diff --git a/actions/identify-neurons/data/00-identify-neurons.html b/actions/identify-neurons/data/00-identify-neurons.html
index 46b866e94..8fd60af9f 100644
--- a/actions/identify-neurons/data/00-identify-neurons.html
+++ b/actions/identify-neurons/data/00-identify-neurons.html
@@ -13281,14 +13281,14 @@ div#notebook {
 </div>
 <div class="cell border-box-sizing code_cell rendered">
 <div class="input">
-<div class="prompt input_prompt">In&nbsp;[8]:</div>
+<div class="prompt input_prompt">In&nbsp;[33]:</div>
 <div class="inner_cell">
     <div class="input_area">
 <div class=" highlight hl-ipython3"><pre><span></span><span class="n">skip_actions</span> <span class="o">=</span> <span class="p">[</span>
     <span class="s1">&#39;1849-270219-1&#39;</span><span class="p">,</span> 
     <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;1834-230219-1&#39;</span><span class="p">,</span>
     <span class="s1">&#39;1833-050619-4&#39;</span>
 <span class="p">]</span>
 </pre></div>
@@ -13300,7 +13300,7 @@ div#notebook {
 </div>
 <div class="cell border-box-sizing code_cell rendered">
 <div class="input">
-<div class="prompt input_prompt">In&nbsp;[10]:</div>
+<div class="prompt input_prompt">In&nbsp;[83]:</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>
@@ -13382,7 +13382,7 @@ div#notebook {
 </div>
 <div class="cell border-box-sizing code_cell rendered">
 <div class="input">
-<div class="prompt input_prompt">In&nbsp;[10]:</div>
+<div class="prompt input_prompt">In&nbsp;[84]:</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>
@@ -13398,7 +13398,7 @@ div#notebook {
 
 <div class="output_area">
 
-    <div class="prompt output_prompt">Out[10]:</div>
+    <div class="prompt output_prompt">Out[84]:</div>
 
 
 
