diff --git a/opxrd/usage.ipynb b/opxrd/usage.ipynb
index 879ed7c..fbe8c17 100644
--- a/opxrd/usage.ipynb
+++ b/opxrd/usage.ipynb
@@ -1,26 +1,5 @@
 {
  "cells": [
-  {
-   "cell_type": "code",
-   "outputs": [],
-   "source": [
-    "# opXRD: How to load the database\n",
-    "\n",
-    "from opxrd import OpXRD\n",
-    "from xrdpattern.pattern import PatternDB\n",
-    "\n",
-    "opxrd_location = '/tmp/opxrd'"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "ExecuteTime": {
-     "end_time": "2024-12-08T20:54:22.950464Z",
-     "start_time": "2024-12-08T20:54:22.945364Z"
-    }
-   },
-   "id": "6932ad3e28c55dfd",
-   "execution_count": 4
-  },
   {
    "cell_type": "code",
    "outputs": [
@@ -35,76 +14,59 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "\u001B[38;2;0;255;0m100%\u001B[39m \u001B[38;2;0;255;0m(22041 of 22041)\u001B[39m |##################| Elapsed Time: 0:00:52 Time:  0:00:520004\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": "<Figure size 1500x1000 with 4 Axes>",
-      "image/png": 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"
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "\u001B[38;2;255;0;0m  0%\u001B[39m \u001B[38;2;255;0;0m(0 of 9569)\u001B[39m |                       | Elapsed Time: 0:00:00 ETA:  --:--:--"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "- Loading databases from /tmp/opxrd\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "\u001B[38;2;0;255;0m100%\u001B[39m \u001B[38;2;0;255;0m(9569 of 9569)\u001B[39m |####################| Elapsed Time: 0:00:22 Time:  0:00:220001\n",
-      "\u001B[38;2;0;255;0m100%\u001B[39m \u001B[38;2;0;255;0m(64 of 64)\u001B[39m |########################| Elapsed Time: 0:00:00 Time:  0:00:000:00\n",
-      "\u001B[38;2;0;255;0m100%\u001B[39m \u001B[38;2;0;255;0m(21 of 21)\u001B[39m |########################| Elapsed Time: 0:00:00 Time:  0:00:0000\n",
-      "\u001B[38;2;0;255;0m100%\u001B[39m \u001B[38;2;0;255;0m(406 of 406)\u001B[39m |######################| Elapsed Time: 0:00:00 Time:  0:00:000000\n",
-      "\u001B[38;2;0;255;0m100%\u001B[39m \u001B[38;2;0;255;0m(169 of 169)\u001B[39m |######################| Elapsed Time: 0:00:00 Time:  0:00:000000\n",
-      "\u001B[38;2;0;255;0m100%\u001B[39m \u001B[38;2;0;255;0m(169 of 169)\u001B[39m |######################| Elapsed Time: 0:00:00 Time:  0:00:000000\n",
-      "\u001B[38;2;0;255;0m100%\u001B[39m \u001B[38;2;0;255;0m(1052 of 1052)\u001B[39m |####################| Elapsed Time: 0:00:06 Time:  0:00:060000\n",
-      "\u001B[38;2;0;255;0m100%\u001B[39m \u001B[38;2;0;255;0m(10227 of 10227)\u001B[39m |##################| Elapsed Time: 0:00:21 Time:  0:00:210001\n",
-      "\u001B[38;2;0;255;0m100%\u001B[39m \u001B[38;2;0;255;0m(364 of 364)\u001B[39m |######################| Elapsed Time: 0:00:00 Time:  0:00:000000\n"
-     ]
-    },
-    {
-     "ename": "AttributeError",
-     "evalue": "type object 'PatternDB' has no attribute 'show_label_fractions'",
-     "output_type": "error",
-     "traceback": [
-      "\u001B[0;31m---------------------------------------------------------------------------\u001B[0m",
-      "\u001B[0;31mAttributeError\u001B[0m                            Traceback (most recent call last)",
