From 62d07337da60feaf617baa49c226f13751d6fc2e Mon Sep 17 00:00:00 2001
From: guiwitz <guiwitz@gmail.com>
Date: Wed, 31 Mar 2021 11:47:30 +0200
Subject: [PATCH] updated with regionprops_table

---
 12-Regions.ipynb | 1729 +++-------------------------------------------
 1 file changed, 87 insertions(+), 1642 deletions(-)

diff --git a/12-Regions.ipynb b/12-Regions.ipynb
index f619d3d..ad3c73a 100644
--- a/12-Regions.ipynb
+++ b/12-Regions.ipynb
@@ -20,7 +20,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 1,
    "metadata": {
     "executionInfo": {
      "elapsed": 1741,
@@ -42,7 +42,8 @@
     "import matplotlib.pyplot as plt\n",
     "import skimage\n",
     "import skimage.io\n",
-    "import skimage.morphology"
+    "import skimage.morphology\n",
+    "import scipy.ndimage as ndi"
    ]
   },
   {
@@ -51,12 +52,12 @@
     "id": "FdRSQIRyBXxw"
    },
    "source": [
-    "Let's first recreate our two masks and first focus on the nuclei segmentation:"
+    "Let's first create a mask of the nuclei and clean it up with morphological operations:"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 2,
    "metadata": {
     "executionInfo": {
      "elapsed": 2392,
@@ -73,19 +74,24 @@
    },
    "outputs": [],
    "source": [
-    "#image_stack = skimage.io.imread('../Data/myoblast.tif')\n",
-    "#image_stack = skimage.io.imread('https://cildata.crbs.ucsd.edu/media/images/13585/13585.tif')\n",
-    "image_stack  = skimage.io.imread('https://cildata.crbs.ucsd.edu/media/images/13587/13587.tif')\n",
+    "#image_stack = skimage.io.imread('images/46658_784_B12_1.tif')\n",
+    "image_stack = skimage.io.imread('https://github.com/guiwitz/PyImageCourse_beginner/raw/master/images/46658_784_B12_1.tif')\n",
+    "\n",
     "image_nuclei = image_stack[:,:,2]#blue channel in RGB\n",
-    "image_cells = image_stack[:,:,1]#green channel in RGB\n",
+    "image_signal = image_stack[:,:,1]#green channel in RGB\n",
     "\n",
+    "# filter image\n",
+    "image_nuclei = skimage.filters.median(image_nuclei, skimage.morphology.disk(5))\n",
+    "\n",
+    "# create mask and clean-up\n",
     "mask_nuclei = image_nuclei > skimage.filters.threshold_otsu(image_nuclei)\n",
-    "mask_cells = image_cells > skimage.filters.threshold_otsu(image_cells)"
+    "mask_nuclei = skimage.morphology.binary_closing(mask_nuclei, selem=skimage.morphology.disk(5))\n",
+    "mask_nuclei = ndi.binary_fill_holes(mask_nuclei, skimage.morphology.disk(5))"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 3,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -108,14 +114,13 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 720x720 with 1 Axes>"
       ]
      },
      "metadata": {
-      "needs_background": "light",
-      "tags": []
+      "needs_background": "light"
      },
      "output_type": "display_data"
     }
@@ -145,7 +150,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 4,
    "metadata": {
     "executionInfo": {
      "elapsed": 581,
@@ -176,7 +181,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 5,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -199,14 +204,13 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 720x720 with 1 Axes>"
       ]
      },
      "metadata": {
-      "needs_background": "light",
-      "tags": []
+      "needs_background": "light"
      },
      "output_type": "display_data"
     }
@@ -231,12 +235,12 @@
     "id": "RxpTZ7QBBXx0"
    },
    "source": [
-    "Now that we have each region labeled with a different number we can use the ```skimage.measure.regionprops()``` function, which takes such as label map and analyzed the geometric properties of each region:"
+    "Now that we have each region labeled with a different number we can use the ```skimage.measure.regionprops_table()``` function, which takes such as label map and analyzes the geometric properties of each region. We have to specifiy which ```properties``` we want to use. For example the ```area``` and ```labels```:"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 6,
    "metadata": {
     "executionInfo": {
      "elapsed": 678,
@@ -253,7 +257,7 @@
    },
    "outputs": [],
    "source": [
-    "my_regions = skimage.measure.regionprops(my_labels)"
+    "my_regions = skimage.measure.regionprops_table(my_labels, properties=('label','area'))"
    ]
   },
   {
@@ -262,12 +266,12 @@
     "id": "lvdTxbDdBXx0"
    },
    "source": [
-    "What is exactly the output?"
