Adding revamped experiment results 2026

Author: martech-engineer

results_2026/End-to-end analytics.ipynb

@@ -0,0 +1,16 @@
+Strategy,Range,Min_Connections,Max_Connections,Avg_Links_Inserted_k,Overall_Avg_AY,Overall_Avg_AV,Overall_Avg_DUR,Overall_Avg_Pages_Up,Overall_Avg_Pages_Down,Num_Comparisons
+random_batches,Range_5-35,5,35,237.0,0.0051674368352608,0.0024989016958733,0.1984094199725941,1135.0390000000002,224.589,10
+high_batches,Range_5-35,5,35,240.0,0.0055145408288088,0.0024772609802325,0.5327660994561337,783.5600000000001,416.875,10
+folder_batches,Range_5-35,5,35,228.3,0.0057596627699011,0.0025967801508088,0.199392518677834,1254.2400000000002,249.032,10
+mixed_batches,Range_5-35,5,35,238.4,0.005836576564324,0.0024948405422257,0.6342994371940687,746.8030000000001,472.271,10
+low_batches,Range_5-35,5,35,239.9,0.0055994107844098,0.0024777671195705,0.5587450115826104,783.679,436.612,10
+random_batches,Range_35-65,35,65,237.0,0.00752576160604,0.0028612724235741,0.3218798653896094,1088.873,350.021,10
+high_batches,Range_35-65,35,65,240.0,0.0078321700326723,0.0028368384921785,0.5965534394460668,836.2990000000002,498.506,10
+folder_batches,Range_35-65,35,65,228.3,0.0082001373237088,0.002975412175217,0.2871619442841019,1196.905,342.69300000000004,10
+mixed_batches,Range_35-65,35,65,238.4,0.0081761041691877,0.0028556084638622,0.6692050070161916,810.7860000000001,541.935,10
+low_batches,Range_35-65,35,65,239.9,0.0079216253511012,0.0028356117675849,0.6150732018154158,835.424,513.17,10
+random_batches,Range_65-95,65,95,237.0,0.0095764995787249,0.0029048037001778,0.4183403081934931,1056.554,441.49,10
+high_batches,Range_65-95,65,95,240.0,0.0098454211129506,0.0028792732768617,0.6269358349998266,876.579,549.297,10
+folder_batches,Range_65-95,65,95,228.3,0.0103278823230123,0.0030373834897029,0.3671233889526014,1150.825,421.504,10
+mixed_batches,Range_65-95,65,95,238.4,0.0102062125794828,0.0028969732177555,0.6800546401404037,854.683,580.702,10
+low_batches,Range_65-95,65,95,239.9,0.009938145067663263,0.0028782166791658636,0.6375735457662763,878.2090000000001,559.449,10

