{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Image Segmentation using the idr0021 dataset\n",
    "\n",
    "This notebook uses the idr0021 dataset ([idr0021-lawo-pericentriolarmaterial/experimentA](http://idr.openmicroscopy.org/webclient/?show=project-51)) and tries to reproduce some of the analysis published in ['Subdiffraction imaging of centrosomes reveals higher-order organizational features of pericentriolar material'](https://doi.org/10.1038/ncb2591); in particular to create a figure similar to [Figure 1](https://www.nature.com/articles/ncb2591/figures/1) of the article.\n",
    "\n",
    "## Tasks\n",
    "\n",
    "- Connect to an OMERO.server\n",
    "- Load data (images, datasets, projects, pixel data)\n",
    "- Image segmentation using EBImage\n",
    "- Create ROIs\n",
    "- Plot the results\n",
    "- Calculate basic statistics from the segmentation data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## How to use this notebook"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The grey blocks with the square brackets to the left are code blocks. Click on a block to select it and click the play button in the toolbar to execute the block of code (alternatively hold SHIFT key and hit ENTER). The bracket will show a star to indicate that this code is currently running. The output is displayed below the block. Wait for it to finish. When the execution is finished the star will be replaced by a number. \n",
    "\n",
    "As we go through the notebook you are expected to run the code blocks in order.\n",
    "\n",
    "Here's an example:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Just wait for a bit...\n",
      "Done.\n"
     ]
    }
   ],
   "source": [
    "message(\"Just wait for a bit...\")\n",
    "Sys.sleep(3)\n",
    "message(\"Done.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can change the code and run the block again."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Let's get started..."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Load the necessary libraries:\n",
    "- [romero-gateway](https://github.com/ome/rOMERO-gateway) for the OMERO <-> R communication\n",
    "- [EBImage](https://bioconductor.org/packages/release/bioc/html/EBImage.html) to perform the image thresholding."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Loading required package: rJava\n",
      "Loading required package: jpeg\n",
      "Loading required package: httr\n",
      "\n",
      "*** Welcome to rOMERO 0.4.8 ***\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Load the libraries\n",
    "library(romero.gateway)\n",
    "library(EBImage, warn.conflicts = FALSE)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Log in to the OMERO server"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "'Successfully logged in as public'"
      ],
      "text/latex": [
       "'Successfully logged in as public'"
      ],
      "text/markdown": [
       "'Successfully logged in as public'"
      ],
      "text/plain": [
       "[1] \"Successfully logged in as public\""
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "server <- OMEROServer(host = 'wss://idr.openmicroscopy.org/omero-ws', port = 443L, username='public', password='public')\n",
    "server <- connect(server)\n",
    "paste('Successfully logged in as', server@user$getUserName())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load and display an image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "'Image 1884839 loaded.'"
      ],
      "text/latex": [
       "'Image 1884839 loaded.'"
      ],
      "text/markdown": [
       "'Image 1884839 loaded.'"
      ],
      "text/plain": [
       "[1] \"Image 1884839 loaded.\""
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "imageId <- 1884839 \n",
    "image <- loadObject(server, \"ImageData\", imageId)\n",
    "paste(\"Image\", imageId, \"loaded.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Load the pixel values and display the image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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APY+M+1jsPRzfNXb959eX91vBg44y7c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mnHBZ1JXUA9XYSCtTNd2UiFOpa5d76RFI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\nTN1cAcZL4DxiVpI5T0n1BCPsKccp0Z+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YWVje1Dh48eOXKYlPHbNbbYViBRj19a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\nrkJggg==",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# There is just one plane, so z = 1 and t = 1\n",
    "z <- 1\n",
    "t <- 1\n",
    "\n",
    "# Load the second channel\n",
    "channelIndex <- 2\n",
    "\n",
    "pixels <- getPixelValues(image, z, t, channelIndex)\n",
    "\n",
    "ebimage <- EBImage::Image(data = pixels, colormode = 'Grayscale')\n",
    "ebimage <- normalize(ebimage)\n",
    "EBImage::display(ebimage)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Image segmentation\n",
    "\n",
    "### Visual\n",
    "\n",
    "We are using four steps for the segmentation:\n",
    "- Thresholding using the [thresh](https://www.rdocumentation.org/packages/EBImage/versions/4.14.2/topics/thresh) function to get a binary image.\n",
    "- Filtering to remove noise, using [medianFilter](https://www.rdocumentation.org/packages/EBImage/versions/4.14.2/topics/medianFilter).\n",
    "- [fillHull](https://www.rdocumentation.org/packages/EBImage/versions/4.14.2/topics/fillHull) to close holes in the segmented objects.\n",
    "\n",
    "Note: Up till now we still had a binary image (the pixel array only consists of 0's (background) and 1's (objects)), therefore we need:\n",
    "\n",
    "- [bwlabel](https://www.rdocumentation.org/packages/EBImage/versions/4.14.2/topics/bwlabel) to distinguish the single objects from each other. It assigns a different number to each object (first object will get pixel values '1', the second pixel values '2', etc.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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RfizXYlwa5g4ntla7tsbZfN+xWrcdYEOwBwDbxZNJlUb3fObZXMO0XTOWuCnQLo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\nQ1kyH0jFLFK1QQc77WcMjFaLlkXxesk63Sk3jNh/HARxLnSwWwQ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x+uxQsWcymS7kRl4LRKpk0B0//l4J5q9veWt3/NU7ZvF4bzHJeNw9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4+A5UkdPBTgMY4XyuuFRbWV96ZBKLGMTA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\nP+20s2UgzEB4F4Ash0MoNgW85A+KY1wIwYUQ4PjN5fm01bU3d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mLhrA47AACOQxyDogiQAUXAaO/KD8Ze+WCn61oymUqlksVi8fbt26VS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\n41ZYbae09nUjaL65w5z2imV+MQUXfDm4jOg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Yj/fwhXdjTy+lRV5Op1+Otdacfgqfuf7fghCmtEVpCwAwdrUJudwDja7Ft13wPldUPGEB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\nuwEyITwhvOXzUYRKtjZb1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      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Threshold\n",
    "threshImg <- thresh(ebimage, w=10, h=10, offset=0.01)\n",
    "\n",
    "# Remove noise\n",
    "threshImg <- medianFilter(threshImg, size=3)\n",
    "\n",
    "# Fill holes\n",
    "threshImg <- fillHull(threshImg)          \n",
    "\n",
    "# Distinguish objects\n",
    "threshImg <- bwlabel(threshImg)\n",
    "\n",
    "# Show the segmented image\n",
    "EBImage::display(colorLabels(threshImg))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Exercise:** Modify the parameters of the thresh function w, h and offset to get a better segmentation. Goal: The two centrioles should be detected as two separate objects. We don't have to get rid off all the noise, but the two centrioles should be the largest objects detected. (Hint: w=15, h=15, offset=0.1 seems to work pretty well)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Compute the features (measurements)\n",
    "\n",
    "Use the [computeFeatures](https://www.rdocumentation.org/packages/EBImage/versions/4.14.2/topics/computeFeatures) methods to calculate some properties of the objects."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<caption>A data.frame: 240 × 12</caption>\n",
       "<thead>\n",
       "\t<tr><th scope=col>Row.names</th><th scope=col>s.area</th><th scope=col>s.perimeter</th><th scope=col>s.radius.mean</th><th scope=col>s.radius.sd</th><th scope=col>s.radius.min</th><th scope=col>s.radius.max</th><th scope=col>m.cx</th><th scope=col>m.cy</th><th scope=col>m.majoraxis</th><th scope=col>m.eccentricity</th><th scope=col>m.theta</th></tr>\n",
       "\t<tr><th scope=col>&lt;I&lt;chr&gt;&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><td>1  </td><td>  1</td><td> 1</td><td>0.0000000</td><td>0.0000000</td><td>0.0000000</td><td> 0.0000000</td><td> 21.000000</td><td>  1.000000</td><td> 0.000000</td><td>0.0000000</td><td> 0.000000e+00</td></tr>\n",
       "\t<tr><td>10 </td><td>  8</td><td> 6</td><td>1.2453560</td><td>0.1800605</td><td>1.1180340</td><td> 1.5000000</td><td>137.000000</td><td>  8.500000</td><td> 3.464102</td><td>0.5773503</td><td> 1.570796e+00</td></tr>\n",
       "\t<tr><td>100</td><td> 29</td><td>15</td><td>2.6006209</td><td>0.2335571</td><td>2.1868293</td><td> 2.9522120</td><td>242.413793</td><td>106.724138</td><td> 6.278955</td><td>0.3757493</td><td> 5.122576e-01</td></tr>\n",
       "\t<tr><td>101</td><td> 12</td><td>10</td><td>1.5340525</td><td>0.4203366</td><td>0.9848858</td><td> 2.4020824</td><td>222.083333</td><td>107.416667</td><td> 5.044025</td><td>0.8038460</td><td>-1.454864e+00</td></tr>\n",
       "\t<tr><td>102</td><td>  5</td><td> 5</td><td>0.8478015</td><td>0.2850134</td><td>0.4472136</td><td> 1.2649111</td><td> 93.600000</td><td>109.800000</td><td> 3.098387</td><td>0.8164966</td><td> 1.249046e+00</td></tr>\n",
       "\t<tr><td>103</td><td>  9</td><td> 7</td><td>1.3005843</td><td>0.2521557</td><td>0.9035079</td><td> 1.7202278</td><td>  2.333333</td><td>111.111111</td><td> 3.885753</td><td>0.6945875</td><td>-3.543131e-01</td></tr>\n",
       "\t<tr><td>104</td><td>  6</td><td> 7</td><td>1.0339719</td><td>0.4429541</td><td>0.4040610</td><td> 1.7379322</td><td> 85.166667</td><td>113.666667</td><td> 4.363338</td><td>0.9252742</td><td> 2.257265e-01</td></tr>\n",
       "\t<tr><td>105</td><td>  5</td><td> 5</td><td>0.8478015</td><td>0.2850134</td><td>0.4472136</td><td> 1.2649111</td><td>  3.200000</td><td>114.400000</td><td> 3.098387</td><td>0.8164966</td><td> 3.217506e-01</td></tr>\n",
       "\t<tr><td>106</td><td> 25</td><td>18</td><td>2.5288553</td><td>1.0393265</td><td>0.7243558</td><td> 4.1462463</td><td> 65.120000</td><td>118.320000</td><td> 9.384197</td><td>0.9146676</td><td>-1.162370e+00</td></tr>\n",
       "\t<tr><td>107</td><td>  1</td><td> 1</td><td>0.0000000</td><td>0.0000000</td><td>0.0000000</td><td> 0.0000000</td><td>138.000000</td><td>115.000000</td><td> 0.000000</td><td>0.0000000</td><td> 0.000000e+00</td></tr>\n",
       "\t<tr><td>108</td><td>125</td><td>52</td><td>7.0264244</td><td>3.0934525</td><td>0.5737090</td><td>12.7785242</td><td>173.088000</td><td>120.440000</td><td>23.793945</td><td>0.8909881</td><td>-1.277904e-01</td></tr>\n",
       "\t<tr><td>109</td><td>  3</td><td> 4</td><td>0.5000000</td><td>0.5000000</td><td>0.0000000</td><td> 1.0000000</td><td>125.000000</td><td>117.000000</td><td> 3.265986</td><td>1.0000000</td><td> 1.570796e+00</td></tr>\n",
       "\t<tr><td>11 </td><td>  7</td><td> 6</td><td>1.0853143</td><td>0.2105114</td><td>0.6666667</td><td> 1.3333333</td><td>105.000000</td><td>  8.714286</td><td> 3.023716</td><td>0.3779645</td><td> 1.392664e-12</td></tr>\n",
       "\t<tr><td>110</td><td> 20</td><td>13</td><td>2.0855466</td><td>0.4799761</td><td>1.3434038</td><td> 2.7798940</td><td> 52.650000</td><td>119.550000</td><td> 6.331371</td><td>0.7829373</td><td> 1.375404e+00</td></tr>\n",
       "\t<tr><td>111</td><td>  4</td><td> 4</td><td>0.7071068</td><td>0.0000000</td><td>0.7071068</td><td> 0.7071068</td><td> 77.500000</td><td>118.500000</td><td> 2.000000</td><td>0.0000000</td><td> 0.000000e+00</td></tr>\n",
       "\t<tr><td>112</td><td>126</td><td>46</td><td>6.6612103</td><td>2.7215999</td><td>2.2271736</td><td>11.5910141</td><td> 26.404762</td><td>127.373016</td><td>23.206100</td><td>0.9420899</td><td> 1.154526e+00</td></tr>\n",
       "\t<tr><td>113</td><td> 61</td><td>27</td><td>4.1374647</td><td>1.3212051</td><td>1.4229165</td><td> 5.9835165</td><td> 86.983607</td><td>127.114754</td><td>13.521108</td><td>0.8857414</td><td> 8.341317e-01</td></tr>\n",
