diff --git a/Multiwell-june-july-2021-probs.ipynb b/Multiwell-june-july-2021-probs.ipynb
index c73112f9a225e7fd77522687a3d01c0c7598bde0..fe4dcd3f9b4488777c48183b9b8f52444a74d2c2 100644
--- a/Multiwell-june-july-2021-probs.ipynb
+++ b/Multiwell-june-july-2021-probs.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -11,8 +11,12 @@
     "from functools import partial\n",
     "import matplotlib.pyplot as plt\n",
     "from droplet_growth.mic import poisson\n",
+    "from droplet_growth import fit\n",
     "import numpy as np\n",
-    "import re"
+    "import re\n",
+    "import seaborn as sns\n",
+    "%load_ext autoreload\n",
+    "%autoreload 2"
    ]
   },
   {
@@ -111,7 +115,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 74,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -119,13 +123,15 @@
     "    df = pd.read_csv(path, index_col=0)\n",
     "    date = re.compile('/Data/(\\d+)-').findall(path)[0]\n",
     "    df.q.plot(label=date, ax=ax)\n",
-    "    ax.set_title('Single cell susceptibility to CF')\n",
-    "    "
+    "    plt.title('Single cell susceptibility to CF')\n",
+    "    df.loc[:, 'date'] = str(date[4:])\n",
+    "    df.loc[:, 'ng'] = df.index\n",
+    "    return df"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 75,
    "metadata": {},
    "outputs": [
     {
@@ -138,7 +144,7 @@
        " '/home/aaristov/Anchor/Lena/Data/20210705-MIC-0h/prob.csv']"
       ]
      },
-     "execution_count": 18,
+     "execution_count": 75,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -148,6 +154,546 @@
     "prob_paths"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 76,
+   "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>prob_survive</th>\n",
+       "      <th>q</th>\n",
+       "      <th>precision</th>\n",
+       "      <th>MSE</th>\n",
+       "      <th>date</th>\n",
+       "      <th>ng</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ng</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>0</th>\n",
+       "      <td>8.631011e-01</td>\n",
+       "      <td>0.136899</td>\n",
+       "      <td>[0.03160094]</td>\n",
+       "      <td>8.613906e-04</td>\n",
+       "      <td>0617</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>7.980558e-01</td>\n",
+       "      <td>0.201944</td>\n",
+       "      <td>[0.07477297]</td>\n",
+       "      <td>5.274446e-03</td>\n",
+       "      <td>0617</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>4.602266e-01</td>\n",
+       "      <td>0.539773</td>\n",
+       "      <td>[0.03254603]</td>\n",
+       "      <td>2.970329e-03</td>\n",
+       "      <td>0617</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>2.777141e-01</td>\n",
+       "      <td>0.722286</td>\n",
+       "      <td>[0.04315247]</td>\n",
+       "      <td>1.439075e-02</td>\n",
+       "      <td>0617</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>3.330708e-02</td>\n",
+       "      <td>0.966693</td>\n",
+       "      <td>[0.02894209]</td>\n",
+       "      <td>2.996894e-02</td>\n",
+       "      <td>0617</td>\n",
+       "      <td>8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>2.228848e-02</td>\n",
+       "      <td>0.977712</td>\n",
+       "      <td>[0.01508105]</td>\n",
+       "      <td>8.715204e-03</td>\n",
+       "      <td>0617</td>\n",
+       "      <td>10</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>8.191642e-01</td>\n",
+       "      <td>0.180836</td>\n",
+       "      <td>[0.08873028]</td>\n",
+       "      <td>7.186579e-03</td>\n",
+       "      <td>0623</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>9.192464e-01</td>\n",
+       "      <td>0.080754</td>\n",
+       "      <td>[0.01189074]</td>\n",
+       "      <td>1.161060e-04</td>\n",
