diff --git a/Lectures/Lecture - Astrostatistics Future/Lecture-AstrostatisticsFuture.ipynb b/Lectures/Lecture - Astrostatistics Future/Lecture-AstrostatisticsFuture.ipynb
index fe84a1704b10c8bc710177e22e53320c88435cd7..4f677f3f42c20168d3e03f643e6a4f048adb2c36 100644
--- a/Lectures/Lecture - Astrostatistics Future/Lecture-AstrostatisticsFuture.ipynb	
+++ b/Lectures/Lecture - Astrostatistics Future/Lecture-AstrostatisticsFuture.ipynb	
@@ -43,7 +43,7 @@
     "# 21$^{\\rm st}$ Century Challenges\n",
     "***\n",
     "\n",
-    "- The exression \"big data\" in modern astronomy is not just a “hot keyword”.\n",
+    "- The expression \"big data\" in modern astronomy is not just a “hot keyword”.\n",
     "\n",
     "- Observational astronomy today is a considerable enterprise with billions of dollars supporting ∼20,000 scientists producing ∼15,000 refereed papers annually. \n",
     "\n",
@@ -234,7 +234,7 @@
    "source": [
     "**Copyright**\n",
     "\n",
-    "This notebook is provided as [Open Educational Resource](https://en.wikipedia.org/wiki/Open_educational_resources). Feel free to use the notebook for your own purposes. The text is licensed under [Creative Commons Attribution 4.0](https://creativecommons.org/licenses/by/4.0/), the code of the examples, unless obtained from other properly quoted sources, under the [MIT license](https://opensource.org/licenses/MIT). Please attribute the work as follows: *Stefano Covino, Time Domain Astrophysics - Lecture notes featuring computational examples, 2024*."
+    "This notebook is provided as [Open Educational Resource](https://en.wikipedia.org/wiki/Open_educational_resources). Feel free to use the notebook for your own purposes. The text is licensed under [Creative Commons Attribution 4.0](https://creativecommons.org/licenses/by/4.0/), the code of the examples, unless obtained from other properly quoted sources, under the [MIT license](https://opensource.org/licenses/MIT). Please attribute the work as follows: *Stefano Covino, Time Domain Astrophysics - Lecture notes featuring computational examples, 2025*."
    ]
   },
   {
diff --git a/Lectures/Lecture - Non Parametric Analysis/Lecture-NonParametricPeriodogram.ipynb b/Lectures/Lecture - Non Parametric Analysis/Lecture-NonParametricPeriodogram.ipynb
index 6f67202185675c90fa4389662982ce99394219aa..bb955831ccc9e42a1688081bb39ebbac65e089b6 100644
--- a/Lectures/Lecture - Non Parametric Analysis/Lecture-NonParametricPeriodogram.ipynb	
+++ b/Lectures/Lecture - Non Parametric Analysis/Lecture-NonParametricPeriodogram.ipynb	
@@ -566,7 +566,6 @@
    },
    "outputs": [],
    "source": [
-    "# TODO: Create bootstrap class with iid bootstrap, moving block bootstrap, write proper documentation and debug this!\n",
     "def block_bootstrap(mjd, mag, err, block_length=10.0, rseed=None):\n",
     "    np.random.seed(rseed)\n",
     "    N = len(mjd)\n",
diff --git a/Lectures/Science Case - FRBs/All_dets_paper.txt b/Lectures/Science Case - FRBs/All_dets_paper.txt
index 3dfa3c434eed91075b5f57b5ba89ecdde1f7e1e7..d304f8e54d864caffac2699938b5510da2ec1268 100644
--- a/Lectures/Science Case - FRBs/All_dets_paper.txt	
+++ b/Lectures/Science Case - FRBs/All_dets_paper.txt	
@@ -148,7 +148,6 @@
    147    57772.78400000001      Hardy et al. 2017         
    148    57778.6885             Hardy et al. 2017         
    149    57778.756270000005     Hardy et al. 2017         
-   150    57778.756270000005     Hardy et al. 2017         
    151    57778.79919299999      Hardy et al. 2017         
    152    57779.9575347222       Lovell                    
    153    57779.9783912037       Lovell                    
