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feat(simulation): add expected age computation and enhance statistics reporting

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- Increased `ACCESS_COUNT_LIMIT` to extend simulation runtime.
- Introduced `expected_age` metric based on hit rates for additional insights.
- Calculated and exported `age_delta` for comparing average and expected ages.
- Improved data exports to include detailed metrics for analysis.

Signed-off-by: Tuan-Dat Tran <tuan-dat.tran@tudattr.dev>
This commit is contained in:
Tuan-Dat Tran
2024-11-29 14:42:52 +01:00
parent 6672608721
commit f32588340d
41 changed files with 13020 additions and 3361 deletions
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201
experiments/No_Refresh_1_0s_ttl/details.csv
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@@ -1,100 +1,101 @@
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obj_id,access_count,hits,misses,mu,lambda,hit_rate,avg_age,expected_age,age_delta
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84,1097,550,547,0,1,0.5013673655423884,0.2515952597994531,0.12568461761545743,0.12591064218399564
85,27763,26736,1027,0,26,0.9630083204264669,0.4707704498793358,0.46369251260530236,0.007077937274033441
86,1093,549,544,0,1,0.5022872827081427,0.23787740164684354,0.12614625718516484,0.1117311444616787
87,1072,551,521,0,1,0.5139925373134329,0.25,0.13209416420695033,0.11790583579304967
88,6527,5606,921,0,6,0.8588938256473112,0.42699555691741997,0.3688493018675369,0.05814625504988308
89,1083,552,531,0,1,0.5096952908587258,0.25577100646352724,0.12989464476178053,0.1258763617017467
90,1096,563,533,0,1,0.5136861313868614,0.2518248175182482,0.1319367207895999,0.11988809672864831
91,1066,529,537,0,1,0.49624765478424016,0.2298311444652908,0.12313086743942919,0.1067002770258616
92,1051,521,530,0,1,0.49571836346336823,0.263558515699334,0.12286834793740002,0.14069016776193394
93,3116,2324,792,0,3,0.7458279845956355,0.3796534017971759,0.27812969130299375,0.10152371049418213
94,1061,519,542,0,1,0.4891611687087653,0.25164938737040526,0.11963932448626258,0.1320100628841427
95,1079,543,536,0,1,0.5032437442075997,0.2715477293790547,0.12662713304204198,0.1449205963370127
96,1080,542,538,0,1,0.5018518518518519,0.25092592592592594,0.12592764060356654,0.1249982853223594
97,1059,530,529,0,1,0.5004721435316336,0.23418319169027385,0.12523618322557403,0.10894700846469982
98,1049,516,533,0,1,0.4918970448045758,0.25738798856053385,0.12098135134373743,0.1364066372167964
99,2158,1438,720,0,2,0.6663577386468953,0.33086190917516217,0.222016317927302,0.10884559124786017
100,4233,3382,851,0,4,0.7989605480746516,0.40184266477675407,0.3191689786898738,0.08267368608688025
1 obj_id access_count hits misses mu lambda hit_rate avg_age expected_age age_delta
2 1 127 8497 68 7552 59 945 0 1 8 0.6925925925925925 0.8887842768035777 0.3148148148148148 0.4606331646463458 0.39496874534662935 0.06566441929971645
3 2 270 1059 187 533 83 526 0 2 1 0.7551020408163265 0.5033050047214354 0.36989795918367346 0.24834749763928235 0.12665796388882203 0.12168953375046032
4 3 392 1114 296 579 96 535 0 3 1 0.6380090497737556 0.5197486535008977 0.3438914027149321 0.2585278276481149 0.13506933140799812 0.12345849624011676
5 4 221 3208 141 2416 80 792 0 2 3 0.5217391304347826 0.7531172069825436 0.2391304347826087 0.38154613466334164 0.2835927637265937 0.09795337093674794
