", \"time [d]\", \"Q_total [m3/d]\")\n", "\n", "dy = np.diff(Y)\n", "\n", "times = np.arange(0, 4001, 10.)\n", "Qrin = np.zeros_like(times)\n", "for it, t in enumerate(times):\n", " qx = np.zeros_like(Y)\n", " qy = np.zeros_like(Y)\n", " for k in wells:\n", " well = wells[k] \n", " R2 = (X - well['x']) ** 2 + (Y - well['y']) ** 2\n", " u = R2 * S / (4 * kD * t)\n", " qx += well['Q'] / (2 * np.pi) * (X - well['x']) / R2 * np.exp(-u)\n", " qy += well['Q'] / (2 * np.pi) * (Y - well['y']) / R2 * np.exp(-u)\n", " Qrin[it] = np.sum(0.5 * (qx[:-1] + qx[1:]) * dy)\n", " \n", "ax.plot(times, Qrin, label=f'well extraction = {Qd:.0f} m3/d')\n", "ax.hlines([Qd], xmin=0., xmax=times[-1], colors=['r'], label=f'Qd={Qd:.0f} m3/d')\n", "ax.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Simulating the actual flow regime, with winter injection and summer extraction.\n", "\n", "1. The infiltration into the aquifer is -0.5Q from Oct to Mar, i.e during 6 month every year.\n", "2. The groundwater extraction is equals $Q$ from Jun to Aug, .e. during 3 months every year.\n", "\n", "We may set up a monthly regime, telling the fraction of the total drinking water capacity that is extracted (negative values) or injected (just positive values) every month.\n", "\n", "### Set up the regime\n", "\n", "The regime is repeated 5 times to cover the required simulation period of 5 years." ] }, { "cell_type": "code", "execution_count": 239, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'dates': array(['2018-01-01', '2018-04-01', '2018-06-01', '2018-09-01',\n", " '2018-10-01', '2019-04-01', '2019-06-01', '2019-09-01',\n", " '2019-10-01', '2020-04-01', '2020-06-01', '2020-09-01',\n", " '2020-10-01', '2021-04-01', '2021-06-01', '2021-09-01',\n", " '2021-10-01', '2022-04-01', '2022-06-01', '2022-09-01',\n", " '2022-10-01'], dtype='datetime64[D]'),\n", " 'Qw': array([ 75., -0., -150., -0., 75., -0., -150., -0., 75.,\n", " -0., -150., -0., 75., -0., -150., -0., 75., -0.,\n", " -150., -0., 75.]),\n", " 'dQw': array([ 75., -75., -150., 150., 75., -75., -150., 150., 75.,\n", " -75., -150., 150., 75., -75., -150., 150., 75., -75.,\n", " -150., 150., 75.])}" ] }, "execution_count": 239, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Ny = 5 # Number of simulation years\n", "\n", "regime = dict() # Hold the regime (startdates and corresponding flow of the well)\n", "\n", "yyyy = np.ones((12, 1), dtype=int) * np.arange(2018, 2024, dtype=int)[np.newaxis, :]\n", "mm = np.arange(1, 13, dtype=int)[:, np.newaxis] * np.ones((1, Ny), dtype=int)\n", "regime['dates'] = np.array([np.datetime64(f'{y:04d}-{m:02d}-01') for y, m in zip(yyyy.T.ravel(), mm.T.ravel())])\n", "regime['Qw'] = wells[1]['Q'] * np.array(Ny * [-0.5, -0.5, -0.5, 0, 0, 1, 1, 1, 0, -0.5, -0.5, -0.5]) # m3/d in each month\n", "\n", "# Let's set dQ separtely for well and mirror\n", "regime['dQw'] = np.diff(np.hstack((0., regime['Qw']))) # The chage of flow every month needed for superpostioin.