+    "The output is a dictionary of all properties that we asked to get out:"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 7,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/"
@@ -290,205 +294,27 @@
     {
      "data": {
       "text/plain": [
-       "list"
-      ]
-     },
-     "execution_count": 8,
-     "metadata": {
-      "tags": []
-     },
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "type(my_regions)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/"
-    },
-    "executionInfo": {
-     "elapsed": 420,
-     "status": "ok",
-     "timestamp": 1616250357732,
-     "user": {
-      "displayName": "Guillaume Witz",
-      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgT0K2JVYzEsjzsS5nhkUVjUrSIJ5jHzXnBoYrmVf8=s64",
-      "userId": "16033870147214403532"
-     },
-     "user_tz": -60
-    },
-    "id": "e_pSYD5CBXx1",
-    "outputId": "d1e6d42d-e782-41f0-d880-7ea81c564100"
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "453"
-      ]
-     },
-     "execution_count": 9,
-     "metadata": {
-      "tags": []
-     },
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "len(my_regions)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "id": "u9jKPKT5BXx1"
-   },
-   "source": [
-    "So it seems we have a list with 543 positions, i.e. the 543 nuclei detected in the image. Let's look at one of the elements of the list:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/"
-    },
-    "executionInfo": {
-     "elapsed": 668,
-     "status": "ok",
-     "timestamp": 1616250359483,
-     "user": {
-      "displayName": "Guillaume Witz",
-      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgT0K2JVYzEsjzsS5nhkUVjUrSIJ5jHzXnBoYrmVf8=s64",
-      "userId": "16033870147214403532"
-     },
-     "user_tz": -60
-    },
-    "id": "xIWmcDxzBXx2",
-    "outputId": "833ac6e2-ac15-4751-d045-8a708792c2fc"
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<skimage.measure._regionprops.RegionProperties at 0x7efcb869b3d0>"
-      ]
-     },
-     "execution_count": 10,
-     "metadata": {
-      "tags": []
-     },
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "my_regions[100]"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "id": "KGBDQppgBXx2"
-   },
-   "source": [
-    "This looks like an object that we don't know yet. We can either try to figure out what the object is ourselves or go read definitions on the [scikit-image webpage](http://scikit-image.org/docs/dev/api/skimage.measure.html#skimage.measure.regionprops).\n",
-    "\n",
-    "The explanation tells us that we can recover a large number of different parameters for each region, including geometric parameters, cropped images, coordinates etc... Also the way to access a specific property is explained to us. Let's try to recover the 'area' property for the 100th region."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/"
-    },
-    "executionInfo": {
-     "elapsed": 495,
-     "status": "ok",
-     "timestamp": 1616250370735,
-     "user": {
-      "displayName": "Guillaume Witz",
-      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgT0K2JVYzEsjzsS5nhkUVjUrSIJ5jHzXnBoYrmVf8=s64",
-      "userId": "16033870147214403532"
-     },
-     "user_tz": -60
-    },
-    "id": "ZH_vObT6BXx2",
-    "outputId": "ed6919f7-b4f0-47fd-b35e-b48fea53360a"
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "448"
+       "{'label': array([ 1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16, 17,\n",
+       "        18, 19, 20]),\n",
+       " 'area': array([ 4221,  8386, 18258,  4043,    73, 49056, 45671, 20537, 46853,\n",
+       "        43277, 40768, 15090, 35404, 47642, 54978, 26774,     4,   812,\n",
+       "        54298, 29638])}"
       ]
      },
-     "execution_count": 11,
-     "metadata": {
-      "tags": []
-     },
+     "execution_count": 7,
+     "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "my_regions[100].area"
+    "my_regions"
    ]
   },
   {
    "cell_type": "markdown",
-   "metadata": {
-    "id": "U6aeac6IBXx2"
-   },
-   "source": [
-    "Or the cropped image corresponding to this region:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/",
-     "height": 264
-    },
-    "executionInfo": {
-     "elapsed": 515,
-     "status": "ok",
-     "timestamp": 1616250376684,
-     "user": {
-      "displayName": "Guillaume Witz",
-      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgT0K2JVYzEsjzsS5nhkUVjUrSIJ5jHzXnBoYrmVf8=s64",
-      "userId": "16033870147214403532"
-     },
-     "user_tz": -60
-    },
-    "id": "cETITZ3TBXx3",
-    "outputId": "ad11944b-92da-4cf5-87a8-3b29d6816440"
-   },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light",
-      "tags": []
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "metadata": {},
    "source": [
-    "plt.imshow(my_regions[100].image, cmap = 'gray');"
+    "There are many properties, including cropped images, that one can get out of this function which is extremely useful."
