diff --git a/.gitignore b/.gitignore
index 4ece8a0..c4bceeb 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,6 +1,6 @@
 /venv   
 /data
-/models
+/checkpoints
 
 .DS_Store
 
diff --git a/index.html b/index.html
index 568e4fe..ec8dd75 100644
--- a/index.html
+++ b/index.html
@@ -6,7 +6,7 @@
     <meta name="viewport" content="width=device-width, initial-scale=1.0">
     <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/bootstrap@4.2.1/dist/css/bootstrap.min.css"
         integrity="sha384-GJzZqFGwb1QTTN6wy59ffF1BuGJpLSa9DkKMp0DgiMDm4iYMj70gZWKYbI706tWS" crossorigin="anonymous">
-    <!-- ONNX Web WASM Runtime-->
+    <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/bootstrap-icons@1.3.0/font/bootstrap-icons.css">
     <title>SIMS Web</title>
 </head>
 
@@ -15,7 +15,13 @@
         <div class="row">
             <div class="col">
                 <div class="mb-3 mt-3">
-                    <h2 class="mb-3" style="font-weight: 300">SIMS Web </h2>
+                    <div class="d-flex justify-content-between align-items-center mb-3 mt-3">
+                        <h2 class="mb-0" style="font-weight: 300">SIMS Web</h2>
+                        <a href="https://github.com/braingeneers/sims-web" target="_blank"
+                            aria-label="View source on GitHub">
+                            <i class="bi bi-github" style="font-size: 1.5rem; color: black;"></i>
+                        </a>
+                    </div>
                     <div class="form-group mb-3">
                         <label for="model_select">Select a model:</label>
                         <select class="form-control" id="model_select">
diff --git a/main.js b/main.js
index 921d107..6cb2268 100644
--- a/main.js
+++ b/main.js
@@ -157,8 +157,8 @@ async function main() {
       return file;
     }
 
-    const fileUrl = "http://localhost:3000/data/default.h5ad"; // Replace with actual file URL
-    const fileName = "default.h5ad"; // Replace with desired file name
+    const fileUrl = "http://localhost:3000/sample.h5ad"; // Replace with actual file URL
+    const fileName = "sample.h5ad"; // Replace with desired file name
 
     try {
       const file = await urlToFile(fileUrl, fileName);
diff --git a/models/default.classes b/models/default.classes
new file mode 100644
index 0000000..338dffd
--- /dev/null
+++ b/models/default.classes
@@ -0,0 +1,8 @@
+Cycling
