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    "# Tutorial 5: Comparing a Circuit Model to a Full-Wave Simulation\n",
    "\n",
    "Circuit-level models used in **simpleLOMs** can reliably reproduce what a full-wave EM solver actually gives you.\n",
    "\n",
    "In FEM simulations, a **Touchstone** file (eg. `.s2p`) is generated containing the S-parameters of a device for a range of frequencies. This tutorial shows you how to run comparisons of circuit-level models to touchstone models using a touchstone file generated using HFSS. \n",
    "\n",
    "In this tutorial you will learn how to \n",
    "\n",
    "1. read the Touchstone reference with `scikit-rf`,\n",
    "2. draw the device with the `schematics` feature (this requires knowledge of what geometry you simulated)\n",
    "3. build the distributed circuit-level model using CPWs, and fit the **Optimized** lumped model,\n",
    "4. overlay all three responses and quantify the residual,\n",
    "5. repeat the identical comparison across a catalog of five HFSS exports spanning\n",
    "   weak to very strong coupling, symmetric and asymmetric.\n"
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    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import skrf as rf\n",
    "\n",
    "import simpleLOMs as sl\n",
    "\n",
    "sl.apply_style()\n"
   ]
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    "The reference file `results/cpw_7mm_hfss.s2p` was exported from HFSS for a\n",
    "**7 mm CPW resonator** with a **50 fF** coupling capacitor at each end\n",
    "($C_\\mathrm{tog}=0$), driven through **two 50 Ω ports**. We first need to give `simpleLOMs` these same parameters, so the FEM curve and the circuit model describe the same device.\n"
   ]
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    "# Device parameters\n",
    "cpw  = sl.CPWParams(ep_r=11.45)          # ultracold silicon\n",
    "d    = 7e-3                           # 7 mm resonator line\n",
    "Cc   = 50e-15                         # 0.05 pF coupler on each port\n",
    "Ctog = 0.0                            # no line-to-ground capacitance\n"
   ]
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    "## 1. Read the Touchstone reference\n",
    "\n",
    "`simpleLOMs` is built on `scikit-rf` which reads the `.s2p` into a `Network` object, which is the same object that `simpleLOMs` circuit models use. We take the frequency\n",
    "grid from the file itself, so every model below is evaluated on the same\n",
    "points as the FEM data.\n"
   ]
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     "text": [
      "loaded: 2-Port Network: 'cpw_7mm_hfss',  3.95-11.85 GHz, 401 pts, z0=[50.+0.j 50.+0.j]\n",
      "frequency: 3.950 - 11.850 GHz, 401 points\n"
     ]
    }
   ],
   "source": [
    "ref  = rf.Network(\"results/cpw_7mm_hfss.s2p\")     # <-- your FEM / measured file\n",
    "freq = ref.frequency                              # reuse the file's frequency grid\n",
    "f    = freq.f / 1e9                               # GHz, for plotting\n",
    "\n",
    "print(\"loaded:\", ref)\n",
    "print(\"frequency: {:.3f} - {:.3f} GHz, {} points\".format(f[0], f[-1], len(f)))\n"
   ]
  },
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    "## 2. (Optional) Draw the device\n",
    "\n",
    "It is important to confirm that the device that you will simulate at the circuit level reflects the actual FEM output.\n",
    "\n",
    "To do this, use   `schematics` to  generate a diagram with the device parameters we already passed to `CPWParams`\n",
    "labelled. This is the circuit topology we are comparing against the FEM export.\n",
    "\n",
    "for this specific system, the topology is: `P1 — Cc — CPW — Cc — P2`\n"
   ]
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      "text/plain": [
