diff --git a/.gitignore b/.gitignore
index 8dc6ff3..6e42a9a 100644
--- a/.gitignore
+++ b/.gitignore
@@ -319,3 +319,4 @@ original.v.dat
 /CellTypesDatabase/models/GLIF/*txt
 /CellTypesDatabase/models/GLIF/*json
 arm64
+/CellTypesDatabase/models/.DS_Store
diff --git a/CellTypesDatabase/models/NeuroML2/CellTypesPerLayer.net.nml b/CellTypesDatabase/models/NeuroML2/CellTypesPerLayer.net.nml
index 0d805d0..550c00d 100644
--- a/CellTypesDatabase/models/NeuroML2/CellTypesPerLayer.net.nml
+++ b/CellTypesDatabase/models/NeuroML2/CellTypesPerLayer.net.nml
@@ -1,6 +1,6 @@
 <neuroml xmlns="http://www.neuroml.org/schema/neuroml2"  xmlns:xs="http://www.w3.org/2001/XMLSchema" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://www.neuroml.org/schema/neuroml2 https://raw.github.com/NeuroML/NeuroML2/development/Schemas/NeuroML2/NeuroML_v2beta4.xsd" id="CellTypesPerLayer">
     <include href="ROTATED_Cell_473862496.cell.nml"></include>
-    <include href="ROTATED_Cell_472427533.cell.nml"></include>
+    <include href="ROTATED_Cell_329321704.cell.nml"></include>
     <include href="ROTATED_Cell_473871773.cell.nml"></include>
     <include href="ROTATED_Cell_473871592.cell.nml"></include>
     <network id="CellTypesPerLayer">
@@ -9,7 +9,7 @@
                 <location y="-100." x="0." z="0."/>
             </instance>
         </population>
-        <population id="Pop_ROTATED_Cell_472427533" type="populationList" component="ROTATED_Cell_472427533">
+        <population id="Pop_ROTATED_Cell_329321704" type="populationList" component="ROTATED_Cell_329321704">
             <instance id="0">
                 <location y="-295." x="300." z="0."/>
             </instance>
diff --git a/CellTypesDatabase/models/NeuroML2/Examples.py b/CellTypesDatabase/models/NeuroML2/Examples.py
index f79a720..a71398f 100644
--- a/CellTypesDatabase/models/NeuroML2/Examples.py
+++ b/CellTypesDatabase/models/NeuroML2/Examples.py
@@ -92,7 +92,7 @@ def get_oriented_cell(cell):
 
 
 cells['L23'] = ['Cell_473862496.cell.nml']
-cells['L4'] =  ['Cell_472427533.cell.nml']
+cells['L4'] =  ['Cell_329321704.cell.nml']
 cells['L5'] = ['Cell_473871773.cell.nml']
 cells['L6'] = ['Cell_473871592.cell.nml']
 
diff --git a/CellTypesDatabase/models/NeuroML2/LargeNet.net.nml b/CellTypesDatabase/models/NeuroML2/LargeNet.net.nml
index d162f79..2116fe6 100644
--- a/CellTypesDatabase/models/NeuroML2/LargeNet.net.nml
+++ b/CellTypesDatabase/models/NeuroML2/LargeNet.net.nml
@@ -1,255 +1,255 @@
-<neuroml xmlns="http://www.neuroml.org/schema/neuroml2"  xmlns:xs="http://www.w3.org/2001/XMLSchema" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://www.neuroml.org/schema/neuroml2 https://raw.github.com/NeuroML/NeuroML2/development/Schemas/NeuroML2/NeuroML_v2beta4.xsd" id="LargeNet">
-    <include href="ROTATED_Cell_473862496.cell.nml"></include>
-    <include href="ROTATED_Cell_472427533.cell.nml"></include>
-    <include href="ROTATED_Cell_473871773.cell.nml"></include>
-    <include href="ROTATED_Cell_473871592.cell.nml"></include>
+<neuroml xmlns="http://www.neuroml.org/schema/neuroml2"  xmlns:xs="http://www.w3.org/2001/XMLSchema" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://www.neuroml.org/schema/neuroml2 https://raw.github.com/NeuroML/NeuroML2/development/Schemas/NeuroML2/NeuroML_v2.3.xsd" id="LargeNet">
+    <include href="ROTATED_Cell_473862496.cell.nml"/>
+    <include href="ROTATED_Cell_329321704.cell.nml"/>
+    <include href="ROTATED_Cell_473871773.cell.nml"/>
+    <include href="ROTATED_Cell_473871592.cell.nml"/>
     <network id="LargeNet">
         <population id="Pop_ROTATED_Cell_473862496" component="ROTATED_Cell_473862496" type="populationList">
             <instance id="0">
-                <location x="184.85820611136316" y="-172.63761175864289" z="223.822529599683691"/>
+                <location x="231.933040453768342" y="-108.282462871124523" z="493.464662875623674"/>
             </instance>
             <instance id="1">
-                <location x="436.707823785181233" y="-192.76852910950501" z="177.043595932160628"/>
+                <location x="91.97253311919529" y="-86.953550414266005" z="101.362012830992057"/>
             </instance>
             <instance id="2">
-                <location x="265.263044554375085" y="-126.482062140282238" z="69.882285342573013"/>
+                <location x="145.988105510479016" y="-172.136377099586042" z="437.240138455374449"/>