@@ -13695,7 +13695,7 @@ div#notebook {
       <td>stim i</td>
     </tr>
     <tr>
-      <th>66</th>
+      <th>65</th>
       <td>1833-200619-2</td>
       <td>False</td>
       <td>1833</td>
@@ -13708,7 +13708,7 @@ div#notebook {
       <td>stim i</td>
     </tr>
     <tr>
-      <th>75</th>
+      <th>74</th>
       <td>1833-290519-2</td>
       <td>False</td>
       <td>1833</td>
@@ -13721,7 +13721,7 @@ div#notebook {
       <td>stim i</td>
     </tr>
     <tr>
-      <th>77</th>
+      <th>76</th>
       <td>1839-120619-2</td>
       <td>False</td>
       <td>1839</td>
@@ -13734,7 +13734,7 @@ div#notebook {
       <td>stim i</td>
     </tr>
     <tr>
-      <th>82</th>
+      <th>81</th>
       <td>1834-110319-5</td>
       <td>False</td>
       <td>1834</td>
@@ -13747,7 +13747,7 @@ div#notebook {
       <td>stim i</td>
     </tr>
     <tr>
-      <th>83</th>
+      <th>82</th>
       <td>1839-200619-2</td>
       <td>False</td>
       <td>1839</td>
@@ -13760,7 +13760,7 @@ div#notebook {
       <td>stim i</td>
     </tr>
     <tr>
-      <th>87</th>
+      <th>86</th>
       <td>1833-010719-2</td>
       <td>False</td>
       <td>1833</td>
@@ -13785,7 +13785,177 @@ div#notebook {
 </div>
 <div class="cell border-box-sizing code_cell rendered">
 <div class="input">
-<div class="prompt input_prompt">In&nbsp;[11]:</div>
+<div class="prompt input_prompt">In&nbsp;[85]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sessions</span><span class="p">[</span><span class="s1">&#39;date&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">sessions</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="o">.</span><span class="n">action</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;-&#39;</span><span class="p">)[</span><span class="mi">1</span><span class="p">],</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
+<span class="n">sessions</span><span class="p">[</span><span class="s1">&#39;entity_date&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">sessions</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="s1">&#39;-&#39;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">x</span><span class="o">.</span><span class="n">action</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;-&#39;</span><span class="p">)[:</span><span class="mi">2</span><span class="p">]),</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
+</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;[86]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sessions</span><span class="p">[</span><span class="s1">&#39;Hz11&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">sessions</span><span class="o">.</span><span class="n">frequency</span><span class="o">==</span><span class="mi">11</span>
+<span class="n">sessions</span><span class="p">[</span><span class="s1">&#39;Hz30&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">sessions</span><span class="o">.</span><span class="n">frequency</span><span class="o">==</span><span class="mi">30</span>
+</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;[87]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="k">for</span> <span class="n">entity_date</span><span class="p">,</span> <span class="n">day</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_date&#39;</span><span class="p">):</span>
+    <span class="n">day</span> <span class="o">=</span> <span class="n">day</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="s1">&#39;session&#39;</span><span class="p">)</span>
+    <span class="k">for</span> <span class="p">(</span><span class="n">_</span><span class="p">,</span><span class="n">now</span><span class="p">),</span> <span class="p">(</span><span class="n">_</span><span class="p">,</span><span class="n">after</span><span class="p">)</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">day</span><span class="o">.</span><span class="n">iterrows</span><span class="p">(),</span> <span class="n">day</span><span class="o">.</span><span class="n">iloc</span><span class="p">[</span><span class="mi">1</span><span class="p">:,:]</span><span class="o">.</span><span class="n">iterrows</span><span class="p">()):</span>
+        <span class="k">if</span> <span class="n">after</span><span class="o">.</span><span class="n">frequency</span> <span class="o">==</span> <span class="mi">11</span><span class="p">:</span>
+            <span class="k">if</span> <span class="n">now</span><span class="o">.</span><span class="n">baseline</span><span class="p">:</span>
+<span class="c1">#                 print(now.name)</span>
+                <span class="n">sessions</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">now</span><span class="o">.</span><span class="n">name</span><span class="p">,</span> <span class="s1">&#39;Hz11&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="kc">True</span>
+        <span class="k">if</span> <span class="n">after</span><span class="o">.</span><span class="n">frequency</span> <span class="o">==</span> <span class="mi">30</span><span class="p">:</span>
+            <span class="k">if</span> <span class="n">now</span><span class="o">.</span><span class="n">baseline</span><span class="p">:</span>
+                <span class="n">sessions</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">now</span><span class="o">.</span><span class="n">name</span><span class="p">,</span> <span class="s1">&#39;Hz30&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="kc">True</span>
+</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;[93]:</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;baseline and not Hz11 and not Hz30&#39;</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[93]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>action</th>
+      <th>baseline</th>
+      <th>entity</th>
+      <th>frequency</th>
+      <th>i</th>
+      <th>ii</th>
+      <th>session</th>
+      <th>stim_location</th>
+      <th>stimulated</th>
+      <th>tag</th>
+      <th>date</th>
+      <th>entity_date</th>
+      <th>Hz11</th>
+      <th>Hz30</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>27</th>
+      <td>1833-050619-3</td>
+      <td>True</td>
+      <td>1833</td>
+      <td>NaN</td>
+      <td>False</td>
+      <td>True</td>
+      <td>3</td>
+      <td>None</td>
+      <td>False</td>
+      <td>baseline ii</td>
+      <td>050619</td>
+      <td>1833-050619</td>
+      <td>False</td>
+      <td>False</td>
+    </tr>
+    <tr>
+      <th>29</th>
+      <td>1849-110319-3</td>
+      <td>True</td>
+      <td>1849</td>
+      <td>NaN</td>
+      <td>False</td>
+      <td>True</td>
+      <td>3</td>
+      <td>None</td>
+      <td>False</td>
+      <td>baseline ii</td>
+      <td>110319</td>
+      <td>1849-110319</td>
+      <td>False</td>
+      <td>False</td>
+    </tr>
+    <tr>
+      <th>48</th>
+      <td>1839-290519-3</td>
+      <td>True</td>
+      <td>1839</td>
+      <td>NaN</td>
+      <td>False</td>
+      <td>True</td>
+      <td>3</td>
+      <td>None</td>
+      <td>False</td>
+      <td>baseline ii</td>
+      <td>290519</td>
+      <td>1839-290519</td>
+      <td>False</td>
+      <td>False</td>
+    </tr>
+  </tbody>
+</table>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[95]:</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>
@@ -13798,7 +13968,7 @@ 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;[37]:</div>
 <div class="inner_cell">
     <div class="input_area">
 <div class=" highlight hl-ipython3"><pre><span></span><span class="n">all_non_identified_units</span> <span class="o">=</span> <span class="p">[]</span>
@@ -13820,7 +13990,7 @@ 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;[38]:</div>
 <div class="inner_cell">
     <div class="input_area">
 <div class=" highlight hl-ipython3"><pre><span></span><span class="n">all_non_identified_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;all_non_identified_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>
@@ -13890,10 +14060,10 @@ div#notebook {
 
  
  
-<div id="5d8244b3-fb6e-4a28-9a04-f62794fa87f6"></div>
+<div id="b441c5a9-f15c-4a7d-8189-0baa40d19125"></div>
 <div class="output_subarea output_widget_view ">
 <script type="text/javascript">
-var element = $('#5d8244b3-fb6e-4a28-9a04-f62794fa87f6');
+var element = $('#b441c5a9-f15c-4a7d-8189-0baa40d19125');
 </script>
 <script type="application/vnd.jupyter.widget-view+json">
 {"model_id": "93a0e7d7971a4e2d81e87adee47d91e5", "version_major": 2, "version_minor": 0}
@@ -13924,10 +14094,10 @@ Processing 1834
 
