diff --git a/actions/identify-neurons/data/00-identify-neurons.html b/actions/identify-neurons/data/00-identify-neurons.html
index 1bf4000b9..46b866e94 100644
--- a/actions/identify-neurons/data/00-identify-neurons.html
+++ b/actions/identify-neurons/data/00-identify-neurons.html
@@ -13170,7 +13170,7 @@ div#notebook {
 
 
 <div class="output_subarea output_stream output_stderr output_text">
-<pre>13:25:38 [I] klustakwik KlustaKwik2 version 0.2.6
+<pre>12:42:00 [I] klustakwik KlustaKwik2 version 0.2.6
 /home/mikkel/.virtualenvs/expipe/lib/python3.6/importlib/_bootstrap.py:219: RuntimeWarning: numpy.ufunc size changed, may indicate binary incompatibility. Expected 192 from C header, got 216 from PyObject
   return f(*args, **kwds)
 /home/mikkel/.virtualenvs/expipe/lib/python3.6/importlib/_bootstrap.py:219: RuntimeWarning: numpy.ufunc size changed, may indicate binary incompatibility. Expected 192 from C header, got 216 from PyObject
@@ -13289,6 +13289,7 @@ div#notebook {
     <span class="s1">&#39;1849-260219-2&#39;</span><span class="p">,</span> 
     <span class="s1">&#39;1834-250219-1&#39;</span><span class="p">,</span>
     <span class="s1">&#39;1834-230219-1&#39;</span>
+    <span class="s1">&#39;1833-050619-4&#39;</span>
 <span class="p">]</span>
 </pre></div>
 
@@ -13299,7 +13300,7 @@ div#notebook {
 </div>
 <div class="cell border-box-sizing code_cell rendered">
 <div class="input">
-<div class="prompt input_prompt">In&nbsp;[&nbsp;]:</div>
+<div class="prompt input_prompt">In&nbsp;[10]:</div>
 <div class="inner_cell">
     <div class="input_area">
 <div class=" highlight hl-ipython3"><pre><span></span><span class="n">sessions</span> <span class="o">=</span> <span class="p">[]</span>
@@ -13381,7 +13382,7 @@ div#notebook {
 </div>
 <div class="cell border-box-sizing code_cell rendered">
 <div class="input">
-<div class="prompt input_prompt">In&nbsp;[&nbsp;]:</div>
+<div class="prompt input_prompt">In&nbsp;[10]:</div>
 <div class="inner_cell">
     <div class="input_area">
 <div class=" highlight hl-ipython3"><pre><span></span><span class="n">sessions</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s1">&#39;stimulated and frequency!=30&#39;</span><span class="p">)</span>
@@ -13397,7 +13398,7 @@ div#notebook {
 
 <div class="output_area">
 
-    <div class="prompt output_prompt">Out[&nbsp;]:</div>
+    <div class="prompt output_prompt">Out[10]:</div>
 
 
 
@@ -13784,7 +13785,7 @@ div#notebook {
 </div>
 <div class="cell border-box-sizing code_cell rendered">
 <div class="input">
-<div class="prompt input_prompt">In&nbsp;[&nbsp;]:</div>
+<div class="prompt input_prompt">In&nbsp;[11]:</div>
 <div class="inner_cell">
     <div class="input_area">
 <div class=" highlight hl-ipython3"><pre><span></span><span class="n">sessions</span><span class="o">.</span><span class="n">to_csv</span><span class="p">(</span><span class="n">output</span> <span class="o">/</span> <span class="s1">&#39;sessions.csv&#39;</span><span class="p">,</span> <span class="n">index</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
@@ -13839,7 +13840,7 @@ div#notebook {
 </div>
 <div class="cell border-box-sizing code_cell rendered">
 <div class="input">
-<div class="prompt input_prompt">In&nbsp;[&nbsp;]:</div>
+<div class="prompt input_prompt">In&nbsp;[12]:</div>
 <div class="inner_cell">
     <div class="input_area">
 <div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># save graphs</span>
@@ -13889,10 +13890,10 @@ div#notebook {
 
  
  
-<div id="f80ab9b5-3374-4ae1-8a1e-7948f5e2fdd0"></div>
+<div id="5d8244b3-fb6e-4a28-9a04-f62794fa87f6"></div>
 <div class="output_subarea output_widget_view ">
 <script type="text/javascript">
-var element = $('#f80ab9b5-3374-4ae1-8a1e-7948f5e2fdd0');
+var element = $('#5d8244b3-fb6e-4a28-9a04-f62794fa87f6');
 </script>
 <script type="application/vnd.jupyter.widget-view+json">
 {"model_id": "93a0e7d7971a4e2d81e87adee47d91e5", "version_major": 2, "version_minor": 0}
@@ -13923,10 +13924,10 @@ Processing 1834
 
  
  
-<div id="5e8d9923-d991-49df-8ff8-cd4ff6f00a51"></div>
+<div id="d80b3f1f-34cc-4019-b171-01b5938383ab"></div>
 <div class="output_subarea output_widget_view ">
 <script type="text/javascript">
-var element = $('#5e8d9923-d991-49df-8ff8-cd4ff6f00a51');
+var element = $('#d80b3f1f-34cc-4019-b171-01b5938383ab');
 </script>
 <script type="application/vnd.jupyter.widget-view+json">
 {"model_id": "da0225d67b7948e18d4b1bf5447156e4", "version_major": 2, "version_minor": 0}
@@ -13957,10 +13958,10 @@ Processing 1839
 