diff --git a/Lectures/Science Case - GRBs/Huppenkothen et al. (2025) - Searching for quasi-periodicities in short transients: the curious case of GRB 230307A.pdf b/Lectures/Science Case - GRBs/Huppenkothen et al. (2025) - Searching for quasi-periodicities in short transients: the curious case of GRB 230307A.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..3af31751e27619e20cf41d9a200677b06bebd394
Binary files /dev/null and b/Lectures/Science Case - GRBs/Huppenkothen et al. (2025) - Searching for quasi-periodicities in short transients: the curious case of GRB 230307A.pdf differ
diff --git a/Lectures/Science Case - GRBs/Lecture-GRBs.ipynb b/Lectures/Science Case - GRBs/Lecture-GRBs.ipynb
index 3fe9dd597aabdee1cb4b29df267bbc8dd84e62e7..92abe6250a0c8fb14bf7ed3ab61945cb6056c350 100644
--- a/Lectures/Science Case - GRBs/Lecture-GRBs.ipynb	
+++ b/Lectures/Science Case - GRBs/Lecture-GRBs.ipynb	
@@ -32,27 +32,10 @@
    },
    "outputs": [],
    "source": [
-    "#import astropy\n",
     "from astropy.io import fits\n",
     "from astropy.timeseries import LombScargle\n",
     "import numpy as np\n",
-    "#import pandas as pd\n",
     "import matplotlib.pyplot as plt\n",
-    "#import seaborn as sns\n",
-    "#import scipy.stats as stats\n",
-    "#from statsmodels.graphics.tsaplots import plot_acf\n",
-    "#from statsmodels.graphics.tsaplots import plot_pacf\n",
-    "#from astropy.table import Table\n",
-    "#from statsmodels.tsa.arima_process import ArmaProcess\n",
-    "#from statsmodels.tsa.arima.model import ARIMA\n",
-    "#import statsmodels.tsa.arima_process as stap\n",
-    "#import warnings\n",
-    "#from statsmodels.tsa.stattools import adfuller\n",
-    "#from statsmodels.tsa.stattools import kpss\n",
-    "#import scipy.optimize as SO\n",
-    "#import scipy.stats as SS\n",
-    "#import emcee\n",
-    "#import corner\n",
     "from scipy.optimize import curve_fit\n",
     "import P4J"
    ]
@@ -155,7 +138,7 @@
     "\n",
     "<br>\n",
     "\n",
-    "- Only a few monnths later, for [GRB090726](https://www.mpe.mpg.de/~jcg/grb090726.html), the identified of the the optical counterpart was rapid enough to allow researchers to obtain a spectrum of the source that revealed to be a distant galaxy at a redsahift $z \\sim 2.7$.\n",
+    "- Only a few monnths later, for [GRB090726](https://www.mpe.mpg.de/~jcg/grb090726.html), the identified of the the optical counterpart was rapid enough to allow researchers to obtain a spectrum of the source that revealed to be a distant galaxy at a redshift $z \\sim 2.7$.\n",
     "\n",
     "![GRB 960726](Pics/grb960726.png)\n",
     "\n",
@@ -210,7 +193,7 @@
     "### Exercise: the proposed QPO for GRB211211A\n",
     "***\n",
     "\n",
-    "- [GRB211211A](https://gcn.gsfc.nasa.gov/other/211211A.gcn3) was a bright GRB detected by several high-energy satellite that attracted a considerable attention since $\\sim 20$Hz QPOs have been reported in various pahses of its prompt emission, e.g., [Xiao et al. (2024)](https://ui.adsabs.harvard.edu/abs/2024ApJ...970....6X/abstract) and [Chirenti et al. (2024)](https://ui.adsabs.harvard.edu/abs/2024ApJ...967...26C/abstract).\n",
+    "- [GRB211211A](https://gcn.gsfc.nasa.gov/other/211211A.gcn3) was a bright GRB detected by several high-energy satellite that attracted a considerable attention since $\\sim 20$Hz QPOs have been reported in various phases of its prompt emission, e.g., [Xiao et al. (2024)](https://ui.adsabs.harvard.edu/abs/2024ApJ...970....6X/abstract) and [Chirenti et al. (2024)](https://ui.adsabs.harvard.edu/abs/2024ApJ...967...26C/abstract).\n",
     "\n",
     "- This is a peculiarly difficult case: the GRB light-curve was short and the superposed oscillation could have lasted only a few cycles.\n",
     "    - A non-stationary time-series with a transient behavior. \n",
