{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%config InlineBackend.figure_format = 'svg'\n",
    "from myst_nb import glue\n",
    "import sys\n",
    "sys.path.append(\"../py_figures\")\n",
    "import diagrams_chap0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.image as mpimg\n",
    "img = mpimg.imread('./top_of_cover.png')\n",
    "plt.figure(figsize=(10, 4))\n",
    "plt.subplot(111, aspect=1)\n",
    "plt.imshow(np.flipud(img), origin='lower')\n",
    "plt.axis('off');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "source": [
    "(content:chap0:basics)=\n",
    "# 0. Introduction\n",
    "Analytical Groundwater Modeling: Theory and Applications Using Python. \n",
    "Jupyter Book Edition.<br>\n",
    "Mark Bakker and Vincent Post\n",
    "\n",
    "## 0.00 Copyright, license, isbn, and doi\n",
    "This book, except the cover, is &copy; 2026, Mark Bakker and Vincent Post.<br>\n",
    "The cover image of this book is &copy; 2026, Eva van Aalst, Mark Bakker, and Vincent Post.<br>\n",
    "This version of this book, except the cover, is licensed under Creative Commons “Attribution-NonCommercial-NoDerivatives 4.0\n",
    "International” license [CC BY-NC-ND 4.0](https://creativecommons.org/licenses/by-nc-nd/4.0/).<br>\n",
    "ISBN: 978-1-77470-153-9.<br>\n",
    "doi: 10.62592/LZYP5793.<br>\n",
    "\n",
    "## 0.01 Preface\n",
    "The importance of groundwater as a water supply source can hardly be overstated.\n",
    "Groundwater exists everywhere in the subsurface. Extraction of water from aquifers supports livelihoods, agriculture, and a variety of economic activities worldwide. Groundwater is an integral part of the hydrological cycle where it sustains ecosystems, such as\n",
    "wetlands and estuaries, and provides the base flow of streams and rivers of all sizes. The\n",
    "flow of water through the subsurface constitutes a major transport pathway for dissolved\n",
    "substances and plays a key role in the planetary cycle of many chemical elements.\n",
    "<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;\n",
    "Groundwater resources have come under enormous stress in many parts of the world.\n",
    "Concerns over the quantity and quality of groundwater are the result of past and ongoing mismanagement. Overexploitation has resulted in significant lowering of water levels.\n",
    "Unsustainable pumping in coastal areas has resulted in seawater intrusion. And careless\n",
    "disposal and handling of chemicals at the land surface has resulted in contamination that\n",
    "threatens precious resources. Addressing these problems is possible only with adequate\n",
    "understanding of the flow in the subsurface.\n",
    "<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;\n",
    "The investigation of groundwater systems relies first and foremost on measurements.\n",
    "Due to the difficulty and costs involved in obtaining these, data are commonly available\n",
    "at a few points only, which severely limits the knowledge of the three-dimensional system under investigation. It is sometimes possible to predict future developments based on\n",
    "measured time series, but it is rarely possible to make predictions from measured time series for new interventions in the system or when anthropogenic, environmental, or climatic\n",
    "changes alter the system’s response.\n",
    "<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;\n",
    "Groundwater models are essential to gain an understanding of the behavior of groundwater systems and to evaluate management scenarios that cannot be tested at full scale in\n",
    "the field. Groundwater models, like all models, are simplified versions of a complex reality.\n",
    "It is an important skill for every modeler to decide how a system can be simplified without\n",
    "losing the essence. It is unfortunately often appealing to add complexity to models because\n",
    "it exists, even though it doesn’t affect the outcome significantly.\n",
    "<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;\n",
    "The essence of a groundwater flow problem is captured in a set of equations called the\n",
    "mathematical model. Simple models can often be solved analytically. Before the advent of\n",
    "grid-based methods, groundwater solutions were necessarily simplified until they could\n",
    "be solved, for example by deriving an analytic solution to the mathematical model. Analytic solutions give insights into the flow of groundwater that is more difficult to obtain\n",
    "with grid-based solutions. It is often forgotten that analytic solutions have benefited from\n",
    "the advent of computer technology, just like grid-based methods. In particular, the development of high-level programming languages makes it easy to evaluate analytic solutions\n",
    "and visualize their results.\n",
    "<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;\n",
    "Models play an important role in solving the formidable water problems of our planet,\n",
    "as they are used as instruments to better understand, manage, and protect our water resources. The authors hope that the knowledge contained in this book contributes to better\n",
    "groundwater models and, ultimately, better-informed management decisions in the future."
   ]
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    "## 0.02 About this book\n",
    "\n",
    "This book provides a fresh treatment of the fundamentals of groundwater flow and is\n",
    "intended as both training material for the next generation of university students and a\n",
    "useful resource for practitioners who want to refamiliarize themselves with the basics\n",
    "while simultaneously learning about the capabilities of Python. Programming skills were\n",
    "part of groundwater modeling in the early days of the personal computer age. Classic\n",
    "books from, e.g., {cite:t}`bear1987modeling` and {cite:t}`strack1989groundwater` already included computer code (on paper or floppy disks), but\n",
    "that was before high-level computer languages such as Python conquered the world. The\n",
    "example programs developed in this book may serve as templates that can be modified\n",
    "and extended to simulate settings or processes not covered in this book. The focus is on\n",
    "the fundamentals of the quantitative methods used to simulate, understand, and solve\n",
    "groundwater problems.\n",
    "<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;\n",
    "The premise of this book is that any groundwater modeler needs a fundamental understanding of the theory on which mathematical models of groundwater flow are based.\n",
    "Even when a modeler primarily makes grid-based models, it is important to understand\n",
    "the main approximations that form the basis of the mathematical model, their range of\n",
    "applicability, and the main consequences for the flow field. Insights into fundamental flow\n",
    "systems form the backbone of any good modeler. This book provides detailed descriptions\n",
    "of analytic solutions to many fundamental groundwater problems. Mathematical derivations are included for the simpler problems. The solutions to more complicated problems\n",
    "are presented without derivation, but their validity is verified.\n",
    "<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;\n",
    "The structure of this book is such that the theoretical treatments of the modeling methods are exemplified by short pieces of Python computer code that demonstrate the implementation of the theory. Python is an open-source programming language that has rapidly\n",
    "gained popularity within science and engineering and is likely going to remain one of the\n",
    "most popular programming languages over the next decades. Its simple yet powerful syntax and interactive workflow make learning and using Python a breeze. The development\n",
    "of powerful packages for scientific computing and visualization has made it easier than\n",
    "ever to evaluate, explore, and visualize both simple and complicated groundwater solutions. Python is a great language to write scripts to evaluate groundwater models. Scripts\n",
    "may be combined with output and explanations (including mathematical equations) in\n",
    "Jupyter Notebooks, resulting in executable documents that are a full, transparent, and reproducible record of a model or analysis.\n",
    "<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;\n",
    "All code examples presented in this book are available as Jupyter Notebooks from\n",
    "[github](https://github.com/pythongroundwaterbook/analytic_gw_book)., which facilitates easy exploration of the examples in this book. Even though the notebooks save the reader from having to do a lot of\n",
    "typing, there are important benefits to entering the code examples from the printed book\n",
    "into one’s own notebook or Python interpreter. As one types, one takes much better notice\n",
    "of the subtle details contained in the code fragments. Especially when errors occur, one is\n",
    "forced to analyze their cause, which may take some time, but at the reward of a deeper\n",
    "understanding and a more lasting learning experience. Therefore, novice students are particularly encouraged to use this method and not immediately trust that they understand\n",
    "the worked examples in the notebooks. Hands-on exercises are provided and commonly \n",
    "require short Python scripts to be solved. Numerical answers to selected exercises are included at the end of the book.\n",
    "<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;\n",
    "This book starts with a brief introduction to the principles of groundwater flow. This\n",
    "chapter is assigned number 0 to remind the reader that Python uses a zero-based numbering system (and because of restrictions of Jupyter Book 1 it is given a special place \n",
    "in the table of contents). All other numbering in this book starts at 1. The remainder of this book consists of two parts, each consisting of five chapters. The first part concerns one-dimensional\n",
    "flow, while the second part concerns two-dimensional flow. A variety of flow systems are\n",
    "discussed, including confined, unconfined, semi-confined, and multi-aquifer flows. Both\n",
    "steady and transient flows are considered. Most examples include the evaluation of both\n",
    "the head and the flow, sometimes including travel times. Special attention is paid to interface flow in coastal aquifers.\n",
    "<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;\n",
    "For each solution, at least three code blocks are presented. The first code block contains the parameter values used in the example. The second code block contains the solution. And the third code block contains a few basic commands to produce visual output,\n",
    "which resembles the presented figures. The visual output appears right below the third\n",
    "code block, or on the next page if the output does not fit on the page. The exact code to\n",
    "produce the final figures included in this book is not provided as it contains some detailed\n",
    "(and repetitive) commands to make the figures look nice for the book. For those groundwater engineers and hydrogeologists that are not familiar with Python programming, or need\n",
    "a refresher of some of the programming concepts, a short primer on Python programming\n",
    "is included in {ref}`Appendix A <content:appendix:a>` of this book."
   ]
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    "## 0.03 About the authors\n",
    "Mark Bakker is a groundwater engineer and a professor at the faculty of Civil Engineering and Geosciences of the Delft University of Technology. He has taught groundwater and Python classes for more than two decades and is the originator and co-developer of many Python-based open-source modeling tools, including Timflow, Pastas, and Flopy.\n",
    "\n",
    "Vincent Post is a hydrogeologist with research interests in coastal hydrogeology and groundwater quality. After a career in academia and research he founded Edinsi Groundwater in 2021. Python has become indispensable in his everyday professional life, and he actively promotes its use in hydrogeology by teaching courses and developing Python-based tools."
