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June 4, 2025 02:57
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line_locator.ipynb
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| { | |
| "cells": [ | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "id": "view-in-github", | |
| "colab_type": "text" | |
| }, | |
| "source": [ | |
| "<a href=\"https://colab.research.google.com/gist/avivajpeyi/d260ee8c5cb54184df5e81bdca6d59d6/line_locator.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>" | |
| ] | |
| }, | |
| { | |
| "metadata": { | |
| "id": "47b80485bb40e011" | |
| }, | |
| "cell_type": "markdown", | |
| "source": [ | |
| "# Line Locator for PSDs\n", | |
| "\n", | |
| "Following https://arxiv.org/html/2312.11808v2's initial cleaning phase in FastSpec\n", | |
| "\n", | |
| "The first step is to estimate the PSD using a running median of the periodogram. The width of the smoothing window is chosen to be wider than that of the line features, but smaller than scale over which the broadband noise varies appreciably. Window widths between 4 Hz and 16 Hz wide work well. Lines are identified as regions where the periodogram is a factor of 10 higher than the running median. The PSD model is then given by the value of the running median for regions away from the lines, and set equal to the periodogram value for regions in a line.\n", | |
| "\n" | |
| ], | |
| "id": "47b80485bb40e011" | |
| }, | |
| { | |
| "metadata": { | |
| "id": "5f1bfec2faf747" | |
| }, | |
| "cell_type": "code", | |
| "outputs": [], | |
| "execution_count": 9, | |
| "source": [ | |
| "! pip install gwpy matplotlib scipy -q" | |
| ], | |
| "id": "5f1bfec2faf747" | |
| }, | |
| { | |
| "metadata": { | |
| "collapsed": true, | |
| "ExecuteTime": { | |
| "end_time": "2025-06-04T01:36:50.029865Z", | |
| "start_time": "2025-06-04T01:36:10.181171Z" | |
| }, | |
| "id": "initial_id" | |
| }, | |
| "cell_type": "code", | |
| "outputs": [], | |
| "execution_count": 2, | |
| "source": [ | |
| "import warnings\n", | |
| "\n", | |
| "from gwpy.timeseries import TimeSeries\n", | |
| "\n", | |
| "warnings.filterwarnings(\"ignore\", \"Wswiglal-redir-stdio\")\n", | |
| "\n", | |
| "t0 = 1256790000\n", | |
| "duration = 4\n", | |
| "post_trigger_duration = 2\n", | |
| "start = t0 - post_trigger_duration - duration * 3\n", | |
| "end = t0 - post_trigger_duration - duration * 2\n", | |
| "noise_data_h1 = TimeSeries.fetch_open_data(\"H1\", start, end, cache=True)\n" | |
| ], | |
| "id": "initial_id" | |
| }, | |
| { | |
| "metadata": { | |
| "ExecuteTime": { | |
| "end_time": "2025-06-04T01:41:07.861831Z", | |
| "start_time": "2025-06-04T01:41:07.698823Z" | |
| }, | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 451 | |
| }, | |
| "id": "b9d373bb6e9305ae", | |
| "outputId": "61de87e8-984c-4855-93e3-014f0ee09813" | |
| }, | |
| "cell_type": "code", | |
| "source": [ | |
| "from scipy.signal import periodogram\n", | |
| "import matplotlib.pyplot as plt\n", | |
| "import numpy as np\n", | |
| "\n", | |
| "hanning = np.hanning(len(noise_data_h1))\n", | |
| "data = noise_data_h1 * hanning\n", | |
| "\n", | |
| "freqs, pdgrm = periodogram(data, fs=4096)\n", | |
| "plt.semilogy(freqs[1:-1], pdgrm[1:-1])\n", | |
| "\n" | |
| ], | |
| "id": "b9d373bb6e9305ae", | |
| "outputs": [ | |
