diff --git a/data/sdss_catalog.csv b/data/sdss_catalog.csv
new file mode 100644
index 0000000..b90636f
--- /dev/null
+++ b/data/sdss_catalog.csv
@@ -0,0 +1,90607 @@
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diff --git a/nb/generate_mock_continuum.ipynb b/nb/generate_mock_continuum.ipynb
new file mode 100644
index 0000000..5f6b7ba
--- /dev/null
+++ b/nb/generate_mock_continuum.ipynb
@@ -0,0 +1,322 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Generate Mock Quasar Continua\n",
+    "\n",
+    "We show how to generate mock quasar continua here."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "import torch\n",
+    "# sbi package for density estimation [https://www.mackelab.org/sbi]\n",
+    "from sbi.inference import SNPE\n",
+    "from matplotlib import pyplot as plt\n",
+    "\n",
+    "plt.rcParams['figure.figsize'] = [8, 8]\n",
+    "plt.rcParams['figure.dpi'] = 200\n",
+    "plt.rcParams['font.size'] = 15\n",
+    "plt.rcParams['font.family'] = 'Times New Roman'\n",
+    "plt.rcParams['image.cmap'] = 'Greys'\n",
+    "plt.rcParams['image.origin'] = 'lower'\n",
+    "plt.rcParams['legend.frameon'] = False\n",
+    "plt.rcParams['ytick.minor.visible'] = True\n",
+    "plt.rcParams['xtick.minor.visible'] = True\n",
+    "plt.rcParams['ytick.right'] = True\n",
+    "plt.rcParams['xtick.top'] = True\n",
+    "plt.rcParams['xtick.direction'] = \"in\"\n",
+    "plt.rcParams['ytick.direction'] = \"in\"\n",
+    "plt.rcParams[\"mathtext.fontset\"] = 'stix'"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Load data here"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
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+       "  <thead>\n",
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+       "      <th></th>\n",
+       "      <th>plate</th>\n",
+       "      <th>mjd</th>\n",
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+       "      <td>-2.789429</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>5480</td>\n",
+       "      <td>56001</td>\n",
+       "      <td>944</td>\n",
+       "      <td>3.418</td>\n",
+       "      <td>45.838385</td>\n",
+       "      <td>-1.525634</td>\n",
+       "      <td>-1.623697</td>\n",
+       "      <td>0.458946</td>\n",
+       "      <td>-0.841020</td>\n",
+       "      <td>-2.089742</td>\n",
+       "      <td>0.793837</td>\n",
+       "      <td>2.431335</td>\n",
+       "      <td>-3.763396</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>4357</td>\n",
+       "      <td>55829</td>\n",
+       "      <td>436</td>\n",
+       "      <td>2.312</td>\n",
+       "      <td>46.061531</td>\n",
+       "      <td>1.280505</td>\n",
+       "      <td>1.419821</td>\n",
+       "      <td>1.182550</td>\n",
+       "      <td>-0.588393</td>\n",
+       "      <td>0.173271</td>\n",
+       "      <td>0.901326</td>\n",
+       "      <td>-1.379779</td>\n",
+       "      <td>-1.131854</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>7152</td>\n",
+       "      <td>56660</td>\n",
+       "      <td>542</td>\n",
+       "      <td>2.752</td>\n",
+       "      <td>46.619796</td>\n",
+       "      <td>-0.922820</td>\n",
+       "      <td>-1.029979</td>\n",
+       "      <td>0.588128</td>\n",
+       "      <td>2.146219</td>\n",
+       "      <td>-0.368286</td>\n",
+       "      <td>0.276865</td>\n",
+       "      <td>0.393041</td>\n",
+       "      <td>-0.189165</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   plate    mjd  fiber      z  ...        h5        h6        h7        h8\n",
+       "0   6741  56394    438  3.081  ...  0.206610  0.738534  0.931790 -0.206453\n",
+       "1   3861  55274    520  2.348  ... -0.199867 -0.852978 -1.632405 -2.789429\n",
+       "2   5480  56001    944  3.418  ... -2.089742  0.793837  2.431335 -3.763396\n",
+       "3   4357  55829    436  2.312  ...  0.173271  0.901326 -1.379779 -1.131854\n",
+       "4   7152  56660    542  2.752  ... -0.368286  0.276865  0.393041 -0.189165\n",
+       "\n",
+       "[5 rows x 13 columns]"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "dataset = pd.read_csv('../data/sdss_catalog.csv', header=0)\n",
+    "dataset.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "h = dataset[[f\"h{i}\" for i in range(1, 9)]].values\n",
+    "cond = dataset[[\"z\", \"lum\"]].values\n",
+    "# only use 1000 data points to simplify the problem\n",
+    "h = torch.tensor(h[:1000], dtype=torch.float32)\n",
+    "cond = torch.tensor(cond[:1000], dtype=torch.float32)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Neural network successfully converged after 90 epochs."
+     ]
+    }
+   ],
+   "source": [
+    "# use sbi for density estimation P(h|[z, lum])\n",
+    "inference = SNPE()\n",
+    "inference.append_simulations(h, cond)\n",
+    "density_estimator = inference.train()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "031adca6c65c41f38e4060683ad38688",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Drawing 1000 posterior samples:   0%|          | 0/1000 [00:00<?, ?it/s]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# sample posterior\n",
+    "posterior = inference.build_posterior(density_estimator)\n",
+    "posterior_samples = posterior.sample((1000,), x=cond[0]).numpy()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1600x800 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "params = np.load('../data/model_parameters.npz')\n",
+    "loglam_min, loglam_max = np.log10(1030.), np.log10(1600.)\n",
+    "loglam = np.arange(loglam_min, loglam_max, 1e-4)\n",
+    "wav = 10**loglam\n",
+    "F, mu = params['F'], params['mu']\n",
+    "_ = plt.figure(figsize=(8, 4))\n",
+    "for _ in range(10):\n",
+    "    idx = np.random.randint(0, 1000)\n",
+    "    _ = plt.plot(wav, F@posterior_samples[idx]+mu, lw=1., color='gray')\n",
+    "_ = plt.xlabel(\"Rest-frame wavelength [$\\mathrm{\\AA}$]\")\n",
+    "_ = plt.ylabel(\"Relative Flux\")\n",
+    "_ = plt.title(f\"Redshift: {cond[0][0]:.2f}   Luminosity: {cond[0][1]:.2f}\")\n",
+    "_ = plt.axvline(x=1215.67, color='maroon', linestyle='--')\n",
+    "_ = plt.axvline(x=1549.5, color='maroon', linestyle='--')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "python_latest",
+   "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": "3.10.6"
+  },
+  "orig_nbformat": 4,
+  "vscode": {
+   "interpreter": {
+    "hash": "7c6ebd2b36c8faae58b3189354f1f726bc47cea843239ba85a6bb62f1c6c962b"
+   }
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}