  
  
-<div id="d80b3f1f-34cc-4019-b171-01b5938383ab"></div>
+<div id="c0c96520-5a96-4075-8387-d3a8d7e033a9"></div>
 <div class="output_subarea output_widget_view ">
 <script type="text/javascript">
-var element = $('#d80b3f1f-34cc-4019-b171-01b5938383ab');
+var element = $('#c0c96520-5a96-4075-8387-d3a8d7e033a9');
 </script>
 <script type="application/vnd.jupyter.widget-view+json">
 {"model_id": "da0225d67b7948e18d4b1bf5447156e4", "version_major": 2, "version_minor": 0}
@@ -13958,10 +14128,10 @@ Processing 1839
 
  
  
-<div id="fa5e96b6-2bdf-4264-9b14-1425f31e4869"></div>
+<div id="1c99c5d3-ca37-4359-9b9f-f6ddffb0dd8c"></div>
 <div class="output_subarea output_widget_view ">
 <script type="text/javascript">
-var element = $('#fa5e96b6-2bdf-4264-9b14-1425f31e4869');
+var element = $('#1c99c5d3-ca37-4359-9b9f-f6ddffb0dd8c');
 </script>
 <script type="application/vnd.jupyter.widget-view+json">
 {"model_id": "963db44d08da4a8a990e631e9756aca0", "version_major": 2, "version_minor": 0}
@@ -13992,10 +14162,10 @@ Processing 1849
 
  
  
-<div id="edd6aa75-182a-4042-bbfe-b8a27ede3fd7"></div>
+<div id="f3b87848-c269-4ba0-8f1a-621089112777"></div>
 <div class="output_subarea output_widget_view ">
 <script type="text/javascript">
-var element = $('#edd6aa75-182a-4042-bbfe-b8a27ede3fd7');
+var element = $('#f3b87848-c269-4ba0-8f1a-621089112777');
 </script>
 <script type="application/vnd.jupyter.widget-view+json">
 {"model_id": "0868adb93b4b4c92b75638b7bc2e6a32", "version_major": 2, "version_minor": 0}
@@ -14116,7 +14286,7 @@ var element = $('#edd6aa75-182a-4042-bbfe-b8a27ede3fd7');
 </div>
 <div class="cell border-box-sizing code_cell rendered">
 <div class="input">
-<div class="prompt input_prompt">In&nbsp;[19]:</div>
+<div class="prompt input_prompt">In&nbsp;[44]:</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>
@@ -14139,8 +14309,6 @@ var element = $('#edd6aa75-182a-4042-bbfe-b8a27ede3fd7');
     <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>
@@ -14155,8 +14323,9 @@ var element = $('#edd6aa75-182a-4042-bbfe-b8a27ede3fd7');
                         <span class="s1">&#39;max_depth_delta&#39;</span><span class="p">:</span> <span class="n">max_depth_delta</span>
                     <span class="p">}</span> 
                     <span class="k">for</span> <span class="n">name</span> <span class="ow">in</span> <span class="n">orig_unit_ids</span><span class="p">])</span>
-
-    <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">units</span><span class="p">)</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="n">f</span><span class="s1">&#39;</span><span class="si">{entity}</span><span class="s1">-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>
+    <span class="n">units</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">units</span><span class="p">)</span>
+    <span class="n">units</span> <span class="o">=</span> <span class="n">units</span><span class="p">[</span><span class="o">~</span><span class="n">units</span><span class="o">.</span><span class="n">action</span><span class="o">.</span><span class="n">isin</span><span class="p">(</span><span class="n">skip_actions</span><span class="p">)]</span>
+    <span class="n">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="n">f</span><span class="s1">&#39;</span><span class="si">{entity}</span><span class="s1">-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>
 </pre></div>
 
     </div>
@@ -14166,7 +14335,7 @@ var element = $('#edd6aa75-182a-4042-bbfe-b8a27ede3fd7');
 </div>
 <div class="cell border-box-sizing code_cell rendered">
 <div class="input">
-<div class="prompt input_prompt">In&nbsp;[20]:</div>
+<div class="prompt input_prompt">In&nbsp;[45]:</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>
@@ -14182,7 +14351,20 @@ var element = $('#edd6aa75-182a-4042-bbfe-b8a27ede3fd7');
 </div>
 <div class="cell border-box-sizing code_cell rendered">
 <div class="input">
-<div class="prompt input_prompt">In&nbsp;[21]:</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="c1"># remove 1834-010319-3 unit 72</span>
+</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;[46]:</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>
@@ -14202,7 +14384,7 @@ var element = $('#edd6aa75-182a-4042-bbfe-b8a27ede3fd7');
 </div>
 <div class="cell border-box-sizing code_cell rendered">
 <div class="input">
-<div class="prompt input_prompt">In&nbsp;[22]:</div>
+<div class="prompt input_prompt">In&nbsp;[47]:</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>
@@ -14216,7 +14398,7 @@ var element = $('#edd6aa75-182a-4042-bbfe-b8a27ede3fd7');
 </div>
 <div class="cell border-box-sizing code_cell rendered">
 <div class="input">
-<div class="prompt input_prompt">In&nbsp;[23]:</div>
+<div class="prompt input_prompt">In&nbsp;[48]:</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>
@@ -14232,13 +14414,14 @@ var element = $('#edd6aa75-182a-4042-bbfe-b8a27ede3fd7');
 