       "\t<tr><td>114</td><td>  4</td><td> 4</td><td>0.7653882</td><td>0.3188744</td><td>0.2500000</td><td> 1.0307764</td><td> 64.250000</td><td>125.000000</td><td> 2.828427</td><td>0.7905694</td><td> 1.570796e+00</td></tr>\n",
       "\t<tr><td>115</td><td> 53</td><td>28</td><td>3.8373751</td><td>1.1689266</td><td>1.4069797</td><td> 5.7178560</td><td> 99.377358</td><td>129.509434</td><td>11.903533</td><td>0.8372610</td><td>-1.551983e+00</td></tr>\n",
       "\t<tr><td>116</td><td>  5</td><td> 5</td><td>0.8478015</td><td>0.2850134</td><td>0.4472136</td><td> 1.2649111</td><td>193.600000</td><td>125.800000</td><td> 3.098387</td><td>0.8164966</td><td> 1.249046e+00</td></tr>\n",
       "\t<tr><td>117</td><td> 25</td><td>15</td><td>2.3563785</td><td>0.3443711</td><td>1.7499206</td><td> 2.9881246</td><td> 41.840000</td><td>128.400000</td><td> 6.077523</td><td>0.4936818</td><td> 1.214324e+00</td></tr>\n",
       "\t<tr><td>118</td><td>154</td><td>41</td><td>6.5404900</td><td>0.6453818</td><td>5.0073711</td><td> 7.7836984</td><td>122.902597</td><td>132.772727</td><td>14.438788</td><td>0.2647317</td><td>-7.050784e-01</td></tr>\n",
       "\t<tr><td>119</td><td> 94</td><td>45</td><td>5.7103309</td><td>2.2875988</td><td>1.3916861</td><td> 9.4400513</td><td> 69.170213</td><td>134.670213</td><td>19.403243</td><td>0.9129808</td><td>-1.276544e+00</td></tr>\n",
       "\t<tr><td>12 </td><td>  4</td><td> 4</td><td>0.7071068</td><td>0.0000000</td><td>0.7071068</td><td> 0.7071068</td><td>140.500000</td><td>  8.500000</td><td> 2.000000</td><td>0.0000000</td><td> 0.000000e+00</td></tr>\n",
       "\t<tr><td>120</td><td> 15</td><td>12</td><td>1.7752951</td><td>0.7127759</td><td>0.6508541</td><td> 2.5671536</td><td>185.600000</td><td>131.733333</td><td> 6.444743</td><td>0.8681009</td><td> 1.557163e+00</td></tr>\n",
       "\t<tr><td>121</td><td>  7</td><td> 7</td><td>1.0615668</td><td>0.4233184</td><td>0.5150788</td><td> 1.7670453</td><td>172.428571</td><td>131.714286</td><td> 4.155375</td><td>0.8886656</td><td> 1.425068e+00</td></tr>\n",
       "\t<tr><td>122</td><td>101</td><td>41</td><td>5.1606418</td><td>1.6648429</td><td>1.1628290</td><td> 8.1621360</td><td>199.653465</td><td>137.138614</td><td>15.652704</td><td>0.7887905</td><td>-9.800267e-01</td></tr>\n",
       "\t<tr><td>123</td><td> 59</td><td>28</td><td>4.1580734</td><td>1.4445419</td><td>1.6525336</td><td> 6.6129318</td><td>225.525424</td><td>135.576271</td><td>14.019717</td><td>0.9162400</td><td>-4.435859e-01</td></tr>\n",
       "\t<tr><td>124</td><td> 35</td><td>23</td><td>3.1608687</td><td>1.3726418</td><td>0.5849402</td><td> 5.0211274</td><td>158.600000</td><td>137.571429</td><td>12.141917</td><td>0.9318193</td><td> 3.777620e-01</td></tr>\n",
       "\t<tr><td>125</td><td> 35</td><td>20</td><td>2.8523443</td><td>0.5604747</td><td>1.5000000</td><td> 3.8275318</td><td> 17.657143</td><td>140.171429</td><td> 7.621507</td><td>0.5835851</td><td>-5.331956e-01</td></tr>\n",
       "\t<tr><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td></tr>\n",
       "\t<tr><td>72</td><td>  8</td><td> 8</td><td>1.1955252</td><td>0.5523537</td><td>0.3750000</td><td>2.0348526</td><td> 60.375000</td><td> 80.000000</td><td> 4.898979</td><td>0.9185587</td><td> 1.57079633</td></tr>\n",
       "\t<tr><td>73</td><td>  7</td><td> 7</td><td>1.1225971</td><td>0.4573440</td><td>0.3194383</td><td>1.7202278</td><td> 64.714286</td><td> 78.857143</td><td> 4.375345</td><td>0.8785816</td><td>-0.39269908</td></tr>\n",
       "\t<tr><td>74</td><td> 56</td><td>29</td><td>3.8606131</td><td>1.7929229</td><td>0.7779665</td><td>7.0013588</td><td>148.964286</td><td> 83.178571</td><td>14.975695</td><td>0.9292147</td><td>-0.21560767</td></tr>\n",
       "\t<tr><td>75</td><td>  4</td><td> 5</td><td>0.7476460</td><td>0.4012798</td><td>0.2828427</td><td>1.2165525</td><td> 80.250000</td><td> 81.750000</td><td> 3.464102</td><td>0.9128709</td><td>-0.32175055</td></tr>\n",
       "\t<tr><td>76</td><td> 16</td><td>13</td><td>1.8689205</td><td>0.6235326</td><td>0.9003615</td><td>2.8221441</td><td>255.125000</td><td> 83.750000</td><td> 6.602898</td><td>0.8888697</td><td>-1.43862511</td></tr>\n",
       "\t<tr><td>77</td><td> 10</td><td>10</td><td>1.3718347</td><td>0.6066873</td><td>0.5000000</td><td>2.0615528</td><td>  1.500000</td><td> 84.000000</td><td> 5.656854</td><td>0.9354143</td><td> 1.57079633</td></tr>\n",
       "\t<tr><td>78</td><td>  4</td><td> 4</td><td>0.7071068</td><td>0.0000000</td><td>0.7071068</td><td>0.7071068</td><td> 12.500000</td><td> 82.500000</td><td> 2.000000</td><td>0.0000000</td><td> 0.00000000</td></tr>\n",
       "\t<tr><td>79</td><td>  2</td><td> 2</td><td>0.5000000</td><td>0.0000000</td><td>0.5000000</td><td>0.5000000</td><td> 77.000000</td><td> 82.500000</td><td> 2.000000</td><td>1.0000000</td><td> 1.57079633</td></tr>\n",
       "\t<tr><td>8 </td><td> 72</td><td>36</td><td>4.7881843</td><td>2.2128248</td><td>1.0456406</td><td>8.3721780</td><td> 81.625000</td><td>  8.763889</td><td>18.931991</td><td>0.9533509</td><td> 0.05236656</td></tr>\n",
       "\t<tr><td>80</td><td> 45</td><td>21</td><td>3.3575135</td><td>0.7775952</td><td>1.9219463</td><td>4.7487915</td><td>201.266667</td><td> 86.377778</td><td> 9.791060</td><td>0.7937288</td><td> 1.07079965</td></tr>\n",
       "\t<tr><td>81</td><td> 16</td><td>10</td><td>1.8594157</td><td>0.3906061</td><td>1.3000000</td><td>2.5079872</td><td>175.250000</td><td> 88.500000</td><td> 5.291503</td><td>0.6813851</td><td> 1.57079633</td></tr>\n",
       "\t<tr><td>82</td><td> 62</td><td>26</td><td>4.1787711</td><td>1.1795857</td><td>2.3923572</td><td>6.1231204</td><td> 26.709677</td><td> 90.612903</td><td>12.853083</td><td>0.8702648</td><td>-0.48501180</td></tr>\n",
       "\t<tr><td>83</td><td> 16</td><td>12</td><td>1.9057713</td><td>0.6454820</td><td>0.8374896</td><td>3.1413461</td><td>233.000000</td><td> 88.812500</td><td> 6.518245</td><td>0.8751080</td><td> 0.46287927</td></tr>\n",
       "\t<tr><td>84</td><td>  5</td><td> 5</td><td>0.8478015</td><td>0.2850134</td><td>0.4472136</td><td>1.2649111</td><td> 70.400000</td><td> 90.200000</td><td> 3.098387</td><td>0.8164966</td><td> 1.24904577</td></tr>\n",
       "\t<tr><td>85</td><td> 65</td><td>24</td><td>4.1049409</td><td>0.5789852</td><td>2.9050363</td><td>4.9520268</td><td> 90.015385</td><td> 95.338462</td><td>10.028608</td><td>0.5319533</td><td> 1.55642329</td></tr>\n",
       "\t<tr><td>86</td><td> 19</td><td>13</td><td>2.1923756</td><td>0.5843101</td><td>1.2427303</td><td>3.1994822</td><td>137.473684</td><td> 94.631579</td><td> 6.545604</td><td>0.7755072</td><td>-1.01722197</td></tr>\n",
       "\t<tr><td>87</td><td> 43</td><td>24</td><td>3.3180849</td><td>0.9695181</td><td>1.3572081</td><td>5.0091929</td><td>145.093023</td><td> 95.302326</td><td> 9.055612</td><td>0.6102557</td><td> 0.18435997</td></tr>\n",
       "\t<tr><td>88</td><td>  9</td><td> 8</td><td>1.2855876</td><td>0.3796570</td><td>0.7603453</td><td>2.0194368</td><td>166.222222</td><td> 94.111111</td><td> 4.312594</td><td>0.7869526</td><td> 1.05560791</td></tr>\n",
       "\t<tr><td>89</td><td>  3</td><td> 4</td><td>0.5000000</td><td>0.5000000</td><td>0.0000000</td><td>1.0000000</td><td>217.000000</td><td> 94.000000</td><td> 3.265986</td><td>1.0000000</td><td> 1.57079633</td></tr>\n",
       "\t<tr><td>9 </td><td> 17</td><td>11</td><td>1.9631700</td><td>0.3597704</td><td>1.3876670</td><td>2.5258989</td><td> 49.176471</td><td>  9.235294</td><td> 5.674635</td><td>0.7432143</td><td> 0.69463622</td></tr>\n",
       "\t<tr><td>90</td><td>  1</td><td> 1</td><td>0.0000000</td><td>0.0000000</td><td>0.0000000</td><td>0.0000000</td><td>237.000000</td><td> 94.000000</td><td> 0.000000</td><td>0.0000000</td><td> 0.00000000</td></tr>\n",
       "\t<tr><td>91</td><td> 24</td><td>19</td><td>2.5805675</td><td>1.2343001</td><td>0.6698906</td><td>4.3378767</td><td>203.750000</td><td> 98.416667</td><td>10.456258</td><td>0.9294198</td><td>-0.54041950</td></tr>\n",
       "\t<tr><td>92</td><td>132</td><td>36</td><td>6.1224486</td><td>1.1098073</td><td>4.3212081</td><td>8.4856451</td><td>117.469697</td><td>101.416667</td><td>16.125134</td><td>0.7502212</td><td>-0.18369661</td></tr>\n",
       "\t<tr><td>93</td><td> 26</td><td>15</td><td>2.4549039</td><td>0.5334397</td><td>1.4907120</td><td>3.3499585</td><td>221.307692</td><td> 98.615385</td><td> 7.107075</td><td>0.7524093</td><td> 0.72732735</td></tr>\n",
       "\t<tr><td>94</td><td> 10</td><td> 9</td><td>1.3405445</td><td>0.3918643</td><td>0.7027284</td><td>1.8392162</td><td> 49.200000</td><td> 98.300000</td><td> 4.541385</td><td>0.7917414</td><td> 1.25275858</td></tr>\n",
       "\t<tr><td>95</td><td>104</td><td>37</td><td>5.8113223</td><td>1.9295219</td><td>2.9071334</td><td>9.2586011</td><td>176.586538</td><td>102.182692</td><td>18.508058</td><td>0.9160405</td><td> 0.44578688</td></tr>\n",
       "\t<tr><td>96</td><td>  1</td><td> 1</td><td>0.0000000</td><td>0.0000000</td><td>0.0000000</td><td>0.0000000</td><td> 45.000000</td><td> 98.000000</td><td> 0.000000</td><td>0.0000000</td><td> 0.00000000</td></tr>\n",
       "\t<tr><td>97</td><td> 62</td><td>32</td><td>4.3194596</td><td>1.4672476</td><td>1.4149039</td><td>7.1415652</td><td> 39.290323</td><td>102.870968</td><td>12.819935</td><td>0.8216759</td><td> 0.74604555</td></tr>\n",
       "\t<tr><td>98</td><td> 42</td><td>20</td><td>3.2406474</td><td>0.6109047</td><td>1.9557607</td><td>4.2690748</td><td> 22.714286</td><td>104.904762</td><td> 8.356337</td><td>0.5740744</td><td> 1.11550492</td></tr>\n",
       "\t<tr><td>99</td><td> 11</td><td> 9</td><td>1.4168372</td><td>0.3022216</td><td>0.9493337</td><td>1.8888889</td><td>  2.363636</td><td>105.090909</td><td> 4.346130</td><td>0.7084438</td><td> 0.26303321</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "A data.frame: 240 × 12\n",
       "\\begin{tabular}{llllllllllll}\n",
       " Row.names & s.area & s.perimeter & s.radius.mean & s.radius.sd & s.radius.min & s.radius.max & m.cx & m.cy & m.majoraxis & m.eccentricity & m.theta\\\\\n",
       " <I<chr>> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl>\\\\\n",
       "\\hline\n",
       "\t 1   &   1 &  1 & 0.0000000 & 0.0000000 & 0.0000000 &  0.0000000 &  21.000000 &   1.000000 &  0.000000 & 0.0000000 &  0.000000e+00\\\\\n",
       "\t 10  &   8 &  6 & 1.2453560 & 0.1800605 & 1.1180340 &  1.5000000 & 137.000000 &   8.500000 &  3.464102 & 0.5773503 &  1.570796e+00\\\\\n",
       "\t 100 &  29 & 15 & 2.6006209 & 0.2335571 & 2.1868293 &  2.9522120 & 242.413793 & 106.724138 &  6.278955 & 0.3757493 &  5.122576e-01\\\\\n",
       "\t 101 &  12 & 10 & 1.5340525 & 0.4203366 & 0.9848858 &  2.4020824 & 222.083333 & 107.416667 &  5.044025 & 0.8038460 & -1.454864e+00\\\\\n",
       "\t 102 &   5 &  5 & 0.8478015 & 0.2850134 & 0.4472136 &  1.2649111 &  93.600000 & 109.800000 &  3.098387 & 0.8164966 &  1.249046e+00\\\\\n",
       "\t 103 &   9 &  7 & 1.3005843 & 0.2521557 & 0.9035079 &  1.7202278 &   2.333333 & 111.111111 &  3.885753 & 0.6945875 & -3.543131e-01\\\\\n",
       "\t 104 &   6 &  7 & 1.0339719 & 0.4429541 & 0.4040610 &  1.7379322 &  85.166667 & 113.666667 &  4.363338 & 0.9252742 &  2.257265e-01\\\\\n",
       "\t 105 &   5 &  5 & 0.8478015 & 0.2850134 & 0.4472136 &  1.2649111 &   3.200000 & 114.400000 &  3.098387 & 0.8164966 &  3.217506e-01\\\\\n",
       "\t 106 &  25 & 18 & 2.5288553 & 1.0393265 & 0.7243558 &  4.1462463 &  65.120000 & 118.320000 &  9.384197 & 0.9146676 & -1.162370e+00\\\\\n",
       "\t 107 &   1 &  1 & 0.0000000 & 0.0000000 & 0.0000000 &  0.0000000 & 138.000000 & 115.000000 &  0.000000 & 0.0000000 &  0.000000e+00\\\\\n",
       "\t 108 & 125 & 52 & 7.0264244 & 3.0934525 & 0.5737090 & 12.7785242 & 173.088000 & 120.440000 & 23.793945 & 0.8909881 & -1.277904e-01\\\\\n",
       "\t 109 &   3 &  4 & 0.5000000 & 0.5000000 & 0.0000000 &  1.0000000 & 125.000000 & 117.000000 &  3.265986 & 1.0000000 &  1.570796e+00\\\\\n",
       "\t 11  &   7 &  6 & 1.0853143 & 0.2105114 & 0.6666667 &  1.3333333 & 105.000000 &   8.714286 &  3.023716 & 0.3779645 &  1.392664e-12\\\\\n",
       "\t 110 &  20 & 13 & 2.0855466 & 0.4799761 & 1.3434038 &  2.7798940 &  52.650000 & 119.550000 &  6.331371 & 0.7829373 &  1.375404e+00\\\\\n",
       "\t 111 &   4 &  4 & 0.7071068 & 0.0000000 & 0.7071068 &  0.7071068 &  77.500000 & 118.500000 &  2.000000 & 0.0000000 &  0.000000e+00\\\\\n",
       "\t 112 & 126 & 46 & 6.6612103 & 2.7215999 & 2.2271736 & 11.5910141 &  26.404762 & 127.373016 & 23.206100 & 0.9420899 &  1.154526e+00\\\\\n",