results_2026/FineWeb_Data_Prep.ipynb

@@ -0,0 +1,11 @@
+Comparison,Range,Min_Conn,Max_Conn,Links_Inserted_k,Mean_Delta_%,Std_Delta_%,Authority_Yield_AY,Authority_Volatility_AV,Down_Up_Ratio_DUR,Avg_Pages_Up,Avg_Pages_Down,Avg_Pages_Neutral,Total_Pages,Duration_m
+240_folder_updated_link_graph_7,Range_35-65,35,65,224,1.9495803980511313,0.6796834463859454,0.008703483919871122,0.003034301099937256,0.2572388185925884,1241.57,319.38,280.05,1841,7.422237555185954
+240_folder_updated_link_graph_4,Range_35-65,35,65,228,1.9587139840106769,0.6794510473393077,0.008590850807064372,0.002980048453242578,0.24641927083333334,1259.52,310.37,271.11,1841,7.392162032922109
+240_folder_updated_link_graph_5,Range_35-65,35,65,226,1.9273099206940623,0.6808046257842965,0.008527920003071073,0.0030124098486030816,0.26197579510273006,1243.55,325.78,271.67,1841,7.623628048102061
+240_folder_updated_link_graph_9,Range_35-65,35,65,227,1.8737019130976074,0.6788412759876256,0.008254193449769196,0.0029904902025886587,0.3164290357529794,1153.75,365.08,322.17,1841,8.056726435820261
+240_folder_updated_link_graph_8,Range_35-65,35,65,226,1.864174754936447,0.6789022330343087,0.00824856086255065,0.003003992181567738,0.3314590453431265,1138.21,377.27,325.52,1841,7.6419885079065955
+240_folder_updated_link_graph_10,Range_35-65,35,65,224,1.818601088763811,0.6785533942731087,0.008118754860552729,0.003029256224433521,0.274970593387892,1198.71,329.61,312.68,1841,7.634520451227824
+240_folder_updated_link_graph_1,Range_35-65,35,65,232,1.878151593423822,0.6793043297258916,0.008095481006137164,0.002928035903990912,0.28088280035851426,1216.13,341.59,283.28,1841,7.771956904729207
+240_folder_updated_link_graph_3,Range_35-65,35,65,230,1.8310625202712563,0.6782471464995425,0.007961141392483722,0.002948900636954533,0.2942747412060941,1179.51,347.1,314.39,1841,7.481140927473704
+240_folder_updated_link_graph_2,Range_35-65,35,65,232,1.8200991340849553,0.6793122254057556,0.007845254888297222,0.0029280699370937743,0.3057048844066493,1170.05,357.69,313.26,1841,7.793850485483805
+240_folder_updated_link_graph_6,Range_35-65,35,65,234,1.7914412990660875,0.6782764397194273,0.0076557320472909725,0.002898617263758236,0.3022644578571123,1168.05,353.06,319.89,1841,7.4307384093602495

results_2026/automatic_led/ba_results_automatic/OVERALL_AVERAGES_TRACKER.csv

@@ -0,0 +1,11 @@
+Comparison,Range,Min_Conn,Max_Conn,Links_Inserted_k,Mean_Delta_%,Std_Delta_%,Authority_Yield_AY,Authority_Volatility_AV,Down_Up_Ratio_DUR,Avg_Pages_Up,Avg_Pages_Down,Avg_Pages_Neutral,Total_Pages,Duration_m
+240_high_updated_link_graph_6,Range_35-65,35,65,240,1.9015218611128768,0.6810098059603669,0.007923007754636986,0.0028375408581681953,0.6090936428700306,831.35,506.37,503.28,1841,7.7768288095792135
+240_high_updated_link_graph_8,Range_35-65,35,65,240,1.8948602231655527,0.6810144743317293,0.007895250929856469,0.002837560309715539,0.6117007131633023,827.3,506.06,507.64,1841,7.513320195674896
+240_high_updated_link_graph_5,Range_35-65,35,65,240,1.8935250536720754,0.6807923127085728,0.007889687723633647,0.00283663463628572,0.6134815995363663,828.24,508.11,504.65,1841,7.761511250336965
+240_high_updated_link_graph_10,Range_35-65,35,65,240,1.891943380277298,0.6807176373491642,0.007883097417822076,0.002836323488954851,0.5668108273724649,848.59,480.99,511.42,1841,7.600386774539947
+240_high_updated_link_graph_4,Range_35-65,35,65,240,1.890234100016531,0.6809124969322711,0.007875975416735546,0.002837135403884463,0.5820549242424243,844.8,491.72,504.48,1841,7.382180790106456
+240_high_updated_link_graph_9,Range_35-65,35,65,240,1.8840693662160117,0.6805985616987499,0.00785028902590005,0.0028358273404114577,0.5593345094694536,855.91,478.74,506.35,1841,7.555013732115428
+240_high_updated_link_graph_3,Range_35-65,35,65,240,1.880226047887607,0.6805846317252049,0.007834275199531695,0.0028357692988550203,0.5507548576487582,858.44,472.79,509.77,1841,7.6429426352183025
+240_high_updated_link_graph_7,Range_35-65,35,65,240,1.8624154431793576,0.6803848039386672,0.007760064346580656,0.00283493668307778,0.6354993821193917,817.31,519.4,504.29,1841,7.629544536272685
+240_high_updated_link_graph_1,Range_35-65,35,65,240,1.8550577685262097,0.6815153768417861,0.007729407368859207,0.002839647403507442,0.6289822522764446,819.26,515.3,506.44,1841,7.507823793093364
+240_high_updated_link_graph_2,Range_35-65,35,65,240,1.843354834360191,0.6808822797420399,0.007680645143167463,0.002837009498925166,0.6078216857620313,831.79,505.58,503.63,1841,7.737812829017639