@@ -330,7 +313,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -361,13 +344,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 8,
    "id": "78b3008a",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -397,7 +380,7 @@
     "\n",
     "- This kind of behavior is rather typical, and it is possible to model the periodogram in order to test the significance of the detected period as we did, e.g., for the [Science case devoted to AGN and blazars](../Science..).\n",
     "\n",
-    "- However, if we recall that a LS (or DFT) periodogram can be interpreted as a measure of the goodness of fit with sinusoids with dofferent frequencies, it is likely that the re-noise behavior is (mainly) due to the modulation of the light-curve that is temptativey fit with low frequency sinusoids.\n",
+    "- However, if we recall that a LS (or DFT) periodogram can be interpreted as a measure of the goodness of fit with sinusoids with different frequencies, it is likely that the red-noise behavior is (mainly) due to the modulation of the light-curve that is temptativey fit with low frequency sinusoids.\n",
     "\n",
     "- We can try a different approach, i.e. fitting the pulse and removing it from the data and then analyze a \"whitened\" version of the light-curve. \n",
     "    - Please, pay attention that in temporal analysis there are no free lunches. Removing the results of a fit implies that the residuals now suffer also from the accumulated uncertainties of the fit too. Resulting data are noisier. \n",
@@ -424,7 +407,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 9,
    "id": "87bdff88",
    "metadata": {},
    "outputs": [],
@@ -444,7 +427,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 10,
    "id": "3e0f7a53",
    "metadata": {},
    "outputs": [
@@ -452,9 +435,9 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/tmp/ipykernel_556/3712054614.py:2: RuntimeWarning: invalid value encountered in power\n",
+      "/tmp/ipykernel_13546/3712054614.py:2: RuntimeWarning: invalid value encountered in power\n",
       "  return np.piecewise(x, [x < tmax, x >= tmax], [lambda x: B+A*np.exp(-((abs(x-tmax))/sigma_r)**mu),\n",
-      "/tmp/ipykernel_556/3712054614.py:3: RuntimeWarning: invalid value encountered in power\n",
+      "/tmp/ipykernel_13546/3712054614.py:3: RuntimeWarning: invalid value encountered in power\n",
       "  lambda x: B+A*np.exp(-((abs(x-tmax))/sigma_d)**mu)])\n"
      ]
     }
@@ -473,13 +456,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 11,
    "id": "3a304153",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 640x480 with 2 Axes>"
       ]
@@ -515,7 +498,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 12,
    "id": "574412d9",
    "metadata": {},
    "outputs": [],
@@ -527,7 +510,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 13,
    "id": "845b6e85",
    "metadata": {},
    "outputs": [],
@@ -538,7 +521,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 14,
    "id": "2c939735",
    "metadata": {},
    "outputs": [
@@ -551,7 +534,7 @@
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -594,7 +577,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 15,
    "id": "840a0879",
    "metadata": {},
    "outputs": [
@@ -619,13 +602,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 16,
    "id": "958a514b",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -648,7 +631,105 @@
    "source": [
     "- We now see that the periodogram looks flat and several peaks appear at $\\sim 10Hz$ and higher harmonics.\n",
     "\n",
-    "- A full analysis of the this event would require a much depper and concerned analysis, nervethelss within the limits of the exercize we can realize how the analysis tool can change the results, and uncerstanding why there are these difetrences is a fundamental step in the analysis."