       "\t 113 &  61 & 27 & 4.1374647 & 1.3212051 & 1.4229165 &  5.9835165 &  86.983607 & 127.114754 & 13.521108 & 0.8857414 &  8.341317e-01\\\\\n",
       "\t 114 &   4 &  4 & 0.7653882 & 0.3188744 & 0.2500000 &  1.0307764 &  64.250000 & 125.000000 &  2.828427 & 0.7905694 &  1.570796e+00\\\\\n",
       "\t 115 &  53 & 28 & 3.8373751 & 1.1689266 & 1.4069797 &  5.7178560 &  99.377358 & 129.509434 & 11.903533 & 0.8372610 & -1.551983e+00\\\\\n",
       "\t 116 &   5 &  5 & 0.8478015 & 0.2850134 & 0.4472136 &  1.2649111 & 193.600000 & 125.800000 &  3.098387 & 0.8164966 &  1.249046e+00\\\\\n",
       "\t 117 &  25 & 15 & 2.3563785 & 0.3443711 & 1.7499206 &  2.9881246 &  41.840000 & 128.400000 &  6.077523 & 0.4936818 &  1.214324e+00\\\\\n",
       "\t 118 & 154 & 41 & 6.5404900 & 0.6453818 & 5.0073711 &  7.7836984 & 122.902597 & 132.772727 & 14.438788 & 0.2647317 & -7.050784e-01\\\\\n",
       "\t 119 &  94 & 45 & 5.7103309 & 2.2875988 & 1.3916861 &  9.4400513 &  69.170213 & 134.670213 & 19.403243 & 0.9129808 & -1.276544e+00\\\\\n",
       "\t 12  &   4 &  4 & 0.7071068 & 0.0000000 & 0.7071068 &  0.7071068 & 140.500000 &   8.500000 &  2.000000 & 0.0000000 &  0.000000e+00\\\\\n",
       "\t 120 &  15 & 12 & 1.7752951 & 0.7127759 & 0.6508541 &  2.5671536 & 185.600000 & 131.733333 &  6.444743 & 0.8681009 &  1.557163e+00\\\\\n",
       "\t 121 &   7 &  7 & 1.0615668 & 0.4233184 & 0.5150788 &  1.7670453 & 172.428571 & 131.714286 &  4.155375 & 0.8886656 &  1.425068e+00\\\\\n",
       "\t 122 & 101 & 41 & 5.1606418 & 1.6648429 & 1.1628290 &  8.1621360 & 199.653465 & 137.138614 & 15.652704 & 0.7887905 & -9.800267e-01\\\\\n",
       "\t 123 &  59 & 28 & 4.1580734 & 1.4445419 & 1.6525336 &  6.6129318 & 225.525424 & 135.576271 & 14.019717 & 0.9162400 & -4.435859e-01\\\\\n",
       "\t 124 &  35 & 23 & 3.1608687 & 1.3726418 & 0.5849402 &  5.0211274 & 158.600000 & 137.571429 & 12.141917 & 0.9318193 &  3.777620e-01\\\\\n",
       "\t 125 &  35 & 20 & 2.8523443 & 0.5604747 & 1.5000000 &  3.8275318 &  17.657143 & 140.171429 &  7.621507 & 0.5835851 & -5.331956e-01\\\\\n",
       "\t ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮\\\\\n",
       "\t 72 &   8 &  8 & 1.1955252 & 0.5523537 & 0.3750000 & 2.0348526 &  60.375000 &  80.000000 &  4.898979 & 0.9185587 &  1.57079633\\\\\n",
       "\t 73 &   7 &  7 & 1.1225971 & 0.4573440 & 0.3194383 & 1.7202278 &  64.714286 &  78.857143 &  4.375345 & 0.8785816 & -0.39269908\\\\\n",
       "\t 74 &  56 & 29 & 3.8606131 & 1.7929229 & 0.7779665 & 7.0013588 & 148.964286 &  83.178571 & 14.975695 & 0.9292147 & -0.21560767\\\\\n",
       "\t 75 &   4 &  5 & 0.7476460 & 0.4012798 & 0.2828427 & 1.2165525 &  80.250000 &  81.750000 &  3.464102 & 0.9128709 & -0.32175055\\\\\n",
       "\t 76 &  16 & 13 & 1.8689205 & 0.6235326 & 0.9003615 & 2.8221441 & 255.125000 &  83.750000 &  6.602898 & 0.8888697 & -1.43862511\\\\\n",
       "\t 77 &  10 & 10 & 1.3718347 & 0.6066873 & 0.5000000 & 2.0615528 &   1.500000 &  84.000000 &  5.656854 & 0.9354143 &  1.57079633\\\\\n",
       "\t 78 &   4 &  4 & 0.7071068 & 0.0000000 & 0.7071068 & 0.7071068 &  12.500000 &  82.500000 &  2.000000 & 0.0000000 &  0.00000000\\\\\n",
       "\t 79 &   2 &  2 & 0.5000000 & 0.0000000 & 0.5000000 & 0.5000000 &  77.000000 &  82.500000 &  2.000000 & 1.0000000 &  1.57079633\\\\\n",
       "\t 8  &  72 & 36 & 4.7881843 & 2.2128248 & 1.0456406 & 8.3721780 &  81.625000 &   8.763889 & 18.931991 & 0.9533509 &  0.05236656\\\\\n",
       "\t 80 &  45 & 21 & 3.3575135 & 0.7775952 & 1.9219463 & 4.7487915 & 201.266667 &  86.377778 &  9.791060 & 0.7937288 &  1.07079965\\\\\n",
       "\t 81 &  16 & 10 & 1.8594157 & 0.3906061 & 1.3000000 & 2.5079872 & 175.250000 &  88.500000 &  5.291503 & 0.6813851 &  1.57079633\\\\\n",
       "\t 82 &  62 & 26 & 4.1787711 & 1.1795857 & 2.3923572 & 6.1231204 &  26.709677 &  90.612903 & 12.853083 & 0.8702648 & -0.48501180\\\\\n",
       "\t 83 &  16 & 12 & 1.9057713 & 0.6454820 & 0.8374896 & 3.1413461 & 233.000000 &  88.812500 &  6.518245 & 0.8751080 &  0.46287927\\\\\n",
       "\t 84 &   5 &  5 & 0.8478015 & 0.2850134 & 0.4472136 & 1.2649111 &  70.400000 &  90.200000 &  3.098387 & 0.8164966 &  1.24904577\\\\\n",
       "\t 85 &  65 & 24 & 4.1049409 & 0.5789852 & 2.9050363 & 4.9520268 &  90.015385 &  95.338462 & 10.028608 & 0.5319533 &  1.55642329\\\\\n",
       "\t 86 &  19 & 13 & 2.1923756 & 0.5843101 & 1.2427303 & 3.1994822 & 137.473684 &  94.631579 &  6.545604 & 0.7755072 & -1.01722197\\\\\n",
       "\t 87 &  43 & 24 & 3.3180849 & 0.9695181 & 1.3572081 & 5.0091929 & 145.093023 &  95.302326 &  9.055612 & 0.6102557 &  0.18435997\\\\\n",
       "\t 88 &   9 &  8 & 1.2855876 & 0.3796570 & 0.7603453 & 2.0194368 & 166.222222 &  94.111111 &  4.312594 & 0.7869526 &  1.05560791\\\\\n",
       "\t 89 &   3 &  4 & 0.5000000 & 0.5000000 & 0.0000000 & 1.0000000 & 217.000000 &  94.000000 &  3.265986 & 1.0000000 &  1.57079633\\\\\n",
       "\t 9  &  17 & 11 & 1.9631700 & 0.3597704 & 1.3876670 & 2.5258989 &  49.176471 &   9.235294 &  5.674635 & 0.7432143 &  0.69463622\\\\\n",
       "\t 90 &   1 &  1 & 0.0000000 & 0.0000000 & 0.0000000 & 0.0000000 & 237.000000 &  94.000000 &  0.000000 & 0.0000000 &  0.00000000\\\\\n",
       "\t 91 &  24 & 19 & 2.5805675 & 1.2343001 & 0.6698906 & 4.3378767 & 203.750000 &  98.416667 & 10.456258 & 0.9294198 & -0.54041950\\\\\n",
       "\t 92 & 132 & 36 & 6.1224486 & 1.1098073 & 4.3212081 & 8.4856451 & 117.469697 & 101.416667 & 16.125134 & 0.7502212 & -0.18369661\\\\\n",
       "\t 93 &  26 & 15 & 2.4549039 & 0.5334397 & 1.4907120 & 3.3499585 & 221.307692 &  98.615385 &  7.107075 & 0.7524093 &  0.72732735\\\\\n",
       "\t 94 &  10 &  9 & 1.3405445 & 0.3918643 & 0.7027284 & 1.8392162 &  49.200000 &  98.300000 &  4.541385 & 0.7917414 &  1.25275858\\\\\n",
       "\t 95 & 104 & 37 & 5.8113223 & 1.9295219 & 2.9071334 & 9.2586011 & 176.586538 & 102.182692 & 18.508058 & 0.9160405 &  0.44578688\\\\\n",
       "\t 96 &   1 &  1 & 0.0000000 & 0.0000000 & 0.0000000 & 0.0000000 &  45.000000 &  98.000000 &  0.000000 & 0.0000000 &  0.00000000\\\\\n",
       "\t 97 &  62 & 32 & 4.3194596 & 1.4672476 & 1.4149039 & 7.1415652 &  39.290323 & 102.870968 & 12.819935 & 0.8216759 &  0.74604555\\\\\n",
       "\t 98 &  42 & 20 & 3.2406474 & 0.6109047 & 1.9557607 & 4.2690748 &  22.714286 & 104.904762 &  8.356337 & 0.5740744 &  1.11550492\\\\\n",
       "\t 99 &  11 &  9 & 1.4168372 & 0.3022216 & 0.9493337 & 1.8888889 &   2.363636 & 105.090909 &  4.346130 & 0.7084438 &  0.26303321\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "A data.frame: 240 × 12\n",
       "\n",
       "| Row.names &lt;I&lt;chr&gt;&gt; | s.area &lt;dbl&gt; | s.perimeter &lt;dbl&gt; | s.radius.mean &lt;dbl&gt; | s.radius.sd &lt;dbl&gt; | s.radius.min &lt;dbl&gt; | s.radius.max &lt;dbl&gt; | m.cx &lt;dbl&gt; | m.cy &lt;dbl&gt; | m.majoraxis &lt;dbl&gt; | m.eccentricity &lt;dbl&gt; | m.theta &lt;dbl&gt; |\n",
       "|---|---|---|---|---|---|---|---|---|---|---|---|\n",
       "| 1   |   1 |  1 | 0.0000000 | 0.0000000 | 0.0000000 |  0.0000000 |  21.000000 |   1.000000 |  0.000000 | 0.0000000 |  0.000000e+00 |\n",
       "| 10  |   8 |  6 | 1.2453560 | 0.1800605 | 1.1180340 |  1.5000000 | 137.000000 |   8.500000 |  3.464102 | 0.5773503 |  1.570796e+00 |\n",
       "| 100 |  29 | 15 | 2.6006209 | 0.2335571 | 2.1868293 |  2.9522120 | 242.413793 | 106.724138 |  6.278955 | 0.3757493 |  5.122576e-01 |\n",
       "| 101 |  12 | 10 | 1.5340525 | 0.4203366 | 0.9848858 |  2.4020824 | 222.083333 | 107.416667 |  5.044025 | 0.8038460 | -1.454864e+00 |\n",
       "| 102 |   5 |  5 | 0.8478015 | 0.2850134 | 0.4472136 |  1.2649111 |  93.600000 | 109.800000 |  3.098387 | 0.8164966 |  1.249046e+00 |\n",
       "| 103 |   9 |  7 | 1.3005843 | 0.2521557 | 0.9035079 |  1.7202278 |   2.333333 | 111.111111 |  3.885753 | 0.6945875 | -3.543131e-01 |\n",
       "| 104 |   6 |  7 | 1.0339719 | 0.4429541 | 0.4040610 |  1.7379322 |  85.166667 | 113.666667 |  4.363338 | 0.9252742 |  2.257265e-01 |\n",
       "| 105 |   5 |  5 | 0.8478015 | 0.2850134 | 0.4472136 |  1.2649111 |   3.200000 | 114.400000 |  3.098387 | 0.8164966 |  3.217506e-01 |\n",
       "| 106 |  25 | 18 | 2.5288553 | 1.0393265 | 0.7243558 |  4.1462463 |  65.120000 | 118.320000 |  9.384197 | 0.9146676 | -1.162370e+00 |\n",
       "| 107 |   1 |  1 | 0.0000000 | 0.0000000 | 0.0000000 |  0.0000000 | 138.000000 | 115.000000 |  0.000000 | 0.0000000 |  0.000000e+00 |\n",
       "| 108 | 125 | 52 | 7.0264244 | 3.0934525 | 0.5737090 | 12.7785242 | 173.088000 | 120.440000 | 23.793945 | 0.8909881 | -1.277904e-01 |\n",
       "| 109 |   3 |  4 | 0.5000000 | 0.5000000 | 0.0000000 |  1.0000000 | 125.000000 | 117.000000 |  3.265986 | 1.0000000 |  1.570796e+00 |\n",
       "| 11  |   7 |  6 | 1.0853143 | 0.2105114 | 0.6666667 |  1.3333333 | 105.000000 |   8.714286 |  3.023716 | 0.3779645 |  1.392664e-12 |\n",
       "| 110 |  20 | 13 | 2.0855466 | 0.4799761 | 1.3434038 |  2.7798940 |  52.650000 | 119.550000 |  6.331371 | 0.7829373 |  1.375404e+00 |\n",
       "| 111 |   4 |  4 | 0.7071068 | 0.0000000 | 0.7071068 |  0.7071068 |  77.500000 | 118.500000 |  2.000000 | 0.0000000 |  0.000000e+00 |\n",
       "| 112 | 126 | 46 | 6.6612103 | 2.7215999 | 2.2271736 | 11.5910141 |  26.404762 | 127.373016 | 23.206100 | 0.9420899 |  1.154526e+00 |\n",
       "| 113 |  61 | 27 | 4.1374647 | 1.3212051 | 1.4229165 |  5.9835165 |  86.983607 | 127.114754 | 13.521108 | 0.8857414 |  8.341317e-01 |\n",
       "| 114 |   4 |  4 | 0.7653882 | 0.3188744 | 0.2500000 |  1.0307764 |  64.250000 | 125.000000 |  2.828427 | 0.7905694 |  1.570796e+00 |\n",
       "| 115 |  53 | 28 | 3.8373751 | 1.1689266 | 1.4069797 |  5.7178560 |  99.377358 | 129.509434 | 11.903533 | 0.8372610 | -1.551983e+00 |\n",
       "| 116 |   5 |  5 | 0.8478015 | 0.2850134 | 0.4472136 |  1.2649111 | 193.600000 | 125.800000 |  3.098387 | 0.8164966 |  1.249046e+00 |\n",
       "| 117 |  25 | 15 | 2.3563785 | 0.3443711 | 1.7499206 |  2.9881246 |  41.840000 | 128.400000 |  6.077523 | 0.4936818 |  1.214324e+00 |\n",
       "| 118 | 154 | 41 | 6.5404900 | 0.6453818 | 5.0073711 |  7.7836984 | 122.902597 | 132.772727 | 14.438788 | 0.2647317 | -7.050784e-01 |\n",
       "| 119 |  94 | 45 | 5.7103309 | 2.2875988 | 1.3916861 |  9.4400513 |  69.170213 | 134.670213 | 19.403243 | 0.9129808 | -1.276544e+00 |\n",
       "| 12  |   4 |  4 | 0.7071068 | 0.0000000 | 0.7071068 |  0.7071068 | 140.500000 |   8.500000 |  2.000000 | 0.0000000 |  0.000000e+00 |\n",
       "| 120 |  15 | 12 | 1.7752951 | 0.7127759 | 0.6508541 |  2.5671536 | 185.600000 | 131.733333 |  6.444743 | 0.8681009 |  1.557163e+00 |\n",
       "| 121 |   7 |  7 | 1.0615668 | 0.4233184 | 0.5150788 |  1.7670453 | 172.428571 | 131.714286 |  4.155375 | 0.8886656 |  1.425068e+00 |\n",
       "| 122 | 101 | 41 | 5.1606418 | 1.6648429 | 1.1628290 |  8.1621360 | 199.653465 | 137.138614 | 15.652704 | 0.7887905 | -9.800267e-01 |\n",
       "| 123 |  59 | 28 | 4.1580734 | 1.4445419 | 1.6525336 |  6.6129318 | 225.525424 | 135.576271 | 14.019717 | 0.9162400 | -4.435859e-01 |\n",
       "| 124 |  35 | 23 | 3.1608687 | 1.3726418 | 0.5849402 |  5.0211274 | 158.600000 | 137.571429 | 12.141917 | 0.9318193 |  3.777620e-01 |\n",
       "| 125 |  35 | 20 | 2.8523443 | 0.5604747 | 1.5000000 |  3.8275318 |  17.657143 | 140.171429 |  7.621507 | 0.5835851 | -5.331956e-01 |\n",
       "| ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ |\n",
       "| 72 |   8 |  8 | 1.1955252 | 0.5523537 | 0.3750000 | 2.0348526 |  60.375000 |  80.000000 |  4.898979 | 0.9185587 |  1.57079633 |\n",
       "| 73 |   7 |  7 | 1.1225971 | 0.4573440 | 0.3194383 | 1.7202278 |  64.714286 |  78.857143 |  4.375345 | 0.8785816 | -0.39269908 |\n",
       "| 74 |  56 | 29 | 3.8606131 | 1.7929229 | 0.7779665 | 7.0013588 | 148.964286 |  83.178571 | 14.975695 | 0.9292147 | -0.21560767 |\n",
       "| 75 |   4 |  5 | 0.7476460 | 0.4012798 | 0.2828427 | 1.2165525 |  80.250000 |  81.750000 |  3.464102 | 0.9128709 | -0.32175055 |\n",
       "| 76 |  16 | 13 | 1.8689205 | 0.6235326 | 0.9003615 | 2.8221441 | 255.125000 |  83.750000 |  6.602898 | 0.8888697 | -1.43862511 |\n",
       "| 77 |  10 | 10 | 1.3718347 | 0.6066873 | 0.5000000 | 2.0615528 |   1.500000 |  84.000000 |  5.656854 | 0.9354143 |  1.57079633 |\n",
       "| 78 |   4 |  4 | 0.7071068 | 0.0000000 | 0.7071068 | 0.7071068 |  12.500000 |  82.500000 |  2.000000 | 0.0000000 |  0.00000000 |\n",
