diff --git a/actions/calculate-statistics/attributes.yaml b/actions/calculate-statistics/attributes.yaml
index 74a2c3c66..f08f399a2 100644
--- a/actions/calculate-statistics/attributes.yaml
+++ b/actions/calculate-statistics/attributes.yaml
@@ -1,6 +1,5 @@
 registered: '2019-10-04T08:11:18'
 data:
-  units: units.csv
   results: results.csv
   notebook: 10_calculate_spatial_statistics.ipynb
   html: 10_calculate_spatial_statistics.html
diff --git a/actions/calculate-statistics/data/10_calculate_spatial_statistics.html b/actions/calculate-statistics/data/10_calculate_spatial_statistics.html
index 9b43bc021..99f864178 100644
--- a/actions/calculate-statistics/data/10_calculate_spatial_statistics.html
+++ b/actions/calculate-statistics/data/10_calculate_spatial_statistics.html
@@ -13173,7 +13173,7 @@ div#notebook {
 
 
 <div class="output_subarea output_stream output_stderr output_text">
-<pre>17:02:20 [I] klustakwik KlustaKwik2 version 0.2.6
+<pre>14:03:52 [I] klustakwik KlustaKwik2 version 0.2.6
 </pre>
 </div>
 </div>
@@ -13225,7 +13225,8 @@ div#notebook {
 <div class="inner_cell">
     <div class="input_area">
 <div class=" highlight hl-ipython3"><pre><span></span><span class="n">identify_neurons</span> <span class="o">=</span> <span class="n">actions</span><span class="p">[</span><span class="s1">&#39;identify-neurons&#39;</span><span class="p">]</span>
-<span class="n">units</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="n">identify_neurons</span><span class="o">.</span><span class="n">data_path</span><span class="p">(</span><span class="s1">&#39;units&#39;</span><span class="p">))</span>
+<span class="n">units</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="n">identify_neurons</span><span class="o">.</span><span class="n">data_path</span><span class="p">(</span><span class="s1">&#39;all_non_identified_units&#39;</span><span class="p">))</span>
+<span class="c1"># units = pd.read_csv(identify_neurons.data_path(&#39;units&#39;))</span>
 <span class="n">units</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
 </pre></div>
 
@@ -13264,57 +13265,39 @@ div#notebook {
       <th></th>
       <th>action</th>
       <th>channel_group</th>
-      <th>max_depth_delta</th>
-      <th>max_dissimilarity</th>
-      <th>unit_id</th>
       <th>unit_name</th>
     </tr>
   </thead>
   <tbody>
     <tr>
       <th>0</th>
-      <td>1834-010319-1</td>
-      <td>0</td>
-      <td>100</td>
-      <td>0.05</td>
-      <td>8d8cecbe-e2e5-4020-9c94-9573ca55cdfc</td>
-      <td>2</td>
+      <td>1849-060319-3</td>
+      <td>1</td>
+      <td>104</td>
     </tr>
     <tr>
       <th>1</th>
-      <td>1834-010319-1</td>
-      <td>0</td>
-      <td>100</td>
-      <td>0.05</td>
-      <td>5b7fc3e8-b76d-4eed-a876-9ba184e508ac</td>
-      <td>39</td>
+      <td>1849-060319-3</td>
+      <td>1</td>
+      <td>108</td>
     </tr>
     <tr>
       <th>2</th>
-      <td>1834-010319-3</td>
-      <td>0</td>
-      <td>100</td>
-      <td>0.05</td>
-      <td>1b42831d-5d71-4cb1-ba85-b5019b56ca2e</td>
+      <td>1849-060319-3</td>
       <td>1</td>
+      <td>85</td>
     </tr>
     <tr>
       <th>3</th>
-      <td>1834-010319-3</td>
-      <td>0</td>
-      <td>100</td>
-      <td>0.05</td>
-      <td>270fb3b3-3a7d-4060-bc1a-bc68d2ecab1a</td>
-      <td>12</td>
+      <td>1849-060319-3</td>
+      <td>1</td>
+      <td>94</td>
     </tr>
     <tr>
       <th>4</th>
-      <td>1834-010319-3</td>
-      <td>0</td>
-      <td>100</td>
-      <td>0.05</td>
-      <td>6da7e1db-2d4f-4bd7-b45c-a1855aaa2fec</td>
-      <td>72</td>
+      <td>1849-060319-3</td>
+      <td>1</td>
+      <td>98</td>
     </tr>
   </tbody>
 </table>
@@ -13330,6 +13313,55 @@ div#notebook {
 <div class="cell border-box-sizing code_cell rendered">
 <div class="input">
 <div class="prompt input_prompt">In&nbsp;[6]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%</span><span class="k">matplotlib</span> inline
