examples/processing.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "02383571",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from pathlib import Path\n",
    "from pyminflux.analysis import find_cutoff_near_value, get_robust_threshold, prepare_histogram\n",
    "from pyminflux.reader import MinFluxReader\n",
    "from pyminflux.processor import MinFluxProcessor\n",
    "from pyminflux.fourier import estimate_resolution_by_frc\n",
    "try:\n",
    "    import matplotlib.pyplot as plt\n",
    "except:\n",
    "    !pip install matplotlib\n",
    "    import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b3f341a7",
   "metadata": {},
   "source": [
    "# Example processing"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d9bf2b71",
   "metadata": {},
   "source": [
    "The complete pyMINFLUX API can be found on https://pyminflux.ethz.ch/api."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "673a2416",
   "metadata": {},
   "source": [
    "## Open a file and inspect data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "1715d45c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "File: 2D_FA-IIF-AF467_crop.npy: 2D normal acquisition with 78460 entries (all valid)."
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Open a file\n",
    "reader = MinFluxReader(\"2D_FA-IIF-AF467_crop.npy\")\n",
    "reader"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "b2111b34",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Set a processor on the reader\n",
    "processor = MinFluxProcessor(reader, min_trace_length=4)  # Drop short-lived traces"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "a7f80850",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tid</th>\n",
       "      <th>tim</th>\n",
       "      <th>x</th>\n",
       "      <th>y</th>\n",
       "      <th>z</th>\n",
       "      <th>efo</th>\n",
       "      <th>cfr</th>\n",
       "      <th>eco</th>\n",
       "      <th>dcr</th>\n",
       "      <th>dwell</th>\n",
       "      <th>fluo</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>87</td>\n",
       "      <td>2.352604</td>\n",
       "      <td>6446.844851</td>\n",
       "      <td>-3990.753281</td>\n",
       "      <td>0.0</td>\n",
       "      <td>84021.005251</td>\n",
       "      <td>0.624847</td>\n",
       "      <td>168</td>\n",
       "      <td>0.646067</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>87</td>\n",
       "      <td>2.359186</td>\n",
       "      <td>6438.524442</td>\n",
       "      <td>-4004.899799</td>\n",
       "      <td>0.0</td>\n",
       "      <td>98524.631158</td>\n",
       "      <td>0.491394</td>\n",
       "      <td>197</td>\n",