       "| 79 |   2 |  2 | 0.5000000 | 0.0000000 | 0.5000000 | 0.5000000 |  77.000000 |  82.500000 |  2.000000 | 1.0000000 |  1.57079633 |\n",
       "| 8  |  72 | 36 | 4.7881843 | 2.2128248 | 1.0456406 | 8.3721780 |  81.625000 |   8.763889 | 18.931991 | 0.9533509 |  0.05236656 |\n",
       "| 80 |  45 | 21 | 3.3575135 | 0.7775952 | 1.9219463 | 4.7487915 | 201.266667 |  86.377778 |  9.791060 | 0.7937288 |  1.07079965 |\n",
       "| 81 |  16 | 10 | 1.8594157 | 0.3906061 | 1.3000000 | 2.5079872 | 175.250000 |  88.500000 |  5.291503 | 0.6813851 |  1.57079633 |\n",
       "| 82 |  62 | 26 | 4.1787711 | 1.1795857 | 2.3923572 | 6.1231204 |  26.709677 |  90.612903 | 12.853083 | 0.8702648 | -0.48501180 |\n",
       "| 83 |  16 | 12 | 1.9057713 | 0.6454820 | 0.8374896 | 3.1413461 | 233.000000 |  88.812500 |  6.518245 | 0.8751080 |  0.46287927 |\n",
       "| 84 |   5 |  5 | 0.8478015 | 0.2850134 | 0.4472136 | 1.2649111 |  70.400000 |  90.200000 |  3.098387 | 0.8164966 |  1.24904577 |\n",
       "| 85 |  65 | 24 | 4.1049409 | 0.5789852 | 2.9050363 | 4.9520268 |  90.015385 |  95.338462 | 10.028608 | 0.5319533 |  1.55642329 |\n",
       "| 86 |  19 | 13 | 2.1923756 | 0.5843101 | 1.2427303 | 3.1994822 | 137.473684 |  94.631579 |  6.545604 | 0.7755072 | -1.01722197 |\n",
       "| 87 |  43 | 24 | 3.3180849 | 0.9695181 | 1.3572081 | 5.0091929 | 145.093023 |  95.302326 |  9.055612 | 0.6102557 |  0.18435997 |\n",
       "| 88 |   9 |  8 | 1.2855876 | 0.3796570 | 0.7603453 | 2.0194368 | 166.222222 |  94.111111 |  4.312594 | 0.7869526 |  1.05560791 |\n",
       "| 89 |   3 |  4 | 0.5000000 | 0.5000000 | 0.0000000 | 1.0000000 | 217.000000 |  94.000000 |  3.265986 | 1.0000000 |  1.57079633 |\n",
       "| 9  |  17 | 11 | 1.9631700 | 0.3597704 | 1.3876670 | 2.5258989 |  49.176471 |   9.235294 |  5.674635 | 0.7432143 |  0.69463622 |\n",
       "| 90 |   1 |  1 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 237.000000 |  94.000000 |  0.000000 | 0.0000000 |  0.00000000 |\n",
       "| 91 |  24 | 19 | 2.5805675 | 1.2343001 | 0.6698906 | 4.3378767 | 203.750000 |  98.416667 | 10.456258 | 0.9294198 | -0.54041950 |\n",
       "| 92 | 132 | 36 | 6.1224486 | 1.1098073 | 4.3212081 | 8.4856451 | 117.469697 | 101.416667 | 16.125134 | 0.7502212 | -0.18369661 |\n",
       "| 93 |  26 | 15 | 2.4549039 | 0.5334397 | 1.4907120 | 3.3499585 | 221.307692 |  98.615385 |  7.107075 | 0.7524093 |  0.72732735 |\n",
       "| 94 |  10 |  9 | 1.3405445 | 0.3918643 | 0.7027284 | 1.8392162 |  49.200000 |  98.300000 |  4.541385 | 0.7917414 |  1.25275858 |\n",
       "| 95 | 104 | 37 | 5.8113223 | 1.9295219 | 2.9071334 | 9.2586011 | 176.586538 | 102.182692 | 18.508058 | 0.9160405 |  0.44578688 |\n",
       "| 96 |   1 |  1 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 |  45.000000 |  98.000000 |  0.000000 | 0.0000000 |  0.00000000 |\n",
       "| 97 |  62 | 32 | 4.3194596 | 1.4672476 | 1.4149039 | 7.1415652 |  39.290323 | 102.870968 | 12.819935 | 0.8216759 |  0.74604555 |\n",
       "| 98 |  42 | 20 | 3.2406474 | 0.6109047 | 1.9557607 | 4.2690748 |  22.714286 | 104.904762 |  8.356337 | 0.5740744 |  1.11550492 |\n",
       "| 99 |  11 |  9 | 1.4168372 | 0.3022216 | 0.9493337 | 1.8888889 |   2.363636 | 105.090909 |  4.346130 | 0.7084438 |  0.26303321 |\n",
       "\n"
      ],
      "text/plain": [
       "    Row.names s.area s.perimeter s.radius.mean s.radius.sd s.radius.min\n",
       "1   1           1     1          0.0000000     0.0000000   0.0000000   \n",
       "2   10          8     6          1.2453560     0.1800605   1.1180340   \n",
       "3   100        29    15          2.6006209     0.2335571   2.1868293   \n",
       "4   101        12    10          1.5340525     0.4203366   0.9848858   \n",
       "5   102         5     5          0.8478015     0.2850134   0.4472136   \n",
       "6   103         9     7          1.3005843     0.2521557   0.9035079   \n",
       "7   104         6     7          1.0339719     0.4429541   0.4040610   \n",
       "8   105         5     5          0.8478015     0.2850134   0.4472136   \n",
       "9   106        25    18          2.5288553     1.0393265   0.7243558   \n",
       "10  107         1     1          0.0000000     0.0000000   0.0000000   \n",
       "11  108       125    52          7.0264244     3.0934525   0.5737090   \n",
       "12  109         3     4          0.5000000     0.5000000   0.0000000   \n",
       "13  11          7     6          1.0853143     0.2105114   0.6666667   \n",
       "14  110        20    13          2.0855466     0.4799761   1.3434038   \n",
       "15  111         4     4          0.7071068     0.0000000   0.7071068   \n",
       "16  112       126    46          6.6612103     2.7215999   2.2271736   \n",
       "17  113        61    27          4.1374647     1.3212051   1.4229165   \n",
       "18  114         4     4          0.7653882     0.3188744   0.2500000   \n",
       "19  115        53    28          3.8373751     1.1689266   1.4069797   \n",
       "20  116         5     5          0.8478015     0.2850134   0.4472136   \n",
       "21  117        25    15          2.3563785     0.3443711   1.7499206   \n",
       "22  118       154    41          6.5404900     0.6453818   5.0073711   \n",
       "23  119        94    45          5.7103309     2.2875988   1.3916861   \n",
       "24  12          4     4          0.7071068     0.0000000   0.7071068   \n",
       "25  120        15    12          1.7752951     0.7127759   0.6508541   \n",
       "26  121         7     7          1.0615668     0.4233184   0.5150788   \n",
       "27  122       101    41          5.1606418     1.6648429   1.1628290   \n",
       "28  123        59    28          4.1580734     1.4445419   1.6525336   \n",
       "29  124        35    23          3.1608687     1.3726418   0.5849402   \n",
       "30  125        35    20          2.8523443     0.5604747   1.5000000   \n",
       "⋮   ⋮         ⋮      ⋮           ⋮             ⋮           ⋮           \n",
       "211 72          8     8          1.1955252     0.5523537   0.3750000   \n",
       "212 73          7     7          1.1225971     0.4573440   0.3194383   \n",
       "213 74         56    29          3.8606131     1.7929229   0.7779665   \n",
       "214 75          4     5          0.7476460     0.4012798   0.2828427   \n",
       "215 76         16    13          1.8689205     0.6235326   0.9003615   \n",
       "216 77         10    10          1.3718347     0.6066873   0.5000000   \n",
       "217 78          4     4          0.7071068     0.0000000   0.7071068   \n",
       "218 79          2     2          0.5000000     0.0000000   0.5000000   \n",
       "219 8          72    36          4.7881843     2.2128248   1.0456406   \n",
       "220 80         45    21          3.3575135     0.7775952   1.9219463   \n",
       "221 81         16    10          1.8594157     0.3906061   1.3000000   \n",
       "222 82         62    26          4.1787711     1.1795857   2.3923572   \n",
       "223 83         16    12          1.9057713     0.6454820   0.8374896   \n",
       "224 84          5     5          0.8478015     0.2850134   0.4472136   \n",
       "225 85         65    24          4.1049409     0.5789852   2.9050363   \n",
       "226 86         19    13          2.1923756     0.5843101   1.2427303   \n",
       "227 87         43    24          3.3180849     0.9695181   1.3572081   \n",
       "228 88          9     8          1.2855876     0.3796570   0.7603453   \n",
       "229 89          3     4          0.5000000     0.5000000   0.0000000   \n",
       "230 9          17    11          1.9631700     0.3597704   1.3876670   \n",
       "231 90          1     1          0.0000000     0.0000000   0.0000000   \n",
       "232 91         24    19          2.5805675     1.2343001   0.6698906   \n",
       "233 92        132    36          6.1224486     1.1098073   4.3212081   \n",
       "234 93         26    15          2.4549039     0.5334397   1.4907120   \n",
       "235 94         10     9          1.3405445     0.3918643   0.7027284   \n",
       "236 95        104    37          5.8113223     1.9295219   2.9071334   \n",
       "237 96          1     1          0.0000000     0.0000000   0.0000000   \n",
       "238 97         62    32          4.3194596     1.4672476   1.4149039   \n",
       "239 98         42    20          3.2406474     0.6109047   1.9557607   \n",
       "240 99         11     9          1.4168372     0.3022216   0.9493337   \n",
       "    s.radius.max m.cx       m.cy       m.majoraxis m.eccentricity m.theta      \n",
       "1    0.0000000    21.000000   1.000000  0.000000   0.0000000       0.000000e+00\n",
       "2    1.5000000   137.000000   8.500000  3.464102   0.5773503       1.570796e+00\n",
       "3    2.9522120   242.413793 106.724138  6.278955   0.3757493       5.122576e-01\n",
       "4    2.4020824   222.083333 107.416667  5.044025   0.8038460      -1.454864e+00\n",
       "5    1.2649111    93.600000 109.800000  3.098387   0.8164966       1.249046e+00\n",
       "6    1.7202278     2.333333 111.111111  3.885753   0.6945875      -3.543131e-01\n",
       "7    1.7379322    85.166667 113.666667  4.363338   0.9252742       2.257265e-01\n",
       "8    1.2649111     3.200000 114.400000  3.098387   0.8164966       3.217506e-01\n",
       "9    4.1462463    65.120000 118.320000  9.384197   0.9146676      -1.162370e+00\n",
       "10   0.0000000   138.000000 115.000000  0.000000   0.0000000       0.000000e+00\n",
       "11  12.7785242   173.088000 120.440000 23.793945   0.8909881      -1.277904e-01\n",
       "12   1.0000000   125.000000 117.000000  3.265986   1.0000000       1.570796e+00\n",
       "13   1.3333333   105.000000   8.714286  3.023716   0.3779645       1.392664e-12\n",
       "14   2.7798940    52.650000 119.550000  6.331371   0.7829373       1.375404e+00\n",
       "15   0.7071068    77.500000 118.500000  2.000000   0.0000000       0.000000e+00\n",
       "16  11.5910141    26.404762 127.373016 23.206100   0.9420899       1.154526e+00\n",
       "17   5.9835165    86.983607 127.114754 13.521108   0.8857414       8.341317e-01\n",
       "18   1.0307764    64.250000 125.000000  2.828427   0.7905694       1.570796e+00\n",
       "19   5.7178560    99.377358 129.509434 11.903533   0.8372610      -1.551983e+00\n",
       "20   1.2649111   193.600000 125.800000  3.098387   0.8164966       1.249046e+00\n",
       "21   2.9881246    41.840000 128.400000  6.077523   0.4936818       1.214324e+00\n",
       "22   7.7836984   122.902597 132.772727 14.438788   0.2647317      -7.050784e-01\n",
       "23   9.4400513    69.170213 134.670213 19.403243   0.9129808      -1.276544e+00\n",
       "24   0.7071068   140.500000   8.500000  2.000000   0.0000000       0.000000e+00\n",
       "25   2.5671536   185.600000 131.733333  6.444743   0.8681009       1.557163e+00\n",
       "26   1.7670453   172.428571 131.714286  4.155375   0.8886656       1.425068e+00\n",
       "27   8.1621360   199.653465 137.138614 15.652704   0.7887905      -9.800267e-01\n",
       "28   6.6129318   225.525424 135.576271 14.019717   0.9162400      -4.435859e-01\n",
       "29   5.0211274   158.600000 137.571429 12.141917   0.9318193       3.777620e-01\n",
       "30   3.8275318    17.657143 140.171429  7.621507   0.5835851      -5.331956e-01\n",
       "⋮   ⋮            ⋮          ⋮          ⋮           ⋮              ⋮            \n",
       "211 2.0348526     60.375000  80.000000  4.898979   0.9185587       1.57079633  \n",
       "212 1.7202278     64.714286  78.857143  4.375345   0.8785816      -0.39269908  \n",
       "213 7.0013588    148.964286  83.178571 14.975695   0.9292147      -0.21560767  \n",
       "214 1.2165525     80.250000  81.750000  3.464102   0.9128709      -0.32175055  \n",
       "215 2.8221441    255.125000  83.750000  6.602898   0.8888697      -1.43862511  \n",
       "216 2.0615528      1.500000  84.000000  5.656854   0.9354143       1.57079633  \n",
       "217 0.7071068     12.500000  82.500000  2.000000   0.0000000       0.00000000  \n",
       "218 0.5000000     77.000000  82.500000  2.000000   1.0000000       1.57079633  \n",
       "219 8.3721780     81.625000   8.763889 18.931991   0.9533509       0.05236656  \n",
       "220 4.7487915    201.266667  86.377778  9.791060   0.7937288       1.07079965  \n",
       "221 2.5079872    175.250000  88.500000  5.291503   0.6813851       1.57079633  \n",
       "222 6.1231204     26.709677  90.612903 12.853083   0.8702648      -0.48501180  \n",