+<span class="n">units</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;action&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">count</span><span class="p">()</span><span class="o">.</span><span class="n">unit_name</span><span class="o">.</span><span class="n">hist</span><span class="p">()</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[6]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x7f1dd5d9ea90&gt;</pre>
+</div>
+
+</div>
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+
+
+<div class="output_png output_subarea ">
+<img src="data:image/png;base64,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
+"
+>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[&nbsp;]:</div>
 <div class="inner_cell">
     <div class="input_area">
 <div class=" highlight hl-ipython3"><pre><span></span><span class="n">data_loader</span> <span class="o">=</span> <span class="n">dp</span><span class="o">.</span><span class="n">Data</span><span class="p">(</span>
@@ -13346,7 +13378,7 @@ div#notebook {
 </div>
 <div class="cell border-box-sizing code_cell rendered">
 <div class="input">
-<div class="prompt input_prompt">In&nbsp;[7]:</div>
+<div class="prompt input_prompt">In&nbsp;[&nbsp;]:</div>
 <div class="inner_cell">
     <div class="input_area">
 <div class=" highlight hl-ipython3"><pre><span></span><span class="n">first_row</span> <span class="o">=</span> <span class="n">units</span><span class="p">[</span><span class="n">units</span><span class="p">[</span><span class="s1">&#39;action&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;1849-060319-3&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">iloc</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
@@ -13427,7 +13459,7 @@ div#notebook {
     <span class="n">autocorrelogram</span> <span class="o">=</span> <span class="n">sp</span><span class="o">.</span><span class="n">autocorrelation</span><span class="p">(</span><span class="n">smooth_high_rate_map</span><span class="p">)</span>
     <span class="n">peaks</span> <span class="o">=</span> <span class="n">sp</span><span class="o">.</span><span class="n">fields</span><span class="o">.</span><span class="n">find_peaks</span><span class="p">(</span><span class="n">autocorrelogram</span><span class="p">)</span>
     <span class="n">real_peaks</span> <span class="o">=</span> <span class="n">peaks</span> <span class="o">*</span> <span class="n">bin_size</span>
-    <span class="n">autocorrelogram_box_size</span> <span class="o">=</span> <span class="n">box_size</span> <span class="o">*</span> <span class="n">autocorrelogram</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">/</span> <span class="n">smooth_high_rate_map</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+    <span class="n">autocorrelogram_box_size</span> <span class="o">=</span> <span class="n">box_size</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">*</span> <span class="n">autocorrelogram</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">/</span> <span class="n">smooth_high_rate_map</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
     <span class="n">spacing</span><span class="p">,</span> <span class="n">orientation</span> <span class="o">=</span> <span class="n">sp</span><span class="o">.</span><span class="n">spacing_and_orientation</span><span class="p">(</span><span class="n">real_peaks</span><span class="p">,</span> <span class="n">autocorrelogram_box_size</span><span class="p">)</span>
     <span class="n">orientation</span> <span class="o">*=</span> <span class="mi">180</span> <span class="o">/</span> <span class="n">np</span><span class="o">.</span><span class="n">pi</span>
 
@@ -13482,6 +13514,56 @@ div#notebook {
 </div>
 </div>
 
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stderr output_text">
+<pre>/home/mikkel/.virtualenvs/expipe/lib/python3.6/site-packages/elephant/statistics.py:835: UserWarning: Instantaneous firing rate approximation contains negative values, possibly caused due to machine precision errors.