             </instance>
             <instance id="3">
-                <location x="399.608390348307069" y="-106.126830435462622" z="174.995295598981414"/>
+                <location x="380.927811740136121" y="-178.793717229328053" z="499.484239015625349"/>
             </instance>
             <instance id="4">
-                <location x="180.179464609277204" y="-8.536095486054162" z="261.692210051002064"/>
+                <location x="446.947286585533959" y="-56.215793918052135" z="5.420526319954044"/>
             </instance>
             <instance id="5">
-                <location x="232.370505915545095" y="-168.555925163537097" z="52.13133231079253"/>
+                <location x="178.369455073317795" y="-92.526271524649559" z="298.052161838188965"/>
             </instance>
             <instance id="6">
-                <location x="158.872988598030275" y="-109.215015154860453" z="400.09128087556644"/>
+                <location x="236.151787513840588" y="-58.712402982516501" z="427.588356340094663"/>
             </instance>
             <instance id="7">
-                <location x="37.263658221591392" y="-123.085336583125354" z="377.356339880408825"/>
+                <location x="82.638049880437435" y="-73.009846833493057" z="285.381670585805068"/>
             </instance>
             <instance id="8">
-                <location x="283.895183300055919" y="-29.494290894756968" z="283.790396739699133"/>
+                <location x="247.688465731641941" y="-66.399718394166186" z="50.676686445501105"/>
             </instance>
             <instance id="9">
-                <location x="7.625133617738977" y="-194.704443650140405" z="6.018721162172669"/>
+                <location x="337.890806091639035" y="-78.134709795366277" z="19.876554097422229"/>
             </instance>
             <instance id="10">
-                <location x="481.608886842844242" y="-12.980163733811967" z="358.046475117971113"/>
+                <location x="162.009574803064652" y="-82.694567634398553" z="353.909303111848772"/>
             </instance>
             <instance id="11">
-                <location x="435.84431597805974" y="-63.793259926416333" z="396.944916597589383"/>
+                <location x="410.375596690770237" y="-123.399510406092688" z="414.665334224264711"/>
             </instance>
             <instance id="12">
-                <location x="143.894790772823626" y="-160.335828788971355" z="481.687515408487229"/>
+                <location x="199.184107569589258" y="-108.649366553796199" z="118.421529305679513"/>
             </instance>
             <instance id="13">
-                <location x="66.050187493167101" y="-119.78873733097879" z="408.312499343017578"/>
+                <location x="128.04495362407431" y="-101.891446639114136" z="378.257772235221069"/>
             </instance>
             <instance id="14">
-                <location x="323.986899335838643" y="-150.233298832864818" z="249.185342093518102"/>
+                <location x="143.797994281942351" y="-32.713966256320013" z="494.280554155868344"/>
             </instance>
             <instance id="15">
-                <location x="65.12279521481284" y="-153.37470409487338" z="152.20807601402754"/>
+                <location x="365.171552173558553" y="-74.918349412680868" z="97.777994138305672"/>
             </instance>
             <instance id="16">
-                <location x="424.401553044751097" y="-111.749754921564517" z="39.710538750850674"/>
+                <location x="242.526661258115837" y="-136.75398071925963" z="217.006824968314703"/>
             </instance>
             <instance id="17">
-                <location x="164.740687526540142" y="-191.833177237270007" z="437.519409853071807"/>
+                <location x="452.290746025749172" y="-74.10189471247439" z="449.275648389406513"/>
             </instance>
             <instance id="18">
-                <location x="434.603173885343779" y="-146.960274401689873" z="9.823101497921316"/>
+                <location x="264.150281773002121" y="-117.987464860957388" z="91.562644315737245"/>
             </instance>
             <instance id="19">
-                <location x="481.951272844835557" y="-58.948734063652886" z="214.78253704318152"/>
+                <location x="246.96156358372977" y="-136.83517400235371" z="311.011726256001396"/>
             </instance>
         </population>