   ]
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    "## 0.04 Preface to the Jupyter Book Edition\n",
    "\n",
    "Groundwater always moves and so does technology. A lot has changed since we started writing this book ten years ago. The notebooks that formed the basis of the original 2022 book have been combined into a digital, interactive Jupyter Book. Several of the examples have been made interactive using sliders while others have been made into animations, so that readers can study the flow of groundwater without having to dive into Python right away. The Jupyter Book Edition has a few other improvements as compared to the original book: The answers to each exercise, whether it is a numerical or graphical answer, is provided directly below each exercise. The introduction of the complex potential is moved from {numref}`content:chap7:well_near_river` to the new {numref}`content:chap7.5:two_wells_uni_flow` and is further only used in {numref}`content:chap7.6:well_uni_background_near_river` and {numref}`Chapter %s <content:chap10:steady_2d_flow_vertical>`. {numref}`Chapter %s <content:chap8:Analytic_element_modelling>` on the analytic element method is rewritten to use real variables only. Readers that want to do analytic elements using an (arguably more elegant) complex potential are referred to the original 2022 book. \n",
    "The notation of boundary conditions was changed slightly. A specified head on the left side of a domain is now called $h_l$ and a specified head on the right side is called $h_r$ (similarly for flux boundary conditions). This change was made to facilitate the use of these analytic solutions in the new book that we are working on called \"Numerical Groundwater Modeling\". \n",
    "And finally, the few typographical errors that were found in the original 2022 book were corrected. To execute (and modify) the Python code in this book yourself, simply copy and paste it into your own Notebook or Python interpreter and run it there. "
   ]
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    "## 0.0 Basics of groundwater flow\n",
    "Groundwater is defined as the water beneath the water table, where the pores are fully saturated with water. The flow of groundwater forms the subsurface part of the hydrological cycle. The main source of groundwater is precipitation (rain or snow) that reaches the water table after infiltrating into the soil. The resulting increase in groundwater volume is called recharge, sometimes called meteoric recharge to emphasize that the water originates from atmospheric precipitation.\n",
    "<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; Natural groundwater discharge occurs where groundwater reaches the land surface, for example in springs, swamps, and wetlands, or directly into rivers, lakes, seas, or oceans. Shallow groundwater can also be extracted by vegetation or through evaporation directly at the soil surface. In many inhabited areas, significant amounts of water are extracted through pumping wells. "
   ]
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    "(content:chap0:hydraulic_head)=\n",
    "## 0.1 Hydraulic head\n",
    "\n",
    "Groundwater may be reached by digging or drilling a hole in the ground. The level to which water rises in a borehole is called the hydraulic head, or simply the head. A piezometer is an observation well specifically designed to measure the head and consists of a pipe with a slotted screen at the bottom. The water level in a piezometer rises to a height such that the weight of the water column in the piezometer equals the pressure of the groundwater directly adjacent to the well screen. In a well-constructed piezometer (i.e., one that has no leaks or internal flow), the pressure distribution with depth is hydrostatic\n",
    "\n",
    "$$\n",
    "p = \\rho g (h - z)\n",
    "$$(eq_P0.0)\n",
    "\n",
    "where $p$ [M/L/T$^2$] is the pressure with respect to the atmosphere in the groundwater at the elevation of the well screen, $\\rho$ [M/L$^{3}$] is the (mean) density of the water in the piezometer, $g$ [L/T$^2$] is the gravitational acceleration, $h$ [L] is the head, and $z$ [L] is the elevation of the well screen (positive upward) with respect to a reference level. Equation ({eq}`eq_P0.0`) can be rewritten as ({numref}`Figure %s <fig_def_head0.0>`)\n",
    "\n",
    "$$\n",
    "h = z + \\frac{p}{\\rho g}\n",
    "$$(eq_h10.0)\n",
    "\n",
    "The term $z$ is also referred to as the elevation head, and the term $p/(\\rho g)$ as the pressure head. The pressure $p$ equals zero at the water table so that the hydraulic head is equal to the elevation head, $h = z$. Comparing water levels from different wells requires all water levels to be expressed with respect to a common reference level or datum (e.g., mean sea level). "
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vH3788Ufs2bMHr776Kvr06QOgYt0VLy+vZm+LnN3Ss+ekbuyREzWzkpIS3L17F507dwYAZGZmwtvbG9nZ2YrgzsnJaZkgrzm0whvJVY9BTtTMsrOz8fDhQzx48AClpaVYsWIF5s+fjw4dOuD69esAgH/96184ffo0evfu3eztkep4kLpxaIWomWVmZmLq1KkIDg6GTqfDggULMHz4cHh6eiI4OBhDhgxBQEAABg8eDGvr5n9Lcman+WGQEzWzzMxMTJ48Gdu3b1eUOzo64tKlSzAYDFi8eDHeeOONFmkP11oxPxxaIWpmmZmZ8PHxqVW+du1a9O/fHwMHDoStrS1mz57dIu2Re+RS7d45qRN75ETNLCkpqc7yqKgoREVFtXBrao+NM8fVj0FOZGGe3alSsdYK71pRPwY5kYV5Npwiyc9J3RjkRBaGy9iaHwY5kYWpOQmIQyvqxyAnsjC8j9z88PZDIgvEoRXzwh45kYWRUKMXziRXPQY5kYWRKmcDPbuPnEmudgxyIgvDMXLzwyAnsjC8/dD8MMiJLAxndpofBjmRhZHkX77MmZ3mgkFOZGGUH3Xyw05zwCAnsjAVQytVAyvskZsDTggislDMb/PBHjmRheHth+aHQU5kYfir3swPg5zIwrBHbn4Y5EQWRv6AU1Q+Z5CrHoOcyMJIUuXQSmWAc2hF/RjkRBam5i2HjHH14+2HRBZGUzmzU6r2Nakbe+REFqdybqdU/TmpGXvkRBam6q6V6o+W8P7772PChAktczILwyAnsjBSHY+WoNVq4e3t3UJnsywMciILU7WMbfVHS8jMzGSQNxMGOZGFMUWP/Pvvv8d///tfaDQajBkzBg4ODujduzdSU1Nb4Ozmj0FOZGFMMUau1WoBAJ9//jmWLl2KzMxMdO/eHX/605+a/+QWgEFOZGGkOv40N61Wi/bt2yMhIQEjR45Ez549MWnSJDx8+LDZz20JGOREKvDBBx/g4sWLirKLFy/igw8+MPpYpuqRh4SEoGPHjnLZrVu34OHh0fwntwAMciIVSE1NRXh4OISoWCBFCIHw8HBcuHDBxC1rGK1WC39/f0VZRkYGfHx8TNMgM8MgJ1KBZcuWITU1FefOnQMAnDt3DqmpqVi2bJnRx9JIEjQa5aM5PXnyBHl5efD19VWUa7VaBnkT4cxOIhUYM2YM/P39sXnzZgDA5s2bERAQgNGjRxt9LElS3qnS3CMrWq0WGo0GAwYMkMtu376NgoICBnkTYZATqYAkSVixYgWCgoIAANnZ2Th27Fij7gFXBLnU/EGemZmJPn36wM7OTi7LyMhAu3bt0KNHj2Y+u2Xg0AqRSowZMwZeXl4AAG9v70b1xoHKu1YqfwFz1dfNacGCBcjOzlaUTZo0CQUFBc16XkvCICdSCUmSsGjRIgDAokWLGh/A8t0qlQtncc0s1ePQCpGKTJ8+HUOHDn2hIQmpnr9JvRjkRCrTtWvXF9q/48/s4Oj4bLz6qZX+RZtEJsahFSIVSUxMhI2NDfbv32/Ufg4ODigsLERhYSEcHBwavI3UgUFOpCIxMTEAgNWrVxu1nyRJcHR0hKOjY62x9edtI3VgkBOpREpKirxaYGpqKs6cOWPiFlFrwSAnUomoqCh5bRIPDw9ERUWZuEXUWjDIiVQgJSUFx48fR1hYGAAgLCwM33zzDXvlBIBBTqQKq1atwoABAzBixAgAwIgRIzBgwACsXLnSxC2j1oBBTqQCXbt2xcaNG6HRVLxlNRoNNm7c+MK3IpJ54H3kRCqwdetWAEB6erpcNmLECLmHTpaNPXIiIpVjkBMRqRyDnIhI5RjkRCbyySefVK5AqHx89tlnpm4aqQyDnMhEwsPDcf/+ffkxd+5cuLu74/e//72pm0Yqw7tWiEzE2dkZzs7OACpmbX711VdISkpCt27dTNwyUhv2yIlMLCoqCnFxcUhKSoK7u7upm0MqxCAnMiGGODUFBjmRiTDEqalwjJzIBKKjoxEbG4tDhw7B1tYW//nPfwAA7du3h62trYlbR2rDICdqYUII/PnPf8aPP/6IIUOGKLadP38egwcPNlHLSK1UNbQihEBYWBh+/vOfQ5IkaLVaUzepyUmShMTExBY9Z48ePbBhw4YWPaclkyQJ//vf/yCEqPVgiFNjqKpHfuTIEWzbtg2nTp3CSy+9BBcXF1M3iYjI5FpFkOt0OtjY2PxkvZs3b6Jz584ICAho9LmEENDr9bC2bhXfOhHRCzPJ0Mrw4cOxYMECvPfee3BxccGYMWMAAFeuXEFwcDCcnJzQqVMnTJ8+HY8ePQIAzJw5E+Hh4bhz5w4kSUKPHj0AVATz2rVr8dJLL8He3h7e3t7Ys2ePfK5Tp05BkiQcPXoUfn5+sLW1RXJycoP3O3HiBPz8/ODg4ICAgABcvXpV8b0cOHAAfn5+sLOzg4uLCyZPnixv0+l0WLx4Mbp27QpHR0cMHjwYp06dMupnde/ePbz++uto3749OnTogJCQEHz33XcAgKNHj8LOzg6PHz9W7BMREYHAwED5+dmzZzFs2DDY29vDzc0NERERePr0qVHtIKLWy2Rj5Nu3b4e1tTXOnDmDzZs34/79+wgMDISPjw8uXbqEI0eO4MGDB/J05Y0bN2LlypXo1q0b7t+/j4sXLwIAli1bhri4OGzatAk5OTl499138cYbbyApKUlxvsWLF2P16tXIzc2Fl5dXg/f78MMPsW7dOly6dAnW1taYPXu2vO3w4cOYPHkyXnvtNWRkZMihX2XWrFk4c+YMdu3ahaysLPzud7/DuHHjcP369Qb9jIqKijBixAg4OTnh9OnTSElJgZOTE8aNGwedTofRo0ejXbt22Lt3r7yPXq9HQkICQkNDAQCXL19GUFAQJk+ejKysLOzevRspKSlYsGCBEVeLiFo1YQKBgYHCx8dHUbZ8+XIxduxYRdn3338vAIirV68KIYRYv369cHd3l7cXFhYKOzs7cfbsWcV+b731lpg6daoQQoiTJ08KACIxMbFR+x0/flzefvjwYQFAFBcXCyGE8Pf3F6GhoXV+jzdu3BCSJIl79+4pykeNGiWWLl1a9w9GCAFA7Nu3TwghxD/+8Q/Ru3dvYTAY5O2lpaXC3t5eHD16VAghREREhBg5cqS8/ejRo8LGxkb88MMPQgghpk+fLsLCwhTnSE5OFhqNRv4+3N3dxfr16+ttE7UeaWlpAoBIS0szdVNaVVssnckGiqv3XAEgLS0NJ0+ehJOTU626N2/eRK9evWqVX7lyBSUlJfLQTBWdTgdfX996z2fMfl5eXvLXnTt3BgDk5+eje/fu0Gq1+MMf/lDn95eeng4hRK12l5aWokOHDnXuU1NaWhpu3Lghr8dRpaSkBDdv3gQAhIaGwt/fH//+97/RpUsX7NixA8HBwWjfvr3iGDt27JD3F0LAYDAgLy8Pffv2bVBbiKj1MlmQOzo6Kp4bDAZMmDABa9asqVW3KkBrMhgMACqGOGr+7sKakyqqn8+Y/dq0aSN/LUmSYn97e/s621VVx8rKCmlpabCyslJsq+sfq/qOMWjQIEUIV3F1dQUA/OpXv8LLL7+MXbt2Ye7cudi3bx/i4uIUx3j77bcRERFR6xjdu3dvUDuIqHVrNbduDBw4EHv37kWPHj0afEeJp6cnbG1tcefOHcWHe821X01eXl44ceIEZs2aVWubr68v9Ho98vPzMXTo0EYdf+DAgdi9ezc6duyIn/3sZ/XWmzZtGnbs2IFu3bpBo9HgtddeUxwjJycHHh4ejWoDEbV+rWZC0Pz58/HDDz9g6tSpuHDhAm7duoVjx45h9uzZ0Ov1de7j7OyMRYsW4d1338X27dtx8+ZNZGRk4K9//Su2b99e77kau19NkZGR2LlzJyIjI5Gbm4vLly9j7dq1AIBevXohNDQUb775Jv75z38iLy8PFy9exJo1a/DVV1816PihoaFwcXFBSEgIkpOTkZeXh6SkJCxcuBB3795V1EtPT8fHH3+MKVOmwM7OTt62ZMkSnDt3DvPnz4dWq8X169dx4MABhIeHN/j7JKLWrdUEeZcuXXDmzBno9XoEBQWhf//+WLhwIdq2bQuNpv5mrlq1Ch999BFWr16Nvn37IigoCAcPHsQvf/nL556vsftVN3z4cHz55Zc4cOAAfHx8MHLkSKSmpsrb4+Li8Oabb+L9999H7969MXHiRKSmpsLNza1Bx3dwcMDp06fRvXt3TJ48GX379sXs2bNRXFys6KH37NkTr7zyCrKysuS7Vap4eXkhKSkJ169fx9ChQ+Hr64vly5fXO1xFROojCSGEqRtBRA2Tnp6OQYMGIS0tDQMHDmRbCEAr6pETEVHjMMiJiFSOQU5EpHIMciIilWOQExGpXIMnBDVmtTxbW1t5ck95eTlKS0uh0WgUMyIbc1wbGxt5xqVer0dJSQkkSYKDg4Ncp6ioCMbekNOmTRt5OV2DwYDi4mIAylmhxcXF8szOhrK2tpZnjAohUFRUVOu4JSUl9d4vXx8rKyvFPeNVP0sHBwd5FmppaSnKy8uNOm5918je3l6+FVSn06GsrMyo49Z3jezs7OTZr2VlZdDpdEYdF6j7GtX1+nuR41Zdo7pef8aq6xrV9/qrrqqsuLi4zvdOXdeovtefMeq6RjV/nsyICs2VEc/V0EVZABj9SEhIkPdPSEgQAERgYKDiuC4uLkYfNzY2Vt6/anErT09PxXE9PT2NPm5kZKS8f3Z2tgAgXFxcFMcNDAw0+rjz5s2T98/Pz5fLq5syZYrRx50yZUqd1yg/P18umzdvntHHre8aZWdny2WRkZFGH7e+a3Ty5Em5LDY21ujj1neN6nr9Gfuo6xrV9foz9lHXNarr9Wfso65rVN/rz5hHXddo1KhRAni2aFZjjsuMwHOvUUNxaIWIGsXR0RGjRo2SfzcAmU6DJwTxf5sqcGiFQyumHFr5KS05tFLf688YzIgKLzq0wpmdREQqx6EVIiKVY5ATEakcg5yISOUY5EREKscgJyJSOQY5EZHKMciJiFSOQU5EpHIMciIilWOQExGpHIOciEjlGORERCrHICciUjkGORGRyjHIiYhU7v+B1eIai8gJJQAAAABJRU5ErkJggg==",
      "application/papermill.record/text/plain": "<Figure size 500x300 with 1 Axes>"
     },
     "metadata": {
      "scrapbook": {