-      "Cell \u001B[0;32mIn[5], line 8\u001B[0m\n\u001B[1;32m      5\u001B[0m opxrd\u001B[38;5;241m.\u001B[39mplot_quantity(attrs\u001B[38;5;241m=\u001B[39mattrs, save_fpath\u001B[38;5;241m=\u001B[39m\u001B[38;5;124m'\u001B[39m\u001B[38;5;124m/tmp/quantities_hist.png\u001B[39m\u001B[38;5;124m'\u001B[39m)\n\u001B[1;32m      7\u001B[0m opxrd_dbs \u001B[38;5;241m=\u001B[39m OpXRD\u001B[38;5;241m.\u001B[39mas_database_list(root_dirpath\u001B[38;5;241m=\u001B[39m\u001B[38;5;124m'\u001B[39m\u001B[38;5;124m/tmp/opxrd\u001B[39m\u001B[38;5;124m'\u001B[39m)\n\u001B[0;32m----> 8\u001B[0m \u001B[43mPatternDB\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mshow_label_fractions\u001B[49m(dbs\u001B[38;5;241m=\u001B[39mopxrd_dbs)\n",
-      "\u001B[0;31mAttributeError\u001B[0m: type object 'PatternDB' has no attribute 'show_label_fractions'"
+      "\u001B[38;2;255;156;0m 36%\u001B[39m \u001B[38;2;255;156;0m(8005 of 22041)\u001B[39m |######             | Elapsed Time: 0:00:19 ETA:   0:00:34"
      ]
     }
    ],
    "source": [
-    "# opXRD: Show database statistics\n",
+    "# opXRD: How to load the database\n",
     "\n",
-    "opxrd = OpXRD.load(root_dirpath=opxrd_location)\n",
-    "attrs = ['primary_phase.spacegroup', 'num_entries', 'startval', 'endval']\n",
-    "opxrd.plot_quantity(attrs=attrs, save_fpath='/tmp/quantities_hist.png')\n",
+    "from opxrd import OpXRD\n",
     "\n",
-    "opxrd_dbs = OpXRD.as_database_list(root_dirpath='/tmp/opxrd')\n"
+    "opxrd_location = '/tmp/opxrd'\n",
+    "opxrd = OpXRD.load(root_dirpath=opxrd_location)"
    ],
    "metadata": {
     "collapsed": false,
+    "is_executing": true,
     "ExecuteTime": {
-     "end_time": "2024-12-08T20:56:09.952721Z",
-     "start_time": "2024-12-08T20:54:22.964515Z"
+     "start_time": "2024-12-10T01:55:00.287215Z"
     }
    },
+   "id": "6932ad3e28c55dfd",
+   "execution_count": null
+  },
+  {
+   "cell_type": "code",
+   "outputs": [],
+   "source": [
+    "# opXRD: Show database statistics\n",
+    "opxrd.show_histograms(save_fpath='/tmp/quantities_hist.png')"
+   ],
+   "metadata": {
+    "collapsed": false,
+    "is_executing": true
+   },
+   "id": "3d2cc2ebe59afda9",
+   "execution_count": null
+  },
+  {
+   "cell_type": "code",
+   "outputs": [],
+   "source": [
+    "\n",
+    "# opXRD: How to access pattersn\n",
+    "\n",
+    "opxrd_pattern = opxrd.patterns[0]\n",
+    "print(f'First 20 angles of the first pattern: {opxrd_pattern.two_theta_values[:20]}')\n",
+    "print(f'First 20 intensities of the first pattern: {opxrd_pattern.intensities[:20]}')"
+   ],
+   "metadata": {
+    "collapsed": false,
+    "is_executing": true
+   },
    "id": "26e98a2e4b4e5f9",
-   "execution_count": 5
+   "execution_count": null
   },
   {
    "cell_type": "code",
@@ -122,7 +84,8 @@
     "sys.stdout = stdout"
    ],
    "metadata": {
-    "collapsed": false
+    "collapsed": false,
+    "is_executing": true
    },
    "id": "6bf7fbed77e51f31",
    "execution_count": null
@@ -133,10 +96,7 @@
    "id": "4ca05f4f3e8be74d",
    "metadata": {
     "collapsed": false,
-    "ExecuteTime": {
-     "end_time": "2024-12-08T20:56:09.955788Z",
-     "start_time": "2024-12-08T20:56:09.955181Z"
-    }
+    "is_executing": true
    },
    "outputs": [],
    "source": [
@@ -174,7 +134,8 @@
     "plt.show()"
    ],
    "metadata": {
-    "collapsed": false
+    "collapsed": false,
+    "is_executing": true
    },
    "id": "5fefe7b804040c9a",
    "execution_count": null
@@ -183,7 +144,9 @@
    "cell_type": "code",
    "execution_count": null,
    "id": "4bdd7804-6280-4fdd-bf8b-3defcc2c4134",
-   "metadata": {},
+   "metadata": {
+    "is_executing": true
+   },
    "outputs": [],
    "source": [
     "# XrdPattern: To tensor (Coming soon!)\n",