-        <population id="Pop_ROTATED_Cell_472427533" component="ROTATED_Cell_472427533" type="populationList">
+        <population id="Pop_ROTATED_Cell_329321704" component="ROTATED_Cell_329321704" type="populationList">
             <instance id="0">
-                <location x="49.054046701443369" y="-239.560570356371841" z="75.840018974155157"/>
+                <location x="26.275547922134656" y="-244.598355065797818" z="167.079432627556201"/>
             </instance>
             <instance id="1">
-                <location x="214.508428764647419" y="-313.468976283396955" z="370.989735727721495"/>
+                <location x="96.439916809819721" y="-283.097587029966348" z="313.671322892838646"/>
             </instance>
             <instance id="2">
-                <location x="358.465135300103555" y="-263.199975320287365" z="292.30446341156437"/>
+                <location x="112.194778547423539" y="-265.306369706394321" z="250.33223403841464"/>
             </instance>
             <instance id="3">
-                <location x="72.267446003314475" y="-345.002828959972135" z="76.052562644952744"/>
+                <location x="412.091757071916447" y="-334.35574799563193" z="218.133299905899463"/>
             </instance>
             <instance id="4">
-                <location x="417.973357102908608" y="-246.804681346061614" z="313.272974467748895"/>
+                <location x="184.251752523702692" y="-333.434022768703073" z="92.371249822940086"/>
             </instance>
             <instance id="5">
-                <location x="397.114436922331151" y="-271.024048006737928" z="238.787236284397352"/>
+                <location x="267.962877733331936" y="-370.822377977534359" z="208.547095282544177"/>
             </instance>
             <instance id="6">
-                <location x="419.781376703187561" y="-260.505542498349428" z="184.842937075411555"/>
+                <location x="466.80201085997345" y="-345.130658384179128" z="161.191377227060457"/>
             </instance>
             <instance id="7">
-                <location x="85.880472338830387" y="-200.195487945332133" z="383.597593951147815"/>
+                <location x="484.541720266137474" y="-240.281832711942229" z="224.556298747172434"/>
             </instance>
             <instance id="8">
-                <location x="151.794584176629883" y="-385.20570729299709" z="62.992260457470081"/>
+                <location x="47.725174200960616" y="-386.054350081968664" z="107.975408133489211"/>
             </instance>
             <instance id="9">
-                <location x="130.614164626701779" y="-291.317531856720564" z="381.965423274725083"/>
+                <location x="339.258886541782658" y="-270.592183662028162" z="358.364746429145328"/>
             </instance>
             <instance id="10">
-                <location x="6.956247457513887" y="-339.870897859662591" z="444.826037640008394"/>
+                <location x="293.128201685586077" y="-301.949210979296424" z="119.649767483978479"/>
             </instance>
             <instance id="11">
-                <location x="365.487259546007863" y="-212.353833494891603" z="280.992991558695223"/>
+                <location x="124.920611957374035" y="-356.479802216562291" z="123.719689737579856"/>
             </instance>
             <instance id="12">
-                <location x="354.822668264276331" y="-332.825422081723048" z="134.016415249732404"/>
+                <location x="439.466698085494897" y="-350.76668011199547" z="163.374839050442318"/>
             </instance>
             <instance id="13">
-                <location x="307.694737653504149" y="-339.183805729791288" z="126.905127817085742"/>
+                <location x="411.676382704599234" y="-244.997501314534759" z="469.474974194760989"/>
             </instance>
             <instance id="14">
-                <location x="150.259901957767283" y="-302.799206193891735" z="388.317156946255807"/>
+                <location x="350.29988807169417" y="-236.805087744101598" z="267.64068116433225"/>
             </instance>
             <instance id="15">
-                <location x="217.230309416974848" y="-338.984907465730998" z="271.111606181963396"/>
+                <location x="217.927267568726933" y="-255.516059956199143" z="293.994695831151205"/>
             </instance>
             <instance id="16">