| { | |
| "output_type": "execute_result", | |
| "data": { | |
| "text/plain": [ | |
| "[<matplotlib.lines.Line2D at 0x7cb0cdccd0d0>]" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "execution_count": 3 | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": [ | |
| "<Figure size 640x480 with 1 Axes>" | |
| ], | |
| "image/png": 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\n" | |
| }, | |
| "metadata": {} | |
| } | |
| ], | |
| "execution_count": 3 | |
| }, | |
| { | |
| "metadata": { | |
| "ExecuteTime": { | |
| "end_time": "2025-06-04T02:52:38.139763Z", | |
| "start_time": "2025-06-04T02:52:37.754463Z" | |
| }, | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 434 | |
| }, | |
| "id": "9a138cf00ba6552f", | |
| "outputId": "619c683f-6b80-4468-b4a1-52d78cb7ee07" | |
| }, | |
| "cell_type": "code", | |
| "source": [ | |
| "import numpy as np\n", | |
| "from scipy.signal import medfilt\n", | |
| "\n", | |
| "\n", | |
| "def estimate_psd_with_lines(\n", | |
| " freq,\n", | |
| " Pxx,\n", | |
| " window_width_hz,\n", | |
| " threshold=10,\n", | |
| " fmin=20,\n", | |
| " fmax=2048,\n", | |
| "):\n", | |
| " \"\"\"\n", | |
| " Estimate a PSD model from a periodogram by identifying narrow lines within a given frequency range.\n", | |
| "\n", | |
| " Parameters\n", | |
| " ----------\n", | |
| " freq : 1D array_like\n", | |
| " Frequencies corresponding to each bin of the periodogram (Hz), sorted and roughly uniformly spaced.\n", | |
| " Pxx : 1D array_like\n", | |
| " Periodogram (power) values at each frequency in `freq`.\n", | |
| " window_width_hz : float\n", | |
| " Width (in Hz) of the running-median window—should exceed any expected line width but be\n", | |
| " smaller than the scale on which broadband noise changes (e.g. 4–16 Hz).\n", | |
| " threshold : float, optional\n", | |
| " A bin is marked as “line” if Pxx[i] > threshold * running_median[i]. Default is 10.\n", | |
| " fmin : float or None, optional\n", | |
| " Minimum frequency (Hz) in which to look for lines. If None, no lower bound is applied.\n", | |
| " fmax : float or None, optional\n", | |
| " Maximum frequency (Hz) in which to look for lines. If None, no upper bound is applied.\n", | |
| "\n", | |
| " Returns\n", | |
| " -------\n", | |
| " running_median : 1D ndarray\n", | |
| " The running-median PSD estimate (same length as `Pxx`).\n", | |
| " is_line_bin : 1D boolean ndarray\n", | |
| " Mask (length = len(freq)) that is True where a “line” is detected *within* [fmin, fmax].\n", | |
| " psd_model : 1D ndarray\n", | |
| " The final PSD model: equals `running_median` where no line is detected, and equals `Pxx` where lines are detected (within the specified band).\n", | |
| " line_details : list of tuples\n", | |
| " For each contiguous line interval within [fmin, fmax], a tuple:\n", | |
| " (f_start, f_end, f0, bandwidth, max_ratio)\n", | |
| " where\n", | |
| " • f_start = frequency of the first bin in that interval\n", | |
| " • f_end = frequency of the last bin in that interval\n", | |
| " • f0 = frequency at which (Pxx / running_median) is maximal inside the interval\n", | |
| " • bandwidth = f_end − f_start\n", | |
| " • max_ratio = maximum of (Pxx / running_median) over that interval\n", | |
| "\n", | |
| " Notes\n", | |
| " -----\n", | |