+  warnings.warn(&#34;Instantaneous firing rate approximation contains &#34;
+</pre>
+</div>
+</div>
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[&nbsp;]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>average_rate               3.095328
+speed_score               -0.063922
+out_field_mean_rate        1.837642
+in_field_mean_rate         5.122323
+max_field_mean_rate        8.882211
+max_rate                  23.006163
+sparsity                   0.468122
+selectivity                7.306812
+interspike_interval_cv     3.970863
+burst_event_ratio          0.397921
+bursty_spike_ratio         0.676486
+gridness                  -0.459487
+border_score               0.078474
+information_rate           0.965845
+head_mean_ang              5.788704
+head_mean_vec_len          0.043321
+spacing                    0.624971
+orientation               22.067900
+dtype: float64</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
 </div>
 <div class="cell border-box-sizing code_cell rendered">
 <div class="input">
@@ -13497,6 +13579,77 @@ div#notebook {
 </div>
 </div>
 
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+
+
+
+ 
+ 
+<div id="2b4825d6-9766-4260-96f8-a8462ab148ed"></div>
+<div class="output_subarea output_widget_view ">
+<script type="text/javascript">
+var element = $('#2b4825d6-9766-4260-96f8-a8462ab148ed');
+</script>
+<script type="application/vnd.jupyter.widget-view+json">
+{"model_id": "efa60f02cd1b4f1a946f01a7f61c1640", "version_major": 2, "version_minor": 0}
+</script>
+</div>
+
+</div>
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stderr output_text">
+<pre>/home/mikkel/.virtualenvs/expipe/lib/python3.6/site-packages/ipykernel_launcher.py:56: RuntimeWarning: Mean of empty slice.
+/home/mikkel/.virtualenvs/expipe/lib/python3.6/site-packages/numpy/core/_methods.py:85: RuntimeWarning: invalid value encountered in double_scalars
+  ret = ret.dtype.type(ret / rcount)
+/home/mikkel/.virtualenvs/expipe/lib/python3.6/site-packages/ipykernel_launcher.py:57: RuntimeWarning: Mean of empty slice.
+/home/mikkel/apps/expipe-project/spatial-maps/spatial_maps/stats.py:13: RuntimeWarning: divide by zero encountered in log2
+  return (np.nansum(np.ravel(tmp_rate_map * np.log2(tmp_rate_map/avg_rate) *
+/home/mikkel/apps/expipe-project/spatial-maps/spatial_maps/stats.py:13: RuntimeWarning: invalid value encountered in log2
+  return (np.nansum(np.ravel(tmp_rate_map * np.log2(tmp_rate_map/avg_rate) *
+/home/mikkel/apps/expipe-project/spatial-maps/spatial_maps/stats.py:13: RuntimeWarning: invalid value encountered in multiply
+  return (np.nansum(np.ravel(tmp_rate_map * np.log2(tmp_rate_map/avg_rate) *
+/home/mikkel/.virtualenvs/expipe/lib/python3.6/site-packages/numpy/core/_methods.py:140: RuntimeWarning: Degrees of freedom &lt;= 0 for slice
+  keepdims=keepdims)
+/home/mikkel/.virtualenvs/expipe/lib/python3.6/site-packages/numpy/core/_methods.py:110: RuntimeWarning: invalid value encountered in true_divide
+  arrmean, rcount, out=arrmean, casting=&#39;unsafe&#39;, subok=False)
+/home/mikkel/.virtualenvs/expipe/lib/python3.6/site-packages/numpy/core/_methods.py:132: RuntimeWarning: invalid value encountered in double_scalars
+  ret = ret.dtype.type(ret / rcount)
+/home/mikkel/.virtualenvs/expipe/lib/python3.6/site-packages/quantities/quantity.py:624: RuntimeWarning: Mean of empty slice.