+IPCs
+Immature CPNs
+Immature Interneurons
+Immature PNs
+RG
+Ventral Precursors
+oRG/Astroglia
\ No newline at end of file
diff --git a/models/default.genes b/models/default.genes
new file mode 100644
index 0000000..a45b684
--- /dev/null
+++ b/models/default.genes
@@ -0,0 +1,33694 @@
+RP11-34P13.3
+FAM138A
+OR4F5
+RP11-34P13.7
+RP11-34P13.8
+RP11-34P13.14
+RP11-34P13.9
+FO538757.3
+FO538757.2
+AP006222.2
+RP5-857K21.15
+RP4-669L17.2
+RP4-669L17.10
+OR4F29
+RP5-857K21.4
+RP5-857K21.2
+OR4F16
+RP11-206L10.4
+RP11-206L10.9
+FAM87B
+LINC00115
+FAM41C
+RP11-54O7.16
+RP11-54O7.1
+RP11-54O7.2
+RP11-54O7.3
+SAMD11
+NOC2L
+KLHL17
+PLEKHN1
+PERM1
+RP11-54O7.17
+HES4
+ISG15
+RP11-54O7.11
+AGRN
+RP11-54O7.18
+RNF223
+C1orf159
+LINC01342
+RP11-465B22.8
+TTLL10-AS1
+TTLL10
+TNFRSF18
+TNFRSF4
+SDF4
+B3GALT6
+FAM132A
+RP5-902P8.12
+UBE2J2
+RP5-902P8.10
+SCNN1D
+ACAP3
+PUSL1
+CPSF3L
+CPTP
+TAS1R3
+DVL1
+MXRA8
+AURKAIP1
+CCNL2
+MRPL20
+RP4-758J18.13
+ANKRD65
+RP4-758J18.7
+TMEM88B
+RP4-758J18.10
+VWA1
+ATAD3C
+ATAD3B
+ATAD3A
+TMEM240
+SSU72
+RP5-832C2.5
+AL645728.1
+C1orf233
+RP11-345P4.9
+MIB2
+MMP23B
+CDK11B
+RP11-345P4.10
+SLC35E2B
+RP11-345P4.7
+CDK11A
+SLC35E2
+NADK
+GNB1
+RP1-140A9.1
+CALML6
+TMEM52
+CFAP74
+RP11-547D24.1
+GABRD
+RP11-547D24.3
+PRKCZ
+RP5-892K4.1
+RP11-181G12.2
+FAAP20
+RP11-181G12.4
+SKI
+MORN1
+RER1
+PEX10
+PLCH2
+RP3-395M20.2
+RP3-395M20.3
+PANK4
+HES5
+RP3-395M20.12
+RP3-395M20.8
+TNFRSF14
+RP3-395M20.9
+FAM213B
+MMEL1
+RP13-436F16.1
+TTC34
+RP11-740P5.2
+RP11-740P5.3
+ACTRT2
+LINC00982
+PRDM16
+RP1-163G9.2
+RP11-22L13.1
+ARHGEF16
+RP11-168F9.2
+MEGF6
+RP11-46F15.2
+TPRG1L
+WRAP73
+TP73
+RP5-1092A11.5
+RP5-1092A11.2
+TP73-AS1
+CCDC27
+SMIM1
+LRRC47
+RP1-286D6.5
+CEP104
+DFFB
+C1orf174
+LINC01134
+LINC01346
+RP13-614K11.2
+RP5-1166F10.1
+RP1-37J18.1
+RP1-37J18.2
+AJAP1
+RP11-542C10.1
+RP1-58B11.1
+RP11-154H17.1
+NPHP4
+KCNAB2
+CHD5
+RPL22
+RP1-120G22.11
+RNF207
+ICMT
+LINC00337
+HES3
+GPR153
+ACOT7
+RP1-202O8.3
+HES2
+ESPN
+RP1-202O8.2
+TNFRSF25
+PLEKHG5
+NOL9
+TAS1R1
+ZBTB48
+KLHL21
+PHF13
+THAP3
+DNAJC11
+RP11-242F24.1
+RP11-312B8.1
+CAMTA1
+RP11-334N17.1
+RP3-453P22.2
+RP4-549F15.1
+RP11-338N10.1
+RP11-338N10.2
+RP11-338N10.3
+VAMP3
+PER3
+RP3-467L1.4
+UTS2
+TNFRSF9
+PARK7
+ERRFI1
+RP11-431K24.1
+RP11-431K24.3
+RP11-431K24.4
+SLC45A1
+RERE
+RP5-1115A15.1
+RP4-633I8.4
+ENO1
+ENO1-AS1
+CA6
+SLC2A7
+SLC2A5
+GPR157
+MIR34AHG
+RP3-510D11.2
+RP3-510D11.4