results_2026/automatic_led/ba_results_automatic/Range_35-65_Folder_Batches.csv

@@ -0,0 +1,11 @@
+Comparison,Range,Min_Conn,Max_Conn,Links_Inserted_k,Mean_Delta_%,Std_Delta_%,Authority_Yield_AY,Authority_Volatility_AV,Down_Up_Ratio_DUR,Avg_Pages_Up,Avg_Pages_Down,Avg_Pages_Neutral,Total_Pages,Duration_m
+240_low_updated_link_graph_6,Range_35-65,35,65,240,1.978688655765688,0.6804120967984271,0.008244536065690367,0.0028350504033267795,0.693190178693901,801.93,555.89,483.18,1841,7.234231825669607
+240_low_updated_link_graph_1,Range_35-65,35,65,240,1.9239870903170593,0.6800160442733932,0.008016612876321081,0.002833400184472472,0.5944604622583542,846.28,503.08,491.64,1841,7.353113269805908
+240_low_updated_link_graph_3,Range_35-65,35,65,240,1.9197309672937113,0.6802924541487226,0.007998879030390463,0.0028345518922863445,0.649524252134139,817.66,531.09,492.25,1841,7.221979792912801
+240_low_updated_link_graph_10,Range_35-65,35,65,240,1.9124839712177553,0.6806079090413034,0.007968683213407313,0.0028358662876720978,0.6266982755508489,830.99,520.78,489.23,1841,7.316224964459737
+240_low_updated_link_graph_4,Range_35-65,35,65,240,1.9060427508025415,0.6801508412964694,0.00794184479501059,0.0028339618387352894,0.5635224666115529,858.83,483.97,498.2,1841,7.303228469689687
+240_low_updated_link_graph_2,Range_35-65,35,65,239,1.8887147373116644,0.6794846617439875,0.007902572122642948,0.002843032057506224,0.6227823232746744,834.77,519.88,486.35,1841,7.248257501920064
+240_low_updated_link_graph_8,Range_35-65,35,65,240,1.8960195485765374,0.6800493831222202,0.007900081452402239,0.002833539096342584,0.5535765850052554,865.77,479.27,495.96,1841,7.256752725442251
+240_low_updated_link_graph_5,Range_35-65,35,65,240,1.863837269498575,0.681016665101673,0.007765988622910729,0.0028375694379236377,0.6284140435835351,826.0,519.07,495.93,1841,7.141481995582581
+240_low_updated_link_graph_9,Range_35-65,35,65,240,1.8579892525744435,0.6800955112968868,0.0077416218857268475,0.0028337312970703617,0.6158830530276618,831.83,512.31,496.86,1841,7.546729707717896
+240_low_updated_link_graph_7,Range_35-65,35,65,240,1.856504027162302,0.6804996433233843,0.007735433446509591,0.0028354151805141015,0.6026803780142351,840.18,506.36,494.46,1841,7.249974266688029