| " 1. We first median‐filter `Pxx` over a fixed‐width window (in bins ≈ window_width_hz/df).\n", | |
| " 2. We compute the ratio `Pxx / running_median`. Any bin outside [fmin, fmax] is forced to False.\n", | |
| " 3. Contiguous runs of True in that mask yield “line intervals.”\n", | |
| " 4. Within each interval, we record start/end frequencies, peak frequency, approximate width, and peak ratio.\n", | |
| " \"\"\"\n", | |
| " freq = np.asarray(freq)\n", | |
| " Pxx = np.asarray(Pxx)\n", | |
| " N = len(freq)\n", | |
| " if len(Pxx) != N:\n", | |
| " raise ValueError(\"`freq` and `Pxx` must have the same length.\")\n", | |
| "\n", | |
| " # Estimate bin width (assume approx. uniform)\n", | |
| " df = np.median(np.diff(freq))\n", | |
| " if not np.allclose(np.diff(freq), df, rtol=1e-3, atol=1e-6 * df):\n", | |
| " import warnings\n", | |
| "\n", | |
| " warnings.warn(\n", | |
| " \"freq spacing not uniform. \"\n", | |
| " f\"Using median(df) = {df:.3e} Hz to size window.\"\n", | |
| " )\n", | |
| "\n", | |
| " # Determine how many bins correspond to window_width_hz\n", | |
| " half_bins = int(np.round((window_width_hz / df) / 2))\n", | |
| " kernel_size = max(1, 2 * half_bins + 1) # force odd\n", | |
| "\n", | |
| " # Compute running-median via median filter\n", | |
| " running_median = medfilt(Pxx, kernel_size=kernel_size)\n", | |
| "\n", | |
| " # Safeguard against division by zero\n", | |
| " eps = np.finfo(float).tiny\n", | |
| " ratio = Pxx / (running_median + eps)\n", | |
| "\n", | |
| " # Build a mask for the specified frequency range\n", | |
| " in_range = np.ones(N, dtype=bool)\n", | |
| " if fmin is not None:\n", | |
| " in_range &= (freq >= fmin)\n", | |
| " if fmax is not None:\n", | |
| " in_range &= (freq <= fmax)\n", | |
| "\n", | |
| " # Identify “line” bins only if they lie within [fmin, fmax]\n", | |
| " is_line_bin = (ratio > threshold) & in_range\n", | |
| "\n", | |
| " # Construct final PSD model: Pxx where is_line_bin is True, else running_median\n", | |
| " psd_model = np.where(is_line_bin, Pxx, running_median)\n", | |
| "\n", | |
| " # Now find contiguous runs of True in is_line_bin\n", | |
| " line_details = []\n", | |
| " if is_line_bin.any():\n", | |
| " # Pad with False at both ends so transitions at the boundaries are captured\n", | |
| " padded = np.concatenate([[False], is_line_bin, [False]])\n", | |
| " diffs = np.diff(padded.astype(int))\n", | |
| " starts = np.where(diffs == +1)[0] # index in padded where a line begins\n", | |
| " ends = np.where(diffs == -1)[0] # index in padded where a line ends\n", | |
| "\n", | |
| " for s, e in zip(starts, ends):\n", | |
| " i0 = max(0, s - 1)\n", | |
| " i1 = min(N - 1, e - 1)\n", | |
| " f_start = freq[i0]\n", | |
| " f_end = freq[i1]\n", | |
| " bandwidth = f_end - f_start\n", | |
| "\n", | |
| " # Within [i0:i1], find the bin where ratio is maximal\n", | |
| " idx_peak = np.argmax(ratio[i0: i1 + 1]) # relative to slice\n", | |
| " idx_peak_global = i0 + idx_peak\n", | |
| " f0 = freq[idx_peak_global]\n", | |
| " max_ratio = float(ratio[idx_peak_global])\n", | |
| "\n", | |
| " line_details.append((f_start, f_end, f0, bandwidth, max_ratio))\n", | |
| "\n", | |
| " return running_median, is_line_bin, psd_model, line_details\n", | |
| "\n", | |
| "\n", | |