       "223 3.1413461    233.000000  88.812500  6.518245   0.8751080       0.46287927  \n",
       "224 1.2649111     70.400000  90.200000  3.098387   0.8164966       1.24904577  \n",
       "225 4.9520268     90.015385  95.338462 10.028608   0.5319533       1.55642329  \n",
       "226 3.1994822    137.473684  94.631579  6.545604   0.7755072      -1.01722197  \n",
       "227 5.0091929    145.093023  95.302326  9.055612   0.6102557       0.18435997  \n",
       "228 2.0194368    166.222222  94.111111  4.312594   0.7869526       1.05560791  \n",
       "229 1.0000000    217.000000  94.000000  3.265986   1.0000000       1.57079633  \n",
       "230 2.5258989     49.176471   9.235294  5.674635   0.7432143       0.69463622  \n",
       "231 0.0000000    237.000000  94.000000  0.000000   0.0000000       0.00000000  \n",
       "232 4.3378767    203.750000  98.416667 10.456258   0.9294198      -0.54041950  \n",
       "233 8.4856451    117.469697 101.416667 16.125134   0.7502212      -0.18369661  \n",
       "234 3.3499585    221.307692  98.615385  7.107075   0.7524093       0.72732735  \n",
       "235 1.8392162     49.200000  98.300000  4.541385   0.7917414       1.25275858  \n",
       "236 9.2586011    176.586538 102.182692 18.508058   0.9160405       0.44578688  \n",
       "237 0.0000000     45.000000  98.000000  0.000000   0.0000000       0.00000000  \n",
       "238 7.1415652     39.290323 102.870968 12.819935   0.8216759       0.74604555  \n",
       "239 4.2690748     22.714286 104.904762  8.356337   0.5740744       1.11550492  \n",
       "240 1.8888889      2.363636 105.090909  4.346130   0.7084438       0.26303321  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "shapes = computeFeatures.shape(threshImg)\n",
    "moments = computeFeatures.moment(threshImg)\n",
    "\n",
    "# merge the two dataframes together into one 'features' dataframe\n",
    "features <- merge(shapes, moments, by=0, all=TRUE)\n",
    "features"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For further analysis we need the object sizes: 's.area', 's.perimeter', especially 's.radius.mean' (~ diameter).\n",
    "\n",
    "For the visualisation we can use the location (m.cx, m.mcy), the major radius (m.majoraxis), the minor radius (can be calculated from m.eccentricity) and the rotation angle (m.theta) to draw an Ellipse ROI around each object."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Create the ROIs from the features table\n",
    "\n",
    "In order to be able to re-use this code later, we define a function for it:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1] \"Function 'createROIs' defined.\"\n"
     ]
    }
   ],
   "source": [
    "#' Create ROIs from a features table\n",
    "#'\n",
    "#' @param features The shape and moments generated by EBImage computeFeatures\n",
    "#' @return A dataframe specifying the x, y, rx, ry, w, h, theta and text parameters of the ROIs\n",
    "createROIs <- function(features) {\n",
    "    rois <- data.frame(x = c(0), y = c(0), rx = c(0), ry = c(0), w = c(0), h = c(0), theta = c(0), text = c('remove'), stringsAsFactors = FALSE)\n",
    "    for (index in 1:length(features[,1])) {\n",
    "        x <- features[index,8]\n",
    "        y <- features[index,9]\n",
    "        r1 <- features[index,10]\n",
    "        ecc <- features[index,11]\n",
    "        r2 <- sqrt(r1^2 * (1 - ecc^2))\n",
    "        theta <- features[index,12]\n",
    "        rois <- rbind(rois, c(x, y, r1, r2, NA, NA, -theta, as.character(index)))\n",
    "    }\n",
    "    rois <- rois[-1,]\n",
    "    rownames(rois) <- c()\n",
    "    return(rois)\n",
    "}\n",
    "print(\"Function 'createROIs' defined.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<caption>A data.frame: 240 × 8</caption>\n",
       "<thead>\n",
       "\t<tr><th scope=col>x</th><th scope=col>y</th><th scope=col>rx</th><th scope=col>ry</th><th scope=col>w</th><th scope=col>h</th><th scope=col>theta</th><th scope=col>text</th></tr>\n",
       "\t<tr><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><td>21              </td><td>1               </td><td>0               </td><td>0               </td><td>NA</td><td>NA</td><td>0                    </td><td>1 </td></tr>\n",
       "\t<tr><td>137             </td><td>8.5             </td><td>3.46410161513775</td><td>2.82842712474619</td><td>NA</td><td>NA</td><td>-1.5707963267949     </td><td>2 </td></tr>\n",
       "\t<tr><td>242.413793103448</td><td>106.724137931034</td><td>6.27895460943305</td><td>5.81884133707928</td><td>NA</td><td>NA</td><td>-0.51225761447762    </td><td>3 </td></tr>\n",
       "\t<tr><td>222.083333333333</td><td>107.416666666667</td><td>5.04402536508443</td><td>3.00037540331586</td><td>NA</td><td>NA</td><td>1.45486399636712     </td><td>4 </td></tr>\n",
       "\t<tr><td>93.6            </td><td>109.8           </td><td>3.09838667697063</td><td>1.78885438200471</td><td>NA</td><td>NA</td><td>-1.24904577239644    </td><td>5 </td></tr>\n",
       "\t<tr><td>2.33333333333333</td><td>111.111111111111</td><td>3.88575337505748</td><td>2.79544289069596</td><td>NA</td><td>NA</td><td>0.354313136063922    </td><td>6 </td></tr>\n",
       "\t<tr><td>85.1666666666667</td><td>113.666666666667</td><td>4.36333821343559</td><td>1.65500979239979</td><td>NA</td><td>NA</td><td>-0.225726545776959   </td><td>7 </td></tr>\n",
       "\t<tr><td>3.2             </td><td>114.4           </td><td>3.09838667696579</td><td>1.78885438199909</td><td>NA</td><td>NA</td><td>-0.321750554396375   </td><td>8 </td></tr>\n",
       "\t<tr><td>65.12           </td><td>118.32          </td><td>9.38419708654179</td><td>3.79315766096677</td><td>NA</td><td>NA</td><td>1.16236988732183     </td><td>9 </td></tr>\n",
       "\t<tr><td>138             </td><td>115             </td><td>0               </td><td>0               </td><td>NA</td><td>NA</td><td>0                    </td><td>10</td></tr>\n",
       "\t<tr><td>173.088         </td><td>120.44          </td><td>23.7939454615514</td><td>10.8030854561425</td><td>NA</td><td>NA</td><td>0.12779037477232     </td><td>11</td></tr>\n",
       "\t<tr><td>125             </td><td>117             </td><td>3.26598632370942</td><td>0               </td><td>NA</td><td>NA</td><td>-1.5707963267949     </td><td>12</td></tr>\n",
       "\t<tr><td>105             </td><td>8.71428571428571</td><td>3.02371578407588</td><td>2.79941684889511</td><td>NA</td><td>NA</td><td>-1.39266376207678e-12</td><td>13</td></tr>\n",
       "\t<tr><td>52.65           </td><td>119.55          </td><td>6.33137050565772</td><td>3.93874948684139</td><td>NA</td><td>NA</td><td>-1.37540426235772    </td><td>14</td></tr>\n",
       "\t<tr><td>77.5            </td><td>118.5           </td><td>2               </td><td>2               </td><td>NA</td><td>NA</td><td>0                    </td><td>15</td></tr>\n",
       "\t<tr><td>26.4047619047619</td><td>127.373015873016</td><td>23.2061002122394</td><td>7.782406582729  </td><td>NA</td><td>NA</td><td>-1.1545263939604     </td><td>16</td></tr>\n",
       "\t<tr><td>86.983606557377 </td><td>127.114754098361</td><td>13.5211075134196</td><td>6.27621583041621</td><td>NA</td><td>NA</td><td>-0.834131741479452   </td><td>17</td></tr>\n",
       "\t<tr><td>64.25           </td><td>125             </td><td>2.82842712474619</td><td>1.73205080756888</td><td>NA</td><td>NA</td><td>-1.5707963267949     </td><td>18</td></tr>\n",
       "\t<tr><td>99.377358490566 </td><td>129.509433962264</td><td>11.9035333632372</td><td>6.50889400981891</td><td>NA</td><td>NA</td><td>1.55198276136682     </td><td>19</td></tr>\n",
       "\t<tr><td>193.6           </td><td>125.8           </td><td>3.09838667697251</td><td>1.78885438198519</td><td>NA</td><td>NA</td><td>-1.24904577239553    </td><td>20</td></tr>\n",
       "\t<tr><td>41.84           </td><td>128.4           </td><td>6.07752323323418</td><td>5.28527306290434</td><td>NA</td><td>NA</td><td>-1.21432404314039    </td><td>21</td></tr>\n",
       "\t<tr><td>122.902597402597</td><td>132.772727272727</td><td>14.4387882464185</td><td>13.9236427260626</td><td>NA</td><td>NA</td><td>0.705078386886165    </td><td>22</td></tr>\n",
       "\t<tr><td>69.1702127659574</td><td>134.670212765957</td><td>19.4032431949018</td><td>7.91657397870116</td><td>NA</td><td>NA</td><td>1.27654376675037     </td><td>23</td></tr>\n",
       "\t<tr><td>140.5           </td><td>8.5             </td><td>2               </td><td>2               </td><td>NA</td><td>NA</td><td>0                    </td><td>24</td></tr>\n",
       "\t<tr><td>185.6           </td><td>131.733333333333</td><td>6.44474250760075</td><td>3.19909094895142</td><td>NA</td><td>NA</td><td>-1.55716334256621    </td><td>25</td></tr>\n",
       "\t<tr><td>172.428571428571</td><td>131.714285714286</td><td>4.15537470567399</td><td>1.90547113310948</td><td>NA</td><td>NA</td><td>-1.42506792955351    </td><td>26</td></tr>\n",
       "\t<tr><td>199.653465346535</td><td>137.138613861386</td><td>15.6527036589454</td><td>9.62112505195178</td><td>NA</td><td>NA</td><td>0.980026746601844    </td><td>27</td></tr>\n",
       "\t<tr><td>225.525423728814</td><td>135.576271186441</td><td>14.0197171239129</td><td>5.61671639288455</td><td>NA</td><td>NA</td><td>0.443585897677941    </td><td>28</td></tr>\n",
       "\t<tr><td>158.6           </td><td>137.571428571429</td><td>12.1419173788632</td><td>4.4065773563478 </td><td>NA</td><td>NA</td><td>-0.37776199377028    </td><td>29</td></tr>\n",
       "\t<tr><td>17.6571428571429</td><td>140.171428571429</td><td>7.62150712713029</td><td>6.18906017467537</td><td>NA</td><td>NA</td><td>0.533195579740987    </td><td>30</td></tr>\n",
       "\t<tr><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td></tr>\n",
       "\t<tr><td>60.375          </td><td>80              </td><td>4.89897948556636</td><td>1.93649167310371</td><td>NA</td><td>NA</td><td>-1.5707963267949   </td><td>211</td></tr>\n",
       "\t<tr><td>64.7142857142857</td><td>78.8571428571429</td><td>4.37534528542514</td><td>2.0896309997102 </td><td>NA</td><td>NA</td><td>0.392699081698376  </td><td>212</td></tr>\n",
       "\t<tr><td>148.964285714286</td><td>83.1785714285714</td><td>14.9756950614374</td><td>5.53412293055224</td><td>NA</td><td>NA</td><td>0.215607668541409  </td><td>213</td></tr>\n",
       "\t<tr><td>80.25           </td><td>81.75           </td><td>3.46410161513775</td><td>1.4142135623731 </td><td>NA</td><td>NA</td><td>0.321750554396642  </td><td>214</td></tr>\n",
       "\t<tr><td>255.125         </td><td>83.75           </td><td>6.60289771671258</td><td>3.02518457992762</td><td>NA</td><td>NA</td><td>1.43862510691498   </td><td>215</td></tr>\n",
       "\t<tr><td>1.5             </td><td>84              </td><td>5.65685424949238</td><td>2               </td><td>NA</td><td>NA</td><td>-1.5707963267949   </td><td>216</td></tr>\n",
       "\t<tr><td>12.5            </td><td>82.5            </td><td>2               </td><td>2               </td><td>NA</td><td>NA</td><td>0                  </td><td>217</td></tr>\n",
       "\t<tr><td>77              </td><td>82.5            </td><td>2               </td><td>0               </td><td>NA</td><td>NA</td><td>-1.5707963267949   </td><td>218</td></tr>\n",
       "\t<tr><td>81.625          </td><td>8.76388888888889</td><td>18.931990912656 </td><td>5.71488993740865</td><td>NA</td><td>NA</td><td>-0.0523665611700603</td><td>219</td></tr>\n",
       "\t<tr><td>201.266666666667</td><td>86.3777777777778</td><td>9.79105964533295</td><td>5.95562524082737</td><td>NA</td><td>NA</td><td>-1.07079964556212  </td><td>220</td></tr>\n",
       "\t<tr><td>175.25          </td><td>88.5            </td><td>5.29150262212918</td><td>3.87298334620742</td><td>NA</td><td>NA</td><td>-1.5707963267949   </td><td>221</td></tr>\n",
       "\t<tr><td>26.7096774193548</td><td>90.6129032258064</td><td>12.8530828759802</td><td>6.331225855466  </td><td>NA</td><td>NA</td><td>0.485011795524207  </td><td>222</td></tr>\n",
       "\t<tr><td>233             </td><td>88.8125         </td><td>6.51824510191157</td><td>3.15435901434917</td><td>NA</td><td>NA</td><td>-0.462879265387388 </td><td>223</td></tr>\n",
       "\t<tr><td>70.4            </td><td>90.2            </td><td>3.09838667696288</td><td>1.7888543819978 </td><td>NA</td><td>NA</td><td>-1.24904577240076  </td><td>224</td></tr>\n",
       "\t<tr><td>90.0153846153846</td><td>95.3384615384615</td><td>10.0286080531355</td><td>8.49196155485219</td><td>NA</td><td>NA</td><td>-1.55642329028852  </td><td>225</td></tr>\n",
