diff --git a/examples/calibration.ipynb b/examples/calibration.ipynb
index d8be92b..7feda93 100644
--- a/examples/calibration.ipynb
+++ b/examples/calibration.ipynb
@@ -10,7 +10,7 @@
     "# %matplotlib qt\n",
     "from f3ast import *\n",
     "\n",
-    "import matplotlib.pyplot as plt"
+    "import matplotlib.pyplot as plt\n"
    ]
   },
   {
@@ -40,7 +40,8 @@
     "\n",
     "# create safe filename to prevent overwriting\n",
     "calib_strm_savepath = create_safe_savename(calib_strm_savepath)\n",
-    "export_spot_calibration(calib_strm_savepath, start_time=1, end_time=15, grid=[5, 3])"
+    "export_spot_calibration(calib_strm_savepath,\n",
+    "                        start_time=1, end_time=15, grid=[5, 3])"
    ]
   },
   {
@@ -69,7 +70,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -89,7 +90,7 @@
     "dwell_times = data[:, 0]\n",
     "\n",
     "img = read_image(img_path)\n",
-    "plt.imshow(img)"
+    "plt.imshow(img)\n"
    ]
   },
   {
@@ -118,7 +119,7 @@
    "source": [
     "# need to use qt backend for this\n",
     "%matplotlib qt\n",
-    "tracker = select_scale(img)"
+    "tracker = select_scale(img)\n"
    ]
   },
   {
@@ -136,7 +137,7 @@
     }
    ],
    "source": [
-    "scale_bar_size = 2 # in um\n",
+    "scale_bar_size = 2  # in um\n",
     "\n",
     "scale_bar_px = np.abs(tracker.scale_markers[1] - tracker.scale_markers[0])\n",
     "ppn = scale_bar_px / scale_bar_size\n",
@@ -171,7 +172,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -188,7 +189,7 @@
     "img_nobar = remove_bottom_bar(img)\n",
     "img_thresh = threshold_image(img_nobar, thresh=None)\n",
     "# try_all_threshold(img_smooth)\n",
-    "plt.imshow(img_thresh)"
+    "plt.imshow(img_thresh)\n"
    ]
   },
   {
@@ -209,7 +210,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -225,7 +226,7 @@
     "label_image, image_label_overlay = get_labelled_image(img_thresh)\n",
     "labels = filter_small_labels(label_image)\n",
     "image_label_overlay = label2rgb(label_image, image=img_thresh, bg_label=0)\n",
-    "plt.imshow(image_label_overlay)"
+    "plt.imshow(image_label_overlay)\n"
    ]
   },
   {
@@ -239,7 +240,7 @@
     "lengths_px = get_lengths_px(label_image)\n",
     "lengths_perspective = np.sort(lengths_px) / ppn\n",
     "lengths_true = lengths_perspective / np.sin(np.deg2rad(observing_angle))\n",
-    "dwell_times = dwell_times[-lengths_true.size:]"
+    "dwell_times = dwell_times[-lengths_true.size:]\n"
    ]
   },
   {
@@ -266,7 +267,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -286,7 +287,7 @@
     "plt.plot(t, deposit_model(t, *popt), color='tab:orange', linewidth=2)\n",
     "plt.scatter(dwell_times, lengths_true)\n",
     "plt.xlabel('t [s]')\n",
-    "plt.ylabel(r'Length [$\\mu$m]');"
+    "plt.ylabel(r'Length [$\\mu$m]')"
    ]
   },
   {
@@ -299,7 +300,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 5,
    "id": "95587faf",
    "metadata": {
     "scrolled": true
@@ -323,43 +324,100 @@
       "Slicing...\n",
       "Sliced\n",
       "Solved\n",
-      "Total time:  0:01:33.572785\n"
+      "Total time:  0:01:33.714156\n"
      ]
     }
    ],
    "source": [
     "# model = DDModel(gr=popt[0], k=popt[1], sigma=None)\n",