       "      <td>0.555556</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>87</td>\n",
       "      <td>2.365768</td>\n",
       "      <td>6436.041289</td>\n",
       "      <td>-4002.683427</td>\n",
       "      <td>0.0</td>\n",
       "      <td>84021.005251</td>\n",
       "      <td>0.422516</td>\n",
       "      <td>168</td>\n",
       "      <td>0.595506</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>87</td>\n",
       "      <td>2.372350</td>\n",
       "      <td>6441.751471</td>\n",
       "      <td>-4003.722791</td>\n",
       "      <td>0.0</td>\n",
       "      <td>79353.171626</td>\n",
       "      <td>0.535156</td>\n",
       "      <td>238</td>\n",
       "      <td>0.660079</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>87</td>\n",
       "      <td>2.381117</td>\n",
       "      <td>6442.907035</td>\n",
       "      <td>-4006.524754</td>\n",
       "      <td>0.0</td>\n",
       "      <td>94023.505876</td>\n",
       "      <td>0.419495</td>\n",
       "      <td>188</td>\n",
       "      <td>0.606061</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   tid       tim            x            y    z           efo       cfr  eco  \\\n",
       "0   87  2.352604  6446.844851 -3990.753281  0.0  84021.005251  0.624847  168   \n",
       "1   87  2.359186  6438.524442 -4004.899799  0.0  98524.631158  0.491394  197   \n",
       "2   87  2.365768  6436.041289 -4002.683427  0.0  84021.005251  0.422516  168   \n",
       "3   87  2.372350  6441.751471 -4003.722791  0.0  79353.171626  0.535156  238   \n",
       "4   87  2.381117  6442.907035 -4006.524754  0.0  94023.505876  0.419495  188   \n",
       "\n",
       "        dcr  dwell  fluo  \n",
       "0  0.646067    2.0     1  \n",
       "1  0.555556    2.0     1  \n",
       "2  0.595506    2.0     1  \n",
       "3  0.660079    3.0     1  \n",
       "4  0.606061    2.0     1  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Have a look at the data\n",
    "processor.filtered_dataframe.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "73e48f31",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Is this a 3D dataset?\n",
    "processor.is_3d"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fff81a67",
   "metadata": {},
   "source": [
    "## Estimate resolution by Fourier Ring Correlation"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a79c6b2a",
   "metadata": {},
   "source": [
    "We use the per-trace ID mean localizations to estimate the resolution."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "e869db56",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Run the resolution estimation on per-trace localization data\n",