| "def plot_line_locator(freqs, pdgrm, line_details):\n", | |
| " plt.semilogy(freqs[1:-1], pdgrm[1:-1], label='Periodogram', color='tab:gray', alpha=0.5)\n", | |
| " plt.semilogy(freqs[1:-1], running_median[1:-1], label='Running Median', color='tab:orange')\n", | |
| " plt.semilogy(freqs[1:-1], psd_model[1:-1], label='PSD Model', color='tab:red')\n", | |
| " plt.legend()\n", | |
| " plt.text(0.05, 0.9, f'Lines detected: {len(line_details)}', transform=plt.gca().transAxes)\n", | |
| " ax = plt.gca()\n", | |
| "\n", | |
| " ratios = [r for _, _, _, _, r in line_details]\n", | |
| " cmap = plt.get_cmap('viridis')\n", | |
| " # clip max ratio at 80 quantile\n", | |
| " max_ratio = np.quantile(ratios, 0.8) if ratios else 1.0\n", | |
| "\n", | |
| " for f_start, f_end, f0, bw, r in line_details:\n", | |
| " color = cmap(r / max_ratio)\n", | |
| " plt.axvspan(f_start, f_end, color=color, alpha=0.1)\n", | |
| " plt.axvline(f0, color=color, linestyle='--', alpha=0.5)\n", | |
| "\n", | |
| " # add colorbar (from min to max ratio)\n", | |
| "\n", | |
| " sm = plt.cm.ScalarMappable(cmap=cmap, norm=plt.Normalize(min(ratios), max_ratio))\n", | |
| " # clip the colorbar to the range of ratios\n", | |
| " sm.set_clim(vmin=min(ratios), vmax=max_ratio)\n", | |
| " sm.set_array([])\n", | |
| " cax = plt.axes([0.92, 0.15, 0.02, 0.7]) # position of colorbar\n", | |
| " plt.colorbar(sm, label='Pxx / Running Median', cax=cax)\n", | |
| "\n", | |
| " return plt.gcf(), ax\n", | |
| "\n", | |
| "\n", | |
| "running_median, is_line_bin, psd_model, line_details = estimate_psd_with_lines(\n", | |
| " freqs, pdgrm, window_width_hz=16, threshold=30)\n", | |
| "\n", | |
| "fig, _ = plot_line_locator(freqs, pdgrm, line_details)" | |
| ], | |
| "id": "9a138cf00ba6552f", | |
| "outputs": [ | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": [ | |
| "<Figure size 640x480 with 2 Axes>" | |
| ], | |
| "image/png": 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\n" | |
| }, | |
| "metadata": {} | |
| } | |
| ], | |
| "execution_count": 4 | |
| }, | |
| { | |
| "metadata": { | |
| "ExecuteTime": { | |
| "end_time": "2025-06-04T02:52:38.443554Z", | |
| "start_time": "2025-06-04T02:52:38.154402Z" | |
| }, | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 451 | |
| }, | |
| "id": "7842ff2941f4640c", | |
| "outputId": "37d2a4cf-2e9b-4e49-d221-c1f5f9575b83" | |
| }, | |
| "cell_type": "code", | |
| "source": [ | |
| "fig2, ax = plot_line_locator(freqs, pdgrm, line_details)\n", | |
| "ax.set_xlim(480, 520)\n" | |
| ], | |
| "id": "7842ff2941f4640c", | |
| "outputs": [ | |
| { | |
| "output_type": "execute_result", | |
| "data": { | |
| "text/plain": [ | |
| "(480.0, 520.0)" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "execution_count": 5 | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": [ | |
| "<Figure size 640x480 with 2 Axes>" | |
| ], | |
| "image/png": 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\n" | |
| }, | |
| "metadata": {} | |
| } | |
| ], | |
| "execution_count": 5 | |
| }, | |
| { | |
| "metadata": { | |
| "ExecuteTime": { | |
| "end_time": "2025-06-04T02:52:39.067592Z", | |
| "start_time": "2025-06-04T02:52:38.733360Z" | |
| }, | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 451 | |
| }, | |
| "id": "890646b06f04ec9", | |