+H6PD
+SPSB1
+RP13-392I16.1
+SLC25A33
+TMEM201
+PIK3CD
+PIK3CD-AS1
+PIK3CD-AS2
+CLSTN1
+AL357140.1
+CTNNBIP1
+RP11-84A14.5
+LZIC
+NMNAT1
+RBP7
+UBE4B
+KIF1B
+PGD
+RP4-736L20.3
+APITD1-CORT
+APITD1
+CORT
+DFFA
+RP5-1113E3.3
+PEX14
+CASZ1
+RP4-734G22.3
+C1orf127
+TARDBP
+RP4-635E18.9
+MASP2
+RP4-635E18.8
+SRM
+EXOSC10
+RP4-635E18.7
+RP4-635E18.6
+MTOR
+MTOR-AS1
+ANGPTL7
+UBIAD1
+PTCHD2
+RP1-69M21.2
+FBXO2
+FBXO44
+FBXO6
+MAD2L2
+DRAXIN
+AGTRAP
+C1orf167
+RP11-56N19.5
+MTHFR
+CLCN6
+NPPA-AS1
+NPPA
+NPPB
+KIAA2013
+PLOD1
+MFN2
+MIIP
+TNFRSF8
+TNFRSF1B
+VPS13D
+RP5-888M10.2
+DHRS3
+RP11-474O21.5
+AADACL4
+AADACL3
+C1orf158
+PRAMEF12
+PRAMEF1
+RP5-845O24.8
+PRAMEF11
+HNRNPCL1
+PRAMEF2
+PRAMEF4
+PRAMEF10
+PRAMEF7
+PRAMEF6
+PRAMEF27
+PRAMEF26
+PRAMEF25
+HNRNPCL3
+HNRNPCL2
+RP13-221M14.2
+HNRNPCL4
+PRAMEF9
+PRAMEF18
+PRAMEF5
+PRAMEF8
+PRAMEF15
+RP11-219C24.10
+PRAMEF14
+PRAMEF19
+PRAMEF17
+PRAMEF20
+LRRC38
+RP4-597A16.2
+PDPN
+CTA-520D8.2
+PRDM2
+RP11-344F13.1
+RP4-704D23.1
+KAZN
+TMEM51-AS1
+TMEM51
+C1orf195
+FHAD1
+RP3-467K16.2
+RP3-467K16.7
+RP3-467K16.4
+EFHD2
+CTRC
+CELA2A
+CELA2B
+CASP9
+DNAJC16
+RP4-680D5.8
+AGMAT
+RP4-680D5.2
+DDI2
+RSC1A1
+RP4-680D5.9
+PLEKHM2
+RP11-288I21.1
+SLC25A34
+RP11-169K16.4
+TMEM82
+FBLIM1
+UQCRHL
+FLJ37453
+SPEN
+ZBTB17
+C1orf64
+RP11-5P18.5
+HSPB7
+CLCNKA
+CLCNKB
+FAM131C
+EPHA2
+RP11-276H7.2
+RP11-276H7.3
+ARHGEF19-AS1
+ARHGEF19
+RSG1
+FBXO42
+SZRD1
+SPATA21
+NECAP2
+RP4-798A10.2
+RP4-798A10.7
+RP4-798A10.4
+RP5-875O13.1
+FAM231C
+NBPF1
+RP5-1182A14.5
+RP1-163M9.8
+FAM231A
+RP1-163M9.7
+FAM231C.1
+RP5-1182A14.7
+CROCC
+RP11-108M9.1
+RP11-108M9.2
+RP11-108M9.3
+RP11-108M9.4
+RP11-108M9.6
+MFAP2
+RP1-37C10.3
+ATP13A2
+SDHB
+PADI2
+RP11-380J14.1
+RP11-380J14.4
+PADI1
+PADI3
+PADI4
+AC004824.2
+PADI6
+RP1-20B21.4
+RCC2
+ARHGEF10L
+RP11-473A10.2
+ACTL8
+RP11-174G17.2
+IGSF21
+RP11-174G17
+RP11-422P22.1
+KLHDC7A
+PAX7
+TAS1R2
+RP13-279N23.2
+ALDH4A1
+IFFO2
+UBR4
+RP1-43E13.2
+EMC1
+MRTO4
+AKR7A3
+AKR7A2
+PQLC2
+CAPZB
+RP5-1056L3.1
+MINOS1
+MINOS1-NBL1
+NBL1
+HTR6
+TMCO4
+RNF186
+RP11-91K11.2
+OTUD3
+PLA2G2E
+PLA2G2A
+PLA2G5
+PLA2G2D
+PLA2G2F
+RP3-340N1.2
+PLA2G2C
+UBXN10-AS1
+UBXN10
+RP3-340N1.6
+VWA5B1
+RP4-745E8.2
+LINC01141
+RP4-749H3.2
+CAMK2N1
+MUL1
+FAM43B
+CDA
+PINK1
+PINK1-AS
+DDOST
+KIF17
+SH2D5
+RP5-930J4.2
+HP1BP3
+EIF4G3
+ECE1
+RP3-329E20.2
+RP5-1071N3.1
+RP11-293F5.1
+NBPF3
+ALPL
+RP11-63N8.3
+RAP1GAP
+USP48
+LDLRAD2