    "resolution, qi, ci, resolutions, cis = estimate_resolution_by_frc(\n",
    "    x=processor.filtered_dataframe_stats[\"mx\"].values,\n",
    "    y=processor.filtered_dataframe_stats[\"my\"].values,\n",
    "    rx=None, ry=None, num_reps=5, seed=2023, return_all=True\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "0ed65d9a",
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 3600x2700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot results\n",
    "fig, ax = plt.subplots(1, 1, figsize=(12, 9), dpi=300)\n",
    "\n",
    "# Plot individual cis in black and width = 0.75\n",
    "for i in range(cis.shape[1]):\n",
    "    ax.plot(qi, cis[:, i], 'k-', linewidth=0.5)\n",
    "ax.plot(qi, ci, 'r-', linewidth=2)\n",
    "ax.axvline(x=1.0 / resolution)\n",
    "ax.set_xlabel(\"Frequency [1/nm]\")\n",
    "ax.set_ylabel(\"Fourier Ring Correlation\")\n",
    "ax.set_title(f\"Resolution = {1e9 * resolution:.1f}nm\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3072e58f",
   "metadata": {},
   "source": [
    "### Simulate resolution progression throughout acquisition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "1d302220",
   "metadata": {},
   "outputs": [],
   "source": [
    "temporal_resolution = 1800 # s\n",
    "t_start = processor.filtered_dataframe[\"tim\"].min()\n",
    "t_end = processor.filtered_dataframe[\"tim\"].max()\n",
    "n_steps = int(np.round((t_end - t_start) / temporal_resolution))\n",
    "t_steps = np.linspace(t_start, t_end, n_steps)\n",
    "t_steps = t_steps[1:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "03c0494b",
   "metadata": {},
   "outputs": [],
   "source": [
    "rx = (processor.filtered_dataframe[\"x\"].min(), processor.filtered_dataframe[\"x\"].max())\n",
    "ry = (processor.filtered_dataframe[\"y\"].min(), processor.filtered_dataframe[\"y\"].max())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "97665244",
   "metadata": {},
   "source": [
    "#### Using per-trace (average) localizations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "838c4674",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "210 traces: 1/39\n",
      "364 traces: 2/39\n",
      "454 traces: 3/39\n",
      "523 traces: 4/39\n",
      "594 traces: 5/39\n",
      "679 traces: 6/39\n",
      "759 traces: 7/39\n",
      "846 traces: 8/39\n",
      "907 traces: 9/39\n",
      "982 traces: 10/39\n",
      "1049 traces: 11/39\n",
      "1119 traces: 12/39\n",
      "1172 traces: 13/39\n",
      "1237 traces: 14/39\n",
      "1305 traces: 15/39\n",
      "1361 traces: 16/39\n",
      "1416 traces: 17/39\n",
      "1456 traces: 18/39\n",
      "1520 traces: 19/39\n",
      "1578 traces: 20/39\n",
      "1653 traces: 21/39\n",