+    "- A full analysis of the this event would require a much deeper and concerned analysis, nervethelss within the limits of the exercize we can realize how the analysis tool can change the results, and uncerstanding why there are these difetrences is a fundamental step in the analysis."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "2fefae0a-898b-4b8c-be75-a06d3aeda691",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def block_bootstrap(mjd, mag, err, block_length=10.0, rseed=None):\n",
+    "    np.random.seed(rseed)\n",
+    "    N = len(mjd)\n",
+    "    mjd_boot = np.zeros(shape=(N, ))\n",
+    "    mag_boot = np.zeros(shape=(N, ))\n",
+    "    err_boot = np.zeros(shape=(N, ))\n",
+    "    k = 0\n",
+    "    last_time = 0.0\n",
+    "    for max_idx in range(2, N):\n",
+    "        if mjd[-1] - mjd[-max_idx] > block_length:\n",
+    "            break\n",
+    "    while k < N:\n",
+    "        idx_start = np.random.randint(N-max_idx-1)\n",
+    "        for idx_end in range(idx_start+1, N):\n",
+    "            if mjd[idx_end] - mjd[idx_start] > block_length or k + idx_end - idx_start >= N-1:\n",
+    "                break\n",
+    "        #print(\"%d %d %d %d\" %(idx_start, idx_end, k, k + idx_end - idx_start))\n",
+    "        mjd_boot[k:k+idx_end-idx_start] = mjd[idx_start:idx_end] - mjd[idx_start] + last_time\n",
+    "        mag_boot[k:k+idx_end-idx_start] = mag[idx_start:idx_end]\n",
+    "        err_boot[k:k+idx_end-idx_start] = err[idx_start:idx_end]\n",
+    "        last_time = mjd[idx_end] - mjd[idx_start] + last_time\n",
+    "        k += idx_end - idx_start\n",
+    "    return mjd_boot, mag_boot, err_boot"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "47feefed-d997-414c-a569-08a0636d5202",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# We will use 200 surrogates and save 20 local maxima per light curve\n",
+    "pbest_bootstrap = np.zeros(shape=(200, 20))\n",
+    "for i in range(pbest_bootstrap.shape[0]):\n",
+    "    # P = np.random.permutation(len(mjd))\n",
+    "    # my_per.set_data(mjd, mag[P], err[P])  # IID bootstrap\n",
+    "    mjd_b, mag_b, err_b = block_bootstrap(plottime, plotrate, plotrate/100, block_length=0.3)\n",
+    "    my_perGBM.set_data(mjd_b, mag_b, err_b)\n",
+    "    my_perGBM.frequency_grid_evaluation(fmin=3.0, fmax=1/0.02, fresolution=1e-2)\n",
+    "    my_perGBM.finetune_best_frequencies(fresolution=1e-4, n_local_optima=pbest_bootstrap.shape[1])\n",
+    "    _, pbest_bootstrap[i, :] = my_perGBM.get_best_frequencies()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "9756a366-c05a-4218-bbba-45cf64aa880c",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1400x400 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from scipy.stats import  genextreme  # Generalized extreme value distribution, it has 3 parameters\n",
+    "\n",
+    "param = genextreme.fit(pbest_bootstrap.ravel())\n",
+    "rv = genextreme(c=param[0], loc=param[1], scale=param[2])\n",
+    "x = np.linspace(rv.ppf(0.001), rv.ppf(0.999), 100)\n",
+    "fig = plt.figure(figsize=(14, 4))\n",
+    "ax = fig.add_subplot(1, 2, 1)\n",
+    "_ = ax.hist(pbest_bootstrap.ravel(), density=True, alpha=0.2, label='Peak\\'s histogram')\n",
+    "ax.plot(x, rv.pdf(x), 'r-', lw=5, alpha=0.6, label='Fitted GEV PDF')\n",
+    "ymin, ymax = ax.get_ylim()\n",