-                <location x="256.59800158309281" y="-276.939106277065832" z="130.719605994413342"/>
+                <location x="351.332872442865948" y="-267.480524873732293" z="118.46119320343162"/>
             </instance>
             <instance id="17">
-                <location x="69.62182794753285" y="-267.001058894474852" z="4.861194132382507"/>
+                <location x="40.103289265241429" y="-371.014796371764874" z="349.833547042333635"/>
             </instance>
             <instance id="18">
-                <location x="428.629531474952159" y="-371.793582848968072" z="58.159912559237029"/>
+                <location x="326.718150607459506" y="-247.34700828706994" z="145.470439558029682"/>
             </instance>
             <instance id="19">
-                <location x="166.098610427924513" y="-299.329079697184341" z="40.076986581222108"/>
+                <location x="195.901641970036394" y="-294.225950241278326" z="158.490543259944729"/>
             </instance>
         </population>
         <population id="Pop_ROTATED_Cell_473871773" component="ROTATED_Cell_473871773" type="populationList">
             <instance id="0">
-                <location x="97.323153148352986" y="-626.96148823386261" z="296.38230716190867"/>
+                <location x="129.770138577749947" y="-552.057336734761634" z="386.767644446269514"/>
             </instance>
             <instance id="1">
-                <location x="235.230868583441492" y="-579.373377629534843" z="414.964009265257118"/>
+                <location x="75.869046282291137" y="-677.979748458088352" z="125.420329051499579"/>
             </instance>
             <instance id="2">
-                <location x="162.069274616132731" y="-609.996314328197286" z="413.296948557940595"/>
+                <location x="107.074281695699042" y="-628.927574560465473" z="155.074218061866048"/>
             </instance>
             <instance id="3">
-                <location x="81.010452747668111" y="-519.957956180930751" z="290.641248335881073"/>
+                <location x="466.578327457960938" y="-425.537886879269649" z="183.392301135949111"/>
             </instance>
             <instance id="4">
-                <location x="442.243243372433994" y="-643.18030869951042" z="309.263160470848163"/>
+                <location x="102.445308919262672" y="-565.075394236594548" z="277.629356671071434"/>
             </instance>
             <instance id="5">
-                <location x="212.908409805910082" y="-509.805133811250471" z="174.142078279591772"/>
+                <location x="109.169347738626414" y="-634.493282222707421" z="255.15331403536544"/>
             </instance>
             <instance id="6">
-                <location x="335.033846409458704" y="-591.44291662660396" z="35.050905469196536"/>
+                <location x="460.36032495288066" y="-445.529191203423466" z="313.848789627114627"/>
             </instance>
             <instance id="7">
-                <location x="259.800932477291042" y="-574.862972569159183" z="35.69128005933969"/>
+                <location x="364.129933781588079" y="-557.315894522146891" z="373.64121359456459"/>
             </instance>
             <instance id="8">
-                <location x="139.464346616373973" y="-475.922730417738023" z="243.771843808878685"/>
+                <location x="332.351739817800592" y="-395.439584094769373" z="311.479779837330966"/>
             </instance>
             <instance id="9">
-                <location x="417.655993309262328" y="-621.406597161385207" z="418.130076344562099"/>
+                <location x="278.684716870082298" y="-686.85534730988104" z="326.700770888285319"/>
             </instance>
             <instance id="10">
-                <location x="60.157496801048758" y="-460.928950991652243" z="183.900192318090973"/>
+                <location x="214.922422009964464" y="-565.376471080093097" z="341.024751455061278"/>
             </instance>
             <instance id="11">
-                <location x="133.766210212343424" y="-507.59298624167576" z="54.483467761214875"/>
+                <location x="196.192312523542455" y="-669.872069993674813" z="146.360630505577348"/>
             </instance>
             <instance id="12">
-                <location x="210.945018439875298" y="-562.64108050983873" z="258.440305355747626"/>
+                <location x="380.183758423728023" y="-494.520307702692776" z="64.762909624290103"/>