      "1699 traces: 22/39\n",
      "1743 traces: 23/39\n",
      "1817 traces: 24/39\n",
      "1885 traces: 25/39\n",
      "1957 traces: 26/39\n",
      "2034 traces: 27/39\n",
      "2118 traces: 28/39\n",
      "2200 traces: 29/39\n",
      "2283 traces: 30/39\n",
      "2360 traces: 31/39\n",
      "2448 traces: 32/39\n",
      "2530 traces: 33/39\n",
      "2619 traces: 34/39\n",
      "2712 traces: 35/39\n",
      "2806 traces: 36/39\n",
      "2899 traces: 37/39\n",
      "3000 traces: 38/39\n",
      "3094 traces: 39/39\n"
     ]
    }
   ],
   "source": [
    "trace_resolutions = []\n",
    "for i, t in enumerate(t_steps):\n",
    "    df = processor.select_by_1d_range(\"tim\", x_range=(t_start, t))\n",
    "    df_gr = df.groupby(\"tid\")\n",
    "    mx = df_gr[\"x\"].mean()\n",
    "    my = df_gr[\"y\"].mean()\n",
    "    resolution, _, _ = estimate_resolution_by_frc(\n",
    "        x=mx, y=my, sx=4.0, sy=4.0, rx=rx, ry=ry, num_reps=5, seed=2023, return_all=False\n",
    "    )\n",
    "    trace_resolutions.append(1e9 * resolution)\n",
    "    print(f\"{len(mx)} traces: {i + 1}/{len(t_steps)}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "3e84cb48",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 3600x2700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot results\n",
    "fig, ax = plt.subplots(1, 1, figsize=(12, 9), dpi=300)\n",
    "ax.plot(t_steps, trace_resolutions, 'r-o')\n",
    "ax.set_xlabel(\"Acquisition time (s)\")\n",
    "ax.set_ylabel(\"Per-trace resolution (nm)\");\n",
    "ax.set_title(f\"End-point resolution: {trace_resolutions[-1]:.1f}nm\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "299a6201",
   "metadata": {},
   "source": [
    "## Apply EFO and CFR filters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "ff5d9710",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "49000.0\n"
     ]
    }
   ],
   "source": [
    "# Calculate cutoff for EFO\n",
    "\n",
    "single_emitter_frequency = 25000   # For this acquisition we expect the peak for single emitters to be at 25kHz\n",
    "\n",
    "n_efo, _, b_efo, _ = prepare_histogram(\n",
    "    processor.filtered_dataframe[\"efo\"].values,\n",
    "    auto_bins=False,\n",
    "    bin_size=1000.0,   # For EFO, we usually bin at 1kHz\n",
    ")\n",
    "cutoff_frequency = find_cutoff_near_value(\n",
    "    counts=n_efo,\n",
    "    bins=b_efo,\n",
    "    expected_value=2.0 * single_emitter_frequency   \n",
    ")\n",
    "print(cutoff_frequency)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "df417703",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.8365654683162231\n"
     ]
    }
   ],
   "source": [