-    "model = RRLModel(None, gr=popt[0], sigma=None)\n",
+    "model = RRLModel(None, gr=0.2, sigma=None)\n",
     "sigma_list = [3, 4, 5, 6]\n",
     "file_path = \"sigma_calib\"\n",
+    "settings = load_settings()\n",
     "\n",
-    "sigma_strm = get_sigma_structures(model, sigma_list)\n",
+    "sigma_strm = get_combined_sigma_structures(model, sigma_list, settings)\n",
     "sigma_strm.print_time()\n",
     "\n",
-    "sigma_strm.write(create_safe_savename(file_path))"
+    "sigma_strm.write(create_safe_savename(file_path))\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 3,
    "id": "e788a1cf",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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J2mtkJ9bbHkQt02ddVVVTVTW1evXq5fhISTooLHeIfKsdiqK972z1HcDxA8utabWF6mvmqUuSltFyh8hNwJ5fWG0AbhyoX9R+pXUa8Gg77HUzcGaSI9oJ9TOBm9u8x5Kc1n6VddHAtiRJy2TlsDac5OPA6cBRSbbT/crqcuD6JBcDDwKvaYt/FjgHmAV+ALwOoKp2J3kbcGdb7q1Vtedk/RvpfgH2TOBz7SVJWkbpTk0cPKampmpmZmbU3ZCkiZFkS1VNzTfPK9YlSb0ZIpKk3gwRSVJvhogkqTdDRJLUmyEiSerNEJEk9Ta0iw2lpbB282dG3YW9tl1+7qi7II0d90Q0tsYpQGD8+iONA0NEktSbISJJ6s0QkST1ZohIknozRCRJvRkikqTeDBGNrXVHHzbqLuxjZUbdA2n8GCIaW9ObTh+bIFkZmH2nFxtKc3nFusba9KbTR90FSQtwT0SS1JshIknqzRCRJPVmiEiSejNEJEm9GSKSpN4MEUlSb4aIJKk3Q0SS1JshIknqzRCRJPVmiEiSepv4EEmyPsn9SWaTbB51fyTpYDLRIZJkBfA+4GzgJODCJCeNtleSdPCY6BABTgFmq+qBqvoRcB1w3oj7JEkHjUl/nshxwEMD09uBU+culGQjsLFN/jDJPcvQt+VwFPDtUXdiiTiW8eRYxtNyj+Uf7G/GpIfIolTVVcBVAElmqmpqxF1aEo5lPDmW8eRYhmPSD2ftAI4fmF7TapKkZTDpIXInsC7JiUkOAS4AbhpxnyTpoDHRh7Oq6vEklwA3AyuAD1XVvQdY7arh92zZOJbx5FjGk2MZglTVqPsgSZpQk344S5I0QoaIJKm3gyZExvX2KEk+lGTn4LUrSY5MMp1ka3s/otWT5Io2hruSnDywzoa2/NYkGwbqL0tyd1vniiQZ4liOT3Jrkq8muTfJmyd1PEkOTXJHkq+0sfx+q5+Y5Pb2+Z9oP+ggyTPa9Gybv3ZgW5e2+v1JzhqoL+t3MsmKJF9K8ulJHkuSbe078OUkM602cd+x9lmrktyQ5GtJ7kvy8okbS1U95V90J92/DjwfOAT4CnDSqPvV+vZLwMnAPQO1dwObW3sz8K7WPgf4HBDgNOD2Vj8SeKC9H9HaR7R5d7Rl09Y9e4hjORY4ubWfA/wd3e1oJm48bfvPbu2nA7e3z70euKDV/xj4N639RuCPW/sC4BOtfVL7vj0DOLF9D1eM4jsJbAI+Bny6TU/kWIBtwFFzahP3HWufdQ3w+tY+BFg1aWMZ2hd2nF7Ay4GbB6YvBS4ddb8G+rOWfUPkfuDY1j4WuL+1PwBcOHc54ELgAwP1D7TascDXBur7LLcM47oR+JVJHw/wLOCLdHdD+Dawcu73iu4Xgi9v7ZVtucz9ru1Zbrm/k3TXUN0CnAF8uvVtUseyjZ8OkYn7jgGHA9+g/cBpUsdysBzOmu/2KMeNqC+LcUxVPdza3wSOae39jWOh+vZ56kPXDoG8lO4v+IkcTzv882VgJzBN99f2d6vq8Xk+f2+f2/xHgefxs49xWN4LvAX4SZt+HpM7lgL+IsmWdLc0gsn8jp0I7AL+tB1m/GCSw5iwsRwsITKxqvsTYqJ+h53k2cAngd+qqscG503SeKrqiap6Cd1f8acAPzfaHvWT5NXAzqraMuq+LJFXVtXJdHfvflOSXxqcOUHfsZV0h7KvrKqXAt+nO3y11ySM5WAJkUm7Pcq3khwL0N53tvr+xrFQfc089aFJ8nS6APloVf15K0/seACq6rvArXSHbVYl2XOR7uDn7+1zm3848B1+9jEOwyuAX02yje5O12cAf8hkjoWq2tHedwKfogv4SfyObQe2V9XtbfoGulCZrLEM67jlOL3oEv8But3HPSf+Xjzqfg30by37nhP5A/Y9sfbu1j6XfU+s3dHqR9IdWz2ivb4BHNnmzT2xds4QxxHgWuC9c+oTNx5gNbCqtZ8JfAF4NfDf2fdk9Btb+03sezL6+tZ+MfuejH6A7kT0SL6TwOn8/xPrEzcW4DDgOQPtvwXWT+J3rH3WF4AXtvZ/buOYqLEM9Qs7Ti+6Xzb8Hd1x7d8ZdX8G+vVx4GHgx3R/mVxMd/z5FmAr8JcDX4jQPYTr68DdwNTAdv4VMNterxuoTwH3tHX+G3NO4i3xWF5Jt+t9F/Dl9jpnEscD/ALwpTaWe4Dfa/Xnt3+Ys3T/CT+j1Q9t07Nt/vMHtvU7rb/3M/DrmFF8J9k3RCZuLK3PX2mve/d81iR+x9pnvQSYad+z/0EXAhM1Fm97Iknq7WA5JyJJGgJDRJLUmyEiSerNEJEk9WaISJJ6M0SkZZZkbZL/226p0ncbtyb5+yRTS9g16WdmiEij8fXqbqnSS1X9Mt31BdJIGSLSEkryi+1ZD4cmOSzds0h+/gDrrG3Pk/hoe6bEDUmeleTw9oyOF7blPp7kDcszEmlxDBFpCVXVncBNwNvpngvxkaq6Z+G1AHgh8P6qehHwGN0tSB4FLgE+nOQCumdE/MmQui71YohIS++tdM9RmaILksV4qKr+prU/QncLGapqmu4WF+8DXr/E/ZSeNENEWnrPA55N93THQxe5ztz7D3U3S0qeBrwI+AHdfZWksWKISEvvA8B/Aj4KvGuR65yQ5OWt/Vrgr1v73wH3tdqftlvtS2PDEJGWUJKLgB9X1ceAy4FfTHLGIla9n+4BS/fR7XFc2U6ovx747ar6AvBXwO8OqetSLysPvIikxaqqa+meqUJVPUH3XPbFeLyqfmNO7X66Q1l7tr1pSTopLSH3RKTl9wRw+JO92JDu2Ro/XqpOSX34PBFJUm/uiUiSejNEJEm9GSKSpN4MEUlSb4aIJKm3/wdqryjR+KKbkgAAAABJRU5ErkJggg==\n",