+  ret = self.magnitude.mean(axis, dtype, None if out is None else out.magnitude)
+/home/mikkel/.virtualenvs/expipe/lib/python3.6/site-packages/ipykernel_launcher.py:82: RuntimeWarning: invalid value encountered in long_scalars
+</pre>
+</div>
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[&nbsp;]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%</span><span class="k">debug</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
 </div>
 <div class="cell border-box-sizing code_cell rendered">
 <div class="input">
@@ -13517,8 +13670,7 @@ div#notebook {
 <div class="prompt input_prompt">In&nbsp;[&nbsp;]:</div>
 <div class="inner_cell">
     <div class="input_area">
-<div class=" highlight hl-ipython3"><pre><span></span><span class="n">units</span><span class="o">.</span><span class="n">to_csv</span><span class="p">(</span><span class="n">output_path</span> <span class="o">/</span> <span class="s2">&quot;units.csv&quot;</span><span class="p">,</span> <span class="n">index</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
-<span class="n">results</span><span class="o">.</span><span class="n">to_csv</span><span class="p">(</span><span class="n">output_path</span> <span class="o">/</span> <span class="s2">&quot;results.csv&quot;</span><span class="p">,</span> <span class="n">index</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">results</span><span class="o">.</span><span class="n">to_csv</span><span class="p">(</span><span class="n">output_path</span> <span class="o">/</span> <span class="s2">&quot;results.csv&quot;</span><span class="p">,</span> <span class="n">index</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
 </pre></div>
 
     </div>
@@ -13535,7 +13687,7 @@ div#notebook {
 </div>
 <div class="cell border-box-sizing code_cell rendered">
 <div class="input">
-<div class="prompt input_prompt">In&nbsp;[14]:</div>
+<div class="prompt input_prompt">In&nbsp;[&nbsp;]:</div>
 <div class="inner_cell">
     <div class="input_area">
 <div class=" highlight hl-ipython3"><pre><span></span><span class="n">statistics_action</span> <span class="o">=</span> <span class="n">project</span><span class="o">.</span><span class="n">require_action</span><span class="p">(</span><span class="s2">&quot;calculate-statistics&quot;</span><span class="p">)</span>
@@ -13548,11 +13700,10 @@ div#notebook {
 </div>
 <div class="cell border-box-sizing code_cell rendered">
 <div class="input">
-<div class="prompt input_prompt">In&nbsp;[15]:</div>
+<div class="prompt input_prompt">In&nbsp;[&nbsp;]:</div>
 <div class="inner_cell">
     <div class="input_area">
-<div class=" highlight hl-ipython3"><pre><span></span><span class="n">statistics_action</span><span class="o">.</span><span class="n">data</span><span class="p">[</span><span class="s2">&quot;units&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="s2">&quot;units.csv&quot;</span>
-<span class="n">statistics_action</span><span class="o">.</span><span class="n">data</span><span class="p">[</span><span class="s2">&quot;results&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="s2">&quot;results.csv&quot;</span>
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">statistics_action</span><span class="o">.</span><span class="n">data</span><span class="p">[</span><span class="s2">&quot;results&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="s2">&quot;results.csv&quot;</span>
 <span class="n">copy_tree</span><span class="p">(</span><span class="n">output_path</span><span class="p">,</span> <span class="nb">str</span><span class="p">(</span><span class="n">statistics_action</span><span class="o">.</span><span class="n">data_path</span><span class="p">()))</span>
 </pre></div>
 
@@ -13560,32 +13711,10 @@ div#notebook {
 </div>
 </div>
 
-<div class="output_wrapper">
-<div class="output">
-
-
-<div class="output_area">
-
-    <div class="prompt output_prompt">Out[15]:</div>
-
-
-
-