       "Schematic(meta={'title': '', 'description': '', 'source': 'simpleLOMs.networks.cpw.cpw_resonator_network_2port', 'units': {'capacitance': 'F', 'inductance': 'H', 'length': 'm', 'impedance': 'ohm', 'frequency': 'Hz'}}, groups=[{'id': 'resonator', 'label': 'resonator'}], components=[Component(id='P1', type='port', label='Port 1', value='50.00 \\\\Omega', ports=['out'], group=None, orient='series', props={'Z0': 50}), Component(id='Cc1', type='cap', label='C_{c1}', value='50.00 fF', ports=['a', 'b'], group=None, orient='series', props={'C': 5e-14}), Component(id='Ctog1', type='cap', label='C_{tog1}', value='0.00 F', ports=['a', 'gnd'], group='resonator', orient='shunt', props={'C': 0.0}), Component(id='TL', type='tline', label='CPW', value='\\\\ell = 7.00 mm', ports=['in', 'out'], group='resonator', orient='series', props={'length': 0.007, 'Z0': 46.42627950423649}), Component(id='Ctog2', type='cap', label='C_{tog2}', value='0.00 F', ports=['a', 'gnd'], group='resonator', orient='shunt', props={'C': 0.0}), Component(id='Cc2', type='cap', label='C_{c2}', value='50.00 fF', ports=['a', 'b'], group=None, orient='series', props={'C': 5e-14}), Component(id='P2', type='port', label='Port 2', value='50.00 \\\\Omega', ports=['in'], group=None, orient='series', props={'Z0': 50})], nets=[Net(id='n1', ports=['P1.out', 'Cc1.a']), Net(id='n2', ports=['Cc1.b', 'Ctog1.a']), Net(id='n3', ports=['Ctog1.gnd', 'GND']), Net(id='n4', ports=['Cc1.b', 'TL.in']), Net(id='n5', ports=['TL.out', 'Ctog2.a']), Net(id='n6', ports=['Ctog2.gnd', 'GND']), Net(id='n7', ports=['TL.out', 'Cc2.a']), Net(id='n8', ports=['Cc2.b', 'P2.in'])], annotations={'length_mm': 7.0, 'Cc_fF': 50.0, 'Ctog_fF': 0.0})"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pathlib import Path\n",
    "figdir = Path(\"figures\")\n",
    "figdir.mkdir(exist_ok=True)\n",
    "\n",
    "sch = sl.cpw_schematic_2port(\n",
    "    d, Cc, Cc, Ctog, Ctog,\n",
    "    cpw_params=cpw, freq=freq, Z0=50,\n",
    "    annotations={\"length_mm\": d * 1e3, \"Cc_fF\": Cc * 1e15, \"Ctog_fF\": Ctog * 1e15},\n",
    ")\n",
    "\n",
    "# (optional) save the schematic as a vector graphic and interactive HTML.\n",
    "sch.save_svg(figdir / \"cpw_7mm.svg\")\n",
    "sch.save_html(figdir / \"cpw_7mm.html\")\n",
    "sch\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6d0dec0e",
   "metadata": {},
   "source": [
    "## 3. Build the distributed circuit model and fit the Optimized model\n",
    "\n",
    "We have two options for representing the FEM network. \n",
    "\n",
    "In the first option we build the CPW distributed network. In the second option, we fit the **Optimized** model to the distributed network. Both are evaluated on the file's\n",
    "frequency grid. This allows the user to construct either a distributed circuit model of the FEM output or an entirely lumped model of the output.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "278ba13f",
   "metadata": {},
   "source": [
    "### Distributed network\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "9b54a09a",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-07-19T01:45:09.967316Z",
     "iopub.status.busy": "2026-07-19T01:45:09.967250Z",
     "iopub.status.idle": "2026-07-19T01:45:09.975992Z",
     "shell.execute_reply": "2026-07-19T01:45:09.975442Z"
    }
   },
   "outputs": [],
   "source": [
    "cpw_net = sl.cpw_resonator_network_2port(freq, d, Cc, Cc, Ctog, Ctog, cpw_params=cpw, Z0=50)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cc1e7899",
   "metadata": {},
   "source": [
    "### Lumped network\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "f7796a36",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-07-19T01:45:09.979372Z",
     "iopub.status.busy": "2026-07-19T01:45:09.978872Z",
     "iopub.status.idle": "2026-07-19T01:45:12.642888Z",
     "shell.execute_reply": "2026-07-19T01:45:12.642610Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Optimized LOM:  L = 0.5836 nH   C = 586.46 fF\n"
     ]
    }
   ],
   "source": [
    "opt     = sl.fit_lom(d, model=\"optimized\", Cc=Cc, Ctog=Ctog,\n",
    "                  cpw_params=cpw, freq=freq, return_model=True)\n",
    "net_opt = opt.get_network(freq, Cc, Cc, Z0=50, Ctog1=Ctog, Ctog2=Ctog)\n",
    "\n",