+HSPG2
+CELA3B
+CELA3A
+RP1-224A6.3
+LINC00339
+CDC42
+RP1-224A6.9
+WNT4
+ZBTB40
+EPHA8
+C1QA
+C1QC
+C1QB
+EPHB2
+RP11-69E9.1
+LACTBL1
+C1orf234
+KDM1A
+RP1-184J9.2
+LUZP1
+HTR1D
+LINC01355
+HNRNPR
+ZNF436
+ZNF436-AS1
+RP5-1057J7.7
+TCEA3
+ASAP3
+E2F2
+RP1-150O5.3
+ID3
+MDS2
+RPL11
+TCEB3
+TCEB3-AS1
+PITHD1
+LYPLA2
+GALE
+HMGCL
+FUCA1
+CNR2
+RP11-4M23.3
+PNRC2
+SRSF10
+RP11-293P20.2
+MYOM3
+RP11-293P20.4
+IL22RA1
+IFNLR1
+RP11-10N16.2
+RP11-10N16.3
+GRHL3
+STPG1
+NIPAL3
+RCAN3
+RP4-594I10.3
+NCMAP
+SRRM1
+CLIC4
+RUNX3
+RP11-84D1.1
+RP11-84D1.2
+RP4-799D16.1
+RP4-706G24.1
+SYF2
+RSRP1
+RP3-465N24.6
+RHD
+TMEM50A
+RHCE
+TMEM57
+LDLRAP1
+RP11-70P17.1
+MAN1C1
+RP1-187B23.1
+SEPN1
+RP1-317E23.6
+RP1-317E23.3
+MTFR1L
+RP1-317E23.7
+AUNIP
+RP1-125I3.2
+PAQR7
+STMN1
+PAFAH2
+EXTL1
+SLC30A2
+TRIM63
+PDIK1L
+FAM110D
+RP11-96L14.8
+RP11-96L14.7
+ZNF593
+CNKSR1
+CATSPER4
+CEP85
+SH3BGRL3
+UBXN11
+CD52
+AIM1L
+ZNF683
+LIN28A
+DHDDS
+RP3-476K8.3
+HMGN2
+RPS6KA1
+RP5-968P14.2
+ARID1A
+PIGV
+ZDHHC18
+SFN
+GPN2
+RP1-50O24.6
+GPATCH3
+NUDC
+NR0B2
+KDF1
+TRNP1
+FAM46B
+AL137860.1
+SLC9A1
+RP11-40H20.4
+WDTC1
+TMEM222
+SYTL1
+MAP3K6
+FCN3
+CD164L2
+GPR3
+WASF2
+RP4-752I6.1
+RP1-159A19.4
+AHDC1
+FGR
+RP11-288L9.1
+IFI6
+RP11-288L9.4
+FAM76A
+STX12
+PPP1R8
+AL109927.1
+THEMIS2
+RPA2
+SMPDL3B
+RP11-460I13.2
+XKR8
+EYA3
+PTAFR
+DNAJC8
+ATPIF1
+RP5-1092A3.4
+RP5-1092A3.5
+SESN2
+MED18
+PHACTR4
+RCC1
+TRNAU1AP
+SNHG12
+TAF12
+RAB42
+RP11-442N24__B.1
+RNU11
+GMEB1
+YTHDF2
+OPRD1
+RP1-212P9.3
+EPB41
+TMEM200B
+RP11-242O24.3
+SRSF4
+MECR
+RP11-467D18.2
+PTPRU
+RP3-437I16.1
+RP4-656G21.1
+RP11-111I12.1
+RP5-893G23.1
+RP4-591L5.1
+RP4-591L5.2
+MATN1
+MATN1-AS1
+LAPTM5
+RP5-1125N11.1
+RP5-1125N11.2
+RP1-65J11.5
+SDC3
+PUM1
+NKAIN1
+SNRNP40
+ZCCHC17
+RP11-266K22.2
+FABP3
+SERINC2
+LINC01226
+RP11-73M7.1
+TINAGL1
+HCRTR1
+PEF1
+RP11-73M7.6
+RP11-73M7.9
+COL16A1
+ADGRB2
+RP11-84A19.3
+SPOCD1
+RP11-84A19.2
+RP11-84A19.4
+PTP4A2
+RP4-534N18.2
+KHDRBS1
+RP11-277A4.4
+TMEM39B
+KPNA6
+TXLNA
+CCDC28B
+RP4-622L5.7
+IQCC
+DCDC2B
+TMEM234
+EIF3I
+FAM167B
+LCK
+HDAC1
+MARCKSL1
+RP4-811H24.9
+TSSK3
+FAM229A
+BSDC1
+RP1-27O5.3
+ZBTB8B
+ZBTB8A
+ZBTB8OS
+RBBP4
+SYNC
+RP11-114B7.6
+KIAA1522
+YARS
+S100PBP
+FNDC5
+HPCA
+TMEM54
+RNF19B
+RP1-117O3.2
+AK2
+AZIN2
+TRIM62
+ZNF362
+RP11-415J8.7
+A3GALT2
+RP11-415J8.3
+PHC2
+RP11-415J8.5
+ZSCAN20
+CSMD2
+HMGB4
+CSMD2-AS1
+C1orf94
+SMIM12
+GJB5
+GJB4
+RP1-34M23.5
