diff --git a/13-Pipeline.ipynb b/13-Pipeline.ipynb index 53948ece3eb062dddb59ff5b024ad5aa54584fd7..923a33b57180f1a02a4fa2b0d217d86b49169725 100644 --- a/13-Pipeline.ipynb +++ b/13-Pipeline.ipynb @@ -20,7 +20,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 24, "metadata": { "executionInfo": { "elapsed": 1461, @@ -42,7 +42,8 @@ "import matplotlib.pyplot as plt\n", "import skimage\n", "import skimage.io\n", - "import skimage.morphology" + "import skimage.morphology\n", + "from scipy import ndimage as ndi" ] }, { @@ -60,12 +61,12 @@ "id": "A-SOfCHiCX2_" }, "source": [ - "We have seen previously how to define a function. It needs the ```def``` descriptor, a name and inputs. What we are doing here is just copying all the lines that we used for our pipeline in the last chapter into this function. At the moment the only input is the path to a given file to analyze:" + "We have seen previously how to define a function. It needs the ```def``` descriptor, a name and inputs. What we are doing here is just copying all the lines that we used for our pipeline in the last chapter into this function. At the moment the only input is the path to a given file to analyze. We also try to document what the function does, what its input/output are etc." ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 33, "metadata": { "executionInfo": { "elapsed": 600, @@ -82,29 +83,47 @@ }, "outputs": [], "source": [ - "#this function extracts nuclei from the third channel of an image stack\n", - "#parameters:\n", - "# - image_path: string, path to a file\n", - "#\n", - "#output: Pandas dataframe with parameters describing each nucleus\n", "def my_pipeline(image_path):\n", + " \"\"\"\n", + " This function extracts information about nuclei found in the third channel of an image\n", + " loaded at the given path\n", + " \n", + " Parameters\n", + " ----------\n", + " image_path: str\n", + " path to image\n", + " \n", + " Returns\n", + " -------\n", + " my_table: pandas dataframe\n", + " dataframe with label, area, mean_intensity and extent information for each nucleus\n", + " \n", + " \"\"\"\n", + " \n", " image_stack = skimage.io.imread(image_path)\n", - " image_nuclei = image_stack[:,:,2]\n", + " \n", + " image_nuclei = image_stack[:,:,2]#blue 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_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))\n", + " \n", + " # label image\n", " my_labels = skimage.morphology.label(mask_nuclei)\n", - " my_regions = skimage.measure.regionprops(my_labels,intensity_image=image_stack[:,:,1])\n", + "\n", + " # measure\n", + " my_regions = skimage.measure.regionprops_table(my_labels, image_signal, properties=('label','area', 'mean_intensity'))\n", " \n", " plt.subplots(figsize=(10,10))\n", " plt.imshow(mask_nuclei)\n", " plt.show()\n", " \n", - " my_values = []\n", - " \n", - " for elem in my_regions:\n", - " current_dict = {'area': elem.area, 'intensity': elem.mean_intensity, 'extent': elem.major_axis_length}\n", - " my_values.append(current_dict)\n", - " \n", - " my_table = pd.DataFrame(my_values)\n", + " my_table = pd.DataFrame(my_regions)\n", " \n", " return my_table\n", " \n", @@ -122,7 +141,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 34, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -145,26 +164,24 @@ "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" } ], "source": [ - "table = my_pipeline('https://cildata.crbs.ucsd.edu/media/images/13585/13585.tif')\n", - "#table = my_pipeline('../Data/myoblast.tif')\n" + "table = my_pipeline('https://github.com/guiwitz/PyImageCourse_beginner/raw/master/images/46658_784_B12_1.tif')" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 35, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -206,104 +223,162 @@ " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", + " <th>label</th>\n", " <th>area</th>\n", - " <th>intensity</th>\n", - " <th>extent</th>\n", + " <th>mean_intensity</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", - " <td>5</td>\n", - " <td>36.000000</td>\n", - " <td>5.656854</td>\n", + " <td>1</td>\n", + " <td>4221</td>\n", + " <td>79.265103</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", - " <td>394</td>\n", - " <td>33.553299</td>\n", - " <td>29.805083</td>\n", + " <td>2</td>\n", + " <td>8386</td>\n", + " <td>65.997734</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", - " <td>978</td>\n", - " <td>52.586912</td>\n", - " <td>67.452921</td>\n", + " <td>3</td>\n", + " <td>18258</td>\n", + " <td>70.261091</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", - " <td>217</td>\n", - " <td>32.119816</td>\n", - " <td>25.418682</td>\n", + " <td>4</td>\n", + " <td>4043</td>\n", + " <td>63.026713</td>\n", " </tr>\n", " <tr>\n", " <th>4</th>\n", - " <td>204</td>\n", - " <td>32.284314</td>\n", - " <td>28.546847</td>\n", + " <td>5</td>\n", + " <td>73</td>\n", + " <td>47.438356</td>\n", + " </tr>\n", + " <tr>\n", + " <th>5</th>\n", + " <td>6</td>\n", + " <td>49056</td>\n", + " <td>53.714510</td>\n", + " </tr>\n", + " <tr>\n", + " <th>6</th>\n", + " <td>7</td>\n", + " <td>45671</td>\n", + " <td>53.807099</td>\n", + " </tr>\n", + " <tr>\n", + " <th>7</th>\n", + " <td>8</td>\n", + " <td>20537</td>\n", + " <td>70.453912</td>\n", " </tr>\n", " <tr>\n", - " <th>...</th>\n", - " <td>...</td>\n", - " <td>...</td>\n", - " <td>...</td>\n", + " <th>8</th>\n", + " <td>9</td>\n", + " <td>46853</td>\n", + " <td>66.137729</td>\n", " </tr>\n", " <tr>\n", - " <th>538</th>\n", - " <td>202</td>\n", - " <td>33.465347</td>\n", - " <td>24.961502</td>\n", + " <th>9</th>\n", + " <td>10</td>\n", + " <td>43277</td>\n", + " <td>41.412552</td>\n", " </tr>\n", " <tr>\n", - " <th>539</th>\n", - " <td>181</td>\n", - " <td>36.198895</td>\n", - " <td>25.470028</td>\n", + " <th>10</th>\n", + " <td>11</td>\n", + " <td>40768</td>\n", + " <td>58.675039</td>\n", " </tr>\n", " <tr>\n", - " <th>540</th>\n", - " <td>110</td>\n", - " <td>35.200000</td>\n", - " <td>15.734180</td>\n", + " <th>11</th>\n", + " <td>12</td>\n", + " <td>15090</td>\n", + " <td>44.198144</td>\n", " </tr>\n", " <tr>\n", - " <th>541</th>\n", - " <td>84</td>\n", - " <td>33.833333</td>\n", - " <td>17.444368</td>\n", + " <th>12</th>\n", + " <td>13</td>\n", + " <td>35404</td>\n", + " <td>74.771551</td>\n", " </tr>\n", " <tr>\n", - " <th>542</th>\n", - " <td>35</td>\n", - " <td>33.485714</td>\n", - " <td>17.141179</td>\n", + " <th>13</th>\n", + " <td>14</td>\n", + " <td>47642</td>\n", + " <td>41.701902</td>\n", + " </tr>\n", + " <tr>\n", + " <th>14</th>\n", + " <td>15</td>\n", + " <td>54978</td>\n", + " <td>35.904107</td>\n", + " </tr>\n", + " <tr>\n", + " <th>15</th>\n", + " <td>16</td>\n", + " <td>26774</td>\n", + " <td>53.077874</td>\n", + " </tr>\n", + " <tr>\n", + " <th>16</th>\n", + " <td>17</td>\n", + " <td>4</td>\n", + " <td>112.000000</td>\n", + " </tr>\n", + " <tr>\n", + " <th>17</th>\n", + " <td>18</td>\n", + " <td>812</td>\n", + " <td>102.986453</td>\n", + " </tr>\n", + " <tr>\n", + " <th>18</th>\n", + " <td>19</td>\n", + " <td>54298</td>\n", + " <td>56.110207</td>\n", + " </tr>\n", + " <tr>\n", + " <th>19</th>\n", + " <td>20</td>\n", + " <td>29638</td>\n", + " <td>66.283791</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", - "<p>543 rows × 3 columns</p>\n", "</div>" ], "text/plain": [ - " area intensity extent\n", - "0 5 36.000000 5.656854\n", - "1 394 33.553299 29.805083\n", - "2 978 52.586912 67.452921\n", - "3 217 32.119816 25.418682\n", - "4 204 32.284314 28.546847\n", - ".. ... ... ...