    "# Calculate robust threshold for CFR\n",
    "upper_thresh, _, _, _ = get_robust_threshold(\n",
    "    processor.filtered_dataframe[\"cfr\"].values, factor=2.0\n",
    ")\n",
    "print(upper_thresh)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "ceae2b6a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Apply EFO filter (limits already estimated from the UI)\n",
    "processor.filter_by_1d_range(\"efo\", x_range=(0.0, cutoff_frequency))\n",
    "processor.filter_by_1d_range(\"cfr\", x_range=(0.0, upper_thresh))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ebe2f3b3",
   "metadata": {},
   "source": [
    "## Estimate updated resolution by Fourier Ring Correlation after EFO and CFR filtering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "658d0e58",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Re-calculate resolution\n",
    "resolution, qi, ci, resolutions, cis = estimate_resolution_by_frc(\n",
    "    x=processor.filtered_dataframe_stats[\"mx\"].values,\n",
    "    y=processor.filtered_dataframe_stats[\"my\"].values,\n",
    "    rx=None, ry=None, num_reps=5, seed=2023, return_all=True\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "e71c802f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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aa66Z++67r+jDAF/Vs2fP3HzzzRk0aFBOOOGEJF+c9P6rX/0qd9xxR7X2nDhxYpIvguT/+te/0rx584XGrLfeennggQeKTuyfMWNG/vGPfxTC8otyxRVX5Lbbbiu0Kyoqcv755+f4449f5PgGDRpknXXWyTrrrJOTTz45w4cPX+SYQw45pBBgnjVrVv7xj3/k6KOPXuxjraqqytVXX11oN2zYMAceeOBi533bvf/++3niiScK7X79+lV77ptvvpkkGTBgQIYMGZLKysqi6xUVFenTp08effTR9OrVK++++26SL37vhg4dmt12263ae40fPz7f//7389BDDy1054GKiopsv/32GTZsWHr06JHPP/88SXLbbbdl7NixmT9/fvbaa69cd911C/13qEmTJjniiCPSrFmzot+Hq666qlq/VwAAAABQXR988EGmTJlSaL/44otLfSDHV9db0G9/+9tcfPHFhXaXLl0ydOjQrL322kXj2rdvn+233z7bb799DjnkkPTr169w4MmNN96Y73//+znrrLOWqs7a4oR3AAAAAIBvgeOPPz7bbbddtf98GWD+Jptuumn+9Kc/VWv/kSNHFgXRd9ppp1x++eWLDLt/VZs2bXLrrbemVatWhb4//vGPXzt+wfD9Oeecs8iw+1f99re/zXbbbfeNY0qlqqoqZ555ZqHdvHnzbwy7f9Wvf/3r7L333oX2XXfdlVdffbXae3fs2DE33njjIsPuX63n3HPPLer797///bXj586dm9/97ndFfSeffPLXht0XVFFRkb59+y7y2s9+9rOi36fBgwdXa81hw4YVfdhh1113zcorr1ytud9mQ4cOLdxNoUGDBtlll11qNH/99dfPlVdeuVDY/avat2+f0047rajvm35/FqVRo0a56aabFgq7f9Xaa69dFFqfN29eXnvttXTp0iV/+9vfvvG/QwcccEC+//3vF9pjx47Ne++9V6MaAQAAAOCbVOeumTX18ccfL7J/3LhxRSH1Jk2a5O67714o7L6gTTbZJDfeeGNR3+9///vC4SmlJvAOAAAAAMAi/eY3v6n2KTMXXnhhUfuCCy6o9tyVV145Bx98cKE9YsSIwgnzX/XSSy9l5MiRhfaqq66aX/ziF9XaY9CgQdUaV9/uu+++vPzyy4X2McccU62w+5dOPfXUwtdVVVVFJ6svzkknnZTWrVsvdtx2221XdDeAp5566mvH/utf/8pbb71VaH/ve98rCvQvjZVXXrnoZPDnnnsuo0aNWuy8BYPxhxxySK3Us6y76667Cl9vvPHGad++fY3m/+Y3v1nsB1qSZJ999ilqf9Pvz6Lsvffe6dGjx2LH9e/ff6G+k0466Rs/0JF88SGLBec+/fTTNaoRAAAAAL7JtGnTan3N+fPnL