    ]
   },
   {
@@ -508,12 +334,12 @@
    "source": [
     "In what we did above, we only recovered information about our white regions. However often we want to obtain information on pixel values of the **original** image. For example, \"what is the average intensity of each nucleus?\"\n",
     "\n",
-    "Luckily ```regionprops``` allows us to pass as additional argument the image we want to use to quantify intensity:"
+    "Luckily ```regionprops_table``` allows us to pass as additional argument the image we want to use to quantify intensity. Then we can add as property to extract the ```mean_intensity``` for example:"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 8,
    "metadata": {
     "executionInfo": {
      "elapsed": 502,
@@ -530,7 +356,7 @@
    },
    "outputs": [],
    "source": [
-    "my_regions = skimage.measure.regionprops(my_labels,intensity_image=image_nuclei)"
+    "my_regions = skimage.measure.regionprops_table(my_labels,intensity_image=image_signal, properties=('label','area','mean_intensity'))"
    ]
   },
   {
@@ -544,7 +370,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 9,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/"
@@ -567,577 +393,37 @@
     {
      "data": {
       "text/plain": [
-       "129.39285714285714"
+       "{'label': array([ 1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16, 17,\n",
+       "        18, 19, 20]),\n",
+       " 'area': array([ 4221,  8386, 18258,  4043,    73, 49056, 45671, 20537, 46853,\n",
+       "        43277, 40768, 15090, 35404, 47642, 54978, 26774,     4,   812,\n",
+       "        54298, 29638]),\n",
+       " 'mean_intensity': array([ 79.26510306,  65.99773432,  70.26109103,  63.02671284,\n",
+       "         47.43835616,  53.71450995,  53.8070986 ,  70.45391245,\n",
+       "         66.13772864,  41.4125517 ,  58.67503925,  44.19814447,\n",
+       "         74.77155124,  41.70190168,  35.9041071 ,  53.07787406,\n",
+       "        112.        , 102.9864532 ,  56.11020664,  66.28379108])}"
       ]
      },
-     "execution_count": 14,
-     "metadata": {
-      "tags": []
-     },
+     "execution_count": 9,
+     "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "my_regions[100].mean_intensity"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "id": "fJj3LXlOBXx4"
-   },
-   "source": [
-    "## 12.4 Aggregating information of all nuclei"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "id": "WtpxacrSBXx5"
-   },
-   "source": [
-    "If we want get some statistic from our analysis, we need now to aggregate the information from all these nuclei. We have seen that ```for``` loops allow us to go easily through lists, so we will try to use a for loop here to visit every measured region.\n",
-    "\n",
-    "```my_region``` is a list, so we can visit every element using:\n",
-    "```\n",
-    "for elem in my_regions:\n",
-    "    do something with the specific region elem\n",
-    "```\n",
-    "For example recover the area:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 15,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/"
-    },
-    "executionInfo": {
-     "elapsed": 500,
-     "status": "ok",
-     "timestamp": 1616250385823,
-     "user": {
-      "displayName": "Guillaume Witz",
-      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgT0K2JVYzEsjzsS5nhkUVjUrSIJ5jHzXnBoYrmVf8=s64",
-      "userId": "16033870147214403532"
-     },
-     "user_tz": -60
-    },
-    "id": "4RZ8UyVcBXx5",
-    "outputId": "18f9dfe1-61a2-4e76-8a5d-59120985501d"
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
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-     ]
-    }
-   ],
-   "source": [
-    "for elem in my_regions:\n",
-    "    print(elem.area)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "id": "5-F4Q73sBXx5"
-   },
-   "source": [
-    "Of course we have just printed those numbers on our screen here. Now we want to put all these elements in a list:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 16,
-   "metadata": {
-    "executionInfo": {
-     "elapsed": 483,
-     "status": "ok",
-     "timestamp": 1616250399004,
-     "user": {
-      "displayName": "Guillaume Witz",
-      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgT0K2JVYzEsjzsS5nhkUVjUrSIJ5jHzXnBoYrmVf8=s64",
-      "userId": "16033870147214403532"
-     },
-     "user_tz": -60
-    },
-    "id": "pBjlMn48BXx5"
-   },
-   "outputs": [],
-   "source": [
-    "my_areas = []\n",
-    "for elem in my_regions:\n",
-    "    my_areas.append(elem.area)"
+    "my_regions"
    ]
   },
   {
    "cell_type": "markdown",
-   "metadata": {
-    "id": "IdW5Xuy8BXx5"
-   },
+   "metadata": {},
    "source": [
-    "```my_areas``` is now indeed a list of numbers corresponding to each segmented region. We can look at a histogram of those values to get an idea of their distribution:"
+    "Now that we have this information, we can of course, plot it. For example we can produce a histogram of mean nuclei intensities:"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 10,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -1160,932 +446,91 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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AAAAASUVORK5CYII=\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
      },
      "metadata": {
-      "needs_background": "light",
-      "tags": []
+      "needs_background": "light"
      },
      "output_type": "display_data"
     }
    ],
    "source": [
-    "plt.hist(my_areas);"
+    "plt.hist(my_regions['mean_intensity']);"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {
-    "id": "UDXG-SHQBXx6"
+    "id": "ctIzlnC7BXx9"
    },
    "source": [
-    "We can refine the bins to focus on the \"interesting\" part:"
+    "## 12.4 Filtering information\n",
+    "\n",
+    "Obviously, we had some \"bad segmentations\", i.e. some fragments remaining from the processing that are not actual nuclei. We can easily filter those out for example based on size:"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/",
-     "height": 266
-    },
-    "executionInfo": {
-     "elapsed": 697,
-     "status": "ok",
-     "timestamp": 1616250408391,
-     "user": {
-      "displayName": "Guillaume Witz",
-      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgT0K2JVYzEsjzsS5nhkUVjUrSIJ5jHzXnBoYrmVf8=s64",
-      "userId": "16033870147214403532"
-     },
-     "user_tz": -60
-    },
-    "id": "Wlo43ofoBXx6",
-    "outputId": "cc1bbc06-1117-4404-e42a-cd433f63f1c2"
-   },
+   "execution_count": 11,
+   "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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Y36K9wN6qurdbv4VeoM9KPwK8DvhuVR2sql8At9Lr31nrS1h5v03lmEryTuDNwNu7/2hmrcaX0/sP+5vdMXQy8PUkvz5jdT6lhQCfmUv2kwS4HthVVZ9csul2YPHd5830zo0vtr+jewf7HODHS/7UHbuqurqqTq6qeXr99G9V9XbgHuCSw9S3WPcl3f4TH71V1WPAD5K8omt6LfAQM9KPne8D5yR5YfdzX6xxpvqyz2sP029fAS5Isq77S+OCrm1iklxI79TeW6rqf5fVfmk3i+dU4DTgP5jCcV9VD1TVr1XVfHcM7aU3aeExZqgvlxc98w967wB/m9670h+eYh2vovfn6f3Afd3jInrnOu8GHgH+FTix2z/0PvTiO8ADwMIa1voanp6F8jJ6B8Vu4B+A47v253fru7vtL1vD+s4Atnd9+Y/03sGfqX4E/gT4FrAT+Ht6MyWm2pfATfTOyf+CXsBcMUq/0TsPvbt7/N4a1Lib3rnixePmuiX7f7ir8WHgjUvaJ3rc96tz2fY9PP0m5lT6ctDDKzElqVEtnEKRJPVhgEtSowxwSWqUAS5JjTLAJalRBrgkNcoAl6RGGeCS1Kj/B/D+vvo8mHF3AAAAAElFTkSuQmCC\n",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "array([ 4221,  8386, 18258,  4043,    73, 49056, 45671, 20537, 46853,\n",
+       "       43277, 40768, 15090, 35404, 47642, 54978, 26774,     4,   812,\n",
+       "       54298, 29638])"
       ]
      },
-     "metadata": {
-      "needs_background": "light",
-      "tags": []
-     },
-     "output_type": "display_data"
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
     }
    ],
    "source": [
-    "plt.hist(my_areas, bins = np.arange(0,1500,20));"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "id": "KStNX5WwBXx6"
-   },
-   "source": [
-    "So most of the nuclei have an area around 500 pixels, and in what follows, we might want to set some limit where we exclude objects as not being nuclei, e.g."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 20,
-   "metadata": {
-    "executionInfo": {
-     "elapsed": 542,
-     "status": "ok",
-     "timestamp": 1616250410982,
-     "user": {
-      "displayName": "Guillaume Witz",
-      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgT0K2JVYzEsjzsS5nhkUVjUrSIJ5jHzXnBoYrmVf8=s64",
-      "userId": "16033870147214403532"
-     },
-     "user_tz": -60
-    },
-    "id": "O8iZXQbiBXx6"
-   },
-   "outputs": [],
-   "source": [
-    "my_areas = []\n",
-    "for elem in my_regions:\n",
-    "    if elem.area > 200:\n",
-    "        if elem.area <700:\n",
-    "            my_areas.append(elem.area)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 21,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/",
-     "height": 266
-    },
-    "executionInfo": {
-     "elapsed": 4619,
-     "status": "ok",
-     "timestamp": 1616250418063,
-     "user": {
-      "displayName": "Guillaume Witz",
-      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgT0K2JVYzEsjzsS5nhkUVjUrSIJ5jHzXnBoYrmVf8=s64",
-      "userId": "16033870147214403532"
-     },
-     "user_tz": -60
-    },
-    "id": "1JUFhZrmBXx6",
-    "outputId": "6090e5e4-59d7-4aef-93ef-04bca50aafa3"
-   },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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ut7T9J372VlWPAj9I8tLW9CrgQdZIPzbfB85L8tz27z5X45rqy0Xee5R++wpwUZJ17S+Ni1rbxCS5mMHQ3hur6n8X1H5Zm8VzOnAG8B9M4bivqvur6teranM7hvYxmLTwKGuoLxcWveYfDD4B/jaDT6U/NMU6Xs7gz9P7gHvb4xIGY513AQ8D/wqc3PYPgy+9+A5wPzC7irW+kqdmobyYwUGxB/gCcGJrf3Zb39O2v3gV6zsL2NH68h8ZfIK/pvoR+FPgW8Au4B8YzJSYal8CNzIYk/8Fg4C5Yjn9xmAcek97/N4q1LiHwVjx3HFz7bz9P9RqfAh43bz2iR73i9W5YPtenvoQcyp9OezhlZiS1KkehlAkSYswwCWpUwa4JHXKAJekThngktQpA1ySOmWAS1KnDHBJ6tT/A1DwZqbWafyyAAAAAElFTkSuQmCC\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light",
-      "tags": []
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plt.hist(my_areas, bins = np.arange(0,1500,20));"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "id": "R4plmIDUBXx7"
