diff --git a/segment_kinetic-chip.ipynb b/segment_kinetic-chip.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..d987275766505db6e2121c4ef82f0aa6bc9cfd9c
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+++ b/segment_kinetic-chip.ipynb
@@ -0,0 +1,953 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from functools import partial\n",
+    "from nd2_combine import tools\n",
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "import pims_nd2 as nd\n",
+    "import matplotlib.pyplot as plt\n",
+    "from droplet_growth import multiwell\n",
+    "import seaborn as sns\n",
+    "from segment import seg\n",
+    "from skimage.filters import threshold_otsu"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 82,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def segment_bf(well, thr=0.2, smooth=10, erode=10, fill=True, plot=False, verbose=0):\n",
+    "    '''\n",
+    "    Serments input 2d array using thresholded gradient with filling\n",
+    "    \n",
+    "    1. get gradient\n",
+    "    2. smooth with sigma\n",
+    "    3. threshold according to max * thr\n",
+    "    4. fill holes\n",
+    "    5. erode\n",
+    "    \n",
+    "    Returns labels\n",
+    "    '''\n",
+    "#     grad = multiwell.get_2d_gradient(well)\n",
+    "#     sm = multiwell.gaussian_filter(grad, smooth)\n",
+    "    sm = multiwell.gaussian_filter(well, smooth)\n",
+    "    \n",
+    "#     regions = sm > thr * sm.max()\n",
+    "    thresh = threshold_otsu(sm)\n",
+    "    regions = sm < thresh\n",
+    "    \n",
+    "    if fill:\n",
+    "        regions = multiwell.binary_fill_holes(regions)\n",
+    "    \n",
+    "    if erode:\n",
+    "        regions = multiwell.binary_erosion(regions, iterations=erode)\n",
+    "    \n",
+    "    labels, n_labels = multiwell.label(regions)\n",
+    "    if verbose:\n",
+    "        print(f'{n_labels} regions')\n",
+    "    if plot:\n",
+    "        fig, ax = multiwell.plt.subplots(1,2)\n",
+    "        ax[0].imshow(regions, cmap='gray')\n",
+    "        ax[1].imshow(labels)\n",
+    "        plt.show()\n",
+    "        \n",
+    "    return labels"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def get_largest_feature(labels):\n",
+    "    props = multiwell.regionprops_table(labels, properties=('label', 'major_axis_length', 'perimeter', 'area',))\n",
+    "    df = pd.DataFrame(props)\n",
+    "    max_label = df.area.idxmax(axis=0)\n",
+    "    return df.query(f'label == {df.label.values[max_label]}')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "path = '/home/aaristov/Multicell/Sebastien/mESC_aggregates/Time_evolution_spheroid/Chip_Kinetic.nd2'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "reader = nd.ND2_Reader(path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'x': 2048, 'y': 2044, 't': 31, 'm': 37}"
+      ]
+     },
+     "execution_count": 31,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "reader.sizes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "1.625"
+      ]
+     },
+     "execution_count": 32,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "reader.calibration"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 77,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "reader.default_coords['m'] = 0\n",
+    "reader.iter_axes = 't'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'x_um': 6354.400000000001,\n",
+       " 'y_um': 14855.400000000001,\n",
+       " 'z_um': 5188.5,\n",
+       " 't_ms': 3315.6334788799286,\n",
+       " 'colors': [(1.0, 1.0, 1.0)],\n",
+       " 'mpp': 1.625,\n",
+       " 'max_value': 65535,\n",
+       " 'x': 0,\n",
+       " 'y': 0,\n",
+       " 't': 0,\n",
+       " 'm': 2,\n",
+       " 'axes': ['y', 'x'],\n",
+       " 'coords': {'t': 0, 'm': 2}}"
+      ]
+     },
+     "execution_count": 48,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "reader[0].metadata"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 79,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# for img in reader:\n",
+    "def get_shape(img, thr=.5, smooth=5, erode=10, plot=True, verbose=0):\n",
+    "    t = img.metadata['t']\n",
+    "    pixel_size_um = img.metadata['mpp']\n",
+    "    \n",
+    "    crop = seg.crop_center(img)\n",
+    "    crop = seg.crop_center(crop)\n",
+    "    if plot:\n",
+    "        plt.imshow(crop, cmap='gray')\n",
+    "        plt.show()\n",
+    "    lb = segment_bf(crop, thr=thr, smooth=smooth, erode=erode, plot=plot, verbose=verbose)\n",
+    "    data = get_largest_feature(lb)\n",
+    "    data['circularity'] = data.area / (data.perimeter ** 2) * 4 * np.pi\n",
+    "    data.index = [t]\n",
+    "    data.index.name = 'time'\n",
+    "    data['well'] = img.metadata['m']\n",
+    "    data['time'] = t\n",
+    "    data['major_axis_length'] = data['major_axis_length'] * pixel_size_um\n",
+    "    data['perimeter'] = data['perimeter'] * pixel_size_um\n",