 <div class="output_area">
 
-    <div class="prompt output_prompt">Out[23]:</div>
+    <div class="prompt output_prompt">Out[48]:</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/all_non_identified_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;,
@@ -14286,7 +14469,7 @@ var element = $('#edd6aa75-182a-4042-bbfe-b8a27ede3fd7');
 </div>
 <div class="cell border-box-sizing code_cell rendered">
 <div class="input">
-<div class="prompt input_prompt">In&nbsp;[23]:</div>
+<div class="prompt input_prompt">In&nbsp;[50]:</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 8822340d9..d0be20d25 100644
--- a/actions/identify-neurons/data/00-identify-neurons.ipynb
+++ b/actions/identify-neurons/data/00-identify-neurons.ipynb
@@ -121,7 +121,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 33,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -129,14 +129,14 @@
     "    '1849-270219-1', \n",
     "    '1849-260219-2', \n",
     "    '1834-250219-1',\n",
-    "    '1834-230219-1'\n",
+    "    '1834-230219-1',\n",
     "    '1833-050619-4'\n",
     "]"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 83,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -214,7 +214,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 84,
    "metadata": {},
    "outputs": [
     {
@@ -512,7 +512,7 @@
        "      <td>stim i</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>66</th>\n",
+       "      <th>65</th>\n",
        "      <td>1833-200619-2</td>\n",
        "      <td>False</td>\n",
        "      <td>1833</td>\n",
@@ -525,7 +525,7 @@
        "      <td>stim i</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>75</th>\n",
+       "      <th>74</th>\n",
        "      <td>1833-290519-2</td>\n",
        "      <td>False</td>\n",
        "      <td>1833</td>\n",
@@ -538,7 +538,7 @@
        "      <td>stim i</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>77</th>\n",
+       "      <th>76</th>\n",
        "      <td>1839-120619-2</td>\n",
        "      <td>False</td>\n",
        "      <td>1839</td>\n",
@@ -551,7 +551,7 @@
        "      <td>stim i</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>82</th>\n",
+       "      <th>81</th>\n",
        "      <td>1834-110319-5</td>\n",
        "      <td>False</td>\n",
        "      <td>1834</td>\n",
@@ -564,7 +564,7 @@
        "      <td>stim i</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>83</th>\n",
+       "      <th>82</th>\n",
        "      <td>1839-200619-2</td>\n",
        "      <td>False</td>\n",
        "      <td>1839</td>\n",
@@ -577,7 +577,7 @@
        "      <td>stim i</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>87</th>\n",
+       "      <th>86</th>\n",
        "      <td>1833-010719-2</td>\n",
        "      <td>False</td>\n",
        "      <td>1833</td>\n",
@@ -615,12 +615,12 @@
        "57  1849-060319-2     False    1849       11.0  True  False        2   \n",
        "61  1834-110319-2     False    1834       11.0  True  False        2   \n",
        "62  1833-020719-2     False    1833       11.0  True  False        2   \n",
-       "66  1833-200619-2     False    1833       11.0  True  False        2   \n",
-       "75  1833-290519-2     False    1833       11.0  True  False        2   \n",
-       "77  1839-120619-2     False    1839       11.0  True  False        2   \n",
-       "82  1834-110319-5     False    1834       11.0  True  False        5   \n",
-       "83  1839-200619-2     False    1839       11.0  True  False        2   \n",
-       "87  1833-010719-2     False    1833       11.0  True  False        2   \n",
+       "65  1833-200619-2     False    1833       11.0  True  False        2   \n",
+       "74  1833-290519-2     False    1833       11.0  True  False        2   \n",
+       "76  1839-120619-2     False    1839       11.0  True  False        2   \n",
+       "81  1834-110319-5     False    1834       11.0  True  False        5   \n",
+       "82  1839-200619-2     False    1839       11.0  True  False        2   \n",
+       "86  1833-010719-2     False    1833       11.0  True  False        2   \n",
        "\n",
        "   stim_location  stimulated     tag  \n",
        "3             ms        True  stim i  \n",
@@ -643,15 +643,15 @@