    "print(\"Optimized LOM:  L = {:.4f} nH   C = {:.2f} fF\".format(opt.L * 1e9, opt.C * 1e15))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "da480f3c",
   "metadata": {},
   "source": [
    "## 4. Overlay the transmission\n",
    "\n",
    "Now that we have constructed all relevant networks, we can compare them by plotting $|S_{21}|$ in dB for the HFSS reference, the CPW ground truth, and the Optimized LOM.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "c195d1f9",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-07-19T01:45:12.644091Z",
     "iopub.status.busy": "2026-07-19T01:45:12.643999Z",
     "iopub.status.idle": "2026-07-19T01:45:13.059974Z",
     "shell.execute_reply": "2026-07-19T01:45:13.059628Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saved: figures/s21_overlay.png\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 2117.1x1308.44 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(<Figure size 2117.1x1308.44 with 2 Axes>,\n",
       " array([<Axes: xlabel='Frequency, $f$ (GHz)', ylabel='$|S_{21}|$ (dB)'>,\n",
       "        <Axes: xlabel='Frequency, $f$ (GHz)', ylabel='$|S_{21}|$ (dB)'>],\n",
       "       dtype=object))"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f0_ref, _ = sl.circle_fit_f0_kappa_windowed(ref, 1, 0)\n",
    "fc = f0_ref / 1e9\n",
    "\n",
    "sl.plot_transmission(\n",
    "    {\n",
    "        \"HFSS reference\": ref,\n",
    "        \"CPW ground truth\": cpw_net,\n",
    "        \"Optimized LOM\": net_opt,\n",
    "    },\n",
    "    m=1, n=0,\n",
    "    panels=\"zoom\",\n",
    "    center=fc,\n",
    "    half_width=0.35,\n",
    "    save_path=str(figdir / \"s21_overlay.png\"),\n",
    ")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "94afcdc5",
   "metadata": {},
   "source": [
    "## 5. Quantify the agreement\n",
    "\n",
    "We now extract $f_0$ and $\\kappa$ from each network with\n",
    "`circle_fit_f0_kappa_windowed`, the variant of the circle fit meant\n",
    "for data on a fixed frequency grid.\n",
    "\n",
    "The same extractor is applied to the model networks, which are evaluated on the same\n",
    "grid, so every row of the table is directly comparable. Typical Touchstone files from a\n",
    "driven modal simulation can have a grid size of only 401 points, so both $f_0$ and\n",
    "$\\kappa$ are refined to sub-grid accuracy, so that the reported $\\Delta f$ reflects the\n",
    "true model–FEM offset rather than the spacing of the FEM frequency sweep.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "c4408aa4",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-07-19T01:45:13.061685Z",
     "iopub.status.busy": "2026-07-19T01:45:13.061594Z",
     "iopub.status.idle": "2026-07-19T01:45:13.066316Z",
     "shell.execute_reply": "2026-07-19T01:45:13.066073Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "model      f0 (GHz)  kappa (MHz)  df (%)  max|dS21| (dB)\n",
      "---------  --------  -----------  ------  --------------\n",
      "HFSS ref     7.9617      148.097      --              --\n",
      "CPW          7.9597      149.572  -0.026           0.201\n",
      "Optimized    7.9593      149.523  -0.030           0.277\n"
     ]
    }
   ],
   "source": [
    "win = np.abs(f - f0_ref / 1e9) < 0.5\n",
    "s21_ref = sl.s_db(ref, 1, 0)\n",
    "\n",
    "rows = [\n",
    "    (\"HFSS ref\",\n",
    "     \"{:.4f}\".format(f0_ref / 1e9),\n",
    "     \"{:.3f}\".format(sl.circle_fit_f0_kappa_windowed(ref, 1, 0)[1] / 1e6),\n",
    "     \"--\", \"--\"),\n",
    "]\n",
    "for name, net in ((\"CPW\", cpw_net), (\"Optimized\", net_opt)):\n",
    "    f0, k = sl.circle_fit_f0_kappa_windowed(net, 1, 0)\n",
    "    dres = np.abs(sl.s_db(net, 1, 0) - s21_ref)[win].max()\n",
    "    rows.append((\n",
    "        name,\n",
    "        \"{:.4f}\".format(f0 / 1e9),\n",
    "        \"{:.3f}\".format(k / 1e6),\n",
    "        \"{:+.3f}\".format(100 * (f0 - f0_ref) / f0_ref),\n",
    "        \"{:.3f}\".format(dres),\n",
    "    ))\n",
    "\n",
    "print(sl.utils.format_comparison_table(\n",