\n", - "538 202 33.465347 24.961502\n", - "539 181 36.198895 25.470028\n", - "540 110 35.200000 15.734180\n", - "541 84 33.833333 17.444368\n", - "542 35 33.485714 17.141179\n", - "\n", - "[543 rows x 3 columns]" + " label area mean_intensity\n", + "0 1 4221 79.265103\n", + "1 2 8386 65.997734\n", + "2 3 18258 70.261091\n", + "3 4 4043 63.026713\n", + "4 5 73 47.438356\n", + "5 6 49056 53.714510\n", + "6 7 45671 53.807099\n", + "7 8 20537 70.453912\n", + "8 9 46853 66.137729\n", + "9 10 43277 41.412552\n", + "10 11 40768 58.675039\n", + "11 12 15090 44.198144\n", + "12 13 35404 74.771551\n", + "13 14 47642 41.701902\n", + "14 15 54978 35.904107\n", + "15 16 26774 53.077874\n", + "16 17 4 112.000000\n", + "17 18 812 102.986453\n", + "18 19 54298 56.110207\n", + "19 20 29638 66.283791" ] }, - "execution_count": 4, - "metadata": { - "tags": [] - }, + "execution_count": 35, + "metadata": {}, "output_type": "execute_result" } ], @@ -326,53 +401,59 @@ "id": "BwfMD8xWCX3D" }, "source": [ - "We have recovered the same result as previously and can analyze again our data as we did before. The mask is also plotted by default when calling the function. This is helpful to test the function and verify that nothing went dramatically wrong but we probably don't want to see this image if we analyze hundreds of images. What we can do is leave the user the choice to see it or not. Let's adjust our function to do that: we add an additional **optional** parameter which is simply a boolean (True/False). If True, plotting is happening, if False it's not." + "We have recovered the same result as previously and can analyze again our data as we did before. The mask is also plotted by default when calling the function. This is helpful to test the function and verify that nothing went dramatically wrong but we probably don't want to see this image if we analyze hundreds of images. What we can do is leave the user the choice to see it or not. Let's adjust our function to do that: we add an additional **optional** parameter ```do_plotting``` which is simply a boolean (```True```/```False```). If True, plotting is happening, if False it's not." ] }, { "cell_type": "code", - "execution_count": 5, - "metadata": { - "executionInfo": { - "elapsed": 611, - "status": "ok", - "timestamp": 1616250572908, - "user": { - "displayName": "Guillaume Witz", - "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgT0K2JVYzEsjzsS5nhkUVjUrSIJ5jHzXnBoYrmVf8=s64", - "userId": "16033870147214403532" - }, - "user_tz": -60 - }, - "id": "gQ-_ak4NCX3D" - }, + "execution_count": 36, + "metadata": {}, "outputs": [], "source": [ - "#this function extracts nuclei from the third channel of an image stack\n", - "#parameters:\n", - "# - image_path: string, path to a file\n", - "# - do_plotting: boolean, plot the maks or not\n", - "#\n", - "#output: Pandas dataframe with parameters describing each nucleus\n", - "def my_pipeline(image_path, do_plotting = False):\n", + "def my_pipeline(image_path, do_plotting=False):\n", + " \"\"\"\n", + " This function extracts information about nuclei found in the third channel of an image\n", + " loaded at the given path\n", + " \n", + " Parameters\n", + " ----------\n", + " image_path: str\n", + " path to image\n", + " do_plotting: bool\n", + " show segmentation or not\n", + " \n", + " Returns\n", + " -------\n", + " my_table: pandas dataframe\n", + " dataframe with label, area, mean_intensity and extent information for each nucleus\n", + " \n", + " \"\"\"\n", + " \n", " image_stack = skimage.io.imread(image_path)\n", - " image_nuclei = image_stack[:,:,2]\n", + " \n", + " image_nuclei = image_stack[:,:,2]#blue 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_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))\n", + " \n", + " # label image\n", " my_labels = skimage.morphology.label(mask_nuclei)\n", - " my_regions = skimage.measure.regionprops(my_labels,intensity_image=image_stack[:,:,1])\n", + "\n", + " # measure\n", + " my_regions = skimage.measure.regionprops_table(my_labels, image_signal, properties=('label','area', 'mean_intensity'))\n", " \n", " if do_plotting:\n", " plt.subplots(figsize=(10,10))\n", " plt.imshow(mask_nuclei)\n", " plt.show()\n", " \n", - " my_values = []\n", - " \n", - " for elem in my_regions:\n", - " current_dict = {'area': elem.area, 'intensity': elem.mean_intensity, 'extent': elem.major_axis_length}\n", - " my_values.append(current_dict)\n", - " \n", - " my_table = pd.DataFrame(my_values)\n", + " my_table = pd.DataFrame(my_regions)\n", " \n", " return my_table\n", " \n", @@ -381,7 +462,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 37, "metadata": { "executionInfo": { "elapsed": 2299, @@ -398,8 +479,7 @@ }, "outputs": [], "source": [ - "table = my_pipeline('https://cildata.crbs.ucsd.edu/media/images/13585/13585.tif')\n", - "#table = my_pipeline('../Data/myoblast.tif')" + "table = my_pipeline('https://github.com/guiwitz/PyImageCourse_beginner/raw/master/images/46658_784_B12_1.tif')" ] }, { @@ -431,7 +511,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 38, "metadata": { "executionInfo": { "elapsed": 520, @@ -448,8 +528,10 @@ }, "outputs": [], "source": [ - "files_to_analyze = ['https://cildata.crbs.ucsd.edu/media/images/13585/13585.tif', 'https://cildata.crbs.ucsd.edu/media/images/13601/13601.tif']\n", - "#files_to_analyze = ['../Data/myoblast2.tif', '../Data/myoblast3.tif']" + "files_to_analyze = [\n", + " 'https://github.com/guiwitz/PyImageCourse_beginner/raw/master/images/46658_784_B12_1.tif',\n", + " 'https://github.com/guiwitz/PyImageCourse_beginner/raw/master/images/27897_273_C8_2.tif'\n", + "]" ] }, { @@ -458,12 +540,12 @@ "id": "t8fdtYunCX3E" }, "source": [ - "Now we create a for loop that will go through this list of files and analyze each of them with our function. As we did previously, before the loop, we create an empty list that is going to be filled with the output of the function: " + "Now we create a for loop that will go through this list of files and analyze each of them with our function. As we did previously, before the loop, we create an empty list that is going to be filled with the output of the function. We also add to the output dataframe a column with the filename that we can recover by splitting the address ```files_to_analyze[0].split('/')[-1]```" ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 40, "metadata": { "executionInfo": { "elapsed": 2305, @@ -486,6 +568,9 @@ " #use the function\n", " new_table = my_pipeline(file)\n", " \n", + " #add image index\n", + " new_table['filename'] = file.split('/')[-1]\n", + " \n", " #append the result to the list\n", " all_tables.append(new_table)\n", " " @@ -493,16 +578,14 @@ }, { "cell_type": "markdown", - "metadata": { - "id": "0NGvPAKiCX3F" - }, + "metadata": {}, "source": [ - "Let's verify what we really have in that list:" + "Finally we can concatenate our resutls into a single table:" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 42, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -544,109 +627,317 @@ " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", + " <th>label</th>\n", " <th>area</th>\n", - " <th>intensity</th>\n", - " <th>extent</th>\n", + " <th>mean_intensity</th>\n", + " <th>filename</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", - " <td>64</td>\n", - " <td>0.000000</td>\n", - " <td>13.826750</td>\n", + " <td>1</td>\n", + " <td>4221</td>\n", + " <td>79.265103</td>\n", + " <td>46658_784_B12_1.tif</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", - " <td>180</td>\n", - " <td>0.800000</td>\n", - " <td>23.934542</td>\n", + " <td>2</td>\n", + " <td>8386</td>\n", + " <td>65.997734</td>\n", + " <td>46658_784_B12_1.tif</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", - " <td>276</td>\n", - " <td>0.000000</td>\n", - " <td>28.955820</td>\n", + " <td>3</td>\n", + " <td>18258</td>\n", + " <td>70.261091</td>\n", + " <td>46658_784_B12_1.tif</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", - " <td>242</td>\n", - " <td>22.723140</td>\n", - " <td>23.691617</td>\n", + " <td>4</td>\n", + " <td>4043</td>\n", + " <td>63.026713</td>\n", + " <td>46658_784_B12_1.tif</td>\n", " </tr>\n", " <tr>\n", " <th>4</th>\n", - " <td>185</td>\n", - " <td>0.000000</td>\n", - " <td>29.234774</td>\n", + " <td>5</td>\n", + " <td>73</td>\n", + " <td>47.438356</td>\n", + " <td>46658_784_B12_1.tif</td>\n", + " </tr>\n", + " <tr>\n", + " <th>5</th>\n", + " <td>6</td>\n", + " <td>49056</td>\n", + " <td>53.714510</td>\n", + " <td>46658_784_B12_1.tif</td>\n", + " </tr>\n", + " <tr>\n", + " <th>6</th>\n", + " <td>7</td>\n", + " <td>45671</td>\n", + " <td>53.807099</td>\n", + " <td>46658_784_B12_1.tif</td>\n", + " </tr>\n", + " <tr>\n", + " <th>7</th>\n", + " <td>8</td>\n", + " <td>20537</td>\n", + " <td>70.453912</td>\n", + " <td>46658_784_B12_1.tif</td>\n", + " </tr>\n", + " <tr>\n", + " <th>8</th>\n", + " <td>9</td>\n", + " <td>46853</td>\n", + " <td>66.137729</td>\n", + " <td>46658_784_B12_1.tif</td>\n", " </tr>\n", " <tr>\n", - " <th>...</th>\n", - " <td>...</td>\n", - " <td>...</td>\n", - " <td>...</td>\n", + " <th>9</th>\n", + " <td>10</td>\n", + " <td>43277</td>\n", + " <td>41.412552</td>\n", + " <td>46658_784_B12_1.tif</td>\n", " </tr>\n", " <tr>\n", - " <th>544</th>\n", - " <td>136</td>\n", - " <td>0.044118</td>\n", - " <td>15.674292</td>\n", + " <th>10</th>\n", + " <td>11</td>\n", + " <td>40768</td>\n", + " <td>58.675039</td>\n", + " <td>46658_784_B12_1.tif</td>\n", " </tr>\n", " <tr>\n", - " <th>545</th>\n", - " <td>134</td>\n", - " <td>98.201493</td>\n", - " <td>18.172646</td>\n", + " <th>11</th>\n", + " <td>12</td>\n", + " <td>15090</td>\n", + " <td>44.198144</td>\n", + " <td>46658_784_B12_1.tif</td>\n", " </tr>\n", " <tr>\n", - " <th>546</th>\n", - " <td>54</td>\n", - " <td>0.166667</td>\n", - " <td>9.493249</td>\n", + " <th>12</th>\n", + " <td>13</td>\n", + " <td>35404</td>\n", + " <td>74.771551</td>\n", + " <td>46658_784_B12_1.tif</td>\n", " </tr>\n", " <tr>\n", - " <th>547</th>\n", - " <td>51</td>\n", - " <td>2.470588</td>\n", - " <td>10.857129</td>\n", + " <th>13</th>\n", + " <td>14</td>\n", + " <td>47642</td>\n", + " <td>41.701902</td>\n", + " <td>46658_784_B12_1.tif</td>\n", " </tr>\n", " <tr>\n", - " <th>548</th>\n", - " <td>26</td>\n", - 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"<p>549 rows × 3 columns</p>\n", "</div>" ], "text/plain": [ - " area intensity extent\n", - "0 64 0.000000 13.826750\n", - "1 180 0.800000 23.934542\n", - "2 276 0.000000 28.955820\n", - "3 242 22.723140 23.691617\n", - "4 185 0.000000 29.234774\n", - ".. ... ... ...\n", - "544 136 0.044118 15.674292\n", - "545 134 98.201493 18.172646\n", - "546 54 0.166667 9.493249\n", - "547 51 2.470588 10.857129\n", - "548 26 189.038462 15.099669\n", - "\n", - "[549 rows x 3 columns]" + " label area mean_intensity filename\n", + "0 1 4221 79.265103 46658_784_B12_1.tif\n", + "1 2 8386 65.997734 46658_784_B12_1.tif\n", + "2 3 18258 70.261091 46658_784_B12_1.tif\n", + "3 4 4043 63.026713 46658_784_B12_1.tif\n", + "4 5 73 47.438356 46658_784_B12_1.tif\n", + "5 6 49056 53.714510 46658_784_B12_1.tif\n", + "6 7 45671 53.807099 46658_784_B12_1.tif\n", + "7 8 20537 70.453912 46658_784_B12_1.tif\n", + "8 9 46853 66.137729 46658_784_B12_1.tif\n", + "9 10 43277 41.412552 46658_784_B12_1.tif\n", + "10 11 40768 58.675039 46658_784_B12_1.tif\n", + "11 12 