diff --git a/intro-pathway-analysis/ExampleData.zip b/intro-pathway-analysis/ExampleData.zip
index dcf1807..b2b3c72 100644
Binary files a/intro-pathway-analysis/ExampleData.zip and b/intro-pathway-analysis/ExampleData.zip differ
diff --git a/intro-pathway-analysis/ExampleData/E-GEOD-30573.csv b/intro-pathway-analysis/ExampleData/E-GEOD-30573.csv
new file mode 100644
index 0000000..066ca80
--- /dev/null
+++ b/intro-pathway-analysis/ExampleData/E-GEOD-30573.csv
@@ -0,0 +1,25369 @@
+gene,fold change,p value
+TSPAN6,1.2,3.61E-05
+TNMD,-0.8,0.255876825
+DPM1,-0.2,0.523645179
+SCYL3,-0.6,0.032548879
+C1orf112,0.3,0.559235391
+FGR,0.7,0.106834258
+CFH,1.9,2.83E-05
+FUCA2,0.5,0.049154709
+GCLC,0.7,0.01766916
+NFYA,0.9,0.002413969
+STPG1,-1,1.17E-04
+NIPAL3,0.5,0.045371837
+LAS1L,0.2,0.009357157
+ENPP4,0.6,0.119241533
+SEMA3F,0.7,0.023968655
+CFTR,1.3,0.022886331
+ANKIB1,1,0.003775964
+CYP51A1,-0.5,0.266689343
+RAD52,0.9,0.006087183
+MYH16,-0.6,0.422644806
+BAD,-0.4,0.144857394
+LAP3,0.8,4.89E-10
+CD99,1.3,1.47E-06
+HS3ST1,-1.3,9.72E-06
+WNT16,-0.1,0.863683209
+HECW1,-1.7,2.93E-11
+MAD1L1,-0.5,0.028136325
+LASP1,-0.2,0.54811484
+SNX11,-0.1,0.401084139
+TMEM176A,1.9,9.73E-08
+M6PR,-0.3,0.272570403
+KLHL13,0.2,0.552026398
+CYP26B1,-1.6,3.29E-05
+ICA1,-1.5,1.11E-14
+DBNDD1,-1.1,0.001089941
+ALS2,-0.5,2.55E-06
+CASP10,0.7,0.009863084
+CFLAR,1.1,1.64E-12
+TFPI,1.5,4.82E-05
+NDUFAF7,-0.3,0.153984165
+RBM5,0.2,0.280698992
+MTMR7,-0.7,0.03447443
+SLC7A2,1.6,8.86E-04
+ARF5,-1.1,0.001694293
+SARM1,-0.1,0.744414731
+POLDIP2,-0.4,0.00232106
+PLXND1,0.2,0.539044245
+AK2,0.6,2.65E-05
+CD38,1,0.087500729
+FKBP4,-0.4,0.236184385
+KDM1A,-0.5,0.027261878
+RBM6,0.4,0.056585166
+CAMKK1,-1.9,2.36E-04
+RECQL,0.6,0.028262944
+VPS50,-0.9,5.37E-08
+ARHGAP33,0.3,0.371263568
+NDUFAB1,-0.9,1.95E-05
+PDK4,2.4,7.15E-08
+SLC22A16,1.1,0.16603543
+ZMYND10,0.4,0.453432534
+ABCB5,1.3,0.121846533
+ARX,-0.3,0.248675054
+SLC25A13,0.9,0.005219141
+ST7,-0.3,0.136303092
+CDC27,-0.3,0.30009382
+SLC4A1,2.7,3.76E-04
+CALCR,-1,0.208584527
+HCCS,-1,5.29E-06
+DVL2,0.4,0.002837459
+UPF1,0.2,0.549060134
+SKAP2,-0.5,0.017815024
+SLC25A5,-0.6,7.73E-04
+MCUB,0.7,0.126098337
+POLR2J,0.4,0.050697465
+DHX33,-0.3,0.046381565
+THSD7A,-0.1,0.889615077
+LIG3,-0.2,0.320729222
+RPAP3,-0.2,0.391363021
+ACSM3,0.4,0.663854167
+REXO5,-0.6,0.030664703
+CIAPIN1,-0.8,0.006794016
+FAM214B,0.2,0.323959212
+COPZ2,1,0.003262892
+PRKAR2B,-0.7,0.037502427
+MSL3,-0.5,6.98E-04
+CREBBP,0.2,0.285407
+TSPOAP1,-0.2,0.477906165
+MPO,-0.4,0.215477866
+PON1,0.9,0.218214247
+GCFC2,0.1,0.844376236
+WDR54,-0.9,0.038003374
+CROT,0.2,0.468269433
+ABCB4,-0.1,0.906122535
+KMT2E,0.5,0.11482066
+RHBDD2,-0.8,0.017472453
+SOX8,1.2,1.04E-05
+IBTK,0.3,0.371346946
+MYCBP2,-1.2,3.23E-05
+FBXL3,0.2,0.526080271
+ITGAL,1.8,0.003142067
+PDK2,-0.5,0.094500173
+ITGA3,-0.7,0.023069765
+ZFX,0.9,0.013569373
+LAMP2,1.2,0.004059
+ITGA2B,-0.3,0.284903524