-<div class="output_text output_subarea output_execute_result">
-<pre>[&#39;/media/storage/expipe/septum-mec/actions/calculate-statistics/data/results.csv&#39;,
- &#39;/media/storage/expipe/septum-mec/actions/calculate-statistics/data/sessions.csv&#39;,
- &#39;/media/storage/expipe/septum-mec/actions/calculate-statistics/data/units.csv&#39;]</pre>
-</div>
-
-</div>
-
-</div>
-</div>
-
 </div>
 <div class="cell border-box-sizing code_cell rendered">
 <div class="input">
-<div class="prompt input_prompt">In&nbsp;[16]:</div>
+<div class="prompt input_prompt">In&nbsp;[&nbsp;]:</div>
 <div class="inner_cell">
     <div class="input_area">
 <div class=" highlight hl-ipython3"><pre><span></span><span class="n">septum_mec</span><span class="o">.</span><span class="n">analysis</span><span class="o">.</span><span class="n">registration</span><span class="o">.</span><span class="n">store_notebook</span><span class="p">(</span><span class="n">statistics_action</span><span class="p">,</span> <span class="s2">&quot;10_calculate_spatial_statistics.ipynb&quot;</span><span class="p">)</span>
diff --git a/actions/calculate-statistics/data/10_calculate_spatial_statistics.ipynb b/actions/calculate-statistics/data/10_calculate_spatial_statistics.ipynb
index d8e6b058d..37f7e954a 100644
--- a/actions/calculate-statistics/data/10_calculate_spatial_statistics.ipynb
+++ b/actions/calculate-statistics/data/10_calculate_spatial_statistics.ipynb
@@ -19,7 +19,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "17:02:20 [I] klustakwik KlustaKwik2 version 0.2.6\n"
+      "14:03:52 [I] klustakwik KlustaKwik2 version 0.2.6\n"
      ]
     }
    ],
@@ -108,76 +108,51 @@
        "      <th></th>\n",
        "      <th>action</th>\n",
        "      <th>channel_group</th>\n",
-       "      <th>max_depth_delta</th>\n",
-       "      <th>max_dissimilarity</th>\n",
-       "      <th>unit_id</th>\n",
        "      <th>unit_name</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>1834-010319-1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>100</td>\n",
-       "      <td>0.05</td>\n",
-       "      <td>8d8cecbe-e2e5-4020-9c94-9573ca55cdfc</td>\n",
-       "      <td>2</td>\n",
+       "      <td>1849-060319-3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>104</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>1834-010319-1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>100</td>\n",
-       "      <td>0.05</td>\n",
-       "      <td>5b7fc3e8-b76d-4eed-a876-9ba184e508ac</td>\n",
-       "      <td>39</td>\n",
+       "      <td>1849-060319-3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>108</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>1834-010319-3</td>\n",
-       "      <td>0</td>\n",
-       "      <td>100</td>\n",
-       "      <td>0.05</td>\n",
-       "      <td>1b42831d-5d71-4cb1-ba85-b5019b56ca2e</td>\n",
+       "      <td>1849-060319-3</td>\n",
        "      <td>1</td>\n",
+       "      <td>85</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>1834-010319-3</td>\n",
-       "      <td>0</td>\n",
-       "      <td>100</td>\n",
-       "      <td>0.05</td>\n",
-       "      <td>270fb3b3-3a7d-4060-bc1a-bc68d2ecab1a</td>\n",
-       "      <td>12</td>\n",
+       "      <td>1849-060319-3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>94</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>1834-010319-3</td>\n",
-       "      <td>0</td>\n",
-       "      <td>100</td>\n",
-       "      <td>0.05</td>\n",
-       "      <td>6da7e1db-2d4f-4bd7-b45c-a1855aaa2fec</td>\n",
-       "      <td>72</td>\n",
+       "      <td>1849-060319-3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>98</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "          action  channel_group  max_depth_delta  max_dissimilarity  \\\n",
-       "0  1834-010319-1              0              100               0.05   \n",
-       "1  1834-010319-1              0              100               0.05   \n",