15090 44.198144 46658_784_B12_1.tif\n", + "12 13 35404 74.771551 46658_784_B12_1.tif\n", + "13 14 47642 41.701902 46658_784_B12_1.tif\n", + "14 15 54978 35.904107 46658_784_B12_1.tif\n", + "15 16 26774 53.077874 46658_784_B12_1.tif\n", + "16 17 4 112.000000 46658_784_B12_1.tif\n", + "17 18 812 102.986453 46658_784_B12_1.tif\n", + "18 19 54298 56.110207 46658_784_B12_1.tif\n", + "19 20 29638 66.283791 46658_784_B12_1.tif\n", + "0 1 31346 91.784279 27897_273_C8_2.tif\n", + "1 2 1022 118.964775 27897_273_C8_2.tif\n", + "2 3 32149 108.144048 27897_273_C8_2.tif\n", + "3 4 21866 87.044407 27897_273_C8_2.tif\n", + "4 5 25406 82.585177 27897_273_C8_2.tif\n", + "5 6 26270 93.764675 27897_273_C8_2.tif\n", + "6 7 19557 101.465102 27897_273_C8_2.tif\n", + "7 8 2 20.500000 27897_273_C8_2.tif\n", + "8 9 16367 70.146331 27897_273_C8_2.tif\n", + "9 10 28357 77.683218 27897_273_C8_2.tif\n", + "10 11 19552 73.210158 27897_273_C8_2.tif\n", + "11 12 19288 75.883036 27897_273_C8_2.tif\n", + "12 13 58364 87.722003 27897_273_C8_2.tif\n", + "13 14 22228 105.550837 27897_273_C8_2.tif\n", + "14 15 49020 73.625255 27897_273_C8_2.tif\n", + "15 16 2009 68.762071 27897_273_C8_2.tif" ] }, - "execution_count": 13, - "metadata": { - "tags": [] - }, + "execution_count": 42, + "metadata": {}, "output_type": "execute_result" } ], "source": [ - "all_tables[1]" + "complete_info = pd.concat(all_tables)\n", + "complete_info" ] }, { @@ -655,12 +946,12 @@ "id": "W6Sj4FKNCX3F" }, "source": [ - "We can of course again plot all our results. However now we have two conditions, so we can compare them by plotting them together:" + "We can then check if there's any difference in intensity in the nucleus between the two images:" ] }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 50, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -683,39 +974,34 @@ "outputs": [ { "data": { - "image/png": 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"text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { - "needs_background": "light", - "tags": [] + "needs_background": "light" }, "output_type": "display_data" } ], "source": [ - "plt.hist(all_tables[0].area, bins = np.arange(0,1500,100), color = 'red')\n", - "plt.hist(all_tables[1].area, bins = np.arange(0,1500,100), alpha = 0.5, color = 'blue')\n", + "plt.hist(all_tables[0].mean_intensity, bins = np.arange(0,150,10), color = 'red')\n", + "plt.hist(all_tables[1].mean_intensity, bins = np.arange(0,150,10), alpha = 0.5, color = 'blue')\n", "plt.show()" ] }, { "cell_type": "markdown", - "metadata": { - "id": "7VR3kE3lCX3G" - }, + "metadata": {}, "source": [ - "Our visual impression is confirmed! Nuclei in the second condition are indeed smaller than in the first one, and now we can \"prove\" it!" + "Of course our actual goal is not just to measure the intensity within the nucleus but to compare the intensity inside and on the edge of the nuclei. This is demonstrated in the [Demo](Demo.ipynb) notebooks." ] }, { "cell_type": "code", "execution_count": null, - "metadata": { - "id": "ODtQ2OwOCX3H" - }, + "metadata": {}, "outputs": [], "source": [] } @@ -755,6 +1041,35 @@ "toc_position": {}, "toc_section_display": true, "toc_window_display": true + }, + "varInspector": { + "cols": { + "lenName": 16, + "lenType": 16, + "lenVar": 40 + }, + "kernels_config": { + "python": { + "delete_cmd_postfix": "", + "delete_cmd_prefix": "del ", + "library": "var_list.py", + "varRefreshCmd": "print(var_dic_list())" + }, + "r": { + "delete_cmd_postfix": ") ", + "delete_cmd_prefix": "rm(", + "library": "var_list.r", + "varRefreshCmd": "cat(var_dic_list()) " + } + }, + "types_to_exclude": [ + "module", + "function", + "builtin_function_or_method", + "instance", + "_Feature" + ], + "window_display": false } }, "nbformat": 4,