        "57            ms        True  stim i  \n",
        "61            ms        True  stim i  \n",
        "62            ms        True  stim i  \n",
-       "66            ms        True  stim i  \n",
-       "75            ms        True  stim i  \n",
-       "77            ms        True  stim i  \n",
-       "82          mecl        True  stim i  \n",
-       "83            ms        True  stim i  \n",
-       "87            ms        True  stim i  "
+       "65            ms        True  stim i  \n",
+       "74            ms        True  stim i  \n",
+       "76            ms        True  stim i  \n",
+       "81          mecl        True  stim i  \n",
+       "82            ms        True  stim i  \n",
+       "86            ms        True  stim i  "
       ]
      },
-     "execution_count": 10,
+     "execution_count": 84,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -662,7 +662,164 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 85,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "sessions['date'] = sessions.apply(lambda x: x.action.split('-')[1], axis=1)\n",
+    "sessions['entity_date'] = sessions.apply(lambda x: '-'.join(x.action.split('-')[:2]), axis=1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 86,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "sessions['Hz11'] = sessions.frequency==11\n",
+    "sessions['Hz30'] = sessions.frequency==30"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 87,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "for entity_date, day in sessions.groupby('entity_date'):\n",
+    "    day = day.sort_values('session')\n",
+    "    for (_,now), (_,after) in zip(day.iterrows(), day.iloc[1:,:].iterrows()):\n",
+    "        if after.frequency == 11:\n",
+    "            if now.baseline:\n",
+    "#                 print(now.name)\n",
+    "                sessions.loc[now.name, 'Hz11'] = True\n",
+    "        if after.frequency == 30:\n",
+    "            if now.baseline:\n",
+    "                sessions.loc[now.name, 'Hz30'] = True"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 93,
+   "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>action</th>\n",
+       "      <th>baseline</th>\n",
+       "      <th>entity</th>\n",
+       "      <th>frequency</th>\n",
+       "      <th>i</th>\n",
+       "      <th>ii</th>\n",
+       "      <th>session</th>\n",
+       "      <th>stim_location</th>\n",
+       "      <th>stimulated</th>\n",
+       "      <th>tag</th>\n",
+       "      <th>date</th>\n",
+       "      <th>entity_date</th>\n",
+       "      <th>Hz11</th>\n",
+       "      <th>Hz30</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>1833-050619-3</td>\n",
+       "      <td>True</td>\n",
+       "      <td>1833</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>3</td>\n",
+       "      <td>None</td>\n",
+       "      <td>False</td>\n",
+       "      <td>baseline ii</td>\n",
+       "      <td>050619</td>\n",
+       "      <td>1833-050619</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>1849-110319-3</td>\n",
+       "      <td>True</td>\n",
+       "      <td>1849</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>3</td>\n",
+       "      <td>None</td>\n",
+       "      <td>False</td>\n",
+       "      <td>baseline ii</td>\n",
+       "      <td>110319</td>\n",
+       "      <td>1849-110319</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>48</th>\n",
+       "      <td>1839-290519-3</td>\n",
+       "      <td>True</td>\n",
+       "      <td>1839</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>3</td>\n",
+       "      <td>None</td>\n",
+       "      <td>False</td>\n",
+       "      <td>baseline ii</td>\n",
+       "      <td>290519</td>\n",
+       "      <td>1839-290519</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "           action  baseline  entity  frequency      i    ii  session  \\\n",
+       "27  1833-050619-3      True    1833        NaN  False  True        3   \n",
+       "29  1849-110319-3      True    1849        NaN  False  True        3   \n",
+       "48  1839-290519-3      True    1839        NaN  False  True        3   \n",
+       "\n",
+       "   stim_location  stimulated          tag    date  entity_date   Hz11   Hz30  \n",