+GJB3
+GJA4
+RP5-997D16.2
+DLGAP3
+RP11-244H3.4
+ZMYM6NB
+ZMYM6
+ZMYM1
+SFPQ
+ZMYM4
+ZMYM4-AS1
+KIAA0319L
+NCDN
+RP4-728D4.2
+TFAP2E
+PSMB2
+C1orf216
+CLSPN
+RP11-435D7.3
+AGO4
+AGO1
+RP4-789D17.5
+AGO3
+RP4-665N4.8
+TEKT2
+ADPRHL2
+COL8A2
+TRAPPC3
+MAP7D1
+THRAP3
+SH3D21
+EVA1B
+RP11-268J15.5
+STK40
+LSM10
+OSCP1
+MRPS15
+CSF3R
+RP4-614N24.1
+GRIK3
+RP5-1180C18.1
+LINC01137
+ZC3H12A
+MEAF6
+SNIP1
+DNALI1
+GNL2
+RSPO1
+C1orf109
+CDCA8
+EPHA10
+MANEAL
+RP11-109P14.9
+YRDC
+C1orf122
+MTF1
+INPP5B
+RP11-109P14.10
+SF3A3
+FHL3
+UTP11L
+POU3F1
+RP5-884C9.2
+LINC01343
+RP11-329N22.1
+RRAGC
+RP5-864K19.4
+MYCBP
+RP5-864K19.6
+GJA9
+RHBDL2
+AKIRIN1
+NDUFS5
+MACF1
+RP11-420K8.1
+BMP8A
+RP11-69E11.4
+PABPC4
+RP11-69E11.8
+HEYL
+RP1-144F13.3
+NT5C1A
+HPCAL4
+PPIE
+BMP8B
+OXCT2
+RP1-118J21.25
+TRIT1
+MYCL
+RP1-118J21.5
+MFSD2A
+CAP1
+PPT1
+RLF
+TMCO2
+RP1-39G22.7
+ZMPSTE24
+COL9A2
+SMAP2
+ZFP69B
+ZFP69
+RP11-656D10.3
+EXO5
+RP11-656D10.5
+RP11-656D10.6
+ZNF684
+RIMS3
+RP4-739H11.3
+NFYC-AS1
+NFYC
+KCNQ4
+CITED4
+RP5-1066H13.4
+CTPS1
+SLFNL1-AS1
+SLFNL1
+SCMH1
+RP11-399E6.1
+FOXO6
+RP11-399E6.4
+EDN2
+HIVEP3
+RP11-486B10.3
+GUCA2B
+GUCA2A
+FOXJ3
+RIMKLA
+ZMYND12
+PPCS
+CCDC30
+PPIH
+RP5-994D16.3
+YBX1
+CLDN19
+P3H1
+C1orf50
+RP5-994D16.9
+RP5-994D16.11
+SVBP
+ERMAP
+RP11-342M1.3
+ZNF691
+SLC2A1
+SLC2A1-AS1
+FAM183A
+EBNA1BP2
+CFAP57
+TMEM125
+C1orf210
+TIE1
+MPL
+RP1-92O14.3
+CDC20
+ELOVL1
+MED8
+RP1-92O14.6
+SZT2
+SZT2-AS1
+HYI
+HYI-AS1
+PTPRF
+KDM4A
+KDM4A-AS1
+ST3GAL3
+RP11-184I16.4
+ARTN
+RP11-7O11.3
+IPO13
+DPH2
+ATP6V0B
+B4GALT2
+CCDC24
+SLC6A9
+RP5-1198O20.4
+KLF17
+KLF18
+DMAP1
+ERI3
+RNF220
+TMEM53
+C1orf228
+KIF2C
+RP11-269F19.2
+RPS8
+BEST4
+PLK3
+TCTEX1D4
+BTBD19
+PTCH2
+EIF2B3
+HECTD3
+UROD
+ZSWIM5
+LINC01144
+HPDL
+MUTYH
+TOE1
+TESK2
+CCDC163P
+MMACHC
+PRDX1
+AKR1A1
+NASP
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+IFNAR1
+IFNGR2
+TMEM50B
+AP000302.58
+DNAJC28
+GART
+SON
+DONSON
+AP000304.12
+CRYZL1
+ITSN1
+ATP5O
+LINC00649
+AP000569.9
+MRPS6
+SLC5A3
+LINC00310
+AP000318.2
+KCNE2
+AP000320.6
+SMIM11A
+C21orf140
+CMP21-97G8.1
+AP000322.53
+CMP21-97G8.2
+KCNE1
+RCAN1
+CLIC6
+LINC00160
+LINC01426
+RUNX1
+AF015262.2
+AF015720.3
+AP000687.1
+LINC01436
+SETD4
+AP000688.11
+CBR1
+AP000688.15
+AP000688.29
+CBR3
+DOPEY2
+AP000692.10
+MORC3
+CHAF1B
+AP000695.6
+AP000695.4
+CLDN14
+AP000696.2
+AP000697.6
+SIM2
+HLCS
+AP000704.5
+RIPPLY3
+PIGP
+TTC3