       "\t<tr><td>137.473684210526</td><td>94.6315789473684</td><td>6.54560422017892</td><td>4.13249356513248</td><td>NA</td><td>NA</td><td>1.01722196789785   </td><td>226</td></tr>\n",
       "\t<tr><td>145.093023255814</td><td>95.3023255813954</td><td>9.05561193325286</td><td>7.17389675306088</td><td>NA</td><td>NA</td><td>-0.184359965360197 </td><td>227</td></tr>\n",
       "\t<tr><td>166.222222222222</td><td>94.1111111111111</td><td>4.31259446356955</td><td>2.66092866090112</td><td>NA</td><td>NA</td><td>-1.05560791353491  </td><td>228</td></tr>\n",
       "\t<tr><td>217             </td><td>94              </td><td>3.26598632370942</td><td>0               </td><td>NA</td><td>NA</td><td>-1.5707963267949   </td><td>229</td></tr>\n",
       "\t<tr><td>49.1764705882353</td><td>9.23529411764706</td><td>5.67463535152451</td><td>3.79663411224214</td><td>NA</td><td>NA</td><td>-0.694636224968552 </td><td>230</td></tr>\n",
       "\t<tr><td>237             </td><td>94              </td><td>0               </td><td>0               </td><td>NA</td><td>NA</td><td>0                  </td><td>231</td></tr>\n",
       "\t<tr><td>203.75          </td><td>98.4166666666667</td><td>10.4562580942408</td><td>3.85861230092796</td><td>NA</td><td>NA</td><td>0.540419500270439  </td><td>232</td></tr>\n",
       "\t<tr><td>117.469696969697</td><td>101.416666666667</td><td>16.1251337745639</td><td>10.6617277718554</td><td>NA</td><td>NA</td><td>0.183696611424955  </td><td>233</td></tr>\n",
       "\t<tr><td>221.307692307692</td><td>98.6153846153846</td><td>7.10707545178759</td><td>4.68140086144037</td><td>NA</td><td>NA</td><td>-0.727327349958734 </td><td>234</td></tr>\n",
       "\t<tr><td>49.2            </td><td>98.3            </td><td>4.5413850547356 </td><td>2.77413442079348</td><td>NA</td><td>NA</td><td>-1.25275857544377  </td><td>235</td></tr>\n",
       "\t<tr><td>176.586538461538</td><td>102.182692307692</td><td>18.5080575660813</td><td>7.42331807782222</td><td>NA</td><td>NA</td><td>-0.445786884774115 </td><td>236</td></tr>\n",
       "\t<tr><td>45              </td><td>98              </td><td>0               </td><td>0               </td><td>NA</td><td>NA</td><td>0                  </td><td>237</td></tr>\n",
       "\t<tr><td>39.2903225806452</td><td>102.870967741935</td><td>12.8199348611956</td><td>7.3067861931975 </td><td>NA</td><td>NA</td><td>-0.746045546162609 </td><td>238</td></tr>\n",
       "\t<tr><td>22.7142857142857</td><td>104.904761904762</td><td>8.35633677062996</td><td>6.8421945825549 </td><td>NA</td><td>NA</td><td>-1.11550492490951  </td><td>239</td></tr>\n",
       "\t<tr><td>2.36363636363636</td><td>105.090909090909</td><td>4.34612998414177</td><td>3.06735632460415</td><td>NA</td><td>NA</td><td>-0.263033209498027 </td><td>240</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "A data.frame: 240 × 8\n",
       "\\begin{tabular}{llllllll}\n",
       " x & y & rx & ry & w & h & theta & text\\\\\n",
       " <chr> & <chr> & <chr> & <chr> & <chr> & <chr> & <chr> & <chr>\\\\\n",
       "\\hline\n",
       "\t 21               & 1                & 0                & 0                & NA & NA & 0                     & 1 \\\\\n",
       "\t 137              & 8.5              & 3.46410161513775 & 2.82842712474619 & NA & NA & -1.5707963267949      & 2 \\\\\n",
       "\t 242.413793103448 & 106.724137931034 & 6.27895460943305 & 5.81884133707928 & NA & NA & -0.51225761447762     & 3 \\\\\n",
       "\t 222.083333333333 & 107.416666666667 & 5.04402536508443 & 3.00037540331586 & NA & NA & 1.45486399636712      & 4 \\\\\n",
       "\t 93.6             & 109.8            & 3.09838667697063 & 1.78885438200471 & NA & NA & -1.24904577239644     & 5 \\\\\n",
       "\t 2.33333333333333 & 111.111111111111 & 3.88575337505748 & 2.79544289069596 & NA & NA & 0.354313136063922     & 6 \\\\\n",
       "\t 85.1666666666667 & 113.666666666667 & 4.36333821343559 & 1.65500979239979 & NA & NA & -0.225726545776959    & 7 \\\\\n",
       "\t 3.2              & 114.4            & 3.09838667696579 & 1.78885438199909 & NA & NA & -0.321750554396375    & 8 \\\\\n",
       "\t 65.12            & 118.32           & 9.38419708654179 & 3.79315766096677 & NA & NA & 1.16236988732183      & 9 \\\\\n",
       "\t 138              & 115              & 0                & 0                & NA & NA & 0                     & 10\\\\\n",
       "\t 173.088          & 120.44           & 23.7939454615514 & 10.8030854561425 & NA & NA & 0.12779037477232      & 11\\\\\n",
       "\t 125              & 117              & 3.26598632370942 & 0                & NA & NA & -1.5707963267949      & 12\\\\\n",
       "\t 105              & 8.71428571428571 & 3.02371578407588 & 2.79941684889511 & NA & NA & -1.39266376207678e-12 & 13\\\\\n",
       "\t 52.65            & 119.55           & 6.33137050565772 & 3.93874948684139 & NA & NA & -1.37540426235772     & 14\\\\\n",
       "\t 77.5             & 118.5            & 2                & 2                & NA & NA & 0                     & 15\\\\\n",
       "\t 26.4047619047619 & 127.373015873016 & 23.2061002122394 & 7.782406582729   & NA & NA & -1.1545263939604      & 16\\\\\n",
       "\t 86.983606557377  & 127.114754098361 & 13.5211075134196 & 6.27621583041621 & NA & NA & -0.834131741479452    & 17\\\\\n",
       "\t 64.25            & 125              & 2.82842712474619 & 1.73205080756888 & NA & NA & -1.5707963267949      & 18\\\\\n",
       "\t 99.377358490566  & 129.509433962264 & 11.9035333632372 & 6.50889400981891 & NA & NA & 1.55198276136682      & 19\\\\\n",
       "\t 193.6            & 125.8            & 3.09838667697251 & 1.78885438198519 & NA & NA & -1.24904577239553     & 20\\\\\n",
       "\t 41.84            & 128.4            & 6.07752323323418 & 5.28527306290434 & NA & NA & -1.21432404314039     & 21\\\\\n",
       "\t 122.902597402597 & 132.772727272727 & 14.4387882464185 & 13.9236427260626 & NA & NA & 0.705078386886165     & 22\\\\\n",
       "\t 69.1702127659574 & 134.670212765957 & 19.4032431949018 & 7.91657397870116 & NA & NA & 1.27654376675037      & 23\\\\\n",
       "\t 140.5            & 8.5              & 2                & 2                & NA & NA & 0                     & 24\\\\\n",
       "\t 185.6            & 131.733333333333 & 6.44474250760075 & 3.19909094895142 & NA & NA & -1.55716334256621     & 25\\\\\n",
       "\t 172.428571428571 & 131.714285714286 & 4.15537470567399 & 1.90547113310948 & NA & NA & -1.42506792955351     & 26\\\\\n",
       "\t 199.653465346535 & 137.138613861386 & 15.6527036589454 & 9.62112505195178 & NA & NA & 0.980026746601844     & 27\\\\\n",
       "\t 225.525423728814 & 135.576271186441 & 14.0197171239129 & 5.61671639288455 & NA & NA & 0.443585897677941     & 28\\\\\n",
       "\t 158.6            & 137.571428571429 & 12.1419173788632 & 4.4065773563478  & NA & NA & -0.37776199377028     & 29\\\\\n",
       "\t 17.6571428571429 & 140.171428571429 & 7.62150712713029 & 6.18906017467537 & NA & NA & 0.533195579740987     & 30\\\\\n",
       "\t ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮\\\\\n",
       "\t 60.375           & 80               & 4.89897948556636 & 1.93649167310371 & NA & NA & -1.5707963267949    & 211\\\\\n",
       "\t 64.7142857142857 & 78.8571428571429 & 4.37534528542514 & 2.0896309997102  & NA & NA & 0.392699081698376   & 212\\\\\n",
       "\t 148.964285714286 & 83.1785714285714 & 14.9756950614374 & 5.53412293055224 & NA & NA & 0.215607668541409   & 213\\\\\n",
       "\t 80.25            & 81.75            & 3.46410161513775 & 1.4142135623731  & NA & NA & 0.321750554396642   & 214\\\\\n",
       "\t 255.125          & 83.75            & 6.60289771671258 & 3.02518457992762 & NA & NA & 1.43862510691498    & 215\\\\\n",
       "\t 1.5              & 84               & 5.65685424949238 & 2                & NA & NA & -1.5707963267949    & 216\\\\\n",
       "\t 12.5             & 82.5             & 2                & 2                & NA & NA & 0                   & 217\\\\\n",
       "\t 77               & 82.5             & 2                & 0                & NA & NA & -1.5707963267949    & 218\\\\\n",
       "\t 81.625           & 8.76388888888889 & 18.931990912656  & 5.71488993740865 & NA & NA & -0.0523665611700603 & 219\\\\\n",
       "\t 201.266666666667 & 86.3777777777778 & 9.79105964533295 & 5.95562524082737 & NA & NA & -1.07079964556212   & 220\\\\\n",
       "\t 175.25           & 88.5             & 5.29150262212918 & 3.87298334620742 & NA & NA & -1.5707963267949    & 221\\\\\n",
       "\t 26.7096774193548 & 90.6129032258064 & 12.8530828759802 & 6.331225855466   & NA & NA & 0.485011795524207   & 222\\\\\n",
       "\t 233              & 88.8125          & 6.51824510191157 & 3.15435901434917 & NA & NA & -0.462879265387388  & 223\\\\\n",
       "\t 70.4             & 90.2             & 3.09838667696288 & 1.7888543819978  & NA & NA & -1.24904577240076   & 224\\\\\n",
       "\t 90.0153846153846 & 95.3384615384615 & 10.0286080531355 & 8.49196155485219 & NA & NA & -1.55642329028852   & 225\\\\\n",
       "\t 137.473684210526 & 94.6315789473684 & 6.54560422017892 & 4.13249356513248 & NA & NA & 1.01722196789785    & 226\\\\\n",
       "\t 145.093023255814 & 95.3023255813954 & 9.05561193325286 & 7.17389675306088 & NA & NA & -0.184359965360197  & 227\\\\\n",
       "\t 166.222222222222 & 94.1111111111111 & 4.31259446356955 & 2.66092866090112 & NA & NA & -1.05560791353491   & 228\\\\\n",
       "\t 217              & 94               & 3.26598632370942 & 0                & NA & NA & -1.5707963267949    & 229\\\\\n",
       "\t 49.1764705882353 & 9.23529411764706 & 5.67463535152451 & 3.79663411224214 & NA & NA & -0.694636224968552  & 230\\\\\n",
       "\t 237              & 94               & 0                & 0                & NA & NA & 0                   & 231\\\\\n",
       "\t 203.75           & 98.4166666666667 & 10.4562580942408 & 3.85861230092796 & NA & NA & 0.540419500270439   & 232\\\\\n",
       "\t 117.469696969697 & 101.416666666667 & 16.1251337745639 & 10.6617277718554 & NA & NA & 0.183696611424955   & 233\\\\\n",
       "\t 221.307692307692 & 98.6153846153846 & 7.10707545178759 & 4.68140086144037 & NA & NA & -0.727327349958734  & 234\\\\\n",
       "\t 49.2             & 98.3             & 4.5413850547356  & 2.77413442079348 & NA & NA & -1.25275857544377   & 235\\\\\n",
       "\t 176.586538461538 & 102.182692307692 & 18.5080575660813 & 7.42331807782222 & NA & NA & -0.445786884774115  & 236\\\\\n",
       "\t 45               & 98               & 0                & 0                & NA & NA & 0                   & 237\\\\\n",
       "\t 39.2903225806452 & 102.870967741935 & 12.8199348611956 & 7.3067861931975  & NA & NA & -0.746045546162609  & 238\\\\\n",
       "\t 22.7142857142857 & 104.904761904762 & 8.35633677062996 & 6.8421945825549  & NA & NA & -1.11550492490951   & 239\\\\\n",
       "\t 2.36363636363636 & 105.090909090909 & 4.34612998414177 & 3.06735632460415 & NA & NA & -0.263033209498027  & 240\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "A data.frame: 240 × 8\n",
       "\n",
       "| x &lt;chr&gt; | y &lt;chr&gt; | rx &lt;chr&gt; | ry &lt;chr&gt; | w &lt;chr&gt; | h &lt;chr&gt; | theta &lt;chr&gt; | text &lt;chr&gt; |\n",
       "|---|---|---|---|---|---|---|---|\n",
       "| 21               | 1                | 0                | 0                | NA | NA | 0                     | 1  |\n",
       "| 137              | 8.5              | 3.46410161513775 | 2.82842712474619 | NA | NA | -1.5707963267949      | 2  |\n",
       "| 242.413793103448 | 106.724137931034 | 6.27895460943305 | 5.81884133707928 | NA | NA | -0.51225761447762     | 3  |\n",
       "| 222.083333333333 | 107.416666666667 | 5.04402536508443 | 3.00037540331586 | NA | NA | 1.45486399636712      | 4  |\n",
       "| 93.6             | 109.8            | 3.09838667697063 | 1.78885438200471 | NA | NA | -1.24904577239644     | 5  |\n",
       "| 2.33333333333333 | 111.111111111111 | 3.88575337505748 | 2.79544289069596 | NA | NA | 0.354313136063922     | 6  |\n",
       "| 85.1666666666667 | 113.666666666667 | 4.36333821343559 | 1.65500979239979 | NA | NA | -0.225726545776959    | 7  |\n",
       "| 3.2              | 114.4            | 3.09838667696579 | 1.78885438199909 | NA | NA | -0.321750554396375    | 8  |\n",
       "| 65.12            | 118.32           | 9.38419708654179 | 3.79315766096677 | NA | NA | 1.16236988732183      | 9  |\n",