-       "2  1834-010319-3              0              100               0.05   \n",
-       "3  1834-010319-3              0              100               0.05   \n",
-       "4  1834-010319-3              0              100               0.05   \n",
-       "\n",
-       "                                unit_id  unit_name  \n",
-       "0  8d8cecbe-e2e5-4020-9c94-9573ca55cdfc          2  \n",
-       "1  5b7fc3e8-b76d-4eed-a876-9ba184e508ac         39  \n",
-       "2  1b42831d-5d71-4cb1-ba85-b5019b56ca2e          1  \n",
-       "3  270fb3b3-3a7d-4060-bc1a-bc68d2ecab1a         12  \n",
-       "4  6da7e1db-2d4f-4bd7-b45c-a1855aaa2fec         72  "
+       "          action  channel_group  unit_name\n",
+       "0  1849-060319-3              1        104\n",
+       "1  1849-060319-3              1        108\n",
+       "2  1849-060319-3              1         85\n",
+       "3  1849-060319-3              1         94\n",
+       "4  1849-060319-3              1         98"
       ]
      },
      "execution_count": 5,
@@ -187,7 +162,8 @@
    ],
    "source": [
     "identify_neurons = actions['identify-neurons']\n",
-    "units = pd.read_csv(identify_neurons.data_path('units'))\n",
+    "units = pd.read_csv(identify_neurons.data_path('all_non_identified_units'))\n",
+    "# units = pd.read_csv(identify_neurons.data_path('units'))\n",
     "units.head()"
    ]
   },
@@ -195,6 +171,39 @@
    "cell_type": "code",
    "execution_count": 6,
    "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f1dd5d9ea90>"
+      ]
+     },
+     "execution_count": 6,
+     "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": [
+    "%matplotlib inline\n",
+    "units.groupby('action').count().unit_name.hist()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
    "outputs": [],
    "source": [
     "data_loader = dp.Data(\n",
@@ -206,7 +215,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -220,7 +229,44 @@
    "metadata": {
     "scrolled": false
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/mikkel/.virtualenvs/expipe/lib/python3.6/site-packages/elephant/statistics.py:835: UserWarning: Instantaneous firing rate approximation contains negative values, possibly caused due to machine precision errors.\n",
+      "  warnings.warn(\"Instantaneous firing rate approximation contains \"\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "average_rate               3.095328\n",
+       "speed_score               -0.063922\n",
+       "out_field_mean_rate        1.837642\n",
+       "in_field_mean_rate         5.122323\n",
+       "max_field_mean_rate        8.882211\n",
+       "max_rate                  23.006163\n",
+       "sparsity                   0.468122\n",
+       "selectivity                7.306812\n",
+       "interspike_interval_cv     3.970863\n",
+       "burst_event_ratio          0.397921\n",
+       "bursty_spike_ratio         0.676486\n",
+       "gridness                  -0.459487\n",
+       "border_score               0.078474\n",
+       "information_rate           0.965845\n",
+       "head_mean_ang              5.788704\n",
+       "head_mean_vec_len          0.043321\n",
+       "spacing                    0.624971\n",
+       "orientation               22.067900\n",
+       "dtype: float64"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "def process(row):\n",
     "    action_id = row['action']\n",
@@ -286,7 +332,7 @@
     "    autocorrelogram = sp.autocorrelation(smooth_high_rate_map)\n",
     "    peaks = sp.fields.find_peaks(autocorrelogram)\n",
     "    real_peaks = peaks * bin_size\n",
-    "    autocorrelogram_box_size = box_size * autocorrelogram.shape[0] / smooth_high_rate_map.shape[0]\n",
+    "    autocorrelogram_box_size = box_size[0] * autocorrelogram.shape[0] / smooth_high_rate_map.shape[0]\n",
     "    spacing, orientation = sp.spacing_and_orientation(real_peaks, autocorrelogram_box_size)\n",