+       "27          None       False  baseline ii  050619  1833-050619  False  False  \n",
+       "29          None       False  baseline ii  110319  1849-110319  False  False  \n",
+       "48          None       False  baseline ii  290519  1839-290519  False  False  "
+      ]
+     },
+     "execution_count": 93,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sessions.query('baseline and not Hz11 and not Hz30')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 95,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -671,7 +828,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 37,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -689,7 +846,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 38,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -896,7 +1053,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 44,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -920,8 +1077,6 @@
     "    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",
@@ -936,13 +1091,14 @@
     "                        'max_depth_delta': max_depth_delta\n",
     "                    } \n",
     "                    for name in orig_unit_ids])\n",
-    "\n",
-    "    pd.DataFrame(units).to_csv(output / f'{entity}-units.csv', index=False)"
+    "    units = pd.DataFrame(units)\n",
+    "    units = units[~units.action.isin(skip_actions)]\n",
+    "    units.to_csv(output / f'{entity}-units.csv', index=False)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 45,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -954,7 +1110,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# remove 1834-010319-3 unit 72"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -970,7 +1135,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 47,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -980,13 +1145,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 48,
    "metadata": {},
    "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/all_non_identified_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",
@@ -1026,7 +1192,7 @@
        " '/media/storage/expipe/septum-mec/actions/identify-neurons/data/1839-units.csv']"
       ]
      },
-     "execution_count": 23,
+     "execution_count": 48,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1037,7 +1203,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 50,
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/actions/identify-neurons/data/1833-units.csv b/actions/identify-neurons/data/1833-units.csv
index aae91cbcf..cb3cfc665 100644
--- a/actions/identify-neurons/data/1833-units.csv
+++ b/actions/identify-neurons/data/1833-units.csv
@@ -1,506 +1,493 @@
 action,channel_group,max_depth_delta,max_dissimilarity,unit_id,unit_idnum,unit_name
-1833-020719-1,0,100,0.05,8db58c47-11b2-4854-9fb1-3c91e579c5a3,0,123
-1833-010719-1,0,100,0.05,8db58c47-11b2-4854-9fb1-3c91e579c5a3,0,127
-1833-020719-3,0,100,0.05,8db58c47-11b2-4854-9fb1-3c91e579c5a3,0,143
-1833-020719-4,0,100,0.05,8db58c47-11b2-4854-9fb1-3c91e579c5a3,0,302
-1833-260619-1,0,100,0.05,936d9991-da7a-4278-b553-036eb4eebbb5,1,120
-1833-260619-4,0,100,0.05,936d9991-da7a-4278-b553-036eb4eebbb5,1,202
-1833-010719-1,0,100,0.05,936d9991-da7a-4278-b553-036eb4eebbb5,1,161
-1833-010719-2,0,100,0.05,936d9991-da7a-4278-b553-036eb4eebbb5,1,239
-1833-260619-3,0,100,0.05,936d9991-da7a-4278-b553-036eb4eebbb5,1,196
-1833-010719-1,0,100,0.05,3e793ed3-20b8-49a4-af5f-c8e913eb4dd4,2,191
-1833-010719-2,0,100,0.05,9fb5e552-452e-4106-a67d-02f2d9360060,3,261
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diff --git a/actions/identify-neurons/data/1834-units.csv b/actions/identify-neurons/data/1834-units.csv
index 8c6d789a3..3c8760a77 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_idnum,unit_name
-1834-010319-1,0,100,0.05,16f04242-cdb8-4ffc-b838-ed594c619444,327,2
-1834-010319-1,0,100,0.05,1722c26c-7910-4d52-95fc-66cd11cbdb94,328,39
-1834-010319-3,0,100,0.05,f01dab27-6e60-44e5-89b4-2eddbc3d30b5,329,1
-1834-010319-3,0,100,0.05,f544987d-aed2-4d19-816f-82a63003dfea,330,12
-1834-010319-3,0,100,0.05,53df62ed-76ba-4f20-8038-c0242315d394,331,72
-1834-010319-4,0,100,0.05,49633bc1-0fd8-48ce-9b85-dacf53d78667,332,7
-1834-110319-3,0,100,0.05,49633bc1-0fd8-48ce-9b85-dacf53d78667,332,101
-1834-060319-1,0,100,0.05,49633bc1-0fd8-48ce-9b85-dacf53d78667,332,7