results_2026/automatic_led/ba_results_automatic/Range_35-65_High_Batches.csv

@@ -0,0 +1,11 @@
+Comparison,Range,Min_Conn,Max_Conn,Links_Inserted_k,Mean_Delta_%,Std_Delta_%,Authority_Yield_AY,Authority_Volatility_AV,Down_Up_Ratio_DUR,Avg_Pages_Up,Avg_Pages_Down,Avg_Pages_Neutral,Total_Pages,Duration_m
+240_mixed_updated_link_graph_7,Range_35-65,35,65,237,1.9684540953420466,0.6805730770507264,0.008305713482455892,0.0028716163588638245,0.6737355256210321,814.37,548.67,477.96,1841,7.431841178735097
+240_mixed_updated_link_graph_8,Range_35-65,35,65,239,1.9842838573177604,0.6807551861197126,0.008302442917647533,0.0028483480590782958,0.6726981047604834,804.12,540.93,495.95,1841,7.404623719056447
+240_mixed_updated_link_graph_2,Range_35-65,35,65,237,1.9590644468952934,0.6804087531067705,0.008266094712638368,0.0028709230088893273,0.672863279514146,810.12,545.1,485.78,1841,8.194880545139313
+240_mixed_updated_link_graph_10,Range_35-65,35,65,237,1.9499759537125865,0.6812541971146764,0.008227746640137496,0.0028744902831842885,0.7161646267994165,788.45,564.66,487.89,1841,7.596170318126679
+240_mixed_updated_link_graph_9,Range_35-65,35,65,240,1.9726974788162928,0.6818636187191698,0.00821957282840122,0.002841098411329874,0.7484343994021082,776.06,580.83,484.11,1841,7.416217962900798
+240_mixed_updated_link_graph_5,Range_35-65,35,65,238,1.9468654850886877,0.6804620493921052,0.008180107080204571,0.002859084241143299,0.6316201063548209,831.18,524.99,484.83,1841,7.783218995730082
+240_mixed_updated_link_graph_4,Range_35-65,35,65,239,1.9419090858498873,0.6801554221930435,0.008125142618618776,0.0028458385865817717,0.6323401268335189,826.28,522.49,492.23,1841,7.489108320077261
+240_mixed_updated_link_graph_1,Range_35-65,35,65,239,1.9397153228797732,0.6807362533177088,0.008115963694057628,0.0028482688423335095,0.6557981705517851,813.36,533.4,494.24,1841,7.784391884009043
+240_mixed_updated_link_graph_6,Range_35-65,35,65,239,1.9270380771632802,0.6805453636827263,0.008062920824950963,0.0028474701409319093,0.6686698469735456,807.05,539.65,494.3,1841,7.474564405282338
+240_mixed_updated_link_graph_3,Range_35-65,35,65,239,1.9013255173707448,0.6808982628025122,0.007955336892764623,0.0028489467062866617,0.619725883351058,836.87,518.63,485.5,1841,8.112671275933584