  
  
-<div id="763ac361-3a38-400c-ba15-73b5cd8463bc"></div>
+<div id="fa5e96b6-2bdf-4264-9b14-1425f31e4869"></div>
 <div class="output_subarea output_widget_view ">
 <script type="text/javascript">
-var element = $('#763ac361-3a38-400c-ba15-73b5cd8463bc');
+var element = $('#fa5e96b6-2bdf-4264-9b14-1425f31e4869');
 </script>
 <script type="application/vnd.jupyter.widget-view+json">
 {"model_id": "963db44d08da4a8a990e631e9756aca0", "version_major": 2, "version_minor": 0}
@@ -13991,10 +13992,10 @@ Processing 1849
 
  
  
-<div id="930f96cc-9d43-4b18-8934-30bafb66585b"></div>
+<div id="edd6aa75-182a-4042-bbfe-b8a27ede3fd7"></div>
 <div class="output_subarea output_widget_view ">
 <script type="text/javascript">
-var element = $('#930f96cc-9d43-4b18-8934-30bafb66585b');
+var element = $('#edd6aa75-182a-4042-bbfe-b8a27ede3fd7');
 </script>
 <script type="application/vnd.jupyter.widget-view+json">
 {"model_id": "0868adb93b4b4c92b75638b7bc2e6a32", "version_major": 2, "version_minor": 0}
@@ -14027,7 +14028,7 @@ var element = $('#930f96cc-9d43-4b18-8934-30bafb66585b');
 </div>
 <div class="cell border-box-sizing code_cell rendered">
 <div class="input">
-<div class="prompt input_prompt">In&nbsp;[&nbsp;]:</div>
+<div class="prompt input_prompt">In&nbsp;[13]:</div>
 <div class="inner_cell">
     <div class="input_area">
 <div class=" highlight hl-ipython3"><pre><span></span><span class="n">unit_comp</span> <span class="o">=</span> <span class="n">TrackMultipleSessions</span><span class="p">(</span><span class="n">actions</span><span class="p">,</span> <span class="n">data_path</span><span class="o">=</span><span class="n">f</span><span class="s1">&#39;output/identify_neurons/1833-graphs&#39;</span><span class="p">)</span>
@@ -14040,7 +14041,7 @@ var element = $('#930f96cc-9d43-4b18-8934-30bafb66585b');
 </div>
 <div class="cell border-box-sizing code_cell rendered">
 <div class="input">
-<div class="prompt input_prompt">In&nbsp;[&nbsp;]:</div>
+<div class="prompt input_prompt">In&nbsp;[14]:</div>
 <div class="inner_cell">
     <div class="input_area">
 <div class=" highlight hl-ipython3"><pre><span></span><span class="n">unit_comp</span><span class="o">.</span><span class="n">load_graphs</span><span class="p">()</span>
@@ -14053,7 +14054,7 @@ var element = $('#930f96cc-9d43-4b18-8934-30bafb66585b');
 </div>
 <div class="cell border-box-sizing code_cell rendered">
 <div class="input">
-<div class="prompt input_prompt">In&nbsp;[&nbsp;]:</div>
+<div class="prompt input_prompt">In&nbsp;[15]:</div>
 <div class="inner_cell">
     <div class="input_area">
 <div class=" highlight hl-ipython3"><pre><span></span><span class="n">max_dissimilarity</span> <span class="o">=</span> <span class="o">.</span><span class="mi">05</span>
@@ -14070,7 +14071,7 @@ var element = $('#930f96cc-9d43-4b18-8934-30bafb66585b');
 </div>
 <div class="cell border-box-sizing code_cell rendered">
 <div class="input">
-<div class="prompt input_prompt">In&nbsp;[&nbsp;]:</div>
+<div class="prompt input_prompt">In&nbsp;[16]:</div>
 <div class="inner_cell">
     <div class="input_area">
 <div class=" highlight hl-ipython3"><pre><span></span><span class="n">unit_comp</span><span class="o">.</span><span class="n">remove_edges_with_duplicate_actions</span><span class="p">()</span>
@@ -14115,15 +14116,18 @@ var element = $('#930f96cc-9d43-4b18-8934-30bafb66585b');
 </div>
 <div class="cell border-box-sizing code_cell rendered">
 <div class="input">
-<div class="prompt input_prompt">In&nbsp;[&nbsp;]:</div>
+<div class="prompt input_prompt">In&nbsp;[19]:</div>
 <div class="inner_cell">
     <div class="input_area">
 <div class=" highlight hl-ipython3"><pre><span></span><span class="n">max_dissimilarity</span> <span class="o">=</span> <span class="o">.</span><span class="mi">05</span>
 <span class="n">max_depth_delta</span> <span class="o">=</span> <span class="mi">100</span>
-<span class="k">for</span> <span class="n">entity</span> <span class="ow">in</span> <span class="n">sessions</span><span class="o">.</span><span class="n">entity</span><span class="o">.</span><span class="n">values</span><span class="p">:</span>
+<span class="n">id_nums</span> <span class="o">=</span> <span class="p">{}</span>
+<span class="n">num</span> <span class="o">=</span> <span class="mi">0</span>
+<span class="k">for</span> <span class="n">entity</span><span class="p">,</span> <span class="n">values</span> <span class="ow">in</span> <span class="n">sessions</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;entity&#39;</span><span class="p">):</span>
+    <span class="n">data_path</span> <span class="o">=</span> <span class="n">output</span> <span class="o">/</span> <span class="n">f</span><span class="s1">&#39;</span><span class="si">{entity}</span><span class="s1">-graphs&#39;</span>
     <span class="n">unit_matching</span> <span class="o">=</span> <span class="n">TrackMultipleSessions</span><span class="p">(</span>
-        <span class="n">actions</span><span class="p">,</span> <span class="nb">list</span><span class="p">(</span><span class="n">sessions</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="n">f</span><span class="s1">&#39;entity==</span><span class="si">{entity}</span><span class="s1">&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">action</span><span class="p">),</span> 