       "mime_prefix": "application/papermill.record/",
       "name": "fig_piezometer0"
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 500x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig_piezometer0 = diagrams_chap0.piezometer()\n",
    "glue(\"fig_piezometer0\", fig_piezometer0, display=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "```{glue:figure} fig_piezometer0\n",
    "---\n",
    "name: fig_def_head0.0\n",
    "---\n",
    "Definition of the head $h$ and its components according to Eq. ({eq}`eq_h10.0`).\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": [
     "exercise"
    ]
   },
   "source": [
    "```{exercise}\n",
    ":label: ex_01_head_well\n",
    "\n",
    "Consider a piezometer of which the top is 20 m above the datum. The well screen is 30 m below the top of the piezometer. A pressure sensor is lowered into the piezometer to a depth of 10 m below the top of the piezometer and records an absolute pressure of $p_\\text{abs}=180$ kPa. The piezometer is filled with fresh water with a density $\\rho=1000$ kg/m$^3$. Atmospheric pressure is measured to be 101 kPa. Use $g=9.8$ m$^2$/s. Compute the head in the well.\n",
    "\n",
    "<details>\n",
    "<summary><strong> Solution </strong></summary>\n",
    "\n",
    "$h = 18.06$ m\n",
    "\n",
    "</details>\n",
    "\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "source": [
    "(content:chap0:darcy)=\n",
    "## 0.2 Darcy's experiment\n",
    "\n",
    "In 1856, the French engineer Henry Darcy published the results of a series of experiments on the flow of water through a column packed with different kinds of sand ({cite:alp}`darcy1856`). The experiments consisted of a soil column of length $L$ and cross-sectional area $A$ ({numref}`Figure %s <fig_darcy_exp0.0>`). Darcy measured the discharge $Q$ through the column and the difference $\\Delta h$ in the head of the water between two measurement ports."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": [
     "remove-input",
     "remove-output"
    ]
   },
   "outputs": [
    {
     "data": {
      "application/papermill.record/image/png": 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",
      "application/papermill.record/text/plain": "<Figure size 500x200 with 1 Axes>"
     },
     "metadata": {
      "scrapbook": {
       "mime_prefix": "application/papermill.record/",
       "name": "fig_darcy0"
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig_darcy0 = diagrams_chap0.darcy()\n",
    "glue(\"fig_darcy0\", fig_darcy0, display=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "```{glue:figure} fig_darcy0\n",
    "---\n",
    "name: fig_darcy_exp0.0\n",
    "---\n",
    "Schematic representation of Darcy's experiment. Darcy used a vertical column, but a horizontal column works just as well.\n",
    "```"
   ]
  },
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   "cell_type": "markdown",
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    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; The experiments revealed that there is a linear relationship between the discharge $Q$ through the soil column and the hydraulic head drop $\\Delta h$ over distance $L$, which can be expressed as\n",
    "\n",
    "$$\n",
    "Q = kA \\frac{\\Delta h}{L} \n",
    "$$(eq_Q_basic_Darcy0.0)\n",
    "\n",
    "The proportionality constant $k$ was introduced because the relationship between the discharge and the head gradient differed between types of sand. Nowadays, $k$ is known as the hydraulic conductivity, which has the dimensions L/T. Darcy's law is not a physical law, but an empirical relation. It became known as a law because it performs remarkably well over a large range of flow conditions."
   ]
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    "(content:chap0:repres_elemntary_vol)=\n",
    "## 0.3 Representative elementary volume\n",
    "\n",
    "Water particles move through small openings in the subsurface, along convoluted pathways caused by the irregular shape of the pore space. The simulation of groundwater flow at this microscopic scale requires knowledge of the three-dimensional shape of the entire pore space, which is not feasible. A different approach is required for larger spatial scales, called the macroscopic scale. At the macroscopic scale, the net movement of groundwater through the subsurface is approximated using parameters that are a representative average of the behavior at the microscopic scale. This is what Darcy established empirically: The friction and viscous forces that work against the flow of water are captured by the hydraulic conductivity $k$. This parameter thus represents the effective action of the processes at the microscopic scale, without detailed knowledge of the pore geometry at this scale.\n",
    "<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; The variables for the macroscopic description of groundwater flow are associated with a spatial scale that is representative of the system considered. The volume for which a macroscopic property is valid is called the representative elementary volume (REV). The REV must not be too small, because it will not form a representative average. In the extreme, an REV smaller than the size of a pore or soil particle either represents an opening between soil particles or a soil particle itself, but not the average of many of these combined. The size of an REV must therefore exceed a multiple of the representative pore size. Conversely, an REV must not be too large either as it may no longer be suited to resolve the spatial variability of the subsurface at the macroscopic level. If the properties of the subsurface vary over a few meters, the REV must be significantly smaller than a few meters to capture this variability in a model. The REV relevant to practical groundwater problems varies. For unconsolidated sands, with a pore and grain size on the order of tenths of a millimeter, an REV of a few centimeters already captures the average behavior."
   ]
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    "(content:chap0:hydraulic_conductivity)=\n",
    "## 0.4 Hydraulic conductivity and porosity\n",
    "\n",
    "The hydraulic conductivity $k$ is a measure of how easy a fluid can flow through the subsurface. The hydraulic conductivity is not just a property of the subsurface, but also a property of the fluid that flows through the subsurface and may be written as\n",
    "\n",
    "$$\n",
    "k = \\frac{\\kappa \\rho g}{\\mu}\n",
    "$$(eq_k0.0)\n",
    "\n",
    "where $\\kappa$ [L$^2$] is the intrinsic permeability that depends on the porous medium, while the density, $\\rho$, and the dynamic viscosity, $\\mu$ [M/L/T], are properties of the fluid that flows through the subsurface. This means that warmer water will have a higher hydraulic conductivity than colder water, even when it flows through the same subsurface, as the viscosity of warmer water is smaller than the viscosity of colder water. Typical values of the hydraulic conductivity of water through different materials are presented in {numref}`tab_conductivity`."
   ]
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   "metadata": {
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   "source": [
    "```{list-table} Hydraulic conductivity ranges of different materials \n",
    ":header-rows: 1\n",
    ":name: tab_conductivity\n",
    ":align: left\n",
    "\n",
    "* - Material\n",
    "  - $k$ (m/d)\n",
    "* - Clay\n",
    "  - \\< 0.0001\n",
    "* - Sandy clay\n",
    "  - 0.0001 – 0.001\n",
    "* - Peat\n",
    "  - 0.0001 – 0.01\n",
    "* - Silt\n",
    "  - 0.001 – 0.01\n",
    "* - Very fine sand\n",
    "  - 0.1 – 1\n",
    "* - Fine sand\n",
    "  - 1 – 10\n",
    "* - Coarse sand\n",
    "  - 10 – 100\n",
    "* - Sand with gravel\n",
    "  - 100 – 1000\n",
    "* - Gravel\n",
    "  - \\> 1000\n",
    "```\n",
    "_Source: Modified from {cite:t}`verruijt1970`_"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; The porosity, $n$, of the subsurface is defined as the ratio of the volume of pores, $V_{p}$, to the total volume, $V_{t}$.\n",
    "\n",
    "$$\n",
    "n = \\frac{V_{p}}{V_{t}}\n",
    "$$(eq_n0.0)\n",
    "\n",
    "The porosity does not appear in the equation for the hydraulic conductivity (Eq. {eq}`eq_k0.0`), but the intrinsic permeability $\\kappa$ depends on the characteristics of the subsurface, including the pore volume, the pore size distribution, the connectivity between pores, the shape of the pores, and the roughness of the subsurface material. The porosity therefore partially determines the intrinsic permeability $\\kappa$ and thus indirectly influences $k$ as well."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": [
     "exercise"
    ]
   },
   "source": [
    "```{exercise}\n",
    ":label: ex_02_conductivity\n",
    "\n",
    "Compute the hydraulic conductivity (in m/d) of freshwater flowing through sand in the winter when the infiltrating water has a temperature of 5 $^\\circ$C and in the summer when infiltrating water has a temperature of 20 $^\\circ$C. Given: $\\kappa=2\\cdot 10^{-11}$ m$^2$, $\\mu=1.5\\cdot 10^{-3}$ Ns/m$^2$ at 5 $^\\circ$C, and $\\mu=1\\cdot 10^{-3}$ Ns/m$^2$ at 20 $^\\circ$C. \n",
    "\n",
    "<details>\n",
    "<summary><strong> Solution </strong></summary>\n",
    "\n",
    "$k = 11.29$ m/d, $k = 16.93$ m/d\n",
    "\n",
    "</details>\n",
    "\n",
    "```"
   ]
  },
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    "(content:chap0:aquifers_aquitards)=\n",
    "## 0.5 Aquifers and aquitards\n",
    "\n",
    "The subsurface consists of layers of varying permeability. The permeable layers are referred to as aquifers. Sediments such as sand or gravel tend to form good aquifers, as their pores are relatively wide and well connected, so that water can flow with relative ease. Layers with a lower permeability are called aquitards, leaky layers, or semi-confining layers. Truly impermeable layers do not exist in nature, but if the hydraulic conductivity is so low that flow through them is negligible, they are sometimes called aquicludes or confining layers."