+    "    data['area'] = data['area'] * pixel_size_um ** 2\n",
+    "    if verbose:\n",
+    "        print (data)\n",
+    "    return data[[\"time\", \"well\", \"major_axis_length\",   \"perimeter\",  \"area\",  \"circularity\"]]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 83,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>time</th>\n",
+       "      <th>well</th>\n",
+       "      <th>major_axis_length</th>\n",
+       "      <th>perimeter</th>\n",
+       "      <th>area</th>\n",
+       "      <th>circularity</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>time</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>10</td>\n",
+       "      <td>0</td>\n",
+       "      <td>208.850504</td>\n",
+       "      <td>633.733585</td>\n",
+       "      <td>23036.8125</td>\n",
+       "      <td>0.720807</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      time  well  major_axis_length   perimeter        area  circularity\n",
+       "time                                                                    \n",
+       "10      10     0         208.850504  633.733585  23036.8125     0.720807"
+      ]
+     },
+     "execution_count": 83,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "get_shape(reader[10])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 73,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def get_single_well_shapes(well, reader, ):\n",
+    "    reader.default_coords['m'] = well\n",
+    "    reader.iter_axes = 't'\n",
+    "    print(f'Well #{well}')\n",
+    "    return pd.concat(list(map(get_shape, reader)))\n",
+    "\n",
+    "def get_all_well_shapes(reader):\n",
+    "    ms = range(reader.sizes['m'])\n",
+    "    return pd.concat(list(map(partial(get_single_well_shapes, reader=reader), ms)))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 55,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Well #0\n",
+      "Well #1\n",
+      "Well #2\n",
+      "Well #3\n",
+      "Well #4\n",
+      "Well #5\n",
+      "Well #6\n",
+      "Well #7\n",
+      "Well #8\n",
+      "Well #9\n",
+      "Well #10\n",
+      "Well #11\n",
+      "Well #12\n",
+      "Well #13\n",
+      "Well #14\n",
+      "Well #15\n",
+      "Well #16\n",
+      "Well #17\n",
+      "Well #18\n",
+      "Well #19\n",
+      "Well #20\n",
+      "Well #21\n",
+      "Well #22\n",
+      "Well #23\n",
+      "Well #24\n",
+      "Well #25\n",
+      "Well #26\n",
+      "Well #27\n",
+      "Well #28\n",
+      "Well #29\n",
+      "Well #30\n",
+      "Well #31\n",
+      "Well #32\n",
+      "Well #33\n",
+      "Well #34\n",
+      "Well #35\n",
+      "Well #36\n"
+     ]
+    }
+   ],
+   "source": [
+    "df = get_all_well_shapes(reader)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 56,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.swarmplot(data=df, x='time', y='major_axis_length')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 57,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.swarmplot(data=df.query('well < 10'), x='time', y='circularity')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 60,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "good_wells = df.query('time == 23').query('major_axis_length < 250').well.values\n",
+    "\n",
+    "fdf = df[df.well.isin(good_wells)]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 61,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.swarmplot(data=fdf, x='time', y='major_axis_length', hue='well')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 74,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0, 0.5, 'circularity')"
+      ]
+     },
+     "execution_count": 74,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 900x600 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plt.subplots(dpi=150)\n",
+    "ax2 = ax.twinx()\n",
+    "sns.lineplot(ax=ax, data=fdf, x='time', y='major_axis_length')\n",
+    "ax.set_ylabel('size, um', color='tab:blue')\n",
+    "sns.lineplot(ax=ax2, data=fdf, x='time', y='circularity', color='tab:orange')\n",
+    "ax2.set_ylabel('circularity', color='tab:orange')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 84,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "fdf.to_csv(path.replace('.nd2', '.csv'), index=None)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Int64Index([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9,\n",
+       "            ...\n",
+       "            23, 24, 25, 26, 27, 28, 29, 30, 31, 32],\n",
+       "           dtype='int64', name='time', length=825)"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.index"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0, 0.5, 'circularity')"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 900x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(dpi=150)\n",
+    "df.circularity.plot()\n",
+    "plt.xlabel('frame')\n",
+    "plt.title('Circularity vs time')\n",