7L/sssuK7ob7IIHPnyTbbbZpujOrnPmzMk111yzVHXWloalLgAAAAAAgPKz0korLfbk9C/Nnz+/6HT3DTfcsNovoH9p++23Lzq9/bHHHstee+1VNGb48OFF7X333bdagdsk6dmzZ3r16pVnnnmmRnXVtXvuuaeo/b//+781mt+jR4+svPLKef/995N88X078cQTFzuvoqJioSDy16msrMy6666bRx99NEny0Ucf5fPPP0+TJk0WGnv//fcXtY844ohq/4yq47DDDsstt9xSaA8ePDgbbbTR147/6KOPcueddxbaq6++enbcccdaq2dZNWvWrAwbNqzQ7tevX43mt27dOjvssEO1xi6//PLp2LFj4YMQb7/9do32+updDL7JD37wg6J2RUVF9thjj2rNXXfddYvaX/3QBgAAAAAsrQUPZejevXsuuuiipVqzWbNmi+x/8MEHi9o1fe2vX79+eeCBBwrtRx99NKecckrNC6xlAu8AAAAAAN8CDz/8cPr06VNr662//vrVPqH9ueeeK7p96vrrr1/j/Tp27FjUfumllxYaM3r06KJ2TR9vnz59yi7w/thjjxW+btGiRbp27VrjNVZfffVC4H1R37dF6dSpU1ZYYYVq77HiiisWtT/++OOF+pLix5MkO++8c7X3qI5tttkma621Vl577bUkyQ033JALLrggrVq1WuT4v/3tb5k9e3ah/bOf/SwNGrj57YMPPpgZM2YU2jV902u99dar0fdxxRVXLITIv+5Wy1+nd+/e1Rq34O9z586di+5MUJO5n3zySfWKAwAAAIBqaNeuXVG7qqqq6CT12vTmm28WtTt37lyj+QuOnzhx4lLXVBu8qgsAAAAAwEJq8iL4giHryy67LBUVFTX6s8466xStMWXKlIX2WfCF+gVPdF6cBU9xLgdf/d599tlnadCgQY2/d0888URhjUV93xZlUWH1b9KiRYui9syZMxc57o033iia061btxrtszgVFRU59NBDC+3PPvss119//deOHzJkSOHrBg0a5Gc/+1mt1rOsuuuuuwpff+9731vo79/iLM3vz9f97nyd9u3bV2vcgqdkVXfeoubWtEYAAAAA+CYrr7xy0YnsEyZMyJw5c+pkr88//7yo3bBhzc5GX/COnfPmzVvqmmqDwDsAAAAAAAtZbrnlqj128uTJtb7/ok6BnjZtWlG7JieUL8n4uvbZZ58t9ObD0qru6dlNmzZdqn2qqqoW6vvkk08yd+7cQrtdu3bVvktATQwYMCBNmjQptL8aav+qxx57LK+88kqhvcMOOyx0J4HvqrvvvrvwdU1Pd0+W/venPvZamhoX9fsNAAAAAEuqUaNG2WyzzQrtGTNmZNSoUXWy14Kvg7/77rs1mr/gie41OViiLgm8AwAAAACwkAVPcfkmCwbRa8P8+fMX6vv000+L2gueyrw4C55SXmp18X0rZVB3+vTpRe2WLVvWyT7t2rXLnnvuWWg/8cQTGTt27ELjBg8eXNQ+5JBD6qSeZc2TTz5Z9KZV//79S1gNAAAAAHw37LjjjkXtSy65pE726dSpU1H7oYceqtH8Bx98sKi95pprLm1JtaJm59QDAAAAAMACFgye77fffvnZz362VGt26NBhob4FA+szZsxIq1atqr3mZ599tlQ11bYFv2/LL798brzxxhJVs/QW/Fks+AGF2nTYYYfluuuuK7QHDx6cSy+9tNCeNm1abrnllkJ75ZVXXqKTzL+N7rrrrsLXrVu3zhZbbFHCagAAAADgu+Hggw/Ob3/728JBKLfcckuGDh2aXXbZpVb32WabbfLf//630L7yyitzwgknVOu19Ndee63oddUv1ysHAu8AAAAAACyVdu3aFbXbtGmTbbfdttb3adOmTVF70qRJNQq8T548udpjKyoqqj12UWbMmLHYMW3atEnDhg0zd+7cJMnMmTPr5PtWX5ZbbrmixzNp0qRUVVUt9fdyUbbccst069YtL730UpLkn//8ZwYNGpRmzZoV2jNnziyMHzBgQBo29JZIUhx433HHHWt0NwcAAAAAYMm0bt06J554Yk4++eQkX9zldL/99ss//vGPGt2F8cknn8z555//tYen7Lfffvnd735XuIvqhx9+mP322y+33HJLmjZt+rXrfvjhh9ljjz0yZ86cQl/btm3L5iCRBqUuAAAAAACAZVvnzp2L2uPGjauTfb73ve8VtZ9//vkazX/22WerPXbBF/6/Gp5enLlz52bq1KmLHVdRUZE11lijaI9333232vuUoy5duhS+/uyzzwqB9Lpw2GGHFb6eNm1abr755kJ78ODBha8rKipyyCGH1Fkdy5KJEyfmqaeeKrRr8kYaAAAAAHzbjRgxIg888MBCf5588smicbNmzVrkuAceeCAvvvji165/wgknZOeddy60p0+fnt133z177LFHHnrooXz++ecLzZk1a1ZGjx6d3/3ud+ndu3fWX3/93HTTTV+7R/fu3XPAAQcU9Q0dOjQbbLBBbr/99oX2mD59eq666qr88Ic/XOg194EDB6Z169Zfu1d9cpwJAAAAAABLZcMNN0zz5s0Lp5o//vjjmTVr1jeeFrMkNthgg1xzzTWF9iOPPFKj02UeeeSRao9dbrnlitoffPBBtec+88wzhVPOF6dv3755/fXXC+2HHnoo+++/f7X3KjdbbLFFXn755UL7nnvuSffu3etkrwMOOCAnn3xy4cMIgwcPzk9/+tM88cQTGTt2bGHc1ltvvdCHJb6rvnq6e8OGDbPTTjuVsBoAAAAAKC//8z//kwkTJix23AcffJDttttukdcOOOCAotexv6pBgwa57rrrsvvuu2f48OFJkqqqqtx222257bbb0qRJk6yxxhpp27ZtZs2alWnTpuWdd97JvHnzavQ4Lrnkkjz33HMZM2ZMoe/555/Pj370ozRt2jRrrrlmWrZsmWnTpmXcuHGLXH+vvfbKr371qxrtW5ec8A4AAAAAwFJp3Lhxtt5660L7s88+y1//+tda36dPnz5F7RtuuKHo9qrfZOzYsXnmmWeqvdfqq6+eioqKQvvpp5+u9tyvu5Xsouy4445F7UsvvbTac8vRgo/nL3/5S7V/RjXVpk2b7LPPPoX2f/7zn7z88ssZMmRI0Tinu/+frwbeN9tss7Rt27aE1QAAAADAd0/r1q0zbNiw/PKXv0zDhsXnln/++ed59dVXM2rUqIwdOzYTJkxYZBh99dVX/8Y9WrRokfvvvz977bXXQtdmzZqVF154IaNGjcorr7yy0PoVFRU57rjj8s9//rPoNfJSE3gHAAAAAGCp/frXvy5qn3HGGXnrrbdqdY/u3btno402KrQnTpyYiy++eInqW5yWLVtm7bXXLrSfffbZvPLKK4udN2HChFxxxRXV3mf33XdPly5dCu1Ro0blL3/5S41qLSe77bZbOnXqVGi/8cYbOfPMM+tsv8MPP7yofcEFF+T6668vtNu1a5cf/ehHdbb/smTGjBl56KGHCu3+/fuXsBoAAAAA+O5q2LBh/vjHP+aVV17JoYcemhVXXHGxczp16pRDDz00999/f8aPH7/Y8W3bts3NN9+c++67L7vuumsaNWr0jeObN2+e/fffP6NHj86f/vSnNG7cuLoPp140XPwQAAAAAAD4ZltuuWV22GGH3HfffUmSjz76KNtvv31uv/32dO3atVprzJ8/P3feeWf++9//5rzzzlvkmGOPPTb77bdfoX3KKadkvfXWS9++fb923dNOOy3Dhg2rwaP5ws4771wUcj/22GNz9913p7KycpHjP/roo+yxxx6ZPn16tfeorKzM2WefXfSYjjnmmDRs2LBGJ5O/+uqr+cMf/pAzzjgjq666arXn1bbKysqceuqpOfjggwt9v//977P88stX6/a3VVVVGT58+Df+PL9q4403Ts+ePTN27NgkyZVXXll0/ac//WnZvTFTKsOGDcusWbMK7X79+pWwGgAAAAAoP9UJktem733ve7niiity+eWX54UXXsgLL7yQSZMmZdq0aWnSpElat26dzp07p3v37unQocMS7bH99ttn++23z8yZM/PUU0/ltddey9SpUzNjxoy0bNkybdu2zTrrrJOePXsudOJ8OSnfygAAAAAAWKZce+21WX/99fP2228nSV555ZX07t07hxxySA488MD06NFjoVugTp06NU8++WSGDh2aW2+9NW+//Xa22mqrr91j3333zVVXXZUHHnggyRe3eN1xxx0zcODAHHnkkWnfvn1h7IsvvpjTTz89t956a5IvTsCpyRsWBx10UC666KLMnz8/SXLvvfdm9913zwUXXFB0Kvv06dNzyy235PTTT88777yT5ZdfPvPnz8+0adOqtc++++6b4cOHF06GnzNnTg499NDccMMNOe6449K3b9+0aNGiaM6cOXPy4osv5uGHH86tt96aESNGpKqqKgMHDqz246srBx10UO69997ccsstSb4IsR9//PEZOnRoTjrppGy11VZp0qRJYfz8+fPz0ksv5Y477si1116bWbNm1ejndNhhh+XII49c5LWvBu/L3Zd/FxblvffeK2q/8cYbhb8DC+rdu3fatm27UP+dd95Z+Lpr165Za621lqJaAAAAAKC2VFRU5Ac/+EF+8IMf1NkezZo1y2abbZbNNtuszvaoSwLvAAAAAADUihVXXDFDhw7NLrvsUgi9z5gxIxdddFEuuuiitG7dOquuumpatWqVTz/9NFOmTFkoyFsdf/3rX7P55ptnwoQJSZLZs2fnzDPPzG9/+9t07tw5bdq0yXvvvZd33nmnMGfVVVfNueeem3333bfa+6yzzjo58sgjc+mllxb67r777tx9993p3Llz2rdvn48//jhvvPFG5syZk+SLE87//ve/58gjj6x24D1JLrnkkkydOjU33XRToe+hhx7KQw89lIYNG2aNNdbI8ssvn7lz52batGmZOHFiZs+eXe3169tVV12Vjz76KI888kih7+GHH87DDz+c5s2bZ/XVV0+bNm0yffr0vPXWW/n0008L49ZYY40a7bX//vvnhBNOKFojSTbffPN069Zt6R5IPRo7dmy22267ao39+9//nr///e+LvPbwww+nT58+RX1VVVUZOnRooe10dwAAAABgWSLwDgAAAABArVl33XXz5JNP5n//939z3333FV37+OOP8/HHHy92jY4dO37j9dVWWy0PPvhgdthhh7z++uuF/rlz5+a1115baHyHDh1y7733ZtKkSdV8FP9n0KBBefPNN4vCwkny5ptv5s033yzqa9q0aa699trsvPPONd6nUaNGufHGG9O7d++ceeaZmTlzZuHa3Llz8/rrrxc91kVp165dmjVrVuO968Jyyy2X+++/P0cddVSuuuqqVFVVFa7NmDEjr