-1834-110319-2,0,100,0.05,49633bc1-0fd8-48ce-9b85-dacf53d78667,332,108
-1834-060319-4,0,100,0.05,49633bc1-0fd8-48ce-9b85-dacf53d78667,332,3
-1834-110319-1,0,100,0.05,49633bc1-0fd8-48ce-9b85-dacf53d78667,332,65
-1834-110319-5,0,100,0.05,49633bc1-0fd8-48ce-9b85-dacf53d78667,332,98
-1834-060319-1,0,100,0.05,d098f410-50e5-42c9-a4f8-e39d798f471f,333,70
-1834-060319-1,0,100,0.05,19bb2800-1cb1-43c0-8a42-73228cdd0c01,334,71
-1834-060319-1,0,100,0.05,00592fc7-cce9-4f92-b38e-80a5c80b87da,335,72
-1834-060319-1,0,100,0.05,306750f8-3267-460d-8f23-2f76b6d81aab,336,73
-1834-060319-1,0,100,0.05,c42624f5-e570-4a7c-abfa-855157c4200b,337,74
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diff --git a/actions/identify-neurons/data/1839-units.csv b/actions/identify-neurons/data/1839-units.csv
index 96d2831c5..40fcc8cac 100644
--- a/actions/identify-neurons/data/1839-units.csv
+++ b/actions/identify-neurons/data/1839-units.csv
@@ -1,121 +1,121 @@
 action,channel_group,max_depth_delta,max_dissimilarity,unit_id,unit_idnum,unit_name
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diff --git a/actions/identify-neurons/data/1849-units.csv b/actions/identify-neurons/data/1849-units.csv
index df6687e8e..c3ae422d7 100644
--- a/actions/identify-neurons/data/1849-units.csv
+++ b/actions/identify-neurons/data/1849-units.csv
@@ -1,333 +1,333 @@
 action,channel_group,max_depth_delta,max_dissimilarity,unit_id,unit_idnum,unit_name
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diff --git a/actions/identify-neurons/data/all_non_identified_units.csv b/actions/identify-neurons/data/all_non_identified_units.csv
index df00ef831..4efec92ea 100644
--- a/actions/identify-neurons/data/all_non_identified_units.csv
+++ b/actions/identify-neurons/data/all_non_identified_units.csv
@@ -917,19 +917,6 @@ action,channel_group,unit_name
 1834-120319-1,6,33
 1834-120319-1,7,16
 1834-120319-1,7,17
-1833-050619-4,1,68
-1833-050619-4,1,84
-1833-050619-4,1,86
-1833-050619-4,3,148
-1833-050619-4,4,151
-1833-050619-4,4,80
-1833-050619-4,5,79
-1833-050619-4,5,82
-1833-050619-4,6,117
-1833-050619-4,6,133
-1833-050619-4,6,135
-1833-050619-4,6,157
-1833-050619-4,6,92
 1833-260619-4,0,115
 1833-260619-4,0,202
 1833-260619-4,0,208
diff --git a/actions/identify-neurons/data/sessions.csv b/actions/identify-neurons/data/sessions.csv
index 31402fe8b..7607edcf3 100644
--- a/actions/identify-neurons/data/sessions.csv
+++ b/actions/identify-neurons/data/sessions.csv
@@ -1,90 +1,88 @@
-action,baseline,entity,frequency,i,ii,session,stim_location,stimulated,tag
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-1834-150319-3,True,1834,,False,True,3,,False,baseline ii
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-1849-280219-4,False,1849,30.0,False,True,4,ms,True,stim ii
-1849-110319-2,False,1849,11.0,True,False,2,ms,True,stim i
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-1834-150319-1,True,1834,,True,False,1,,False,baseline i
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+1834-110319-6,False,1834,11.0,True,False,6,mecr,True,stim i,110319,1834-110319,True,False
+1834-220319-1,True,1834,,True,False,1,,False,baseline i,220319,1834-220319,True,False
+1849-060319-2,False,1849,11.0,True,False,2,ms,True,stim i,060319,1849-060319,True,False
+1834-120319-3,True,1834,,False,True,3,,False,baseline ii,120319,1834-120319,False,True
+1834-220319-3,True,1834,,False,True,3,,False,baseline ii,220319,1834-220319,False,True
+1834-060319-1,True,1834,,True,False,1,,False,baseline i,060319,1834-060319,True,False
+1834-110319-2,False,1834,11.0,True,False,2,ms,True,stim i,110319,1834-110319,True,False
+1833-020719-2,False,1833,11.0,True,False,2,ms,True,stim i,020719,1833-020719,True,False
+1834-120319-1,True,1834,,True,False,1,,False,baseline i,120319,1834-120319,True,False
+1833-260619-4,False,1833,30.0,False,True,4,ms,True,stim ii,260619,1833-260619,False,True
+1833-200619-2,False,1833,11.0,True,False,2,ms,True,stim i,200619,1833-200619,True,False
+1839-060619-1,True,1839,,True,False,1,,False,baseline i,060619,1839-060619,True,False
+1833-120619-4,False,1833,30.0,False,True,4,ms,True,stim ii,120619,1833-120619,False,True
+1833-290519-4,False,1833,30.0,False,True,4,ms,True,stim ii,290519,1833-290519,False,True