-   },
-   "source": [
-    "So now we know that we can use the area as a sort of filter to only keep \"nuclei-like\" features. But we want to recover much more information. Instead of just appending single values (like the area) to our list as we did above, we can append a dictionary with a series of parameters:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 22,
-   "metadata": {
-    "executionInfo": {
-     "elapsed": 650,
-     "status": "ok",
-     "timestamp": 1616250436193,
-     "user": {
-      "displayName": "Guillaume Witz",
-      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgT0K2JVYzEsjzsS5nhkUVjUrSIJ5jHzXnBoYrmVf8=s64",
-      "userId": "16033870147214403532"
-     },
-     "user_tz": -60
-    },
-    "id": "wx0JwXQ6BXx7"
-   },
-   "outputs": [],
-   "source": [
-    "my_values = []\n",
-    "for elem in my_regions:\n",
-    "    if elem.area > 200:\n",
-    "        if elem.area <700:\n",
-    "            \n",
-    "            #before we just added the area value to the list:\n",
-    "            #my_areas.append(elem.area)\n",
-    "            \n",
-    "            #now we add a whole dictionary:\n",
-    "            current_dict = {'area': elem.area, 'intensity': elem.mean_intensity, 'extent': elem.major_axis_length}\n",
-    "            my_values.append(current_dict)"
+    "my_regions['area']"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/"
-    },
-    "executionInfo": {
-     "elapsed": 804,
-     "status": "ok",
-     "timestamp": 1616250441227,
-     "user": {
-      "displayName": "Guillaume Witz",
-      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgT0K2JVYzEsjzsS5nhkUVjUrSIJ5jHzXnBoYrmVf8=s64",
-      "userId": "16033870147214403532"
-     },
-     "user_tz": -60
-    },
-    "id": "txK98S6tBXx7",
-    "outputId": "f423e5a8-dc2a-4a5d-a763-6a00a08a0095"
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[{'area': 368, 'extent': 25.542008847106832, 'intensity': 123.125},\n",
-       " {'area': 282, 'extent': 31.107408204383873, 'intensity': 98.7517730496454},\n",
-       " {'area': 346, 'extent': 26.63481862072005, 'intensity': 105.10982658959537},\n",
-       " {'area': 225, 'extent': 24.081045853624914, 'intensity': 100.49777777777778},\n",
-       " {'area': 404, 'extent': 26.865358904909005, 'intensity': 111.7871287128713},\n",
-       " {'area': 539, 'extent': 31.60489009605655, 'intensity': 82.8886827458256},\n",
-       " {'area': 401, 'extent': 27.00010551010861, 'intensity': 137.34413965087282},\n",
-       " {'area': 635, 'extent': 36.02854822251474, 'intensity': 137.48346456692914},\n",
-       " {'area': 495, 'extent': 26.44332674762754, 'intensity': 99.30909090909091},\n",
-       " {'area': 487, 'extent': 29.674300000142818, 'intensity': 108.59548254620123},\n",
-       " {'area': 308, 'extent': 28.22689646240874, 'intensity': 165.06493506493507},\n",
-       " {'area': 497, 'extent': 25.73919664371138, 'intensity': 85.50301810865191},\n",
-       " {'area': 618, 'extent': 31.139422467965673, 'intensity': 92.77184466019418},\n",
-       " {'area': 685, 'extent': 36.311657178498045, 'intensity': 87.92700729927007},\n",
-       " {'area': 470, 'extent': 28.727817053682962, 'intensity': 101.29787234042553},\n",
-       " {'area': 580, 'extent': 30.069287808089893, 'intensity': 93.75689655172414},\n",
-       " {'area': 590, 'extent': 34.63580794283925, 'intensity': 94.67966101694915},\n",
-       " {'area': 522, 'extent': 42.58886920328228, 'intensity': 105.272030651341},\n",
-       " {'area': 456, 'extent': 30.439354526825262, 'intensity': 115.23464912280701},\n",
-       " {'area': 592, 'extent': 34.52969867729608, 'intensity': 99.39189189189189},\n",
-       " {'area': 481, 'extent': 28.78520706750411, 'intensity': 117.17879417879418},\n",
-       " {'area': 548, 'extent': 32.27415387091608, 'intensity': 103.8029197080292},\n",
-       " {'area': 515, 'extent': 30.58157917235814, 'intensity': 101.98446601941748},\n",
-       " {'area': 593, 'extent': 29.264371681698538, 'intensity': 86.45868465430017},\n",
-       " {'area': 566, 'extent': 33.63774915871415, 'intensity': 100.0565371024735},\n",
-       " {'area': 693, 'extent': 33.346777668721046, 'intensity': 88.17316017316017},\n",
-       " {'area': 396, 'extent': 27.930334569153434, 'intensity': 119.40656565656566},\n",
-       " {'area': 519, 'extent': 33.40027628755653, 'intensity': 95.85549132947978},\n",
-       " {'area': 460, 'extent': 27.92042004479199, 'intensity': 117.70869565217392},\n",
-       " {'area': 418, 'extent': 23.82389607641664, 'intensity': 109.64832535885168},\n",
-       " {'area': 548, 'extent': 37.136244143137766, 'intensity': 107.03102189781022},\n",
-       " {'area': 513, 'extent': 29.80586572488486, 'intensity': 111.38986354775828},\n",
-       " {'area': 541, 'extent': 35.6587394926617, 'intensity': 102.73197781885398},\n",
-       " {'area': 558, 'extent': 34.09818535349556, 'intensity': 109.18817204301075},\n",