    "    rows,\n",
    "    [\"model\", \"f0 (GHz)\", \"kappa (MHz)\", \"df (%)\", \"max|dS21| (dB)\"],\n",
    "))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "8fc3368b",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-07-19T01:45:13.067458Z",
     "iopub.status.busy": "2026-07-19T01:45:13.067383Z",
     "iopub.status.idle": "2026-07-19T01:45:13.142981Z",
     "shell.execute_reply": "2026-07-19T01:45:13.142710Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saved: figures/s21_residual.png\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1012.5x625.759 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(<Figure size 1012.5x625.759 with 1 Axes>,\n",
       " <Axes: xlabel='Frequency, $f$ (GHz)', ylabel='$\\\\Delta|S_{21}|$ (dB)'>)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sl.plot_s_residual(\n",
    "    {\"CPW - HFSS\": cpw_net, \"Optimized - HFSS\": net_opt},\n",
    "    ref,\n",
    "    m=1, n=0,\n",
    "    xlim=(fc - 0.5, fc + 0.5),\n",
    "    save_path=str(figdir / \"s21_residual.png\"),\n",
    ")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "791831ec",
   "metadata": {},
   "source": [
    "## 6. Stress test: one workflow, five coupling regimes\n",
    "\n",
    "The walkthrough above used the mildest device. The same recipe to fit LOMs and\n",
    "extract $f_0$ and $\\kappa$ for finite element models applies unchanged to any port loading,\n",
    "so we can stress the models across various coupling regimes. `results/` ships four more\n",
    "HFSS exports of the same 7 mm resonator, going from moderately to very strongly coupled.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "633868fa",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-07-19T01:45:13.144162Z",
     "iopub.status.busy": "2026-07-19T01:45:13.144072Z",
     "iopub.status.idle": "2026-07-19T01:45:35.382783Z",
     "shell.execute_reply": "2026-07-19T01:45:35.380650Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "config               f0 (GHz)  kappa (MHz)  df CPW (%)  dk CPW (%)  df Opt (%)  dk Opt (%)\n",
      "-------------------  --------  -----------  ----------  ----------  ----------  ----------\n",
      "Coupling caps only     7.9617        148.1      -0.026       +1.00      -0.030       +1.02\n",
      "Grounds included       7.5372        123.8      -0.172       +1.72      -0.175       +1.71\n",
      "Stronger coupling      7.1166        370.9      -0.488       +1.43      -0.532       +1.03\n",
      "Asymmetric coupling    7.3231        255.4      -0.332       +2.07      -0.329       +1.06\n",
      "Weaker asymmetric      7.6892         86.7      -0.133       -1.78      -0.133       -1.98\n"
     ]
    }
   ],
   "source": [
    "configs = [\n",
    "    (\"Coupling caps only\",  \"results/cpw_7mm_hfss.s2p\",           50e-15,  50e-15,    0.0),\n",
    "    (\"Grounds included\",    \"results/cpw_7mm_ctog_hfss.s2p\",      50e-15,  50e-15, 40e-15),\n",
    "    (\"Stronger coupling\",   \"results/cpw_7mm_cc100_hfss.s2p\",    100e-15, 100e-15, 40e-15),\n",
    "    (\"Asymmetric coupling\", \"results/cpw_7mm_cc50_100_hfss.s2p\",  50e-15, 100e-15, 40e-15),\n",
    "    (\"Weaker asymmetric\",   \"results/cpw_7mm_cc20_50_hfss.s2p\",   20e-15,  50e-15, 40e-15),\n",
    "]\n",
    "\n",
    "summary = []\n",
    "kappa_MHz = {}    # label -> (HFSS, CPW, Optimized)\n",
    "for label, path, Cc1, Cc2, Ct in configs:\n",
    "    ref_i  = rf.Network(path)\n",
    "    freq_i = ref_i.frequency\n",
    "    cpw_i  = sl.cpw_resonator_network_2port(freq_i, d, Cc1, Cc2, Ct, Ct,\n",
    "                                            cpw_params=cpw, Z0=50)\n",
    "    opt_i  = sl.fit_lom(d, model=\"optimized\", Cc1=Cc1, Cc2=Cc2, Ctog=Ct,\n",
    "                        cpw_params=cpw, return_model=True)\n",
    "    net_i  = opt_i.get_network(freq_i, Cc1, Cc2, Z0=50, Ctog1=Ct, Ctog2=Ct)\n",
    "\n",
    "    f0_r, k_r = sl.circle_fit_f0_kappa_windowed(ref_i, 1, 0)\n",
    "    f0_c, k_c = sl.circle_fit_f0_kappa_windowed(cpw_i, 1, 0)\n",