             </instance>
             <instance id="13">
-                <location x="423.339010837546994" y="-481.438100564359729" z="88.504469959585279"/>
+                <location x="101.241548755297444" y="-409.369537244299181" z="428.554151139325711"/>
             </instance>
             <instance id="14">
-                <location x="261.634847938119549" y="-627.541076619044361" z="205.92896345783052"/>
+                <location x="35.502412899618975" y="-636.407338898018111" z="432.70567462451686"/>
             </instance>
             <instance id="15">
-                <location x="84.700167489296874" y="-447.872071005114435" z="311.754247679559569"/>
+                <location x="469.147101896351842" y="-477.423951527100826" z="151.69232505369456"/>
             </instance>
             <instance id="16">
-                <location x="136.76746620609299" y="-437.666036644889004" z="208.38736697378269"/>
+                <location x="387.51934854896939" y="-456.135525418782606" z="127.204732381285211"/>
             </instance>
             <instance id="17">
-                <location x="250.39365561661964" y="-685.386797191372011" z="179.269399736390341"/>
+                <location x="350.304989104930371" y="-555.901911108498552" z="405.629448617366165"/>
             </instance>
             <instance id="18">
-                <location x="479.488504521783909" y="-520.69468616145025" z="45.558576997389466"/>
+                <location x="121.261760331011828" y="-522.468668321283872" z="177.174297962780344"/>
             </instance>
             <instance id="19">
-                <location x="203.185123496317885" y="-396.686862133883437" z="242.573573033743884"/>
+                <location x="302.746934403061857" y="-496.614123429345284" z="334.06906184003725"/>
             </instance>
         </population>
         <population id="Pop_ROTATED_Cell_473871592" component="ROTATED_Cell_473871592" type="populationList">
             <instance id="0">
-                <location x="51.69671141885329" y="-906.78991936988723" z="91.456565600655566"/>
+                <location x="102.292973801526472" y="-972.115482267389098" z="374.421101505309991"/>
             </instance>
             <instance id="1">
-                <location x="32.131066433132851" y="-835.711150118561591" z="146.29527779262574"/>
+                <location x="201.016587684448183" y="-831.599665708877637" z="337.451360051862878"/>
             </instance>
             <instance id="2">
-                <location x="268.38572997468475" y="-893.732912149473577" z="86.25601040539533"/>
+                <location x="410.983607273251437" y="-936.973014860616786" z="19.981818487761981"/>
             </instance>
             <instance id="3">
-                <location x="137.950931445787802" y="-823.512839542622032" z="256.304671356014296"/>
+                <location x="382.802916270847788" y="-829.317141596205488" z="319.768006957465786"/>
             </instance>
             <instance id="4">
-                <location x="333.665655602424067" y="-803.960230289593596" z="167.113644310725277"/>
+                <location x="394.171379000914385" y="-830.8632130849237" z="27.072772978248949"/>
             </instance>
             <instance id="5">
-                <location x="111.839085997945844" y="-701.831700687066018" z="110.749163694014882"/>
+                <location x="228.752673063225501" y="-970.249943891124417" z="155.44869208958545"/>
             </instance>
             <instance id="6">
-                <location x="339.171024274573881" y="-824.802890644337367" z="430.144077315672348"/>
+                <location x="92.52249821492353" y="-984.493821128620993" z="431.71181780044634"/>
             </instance>
             <instance id="7">
-                <location x="125.214268704830374" y="-980.876676054346717" z="24.362335576371517"/>
+                <location x="4.494371924713858" y="-891.558426204250964" z="51.207919219702802"/>
             </instance>
             <instance id="8">
-                <location x="162.883269001313437" y="-927.468876687836769" z="237.791239943518747"/>
+                <location x="342.54001104079822" y="-702.418782539151152" z="492.203737935724178"/>
             </instance>
             <instance id="9">
-                <location x="339.174789470170765" y="-717.414016389399649" z="60.014139572050816"/>