-       " {'area': 443, 'extent': 25.923078193869056, 'intensity': 126.82167042889391},\n",
-       " {'area': 541, 'extent': 29.645075389358, 'intensity': 92.44547134935306},\n",
-       " {'area': 620, 'extent': 32.39973583592105, 'intensity': 96.18548387096774},\n",
-       " {'area': 612, 'extent': 31.88249001416065, 'intensity': 100.04248366013071},\n",
-       " {'area': 386, 'extent': 27.327566197223845, 'intensity': 141.83678756476684},\n",
-       " {'area': 546, 'extent': 31.792489872678363, 'intensity': 98.12271062271063},\n",
-       " {'area': 492, 'extent': 48.90410409202751, 'intensity': 119.5630081300813},\n",
-       " {'area': 495, 'extent': 30.730700843996715, 'intensity': 114.37979797979798},\n",
-       " {'area': 620, 'extent': 35.256798627496565, 'intensity': 99.28548387096774},\n",
-       " {'area': 433, 'extent': 30.054312733120526, 'intensity': 114.12933025404158},\n",
-       " {'area': 242, 'extent': 28.617788461073086, 'intensity': 119.20661157024793},\n",
-       " {'area': 351, 'extent': 32.449024452580744, 'intensity': 149.97720797720797},\n",
-       " {'area': 519, 'extent': 32.3623849087108, 'intensity': 101.86897880539499},\n",
-       " {'area': 599, 'extent': 30.27594377617138, 'intensity': 99.95325542570951},\n",
-       " {'area': 535, 'extent': 34.46574469079767, 'intensity': 94.37196261682243},\n",
-       " {'area': 573, 'extent': 36.24229117913015, 'intensity': 103.83944153577661},\n",
-       " {'area': 523, 'extent': 31.722902110105505, 'intensity': 105.01147227533461},\n",
-       " {'area': 338, 'extent': 32.36056005420039, 'intensity': 138.3639053254438},\n",
-       " {'area': 551, 'extent': 33.48294256504507, 'intensity': 89.42468239564428},\n",
-       " {'area': 606, 'extent': 33.62117482783334, 'intensity': 99.54455445544555},\n",
-       " {'area': 460, 'extent': 25.9022403697937, 'intensity': 119.9608695652174},\n",
-       " {'area': 583, 'extent': 32.840067591377945, 'intensity': 102.88679245283019},\n",
-       " {'area': 684, 'extent': 38.61365770860964, 'intensity': 179.9312865497076},\n",
-       " {'area': 506, 'extent': 26.91012345211134, 'intensity': 112.26086956521739},\n",
-       " {'area': 522, 'extent': 30.71569297516506, 'intensity': 101.47892720306514},\n",
-       " {'area': 485, 'extent': 32.20830574286394, 'intensity': 120.73814432989691},\n",
-       " {'area': 442, 'extent': 31.158415246959237, 'intensity': 124.9841628959276},\n",
-       " {'area': 645, 'extent': 41.40313789466949, 'intensity': 87.53953488372093},\n",
-       " {'area': 390, 'extent': 28.233780019066167, 'intensity': 127.0974358974359},\n",
-       " {'area': 398, 'extent': 33.22500089687756, 'intensity': 117.19849246231156},\n",
-       " {'area': 561, 'extent': 35.1182838607963, 'intensity': 101.3065953654189},\n",
-       " {'area': 475, 'extent': 30.031790292089326, 'intensity': 119.5221052631579},\n",
-       " {'area': 336, 'extent': 22.163768619642866, 'intensity': 167.66666666666666},\n",
-       " {'area': 468, 'extent': 28.523417049591384, 'intensity': 101.1431623931624},\n",
-       " {'area': 583, 'extent': 32.528706251541564, 'intensity': 104.09605488850772},\n",
-       " {'area': 599, 'extent': 37.24988640493714, 'intensity': 105.12520868113522},\n",
-       " {'area': 624, 'extent': 32.852245355420834, 'intensity': 87.08173076923077},\n",
-       " {'area': 467, 'extent': 35.27721786900751, 'intensity': 123.75374732334048},\n",
-       " {'area': 564, 'extent': 34.18850476630838, 'intensity': 77.15070921985816},\n",
-       " {'area': 448, 'extent': 32.890063867440766, 'intensity': 129.39285714285714},\n",
-       " {'area': 246, 'extent': 24.817051531745996, 'intensity': 122.0650406504065},\n",
-       " {'area': 295, 'extent': 24.228048681468746, 'intensity': 157.96949152542373},\n",
-       " {'area': 573, 'extent': 28.695453882601758, 'intensity': 90.18499127399652},\n",
-       " {'area': 511, 'extent': 30.91634906444222, 'intensity': 115.49510763209393},\n",
-       " {'area': 519, 'extent': 34.203928011652295, 'intensity': 109.39113680154142},\n",
-       " {'area': 485, 'extent': 30.497446165395964, 'intensity': 123.3917525773196},\n",
-       " {'area': 638, 'extent': 34.3313558529377, 'intensity': 97.22257053291536},\n",
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-       " {'area': 404, 'extent': 27.0468037777989, 'intensity': 131.7970297029703},\n",
-       " {'area': 685, 'extent': 39.53883898555043, 'intensity': 173.7094890510949},\n",
-       " {'area': 303, 'extent': 27.038384215557635, 'intensity': 99.82508250825083},\n",
-       " {'area': 481, 'extent': 26.955907016648112, 'intensity': 107.34719334719335},\n",
-       " {'area': 430, 'extent': 28.68695405595159, 'intensity': 129.1767441860465},\n",
-       " {'area': 677, 'extent': 33.52922063519015, 'intensity': 148.3397341211226},\n",
-       " {'area': 436, 'extent': 25.558765575549693, 'intensity': 115.25688073394495},\n",
-       " {'area': 637, 'extent': 32.565594653082925, 'intensity': 94.66875981161695},\n",