+ASB4,0.7,0.243496111
+GDE1,-0.3,0.055955033
+REX1BD,-0.6,0.155911861
+CRLF1,-0.7,0.137772653
+OSBPL7,0.2,0.349977579
+TMEM98,0.9,0.046300686
+YBX2,-0.7,0.124231745
+ABCC8,-1.1,0.003215834
+CACNG3,-1.5,3.49E-05
+TMEM132A,0.1,0.798472633
+AP2B1,-0.3,0.026179419
+TAC1,-1.7,0.018504305
+ZNF263,-0.2,0.516525262
+CX3CL1,-1,0.030159628
+SPATA20,0.3,0.279669054
+CACNA1G,-1.3,5.73E-10
+TNFRSF12A,1.2,0.026731124
+DLX6,-0.9,0.06950832
+MAP3K9,-1.5,2.14E-06
+RALA,0.4,0.128307868
+BAIAP2L1,1.2,2.95E-04
+ETV1,0.1,0.855437336
+AGK,-0.6,7.16E-07
+ALDH3B1,0.9,0.002455621
+TTC22,-0.7,0.25870378
+PHTF2,0.2,0.485352825
+FARP2,0.5,0.071129611
+USH1C,1.2,0.03530619
+GGCT,-0.5,0.054778429
+DBF4,-0.1,0.77870482
+TBXA2R,0.9,0.026153916
+IFRD1,0.2,0.52582858
+COX10,-0.5,0.024008982
+VPS41,-0.4,4.15E-04
+ARHGAP44,-1,0.00192923
+ELAC2,-0.3,0.430759917
+SCIN,2.6,2.95E-04
+ARSD,0.8,0.019495293
+PNPLA4,0.1,0.830017429
+MYH13,-0.7,0.346191416
+ADIPOR2,1.2,1.72E-08
+CDKL3,0.3,0.501135409
+UPP2,0.3,0.41761519
+PRSS21,0.1,0.893498098
+MARK4,-0.4,0.209117201
+PROM1,1,3.55E-06
+CCDC124,-0.3,0.354120833
+CEACAM21,1.7,0.007255015
+PAFAH1B1,-0.6,0.003215661
+NOS2,-1.9,4.27E-05
+DNAH9,-1.3,1.09E-04
+KIAA0100,-0.3,0.3368517
+GAS7,-0.6,4.36E-04
+TRAPPC6A,0.3,0.233380807
+MATK,-1,0.028942513
+CD79B,0.1,0.876295466
+ST7L,0.2,0.434241619
+TKTL1,0.9,0.223542623
+PAX6,1.2,0.033929584
+RPUSD1,-0.7,0.041431046
+RHBDF1,1.1,9.43E-06
+LUC7L,0.1,0.402442498
+CACNA2D2,-0.8,5.03E-06
+BAIAP3,-0.5,0.447997349
+TSR3,-0.2,0.714522036
+PIGQ,-0.1,0.845579359
+CRAMP1,0.1,0.63722204
+TEAD3,1.6,7.31E-07
+SELE,2.4,1.19E-04
+DNAJC11,-0.5,0.083513185
+FMO3,1.2,0.029449221
+MYLIP,0.4,0.240783778
+NOX1,0.2,0.760585095
+E2F2,3.3,2.39E-06
+PSMB1,-0.1,0.511762506
+SYN1,-1.3,0.00664603
+JARID2,0.3,0.382859919
+CDKL5,-1,3.95E-05
+CAMK1G,-1.5,7.69E-04
+CDK11A,0.8,0.0425883
+DLEC1,1.1,0.092618191
+CYTH3,-0.4,0.023131112
+ADAM22,-0.9,1.37E-08
+SYPL1,1.1,0.00471139
+CYB561,-1,0.01748825
+SPAG9,0.8,0.013296207
+CELSR3,-0.6,0.027110081
+AASS,1,0.05510289
+SS18L2,-0.1,0.864620904
+MPND,-0.7,0.104199722
+MGST1,2.3,3.63E-06
+CRY1,0.9,0.009735973
+PGLYRP1,-0.2,0.768835399
+NFIX,0.1,0.502508145
+ST3GAL1,-0.2,0.224904026
+MMP25,1.1,0.024498734
+IL32,0.8,0.024324289
+PKD1,-1,0.012936329
+MAPK8IP2,-0.8,0.035641897
+RHOBTB2,-1.1,5.71E-05
+HEATR5B,-0.5,0.029370276
+SEC62,0.7,0.062824559
+RPS20,0.5,0.008443446
+CSDE1,0.4,0.167053222
+UBE3C,-0.5,0.00142203
+REV3L,0.6,0.052381455
+TENM1,0.4,0.070833722
+PAX7,-2.4,2.70E-10
+MASP2,-0.7,0.006087166
+FAM76A,-0.1,0.877584992
+TRAF3IP3,0.8,0.258613589
+POMT2,0.7,0.001543333
+VTA1,-0.4,0.053576358
+MLXIPL,-0.3,0.515358088
+BAZ1B,0.4,0.019558826
+RANBP9,-0.5,0.015799295
+ETV7,0.1,0.882873506
+SPRTN,0.3,0.384334013
+EEF1AKNMT,-0.4,0.21337493
+ZNF207,0.2,0.454284572
+UQCRC1,-1,5.17E-04
+STARD3NL,0.3,0.335183332
+CD9,0.8,0.06175011
+NCAPD2,0.7,2.43E-04
+IFFO1,-0.6,0.125804542
+GIPR,0.9,0.002216294
+PHF7,-0.6,0.005820921