-        <span class="n">progress_bar</span><span class="o">=</span><span class="n">tqdm</span><span class="p">,</span> <span class="n">verbose</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">data_path</span><span class="o">=</span><span class="n">output</span> <span class="o">/</span> <span class="n">f</span><span class="s1">&#39;</span><span class="si">{entity}</span><span class="s1">-graphs&#39;</span>
+        <span class="n">actions</span><span class="p">,</span> <span class="n">values</span><span class="o">.</span><span class="n">action</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">(),</span> 
+        <span class="n">progress_bar</span><span class="o">=</span><span class="n">tqdm</span><span class="p">,</span> <span class="n">verbose</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">data_path</span><span class="o">=</span><span class="n">data_path</span>
     <span class="p">)</span>
     <span class="n">unit_matching</span><span class="o">.</span><span class="n">load_graphs</span><span class="p">()</span>
     <span class="c1"># cutoff large dissimilarities</span>
@@ -14135,9 +14139,15 @@ var element = $('#930f96cc-9d43-4b18-8934-30bafb66585b');
     <span class="k">for</span> <span class="n">ch</span><span class="p">,</span> <span class="n">group</span> <span class="ow">in</span> <span class="n">unit_matching</span><span class="o">.</span><span class="n">identified_units</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
         <span class="k">for</span> <span class="n">unit_id</span><span class="p">,</span> <span class="n">val</span> <span class="ow">in</span> <span class="n">group</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
             <span class="k">for</span> <span class="n">action_id</span><span class="p">,</span> <span class="n">orig_unit_ids</span> <span class="ow">in</span> <span class="n">val</span><span class="p">[</span><span class="s1">&#39;original_unit_ids&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+                <span class="k">if</span> <span class="n">action_id</span> <span class="ow">in</span> <span class="n">skip_actions</span><span class="p">:</span>
+                    <span class="k">continue</span>
+                <span class="k">if</span> <span class="n">unit_id</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">id_nums</span><span class="p">:</span>
+                    <span class="n">id_nums</span><span class="p">[</span><span class="n">unit_id</span><span class="p">]</span> <span class="o">=</span> <span class="n">num</span>
+                    <span class="n">num</span> <span class="o">+=</span> <span class="mi">1</span>
                 <span class="n">units</span><span class="o">.</span><span class="n">extend</span><span class="p">([</span>
                     <span class="p">{</span>
                         <span class="s1">&#39;unit_name&#39;</span><span class="p">:</span> <span class="n">name</span><span class="p">,</span> 
+                        <span class="s1">&#39;unit_idnum&#39;</span><span class="p">:</span> <span class="n">id_nums</span><span class="p">[</span><span class="n">unit_id</span><span class="p">],</span>
                         <span class="s1">&#39;unit_id&#39;</span><span class="p">:</span> <span class="n">unit_id</span><span class="p">,</span> 
                         <span class="s1">&#39;action&#39;</span><span class="p">:</span> <span class="n">action_id</span><span class="p">,</span>
                         <span class="s1">&#39;channel_group&#39;</span><span class="p">:</span> <span class="n">ch</span><span class="p">,</span>
@@ -14156,13 +14166,13 @@ var element = $('#930f96cc-9d43-4b18-8934-30bafb66585b');
 </div>
 <div class="cell border-box-sizing code_cell rendered">
 <div class="input">
-<div class="prompt input_prompt">In&nbsp;[&nbsp;]:</div>
+<div class="prompt input_prompt">In&nbsp;[20]:</div>
 <div class="inner_cell">
     <div class="input_area">
 <div class=" highlight hl-ipython3"><pre><span></span><span class="n">unique_units</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">concat</span><span class="p">([</span>
     <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="n">p</span><span class="p">)</span> 
     <span class="k">for</span> <span class="n">p</span> <span class="ow">in</span> <span class="n">output</span><span class="o">.</span><span class="n">iterdir</span><span class="p">()</span> 
-    <span class="k">if</span> <span class="n">p</span><span class="o">.</span><span class="n">name</span><span class="o">.</span><span class="n">endswith</span><span class="p">(</span><span class="s1">&#39;units.csv&#39;</span><span class="p">)])</span>
+    <span class="k">if</span> <span class="n">p</span><span class="o">.</span><span class="n">name</span><span class="o">.</span><span class="n">endswith</span><span class="p">(</span><span class="s1">&#39;-units.csv&#39;</span><span class="p">)])</span>
 </pre></div>
 