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",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 640x480 with 1 Axes>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
+     "metadata": {},
      "output_type": "display_data"
     }
    ],
    "source": [
-    "sigma_strm.show_on_screen()"
+    "sigma_strm.show_on_screen()\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c6aefa83",
+   "metadata": {},
+   "source": [
+    "### Cerating separate files for sigma structures\n",
+    "\n",
+    "In some microscopes, the file for sigma structures might be too long. For this reason, it can be broken down in multiple stream files that can be individually imported."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "050d4244",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Solving for dwells...\n",
+      "Slicing...\n",
+      "Sliced\n",
+      "Solved\n",
+      "Solving for dwells...\n",
+      "Solved\n",
+      "Solving for dwells...\n",
+      "Solved\n",
+      "Solving for dwells...\n",
+      "Solved\n",
+      "Solving for dwells...\n",
+      "Slicing...\n",
+      "Sliced\n",
+      "Solved\n"
+     ]
+    }
+   ],
+   "source": [
+    "model = RRLModel(None, gr=1., sigma=None)\n",
+    "sigma_list = [3, 4, 5, 6]\n",
+    "file_path = \"sigma_calib\"\n",
+    "settings = load_settings()\n",
+    "\n",
+    "sigma_strm_list, strm_1px = get_sigma_structures(model, sigma_list, settings)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "1d819c0f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "strm_1px.write(\"strm_1px.strm\")\n",
+    "for sigma, strm in zip(sigma_list, sigma_strm_list):\n",
+    "    strm.write(f\"sigma_struct_{sigma}.strm\")\n"
    ]
   }
  ],
diff --git a/f3ast/calibration/__init__.py b/f3ast/calibration/__init__.py
index f8482f6..8e57773 100644
--- a/f3ast/calibration/__init__.py
+++ b/f3ast/calibration/__init__.py
@@ -1,4 +1,5 @@
 from .set_scale import select_scale
 from .picture_processing import *
 from .vertical_structures import export_spot_calibration
-from .sigma_structures import get_sigma_structures
+from .sigma_structures import (
+    get_combined_sigma_structures, get_sigma_structures)
diff --git a/f3ast/calibration/sigma_structures.py b/f3ast/calibration/sigma_structures.py
index d859bc4..ce5347b 100644
--- a/f3ast/calibration/sigma_structures.py
+++ b/f3ast/calibration/sigma_structures.py
@@ -1,26 +1,32 @@
-from f3ast.utils import load_settings
+import os
+
 import numpy as np
-from ..structure import Structure
 from scipy.spatial.transform import Rotation as R
-from ..stream_builder import StreamBuilder
+from trimesh.creation import box
+from trimesh.exchange.export import export_mesh
+
 from ..stream import Stream
-import os