+NISCH,-0.3,0.46735158
+STAB1,1.6,0.006986144
+FUZ,0.4,0.195031145
+IDS,-0.7,0.008153707
+PRSS3,-1.4,0.001084865
+ZNF200,-0.2,0.353325283
+CD4,1.1,0.012179919
+LRRC23,-0.1,0.856611933
+BTK,1.6,0.003943939
+HFE,1.1,0.006788409
+SCMH1,-0.1,0.777288319
+FYN,0.6,3.81E-08
+HIVEP2,-1.2,1.92E-07
+FMO1,0.9,0.165520029
+ELOA,0.4,0.006030163
+LYPLA2,-0.3,0.46388254
+CLCN6,-0.4,0.001414171
+MRC2,0.6,0.02021415
+SLC6A7,-1.8,6.09E-17
+TSPAN9,-0.8,4.06E-04
+BTBD7,0.6,0.037354875
+APBA3,0.4,0.132049857
+MKS1,0.4,0.042101705
+ABHD5,1,0.001698564
+ANOS1,0.9,0.01052871
+AKAP8L,-0.1,0.783598092
+MBTD1,0.8,0.037496718
+UTP18,-0.2,0.200930787
+RNF216,0.2,0.231743335
+TTC19,-0.7,2.68E-04
+PTBP1,1,1.06E-07
+DPF1,-1,0.002516992
+SYT7,-1.2,0.002175905
+LARS2,0.3,0.088405292
+PIK3C2A,1.1,0.03306724
+PLAUR,1.3,6.78E-07
+ANLN,1.9,9.22E-07
+WIZ,0.3,0.26395345
+RABGAP1,0.1,0.529248537
+DCN,0.7,0.049961722
+QPCTL,-0.6,0.001468733
+PPP5C,-0.8,0.049220684
+CEP68,-0.5,1.67E-07
+MAP4K3,-0.1,0.833382088
+ZBTB32,0.3,0.595951891
+TYROBP,1.3,0.022125502
+TMEM159,-0.2,0.785755537
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+CLK1,0.8,6.51E-04
+POLR3B,-0.6,7.55E-05
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+HEBP1,0.6,3.26E-07
+GPRC5A,3.1,1.80E-07
+MAMLD1,0.1,0.556906677
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+UFL1,0.9,0.022554565
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+SYT13,-1.8,6.36E-05
+SNAI2,0.3,0.529693465
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+MNAT1,0.1,0.862970804
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+PLEKHB1,1.6,7.42E-08
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+NRXN3,-1.2,5.54E-20
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+NDUFS1,-0.6,7.61E-04
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+ERP44,0.3,0.110896399
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+FAS,1.2,0.052302956
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+ANK1,-2,3.80E-06
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+RABEP1,0.3,0.246838076
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+GRN,0.5,0.283987999
+FAM13B,-0.8,5.28E-05
+ARHGAP31,1,0.023186216
+CENPQ,1.1,0.0027519
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+RANBP3,-0.2,0.426845826
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+EIPR1,-0.6,0.008091386
+PNPLA6,-0.2,0.629654109
+IFT88,0.9,8.92E-04
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+LRRC7,-0.4,0.01527542
+FUT8,0.9,0.010395272
+UBA6,0.5,0.18347104
+GAB2,1.6,1.89E-06
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+SLC4A7,0.3,0.255414734
+APBA2,-1,8.67E-04
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+EFCAB1,-0.4,0.488064237
+TMSB10,-0.7,0.111281014
+ASTE1,-0.2,0.403051098
+RNF19A,0.2,0.239003428
+MYOC,1.3,0.110523102
+SH3YL1,0.2,0.258427763
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\ No newline at end of file