     </div>
@@ -14172,7 +14182,7 @@ var element = $('#930f96cc-9d43-4b18-8934-30bafb66585b');
 </div>
 <div class="cell border-box-sizing code_cell rendered">
 <div class="input">
-<div class="prompt input_prompt">In&nbsp;[&nbsp;]:</div>
+<div class="prompt input_prompt">In&nbsp;[21]:</div>
 <div class="inner_cell">
     <div class="input_area">
 <div class=" highlight hl-ipython3"><pre><span></span><span class="n">unique_units</span><span class="o">.</span><span class="n">to_csv</span><span class="p">(</span><span class="n">output</span> <span class="o">/</span> <span class="s1">&#39;units.csv&#39;</span><span class="p">,</span> <span class="n">index</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
@@ -14192,7 +14202,7 @@ var element = $('#930f96cc-9d43-4b18-8934-30bafb66585b');
 </div>
 <div class="cell border-box-sizing code_cell rendered">
 <div class="input">
-<div class="prompt input_prompt">In&nbsp;[&nbsp;]:</div>
+<div class="prompt input_prompt">In&nbsp;[22]:</div>
 <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">data</span><span class="p">[</span><span class="s1">&#39;sessions&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;sessions.csv&#39;</span>
@@ -14206,7 +14216,7 @@ var element = $('#930f96cc-9d43-4b18-8934-30bafb66585b');
 </div>
 <div class="cell border-box-sizing code_cell rendered">
 <div class="input">
-<div class="prompt input_prompt">In&nbsp;[&nbsp;]:</div>
+<div class="prompt input_prompt">In&nbsp;[23]:</div>
 <div class="inner_cell">
     <div class="input_area">
 <div class=" highlight hl-ipython3"><pre><span></span><span class="n">copy_tree</span><span class="p">(</span><span class="n">output</span><span class="p">,</span> <span class="nb">str</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>
@@ -14216,10 +14226,67 @@ var element = $('#930f96cc-9d43-4b18-8934-30bafb66585b');
 </div>
 </div>
 