       "| 138              | 115              | 0                | 0                | NA | NA | 0                     | 10 |\n",
       "| 173.088          | 120.44           | 23.7939454615514 | 10.8030854561425 | NA | NA | 0.12779037477232      | 11 |\n",
       "| 125              | 117              | 3.26598632370942 | 0                | NA | NA | -1.5707963267949      | 12 |\n",
       "| 105              | 8.71428571428571 | 3.02371578407588 | 2.79941684889511 | NA | NA | -1.39266376207678e-12 | 13 |\n",
       "| 52.65            | 119.55           | 6.33137050565772 | 3.93874948684139 | NA | NA | -1.37540426235772     | 14 |\n",
       "| 77.5             | 118.5            | 2                | 2                | NA | NA | 0                     | 15 |\n",
       "| 26.4047619047619 | 127.373015873016 | 23.2061002122394 | 7.782406582729   | NA | NA | -1.1545263939604      | 16 |\n",
       "| 86.983606557377  | 127.114754098361 | 13.5211075134196 | 6.27621583041621 | NA | NA | -0.834131741479452    | 17 |\n",
       "| 64.25            | 125              | 2.82842712474619 | 1.73205080756888 | NA | NA | -1.5707963267949      | 18 |\n",
       "| 99.377358490566  | 129.509433962264 | 11.9035333632372 | 6.50889400981891 | NA | NA | 1.55198276136682      | 19 |\n",
       "| 193.6            | 125.8            | 3.09838667697251 | 1.78885438198519 | NA | NA | -1.24904577239553     | 20 |\n",
       "| 41.84            | 128.4            | 6.07752323323418 | 5.28527306290434 | NA | NA | -1.21432404314039     | 21 |\n",
       "| 122.902597402597 | 132.772727272727 | 14.4387882464185 | 13.9236427260626 | NA | NA | 0.705078386886165     | 22 |\n",
       "| 69.1702127659574 | 134.670212765957 | 19.4032431949018 | 7.91657397870116 | NA | NA | 1.27654376675037      | 23 |\n",
       "| 140.5            | 8.5              | 2                | 2                | NA | NA | 0                     | 24 |\n",
       "| 185.6            | 131.733333333333 | 6.44474250760075 | 3.19909094895142 | NA | NA | -1.55716334256621     | 25 |\n",
       "| 172.428571428571 | 131.714285714286 | 4.15537470567399 | 1.90547113310948 | NA | NA | -1.42506792955351     | 26 |\n",
       "| 199.653465346535 | 137.138613861386 | 15.6527036589454 | 9.62112505195178 | NA | NA | 0.980026746601844     | 27 |\n",
       "| 225.525423728814 | 135.576271186441 | 14.0197171239129 | 5.61671639288455 | NA | NA | 0.443585897677941     | 28 |\n",
       "| 158.6            | 137.571428571429 | 12.1419173788632 | 4.4065773563478  | NA | NA | -0.37776199377028     | 29 |\n",
       "| 17.6571428571429 | 140.171428571429 | 7.62150712713029 | 6.18906017467537 | NA | NA | 0.533195579740987     | 30 |\n",
       "| ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ |\n",
       "| 60.375           | 80               | 4.89897948556636 | 1.93649167310371 | NA | NA | -1.5707963267949    | 211 |\n",
       "| 64.7142857142857 | 78.8571428571429 | 4.37534528542514 | 2.0896309997102  | NA | NA | 0.392699081698376   | 212 |\n",
       "| 148.964285714286 | 83.1785714285714 | 14.9756950614374 | 5.53412293055224 | NA | NA | 0.215607668541409   | 213 |\n",
       "| 80.25            | 81.75            | 3.46410161513775 | 1.4142135623731  | NA | NA | 0.321750554396642   | 214 |\n",
       "| 255.125          | 83.75            | 6.60289771671258 | 3.02518457992762 | NA | NA | 1.43862510691498    | 215 |\n",
       "| 1.5              | 84               | 5.65685424949238 | 2                | NA | NA | -1.5707963267949    | 216 |\n",
       "| 12.5             | 82.5             | 2                | 2                | NA | NA | 0                   | 217 |\n",
       "| 77               | 82.5             | 2                | 0                | NA | NA | -1.5707963267949    | 218 |\n",
       "| 81.625           | 8.76388888888889 | 18.931990912656  | 5.71488993740865 | NA | NA | -0.0523665611700603 | 219 |\n",
       "| 201.266666666667 | 86.3777777777778 | 9.79105964533295 | 5.95562524082737 | NA | NA | -1.07079964556212   | 220 |\n",
       "| 175.25           | 88.5             | 5.29150262212918 | 3.87298334620742 | NA | NA | -1.5707963267949    | 221 |\n",
       "| 26.7096774193548 | 90.6129032258064 | 12.8530828759802 | 6.331225855466   | NA | NA | 0.485011795524207   | 222 |\n",
       "| 233              | 88.8125          | 6.51824510191157 | 3.15435901434917 | NA | NA | -0.462879265387388  | 223 |\n",
       "| 70.4             | 90.2             | 3.09838667696288 | 1.7888543819978  | NA | NA | -1.24904577240076   | 224 |\n",
       "| 90.0153846153846 | 95.3384615384615 | 10.0286080531355 | 8.49196155485219 | NA | NA | -1.55642329028852   | 225 |\n",
       "| 137.473684210526 | 94.6315789473684 | 6.54560422017892 | 4.13249356513248 | NA | NA | 1.01722196789785    | 226 |\n",
       "| 145.093023255814 | 95.3023255813954 | 9.05561193325286 | 7.17389675306088 | NA | NA | -0.184359965360197  | 227 |\n",
       "| 166.222222222222 | 94.1111111111111 | 4.31259446356955 | 2.66092866090112 | NA | NA | -1.05560791353491   | 228 |\n",
       "| 217              | 94               | 3.26598632370942 | 0                | NA | NA | -1.5707963267949    | 229 |\n",
       "| 49.1764705882353 | 9.23529411764706 | 5.67463535152451 | 3.79663411224214 | NA | NA | -0.694636224968552  | 230 |\n",
       "| 237              | 94               | 0                | 0                | NA | NA | 0                   | 231 |\n",
       "| 203.75           | 98.4166666666667 | 10.4562580942408 | 3.85861230092796 | NA | NA | 0.540419500270439   | 232 |\n",
       "| 117.469696969697 | 101.416666666667 | 16.1251337745639 | 10.6617277718554 | NA | NA | 0.183696611424955   | 233 |\n",
       "| 221.307692307692 | 98.6153846153846 | 7.10707545178759 | 4.68140086144037 | NA | NA | -0.727327349958734  | 234 |\n",
       "| 49.2             | 98.3             | 4.5413850547356  | 2.77413442079348 | NA | NA | -1.25275857544377   | 235 |\n",
       "| 176.586538461538 | 102.182692307692 | 18.5080575660813 | 7.42331807782222 | NA | NA | -0.445786884774115  | 236 |\n",
       "| 45               | 98               | 0                | 0                | NA | NA | 0                   | 237 |\n",
       "| 39.2903225806452 | 102.870967741935 | 12.8199348611956 | 7.3067861931975  | NA | NA | -0.746045546162609  | 238 |\n",
       "| 22.7142857142857 | 104.904761904762 | 8.35633677062996 | 6.8421945825549  | NA | NA | -1.11550492490951   | 239 |\n",
       "| 2.36363636363636 | 105.090909090909 | 4.34612998414177 | 3.06735632460415 | NA | NA | -0.263033209498027  | 240 |\n",
       "\n"
      ],
      "text/plain": [
       "    x                y                rx               ry               w  h \n",
       "1   21               1                0                0                NA NA\n",
       "2   137              8.5              3.46410161513775 2.82842712474619 NA NA\n",
       "3   242.413793103448 106.724137931034 6.27895460943305 5.81884133707928 NA NA\n",
       "4   222.083333333333 107.416666666667 5.04402536508443 3.00037540331586 NA NA\n",
       "5   93.6             109.8            3.09838667697063 1.78885438200471 NA NA\n",
       "6   2.33333333333333 111.111111111111 3.88575337505748 2.79544289069596 NA NA\n",
       "7   85.1666666666667 113.666666666667 4.36333821343559 1.65500979239979 NA NA\n",
       "8   3.2              114.4            3.09838667696579 1.78885438199909 NA NA\n",
       "9   65.12            118.32           9.38419708654179 3.79315766096677 NA NA\n",
       "10  138              115              0                0                NA NA\n",
       "11  173.088          120.44           23.7939454615514 10.8030854561425 NA NA\n",
       "12  125              117              3.26598632370942 0                NA NA\n",
       "13  105              8.71428571428571 3.02371578407588 2.79941684889511 NA NA\n",
       "14  52.65            119.55           6.33137050565772 3.93874948684139 NA NA\n",
       "15  77.5             118.5            2                2                NA NA\n",
       "16  26.4047619047619 127.373015873016 23.2061002122394 7.782406582729   NA NA\n",
       "17  86.983606557377  127.114754098361 13.5211075134196 6.27621583041621 NA NA\n",
       "18  64.25            125              2.82842712474619 1.73205080756888 NA NA\n",
       "19  99.377358490566  129.509433962264 11.9035333632372 6.50889400981891 NA NA\n",
       "20  193.6            125.8            3.09838667697251 1.78885438198519 NA NA\n",
       "21  41.84            128.4            6.07752323323418 5.28527306290434 NA NA\n",
       "22  122.902597402597 132.772727272727 14.4387882464185 13.9236427260626 NA NA\n",
       "23  69.1702127659574 134.670212765957 19.4032431949018 7.91657397870116 NA NA\n",
       "24  140.5            8.5              2                2                NA NA\n",
       "25  185.6            131.733333333333 6.44474250760075 3.19909094895142 NA NA\n",
       "26  172.428571428571 131.714285714286 4.15537470567399 1.90547113310948 NA NA\n",
       "27  199.653465346535 137.138613861386 15.6527036589454 9.62112505195178 NA NA\n",
       "28  225.525423728814 135.576271186441 14.0197171239129 5.61671639288455 NA NA\n",
       "29  158.6            137.571428571429 12.1419173788632 4.4065773563478  NA NA\n",
       "30  17.6571428571429 140.171428571429 7.62150712713029 6.18906017467537 NA NA\n",
       "⋮   ⋮                ⋮                ⋮                ⋮                ⋮  ⋮ \n",
       "211 60.375           80               4.89897948556636 1.93649167310371 NA NA\n",
       "212 64.7142857142857 78.8571428571429 4.37534528542514 2.0896309997102  NA NA\n",
       "213 148.964285714286 83.1785714285714 14.9756950614374 5.53412293055224 NA NA\n",
       "214 80.25            81.75            3.46410161513775 1.4142135623731  NA NA\n",
       "215 255.125          83.75            6.60289771671258 3.02518457992762 NA NA\n",
       "216 1.5              84               5.65685424949238 2                NA NA\n",
       "217 12.5             82.5             2                2                NA NA\n",
       "218 77               82.5             2                0                NA NA\n",
       "219 81.625           8.76388888888889 18.931990912656  5.71488993740865 NA NA\n",
       "220 201.266666666667 86.3777777777778 9.79105964533295 5.95562524082737 NA NA\n",
       "221 175.25           88.5             5.29150262212918 3.87298334620742 NA NA\n",
       "222 26.7096774193548 90.6129032258064 12.8530828759802 6.331225855466   NA NA\n",
       "223 233              88.8125          6.51824510191157 3.15435901434917 NA NA\n",
       "224 70.4             90.2             3.09838667696288 1.7888543819978  NA NA\n",
       "225 90.0153846153846 95.3384615384615 10.0286080531355 8.49196155485219 NA NA\n",
       "226 137.473684210526 94.6315789473684 6.54560422017892 4.13249356513248 NA NA\n",
       "227 145.093023255814 95.3023255813954 9.05561193325286 7.17389675306088 NA NA\n",
       "228 166.222222222222 94.1111111111111 4.31259446356955 2.66092866090112 NA NA\n",
       "229 217              94               3.26598632370942 0                NA NA\n",
       "230 49.1764705882353 9.23529411764706 5.67463535152451 3.79663411224214 NA NA\n",
       "231 237              94               0                0                NA NA\n",
       "232 203.75           98.4166666666667 10.4562580942408 3.85861230092796 NA NA\n",
       "233 117.469696969697 101.416666666667 16.1251337745639 10.6617277718554 NA NA\n",
       "234 221.307692307692 98.6153846153846 7.10707545178759 4.68140086144037 NA NA\n",
       "235 49.2             98.3             4.5413850547356  2.77413442079348 NA NA\n",
       "236 176.586538461538 102.182692307692 18.5080575660813 7.42331807782222 NA NA\n",
       "237 45               98               0                0                NA NA\n",
       "238 39.2903225806452 102.870967741935 12.8199348611956 7.3067861931975  NA NA\n",
       "239 22.7142857142857 104.904761904762 8.35633677062996 6.8421945825549  NA NA\n",
       "240 2.36363636363636 105.090909090909 4.34612998414177 3.06735632460415 NA NA\n",
       "    theta                 text\n",
       "1   0                     1   \n",
       "2   -1.5707963267949      2   \n",
       "3   -0.51225761447762     3   \n",
       "4   1.45486399636712      4   \n",
       "5   -1.24904577239644     5   \n",