+    "plt.ylabel('circularity')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 110,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>well</th>\n",
+       "      <th>major_axis_length</th>\n",
+       "      <th>perimeter</th>\n",
+       "      <th>area</th>\n",
+       "      <th>circularity</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>time</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0</td>\n",
+       "      <td>121.582529</td>\n",
+       "      <td>646.949314</td>\n",
+       "      <td>8839</td>\n",
+       "      <td>0.265383</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0</td>\n",
+       "      <td>109.254801</td>\n",
+       "      <td>422.617316</td>\n",
+       "      <td>6433</td>\n",
+       "      <td>0.452615</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0</td>\n",
+       "      <td>111.981147</td>\n",
+       "      <td>444.818326</td>\n",
+       "      <td>6759</td>\n",
+       "      <td>0.429266</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0</td>\n",
+       "      <td>95.467435</td>\n",
+       "      <td>347.119841</td>\n",
+       "      <td>5123</td>\n",
+       "      <td>0.534288</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>0</td>\n",
+       "      <td>86.514518</td>\n",
+       "      <td>300.391919</td>\n",
+       "      <td>3809</td>\n",
+       "      <td>0.530450</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>0</td>\n",
+       "      <td>86.369475</td>\n",
+       "      <td>296.534055</td>\n",
+       "      <td>3557</td>\n",
+       "      <td>0.508329</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>0</td>\n",
+       "      <td>75.432380</td>\n",
+       "      <td>251.279221</td>\n",
+       "      <td>3148</td>\n",
+       "      <td>0.626515</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>0</td>\n",
+       "      <td>69.204167</td>\n",
+       "      <td>212.592929</td>\n",
+       "      <td>2853</td>\n",
+       "      <td>0.793257</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>0</td>\n",
+       "      <td>62.674606</td>\n",
+       "      <td>189.722871</td>\n",
+       "      <td>2414</td>\n",
+       "      <td>0.842767</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>0</td>\n",
+       "      <td>58.977562</td>\n",
+       "      <td>181.722871</td>\n",
+       "      <td>2144</td>\n",
+       "      <td>0.815860</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>0</td>\n",
+       "      <td>56.832836</td>\n",
+       "      <td>182.066017</td>\n",
+       "      <td>2090</td>\n",
+       "      <td>0.792316</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>0</td>\n",
+       "      <td>55.013401</td>\n",
+       "      <td>166.267027</td>\n",
+       "      <td>1978</td>\n",
+       "      <td>0.899133</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>0</td>\n",
+       "      <td>52.759176</td>\n",
+       "      <td>161.438600</td>\n",
+       "      <td>1898</td>\n",
+       "      <td>0.915148</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>0</td>\n",
+       "      <td>50.630133</td>\n",
+       "      <td>157.781746</td>\n",
+       "      <td>1805</td>\n",
+       "      <td>0.911116</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>0</td>\n",
+       "      <td>51.220562</td>\n",
+       "      <td>156.710678</td>\n",
+       "      <td>1786</td>\n",
+       "      <td>0.913890</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>0</td>\n",
+       "      <td>51.819758</td>\n",
+       "      <td>159.781746</td>\n",
+       "      <td>1780</td>\n",
+       "      <td>0.876144</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>0</td>\n",
+       "      <td>50.878795</td>\n",
+       "      <td>156.710678</td>\n",
+       "      <td>1781</td>\n",
+       "      <td>0.911332</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>0</td>\n",
+       "      <td>50.141308</td>\n",
+       "      <td>156.124892</td>\n",
+       "      <td>1775</td>\n",
+       "      <td>0.915090</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>0</td>\n",
+       "      <td>50.327121</td>\n",
+       "      <td>154.710678</td>\n",
+       "      <td>1768</td>\n",
+       "      <td>0.928221</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>0</td>\n",
+       "      <td>50.682103</td>\n",
+       "      <td>156.953319</td>\n",
+       "      <td>1791</td>\n",
+       "      <td>0.913618</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>0</td>\n",
+       "      <td>50.436337</td>\n",
+       "      <td>156.953319</td>\n",
+       "      <td>1810</td>\n",
+       "      <td>0.923310</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>0</td>\n",
+       "      <td>49.946640</td>\n",
+       "      <td>156.710678</td>\n",
+       "      <td>1801</td>\n",
+       "      <td>0.921566</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>0</td>\n",
+       "      <td>49.784367</td>\n",
+       "      <td>157.296465</td>\n",