+    "ax.plot([pbestGBM[0], pbestGBM[0]], [ymin, ymax], '-', linewidth=4, alpha=0.5, label=\"Max per value\")\n",
+    "for p_val in [1e-2, 1e-1]:\n",
+    "    ax.plot([rv.ppf(1.-p_val), rv.ppf(1.-p_val)], [ymin, ymax], '--', linewidth=4, alpha=0.5, label=str(p_val))\n",
+    "ax.set_ylim([ymin, ymax])\n",
+    "plt.xlabel('Periodogram value'); plt.legend()\n",
+    "\n",
+    "ax = fig.add_subplot(1, 2, 2)\n",
+    "ax.plot(freqGBM, perGBM)\n",
+    "ymin, ymax = ax.get_ylim()\n",
+    "ax.plot([fbestGBM[0], fbestGBM[0]], [ymin, ymax], '-', linewidth=8, alpha=0.2)\n",
+    "# Print confidence bars\n",
+    "xmin, xmax = ax.get_xlim()\n",
+    "for p_val in [1e-2, 1e-1]:\n",
+    "    ax.plot([xmin, xmax], [rv.ppf(1.-p_val), rv.ppf(1.-p_val)], '--', linewidth=4, alpha=0.5, label=str(p_val))\n",
+    "ax.set_xlim([xmin, xmax]); ax.set_ylim([ymin, ymax])\n",
+    "ax.set_xlabel('Frequency [1/d]'); ax.set_ylabel('Periodogram')\n",
+    "plt.grid(); plt.legend();"
    ]
   },
   {
@@ -663,7 +744,8 @@
     "Material and papers related to the topics discussed in this lecture.\n",
     "\n",
     "- [Piran (2004) - \"The physics of gamma-ray bursts\"](https://ui.adsabs.harvard.edu/abs/2004RvMP...76.1143P/abstract)\n",
-    "- [Hübner et al. (2022) - \"Pitfalls of Periodograms: The Nonstationarity Bias in the Analysis of Quasiperiodic Oscillations\"](https://ui.adsabs.harvard.edu/abs/2022ApJS..259...32H/abstract)"
+    "- [Hübner et al. (2022) - \"Pitfalls of Periodograms: The Nonstationarity Bias in the Analysis of Quasiperiodic Oscillations\"](https://ui.adsabs.harvard.edu/abs/2022ApJS..259...32H/abstract)\n",
+    "- [Huppenkothen et al. (2025) - \"Searching for quasi-periodicities in short transients: the curious case of GRB 230307A\"](https://ui.adsabs.harvard.edu/abs/2025arXiv250410153H/abstract)"
    ]
   },
   {
@@ -727,7 +809,7 @@
    "source": [
     "**Copyright**\n",
     "\n",
-    "This notebook is provided as [Open Educational Resource](https://en.wikipedia.org/wiki/Open_educational_resources). Feel free to use the notebook for your own purposes. The text is licensed under [Creative Commons Attribution 4.0](https://creativecommons.org/licenses/by/4.0/), the code of the examples, unless obtained from other properly quoted sources, under the [MIT license](https://opensource.org/licenses/MIT). Please attribute the work as follows: *Stefano Covino, Time Domain Astrophysics - Lecture notes featuring computational examples, 2024*."
+    "This notebook is provided as [Open Educational Resource](https://en.wikipedia.org/wiki/Open_educational_resources). Feel free to use the notebook for your own purposes. The text is licensed under [Creative Commons Attribution 4.0](https://creativecommons.org/licenses/by/4.0/), the code of the examples, unless obtained from other properly quoted sources, under the [MIT license](https://opensource.org/licenses/MIT). Please attribute the work as follows: *Stefano Covino, Time Domain Astrophysics - Lecture notes featuring computational examples, 2025*."
    ]
   },
   {
diff --git a/README.md b/README.md
index 5a415c0830690cb8074a102fe1b76607cb112bd0..77ec73b36011fbdcf7027e434284ae028872ae37 100644
--- a/README.md
+++ b/README.md
@@ -2,4 +2,4 @@
 
 This is a repository with material (notebooks, papers, etc.) for the **Time Domain Astrophysics** course delivered at the *Università dell'Insubria* by Stefano Covino. 
 
-*Last update: 15 May 2025.*
+*Last update: 22 May 2025.*