results_2026/automatic_led/ba_results_automatic/Range_35-65_Low_Batches.csv

@@ -0,0 +1,11 @@
+Comparison,Range,Min_Conn,Max_Conn,Links_Inserted_k,Mean_Delta_%,Std_Delta_%,Authority_Yield_AY,Authority_Volatility_AV,Down_Up_Ratio_DUR,Avg_Pages_Up,Avg_Pages_Down,Avg_Pages_Neutral,Total_Pages,Duration_m
+240_random_updated_link_graph_6,Range_35-65,35,65,237,1.848553959567123,0.6774583654450762,0.007799805736570139,0.002858474115802009,0.31824184631638386,1097.97,349.42,393.61,1841,7.4841501951217655
+240_random_updated_link_graph_4,Range_35-65,35,65,235,1.8094201007637596,0.6787327968775857,0.0076996600032500405,0.0028882246675641945,0.3279924862371671,1075.36,352.71,412.93,1841,7.36947067975998
+240_random_updated_link_graph_8,Range_35-65,35,65,235,1.8011308876987469,0.6790578501698963,0.00766438675616488,0.0028896078730633883,0.28428069989301785,1131.03,321.53,388.44,1841,7.483102333545685
+240_random_updated_link_graph_10,Range_35-65,35,65,235,1.788771707701394,0.6762891298350153,0.007611794500856996,0.0028778260844043203,0.3345099938528025,1073.66,359.15,408.19,1841,7.6389274080594385
+240_random_updated_link_graph_1,Range_35-65,35,65,238,1.8060361173915356,0.6780972257304874,0.007588387047863595,0.0028491480072709552,0.327233006563174,1080.27,353.5,407.23,1841,7.475675634543101
+240_random_updated_link_graph_2,Range_35-65,35,65,236,1.7905127752137533,0.6783968847304396,0.007586918539041328,0.0028745630708916932,0.3141109694930174,1090.57,342.56,407.87,1841,7.541897948582967
+240_random_updated_link_graph_3,Range_35-65,35,65,240,1.7894717864222573,0.6794118381338933,0.007456132443426073,0.002830882658891222,0.31465151159218635,1106.78,348.25,385.97,1841,7.603176689147949
+240_random_updated_link_graph_9,Range_35-65,35,65,240,1.7617054529857905,0.6777980914183986,0.007340439387440794,0.0028241587142433275,0.30249747000144567,1106.72,334.78,399.5,1841,7.506471745173136
+240_random_updated_link_graph_7,Range_35-65,35,65,238,1.7457313085021906,0.6776026981178245,0.007335005497908364,0.002847070160158926,0.32925136295519947,1087.71,358.13,395.16,1841,7.294893634319306
+240_random_updated_link_graph_5,Range_35-65,35,65,236,1.693320330899195,0.6779734564945386,0.007175086147877945,0.0028727688834514343,0.36602930699170083,1038.66,380.18,422.16,1841,7.387738438447316

results_2026/automatic_led/ba_results_automatic/Range_35-65_Mixed_Batches.csv

@@ -0,0 +1,11 @@
+Comparison,Range,Min_Conn,Max_Conn,Links_Inserted_k,Mean_Delta_%,Std_Delta_%,Authority_Yield_AY,Authority_Volatility_AV,Down_Up_Ratio_DUR,Avg_Pages_Up,Avg_Pages_Down,Avg_Pages_Neutral,Total_Pages,Duration_m
+240_folder_updated_link_graph_7,Range_5-35,5,35,224,1.3928590577955746,0.5935714442499593,0.006218120793730244,0.0026498725189730327,0.17399917394563338,1307.42,227.49,306.09,1841,7.679840056101481
+240_folder_updated_link_graph_4,Range_5-35,5,35,228,1.4018620026651922,0.592869093042209,0.0061485175555490885,0.0026003030396588114,0.1613850030935458,1325.34,213.89,301.77,1841,7.8763569593429565
+240_folder_updated_link_graph_5,Range_5-35,5,35,226,1.3701405739707548,0.5931239713297218,0.006062568911375021,0.0026244423510164683,0.17638428267946388,1308.62,230.82,301.56,1841,8.154677005608876
+240_folder_updated_link_graph_9,Range_5-35,5,35,227,1.3168996294474815,0.592212435036639,0.005801319953513134,0.002608865352584313,0.22457800021651692,1200.83,269.68,370.49,1841,8.191958669821421
+240_folder_updated_link_graph_8,Range_5-35,5,35,226,1.3065744912416983,0.5924740370743627,0.005781303058591585,0.0026215665357272686,0.23907170716058554,1184.54,283.19,373.27,1841,8.19027769168218
+240_folder_updated_link_graph_1,Range_5-35,5,35,232,1.3218376871421103,0.593284990003645,0.00569757623768151,0.0025572628879467455,0.1965790565019053,1278.01,251.23,311.76,1841,7.930242701371511
+240_folder_updated_link_graph_10,Range_5-35,5,35,224,1.2613671748142752,0.5921419697698674,0.0056311034589923,0.0026434909364726226,0.18720533893985727,1255.68,235.07,350.25,1841,7.783918265501658
+240_folder_updated_link_graph_3,Range_5-35,5,35,230,1.2740019650309995,0.5924183209913065,0.00553913897839565,0.002575731830396985,0.20719045154612498,1236.64,256.22,348.14,1841,8.095133483409882
+240_folder_updated_link_graph_2,Range_5-35,5,35,232,1.2626532173544325,0.5926968279170874,0.005442470764458761,0.00255472770653917,0.21578547318006097,1223.53,264.02,353.45,1841,8.652900246779124
+240_folder_updated_link_graph_6,Range_5-35,5,35,234,1.234234868893562,0.5923799736129309,0.005274507986724624,0.002531538348773209,0.21174669951464653,1221.79,258.71,360.5,1841,7.962269965807597