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[23]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>[&#39;/media/storage/expipe/septum-mec/actions/identify-neurons/data/1834-units.csv&#39;,
+ &#39;/media/storage/expipe/septum-mec/actions/identify-neurons/data/1834-graphs/graph-group-7.yaml&#39;,
+ &#39;/media/storage/expipe/septum-mec/actions/identify-neurons/data/1834-graphs/graph-group-0.yaml&#39;,
+ &#39;/media/storage/expipe/septum-mec/actions/identify-neurons/data/1834-graphs/graph-group-6.yaml&#39;,
+ &#39;/media/storage/expipe/septum-mec/actions/identify-neurons/data/1834-graphs/graph-group-1.yaml&#39;,
+ &#39;/media/storage/expipe/septum-mec/actions/identify-neurons/data/1834-graphs/graph-group-2.yaml&#39;,
+ &#39;/media/storage/expipe/septum-mec/actions/identify-neurons/data/1834-graphs/graph-group-5.yaml&#39;,
+ &#39;/media/storage/expipe/septum-mec/actions/identify-neurons/data/1834-graphs/graph-group-3.yaml&#39;,
+ &#39;/media/storage/expipe/septum-mec/actions/identify-neurons/data/1834-graphs/graph-group-4.yaml&#39;,
+ &#39;/media/storage/expipe/septum-mec/actions/identify-neurons/data/1849-units.csv&#39;,
+ &#39;/media/storage/expipe/septum-mec/actions/identify-neurons/data/sessions.csv&#39;,
+ &#39;/media/storage/expipe/septum-mec/actions/identify-neurons/data/1833-units.csv&#39;,
+ &#39;/media/storage/expipe/septum-mec/actions/identify-neurons/data/1849-graphs/graph-group-7.yaml&#39;,
+ &#39;/media/storage/expipe/septum-mec/actions/identify-neurons/data/1849-graphs/graph-group-0.yaml&#39;,
+ &#39;/media/storage/expipe/septum-mec/actions/identify-neurons/data/1849-graphs/graph-group-6.yaml&#39;,
+ &#39;/media/storage/expipe/septum-mec/actions/identify-neurons/data/1849-graphs/graph-group-1.yaml&#39;,
+ &#39;/media/storage/expipe/septum-mec/actions/identify-neurons/data/1849-graphs/graph-group-2.yaml&#39;,
+ &#39;/media/storage/expipe/septum-mec/actions/identify-neurons/data/1849-graphs/graph-group-5.yaml&#39;,
+ &#39;/media/storage/expipe/septum-mec/actions/identify-neurons/data/1849-graphs/graph-group-3.yaml&#39;,
+ &#39;/media/storage/expipe/septum-mec/actions/identify-neurons/data/1849-graphs/graph-group-4.yaml&#39;,
+ &#39;/media/storage/expipe/septum-mec/actions/identify-neurons/data/units.csv&#39;,
+ &#39;/media/storage/expipe/septum-mec/actions/identify-neurons/data/1839-graphs/graph-group-7.yaml&#39;,
+ &#39;/media/storage/expipe/septum-mec/actions/identify-neurons/data/1839-graphs/graph-group-0.yaml&#39;,
+ &#39;/media/storage/expipe/septum-mec/actions/identify-neurons/data/1839-graphs/graph-group-6.yaml&#39;,
+ &#39;/media/storage/expipe/septum-mec/actions/identify-neurons/data/1839-graphs/graph-group-1.yaml&#39;,
+ &#39;/media/storage/expipe/septum-mec/actions/identify-neurons/data/1839-graphs/graph-group-2.yaml&#39;,
+ &#39;/media/storage/expipe/septum-mec/actions/identify-neurons/data/1839-graphs/graph-group-5.yaml&#39;,
+ &#39;/media/storage/expipe/septum-mec/actions/identify-neurons/data/1839-graphs/graph-group-3.yaml&#39;,
+ &#39;/media/storage/expipe/septum-mec/actions/identify-neurons/data/1839-graphs/graph-group-4.yaml&#39;,
+ &#39;/media/storage/expipe/septum-mec/actions/identify-neurons/data/1833-graphs/graph-group-7.yaml&#39;,
+ &#39;/media/storage/expipe/septum-mec/actions/identify-neurons/data/1833-graphs/graph-group-0.yaml&#39;,
+ &#39;/media/storage/expipe/septum-mec/actions/identify-neurons/data/1833-graphs/graph-group-6.yaml&#39;,
+ &#39;/media/storage/expipe/septum-mec/actions/identify-neurons/data/1833-graphs/graph-group-1.yaml&#39;,
+ &#39;/media/storage/expipe/septum-mec/actions/identify-neurons/data/1833-graphs/graph-group-2.yaml&#39;,
+ &#39;/media/storage/expipe/septum-mec/actions/identify-neurons/data/1833-graphs/graph-group-5.yaml&#39;,
+ &#39;/media/storage/expipe/septum-mec/actions/identify-neurons/data/1833-graphs/graph-group-3.yaml&#39;,
+ &#39;/media/storage/expipe/septum-mec/actions/identify-neurons/data/1833-graphs/graph-group-4.yaml&#39;,
+ &#39;/media/storage/expipe/septum-mec/actions/identify-neurons/data/1839-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;[&nbsp;]:</div>
+<div class="prompt input_prompt">In&nbsp;[23]:</div>
 <div class="inner_cell">
     <div class="input_area">
 <div class=" highlight hl-ipython3"><pre><span></span><span class="n">store_notebook</span><span class="p">(</span>
diff --git a/actions/identify-neurons/data/00-identify-neurons.ipynb b/actions/identify-neurons/data/00-identify-neurons.ipynb
index cba5918a1..8822340d9 100644
--- a/actions/identify-neurons/data/00-identify-neurons.ipynb
+++ b/actions/identify-neurons/data/00-identify-neurons.ipynb
@@ -19,7 +19,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "13:25:38 [I] klustakwik KlustaKwik2 version 0.2.6\n",
+      "12:42:00 [I] klustakwik KlustaKwik2 version 0.2.6\n",
       "/home/mikkel/.virtualenvs/expipe/lib/python3.6/importlib/_bootstrap.py:219: RuntimeWarning: numpy.ufunc size changed, may indicate binary incompatibility. Expected 192 from C header, got 216 from PyObject\n",