7zySq3t1apVq+y3334ZPHhwUf8hhxxSa3ss60aPHp0PPvig0BZ4BwAAAACWJQ1KXQAAAAAAAN8u7du3z7333ptHH300/fr1S4sWLb5xfEVFRX74wx/mpJNOyrPPPptrr712sXusueaaefbZZ3PiiSembdu2ixzTpEmTHHLIIRk7duwS3wq2adOmuf322/PHP/4x7dq1+9r6d9111zz99NPZe++9l2ifL51wwgl58803c/zxxy82+J8kK6+8cvbff//861//yrvvvpuVVlppqfavTY0bN87gwYPz1FNPZY899ljs78Eaa6yRY445Jvfee2+N9/rZz35W1G7Tps1S/yy+Te66667C1yussEI23XTTElYDAAAAAFAzFVVfPVYFAAAAAABq2Zw5czJ69Oi8+eabmTRpUj777LO0aNEibdu2zdprr53u3bundevWS7z+7Nmz88gjj+SNN97IpEmT0qJFi6y11lrZcsst06pVq8K44cOHp2/fvoX2GWeckTPPPLPa+8ybNy+jRo3KCy+8kEmTJqVhw4ZZY401ssUWW2SVVVZZ4vq/ybhx4/LMM8/ko48+ytSpU9OwYcO0bt06HTt2TLdu3dKpU6c62bcufP755/nvf/+bCRMm5KOPPsrs2bPTqlWrdOzYMT/4wQ+y5pprLvHaV199dQ466KBC+6ijjsqll15aG2VXS0VFReHrrbbaKsOHD6+3vaujR48eee6555Ik//u//1utD5VQfePHj0/nzp0L7QMOOCDXXHNN6QoCAAAAgG+ZhqUuAAAAAACAb7dGjRpls802y2abbVYn6zdu3Djbbbddnaz9VZWVldl0003r9XTsLl26pEuXLvW2X11q0qRJ+vTpUydrDxkypKh9yCGH1Mk+y6IJEyYUwu5J0q9fvxJWAwAAAABQcw1KXQAAAAAAAMCSevbZZ/Pf//630N5oo43Ss2fPktXzyCOPpKKioujPgAEDSlbPXXfdVfi6cePG2XHHHUtWy7fFgj/fr57uDgAAAADUPoF3AAAAAABgmXX++ecXtY866qgSVVKevhp432qrrdKqVasSVgMAAAAAUHMNS10AAAAAAADAknj44Ydz3XXXFdqrrrpq9tlnnxJWVH7uu+++UpcAAAAAALBUBN4BAAAAAICyN3Xq1Dz55JNJkilTpmTEiBG58sorU1VVVRhzyimnpEmTJvVe27Bhw77xeocOHeqpEuqDnzcAAAAA1C+BdwAAAAAAoOyNHTs222233dde32ijjXLYYYfVY0X/Z9ttty3JvpSGnzcAAAAA1K8GpS4AAAAAAABgaXTp0iW33nprGjTwtgcAAAAAwLeNE94BAAAAAIBlTsuWLfP9738/e+yxR37xi1+kZcuWpS4JAAAAAIA6UFFVVVVV6iIAAAAAAAAAAAAAAGBB7u0JAAAAAAAAAAAAAEBZEngHAAAAAAAAAAAAAKAsCbwDAAAAAAAAAAAAAFCWBN4BAAAAAAAAAAAAAChLAu8AAAAAAAAAAAAAAJQlgXcAAAAAAAAAAAAAAMqSwDsAAAAAAAAAAAAAAGVJ4B0AAAAAAAAAAAAAgLIk8A4AAAAAAAAAAAAAQFkSeAcAAAAAAAAAAAAAoCwJvAMAAAAAAAAAAAAAUJYE3gEAAAAAAAAAAAAAKEsC7wAAAAAAAAAAAAAAlCWBdwAAAAAAAAAAAAAAypLAOwAAAAAAAAAAAAAAZUngHQAAAAAAAAAAAACAsiTwDgAAAAAAAAAAAABAWRJ4BwAAAAAAAAAAAACgLAm8AwAAAAAAAAAAAABQlgTeAQAAAAAAAAAAAAAoSwLvAAAAAAAAAAAAAACUJYF3AAAAAAAAAAAAAADKksA7AAAAAAAAAAAAAABlSeAdAAAAAAAAAAAAAICyJPAOAAAAAAAAAAAAAEBZEngHAAAAAAAAAAAAAKAsCbwDAAAAAAAAAAAAAFCWBN4BAAAAAAAAAAAAAChL/w/b6rE7ITSHVgAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 3600x2700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot results\n",
    "fig, ax = plt.subplots(1, 1, figsize=(12, 9), dpi=300)\n",
    "\n",
    "# Plot individual cis in black and width = 0.75\n",
    "for i in range(cis.shape[1]):\n",
    "    ax.plot(qi, cis[:, i], 'k-', linewidth=0.5)\n",
    "ax.plot(qi, ci, 'r-', linewidth=2)\n",
    "ax.axvline(x=1.0 / resolution)\n",
    "ax.set_xlabel(\"Frequency [1/nm]\")\n",
    "ax.set_ylabel(\"Fourier Ring Correlation\")\n",
    "ax.set_title(f\"Resolution = {1e9 * resolution:.1f}nm\");"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.10.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}