+       "      <td>1835</td>\n",
+       "      <td>0.931983</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>0</td>\n",
+       "      <td>51.041778</td>\n",
+       "      <td>160.124892</td>\n",
+       "      <td>1895</td>\n",
+       "      <td>0.928755</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>0</td>\n",
+       "      <td>50.254142</td>\n",
+       "      <td>159.539105</td>\n",
+       "      <td>1873</td>\n",
+       "      <td>0.924727</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>0</td>\n",
+       "      <td>50.419998</td>\n",
+       "      <td>160.710678</td>\n",
+       "      <td>1902</td>\n",
+       "      <td>0.925403</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>0</td>\n",
+       "      <td>51.103711</td>\n",
+       "      <td>163.781746</td>\n",
+       "      <td>1951</td>\n",
+       "      <td>0.913979</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>0</td>\n",
+       "      <td>50.111780</td>\n",
+       "      <td>161.296465</td>\n",
+       "      <td>1918</td>\n",
+       "      <td>0.926422</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>0</td>\n",
+       "      <td>51.005696</td>\n",
+       "      <td>164.710678</td>\n",
+       "      <td>1967</td>\n",
+       "      <td>0.911110</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>0</td>\n",
+       "      <td>52.302700</td>\n",
+       "      <td>168.367532</td>\n",
+       "      <td>2069</td>\n",
+       "      <td>0.917178</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>30</th>\n",
+       "      <td>0</td>\n",
+       "      <td>51.108547</td>\n",
+       "      <td>166.710678</td>\n",
+       "      <td>2033</td>\n",
+       "      <td>0.919222</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>31</th>\n",
+       "      <td>0</td>\n",
+       "      <td>51.116368</td>\n",
+       "      <td>165.195959</td>\n",
+       "      <td>1986</td>\n",
+       "      <td>0.914514</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>32</th>\n",
+       "      <td>0</td>\n",
+       "      <td>50.693365</td>\n",
+       "      <td>164.610173</td>\n",
+       "      <td>1974</td>\n",
+       "      <td>0.915469</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      well  major_axis_length   perimeter  area  circularity\n",
+       "time                                                        \n",
+       "0        0         121.582529  646.949314  8839     0.265383\n",
+       "1        0         109.254801  422.617316  6433     0.452615\n",
+       "2        0         111.981147  444.818326  6759     0.429266\n",
+       "3        0          95.467435  347.119841  5123     0.534288\n",
+       "4        0          86.514518  300.391919  3809     0.530450\n",
+       "5        0          86.369475  296.534055  3557     0.508329\n",
+       "6        0          75.432380  251.279221  3148     0.626515\n",
+       "7        0          69.204167  212.592929  2853     0.793257\n",
+       "8        0          62.674606  189.722871  2414     0.842767\n",
+       "9        0          58.977562  181.722871  2144     0.815860\n",
+       "10       0          56.832836  182.066017  2090     0.792316\n",
+       "11       0          55.013401  166.267027  1978     0.899133\n",
+       "12       0          52.759176  161.438600  1898     0.915148\n",
+       "13       0          50.630133  157.781746  1805     0.911116\n",
+       "14       0          51.220562  156.710678  1786     0.913890\n",
+       "15       0          51.819758  159.781746  1780     0.876144\n",
+       "16       0          50.878795  156.710678  1781     0.911332\n",
+       "17       0          50.141308  156.124892  1775     0.915090\n",
+       "18       0          50.327121  154.710678  1768     0.928221\n",
+       "19       0          50.682103  156.953319  1791     0.913618\n",
+       "20       0          50.436337  156.953319  1810     0.923310\n",
+       "21       0          49.946640  156.710678  1801     0.921566\n",
+       "22       0          49.784367  157.296465  1835     0.931983\n",
+       "23       0          51.041778  160.124892  1895     0.928755\n",
+       "24       0          50.254142  159.539105  1873     0.924727\n",
+       "25       0          50.419998  160.710678  1902     0.925403\n",
+       "26       0          51.103711  163.781746  1951     0.913979\n",
+       "27       0          50.111780  161.296465  1918     0.926422\n",
+       "28       0          51.005696  164.710678  1967     0.911110\n",
+       "29       0          52.302700  168.367532  2069     0.917178\n",
+       "30       0          51.108547  166.710678  2033     0.919222\n",
+       "31       0          51.116368  165.195959  1986     0.914514\n",
+       "32       0          50.693365  164.610173  1974     0.915469"
+      ]
+     },
+     "execution_count": 110,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}