       "  return f(*args, **kwds)\n",
       "/home/mikkel/.virtualenvs/expipe/lib/python3.6/importlib/_bootstrap.py:219: RuntimeWarning: numpy.ufunc size changed, may indicate binary incompatibility. Expected 192 from C header, got 216 from PyObject\n",
@@ -130,12 +130,13 @@
     "    '1849-260219-2', \n",
     "    '1834-250219-1',\n",
     "    '1834-230219-1'\n",
+    "    '1833-050619-4'\n",
     "]"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -213,7 +214,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
@@ -661,7 +662,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -704,7 +705,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
@@ -830,7 +831,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -839,7 +840,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -848,7 +849,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -861,7 +862,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 16,
    "metadata": {
     "scrolled": false
    },
@@ -895,16 +896,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [],
    "source": [
     "max_dissimilarity = .05\n",
     "max_depth_delta = 100\n",
-    "for entity in sessions.entity.values:\n",
+    "id_nums = {}\n",
+    "num = 0\n",
+    "for entity, values in sessions.groupby('entity'):\n",
+    "    data_path = output / f'{entity}-graphs'\n",
     "    unit_matching = TrackMultipleSessions(\n",
-    "        actions, list(sessions.query(f'entity=={entity}').action), \n",
-    "        progress_bar=tqdm, verbose=False, data_path=output / f'{entity}-graphs'\n",
+    "        actions, values.action.values.tolist(), \n",
+    "        progress_bar=tqdm, verbose=False, data_path=data_path\n",
     "    )\n",
     "    unit_matching.load_graphs()\n",
     "    # cutoff large dissimilarities\n",
@@ -916,9 +920,15 @@
     "    for ch, group in unit_matching.identified_units.items():\n",
     "        for unit_id, val in group.items():\n",
     "            for action_id, orig_unit_ids in val['original_unit_ids'].items():\n",
+    "                if action_id in skip_actions:\n",
+    "                    continue\n",
+    "                if unit_id not in id_nums:\n",
+    "                    id_nums[unit_id] = num\n",
+    "                    num += 1\n",
     "                units.extend([\n",
     "                    {\n",
     "                        'unit_name': name, \n",
+    "                        'unit_idnum': id_nums[unit_id],\n",
     "                        'unit_id': unit_id, \n",
     "                        'action': action_id,\n",
     "                        'channel_group': ch,\n",
@@ -932,19 +942,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 20,
    "metadata": {},
    "outputs": [],
    "source": [
     "unique_units = pd.concat([\n",
     "    pd.read_csv(p) \n",
     "    for p in output.iterdir() \n",
-    "    if p.name.endswith('units.csv')])"
+    "    if p.name.endswith('-units.csv')])"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 21,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -960,7 +970,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 22,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -970,16 +980,64 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 23,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['/media/storage/expipe/septum-mec/actions/identify-neurons/data/1834-units.csv',\n",
+       " '/media/storage/expipe/septum-mec/actions/identify-neurons/data/1834-graphs/graph-group-7.yaml',\n",
+       " '/media/storage/expipe/septum-mec/actions/identify-neurons/data/1834-graphs/graph-group-0.yaml',\n",
+       " '/media/storage/expipe/septum-mec/actions/identify-neurons/data/1834-graphs/graph-group-6.yaml',\n",
+       " '/media/storage/expipe/septum-mec/actions/identify-neurons/data/1834-graphs/graph-group-1.yaml',\n",
+       " '/media/storage/expipe/septum-mec/actions/identify-neurons/data/1834-graphs/graph-group-2.yaml',\n",
+       " '/media/storage/expipe/septum-mec/actions/identify-neurons/data/1834-graphs/graph-group-5.yaml',\n",
+       " '/media/storage/expipe/septum-mec/actions/identify-neurons/data/1834-graphs/graph-group-3.yaml',\n",
+       " '/media/storage/expipe/septum-mec/actions/identify-neurons/data/1834-graphs/graph-group-4.yaml',\n",
+       " '/media/storage/expipe/septum-mec/actions/identify-neurons/data/1849-units.csv',\n",
+       " '/media/storage/expipe/septum-mec/actions/identify-neurons/data/sessions.csv',\n",
+       " '/media/storage/expipe/septum-mec/actions/identify-neurons/data/1833-units.csv',\n",
+       " '/media/storage/expipe/septum-mec/actions/identify-neurons/data/1849-graphs/graph-group-7.yaml',\n",
+       " '/media/storage/expipe/septum-mec/actions/identify-neurons/data/1849-graphs/graph-group-0.yaml',\n",
+       " '/media/storage/expipe/septum-mec/actions/identify-neurons/data/1849-graphs/graph-group-6.yaml',\n",