-       " {'area': 512, 'extent': 31.79778141479698, 'intensity': 94.93359375},\n",
-       " {'area': 647, 'extent': 34.735788725587014, 'intensity': 101.96754250386398},\n",
-       " {'area': 454, 'extent': 27.360197056047443, 'intensity': 122.58149779735683},\n",
-       " {'area': 465, 'extent': 32.076698660896085, 'intensity': 101.23225806451613},\n",
-       " {'area': 547, 'extent': 36.00531445010059, 'intensity': 102.77148080438756},\n",
-       " {'area': 460, 'extent': 31.85251671934514, 'intensity': 127.65217391304348},\n",
-       " {'area': 274, 'extent': 28.26829643793137, 'intensity': 180.95255474452554},\n",
-       " {'area': 531, 'extent': 30.73139489473478, 'intensity': 111.12241054613936},\n",
-       " {'area': 600, 'extent': 34.548409513014896, 'intensity': 105.99833333333333},\n",
-       " {'area': 506, 'extent': 30.09900576988632, 'intensity': 96.87549407114625},\n",
-       " {'area': 588, 'extent': 36.56464009038136, 'intensity': 104.0204081632653},\n",
-       " {'area': 575, 'extent': 33.82538828179183, 'intensity': 106.88869565217391},\n",
-       " {'area': 581, 'extent': 33.91636331365917, 'intensity': 89.12220309810671},\n",
-       " {'area': 535, 'extent': 37.38659043089197, 'intensity': 131.69158878504672},\n",
-       " {'area': 555, 'extent': 36.799380328512015, 'intensity': 111.41981981981982},\n",
-       " {'area': 271, 'extent': 28.6216861533401, 'intensity': 89.80811808118081},\n",
-       " {'area': 232, 'extent': 33.910756189526836, 'intensity': 133.46120689655172}]"
-      ]
-     },
-     "execution_count": 23,
-     "metadata": {
-      "tags": []
-     },
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "my_values"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "id": "fwdxcdS9BXx7"
-   },
-   "source": [
-    "We have seen previously a way to nicely organise this information by creating a Pandas dataframe. Let's use it here again:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 24,
-   "metadata": {
-    "executionInfo": {
-     "elapsed": 1113,
-     "status": "ok",
-     "timestamp": 1616250444562,
-     "user": {
-      "displayName": "Guillaume Witz",
-      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgT0K2JVYzEsjzsS5nhkUVjUrSIJ5jHzXnBoYrmVf8=s64",
-      "userId": "16033870147214403532"
-     },
-     "user_tz": -60
-    },
-    "id": "zroFcPTVBXx7"
-   },
+   "execution_count": 12,
+   "metadata": {},
    "outputs": [],
    "source": [
-    "my_table = pd.DataFrame(my_values)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 25,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/",
-     "height": 419
-    },
-    "executionInfo": {
-     "elapsed": 1518,
-     "status": "ok",
-     "timestamp": 1616250445426,
-     "user": {
-      "displayName": "Guillaume Witz",
-      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgT0K2JVYzEsjzsS5nhkUVjUrSIJ5jHzXnBoYrmVf8=s64",
-      "userId": "16033870147214403532"
-     },
-     "user_tz": -60
-    },
-    "id": "QhXwn_07BXx8",
-    "outputId": "8c9df266-4d08-4197-f6cb-82c212dc6d34"
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>area</th>\n",
-       "      <th>intensity</th>\n",
-       "      <th>extent</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>368</td>\n",
-       "      <td>123.125000</td>\n",
-       "      <td>25.542009</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>282</td>\n",
-       "      <td>98.751773</td>\n",
-       "      <td>31.107408</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>346</td>\n",
-       "      <td>105.109827</td>\n",
-       "      <td>26.634819</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>225</td>\n",
-       "      <td>100.497778</td>\n",
-       "      <td>24.081046</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>404</td>\n",
-       "      <td>111.787129</td>\n",
-       "      <td>26.865359</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>321</th>\n",
-       "      <td>581</td>\n",
-       "      <td>89.122203</td>\n",
-       "      <td>33.916363</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>322</th>\n",
-       "      <td>535</td>\n",
-       "      <td>131.691589</td>\n",
-       "      <td>37.386590</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>323</th>\n",
-       "      <td>555</td>\n",
-       "      <td>111.419820</td>\n",
-       "      <td>36.799380</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>324</th>\n",
-       "      <td>271</td>\n",
-       "      <td>89.808118</td>\n",
-       "      <td>28.621686</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>325</th>\n",
-       "      <td>232</td>\n",
-       "      <td>133.461207</td>\n",
-       "      <td>33.910756</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>326 rows × 3 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "     area   intensity     extent\n",
-       "0     368  123.125000  25.542009\n",
-       "1     282   98.751773  31.107408\n",
-       "2     346  105.109827  26.634819\n",
-       "3     225  100.497778  24.081046\n",