+TTC3-AS1
+DSCR9
+AP001432.14
+DSCR3
+AP001412.1
+AP001437.1
+DYRK1A
+KCNJ6
+DSCR4
+DSCR8
+KCNJ15
+AP001434.2
+LINC01423
+ERG
+LINC00114
+ETS2
+AP001042.1
+AF064858.6
+AP001043.1
+AF064858.7
+AF064858.8
+AF064858.11
+AF064858.10
+PSMG1
+BRWD1
+AF129408.17
+BRWD1-AS2
+BRWD1-AS1
+HMGN1
+WRB
+LCA5L
+SH3BGR
+B3GALT5
+B3GALT5-AS1
+AF064860.7
+IGSF5
+PCP4
+DSCAM
+DSCAM-AS1
+LINC00323
+BACE2
+AL773572.7
+BACE2-IT1
+FAM3B
+MX2
+MX1
+AP001610.5
+TMPRSS2
+AP001610.9
+AP006748.1
+LINC00111
+LINC00479
+LINC00112
+RIPK4
+AP001615.9
+PRDM15
+AP001619.3
+C2CD2
+ZBTB21
+ZNF295-AS1
+UMODL1
+ABCG1
+TFF3
+TFF2
+TFF1
+TMPRSS3
+UBASH3A
+RSPH1
+SLC37A1
+AP001625.6
+AP001626.1
+AP001626.2
+PDE9A
+AP001627.1
+KB-51A8.1
+AP001628.7
+AP001628.6
+WDR4
+NDUFV3
+ERVH48-1
+AP001630.5
+PKNOX1
+CBS
+U2AF1
+FRGCA
+AP001631.10
+CRYAA
+LINC00322
+AP001046.5
+AP001046.6
+SIK1
+LINC00319
+LINC00313
+AP001048.4
+HSF2BP
+H2BFS
+RRP1B
+PDXK
+CSTB
+RRP1
+AATBC
+AGPAT3
+TRAPPC10
+PWP2
+C21orf33
+AP001055.6
+AP001056.1
+AP001057.1
+AP001058.3
+ICOSLG
+AP001059.6
+AP001059.7
+DNMT3L
+AP001059.5
+AIRE
+PFKL
+C21orf2
+AP001062.7
+AP001062.9
+AP001063.1
+TRPM2
+TRPM2-AS
+LRRC3-AS1
+LRRC3
+KB-68A7.1
+AP001065.15
+KB-68A7.2
+TSPEAR
+TSPEAR-AS1
+TSPEAR-AS2
+KRTAP10-1
+KRTAP10-2
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+KRTAP10-10
+KRTAP10-11
+KRTAP12-3
+KRTAP12-4
+KRTAP12-2
+KRTAP12-1
+KRTAP10-12
+UBE2G2
+LINC01424
+SUMO3
+PTTG1IP
+ITGB2
+ITGB2-AS1
+LINC01547
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+FAM207A
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+LINC00334
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+COL18A1
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+SLC19A1
+AL133493.2
+PCBP3
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+AL592528.1
+AJ011932.1
+COL6A1
+AP001476.2
+AP001476.4
+AP001476.3
+AP001471.1
+COL6A2
+FTCD
+FTCD-AS1
+SPATC1L
+AP001468.58
+LSS
+AP001469.5
+MCM3AP-AS1
+MCM3AP
+AP001469.7
+AP001469.9
+YBEY
+C21orf58
+PCNT
+DIP2A
+S100B
+PRMT2
+MT-ND1
+MT-ND2
+MT-CO1
+MT-CO2
+MT-ATP8
+MT-ATP6
+MT-CO3
+MT-ND3
+MT-ND4L
+MT-ND4
+MT-ND5
+MT-ND6
+MT-CYB
+AC133551.1
+AC136612.1
+AC136616.1
+AC136616.3
+AC136616.2
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+AC011043.2
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+AL354822.1
+AC023491.2
+AC004556.1
+AC233755.2
+AC233755.1
+AC240274.1
+AC213203.1
+FAM231B
\ No newline at end of file