+       " '/media/storage/expipe/septum-mec/actions/identify-neurons/data/1849-graphs/graph-group-1.yaml',\n",
+       " '/media/storage/expipe/septum-mec/actions/identify-neurons/data/1849-graphs/graph-group-2.yaml',\n",
+       " '/media/storage/expipe/septum-mec/actions/identify-neurons/data/1849-graphs/graph-group-5.yaml',\n",
+       " '/media/storage/expipe/septum-mec/actions/identify-neurons/data/1849-graphs/graph-group-3.yaml',\n",
+       " '/media/storage/expipe/septum-mec/actions/identify-neurons/data/1849-graphs/graph-group-4.yaml',\n",
+       " '/media/storage/expipe/septum-mec/actions/identify-neurons/data/units.csv',\n",
+       " '/media/storage/expipe/septum-mec/actions/identify-neurons/data/1839-graphs/graph-group-7.yaml',\n",
+       " '/media/storage/expipe/septum-mec/actions/identify-neurons/data/1839-graphs/graph-group-0.yaml',\n",
+       " '/media/storage/expipe/septum-mec/actions/identify-neurons/data/1839-graphs/graph-group-6.yaml',\n",
+       " '/media/storage/expipe/septum-mec/actions/identify-neurons/data/1839-graphs/graph-group-1.yaml',\n",
+       " '/media/storage/expipe/septum-mec/actions/identify-neurons/data/1839-graphs/graph-group-2.yaml',\n",
+       " '/media/storage/expipe/septum-mec/actions/identify-neurons/data/1839-graphs/graph-group-5.yaml',\n",
+       " '/media/storage/expipe/septum-mec/actions/identify-neurons/data/1839-graphs/graph-group-3.yaml',\n",
+       " '/media/storage/expipe/septum-mec/actions/identify-neurons/data/1839-graphs/graph-group-4.yaml',\n",
+       " '/media/storage/expipe/septum-mec/actions/identify-neurons/data/1833-graphs/graph-group-7.yaml',\n",
+       " '/media/storage/expipe/septum-mec/actions/identify-neurons/data/1833-graphs/graph-group-0.yaml',\n",
+       " '/media/storage/expipe/septum-mec/actions/identify-neurons/data/1833-graphs/graph-group-6.yaml',\n",
+       " '/media/storage/expipe/septum-mec/actions/identify-neurons/data/1833-graphs/graph-group-1.yaml',\n",
+       " '/media/storage/expipe/septum-mec/actions/identify-neurons/data/1833-graphs/graph-group-2.yaml',\n",
+       " '/media/storage/expipe/septum-mec/actions/identify-neurons/data/1833-graphs/graph-group-5.yaml',\n",
+       " '/media/storage/expipe/septum-mec/actions/identify-neurons/data/1833-graphs/graph-group-3.yaml',\n",
+       " '/media/storage/expipe/septum-mec/actions/identify-neurons/data/1833-graphs/graph-group-4.yaml',\n",
+       " '/media/storage/expipe/septum-mec/actions/identify-neurons/data/1839-units.csv']"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "copy_tree(output, str(identify_neurons.data_path()))"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 23,
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/actions/identify-neurons/data/1833-units.csv b/actions/identify-neurons/data/1833-units.csv
index 4f5741288..aae91cbcf 100644
--- a/actions/identify-neurons/data/1833-units.csv
+++ b/actions/identify-neurons/data/1833-units.csv
@@ -1,506 +1,506 @@
-action,channel_group,max_depth_delta,max_dissimilarity,unit_id,unit_name
-1833-020719-4,0,100,0.05,a5b7cc81-fd4f-4c6d-9aa6-e106a9132eab,302
-1833-020719-3,0,100,0.05,a5b7cc81-fd4f-4c6d-9aa6-e106a9132eab,143
-1833-010719-1,0,100,0.05,a5b7cc81-fd4f-4c6d-9aa6-e106a9132eab,127
-1833-020719-1,0,100,0.05,a5b7cc81-fd4f-4c6d-9aa6-e106a9132eab,123
-1833-260619-3,0,100,0.05,14eb6276-11b4-40db-b2e7-567af8448ebb,196
-1833-260619-1,0,100,0.05,14eb6276-11b4-40db-b2e7-567af8448ebb,120
-1833-010719-2,0,100,0.05,14eb6276-11b4-40db-b2e7-567af8448ebb,239
-1833-260619-4,0,100,0.05,14eb6276-11b4-40db-b2e7-567af8448ebb,202
-1833-010719-1,0,100,0.05,14eb6276-11b4-40db-b2e7-567af8448ebb,161
-1833-010719-1,0,100,0.05,3f18fd01-69e4-472f-bd69-f996396171fe,191
-1833-010719-2,0,100,0.05,aaeeb9ea-1221-48c2-927d-3645b72591ed,261
-1833-010719-1,0,100,0.05,aaeeb9ea-1221-48c2-927d-3645b72591ed,223
-1833-010719-2,0,100,0.05,6e163be6-bcde-4225-adde-e53110e81493,267
-1833-010719-1,0,100,0.05,6e163be6-bcde-4225-adde-e53110e81493,225
-1833-010719-1,0,100,0.05,c084a07f-e324-48fc-8513-e3750b5b8e17,235
-1833-010719-2,0,100,0.05,c084a07f-e324-48fc-8513-e3750b5b8e17,4
-1833-010719-2,0,100,0.05,36c8d8f9-aec3-40fe-85be-fedffe22fd58,254
-1833-010719-2,0,100,0.05,5d1d3fc4-c3a9-41b8-8598-4bc666fbafc9,265
-1833-020719-1,0,100,0.05,90b37b07-a85e-4e62-bada-174d552cd574,119
-1833-020719-1,0,100,0.05,16120ea5-2fb1-4700-b181-2ea5fd20c137,121
-1833-020719-3,0,100,0.05,c8511fac-ec38-4eff-b3ee-bf61d0341bec,156
-1833-020719-1,0,100,0.05,c8511fac-ec38-4eff-b3ee-bf61d0341bec,145
-1833-020719-2,0,100,0.05,c8511fac-ec38-4eff-b3ee-bf61d0341bec,142
-1833-020719-4,0,100,0.05,c8511fac-ec38-4eff-b3ee-bf61d0341bec,308
-1833-020719-3,0,100,0.05,6bbc5ac4-f3c4-4734-8e48-8c2e6f107b6b,162
-1833-020719-2,0,100,0.05,6bbc5ac4-f3c4-4734-8e48-8c2e6f107b6b,8
-1833-020719-1,0,100,0.05,6bbc5ac4-f3c4-4734-8e48-8c2e6f107b6b,158
-1833-020719-4,0,100,0.05,6bbc5ac4-f3c4-4734-8e48-8c2e6f107b6b,320