+       "      <td>0623</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>7.383548e-01</td>\n",
+       "      <td>0.261645</td>\n",
+       "      <td>[0.01766203]</td>\n",
+       "      <td>3.298386e-04</td>\n",
+       "      <td>0623</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>4.642163e-01</td>\n",
+       "      <td>0.535784</td>\n",
+       "      <td>[0.05051575]</td>\n",
+       "      <td>7.018788e-03</td>\n",
+       "      <td>0623</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>1.737397e-01</td>\n",
+       "      <td>0.826260</td>\n",
+       "      <td>[0.01154306]</td>\n",
+       "      <td>1.966423e-03</td>\n",
+       "      <td>0623</td>\n",
+       "      <td>8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>3.366934e-02</td>\n",
+       "      <td>0.966331</td>\n",
+       "      <td>[0.01962014]</td>\n",
+       "      <td>1.374098e-02</td>\n",
+       "      <td>0623</td>\n",
+       "      <td>10</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>7.330091e-01</td>\n",
+       "      <td>0.266991</td>\n",
+       "      <td>[0.04320997]</td>\n",
+       "      <td>1.997505e-03</td>\n",
+       "      <td>0629</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>8.942279e-01</td>\n",
+       "      <td>0.105772</td>\n",
+       "      <td>[0.04681604]</td>\n",
+       "      <td>1.833866e-03</td>\n",
+       "      <td>0629</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>1.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>[0.074741]</td>\n",
+       "      <td>4.468973e-03</td>\n",
+       "      <td>0629</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>2.828580e-01</td>\n",
+       "      <td>0.717142</td>\n",
+       "      <td>[0.00941462]</td>\n",
+       "      <td>6.639202e-04</td>\n",
+       "      <td>0629</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>2.680021e-02</td>\n",
+       "      <td>0.973200</td>\n",
+       "      <td>[0.00260754]</td>\n",
+       "      <td>2.533236e-04</td>\n",
+       "      <td>0629</td>\n",
+       "      <td>8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>1.990715e-02</td>\n",
+       "      <td>0.980093</td>\n",
+       "      <td>[0.0025658]</td>\n",
+       "      <td>2.560301e-04</td>\n",
+       "      <td>0629</td>\n",
+       "      <td>10</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>2.747085e-03</td>\n",
+       "      <td>0.997253</td>\n",
+       "      <td>[0.00310827]</td>\n",
+       "      <td>4.179369e-04</td>\n",
+       "      <td>0629</td>\n",
+       "      <td>12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>1.846762e-03</td>\n",
+       "      <td>0.998153</td>\n",
+       "      <td>[0.00144546]</td>\n",
+       "      <td>9.088834e-05</td>\n",
+       "      <td>0629</td>\n",
+       "      <td>15</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>8.710631e-01</td>\n",
+       "      <td>0.128937</td>\n",
+       "      <td>[0.0083812]</td>\n",
+       "      <td>6.007650e-05</td>\n",
+       "      <td>0701</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>9.086061e-01</td>\n",
+       "      <td>0.091394</td>\n",
+       "      <td>[0.00142769]</td>\n",
+       "      <td>1.686152e-06</td>\n",
+       "      <td>0701</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>4.330173e-01</td>\n",
+       "      <td>0.566983</td>\n",
+       "      <td>[0.01614367]</td>\n",
+       "      <td>8.369969e-04</td>\n",
+       "      <td>0701</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>8.736935e-02</td>\n",
+       "      <td>0.912631</td>\n",
+       "      <td>[0.00799519]</td>\n",
+       "      <td>1.628802e-03</td>\n",
+       "      <td>0701</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>1.574737e-01</td>\n",
