diff --git a/docs/tutorials/SKA_forecast.ipynb b/docs/tutorials/SKA_forecast.ipynb
index 5143fe1..95d5cf7 100644
--- a/docs/tutorials/SKA_forecast.ipynb
+++ b/docs/tutorials/SKA_forecast.ipynb
@@ -721,46 +721,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "finding redundancies: 100%|██████████| 306/306 [00:03<00:00, 85.62ants/s] \n",
-      "gridding baselines: 100%|██████████| 44236/44236 [00:04<00:00, 9378.65baselines/s]\n",
-      "calculating 2D sensitivity: 100%|██████████| 1124/1124 [00:02<00:00, 452.25uv-bins/s]\n",
-      "averaging to 2D grid: 100%|██████████| 265/265 [00:00<00:00, 6820.59kperp-bins/s]\n",
-      "averaging to 2D grid: 100%|██████████| 265/265 [00:00<00:00, 7630.72kperp-bins/s]\n",
-      "averaging to 1D: 100%|██████████| 265/265 [00:01<00:00, 180.28kperp-bins/s]\n",
-      "C:\\Users\\breit\\AppData\\Local\\Temp\\ipykernel_15544\\41433408.py:51: UserWarning: Extrapolating above the simulated theoretical k: 4.103102184927552 > 3.3903453170721027\n",
-      "  this_z[\"theory_1D_mK2\"] = sense.theory_model.delta_squared(\n",
-      "averaging to 1D: 100%|██████████| 265/265 [00:01<00:00, 183.57kperp-bins/s]\n",
-      "averaging to 1D: 100%|██████████| 265/265 [00:01<00:00, 182.88kperp-bins/s]\n",
-      "finding redundancies: 100%|██████████| 306/306 [00:03<00:00, 95.79ants/s] \n",
-      "gridding baselines: 100%|██████████| 44230/44230 [00:04<00:00, 10680.44baselines/s]\n",
-      "calculating 2D sensitivity: 100%|██████████| 1124/1124 [00:02<00:00, 475.84uv-bins/s]\n",
-      "averaging to 2D grid: 100%|██████████| 267/267 [00:00<00:00, 6414.63kperp-bins/s]\n",
-      "averaging to 2D grid: 100%|██████████| 267/267 [00:00<00:00, 6759.00kperp-bins/s]\n",
-      "averaging to 1D: 100%|██████████| 267/267 [00:01<00:00, 171.18kperp-bins/s]\n",
-      "C:\\Users\\breit\\AppData\\Local\\Temp\\ipykernel_15544\\41433408.py:51: UserWarning: Extrapolating above the simulated theoretical k: 4.27546118438488 > 3.3903453170721027\n",
-      "  this_z[\"theory_1D_mK2\"] = sense.theory_model.delta_squared(\n",
-      "averaging to 1D: 100%|██████████| 267/267 [00:01<00:00, 169.31kperp-bins/s]\n",
-      "averaging to 1D: 100%|██████████| 267/267 [00:01<00:00, 174.86kperp-bins/s]\n",
-      "finding redundancies: 100%|██████████| 306/306 [00:03<00:00, 92.10ants/s] \n",
-      "gridding baselines: 100%|██████████| 44242/44242 [00:04<00:00, 9812.44baselines/s] \n",
-      "calculating 2D sensitivity: 100%|██████████| 1124/1124 [00:02<00:00, 438.94uv-bins/s]\n",
-      "averaging to 2D grid: 100%|██████████| 267/267 [00:00<00:00, 7233.89kperp-bins/s]\n",
-      "averaging to 2D grid: 100%|██████████| 267/267 [00:00<00:00, 7714.95kperp-bins/s]\n",
-      "averaging to 1D: 100%|██████████| 267/267 [00:01<00:00, 168.86kperp-bins/s]\n",
-      "C:\\Users\\breit\\AppData\\Local\\Temp\\ipykernel_15544\\41433408.py:51: UserWarning: Extrapolating above the simulated theoretical k: 4.435936220452634 > 3.3903453170721027\n",
-      "  this_z[\"theory_1D_mK2\"] = sense.theory_model.delta_squared(\n",
-      "averaging to 1D: 100%|██████████| 267/267 [00:01<00:00, 170.91kperp-bins/s]\n",
-      "averaging to 1D: 100%|██████████| 267/267 [00:01<00:00, 166.77kperp-bins/s]\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "ska_aaast_senses4 = get_senses(\n",
     "    obs,\n",