       "6   0.354313136063922     6   \n",
       "7   -0.225726545776959    7   \n",
       "8   -0.321750554396375    8   \n",
       "9   1.16236988732183      9   \n",
       "10  0                     10  \n",
       "11  0.12779037477232      11  \n",
       "12  -1.5707963267949      12  \n",
       "13  -1.39266376207678e-12 13  \n",
       "14  -1.37540426235772     14  \n",
       "15  0                     15  \n",
       "16  -1.1545263939604      16  \n",
       "17  -0.834131741479452    17  \n",
       "18  -1.5707963267949      18  \n",
       "19  1.55198276136682      19  \n",
       "20  -1.24904577239553     20  \n",
       "21  -1.21432404314039     21  \n",
       "22  0.705078386886165     22  \n",
       "23  1.27654376675037      23  \n",
       "24  0                     24  \n",
       "25  -1.55716334256621     25  \n",
       "26  -1.42506792955351     26  \n",
       "27  0.980026746601844     27  \n",
       "28  0.443585897677941     28  \n",
       "29  -0.37776199377028     29  \n",
       "30  0.533195579740987     30  \n",
       "⋮   ⋮                     ⋮   \n",
       "211 -1.5707963267949      211 \n",
       "212 0.392699081698376     212 \n",
       "213 0.215607668541409     213 \n",
       "214 0.321750554396642     214 \n",
       "215 1.43862510691498      215 \n",
       "216 -1.5707963267949      216 \n",
       "217 0                     217 \n",
       "218 -1.5707963267949      218 \n",
       "219 -0.0523665611700603   219 \n",
       "220 -1.07079964556212     220 \n",
       "221 -1.5707963267949      221 \n",
       "222 0.485011795524207     222 \n",
       "223 -0.462879265387388    223 \n",
       "224 -1.24904577240076     224 \n",
       "225 -1.55642329028852     225 \n",
       "226 1.01722196789785      226 \n",
       "227 -0.184359965360197    227 \n",
       "228 -1.05560791353491     228 \n",
       "229 -1.5707963267949      229 \n",
       "230 -0.694636224968552    230 \n",
       "231 0                     231 \n",
       "232 0.540419500270439     232 \n",
       "233 0.183696611424955     233 \n",
       "234 -0.727327349958734    234 \n",
       "235 -1.25275857544377     235 \n",
       "236 -0.445786884774115    236 \n",
       "237 0                     237 \n",
       "238 -0.746045546162609    238 \n",
       "239 -1.11550492490951     239 \n",
       "240 -0.263033209498027    240 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "rois <- createROIs(features)\n",
    "rois"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Automate"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Tasks:\n",
    "\n",
    "- Segment each image of a dataset.\n",
    "- For visualisation create an ROI for each of the objects detected.\n",
    "- For further analysis only take the largest object per image into account (assumption: this is a centriole). Parameters to evaluate for this object are area, perimeter and diameter\n",
    "\n",
    "Note: We need to be able to specify the channel. Only one channel in each image is relevant for our analysis. The relevant channel is identified by its name.\n",
    "\n",
    "We put all the pieces together and wrap them up in a function called 'analyzeImage':\n",
    "\n",
    "- Determine the relevant channel\n",
    "- Load the pixel values\n",
    "- Perform the segmentation\n",
    "- Calculate the features of the detected objects\n",
    "- Create ROIs to visualise the segmentation results (adding the ROI 'index' as text/comment so that we can identify the ROI in the features table)\n",
    "- Extract the valuable information for further statistical analysis (area, perimeter and diameter of the largest object) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1] \"Function 'analyzeImage' defined.\"\n"
     ]
    }
   ],
   "source": [
    "#' Performs an image segmentation to find the largest ROI of the image\n",
    "#' and returns some features of interest (area, perimeter and diameter).\n",
    "#' Optionally: Creates an ROI for each object detected by the segmentation.\n",
    "#'\n",
    "#' @param image The image to segment\n",
    "#' @param channelName The channel to be taken into account\n",
    "#' @param df The dataframe to add the features to (channelName, imageName, ImageID, ROIIndex, area, perimeter, diameter)\n",
    "#' @return The dataframe with the features\n",
    "analyzeImage <- function(image, channelName, df) {\n",
    "    # Find the channel index\n",
    "    chnames <- getChannelNames(image)\n",
    "    chindex <- match(channelName, chnames, nomatch = 0)\n",
    "    if (chindex == 0) {\n",
    "      message (paste(\"Could not resolve channel name, skipping \", image@dataobject$getId()))\n",
    "      return(df)\n",
    "    }\n",
    "    \n",
    "    # Load the pixels\n",
    "    pixels <- getPixelValues(image, 1, 1, chindex)\n",
    "    ebi <- EBImage::Image(data = pixels, colormode = 'Grayscale')\n",
    "    ebi <- normalize(ebi)\n",
    "     \n",
    "    # this is our segmentation workflow from above\n",
    "    threshImg <- thresh(ebi, w=15, h=15, offset=0.1)\n",
    "    threshImg <- medianFilter(threshImg, size=3)\n",
    "    threshImg <- fillHull(threshImg)          \n",
    "    threshImg <- bwlabel(threshImg)\n",
    "    \n",
    "    # Calculate the features\n",
    "    shapes = suppressMessages(computeFeatures.shape(threshImg))\n",
    "    moments = suppressMessages(computeFeatures.moment(threshImg))\n",
    "    features <- merge(shapes, moments, by=0, all=TRUE)\n",
    "    \n",
    "    if (length(features[,1])>1) {\n",
    "        # Add the ROIs to the image\n",
    "        rois <- createROIs(features)\n",
    "        \n",
    "        # Add the interesting properties (area, perimeter and diameter)\n",
    "        # of the largest object together with channel name, image name, image id \n",
    "        # and roi index to the dataframe\n",
    "        features <- features[order(-features[,2]),]\n",
    "        diameter <- features[1,4]*2\n",
    "        df <- rbind(df, c(channelName, image@dataobject$getName(), image@dataobject$getId(), features[1,1], features[1,2], features[1,3], diameter))\n",
    "    }\n",
    "    return(df)\n",
    "}\n",
    "print(\"Function 'analyzeImage' defined.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Iterate over the dataset and call the analyze function for each of the images:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "ename": "ERROR",
     "evalue": "Error in .jcall(\"RJavaTools\", \"Ljava/lang/Object;\", \"invokeMethod\", cl, : omero.gateway.exception.DSOutOfServiceException: Connection lost.\n",
     "output_type": "error",
     "traceback": [
      "Error in .jcall(\"RJavaTools\", \"Ljava/lang/Object;\", \"invokeMethod\", cl, : omero.gateway.exception.DSOutOfServiceException: Connection lost.\nTraceback:\n",
      "1. loadObject(server, \"DatasetData\", datasetId)",
      "2. loadObject(server, \"DatasetData\", datasetId)",
      "3. browse$getHierarchy(ctx, clazz, ids, .jnull(class = \"omero/sys/Parameters\"))",
      "4. .jrcall(x, name, ...)",
      "5. .jcall(\"RJavaTools\", \"Ljava/lang/Object;\", \"invokeMethod\", cl, \n .     .jcast(if (inherits(o, \"jobjRef\") || inherits(o, \"jarrayRef\")) o else cl, \n .         \"java/lang/Object\"), .jnew(\"java/lang/String\", method), \n .     j_p, j_pc, use.true.class = TRUE, evalString = simplify, \n .     evalArray = FALSE)",
      "6. .jcheck(silent = FALSE)"
     ]
    }
   ],
   "source": [
    "datasetId <- 51\n",
    "\n",
    "channelName <- 'CDK5RAP2-C'\n",
    "\n",
    "dataset <- loadObject(server, \"DatasetData\", datasetId)\n",
    "\n",
    "# Keep the channel name, image name, image id, area, perimeter, and diameter of the largest ROIs\n",
    "result <- data.frame(Channel = c('remove'), ImageName = c('remove'), Image = c(0), ROIIndex = c(0), Area = c(0), Perimeter = c(0), Diameter = c(0), stringsAsFactors = FALSE)\n",
    "\n",
    "images <- getImages(dataset)\n",
    "for (image in images) {\n",
    "    result <- tryCatch({\n",
    "        analyzeImage(image, channelName, result)\n",
    "    }, warning = function(war) {\n",
    "        message(paste(\"WARNING:  \", image@dataobject$getId(),war))\n",
    "        return(result)\n",
    "    }, error = function(err) {\n",
    "        message(paste(\"ERROR:  \", image@dataobject$getId() ,err))\n",
    "        return(result)\n",
    "    }, finally = {\n",
    "    })\n",
    "}\n",
    "\n",
    "result <- result[-1,]\n",
    "rownames(result) <- c()\n",
    "\n",
    "# set the correct datatypes\n",
    "result$Channel <- as.factor(result$Channel)\n",
    "result$Area <- as.numeric(result$Area)\n",
    "result$Perimeter <- as.numeric(result$Perimeter)\n",
    "result$Diameter <- as.numeric(result$Diameter)\n",
    "\n",
    "result"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Statistical analysis\n",
    "\n",
    "The image segmentation has already been run over the whole idr0021 project and the results attached to the project as table 'Summary from R'. \n",
    "We are going to load this table from OMERO as dataframe \"centrioles\". In this manner, we will quickly obtain a sizeable segmentation dataset to perform a statistical analysis on."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "projectId <- 51 \n",
    "project <- loadObject(server, \"ProjectData\", projectId)\n",
    "dataframes <- availableDataframes(project)\n",
    "print(dataframes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load the dataframe\n",
    "dfID <- dataframes$ID[1]\n",
    "centrioles <- loadDataframe(project, dfID)\n",
    "\n",
    "# Make sure the data types are correct\n",
    "centrioles$Dataset <- as.factor(centrioles$Dataset)\n",
    "centrioles$Diameter <- as.numeric(centrioles$Diameter)\n",
    "centrioles"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Order the datasets ascending by mean diameter \n",
    "ag <-aggregate(centrioles$Diameter ~ centrioles$Dataset, centrioles, median)\n",
    "ordered <- factor(centrioles$Dataset, levels=ag[order(ag$`centrioles$Diameter`), 'centrioles$Dataset'])\n",
    "\n",
    "# Draw the plot \n",
    "plot(centrioles$Diameter ~ ordered, ylab='Diameter (nm)', xlab=\"Protein\", cex.axis=0.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Interpretation\n",
    "\n",
    "#### One-way analysis of variance\n",
    "\n",
    "Is there a significant difference between the proteins?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "fit <- aov(centrioles$Diameter ~ centrioles$Dataset)\n",
    "summary(fit)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Two-sample Wilcoxon test of all pairwise combinations\n",
    "\n",
    "Are all proteins significantly different from each other?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Two-sample Wilcoxon test ('Mann-Whitney') of all pairwise combinations:\n",
    "combins <- combn(levels(centrioles$Dataset), 2)\n",
    "params_list <- split(as.vector(combins), rep(1:ncol(combins), each = nrow(combins)))\n",
    "testResults <- data.frame()\n",
    "for (param in params_list) {\n",
    "  testdf <- subset(centrioles, centrioles$Dataset %in% param)\n",
    "  pval <- wilcox.test(formula = Diameter ~ Dataset, data = testdf)$p.value\n",
    "  testResults <- rbind(testResults, data.frame(Protein_1=param[1], Protein_2=param[2], p_value=pval))\n",
    "}\n",
    "testResults"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally close the connection to the OMERO.server again:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "disconnect(server)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### License (BSD 2-Clause)\n",
    "\n",
    "Copyright (c) 2018-2021, University of Dundee All rights reserved.\n",
    "\n",
    "Redistribution and use in source and binary forms, with or without modification, are permitted provided that the following conditions are met:\n",
    "\n",
    "Redistributions of source code must retain the above copyright notice, this list of conditions and the following disclaimer.\n",
    "Redistributions in binary form must reproduce the above copyright notice, this list of conditions and the following disclaimer in the documentation and/or other materials provided with the distribution.\n",
    "THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS \"AS IS\" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE."
   ]
  }
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