    "    f0_o, k_o = sl.circle_fit_f0_kappa_windowed(net_i, 1, 0)\n",
    "\n",
    "    kappa_MHz[label] = (k_r / 1e6, k_c / 1e6, k_o / 1e6)\n",
    "    summary.append((\n",
    "        label,\n",
    "        \"{:.4f}\".format(f0_r / 1e9),\n",
    "        \"{:.1f}\".format(k_r / 1e6),\n",
    "        \"{:+.3f}\".format(100 * (f0_c - f0_r) / f0_r),\n",
    "        \"{:+.2f}\".format(100 * (k_c - k_r) / k_r),\n",
    "        \"{:+.3f}\".format(100 * (f0_o - f0_r) / f0_r),\n",
    "        \"{:+.2f}\".format(100 * (k_o - k_r) / k_r),\n",
    "    ))\n",
    "\n",
    "print(sl.utils.format_comparison_table(\n",
    "    summary,\n",
    "    [\"config\", \"f0 (GHz)\", \"kappa (MHz)\",\n",
    "     \"df CPW (%)\", \"dk CPW (%)\", \"df Opt (%)\", \"dk Opt (%)\"],\n",
    "))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "deb78a80",
   "metadata": {},
   "source": [
    "We can also plot a parity plot of the linewidth values for the FEMs to see how well\n",
    "the models track the HFSS reference across all five coupling regimes.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "b5558334",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-07-19T01:45:35.392566Z",
     "iopub.status.busy": "2026-07-19T01:45:35.392322Z",
     "iopub.status.idle": "2026-07-19T01:45:35.643673Z",
     "shell.execute_reply": "2026-07-19T01:45:35.643320Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1012.5x625.759 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(\n",
    "    figsize=(sl.FIGURE_WIDTH_1COL, sl.FIGURE_HEIGHT_1COL_GR), layout=\"constrained\"\n",
    ")\n",
    "\n",
    "k_r = np.array([kappa_MHz[label][0] for label, *_ in configs])\n",
    "k_c = np.array([kappa_MHz[label][1] for label, *_ in configs])\n",
    "k_o = np.array([kappa_MHz[label][2] for label, *_ in configs])\n",
    "\n",
    "lim = (0.8 * k_r.min(), 1.12 * k_r.max())\n",
    "ax.plot(lim, lim, ls=\"--\", lw=1.0, color=\"0.55\", zorder=1)\n",
    "ax.scatter(k_r, k_c, s=42, color=sl.MODEL_COLORS[\"cpw\"],\n",
    "           label=\"CPW ground truth\", zorder=3)\n",
    "ax.scatter(k_r, k_o, s=42, marker=\"s\", facecolors=\"none\",\n",
    "           edgecolors=sl.MODEL_COLORS[\"optimized\"], linewidths=1.4,\n",
    "           label=\"Optimized LOM\", zorder=3)\n",
    "# Label beside each point: the half-plane off the diagonal is empty, so text\n",
    "# placed to the right (or left, near the right edge) never hits data.\n",
    "for x, (label, *_rest) in zip(k_r, configs):\n",
    "    right = x < 0.75 * lim[1]\n",
    "    ax.annotate(label, (x, x),\n",
    "                xytext=(10, -3) if right else (-10, -3),\n",
    "                textcoords=\"offset points\", fontsize=7, color=\"0.35\",\n",
    "                ha=\"left\" if right else \"right\", va=\"center\")\n",
    "\n",
    "ax.set_xlim(lim)\n",
    "ax.set_ylim(lim)\n",
    "ax.set_xlabel(sl.axis_label(\"HFSS linewidth\", r\"\\kappa_\\mathrm{HFSS}\", \"MHz\"))\n",
    "ax.set_ylabel(sl.axis_label(\"Model linewidth\", r\"\\kappa_\\mathrm{model}\", \"MHz\"))\n",
    "ax.legend(loc=\"upper left\")\n",
    "\n",
    "fig.savefig(figdir / \"kappa_parity.png\", dpi=200)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bdaf8943",
   "metadata": {},
   "source": [
    "## Notes\n",
    "\n",
    "- Across all five coupling regimes both models land on the HFSS resonance to\n",
    "  within $0.5\\%$ in $f_0$ and $\\sim 2\\%$ in $\\kappa$ — while $\\kappa$ itself\n",
    "  varies by more than $4\\times$.\n",
    "- **To use your own data:** drop your `.s2p` in `results/`, point\n",
    "  `rf.Network(...)` at it, and set `d`, `Cc`, `Ctog`, and `CPWParams` to match the\n",
    "  simulated geometry. If your port ordering differs, adjust the `(m, n)` indices\n",
    "  passed to `circle_fit_f0_kappa_windowed` and the `s[:, 1, 0]` slice accordingly.\n"
   ]
  }
 ],
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  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
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