updated and added various notebooks

Author: amtseismo

notebooks/Amanda/apply_unet.ipynb

@@ -385,24 +385,24 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 44,
+   "execution_count": 46,
    "id": "cd73f3e0",
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "phase,time,index,confidence\n",
-      "P,2022-12-20T00:01:40.038400Z,10003,0.327\n",
-      "P,2022-12-20T00:01:41.648400Z,10164,0.789\n",
-      "P,2022-12-20T00:01:45.568400Z,10556,0.642\n",
-      "P,2022-12-20T00:01:50.978400Z,11097,0.306\n",
-      "P,2022-12-20T00:01:55.968400Z,11596,0.106\n",
-      "P,2022-12-20T00:02:06.428400Z,12642,0.342\n",
-      "P,2022-12-20T00:02:20.758400Z,14075,0.108\n",
-      "P,2022-12-20T00:02:23.068400Z,14306,0.292\n",
-      "P,2022-12-20T00:02:30.058400Z,15005,0.279\n"
+      "phase,time,confidence\n",
+      "P,2022-12-20T00:01:40.038400Z,0.327\n",
+      "P,2022-12-20T00:01:41.648400Z,0.789\n",
+      "P,2022-12-20T00:01:45.568400Z,0.642\n",
+      "P,2022-12-20T00:01:50.978400Z,0.306\n",
+      "P,2022-12-20T00:01:55.968400Z,0.106\n",
+      "P,2022-12-20T00:02:06.428400Z,0.342\n",
+      "P,2022-12-20T00:02:20.758400Z,0.108\n",
+      "P,2022-12-20T00:02:23.068400Z,0.292\n",
+      "P,2022-12-20T00:02:30.058400Z,0.279\n"
      ]
     }
    ],
@@ -421,7 +421,7 @@
     "# Write header\n",
     "with open(output_file, 'w', newline='') as f:\n",
     "    writer = csv.writer(f)\n",
-    "    writer.writerow(['phase', 'time', 'index', 'confidence'])\n",
+    "    writer.writerow(['phase', 'time', 'confidence'])\n",
     "\n",
     "    for phase_idx, phase_label in enumerate(['P', 'S']):\n",
     "        probs = pred_unwrapped[phase_idx, :]\n",
@@ -432,7 +432,7 @@
     "        for peak_idx in peaks:\n",
     "            peak_time = starttime + peak_idx / tr.stats.sampling_rate\n",
     "            confidence = probs[peak_idx]\n",
-    "            writer.writerow([phase_label, peak_time, peak_idx,f'{confidence:.3f}'])\n",
+    "            writer.writerow([phase_label, peak_time,f'{confidence:.3f}'])\n",
     "\n",
     "! head detections*"
    ]