results_2026/automatic_led/ba_results_automatic/Range_35-65_Random_Batches.csv

@@ -0,0 +1,11 @@
+Comparison,Range,Min_Conn,Max_Conn,Links_Inserted_k,Mean_Delta_%,Std_Delta_%,Authority_Yield_AY,Authority_Volatility_AV,Down_Up_Ratio_DUR,Avg_Pages_Up,Avg_Pages_Down,Avg_Pages_Neutral,Total_Pages,Duration_m
+240_high_updated_link_graph_6,Range_5-35,5,35,240,1.3452130329082272,0.5947353602047728,0.00560505430378428,0.00247806400085322,0.5459039820787146,776.73,424.02,640.25,1841,8.135878145694733
+240_high_updated_link_graph_8,Range_5-35,5,35,240,1.3385708428205119,0.5947581188306837,0.005577378511752133,0.0024781588284611823,0.5497271584295732,771.51,424.12,645.37,1841,7.371606759230295
+240_high_updated_link_graph_5,Range_5-35,5,35,240,1.3374581130801588,0.594586476140778,0.005572742137833995,0.002477443650586575,0.5565545881470173,772.97,430.2,637.83,1841,7.286227722962697
+240_high_updated_link_graph_10,Range_5-35,5,35,240,1.3359130353003386,0.5946202647500989,0.0055663043137514105,0.002477584436458745,0.4968015452926272,797.26,396.08,647.66,1841,7.434682333469391
+240_high_updated_link_graph_4,Range_5-35,5,35,240,1.3341353696225398,0.594676349328901,0.005558897373427249,0.002477818122203754,0.5120415948031675,794.33,406.73,639.94,1841,7.55449552933375
+240_high_updated_link_graph_9,Range_5-35,5,35,240,1.327933963446465,0.5945479526601893,0.005533058181026938,0.002477283136084122,0.4848766349583829,807.36,391.47,642.17,1841,7.287722643216451
+240_high_updated_link_graph_3,Range_5-35,5,35,240,1.3241833934537592,0.5944837255442108,0.0055174308060573305,0.0024770155231008785,0.477550768471082,810.05,386.84,644.11,1841,7.790415032704671
+240_high_updated_link_graph_7,Range_5-35,5,35,240,1.3056628269546593,0.5939054321771023,0.005440261778977747,0.002474605967404593,0.5816057590181346,762.63,443.55,634.82,1841,7.528511623541514
+240_high_updated_link_graph_1,Range_5-35,5,35,240,1.2991080740697225,0.5945739053656134,0.005412950308623844,0.0024773912723567225,0.5752140556675657,763.82,439.36,637.82,1841,7.436199069023132
+240_high_updated_link_graph_2,Range_5-35,5,35,240,1.286719337484784,0.5945387675557717,0.005361330572853267,0.0024772448648157155,0.5473849076950728,778.94,426.38,635.68,1841,7.377261133988698