diff --git a/segmentation/mask_from_filtering_and_threshold.ipynb b/segmentation/mask_from_filtering_and_threshold.ipynb
index 765c17c15e25dd7b20abd2335316bf960f082406..56e04a98b225f8ceed3d6b98af9c63b4ab8f2c50 100644
--- a/segmentation/mask_from_filtering_and_threshold.ipynb
+++ b/segmentation/mask_from_filtering_and_threshold.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "1b1c18fb",
+   "id": "0f62fd3b",
    "metadata": {},
    "source": [
     "# Simple 3D binary mask\n",
@@ -12,7 +12,7 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "id": "ca8099b3",
+   "id": "0a23b431",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -25,16 +25,16 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ed302618",
+   "id": "f9ad6ad1",
    "metadata": {},
    "source": [
-    "## Helper functions and parameters"
+    "## Helper functions"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
-   "id": "c0963af5",
+   "execution_count": 2,
+   "id": "7a3aa8a7",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -63,7 +63,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1bb8ba0a",
+   "id": "7baf5d58",
    "metadata": {},
    "source": [
     "## Load data"
@@ -71,8 +71,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
-   "id": "5074851d",
+   "execution_count": 3,
+   "id": "1f5d1fb6",
    "metadata": {},
    "outputs": [
     {
@@ -105,7 +105,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "95d6db5e",
+   "id": "66d5bcc7",
    "metadata": {},
    "source": [
     "## Apply median filter"
@@ -114,7 +114,7 @@
   {
    "cell_type": "code",
    "execution_count": 4,
-   "id": "cb5ae710",
+   "id": "47b7de23",
    "metadata": {},
    "outputs": [
     {
@@ -147,7 +147,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "38a17cba",
+   "id": "06e9af21",
    "metadata": {},
    "source": [
     "## Get the threshold value"
@@ -156,7 +156,7 @@
   {
    "cell_type": "code",
    "execution_count": 5,
-   "id": "44837b36",
+   "id": "06bba77b",
    "metadata": {},
    "outputs": [
     {
@@ -186,7 +186,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2b750470",
+   "id": "b2dc8937",
    "metadata": {},
    "source": [
     "## Make binary mask"
@@ -194,20 +194,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
-   "id": "01d59c26",
+   "execution_count": 6,
+   "id": "9971ddcb",
    "metadata": {},
    "outputs": [
     {
-     "ename": "TypeError",
-     "evalue": "viz() got an unexpected keyword argument 'cmap'",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
-      "Cell \u001b[0;32mIn[8], line 3\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[38;5;66;03m# Make it binary\u001b[39;00m\n\u001b[1;32m      2\u001b[0m vol \u001b[38;5;241m=\u001b[39m vol \u001b[38;5;241m>\u001b[39m thresh\n\u001b[0;32m----> 3\u001b[0m \u001b[43mviz\u001b[49m\u001b[43m(\u001b[49m\u001b[43mvol\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcmap\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mgray\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\n",
-      "\u001b[0;31mTypeError\u001b[0m: viz() got an unexpected keyword argument 'cmap'"
-     ]
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1200x400 with 6 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
     }
    ],
    "source": [