+1849-150319-1,True,1849,,True,False,1,,False,baseline i,150319,1849-150319,True,False
+1839-060619-5,False,1839,30.0,False,True,5,ms,True,stim ii,060619,1839-060619,False,True
+1849-110319-1,True,1849,,True,False,1,,False,baseline i,110319,1849-110319,True,False
+1833-020719-1,True,1833,,True,False,1,,False,baseline i,020719,1833-020719,True,False
+1849-220319-4,True,1849,,False,True,4,,False,baseline ii,220319,1849-220319,False,True
+1833-290519-2,False,1833,11.0,True,False,2,ms,True,stim i,290519,1833-290519,True,False
+1833-060619-2,False,1833,30.0,True,False,2,ms,True,stim i,060619,1833-060619,False,True
+1839-120619-2,False,1839,11.0,True,False,2,ms,True,stim i,120619,1839-120619,True,False
+1849-220319-5,False,1849,30.0,False,True,5,ms,True,stim ii,220319,1849-220319,False,True
+1834-010319-4,True,1834,,False,True,4,,False,baseline ii,010319,1834-010319,False,True
+1833-200619-1,True,1833,,True,False,1,,False,baseline i,200619,1833-200619,True,False
+1839-120619-3,True,1839,,False,True,3,,False,baseline ii,120619,1839-120619,False,True
+1834-110319-5,False,1834,11.0,True,False,5,mecl,True,stim i,110319,1834-110319,True,False
+1839-200619-2,False,1839,11.0,True,False,2,ms,True,stim i,200619,1839-200619,True,False
+1833-260619-3,True,1833,,False,True,3,,False,baseline ii,260619,1833-260619,False,True
+1833-200619-3,True,1833,,False,True,3,,False,baseline ii,200619,1833-200619,False,True
+1849-280219-1,True,1849,,True,False,1,,False,baseline i,280219,1849-280219,True,False
+1833-010719-2,False,1833,11.0,True,False,2,ms,True,stim i,010719,1833-010719,True,False
diff --git a/actions/identify-neurons/data/units.csv b/actions/identify-neurons/data/units.csv
index fc44a7a08..6a955f0da 100644
--- a/actions/identify-neurons/data/units.csv
+++ b/actions/identify-neurons/data/units.csv
@@ -1,1299 +1,1285 @@
 action,channel_group,max_depth_delta,max_dissimilarity,unit_id,unit_idnum,unit_name
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-1834-010319-3,0,100,0.05,f01dab27-6e60-44e5-89b4-2eddbc3d30b5,329,1
-1834-010319-3,0,100,0.05,f544987d-aed2-4d19-816f-82a63003dfea,330,12
-1834-010319-3,0,100,0.05,53df62ed-76ba-4f20-8038-c0242315d394,331,72
-1834-010319-4,0,100,0.05,49633bc1-0fd8-48ce-9b85-dacf53d78667,332,7
-1834-110319-3,0,100,0.05,49633bc1-0fd8-48ce-9b85-dacf53d78667,332,101
-1834-060319-1,0,100,0.05,49633bc1-0fd8-48ce-9b85-dacf53d78667,332,7
-1834-110319-2,0,100,0.05,49633bc1-0fd8-48ce-9b85-dacf53d78667,332,108
-1834-060319-4,0,100,0.05,49633bc1-0fd8-48ce-9b85-dacf53d78667,332,3
-1834-110319-1,0,100,0.05,49633bc1-0fd8-48ce-9b85-dacf53d78667,332,65
-1834-110319-5,0,100,0.05,49633bc1-0fd8-48ce-9b85-dacf53d78667,332,98
-1834-060319-1,0,100,0.05,d098f410-50e5-42c9-a4f8-e39d798f471f,333,70
-1834-060319-1,0,100,0.05,19bb2800-1cb1-43c0-8a42-73228cdd0c01,334,71
-1834-060319-1,0,100,0.05,00592fc7-cce9-4f92-b38e-80a5c80b87da,335,72
-1834-060319-1,0,100,0.05,306750f8-3267-460d-8f23-2f76b6d81aab,336,73
-1834-060319-1,0,100,0.05,c42624f5-e570-4a7c-abfa-855157c4200b,337,74
-1834-060319-1,0,100,0.05,ba54d1ec-719e-4dd5-9278-f0852c636f6a,338,79
-1834-060319-3,0,100,0.05,984de952-0ae9-4fa2-a925-88f1429c630f,339,4
-1834-110319-1,0,100,0.05,973783eb-fc8b-45aa-a47e-7f7f5e4ce536,340,0
-1834-110319-2,0,100,0.05,3f1a289d-5bb6-4f1c-bf70-1d432c108699,341,11
-1834-110319-6,0,100,0.05,54827bd8-7feb-43a4-bbeb-c58f16002313,342,98
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-1834-150319-2,0,100,0.05,b741d6e6-eb48-462c-9da3-70f0f0471c4a,343,2
-1834-150319-3,0,100,0.05,b741d6e6-eb48-462c-9da3-70f0f0471c4a,343,71
-1834-120319-3,0,100,0.05,b741d6e6-eb48-462c-9da3-70f0f0471c4a,343,36
-1834-120319-1,0,100,0.05,b741d6e6-eb48-462c-9da3-70f0f0471c4a,343,1
-1834-150319-4,0,100,0.05,b741d6e6-eb48-462c-9da3-70f0f0471c4a,343,0
-1834-120319-2,0,100,0.05,b741d6e6-eb48-462c-9da3-70f0f0471c4a,343,39
-1834-150319-3,0,100,0.05,05a2a48b-7812-49c5-a9c6-e16317f59c90,344,75
-1834-220319-4,0,100,0.05,a912a06e-5962-45fc-b236-e015336ccde1,345,0
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-1834-220319-3,0,100,0.05,a912a06e-5962-45fc-b236-e015336ccde1,345,1
-1834-220319-2,0,100,0.05,a912a06e-5962-45fc-b236-e015336ccde1,345,1
-1834-220319-1,0,100,0.05,f5833c25-aa43-4f48-ba97-73828e59171b,346,87
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