     "    orientation *= 180 / np.pi\n",
     "\n",
@@ -343,13 +389,62 @@
    "metadata": {
     "scrolled": false
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "efa60f02cd1b4f1a946f01a7f61c1640",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(IntProgress(value=0, max=1298), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/mikkel/.virtualenvs/expipe/lib/python3.6/site-packages/ipykernel_launcher.py:56: RuntimeWarning: Mean of empty slice.\n",
+      "/home/mikkel/.virtualenvs/expipe/lib/python3.6/site-packages/numpy/core/_methods.py:85: RuntimeWarning: invalid value encountered in double_scalars\n",
+      "  ret = ret.dtype.type(ret / rcount)\n",
+      "/home/mikkel/.virtualenvs/expipe/lib/python3.6/site-packages/ipykernel_launcher.py:57: RuntimeWarning: Mean of empty slice.\n",
+      "/home/mikkel/apps/expipe-project/spatial-maps/spatial_maps/stats.py:13: RuntimeWarning: divide by zero encountered in log2\n",
+      "  return (np.nansum(np.ravel(tmp_rate_map * np.log2(tmp_rate_map/avg_rate) *\n",
+      "/home/mikkel/apps/expipe-project/spatial-maps/spatial_maps/stats.py:13: RuntimeWarning: invalid value encountered in log2\n",
+      "  return (np.nansum(np.ravel(tmp_rate_map * np.log2(tmp_rate_map/avg_rate) *\n",
+      "/home/mikkel/apps/expipe-project/spatial-maps/spatial_maps/stats.py:13: RuntimeWarning: invalid value encountered in multiply\n",
+      "  return (np.nansum(np.ravel(tmp_rate_map * np.log2(tmp_rate_map/avg_rate) *\n",
+      "/home/mikkel/.virtualenvs/expipe/lib/python3.6/site-packages/numpy/core/_methods.py:140: RuntimeWarning: Degrees of freedom <= 0 for slice\n",
+      "  keepdims=keepdims)\n",
+      "/home/mikkel/.virtualenvs/expipe/lib/python3.6/site-packages/numpy/core/_methods.py:110: RuntimeWarning: invalid value encountered in true_divide\n",
+      "  arrmean, rcount, out=arrmean, casting='unsafe', subok=False)\n",
+      "/home/mikkel/.virtualenvs/expipe/lib/python3.6/site-packages/numpy/core/_methods.py:132: RuntimeWarning: invalid value encountered in double_scalars\n",
+      "  ret = ret.dtype.type(ret / rcount)\n",
+      "/home/mikkel/.virtualenvs/expipe/lib/python3.6/site-packages/quantities/quantity.py:624: RuntimeWarning: Mean of empty slice.\n",
+      "  ret = self.magnitude.mean(axis, dtype, None if out is None else out.magnitude)\n",
+      "/home/mikkel/.virtualenvs/expipe/lib/python3.6/site-packages/ipykernel_launcher.py:82: RuntimeWarning: invalid value encountered in long_scalars\n"
+     ]
+    }
+   ],
    "source": [
     "results = units.merge(\n",
     "    units.progress_apply(process, axis=1), \n",
     "    left_index=True, right_index=True)"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%debug"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -366,7 +461,6 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "units.to_csv(output_path / \"units.csv\", index=False)\n",
     "results.to_csv(output_path / \"results.csv\", index=False)"
    ]
   },
@@ -379,7 +473,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -388,31 +482,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "['/media/storage/expipe/septum-mec/actions/calculate-statistics/data/results.csv',\n",
-       " '/media/storage/expipe/septum-mec/actions/calculate-statistics/data/sessions.csv',\n",
-       " '/media/storage/expipe/septum-mec/actions/calculate-statistics/data/units.csv']"
-      ]
-     },
-     "execution_count": 15,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
-    "statistics_action.data[\"units\"] = \"units.csv\"\n",
     "statistics_action.data[\"results\"] = \"results.csv\"\n",
     "copy_tree(output_path, str(statistics_action.data_path()))"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/actions/calculate-statistics/data/results.csv b/actions/calculate-statistics/data/results.csv
index 2411d51ba..653a7587e 100644
--- a/actions/calculate-statistics/data/results.csv