+       "      <td>0.842526</td>\n",
+       "      <td>[0.01001257]</td>\n",
+       "      <td>1.639711e-03</td>\n",
+       "      <td>0701</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>1.795365e-01</td>\n",
+       "      <td>0.820463</td>\n",
+       "      <td>[0.0055254]</td>\n",
+       "      <td>4.343832e-04</td>\n",
+       "      <td>0701</td>\n",
+       "      <td>7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>1.048297e-02</td>\n",
+       "      <td>0.989517</td>\n",
+       "      <td>[0.00216958]</td>\n",
+       "      <td>1.940948e-04</td>\n",
+       "      <td>0701</td>\n",
+       "      <td>10</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>2.022790e-03</td>\n",
+       "      <td>0.997977</td>\n",
+       "      <td>[0.00111431]</td>\n",
+       "      <td>5.395464e-05</td>\n",
+       "      <td>0701</td>\n",
+       "      <td>15</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>7.372000e-01</td>\n",
+       "      <td>0.262800</td>\n",
+       "      <td>[0.05095745]</td>\n",
+       "      <td>2.752456e-03</td>\n",
+       "      <td>0705</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>3.862803e-01</td>\n",
+       "      <td>0.613720</td>\n",
+       "      <td>[0.02937453]</td>\n",
+       "      <td>3.549182e-03</td>\n",
+       "      <td>0705</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>1.958713e-01</td>\n",
+       "      <td>0.804129</td>\n",
+       "      <td>[0.0090078]</td>\n",
+       "      <td>1.041589e-03</td>\n",
+       "      <td>0705</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>7.271892e-02</td>\n",
+       "      <td>0.927281</td>\n",
+       "      <td>[0.02128347]</td>\n",
+       "      <td>1.265853e-02</td>\n",
+       "      <td>0705</td>\n",
+       "      <td>7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>1.346589e-01</td>\n",
+       "      <td>0.865341</td>\n",
+       "      <td>[0.01385215]</td>\n",
+       "      <td>3.625822e-03</td>\n",
+       "      <td>0705</td>\n",
+       "      <td>8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>2.181057e-12</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>[inf]</td>\n",
+       "      <td>5.232596e-23</td>\n",
+       "      <td>0705</td>\n",
+       "      <td>12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>2.181057e-12</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>[inf]</td>\n",
+       "      <td>5.232596e-23</td>\n",
+       "      <td>0705</td>\n",
+       "      <td>15</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    prob_survive         q     precision           MSE  date  ng\n",
+       "ng                                                              \n",
+       "0   8.631011e-01  0.136899  [0.03160094]  8.613906e-04  0617   0\n",
+       "2   7.980558e-01  0.201944  [0.07477297]  5.274446e-03  0617   2\n",
+       "4   4.602266e-01  0.539773  [0.03254603]  2.970329e-03  0617   4\n",
+       "6   2.777141e-01  0.722286  [0.04315247]  1.439075e-02  0617   6\n",
+       "8   3.330708e-02  0.966693  [0.02894209]  2.996894e-02  0617   8\n",
+       "10  2.228848e-02  0.977712  [0.01508105]  8.715204e-03  0617  10\n",
+       "0   8.191642e-01  0.180836  [0.08873028]  7.186579e-03  0623   0\n",
+       "2   9.192464e-01  0.080754  [0.01189074]  1.161060e-04  0623   2\n",
+       "4   7.383548e-01  0.261645  [0.01766203]  3.298386e-04  0623   4\n",
+       "6   4.642163e-01  0.535784  [0.05051575]  7.018788e-03  0623   6\n",
+       "8   1.737397e-01  0.826260  [0.01154306]  1.966423e-03  0623   8\n",
+       "10  3.366934e-02  0.966331  [0.01962014]  1.374098e-02  0623  10\n",
+       "0   7.330091e-01  0.266991  [0.04320997]  1.997505e-03  0629   0\n",