diff --git a/models/default.onnx b/models/default.onnx
new file mode 100644
index 0000000..2a791ea
Binary files /dev/null and b/models/default.onnx differ
diff --git a/models/models.txt b/models/models.txt
new file mode 100644
index 0000000..331d858
--- /dev/null
+++ b/models/models.txt
@@ -0,0 +1 @@
+default
\ No newline at end of file
diff --git a/sample.h5ad b/sample.h5ad
new file mode 100644
index 0000000..e529a6d
Binary files /dev/null and b/sample.h5ad differ
diff --git a/sims-to-onnx.py b/sims-to-onnx.py
index 029211c..7eb0d5b 100644
--- a/sims-to-onnx.py
+++ b/sims-to-onnx.py
@@ -18,13 +18,16 @@
 if __name__ == "__main__":
     parser = argparse.ArgumentParser(description="Export a SIMS model to ONNX")
     parser.add_argument("checkpoint", type=str, help="Path to the checkpoint file")
+    parser.add_argument("destination", type=str, help="Path to save the ONNX model")
+
     args = parser.parse_args()
 
     model_name = args.checkpoint.split("/")[-1].split(".")[0]
-    model_path = "/".join(args.checkpoint.split("/")[:-1])
+    # model_path = "/".join(args.checkpoint.split("/")[:-1])
+    model_path = args.destination
 
     # Load the checkpoint
-    print("Loading model...")
+    print("Loading checkpoint...")
     sims = SIMS(weights_path=args.checkpoint, map_location=torch.device("cpu"), weights_only=True)
     sims.model.eval()  # Turns off training mode?
     model_input_size = sims.model.input_dim
@@ -40,14 +43,14 @@
     torch.onnx.export(
         sims.model,
         torch.zeros(batch_size, num_model_genes),
-        f"{model_path}/{model_name}.core.onnx",
+        f"{model_path}/{model_name}.onnx",
         training=torch.onnx.TrainingMode.EVAL,
         input_names=["input"],
         output_names=["logits","unknown"],
         export_params=True,
         opset_version=12,
     )
-    print(f"Exported core model to {model_path}/{model_name}.core.onnx")
+    print(f"Exported interium model to {model_path}/{model_name}.onnx")
 
     # Write out the gene and class lists
     with open(f"{model_path}/{model_name}.genes", "w") as f:
@@ -68,7 +71,7 @@
     """
 
     # Load the core model back in via onnx
-    core_graph = so.graph_from_file(f"{model_path}/{model_name}.core.onnx")
+    core_graph = so.graph_from_file(f"{model_path}/{model_name}.onnx")
     core_graph = so.delete_output(core_graph, "unknown")
 
     # Preprocessing Graph