-1833-020719-2,0,100,0.05,1fde12b5-9418-4013-8a49-7591ee9e8611,105
-1833-020719-4,0,100,0.05,40981aa5-6f1d-4adb-ba9d-9604ce97e9e9,306
-1833-020719-3,0,100,0.05,40981aa5-6f1d-4adb-ba9d-9604ce97e9e9,141
-1833-020719-2,0,100,0.05,40981aa5-6f1d-4adb-ba9d-9604ce97e9e9,129
-1833-020719-3,0,100,0.05,49de8dbd-3f9b-4cbe-bf1a-0c80e26ea4e7,116
-1833-020719-2,0,100,0.05,49de8dbd-3f9b-4cbe-bf1a-0c80e26ea4e7,95
-1833-020719-3,0,100,0.05,15b94104-eb1e-469e-848a-9bcc37d4421b,104
-1833-020719-3,0,100,0.05,fe55cb66-81c1-4ff3-87cd-9b8467ce4260,105
-1833-020719-3,0,100,0.05,e48acfab-b01f-4efa-8c2f-3d22172a899b,150
-1833-020719-4,0,100,0.05,7dfb3154-cbf5-42bb-9727-c943bec482f5,258
-1833-060619-2,0,100,0.05,a625fc09-a53e-4f7f-89f9-6cc2749dd3ca,76
-1833-060619-2,0,100,0.05,98b84ab4-bc04-4f87-9159-4c3caeb847bf,90
-1833-120619-2,0,100,0.05,8a276f5e-3854-4b69-b4ee-54df31778af7,175
-1833-120619-3,0,100,0.05,8a276f5e-3854-4b69-b4ee-54df31778af7,153
-1833-120619-1,0,100,0.05,8a276f5e-3854-4b69-b4ee-54df31778af7,139
-1833-120619-2,0,100,0.05,ea5dd90d-2500-4384-b382-f61468c25bd8,89
-1833-200619-1,0,100,0.05,adc0e384-5eef-48b4-a8fb-0028a7ff0fbc,147
-1833-200619-2,0,100,0.05,130faa63-e023-4f15-bdde-2f89a3bc8af8,268
-1833-200619-4,0,100,0.05,a05eefed-9cc7-4c57-92eb-940dd627fd1a,1
-1833-200619-2,0,100,0.05,a05eefed-9cc7-4c57-92eb-940dd627fd1a,283
-1833-200619-3,0,100,0.05,a05eefed-9cc7-4c57-92eb-940dd627fd1a,0
-1833-200619-3,0,100,0.05,8fe1435e-507b-4a44-9af7-e9a0f14fa871,91
-1833-200619-4,0,100,0.05,8fe1435e-507b-4a44-9af7-e9a0f14fa871,90
-1833-200619-4,0,100,0.05,76de6df5-d05b-40f8-8950-75041a5c22fa,92
-1833-200619-3,0,100,0.05,76de6df5-d05b-40f8-8950-75041a5c22fa,93
-1833-200619-4,0,100,0.05,0ddffa3d-8bac-4c42-9f41-4b3b65d91204,78
-1833-200619-4,0,100,0.05,ae1b75b4-f32f-4686-a13b-6b642121ad91,96
-1833-260619-1,0,100,0.05,556edb6c-9137-44de-84bb-27f9a74b0a58,118
-1833-260619-3,0,100,0.05,556edb6c-9137-44de-84bb-27f9a74b0a58,182
-1833-260619-4,0,100,0.05,8dc00967-740d-40b2-a425-77641d55f04d,115
-1833-260619-1,0,100,0.05,8dc00967-740d-40b2-a425-77641d55f04d,130
-1833-260619-3,0,100,0.05,8dc00967-740d-40b2-a425-77641d55f04d,141
-1833-260619-1,0,100,0.05,fe3dd17c-c6d7-4b5f-ac50-68db35953edf,132
-1833-260619-2,0,100,0.05,fe3dd17c-c6d7-4b5f-ac50-68db35953edf,174
-1833-260619-4,0,100,0.05,fe3dd17c-c6d7-4b5f-ac50-68db35953edf,233
-1833-260619-3,0,100,0.05,fe3dd17c-c6d7-4b5f-ac50-68db35953edf,209
-1833-260619-2,0,100,0.05,531ea300-819c-4ee0-abee-4afb85e07305,2
-1833-260619-1,0,100,0.05,531ea300-819c-4ee0-abee-4afb85e07305,2
-1833-260619-4,0,100,0.05,531ea300-819c-4ee0-abee-4afb85e07305,235
-1833-260619-3,0,100,0.05,531ea300-819c-4ee0-abee-4afb85e07305,1
-1833-260619-2,0,100,0.05,b6a0a407-f3de-482e-9ffe-13682e729515,152
-1833-260619-4,0,100,0.05,b6a0a407-f3de-482e-9ffe-13682e729515,208
-1833-260619-3,0,100,0.05,b6a0a407-f3de-482e-9ffe-13682e729515,180
-1833-260619-4,0,100,0.05,c81e361f-1f8a-4342-af24-8aa0fab03ec3,222
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diff --git a/actions/identify-neurons/data/1834-units.csv b/actions/identify-neurons/data/1834-units.csv
index 21e0d8b02..8c6d789a3 100644
--- a/actions/identify-neurons/data/1834-units.csv
+++ b/actions/identify-neurons/data/1834-units.csv
@@ -1,342 +1,342 @@
-action,channel_group,max_depth_delta,max_dissimilarity,unit_id,unit_name
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diff --git a/actions/identify-neurons/data/1839-units.csv b/actions/identify-neurons/data/1839-units.csv
index 2fe36e7d0..96d2831c5 100644
--- a/actions/identify-neurons/data/1839-units.csv
+++ b/actions/identify-neurons/data/1839-units.csv
@@ -1,121 +1,121 @@
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diff --git a/actions/identify-neurons/data/1849-units.csv b/actions/identify-neurons/data/1849-units.csv
index fa8e7a0d6..df6687e8e 100644
--- a/actions/identify-neurons/data/1849-units.csv
+++ b/actions/identify-neurons/data/1849-units.csv
@@ -1,333 +1,333 @@
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diff --git a/actions/identify-neurons/data/sessions.csv b/actions/identify-neurons/data/sessions.csv
index 0022b7277..31402fe8b 100644
--- a/actions/identify-neurons/data/sessions.csv
+++ b/actions/identify-neurons/data/sessions.csv
@@ -87,3 +87,4 @@ action,baseline,entity,frequency,i,ii,session,stim_location,stimulated,tag
 1833-200619-3,True,1833,,False,True,3,,False,baseline ii
 1849-280219-1,True,1849,,True,False,1,,False,baseline i
 1833-010719-2,False,1833,11.0,True,False,2,ms,True,stim i
+1834-230219-1,False,1834,,False,False,1,,False,
diff --git a/actions/identify-neurons/data/units.csv b/actions/identify-neurons/data/units.csv
index bf9e22496..fc44a7a08 100644
--- a/actions/identify-neurons/data/units.csv
+++ b/actions/identify-neurons/data/units.csv
@@ -1,1299 +1,1299 @@
-action,channel_group,max_depth_delta,max_dissimilarity,unit_id,unit_name
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