   ]
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   "metadata": {
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    "slideshow": {
     "slide_type": ""
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    "tags": [
     "remove-input",
     "remove-output"
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TT+W4kZGReucaGRnJ20jlvB5oN5z18fEBCr/h7JEjRxg+fDi9e/cGtE6aIiIinphmzk1l88Pb25vs7GxOnTpF06ZNAQgLCyMhIaFQ+SoKV69epW/fvkybNo0+ffroHatduzZr164lJSVFbsQCAwNRKpV5etgF4ePjg1qtJiYmRra9CwSCp6PUBzvbt2/PunXrOHLkCOfPn2fYsGF5emhP4kkbx964cYMNGzZw7do1li9fztatW/XOd3d3Jzw8nODgYO7fv09GRgampqY0a9aMBQsWcOHCBQ4fPsz06dMLlZ8aNWrwxx9/EBwczNmzZxk0aJDcE82Z5uHDh4mKipJ3EH/SprIvvfQSXbp0YeTIkfz333+cPn2aESNGPHd3mWlpaXTv3p2GDRsyatQooqOj5Q/A4MGDMTExYdiwYZw/f56AgADGjx/PkCFDZLPKk/Dy8mLw4MEMHTqUP/74g/DwcE6ePMnChQv566+/nmt5BIIKT6la6CVJSkxMlN544w3JyspKqlatmuTv75/vYGfOXVUkSbs7jG7nnLlz50re3t6SqampZGNjI/Xs2VO6fv26HHfKlCmSra2tZGFhIfXv319aunSpZG1tLR9PT0+X+vbtK1WqVElvR54LFy5IzZo1k0xNTaWGDRvKu/7kHuzMufONJGkHStu1ayeZmppK1apVk1auXCm1adNGb0eUY8eOSfXr15eMjY31dls5ceKE9Oqrr0oWFhaSubm5VL9+fenzzz+Xj9+5c0fq1q2bZGxsLLm6uko///yz3sDp8xjs1A305vfRERISIrVr104yMTGRbGxspJEjR0pJSUny8WHDhuXZfWXixIl6O+xkZmZKn332meTu7i4ZGhpKTk5OUu/evaWQkJAC8/YkxGCn4EVE+COvYAh/5E/2Rx51P5Eqts9vsPt5EhoaSrVq1Z7rYLyg4lPqNnKBoLj44XQcxqYZAGSkPVpUlZqlKeiUYkXXZ5IezkRSKBQolUp5gDgrK4smTZrw+eef8/7775dKHgXlEyHkggpLdHI2Rmqty4TMtNJ3naATbJ2A69BoNCiVSpKTk3FwcNBbzJYf2dnZGBgYyOMuOa8leDERT4BAUALcuHGDXr16sXr1ar744gs6duzIRx99xNWrV2Uhjo+PR61WY25uTnZ2dp5ZTTp0e3gqlcoiibhGo0GtVqNWq/MMvkP+02sfPHhA69atCQ0NLXQ6gpJHCLlAUAKkpKRw6tQpFi1axN27d2nVqhWHDh3iww8/lH3U6KaRnjt3jh49emBiYkKrVq04ceKEfJ3AwEA++OADbt68ybJly1izZg13794FtGMC9+7dK3C9glKpRKVSoVKp8qyTSEtL491336Vr166Avqh37NgRS0tLvWtJkpRn/Yeg9CgR00qmWuJ+ajZKhQKVAlRKUCkUqJQKlAoehmmPldRiF4GgJElOTiYrK4tWrVqxdOlSlEolTZo0YcKECfz666+y07GoqCj27dvHkiVLWLp0KZMmTeKDDz7gyJEjAJw/f56lS5fy4MEDoqOjMTQ0pFGjRiQlJTF37lz27t1LUlISzZs3Z968eTRr1gzQNhK//vorly9fxtTUFB8fHzp06CCvor179y4pKSmyYOsWc1lZWfHZZ5/lKU9R/k81Go0s+jnHBATPjxIR8j8uJHLp/uNXNepQKnSfR6KvVCgwUCpkwTdQgoFS8fCjawQefTd42FAYKBWoHsbV/TXQi5f3Wtq4Ob6LxkXwHLh//z62trZ069ZN7g23bt0ab29v/vnnH0aNGkVUVBROTk5MmTJFFuBBgwYxa9YsLl26RK1ateTeu5eXF6tXr5Y9dE6aNAlzc3POnj0LwJw5cxg7dixbtmzBw8ODyMhIjhw5gqWlJZGRkezZs4djx47JjcJXX33Fpk2bMDIyQqlUUr9+fbZt20ZsbCzLly9nyZIlsu0+KyuLkJAQ1Go19vb2ODk5PXYtQ1Ft+LoxAHjU88+5AlyhUJCUlMRXX33FihUrsLKy4ptvvqFLly5FSqciUSJCnpBe+FkCGkn70U751fH4VzidzBakt5L0pCs8noIaEEOlAkOVQv4rhz/8bpjPb+139M7RXgP5WiqlaDgqGvHx8ZiYmOTxI5OVlSX3fmNiYnB0dMTDw0MvjrW1tezpMzIyEh8fH9599125g3H48GHCwsJYv349xsbGVKpUicmTJzNp0iS2b9/OpEmTcHV1Zfny5fKK5b179zJ16lQ2bdpEv379GDt2LKGhobz00kvMnDmT8PBw3N3d2b9/P5s2bWLWrFnY2dkRFRXFsmXL2L59OykpKaSnp9OjRw8WLlyIg4NDnnKnpKSwefNmbty4gb29PbVr16Zhw4ZYWVmRkZGBSqWSRVtHzt853Sfn7FD9/fffLFmyhO+++w4vLy9cXFwA5P0AdOe9KAPBFWLWik6ki8tkp5ZArZbIVOdMLS8K8jYmujwVJWsKeNRoPBR3I5VW6I1VSgxVCozkBiRHg6JSkJ2eVrTCCUqEtLQ0IiMj9TYeiY+PJyYmBl9fXwBiY2MxNzfHzMxMjhMXF4exsTHGxsaAVuxdXFywtLSUfd6Eh4dz7do1evXqRUpKCpIkoVKpePDggbzzlbm5Of/88w8BAQGYm5vLAnfhwgU5f1lZWVSrVg1HR0e59x0XF4enp6c8r33hwoX89ttvrFq1ij59+hAREcGFCxfIyMjIU+bExES+/PJL/vzzT1xcXIiNjcXS0pL3338fPz8/pk+fzt69ewkKCpJXc2/YsIGDBw+yYsUKTExM2Lt3LwBNmjQhKCgINzc3nJycOHr0KNWrV2fgwIF6aeZuFB5HQbN+dOG5ffCXZSqEkJcVtEsfn891sjSQpZEgO/8LFtRo5Jwv/Th+OhNHMqlyI2CkUmBsoMD44fdCfQx035UPGxZhhiqIBw8ekJCQgL+/P02aNMHJyYmFCxeSnZ1N27ZtAa0d29LSEhMTE/k8XU9eJ+6xsbG4urrKDsgUCgW3b9/mtddeY926dUiSRGJiIikpKcTGxlK9enUAPv30U/bt24eXlxcajYbbt28TEhLCsGHDAK2QZ2RkyJ40s7KyUKlUREdHY2pqirW1NcHBwQQEBDB16lRef/111Go11atXl9PQoWtgzp49y86dOxk9ejRjxowBICQkRH4DSUlJwd7eHpVKJZ9z6tQp/vnnH3m3rVWrVhEQEMDkyZP53//+R7t27ahWrRpfffUVJiYmKJVKhgwZwtq1azl06BCbN28mOTmZqlWr0r17d9lElR8F9dbLYy9eCHk55VkbjeRMDelKifR83hXyayQ0hUhL9yYhNwwqBSYGSm0DYaALU8oNgRz2sAHR/lbK3w0qkIkpKiqKTp06YW1tTZ8+fXjw4AGpqal8+umntGzZUo6jUqkwMjKSz0tISMDc3Fy2QSclJeUxYdStW5c//viDq1ev0qhRozxujYOCgti5cydDhw7l448/RqFQEBoaip+fn3zdtLQ0MjMzsbGx0Ts3JiaGSpUqYWBgQFRUlLwD1+PQNebVq1fH3t6ebdu24enpSZ06dfTcUd+/f5/KlSvrnZuUlISHhweGhoao1WpMTU1Rq9U4Oztz584d0tPTAbh27RpZWVksXrwYIyMjkpOTCQsLIzU1FSsrK44fP05AQABz5syhY8eO8vUPHjzIggULOH36NMbGxvTt25cpU6bg5uYmX3fv3r2oVCpq1apFo0aNyoU3TiHkFZicKxtBv7f+IEODUQHjU0/bSOR8k0jN0l1AOxc6d+NQmHELpQK9NwATAwWmORoGY5VSrxEwNlCgTi/coHpJk5SUhLm5OZMnT+b+/fuEhYXh5eVFu3bt5DheXl6oVCq9gcO7d++SnZ0t92LPnz9Pp06dgEc9xxEjRrBnzx5mzpzJ5MmTcXFxITw8nAsXLsgOzuLj47Gzs0OhUJCamsqaNWu4efOmbFtWq9VkZmbmaQTu3bsni7uFhQUPHjyQ3w6e9Pbl4uLClClT+P7771myZAk2Njb079+f1157DQMDA2JjY/N4+oyJicHa2hqVSkVWVhbXr19n8ODBjBo1CnjkMvrBgwd4eXlRq1YtQLtt4IABA3j33Xfla/Xp04c1a9bQrl07VCoVP//8M1OnTsXPz4/58+dz9+5dLly4wP3793Fzc2PTpk2sXr2atLQ0NBoNcXFxDB48mKlTp+o1rmURIeQVmJwrG6F0Vzc+TeOgkSA9WyI9l3npcY1CZiFMSzsvP8AhBkwMlJg8bAC0f7W/TXK8SZgYaL8bPKPZKDU1FSMjI6pXr07dunVlc0pO5s+fnyfM39+ftLQ02Ub9+++/4+npqRfH2dmZX3/9lVmzZtGvXz+ys7NxdXXlzTffxNDQEG9vb/r27cvChQvZsWMH9vb23Lp1C0AW7ipVqvDgwQPZxbNOuB48eIC3tzdZWVn4+voiSRJ79+6lffv2skkECr43nTp1om3bthw9epSff/6ZESNGsGnTJtq1a0dcXJw8+Kszrdy/f5/atWujUCjIysoiLi5Odo2sWwGrVqvlhkkXbmRkRHh4OCtXriQyMhIvLy9SU1NJSkoiMjKS6tWr880339C5c2dWrVoll69169ZYWloSHh7OmjVraN26NTNmzADgv//+Y9iwYbi5uTF06NDH+uEvbYSQC8odz2pWiklWk6DO1GsQnvSGoHs7MFYpMDXUvhmYGiploTcxUGDyMFwv7OH3u3fvYm1tLQufWq3OM6c6v7CcA50A3bp1y3s/JAk3Nze9Dcd1g4+6cz/77DOaN29OaGgoVatWZfz48SxZsgRnZ2dAa54ZPnw4s2bNYvTo0UyfPp05c+Zw8eJFmjVrhiRJmJiYMGnSJL766is0Gg3t27fn7t27VKlShbZt2+aZghgYGIipqSkvv/wybdu2xcvLi99++03efyA7O5usrCzUajUqlYrU1FTu3LlDmzZtAG0vOykpCScnJ73rZmdnk5iYKM/AUSqVHDhwgOnTp2Nra4uTkxOnT58mJCQEb29vjIyMuHnzJhEREYwbNw4jIyNZlHXz5vfs2UNYWBjOzs6sXLkSAwMDGjVqhEaj4cyZMwwdOrTMijgIIRe8wBSlQcj5dpCYATqTUU4z/uPGEZq8/x0qdSZrQtIwNczAzFApNwgmBgq5UTA1UMoNgqmhthHIOYis65XmRHcsZ+84p/gDODo68uabb+qFrV+/Xu/33LlzmTVrFrGxsfIsku3bt+Ps7Cz3YMeMGYOVlRXff/8927Ztw9bWlrlz5+oN0OoICwtjy5YtGBkZ4eLiwtWrV2nYsCHNmzcHtNsD/vnnn/Tp04caNWrw8ccfc/36ddnck5GRQWZmpjwmoCunTuBz+qTx9/fH1taWJUuWyOaWIUOGcPfuXQwNDVEqlWRkZMhmIp2Q66Z/3rhxAyMjI+7du8euXbuIi4tj+fLlJCUlUbVqVTIyMvLc07KEEHKB4BkozCAwgKGJOWBOfLqG+IfrKgr7RqBU8PBNQCvu5obatwHThw1Anr8PvxsbKFDm6EXqVljqptWp1eo80/VUKpXeYGp+JqDBgwczePDgJ5a5a9eumJmZERQURHR0NA0aNGDcuHGyUH/xxRe8/fbbdOzYEWdnZ2bMmMFPP/0kN0i6mT46s5JOyNPT00lOTtYTco1GQ3x8vCzU+/fv5++//6Zp06YYGhpiY2ODlZUVZ8+exc/PT24MdWMPFhYWWFpa8vvvv+sNbupmz+TetrCsIYRcICglCvtGoJEgLVsiLVsND5cJ5GwECmpMFCDb+U0NlVjoRN5QIb8RmBlkY2qoxMxQ8fDvk98ACrvk3tnZmQEDBjBgwIB8j9vY2LBt2zZSUlJISkrC3t4eLy8veUGUnZ0dkydPzjO9MSMjA6VSibW1tRw2depUhg4dSqdOnfDw8MDc3JzMzExUKpUswuPHj2fx4sU4OzvTs2dPEhISuHbtGm3atGHAgAF8+eWXrF69mgkTJmBgYIAkSdy+fVs2P5VlhJALBOWQwjQCEo/MQQn5vAUU1AAoFchmHnMjJeaGCsyMtCJvlqMhMDNQYmYkYWaonTKan6DrRF+3zD6/Odrm5ubybBSd2QW0++YuXrw4T3wXFxfZVYGOBg0a4O/vz4kTJ0hMTKRLly40a9YMQ0ND+doffvghmZmZfPbZZ4wdOxZnZ2fGjBlD27Zt8fT0ZNasWaxbt46zZ8/i6emJoaEhgYGB/PLLL3qNRllECLlA8AJRmAZAI0FqlkRqlprYNP2xgIJMQAq04m9mqBV/CyMFZoYqzHSib6SUv5vrev6qvMKfe2ZITr8rT8LHx0feKB3Qm7OuY9q0aXzyySckJCSQlJSEpaWlfH2dK4Ndu3YRGBiIhYUF7du3Lxe7NQkhFwgET+RJYwESj8w/hRV/AyWYGmgF3tJYhXlusTfSiX425kYF9/rlPDzceQm0Jh+dWSj3OQqFgsqVK+dZjATaued9+vR5fGHLIELIBQJBsfAk8c/WQFKmhqRMuJuifmT2kSA/N3tKBZgaKB72+LUf84cmH/OHom+u+24ERg9n3hQpzxqNnq+V8uJ2Vwi5QCAoEzzJ7KORICVLIiVLTUwhhF/X4zc3UmJp/FD4ZdNPTtHXvgkoHwq38LUiEAgEJcSThP9Rj19DdPLjTT26GT7mRkqsjJRY5BB+Xc9f99fcUFnmXE0LIRcIBC8EjzP1PJrhoyY29VFvvyD7vomBdj6/pbF+b1/XAFgYqbDI0dMvboSQCwQCQS6e1NuXRT/t8aJfxdKAUY1t8rvEc0UIuUAgEDwDjxP9wq78fVbKn1W/lLn0718sf9OXOR2d2bNyOsF7NrCg++P9Mz8PIoIDmd3ekfTkxGJP6/TOn1na34fZHZw4vvk7Dvl/ybcj2xd7ugKB4OkQPfIisnPpFBp2HoBvn5EYmVmgVKmo6duhtLP13MhISeKv5dPoPGY23q1fw8TcksAN/yvtbAkEgscghLwIZKalkBJ/H88m7bC0e+Ra09C44B3EyxuJMbfQZGdRs1lHLG0dSzs7AoGgEJQJ08qygY05vvk7vbBvR7bnkP+X8u/Z7R05s2s9v88Yzudd3VkxpBlhgXv0zokJv8Svnwxm/muezO9WnZ8m9iAuKgIASaPhn5+X8NUbDZnXuRrfjmzP1RN/y+cmRN9gdntHLh7exdrJvfm8qzvfjmjHzdCTgNa0Mb+b1nnPzx/0ZXZ7RyKCA/OYVnRmiLP7NrFsYGMWdK/B5rmjyEh95BtCkiQCN6zk68FN+LyLG9+OaMeFf/7UK8uV4wdYMbQ5n3dxY+3k3iRE33yGO1w4gvdsYNU7bQFYPrgps9s7khB9I0+8J93LjTPf5q/ln8i/96yczuz2jsSEXwJAo85mfrfqXD0ZULwFEgheEMqEkBeWf35eQu22PRizJoAavh3444uxpD2IB+DBvTv4v98LAyNjhi3Zwqhv99Owy0A0D3fIOb5lNcc2raLT6JmM/j4Azybt+G36UGJvXddL4+8f59P8jbGMXn0QWxdPtswbg0adTbU6TRi39igAb8z6kQ82n6NanSb55jP+dgRhgbsZ9MU6Bn6+nsizx/j3t+V6aQTv2UC3SYsY++M/NHv9Xf744j0izmqvnxgTxe8z36Zm0w68u/ogPn6DOfD9vOd+P3NTp11PhizeBMCIb/bwweZzWNlXzRPvSffSrUELIh+WBSAy5Bhm1rZEhhwDIOpSENmZGbjWbVrsZRIIXgTKlZA36Nyfeh36YFPVgw7vTCMzPZWoS0EAnNz+I8bmlvSd8R1VXmqIbTVPfLoOxM5VuyfgsY2raDlgHHXb98bOtQavjpqBk2cdjm9ZrZdG8zfG4NXsVWyredJ2+BQS794kLioclaER5pW1/o9NrSphYeOAyjD/ffwkSUPPqctx8PDGrX4z6r/aj/AzRwCteeb4pu/oMWUpNZq0o3IVdxp2GUD9V/ty+s+fATi1w5/KVdzo/N5c7FxrUL/j6zTs3L9Y7mlODI1NMbPSTpUyr2SLhY0DynyWOT/pXro3bEFMRBipibGkJSUQExGGb9+RRARrxT3i7FGcvepjZGpe7GUSCF4EypWN3LF6bfm7kak5xmYWpCTcByD6aihu9ZqhMsjrAD4jJYmk2Giq5eoBVqvblLvXQgtMw+KhjTgl/j52roWfmVLJ0RVjs0fO6S1sHOR83ou8THZmOuumvKF3jjo7C+cadQG4H3kFF++X9Xw8uNRpXOj0i5PC3EsHD2/MrGyIOHsMlcoAJ886vNSiMye2rgEgMvgobg1alHjeBYKKSpkQcoVSITuq16HJzrtRsCqPO0sF0kMHN4bGebeaypMOuVZY5bOZas6G4NEWWvl5cigYZa58KhQKpIcTSnXXGjT/F6zs9B3W63r40hP3ly99HncvFQoFbvWbEREciMrQCLcGLXDw8Eaj1nD3+gVuhp7Et++oUsi1QFAxKROmFXNrW5LjYuTfGSlJxOczyPY4HKrXJvLccdTZWXmOGZtbYmnrxI3z/+mF3ww9iZ2r19Nl+imxd3sJlaExiXejsKnqofexdqj6MI4Xty6e0Tvv1oXTJZrPgijsvdTZySODj+LesIVW3Ov5cmzjKrIy0oV9XCB4jpQJIXf3eYWQ/ZuIDDlOTPhFti0YX2QPZE17vU1GSjJb5r7L7bBgYm9d5+y+Tdy/cRWAFv3HErhhJecDtnH/xlUOrJ5L9LVQfPuOLI4iFYixmQUt3hjD3m8+I3jv78RFRXDnyjlObPuR4L2/A9C4+zDib0ew95vPuH/jKucObuHsw2NlgcLcS52d/G74RdzqNQPArWELQg5swblmPYzNLUsr+wJBhaNMmFZaDZpIwp1Ifvv0TYzNrWj31tQi98jNrG0YtmQz+7+bg//7vVAoVTh51sW1rnZmiW+fkWSkJrNv1SxSEu5j7+bFwHk/Y+tS/QlXfv60e/tjzCvb8e+vy4m/E4mJhRXONevTatBEAKwdXXhj1g/s/eYzTm73p2otH9q/M40dX04q8bzmR2HupYOHN2bWNlRyrCaLtnuDFkgatbCPlyH83++Nk2cduox7frOinvc1D/l/yaXA3Yz+/u8nR35BUUi5jdPFwLcn44hOzmvzFjx/MtNS5Pnun+y6rjcz5HHHKgoFlfFFKPvTIIS8eHGyMGB0k+J3mlUmTCsCgUBQlpEkSV6TUhYRQi4QCGTUWZns/24OX/VrwBd+7qwZ24WI4ED5eGpiHFvmvstXbzTk867urHqnDecO/vHYa1498TcLutfg7L6NrJ3ch7++/kTveGpiHPM6V5PXWjyJqEtBrJvSj0W9vFnQvQb+k3px53KIfHz7oon8Om2w3jkadTaL+9YlaPevwJNXV+uc1F09GcDq0Z2Y17kakSHHC5W/0qBM2MgFAkHZYPuiiSRE36TvjO+wtHXi0r9/sX7qQMb8cAhbl+pkZ2bg7NWAlgPHY2xmweXjB9g6fxyVq7jh4t0oz/XO/72VP7/6kN6frKRWy64oVSr+Wj6NTmNmYWBkDMC5g1uwtHXE3eeVQuUxMzWZBp3602Xc5wAc27SKXz4ZxPh1xzE2s+Blvzf5aVJPkmLvyv6Crhw/QGZaCnXa9gS0q6svHfmLbpMWYVvVg8iQ4/zxxXuYVbLFPccYzoHv5vDq6FlUdnbDxMLqme5tcSKEXCAowzy4d5uUhNhnuoaJuSWVq7g/MV5cVATn/t7K5N+DZadwLfqP5erJvwne8xsdRnyKlb0zLfqPlc/x7TOCaycDuHDozzxCfnL7Txxc8wUD5q7F46FIe7d6jd0rPiXs6B5ZVIP3bKBB5wGF3uTY4+VWer9fe38xCw95EXn2KF7NO1GtbhPsqtUgZP8mWg4YJ6dRp00PjEzN5dXVQ5dslt1sVK7izo3z/3H6z5/1hLztWx/h2bhNofJVmgghFwjKIBp1Nn//uIDA31Y887VqveJH/zk/PTHenSshIEmsGNpcL1ydlYmZVeWH+VLz72/LCT20naT70WRnZqDOysTQxEzvnItHdpEcf4+3v95BVe+X5XADI2PqdexL0O7fqNO2J9FXzxN9LZT+c/wLXZ6U+HsE+C8iPOhfUuLvoVGrycpIIzEmSo7j4zeIM7vW03LAOFLi73H5vwMMXbwZKNzqah1VvBoWOl+liRBygaCMkRR7ly1z35WdjFnaOj3cLv7pMH0owk9CkjQolCpGfbs/j48d3SyfY5tWcXzzarq8NxeH6t4YmZix53/TUWdn6sV38qzDnSvnCNqzgSq1fPR62y/7Dea7UR14cO82Qbt/pfrLrajkVK3Q5dm2cCKpibF0GTsXa0cXDIyM+WFcN9RZj/LQoNMbHFzzOTdDT3LrwmkqOVXDrX4zuZzw+NXVj8qt30CVVYSQVzAMTcz4ZNd1+XthjwnKBuFnjrDl89GkxN/HyMyCHh8upU7bHiWStnONekgaNSkJ92XRy82NkOO81LIz9V99HdC6NI67FY6dm74vospV3Ok0Zjb+k3ujVKrwmzhfPuZYvTZVvBpwetd6zh3cStfxnxcpnzfOHcdv4kJqNusIaL2Fpibqm5/MrG2o1bILwXs2cOvCKRp2GSAfy7m62r2CrGkQQl7BUCgUBc6RftwxQekiaTQc+WUZh9Z+iaTR4FDdmzdm/oBtNc8Sy4NtNU/qdezLtgXj6DR6Nk4165KaGEd40L84enhTs1lHKlf14OKRXdw8fxITS2uObfqW5PiYPEKuu96wJX+wdnJvlCqV3rxyH7/B7F4xDUNjU7xb+RUpnzZVPQjZv4kqLzUgIzWJ/d/OwSCfzV18/N7kt0/fRKNW07DTI++hOVdXS5IG17q+ZKQmcTP0JEam5iXiafR5I4RcIChlUhNj2Tp/nLw5R8MuA/CbML9U3pp6fvQ1h9cvZd+3M3lwPxozq8q41G4sb2fYZshkEqJvsH5qfwxNTHm52xBqtexKesqDfK9n51qDoUu2sHZybxQqFZ3HzAagXoc+7P1mBnU79MHA6MkO73LSY8oydn71Id+N6oi1Y1U6vDONfd/OzhOveqPWWNg44uD+kt6OXvDk1dXlDbGyU1ChKG8rO29dOMWmOaN4EBOFgZEJfhMX4NN1YGlnq9hJjIni60GNGfnNXpy96hdLGlnpqSzp14CeU5bh3bpbsaTxJEpqZafokQsEpYAkSfz3x/fs/3Y2GnU2Ni7VeWPmGhw965R21ooVdXYWybF3OfD9PFy8GxWLiEsaDclxMRzdtAoTcyteatn5uadR1hBCLhCUMOnJD9ix+H0uHt4JQO02Pejx4VcvhEfIm+dPsHZyH2xdPOk3a02xpJEYc4uvBzXByr4KPad+jVJV8WWu4pdQIChDRF8LZdOsd4iLCkdpYEin0bNo2vudQi+GKe+4N2zJzL/vFmsalZxciz2NsoYQcoGgBJAkiaDdv7J7+TSyM9OxdnDh9Zmr813WLhAUFSHkAkExk5Weyq6vP5Y3B6np25FeH6/AzLr4B8EELwZCyAWCYuT+jatsmv0OMeGXUCiVtHv7Y14ZMB5FEXfAEggeR8kJeXoSZKWXWHKCF5T01CfHSU2A7ELEe0aunD7C5kUfkJmeinklW17/8Evc6zWFlGdzgiUoP6hVFkAFmX6oTkuCUxtQaMRcckHxosjMfHKkywEospKKPS+28bGgycbd3Z2+fftimX0Dgoq2haGgfHNfZUBig3FYW1sXazolIuSazDQUmmyklzqAWT4OfFJi4eoRMLUGz1dAZVj0RO5cRBEdiuRUB5y9i36+Oguu/QtpiVCjFZjbFv0aohyPKKVySOmpwBePj+TVDsnI6PFxdDxDOWyAtz1ewT7zDsrMZKQXsD70eNHKkRqPIuwgqampFUPIZcwqg6W9ftiDu3AtECzsoG43MCjkP1hOIk9rK9etKbg9xSyA7Ew4v0tr/qnfA6wci34NUY5HlGY5DFKeHMesEhRmZedzKIcj8ZCV+uLWhw5RjmKldEdcHtyFczvB3ObZKjfyxLNXbkoc1Hvt6StXlENLWSjH86AslKOi1IcoR7FTekIuKvcRohxankc5kmKKfk5uykI5Kkp9iHKUCKUj5KJyHyHKoeV5lSN0T9HPy0lZKUdFqQ9RjhKh5IVcVO4jRDm0PM9y5DeYXljKUjkqSn2IcpQIJTvYmRKrHSgQlSvKoeN5l8OzXdHPh7JXjopSHy96OUqIku2RXz0iKhdEOXQUSzmeYkpbmSxHRamPF7gcdy4W/ZynpGSF3NRaVK4ohxZRjkeIcjyiIpUjOrTo5z0lJSvknq+IyhXlEOXIiSjHIypaOZxKbpOQkrWRZyRD0r2inZNzJZeNa9HPz72SS6Es+jVyruRy99Veq6iIcmgp7nIU1tfKzdNluxyFpazXR2GpiOWwdoIS6pWXyJ6d/zscyb1/1gtfK4JiJzMzky++0C7RL3DPzs+XYFwCvlYEAlQGTBpfQXytqEwtofEAJOH9UFDMPHdfKwLBM2BfyaLYRRxK0rRiYqn9CATFyfP0tSIQPCMq05KRWOHdXiAQCMo5QsgFAoGgnCOEXCAQCMo5QsgFAoGgnCOEXCAQCMo5QsgFAoGgnCOEXCAQCMo5QsgFAoGgnCOEXCAQCMo5QsgFAoGgnCOEXCAQCMo5QsgFAoGgnCOEXCAQCMo5QsgFAoGgnCOEXCAQCMo5QsgFAoGgnPPCCHlWeiobZ77N/Nc8md3ekfTkRJYNbMzxzd8Ve9r+7/dmz8rpj41zeufPLO3vw+wOThzf/B2H/L/k25Htiz1vAoGg/FOymy+XIsF7NxJ57jjvrNiJmbUtxuZWjFy1ByMTs9LOGhkpSfy1fBqdx8zGu/VrmJhbErjhf6WdLYFAUE54YYQ8/nYE9q5eOHh4y2HmlexKMUePSIy5hSY7i5rNOmJp61ja2REIBOWMMiHkkkZD4O//48yu9Ty4dxvzyvY0em0Ird98H4C71y+wZ+V0bl04jaGJKd6tutF57Bx5h/RtCyeQnpyIa11fjm1ahTo7izrtetHlvbmoDAzxf783kWePAjC7vSNuDVowfOlWlg1sTLO+I2n2+rvyse4fLOHK8QNcPXUIKzsnOo2exUstu8h5vRcRxr5vZxMZcgwjUzM8G7Wl83tzMLO2BbS7te9aNpWLR3ZhbGZB8zfGPrbswXs2sH3RRACWD24KwMRfT+Z7jw6vX8rpnetITYzFzrUmHUdOp0ZTrfll48y3sbB1xG/CfAD2rJzOf398z5gf/sHBoxYadTYLe3jRb9YP1GjS7ukqSiAQlEnKhI38wJrPCdywktZDJjP2xyP0/XQVFpXtAa1t+5epAzG1rMTIVXvo99n3XD9zmL+Wf6J3jYjgQOJuRzDsqz/oNXU5Z/duIHjPBgD6z/6Rl7u9iUvtxnyw+Rz9Z/9YYF7++XkJtdv2YMyaAGr4duCPL8aS9iAegKTYu/i/3xunGnUY9e0+Bi/YQHL8PTbNHimfv/+7OUQEB9J/jj9vLvqdyOBA7lw+W2B6ddr1ZMjiTQCM+GYPH2w+h5V91Tzxjm9ZzbFNq+g0eiajvw/As0k7fps+lNhb1wFwa9BCbqwAIkOOYWZtS2TIMQCiLgWRnZmBa92mBVeEQCAol5S6kGekJvPflu95ddQMGnbuj01Vd1zr+fJytzcBCDmwhazMdHp9vAIHD288Xm6F3/j5hOzfRHJcjHwdE4tK+E2Yj51rTbyad6Km76uEBx0BwNSqMobGpqgMjbCwccDUqnKB+WnQuT/1OvTBpqoHHd6ZRmZ6KlGXggA4tcMf55r16DDiU+xca+Jcsx49P1pGRHAgsTevkZmWQtDuX3l19Ew8G7fBsXpten28Ao1GU2B6hsammFnZAGBeyRYLGweUKlWeeMc2rqLlgHHUbd8bO9cavDpqBk6edTi+ZTUA7g1bEBMRRmpiLGlJCcREhOHbdyQRwVpxjzh7FGev+vJbjEAgqDiUumnlfuRl1FkZeLzcKv/jN67g5FlbT4Cq1W2KpNEQe/MaFjYOADi4v6QngBa2DsRcv1jk/DhWry1/NzI1x9jMgpSE+wDcuRxCeHAgX/h55Dkv7nYEWZnpqLMyqVa7sRxualUZu2qeRc5HTjJSkkiKjaZart50tbpNuXstFAAHD2/MrGyIOHsMlcoAJ886vNSiMye2rgEgMvgobg1aPFM+BAJB2aTUhdzA2OSxxyVJAhT5H1Q8Clca6BdFgeLhuUVDZZD7liiQHvaoJUnDS8070XHUjDznWdg4EBcVXuT0ioIi932QJBQP74FCocCtfjMiggNRGRrh1qAFDh7eaNQa7l6/wM3Qk/j2HVWs+RMIBKVDqZtWbF2qY2BsSviZI/ket3fzIvpaKJlpKXLYzfMnUCiV2LpUL6lsAuBUsx4xEWFUcqqGTVUPvY+RqTk2VT1QGhhy6+Jp+Zy0pARib117pnSNzS2xtHXixvn/9MJvhp7EztVL/q2zk0cGH8W9YQutuNfz5djGVWRlpAv7uEBQQSl1ITcwMqHlgHHsXz2Xs/s2EhcVwa0Lpzjz1y8A1O/YFwMjY7YtnEBM+EXCg/5l94pp1H+1n2xWKSma9nybtKR4tswdTdTFM8TfjuDayUNsXzQRjVqNkak5Pl0Hsf/bOVw/c5iY8ItsXzgBheLZb3OL/mMJ3LCS8wHbuH/jKgdWzyX6Wii+fR8NtOrs5HfDL+JWrxkAbg1bEHJgC84162FsbvnM+RAIBGWPUjetALQZMhmlSkXAT4tIio3G0saRRj2GAmBoYsabCzewZ+V0vh/TRW/6YUljaefE28t3cmD1XNZPHUB2ViaVHF3wbNIOhVIr1p1GzyQrLYUN04diZGpB835jSE9Jeua0ffuMJCM1mX2rZpGScB97Ny8GzvtZ763EwcMbM2sbKjlWk0XbvUELJI1a2McFggqMQnoaQ3IR+fZkHNHJ2cWdjEBAZloK87tpG7dPdl2XB8kLChcIihMnCwNGN7Ep9nRK3bQiEAgEgmdDCLlAIBCUc4SQCwQCQTlHCLlAIBCUc4SQCwQCQTlHCLlAIBCUc8T0Q0GFQpIkstJTAe0aBJ0Lg4LCBYLipKSmH5aJBUECwfNCoVDkO0e8oHCBoCIgTCsCgUBQzhFCLhAIBOUcIeQCgUBQzhFCLhCUIv7v92bPyumlnY0yx7KBjTm++bvHxpnd3pFL//5VQjkq24jBToGgFOk/+0eUBoalnQ1BOUcIuUBQijxu/9jSRJ2dhUo0MOUGIeQCQSni/35vnDzr0GXcPJYNbMzLfoOIvXWdi0d2YWZlQ5fx86hWpwl/Lp7M9TNHqOzsSs+PvqbKSw0BCN6zgT3/m0GvqV+zf/VcEu9G4Vbflx5TlmHtUFVOJ+zoXv5Zu5iYiDAs7Rxp0Kk/rd+chFKllYDZ7R3pNmkRV08c5PqZwzR/YywKFFwK3I1vnxEcWruYtAfx1H+1H34T5nNs0yqObfoWSdLg22ckrd98X04rPfkB+7+bzaXA3WRnZlDFqwGd35uLk2cdAOKiIti36jNuXTxNZloq9m5edBgxjeqN2ujdm4y0FLbMG03Y0b0Ym1vyysAJ+PYZUeC9fHDvDvtWfca1U/+gUCpxrduULuPmUcnJ9XlVV5lF2MgFgjLE8S2rqVa3Ke+uPkjNZh3ZOn8c2xaMp17H13n3uwPYVPFg64LxevvRZmWkceSXr+k1dTlvr/iTjJQktsx9Vz5+9WQAW+e/R9M+I3jvp8O89v5izu7dwOH1y/TSPrR2ES+17MKYNYfw6TIQgPjbEVz972/eXPAbfad/S/Ce3/h12mAe3LvN8KXb6DhyBgE/LuDWhVOAduHVr9MGkxwXw+D5vzLq2/0416zPzx+8TtqDeAAy01Oo4duRIV9u4t3VB/Fs3JbfPh1K4t1bevk5+vv/cKxem3e/O8ArAyew9xutSOdHVnoqaz/og6GpOcOXbeOtr3dgZGrO+qkDUWdlPnO9lHVEj1wgKABJkggL3M39m8+256qJhTWNuw8tVNyaTTvIcdsM/YBTO/yp8lJD6rTtAUDLgeP4YVw3UuLvyVsdarKz6DrhC1y8GwHQ6+MV/G/4K0RdPENV75c5sn4ZLQeOp2Hn/gBUruJOu7c+Zv/qObQd9qGcdt32ffDpOijXPdDQ46NlGJtZYO/+Eu4NWxJ78yqD5/+KQqnEzrUGgRtWEhF8FJfajYkI+peY8It8uCUUAyNjADqNmcWlwN1cOPwnjV4bipNnHbl3DtD+nU+49O9uwo7upWnvd+Rw17pNeWXQBABsq3lyM/QExzd/h2dj/Z47wPmAbSgUSnp8uFRetdvzo69Z0MOLiOCjeDZpW6j7X14RQi4Q5ENGShI7Fk/mwj87nvlalau4F1rIHarXlr+bV7bXhnl45wnLKeRKlQFVvBrKcexca2JiYc29G1eo6v0yd66c5XZYMEdy9MAljYbszHSy0lMxNDEDoMpLDfLkp5KjK8ZmFvJvi8r2KJUqeWtDXVhKwn0Abl8OITMthUW9auldJzsznbjbkYB2t6Z/fl7C5eP7SbofjUadTXZmOokxUXrnuNRunOf3f1tW53fbuH05hLiocHkXKP10I/DM96yKgxBygSAXd6+FsnH2COJuXUepMqBO2x6oDI2e+nrmlewKHVdl8OhfUtezzC8st4uk/HzHyHE1Em2HT8G7Vbc8cQyMTOTvRg8FPSdKg1wSoVDkGyZpNA/zpcHCxpHhS7fmuZaJhRUA+7+bw7WTAbw6ehY2Vd0xNDZl46x3CmcCKcBHjqTRUMWrPn0+XZXnmJm17ZOvW84RQi4Q5CBo96/89fUnZGemY+VQlX6frc7TMyxraNTZ3A4Lpqr3ywDcv3GV9ORE7KrVAMC5Zj3u37yKTVWPYs+Lc836JMfFoFSpChxkvHHuOA26DMC7lR+g7aEnRN+EXC8Ety6c1vsddeE0dtVqFpBuPUIPbce8kp288fiLhBjsFAjQDpZtXziRHV++T3ZmOjWatufd7/aXeREHUBoYsnvFNG5dPM2dyyFsXzQRl9qNZGFvPfQDQvZt4pD/l8SEX+Je5GXOB2zj7x/mP/e8VG/Ummp1GrNhxnCungwgIfoGN8+f5O8f5nM7LBgAmyoeXDqyi+ir54m+FsqWeaORJE2ea90MPUHghpXE3rzGiW0/EvrPn/j2HZlvuvU79sXM2oYNM4YSGXKc+DuRRJw9yu6Vn/Lg3u3nXs6yhuiRC154Ym9eY+Psd4i5fhGFUknb4R/RatBEPTtwWcbQ2JSWA8bzx7wxPLh/B9e6TekxZZl8vEaTdgz8Yj2Hf15C4O//Q2VggF21Gvj4DX7ueVEoFAya/yt///AFOxZNIiUxFgsbB9zqN5Pt+53fm8P2RZP4YfxrmFnb0HLAODJSk/Ncq3m/Mdy5fJZ/fl6MkakFncbMokaTdvnfAxMz3lq2nQOr57Jx5ttkpCZjZeeEx8utMDar+D104Y9c8EITemg7O758n8y0FMwr29H302/xeLlVaWer0OjmkX/855XSzoogH4Q/coGgGFFnZbLv21mc2PoDAG71m9N3xndY2jqWcs4EgqIjhFzwwpEQfZPNc0YSdSkIgJYDx9P+7Y/lVY4CQXlDPLmCF4rLx/ezdf440pMSMLGsRO+PV+DVvFNpZ+upadhlAA27DCjtbAhKGSHkghcCjTqbgJ8W8u+vywGo8lJD+s38/oXwwyGo+AghF1R4kmLvsmXeaCLPHgWgSa+36TR6lryEXCAo7wghF1RoIoID2Tz3XVLi72Fkak73D7+ibrtepZ0tgeC5UiJCbqRSQHoSZKWXRHICAQC3ws7y88dDkDQaHNxq0u+jr7Bz8YCke6WdNcELgtLQEqgg0w9fdZHw/+s3NGp1SSQnEABQVaOhZo0amJmZ4efnh9G903Dv9JNPFAieE/cMDUms9x7W1tbFmk6JCLmBOkNPxBs3bszLL7+cb9zMzEx2797N3bt3AfD29uaVV17J1ymQWq3m4MGDREREAODu7k6HDh1QqVR54kqSxL///svFixcBcHR0pGvXrhgZ5e8M6cyZM5w6pfWxXKlSJV577TXMzPI6FQK4dOkShw8fBsDU1JTu3btTqVKlfONGRkayd+9eAFQqFd27d8fBwSHfuDExMfz555+oH967zp074+bmlm/chIQE/vzzT9LS0gBo3bo1tWrVyjduamoqO3fuJCEhAai49aFUKhk2bBi9e/cW9UHp1we8WP8f9+7dY+vWraSmplYMIc9Ns2bNsLUt2COZj48Pe/bsAaBFixZUqVKlwLi+vr7yg+rr64uLi0uBcVu0aCE/qD4+PgVWui6Puge1Zs2aeHoW7AjT0tJSflCdnJyoVatWvv9YADY2NvKDamZmRt26dfP9xwJwcHDg4MGDJCUlyXk2Ns5/gM7JyYmTJ08SHh4OQJMmTbCwsMg3rq5MJ0+elMtaUevDxcVF1EcZqo8X/f+juChRZxK1a9fGzs6OtWvXEhsbm2+coKAg9uzZQ7169XBxcWH9+vVERUXlG/fy5cts3ryZmjVrUrNmTTZv3szly5fzjRsVFcX69etxcXGhXr167Nmzh6CgoHzjxsbGsnbtWuzs7GjSpAknT56UH8TcJCcns3btWiwtLWnZsiXh4eHs2rUrj5tRgIyMDH755ReMjY1p3bo1qampbN68We5R5EStVrN582ZSU1Np3bo1xsbG/PLLL2RkZOSJK0kSu3btIjw8nJYtW2JpacnatWtJTs7rvwLg8OHDnDx5kiZNmoj6EPUBiPrISXHVR3FSokL+yiuvMGzYMIyNjfO9OUFBQezYsYNGjRrRu3dv3nzzTRwcHFi3bl2em3P58mU2btxIzZo16d+/P/3796dmzZps3Lgxz8MaFRXFunXrcHBw4M0336R37940atSIHTt25HlYdQ+psbExw4YNw8/Pj3bt2hEQEJDnYdU9pBkZGQwbNoyOHTvSo0cPTp8+nedh1T2kMTExDBkyhHbt2vHGG29w5cqVPA+r7iG9cuUKb7zxBu3atWPIkCHExMTkeVh1D+np06fp0aMHHTt2ZNiwYWRkZOT7sB4+fJiAgADatWuHn5+fqA9RH6I+SqA+ipsSd+9mYWGR783JeVO6deuGQqHA2NiYwYMH57k5OR/S119/HZVKhUql4vXXX8/zsOZ8SAcPHoyxsTEKhYJu3brleVhzP6S6V6/WrVvneVhzP6S6Vy8fH588D2vuh7RqVe2muF5eXnke1twPqZeXFwBVq1bN87Dmfkh9fHwAsLW1zfdhzfmQtm7dWtSHqA9RH8VYHzExMfkoYPFQIt4P79y5w+rVqxk1ahTOzs6AfkXXr1+fwMBAvZuSk5wV7evrS2BgoN5DmpOcFd2yZUv+++8/vYc0JzkrumXLloSEhOR5SHOiq+gmTZoQHh6e5yHNia6i69WrR3x8PPfu3dN7SHOi+8erXl27TdX169f1HtKc6P7x7O3tqVy5MufOndN7SHOS8x/Pw8ODkydP6j2kORH1IepD1MfzrY/o6GiysrL0dK+4KDUhB+3NWbJkCQAeHh4MGTKkwEGQjIwMFixYAGgHTyZOnFjgIIharebrr7+WB0E+/vjjAgdBJEli3bp18iDIBx988NhBkL/++kseBBk3btxjB0H+++8/eRDknXfeeexA06VLl/j9998B6N+/f4Ej6gC3bt3ihx+0Xvu6dOmCr69vgXFjY2NZuXIloB3g8fPzKzCuqI9HiPrQIurjEU9bHyUh5KXqOf/KlUc+lO/du0dcXFyBcSMjI+XvaWlpREdHFxg3OjpanmaU+9zcxMXFce/eowUiOfOUm+TkZPmBBggNDS0wbkZGht7x4ODgfAd4QPuPdfbsWfn32bNn8x3gAe0/VnBwsF4e8hvgyS+P4eHhBQ7wgKgPHaI+HiHq4xFPWx8lQakJeU4b0+TJkzExMSlwdFj3alWrVi2mTJmCs7NzgQMKulcrZ2dnpkyZQq1atfId4IFHr1YmJiZMnjy5wAEe0H+1GjduXIEDPKD/qjtixIgCB3hA/1V34MCBDBw4MN8BHsg7cDNixIh8B3h05LT5jRs3rsABHlEfoj5EfTz/+nB3d89zrLgoFSHPPVBgaWlZ4Ohw7oEbMzOzfAd4IO/AjZmZWb4DPJB34MbS0jLfAR7If+AmvwEeyDv6XrVq1XwHeCDv6LuXl1e+AzyQ9yH18fHJd4BHR+6Bm4IGeER9iPoQ9VE89dGhQwdKihK1kfv5+ZGcnMzhw4fzXZGmW1GVmZnJa6+9RmJiIvv378fV1TXPijTdiqq4uDi6desGwK5du7CxscmzIk23wu3GjRu8+uqrWFtbs3PnToyMjPKsSMu5wq1169a4urrq5Sn3ijTdCrfGjRtTt25dvTzlXpGmW+Hm7e1N8+bN+fvvv+U85V58ERkZKZe9ffv2HDt2TM5TbvtgTEyMXtnPnz8v5yn3irSEhAS9st+4cUPUh6gPUR/FUB9xcXFs3bq14gx2JiYmsnLlSrKzxb6dAoHgxcHQ0JD33it+XyslIuSgFfPU1NSSSEogEAjKBGZmZsUu4lCCQi4QCASC4qFUpx8KBAKB4NkRQi4QCATlHCHkAoFAUM4RQi4QCATlHCHkAoFAUM4RQi4QCATlHCHkAoFAUM4RQi4QCATlHCHkAoFAUM4RQi4QCATlHCHkAoFAUM4RQi4QCATlHCHkAoFAUM4RQi4QCATlHCHkAoFAUM75P6bwkoCAqLWBAAAAAElFTkSuQmCC",
      "application/papermill.record/text/plain": "<Figure size 500x300 with 1 Axes>"
     },
     "metadata": {
      "scrapbook": {
       "mime_prefix": "application/papermill.record/",
       "name": "fig_maqflow0"
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig_maqflow0 = diagrams_chap0.maqflow()\n",
    "glue(\"fig_maqflow0\", fig_maqflow0, display=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "```{glue:figure} fig_maqflow0\n",
    "---\n",
    "name: fig_aquifers_aquitards0.0\n",
    "---\n",
    "Schematic cross section of the subsurface showing aquifers and aquitards.\n",
    "```"
   ]
  },
  {
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    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; An aquifer is unconfined when the saturated domain is bounded at the top by the water table, also called the phreatic surface ({numref}`Figure %s <fig_aquifers_aquitards0.0>`). Confined aquifers are separated from other aquifers, or the land surface, by an aquitard. Flow is referred to as confined when the head is above the top of the aquifer ({numref}`Figure %s <fig_aquifers_aquitards0.0>`). The head in confined aquifers can drop below the top of the aquifer, resulting in unconfined flow (see {numref}`content:chap3:combined_confined_unconfined`). Artesian conditions exist when the head in a confined aquifer is higher than the elevation of the land surface, which means that groundwater flows freely to the surface if a well is installed, without the need for a pump. \n",
    "<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; In systems consisting of multiple aquifers separated by aquitards, groundwater may move from one aquifer to another through aquitards. This is referred to as multi-aquifer or inter-aquifer flow. Flow in aquitards can often be approximated as vertical. The larger the thickness of an aquitard, the more difficult it is for water to flow across it. The ratio of the thickness of an aquitard to its vertical hydraulic conductivity is called the hydraulic resistance and is a measure of the (im)permeability of a leaky layer. Flow in aquifers tends to be predominantly horizontal. The larger the thickness of an aquifer, the more water it can transmit. The ability of an aquifer to transmit water in the horizontal direction is called the transmissivity, which is the product of the hydraulic conductivity and the aquifer thickness.\n",
    "<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; A groundwater modeler must always decide about the base of the groundwater flow system, which is commonly formed by a low-permeable layer that leaks so little water that it can be neglected for the problem of interest. While it is common to refer to the bottom of the system as the impermeable base, it must be realized that there is always some exchange of water across the bottom boundary of the system considered. Ideally, a confining unit can be defined that serves as the base of the model, and in this case, a better term for the base of the model is the basal aquitard. For very thick aquifer systems (like in sedimentary basins and deltas, which can be many kilometers deep), this is not always feasible, and a pragmatic choice must be made."