\n", "regime\n", "\n", "# We may filter out only the months when the regime change differs from zero\n", "for k in regime.keys():\n", " regime[k] = regime[k][regime['dQw'] != 0]\n", "regime" ] }, { "cell_type": "code", "execution_count": 200, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['2018-01-01', '2018-01-02', '2018-01-03', ..., '2023-12-29',\n", " '2023-12-30', '2023-12-31'], dtype='datetime64[D]')" ] }, "execution_count": 200, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Simulation ties as true dates over the simulation period (days)\n", "tsim = np.arange(regime['dates'][0], np.datetime64(f'{yyyy[0, -1] + 1:04d}-01-01'))\n", "tsim" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now simulate the pumping regime by superposition\n", "\n", "Flow changes need to be suerimposed:" ] }, { "cell_type": "code", "execution_count": 256, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Carry out superposition in time\n", "\n", "# Coordinates\n", "L = 1500.\n", "wells = {1: {'x':+L, 'y':0., 'Q':-Qd},\n", " 2: {'x':-L, 'y':0., 'Q':+Qd}\n", "}\n", "\n", "a = 10\n", "yy = np.logspace(2, np.log10(L * a), 50)\n", "\n", "Yr = np.hstack((-yy[::-1], 0, yy))[:, np.newaxis]\n", "Xr = np.zeros_like(Yr)\n", "qx = np.zeros((len(Yr), len(tsim)))\n", "qy = np.zeros((len(Yr), len(tsim)))\n", "\n", "for dQw, change_date in zip(regime['dQw'], regime['dates']):\n", " t = (tsim[tsim > change_date] - change_date) / np.timedelta64(1, 'D')\n", " for k in wells:\n", " well = wells[k]\n", " dx_, dy_ = Xr - well['x'], Yr - well['y']\n", " r2 = dx_ ** 2 + dy_ ** 2\n", " u = r2 * S / (4 * kD * t) # (ny x nt)\n", " sign = well['Q'] / abs(well['Q']) # Make sure the sign for the mirror well is reversed, its -dQw\n", " qx[:, tsim > change_date] += sign * dQw / (2 * np.pi) * np.exp(-u) * dx_ / r2\n", " qy[:, tsim > change_date] += sign * dQw / (2 * np.pi) * np.exp(-u) * dy_ / r2\n", "Qx = np.sum(0.5 * (qx[:-1, :] + qx[1:, :]) * np.diff(Yr, axis=0), axis=0)\n", "Qy = np.sum(0.5 * (qy[:-1, :] + qy[1:, :]) * np.diff(Yr, axis=0), axis=0)\n", "\n", "ax = newfig(\"Infiltration/exfiltration rates at change_dates [m/d]\", \"infiltration/exfiltration rate [m/d\", \"y [m]\")\n", "for change_date in regime['dates']:\n", " it = np.sum(tsim <= change_date)\n", " ax.plot(qx[:, it], Yr, label=str(change_date))\n", "ax.legend()\n", "plt.show()\n", "\n", "ax = newfig(\"Pumping regime and inflow into aquifer\", \"time\", \"Q[m3/d\")\n", "ax.plot(tsim, Qx, label='Qx [m3/d]')\n", "ax.plot(tsim, Qy, label='Qy [m3/d]')\n", "ax.step(regime['dates'], regime['Qw'], where='post', label='regime')\n", "ax.set_ylim((-200, 200))\n", "ax.legend()\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Conclusion\n", "\n", "By increasing the distance $L$ between the well and the river, the infiltraion during summer can be fully prevented. You figure out which distance this is.\n", "\n", "The goal is fully achieved when the distance of the well from the river is 1500 of more." ] }, { "cell_type": "markdown", "metadata": {}, "source": [] } ], "metadata": { "anaconda-cloud": {}, "interpreter": { "hash": "a98a1daacb9c4660c43f7d8fd1eb9e351299699fa2c9d0b588d834f4e4301aa0" }, "kernelspec": { "display_name": "Python 3.9.7 ('base')", "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": "3.9.7" } }, "nbformat": 4, "nbformat_minor": 1 }