+++ b/actions/calculate-statistics/data/results.csv
@@ -1,1282 +1,1299 @@
-action,channel_group,unit_name,average_rate,speed_score,out_field_mean_rate,in_field_mean_rate,max_field_mean_rate,max_rate,sparsity,selectivity,interspike_interval_cv,burst_event_ratio,bursty_spike_ratio,gridness,border_score,information_rate,head_mean_ang,head_mean_vec_len,spacing,orientation
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-1834-150319-3,0,75,18.488457459825433,0.047067183108942555,16.679335705729763,30.13029297462471,30.165684447853653,98.5813159868248,0.8401451003386694,5.396584180628018,4.412897537109069,0.34153283187639766,0.64273108316788,-0.5568907039619839,0.3505719359959077,1.677853223857612,3.024126969382114,0.0831323643282942,0.842331736935711,67.4794343971031
-1834-120319-4,0,85,21.257575488296872,0.006777178329263437,16.559932851759196,28.31903167070619,42.52098674819118,71.67699925224707,0.7911426009067349,3.3800141317631955,1.4559475751372657,0.2884802136440884,0.5099490009196556,-0.3946443553977812,0.2679194470177078,2.858624918726034,4.394537958073591,0.05093589706846962,0.6109016977580729,0.0
-1834-120319-1,0,1,17.221914218033362,0.11910041200855669,11.558093270853991,24.861817152145843,40.09916690075371,69.1973099269021,0.6887316151911645,4.038888301077277,1.6392420917334452,0.2907484180667685,0.5243634767339772,-0.056134876369135125,0.23655463902938864,3.4545772786592206,5.095088303410598,0.14865274265419265,0.5974752445728536,0.0
-1834-120319-2,0,39,20.521499973554768,0.0720465727387516,15.435457018720463,25.863410076265545,36.89037573807943,55.7449550358103,0.8067545037840754,2.735360696697566,1.568922686669467,0.340219393065898,0.5752796247616102,-0.12370746541431507,0.27586052069660244,2.683668838235039,5.917518420499536,0.06472244670445536,0.5879957805620931,1.847610265994597
-1834-220319-2,0,1,16.506843247552816,0.010545194355682984,12.802337922711283,20.43669210172674,24.75021425015362,45.76407071700372,0.8625805873295788,2.778845398726936,1.3494569684047826,0.26714734701423554,0.4681693164285235,-0.08666423748444765,0.30127909074651893,1.3576848313603522,5.294430315306719,0.037553978523434194,0.7996026885789419,23.02549200852804
-1834-220319-3,0,1,15.795734931265407,0.06373343670483415,13.948949724334751,20.283029348425703,33.22856853449542,46.03503732460673,0.8285718846600921,2.92066974344314,1.4651092356912991,0.2395666509656147,0.43713827487622897,-0.2839641477305029,0.2610599982873227,1.6718517423863508,3.6583339478982873,0.00835222386903298,0.7938933483217284,23.02549200852804
-1834-220319-4,0,0,19.4374834163743,0.07147877958809916,16.086413353222948,24.48331806802018,27.77391378338392,50.110287510222356,0.8716854921224595,2.5841656583461976,1.3747360695477346,0.2679679330777274,0.46908337125233834,-0.04872394007495012,0.21187221715477786,1.5733675736956498,5.149821997213833,0.03538341098027565,0.9058474493168284,19.133643205905486
-1834-150319-4,0,0,15.127690482263052,0.06436885750650606,11.793695867466765,19.71230165203256,27.358522293614428,47.1471805922584,0.8024292254933776,3.147605964437204,1.466157845853082,0.2276755282890252,0.4186336314323413,-0.29415117167517607,0.1958745387268386,1.9344827561197069,2.6782674506524544,0.13035968018457036,0.597848172891396,0.0
-1834-120319-3,0,36,20.39286666074442,0.09174432128963776,16.893795630796077,27.93496146401004,47.33502123740495,70.38169428872555,0.8006547457979193,3.490352142782418,1.5965042104088676,0.3164877883884053,0.5595970596242853,-0.26953889031889006,0.23676531016362376,2.335702257482106,5.543644512630143,0.05476772213820832,0.5767735106001125,1.7899106082460707
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diff --git a/actions/calculate-statistics/data/units.csv b/actions/calculate-statistics/data/units.csv
deleted file mode 100644
index 24cb90742..000000000
--- a/actions/calculate-statistics/data/units.csv
+++ /dev/null
@@ -1,1282 +0,0 @@
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