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    "(content:chap0:storage_transient_flow)=\n",
    "## 0.6 Storage and transient flow\n",
    "\n",
    "When there are no significant changes in head (and thus flow) through time, the flow is said to be steady. Analyses of steady flow are appropriate when long-term, average conditions are of interest, for example for the delineation of wellhead protection areas for water supply wells, or when an end situation is of interest, as for the dewatering of an aquifer for a construction project. When the heads do not change with time, the storage volume remains constant in time, which implies that the inflow and outflow of water are equal in the system considered.\n",
    "<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; In reality, groundwater flow is always transient. Transient flow occurs because boundary conditions and system stresses change through time, for example changing aquifer recharge, changing river levels, or varying pumping rates of wells. A specific application of transient flow analysis is the evaluation of aquifer properties by induced stresses, such as pumping tests.\n",
    "<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; The storage in an unconfined aquifer increases when the water table rises. As an example, consider a column within an unconfined aquifer with constant horizontal cross-sectional surface area A. When the water table is raised $\\Delta h$, the volume of water in the column increases by an amount\n",
    "\n",
    "$$\n",
    "\\Delta V = S A \\Delta h \n",
    "$$(eq3_dV0.0)\n",
    "\n",
    "where $S$ [-] is the storativity or storage coefficient of the unconfined aquifer. When the porous medium above the water table is completely dry before the rise, the storativity of the unconfined aquifer is equal to the porosity. In reality, the storativity is always smaller than the porosity, as there is always soil water present above the water table. The storativity of an unconfined aquifer is referred to as the phreatic storage coefficient or the more cryptic specific yield and is represented by the variable $S_p$. Typical values of the phreatic storage for different materials are presented in {numref}`tab_sp_yield`."
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    "```{list-table} Phreatic storage of different materials\n",
    ":header-rows: 1\n",
    ":name: tab_sp_yield\n",
    "\n",
    "* - Material\n",
    "  - $S_p$ (−)\n",
    "* - Clay\n",
    "  - 0.01 – 0.05\n",
    "* - Silt\n",
    "  - 0.03 – 0.19\n",
    "* - Sand\n",
    "  - 0.1 – 0.35\n",
    "* - Gravel\n",
    "  - 0.14 – 0.35\n",
    "```\n",
    "\n",
    "_Source: Modified from {cite:t}`fitts2013`_"
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    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; Storage in a confined aquifer is physically more complicated. In a confined aquifer, all pores are entirely filled with water. Additional water can nevertheless be stored through expansion of the pore space and, albeit only to a small extent, compression of the water. When the head rises by $\\Delta h$, the volume of water increases by an amount $\\Delta V$ according to Eq. ({eq}`eq3_dV0.0`), but the storage coefficient is much smaller than that for unconfined aquifers. For most unconsolidated aquifers, the ability of the aquifer to expand is significantly larger than the ability of the water to compress. The storage coefficient of a confined aquifer is a function of the aquifer thickness: The thicker the aquifer, the more water can be stored per unit surface area $A$, and thus the greater the storage coefficient. The storage coefficient of a confined aquifer is\n",
    "\n",
    "$$\n",
    "S = S_s H\n",
    "$$(eq_S0.0)\n",
    "\n",
    "where $S_s$ [1/L] is the specific storage of the aquifer (the storage per unit aquifer thickness) and $H$ is the aquifer thickness. Typical values for the specific storage are presented in {numref}`tab_spec_storage`."
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    "```{list-table} Specific storage values for different materials\n",
    ":header-rows: 1\n",
    ":name: tab_spec_storage\n",
    "\n",
    "* - Material\n",
    "  - $S_s$ (m$^{-1}$)\n",
    "* - Clay\n",
    "  - $1 \\cdot 10^{-3}$ – $2 \\cdot 10^{-2}$\n",
    "* - Sand\n",
    "  - $1 \\cdot 10^{-5}$ – $1 \\cdot 10^{-3}$\n",
    "```\n",
    "\n",
    "_Source: Modified from {cite:t}`anderson2015`_"
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    "(content:chap0:darcy_groundwater)=\n",
    "## 0.7 Darcy's law for groundwater modeling\n",
    "The basic form of Darcy's law (Eq. {eq}`eq_Q_basic_Darcy0.0`) relates the total flow $Q$ through a column of soil to the head gradient. For groundwater modeling, it is more useful to consider the discharge per unit area\n",
    "\n",
    "$$\n",
    "q = \\frac{Q}{A_q} = k \\frac{\\Delta h}{L} \n",
    "$$(eq_q0.0)\n",
    "\n",
    "where $A_q$ is the cross-sectional area perpendicular to the flow. The dimensions of specific discharge are L/T. It is important to note, however, that the specific discharge is not a velocity (although it is sometimes confusingly referred to as the Darcy velocity), but a discharge per unit area.\n",
    "<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; Groundwater flow can be in any direction and is expressed in terms of the specific discharge vector $\\vec{q}=(q_x, q_y, q_z)$ with components in each of the three coordinate directions. The general form of Darcy's law relates the components of the specific discharge vector to the head gradient in each direction\n",
    "\n",
    "$$\n",
    "q_x = -k\\frac{\\partial h}{\\partial x} {\\hskip 2em} \n",
    "q_y = -k\\frac{\\partial h}{\\partial y} {\\hskip 2em} \n",
    "q_z = -k\\frac{\\partial h}{\\partial z}\n",
    "$$(eq_darcy0.0)\n",
    "\n",
    "<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; In Eq. ({eq}`eq_darcy0.0`), the hydraulic conductivity is the same for flow in all directions. In some aquifers, the hydraulic conductivity is anisotropic and must be represented by a tensor. When the principal directions of the hydraulic conductivity tensor coincide with the coordinate directions, Darcy’s law may be written as\n",
    "\n",
    "$$\n",
    "q_x = -k_x\\frac{\\partial h}{\\partial x} {\\hskip 2em} \n",
    "q_y = -k_y\\frac{\\partial h}{\\partial y} {\\hskip 2em} \n",
    "q_z = -k_z\\frac{\\partial h}{\\partial z}\n",
    "$$(eq_darcy_aniso0.0)\n",
    "\n",
    "where $k_x$, $k_y$, and $k_z$ are the hydraulic conductivity in the three coordinate directions (the principal components of the hydraulic conductivity tensor).\n",
    "<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; Water in the subsurface can only flow through the pores. The average velocity vector $\\vec{v}$ can be obtained from the specific discharge vector through division by the porosity $n$\n",
    "\n",
    "$$\n",
    "\\vec{v}=\\frac{\\vec{q}}{n}\n",
    "$$(eq_vec_v0.0)\n",
    "\n",
    "The vector $\\vec{v}$ is the average velocity of the groundwater because it describes the flow at the macroscopic level, not the flow of individual water particles at the microscopic level of the pores."
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    "```{exercise}\n",
    ":label: ex_03_ave_gw_v\n",
    "\n",
    "Compute the average groundwater velocity for sand with $k=20$ m/d, a porosity of $n=0.3$, and a head that drops 2 m every 1000 m. Compute $v$ in both meters per day and meters per month.\n",
    "\n",
    "<details>\n",
    "<summary><strong> Solution </strong></summary>\n",
    "\n",
    "$v = 0.13$ m/d $= 4.0$ m/month\n",
    "\n",
    "</details>\n",
    "\n",
    "```"
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    "(content:chap0:dupuit_forchheimer)=\n",
    "## 0.8 Dupuit and Forchheimer\n",
    "All groundwater flow is three-dimensional, but for modeling purposes, flow may be approximated as one-dimensional or two-dimensional. At the regional scale, most aquifers are relatively thin in comparison with their areal extent and are therefore referred to as shallow aquifers. Flow is predominantly horizontal in such aquifers and may be approximated as two-dimensional in the horizontal plane. The amount of horizontal flow is described by the discharge vector $\\vec{Q}=(Q_x,Q_y)$. The discharge vector is the total flow in the aquifer integrated over the saturated thickness $H$ of the aquifer. In other words, it is the discharge per unit width of aquifer. The components of the discharge vector may be computed as\n",
    "\n",
    "$$\n",
    "Q_x=Hq_x=-kH\\frac{\\partial h}{\\partial x} {\\hskip 2em} Q_y=Hq_y=-kH\\frac{\\partial h}{\\partial y}\n",
    "$$(eq_Q_x0.0)\n",
    "\n",
    "where the hydraulic conductivity is horizontally isotropic ($k_x = k_y = k$). The dimensions of the discharge vector are L$^2$/T. This approximation was first proposed by {cite:t}`dupuit1863` and {cite:t}`forchheimer1886`, so it is referred to as Dupuit flow or Dupuit-Forchheimer flow.\n",
    "<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; The Dupuit–Forchheimer approximation essentially means that the pressure distribution is hydrostatic in an aquifer. This is very convenient, because that means that the head $h$ does not depend on the vertical coordinate in an aquifer. The Dupuit–Forchheimer approximation does not mean, however, that flow is horizontal. Water can still flow vertically, but the resistance to vertical flow is neglected within an aquifer; a detailed analysis is given in Chapter {numref}`%s <content:chap1:one_dim_flow>`. The accuracy of the Dupuit–Forchheimer approximation is further explored in Chapter {numref}`%s <content:chap10:steady_2d_flow_vertical>`."
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    "(content:chap0:groundwater_models)=\n",
    "## 0.9 Groundwater models\n",
    "Groundwater models are needed to gain an understanding of how groundwater flows and to try to make predictions, because most phenomena or proposed interventions cannot be tested at full scale in the field. Groundwater models are mathematical solutions to the differential equation that describes flow in an aquifer system. The differential equation is obtained through the combination of a mass balance equation and Darcy’s law, yielding a differential equation in terms of the hydraulic head. A mathematical model of a groundwater problem consists of a differential equation and a set of mathematical boundary conditions, which are derived from boundaries and conditions of the physical groundwater system. In this book, the mathematical problem is solved analytically.\n",
    "<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; In each of the upcoming chapters, analytical solutions are presented for a wide range of flow problems. Chapters {numref}`%s <content:chap1:one_dim_flow>`-{numref}`%s <content:chap5:transient_one_dim_flow>` deal with flow systems that may be approximated as one-dimensional in the horizontal direction. This is followed by solutions to two-dimensional flow systems in the horizontal plane in Chapters {numref}`%s <content:chap6.0:steady_two_dim_flow_wells>`–{numref}`%s <content:chap9.0:transient_2d_intro>`, including flow systems that are radially symmetric (e.g., flow near a pumping well). Finally, Chapter {numref}`%s <content:chap10:steady_2d_flow_vertical>` deals with two-dimensional flow in the vertical plane, including a comparison with one-dimensional Dupuit–Forchheimer solutions."
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