| "outputId": "12196a60-c057-4ec4-e9e9-b24ef9e6dfcb" | |
| }, | |
| "cell_type": "code", | |
| "source": [ | |
| "fig2, ax = plot_line_locator(freqs, pdgrm, line_details)\n", | |
| "ax.set_xlim(980, 1020)" | |
| ], | |
| "id": "890646b06f04ec9", | |
| "outputs": [ | |
| { | |
| "output_type": "execute_result", | |
| "data": { | |
| "text/plain": [ | |
| "(980.0, 1020.0)" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "execution_count": 6 | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": [ | |
| "<Figure size 640x480 with 2 Axes>" | |
| ], | |
| "image/png": 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\n" | |
| }, | |
| "metadata": {} | |
| } | |
| ], | |
| "execution_count": 6 | |
| }, | |
| { | |
| "metadata": { | |
| "ExecuteTime": { | |
| "end_time": "2025-06-04T02:52:40.386192Z", | |
| "start_time": "2025-06-04T02:52:39.671980Z" | |
| }, | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 451 | |
| }, | |
| "id": "fc27a615e95de82a", | |
| "outputId": "6bed4ff5-3a70-41b8-c641-66e3afbcad1a" | |
| }, | |
| "cell_type": "code", | |
| "source": [ | |
| "fig2, ax = plot_line_locator(freqs, pdgrm, line_details)\n", | |
| "ax.set_xlim(1480, 1520)" | |
| ], | |
| "id": "fc27a615e95de82a", | |
| "outputs": [ | |
| { | |
| "output_type": "execute_result", | |
| "data": { | |
| "text/plain": [ | |
| "(1480.0, 1520.0)" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "execution_count": 7 | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": [ | |
| "<Figure size 640x480 with 2 Axes>" | |
| ], | |
| "image/png": 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\n" | |
| }, | |
| "metadata": {} | |
| } | |
| ], | |
| "execution_count": 7 | |
| }, | |
| { | |
| "metadata": { | |
| "ExecuteTime": { | |
| "end_time": "2025-06-04T02:52:13.291326Z", | |
| "start_time": "2025-06-04T02:52:12.792110Z" | |
| }, | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 451 | |
| }, | |
| "id": "89ca840b300ecfa0", | |
| "outputId": "1092b311-43c8-4bc4-c93d-391a9f70a5a0" | |
| }, | |
| "cell_type": "code", | |
| "source": [ | |
| "fig2, ax = plot_line_locator(freqs, pdgrm, line_details)\n", | |
| "ax.set_xlim(1900, 2020)" | |
| ], | |
| "id": "89ca840b300ecfa0", | |
| "outputs": [ | |
| { | |
| "output_type": "execute_result", | |
| "data": { | |
| "text/plain": [ | |
| "(1900.0, 2020.0)" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "execution_count": 8 | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": [ | |
| "<Figure size 640x480 with 2 Axes>" | |
| ], | |
| "image/png": 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\n" | |
| }, | |
| "metadata": {} | |
| } | |
| ], | |
| "execution_count": 8 | |
| } | |
| ], | |
| "metadata": { | |
| "kernelspec": { | |
| "display_name": "Python 3", | |
| "language": "python", | |
| "name": "python3" | |
| }, | |
| "language_info": { | |
| "codemirror_mode": { | |
| "name": "ipython", | |
| "version": 2 | |
| }, | |
| "file_extension": ".py", | |
| "mimetype": "text/x-python", | |
| "name": "python", | |
| "nbconvert_exporter": "python", | |
| "pygments_lexer": "ipython2", | |
| "version": "2.7.6" | |
| }, | |
| "colab": { | |
| "provenance": [], | |
| "include_colab_link": true | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 5 | |
| } |
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