+       "2   8.942279e-01  0.105772  [0.04681604]  1.833866e-03  0629   2\n",
+       "4   1.000000e+00  0.000000    [0.074741]  4.468973e-03  0629   4\n",
+       "6   2.828580e-01  0.717142  [0.00941462]  6.639202e-04  0629   6\n",
+       "8   2.680021e-02  0.973200  [0.00260754]  2.533236e-04  0629   8\n",
+       "10  1.990715e-02  0.980093   [0.0025658]  2.560301e-04  0629  10\n",
+       "12  2.747085e-03  0.997253  [0.00310827]  4.179369e-04  0629  12\n",
+       "15  1.846762e-03  0.998153  [0.00144546]  9.088834e-05  0629  15\n",
+       "0   8.710631e-01  0.128937   [0.0083812]  6.007650e-05  0701   0\n",
+       "2   9.086061e-01  0.091394  [0.00142769]  1.686152e-06  0701   2\n",
+       "4   4.330173e-01  0.566983  [0.01614367]  8.369969e-04  0701   4\n",
+       "5   8.736935e-02  0.912631  [0.00799519]  1.628802e-03  0701   5\n",
+       "6   1.574737e-01  0.842526  [0.01001257]  1.639711e-03  0701   6\n",
+       "7   1.795365e-01  0.820463   [0.0055254]  4.343832e-04  0701   7\n",
+       "10  1.048297e-02  0.989517  [0.00216958]  1.940948e-04  0701  10\n",
+       "15  2.022790e-03  0.997977  [0.00111431]  5.395464e-05  0701  15\n",
+       "0   7.372000e-01  0.262800  [0.05095745]  2.752456e-03  0705   0\n",
+       "5   3.862803e-01  0.613720  [0.02937453]  3.549182e-03  0705   5\n",
+       "6   1.958713e-01  0.804129   [0.0090078]  1.041589e-03  0705   6\n",
+       "7   7.271892e-02  0.927281  [0.02128347]  1.265853e-02  0705   7\n",
+       "8   1.346589e-01  0.865341  [0.01385215]  3.625822e-03  0705   8\n",
+       "12  2.181057e-12  1.000000         [inf]  5.232596e-23  0705  12\n",
+       "15  2.181057e-12  1.000000         [inf]  5.232596e-23  0705  15"
+      ]
+     },
+     "execution_count": 76,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "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": [
+    "probs = pd.concat(map(plot_single_cell_prob, prob_paths))\n",
+    "probs"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(array([  3.85070924, 308.56796627]), (0.7278467777863858, 366.00634008602276))"
+      ]
+     },
+     "execution_count": 43,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "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": [
+    "fig, ax = plt.subplots()\n",
+    "popt, err = fit.fit_sigmoid(probs, ax, fun=fit.hill)\n",
+    "popt, err"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 79,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 1.0, 'Single cell susceptibility')"
+      ]
+     },
+     "execution_count": 79,
+     "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": [
+    "fig, ax = plt.subplots(dpi=150)\n",
+    "sns.lineplot(data=probs.q, label='data')\n",
+    "plt.plot((x := np.linspace(0, probs.index.max(), 50)), fit.hill(x, *popt), lw=10, alpha=.5, color='tab:orange', label=f'Hill function fit n={popt[0]:.1f}, CE50={popt[1] ** (1/popt[0]):.1f}')\n",
+    "plt.legend()\n",
+    "plt.xlabel('ng')\n",
+    "plt.title('Single cell susceptibility')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 80,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 1.0, 'Single cell susceptibility')"
+      ]
+     },
+     "execution_count": 80,
+     "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": [
+    "fig, ax = plt.subplots(dpi=150)\n",
+    "sns.scatterplot(data=probs, x='ng', y='q', label='data')\n",
+    "plt.plot((x := np.linspace(0, probs.index.max(), 50)), fit.hill(x, *popt), lw=10, alpha=.5, color='tab:orange', label=f'Hill function fit n={popt[0]:.1f}, CE50={popt[1] ** (1/popt[0]):.1f}')\n",
+    "plt.legend()\n",
+    "plt.xlabel('ng')\n",
+    "plt.title('Single cell susceptibility')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
   {
    "cell_type": "code",
    "execution_count": 16,