-       "4     404  111.787129  26.865359\n",
-       "..    ...         ...        ...\n",
-       "321   581   89.122203  33.916363\n",
-       "322   535  131.691589  37.386590\n",
-       "323   555  111.419820  36.799380\n",
-       "324   271   89.808118  28.621686\n",
-       "325   232  133.461207  33.910756\n",
-       "\n",
-       "[326 rows x 3 columns]"
-      ]
-     },
-     "execution_count": 25,
-     "metadata": {
-      "tags": []
-     },
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "my_table"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "id": "ABoT0tAvBXx8"
-   },
-   "source": [
-    "And we can do some statistical analysis on these data:"
+    "selected = my_regions['area'] > 100"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/"
-    },
-    "executionInfo": {
-     "elapsed": 460,
-     "status": "ok",
-     "timestamp": 1616250450718,
-     "user": {
-      "displayName": "Guillaume Witz",
-      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgT0K2JVYzEsjzsS5nhkUVjUrSIJ5jHzXnBoYrmVf8=s64",
-      "userId": "16033870147214403532"
-     },
-     "user_tz": -60
-    },
-    "id": "JZphLtHzBXx8",
-    "outputId": "bc1f45ee-77ab-499d-98d1-038e2ea7c42c"
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "area         493.079755\n",
-       "intensity    119.279365\n",
-       "extent        31.623512\n",
-       "dtype: float64"
-      ]
-     },
-     "execution_count": 26,
-     "metadata": {
-      "tags": []
-     },
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "my_table.mean()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 27,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/"
-    },
-    "executionInfo": {
-     "elapsed": 383,
-     "status": "ok",
-     "timestamp": 1616250450986,
-     "user": {
-      "displayName": "Guillaume Witz",
-      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgT0K2JVYzEsjzsS5nhkUVjUrSIJ5jHzXnBoYrmVf8=s64",
-      "userId": "16033870147214403532"
-     },
-     "user_tz": -60
-    },
-    "id": "yujoPEcCBXx8",
-    "outputId": "3a596760-b0c8-41cd-8102-04185db9adf6"
-   },
+   "execution_count": 13,
+   "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "area         110.442661\n",
-       "intensity     22.750826\n",
-       "extent         4.698548\n",
-       "dtype: float64"
+       "array([ 79.26510306,  65.99773432,  70.26109103,  63.02671284,\n",
+       "        53.71450995,  53.8070986 ,  70.45391245,  66.13772864,\n",
+       "        41.4125517 ,  58.67503925,  44.19814447,  74.77155124,\n",
+       "        41.70190168,  35.9041071 ,  53.07787406, 102.9864532 ,\n",
+       "        56.11020664,  66.28379108])"
       ]
      },
-     "execution_count": 27,
-     "metadata": {
-      "tags": []
-     },
+     "execution_count": 13,
+     "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "my_table.std()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "id": "4tdY9OIzBXx9"
-   },
-   "source": [
-    "We can also plot histograms:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 29,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/",
-     "height": 265
-    },
-    "executionInfo": {
-     "elapsed": 569,
-     "status": "ok",
-     "timestamp": 1616250458338,
-     "user": {
-      "displayName": "Guillaume Witz",
-      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgT0K2JVYzEsjzsS5nhkUVjUrSIJ5jHzXnBoYrmVf8=s64",
-      "userId": "16033870147214403532"
-     },
-     "user_tz": -60
-    },
-    "id": "ByRC1rW8BXx9",
-    "outputId": "667cc0b1-ed61-4850-fe47-6a9e5ccaf852"
-   },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light",
-      "tags": []
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "my_table.intensity.hist();"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 30,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/",
-     "height": 265
-    },
-    "executionInfo": {
-     "elapsed": 763,
-     "status": "ok",
-     "timestamp": 1616250462800,
-     "user": {
-      "displayName": "Guillaume Witz",
-      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgT0K2JVYzEsjzsS5nhkUVjUrSIJ5jHzXnBoYrmVf8=s64",
-      "userId": "16033870147214403532"
-     },
-     "user_tz": -60
-    },
-    "id": "zK3dOvgtBXx9",
-    "outputId": "16dc17ce-fbc1-4ca0-e9d0-e642dd85e4d4"
-   },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light",
-      "tags": []
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plt.plot(my_table.area, my_table.intensity, 'o');"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "id": "A8wfJAixBXx9"
-   },
-   "source": [
-    "This last plot clearly shows a correlation between nuclei size and their intensity. The dye used here binds to DNA, so this indicates that chromosomes are more densely packed in small nuclei, which makes perfect sense."
+    "my_regions['mean_intensity'][selected]"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "metadata": {
-    "id": "ctIzlnC7BXx9"
-   },
+   "metadata": {},
    "outputs": [],
    "source": []
   }
-- 
GitLab