+from ..stream_builder import StreamBuilder
+from ..structure import Structure
 
 dirname = os.path.dirname(__file__)
 CUBE_PATH = os.path.join(dirname, 'cube.stl')
 
 
-def get_sigma_structures(model, sigma_list, width=75, length=800, angle=45):
-    """Gets the structures for sigma calibration and returns a single stream file
+def get_sigma_structures(
+        model, sigma_list, settings, width=75, length=800, angle=45):
+    """Gets the structures for sigma calibration and returns them in a
+    list of stream objects together with the stream for 1px structure.
 
     Args:
         model : Deposit model
         sigma_list (list): List of sigma values to try
+                settings: export settings
         width (float, optional): Width of the structures. Defaults to 75.
         length (float, optional): Length of the structures. Defaults to 800.
-        angle (float, optional): Angle to xy plane of the structures. Defaults to 45.
+        angle (float, optional): Angle to xy plane of the structures.
+        Defaults to 45.
     """
-    settings = load_settings()
 
     # get the straight ramp of minimal thickness
     struct = get_straight_ramp(length, width, 0.1, angle)
@@ -41,10 +47,33 @@ def get_sigma_structures(model, sigma_list, width=75, length=800, angle=45):
         model, **settings['stream_builder'])
     strm_1px = stream_builder.get_stream()
 
+    return sigma_strm_list, strm_1px
+
+
+def get_combined_sigma_structures(
+        model, sigma_list, settings, width=75, length=800, angle=45):
+    """Gets the structures for sigma calibration and returns a single
+    stream file
+
+    Args:
+        model : Deposit model
+        sigma_list (list): List of sigma values to try
+                settings: export settings
+        width (float, optional): Width of the structures. Defaults to 75.
+        length (float, optional): Length of the structures. Defaults to 800.
+        angle (float, optional): Angle to xy plane of the structures.
+        Defaults to 45.
+    """
+    sigma_strm_list, strm_1px = get_sigma_structures(
+        model, sigma_list, settings, width=width, length=length, angle=angle)
+
     # arange on a screen
     addressable_pixels = settings['stream_builder']['addressable_pixels']
     y_positions = np.linspace(
-        0.1 * addressable_pixels[1], 0.9 * addressable_pixels[1], len(sigma_list))
+        0.1 * addressable_pixels[1],
+        0.9 * addressable_pixels[1],
+        len(sigma_strm_list)
+    )
     positions_list = [(addressable_pixels[0] / 2, y) for y in y_positions]
     for strm, pos in zip(sigma_strm_list, positions_list):
         strm.recentre(position=pos)
@@ -73,7 +102,13 @@ def get_straight_ramp(length, width, thickness, angle):
     Returns:
         Structure: The ramp with desired parameters.
     """
-    struct = Structure.from_file(CUBE_PATH)
+
+    try:
+        struct = Structure.from_file(file_path=CUBE_PATH)
+    except:
+        export_mesh(box((1, 1, 1)), CUBE_PATH, file_type='stl')
+        struct = Structure.from_file(file_path=CUBE_PATH)
+
     transf_matrix = np.eye(4)
     transf_matrix[3, 3] = 0  # don't translate
     transf_matrix[0, 0] = length