+                <location x="91.577661883762261" y="-946.931165645342617" z="464.299415330440979"/>
             </instance>
             <instance id="10">
-                <location x="331.341825318538042" y="-813.757313804478599" z="88.02673752689671"/>
+                <location x="144.14205478347364" y="-753.41169523681981" z="273.150575636127712"/>
             </instance>
             <instance id="11">
-                <location x="207.674072476608075" y="-753.125190624951415" z="166.578184385982809"/>
+                <location x="273.279169635636833" y="-931.611295913645563" z="405.657067676791883"/>
             </instance>
             <instance id="12">
-                <location x="464.52021396992842" y="-864.257347775940843" z="142.865183733902995"/>
+                <location x="475.802818458315926" y="-887.918669796614836" z="137.229286832534768"/>
             </instance>
             <instance id="13">
-                <location x="56.312243448294716" y="-884.923097322111744" z="279.19045115871711"/>
+                <location x="414.450291986112632" y="-963.588659722708144" z="415.491435582417694"/>
             </instance>
             <instance id="14">
-                <location x="200.191151409550685" y="-937.429991928571781" z="234.98333723669424"/>
+                <location x="106.214762524010581" y="-954.622810286612548" z="317.210551715236363"/>
             </instance>
             <instance id="15">
-                <location x="88.343851311480321" y="-691.411145964074308" z="133.631209570700292"/>
+                <location x="495.412186192109516" y="-732.918585769097149" z="56.315165176289817"/>
             </instance>
             <instance id="16">
-                <location x="348.75924005210419" y="-849.02847078973798" z="209.898252668851143"/>
+                <location x="496.719803149587108" y="-817.833294627461328" z="253.728710400138056"/>
             </instance>
             <instance id="17">
-                <location x="53.0736132608125" y="-889.53932456798816" z="161.258873963025451"/>
+                <location x="144.590639716043682" y="-923.702377094633903" z="147.727161592272893"/>
             </instance>
             <instance id="18">
-                <location x="304.328548857590818" y="-828.343211521888406" z="361.273186555221287"/>
+                <location x="459.773263290639704" y="-779.961954827608906" z="340.738308094756178"/>
             </instance>
             <instance id="19">
-                <location x="47.170704956320307" y="-870.787361149654544" z="452.275015425787046"/>
+                <location x="103.348345982556992" y="-734.459442763494849" z="112.667157894719367"/>
             </instance>
         </population>
     </network>
diff --git a/CellTypesDatabase/models/NeuroML2/Network_472424854.net.nml b/CellTypesDatabase/models/NeuroML2/Network_472424854.net.nml
deleted file mode 100644
index e6b04dd..0000000
--- a/CellTypesDatabase/models/NeuroML2/Network_472424854.net.nml
+++ /dev/null
@@ -1,24 +0,0 @@
-<neuroml xmlns="http://www.neuroml.org/schema/neuroml2"  xmlns:xs="http://www.w3.org/2001/XMLSchema" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://www.neuroml.org/schema/neuroml2 https://raw.github.com/NeuroML/NeuroML2/development/Schemas/NeuroML2/NeuroML_v2beta4.xsd" id="NeuroML2_file_exported_from_NEURON">
-    <notes>
-
-Export of a cell model (472424854) obtained from the Allen Institute Cell Types Database into NeuroML2
-
-******************************************************
-*  This export to NeuroML2 has not yet been fully validated!!
-*  Use with caution!!
-******************************************************
-
-</notes>
-    <include href="Cell_472424854.cell.nml"></include>
-    <pulseGenerator id="stim" delay="200ms" duration="1000ms" amplitude="350pA"/>
-    <network id="network" type="networkWithTemperature" temperature="34 degC">
-        <population id="Pop_Cell_472424854" type="populationList" component="Cell_472424854" size="1">
-            <instance id="0">
-                <location y="0." x="0." z="0."/>
-            </instance>
-        </population>
-        <inputList id="stim_input" component="stim" population="Pop_Cell_472424854">
-            <input destination="synapses" id="0" target="../Pop_Cell_472424854/0/Cell_472424854"/>
-        </inputList>
-    </network>
-</neuroml>