6 5 138 1085 72 547 66 538 0 1 0.518796992481203 0.504147465437788 0.23308270676691728 0.24792626728110598 0.1270823334536728 0.12084393382743316
7 6 133 72758 69 71706 64 1052 0 1 68 0.7340720221606648 0.9855411088814976 0.34349030470914127 0.4781329888122268 0.48564563864768595 -0.007512649835459129
8 7 361 5291 265 4397 96 894 0 3 5 0.7817796610169492 0.831033831033831 0.3983050847457627 0.4379134379134379 0.345308614161383 0.09260482375205492
9 8 472 2045 369 1354 103 691 0 4 2 0.6451612903225806 0.6621026894865526 0.29838709677419356 0.3212713936430318 0.21918998571266315 0.10208140793036866
10 9 248 1078 160 544 88 534 0 2 1 0.49122807017543857 0.5046382189239332 0.2719298245614035 0.23840445269016697 0.12732986599935978 0.11107458669080719
11 10 114 1068 56 541 58 527 0 1 0.7445054945054945 0.5065543071161048 0.3324175824175824 0.25842696629213485 0.1282986330289385 0.13012833326319634
12 11 364 1096 271 551 93 545 0 3 1 0.5112781954887218 0.5027372262773723 0.21052631578947367 0.2527372262773723 0.1263723593425329 0.12636486693483936
13 12 133 6409 68 5485 65 924 0 1 6 0.45217391304347826 0.8558277422374786 0.21739130434782608 0.44874395381494775 0.36622056219165006 0.08252339162329769
14 13 115 1052 52 528 63 524 0 1 0.5 0.5019011406844106 0.14516129032258066 0.2461977186311787 0.12595237751015625 0.12024534112102245
15 14 124 1047 62 521 62 526 0 1 0.6787003610108303 0.4976122254059217 0.33212996389891697 0.25501432664756446 0.12380896343671692 0.13120536321084753
16 15 277 1067 188 534 89 533 0 2 1 0.9251269035532995 0.5004686035613871 0.48286802030456855 0.24461105904404873 0.12523441157534243 0.1193766474687063
17 16 1576 1004 1458 488 118 516 0 12 1 0.4793388429752066 0.4860557768924303 0.30578512396694213 0.2300796812749004 0.11812510912525198 0.11195457214964841
18 17 121 1034 58 511 63 523 0 1 0.6875 0.4941972920696325 0.31985294117647056 0.26305609284332687 0.12211548174447881 0.14094061109884806
19 18 272 2189 187 1476 85 713 0 2 0.5182481751824818 0.6742804933759707 0.24817518248175183 0.33805390589310186 0.22732709187367126 0.1107268140194306
20 19 137 1079 71 545 66 534 0 1 0.49242424242424243 0.505097312326228 0.29545454545454547 0.25301204819277107 0.12756164745958956 0.1254504007331815
21 20 132 3251 65 2439 67 812 0 1 3 0.4883720930232558 0.7502306982466933 0.29457364341085274 0.3888034450938173 0.2814230502958605 0.1073803947979568
22 21 129 1035 63 504 66 531 0 1 0.41 0.48695652173913045 0.17 0.24154589371980675 0.11856332703213611 0.12298256668767064
23 22 100 106777 41 105720 59 1057 0 1 100 0.5 0.9901008644183672 0.21929824561403508 0.4812178652706107 0.490149860860999 -0.008931995590388264
24 23 114 1052 57 524 57 528 0 1 0.4782608695652174 0.49809885931558934 0.18840579710144928 0.2623574144486692 0.12405123682574563 0.13830617762292358
25 24 138 1093 66 556 72 537 0 1 0.5158730158730159 0.5086916742909423 0.3333333333333333 0.25434583714547115 0.12938360974646107 0.12496222739901008
26 25 126 1091 65 550 61 541 0 1 0.5149253731343284 0.5041246562786434 0.2462686567164179 0.24289642529789185 0.1270708345340302 0.11582559076386165
27 26 134 2158 69 1444 65 714 0 1 2 0.49242424242424243 0.6691380908248378 0.3181818181818182 0.34615384615384615 0.22387289229635443 0.12228095385749171
28 27 132 1115 65 570 67 545 0 1 0.5277777777777778 0.5112107623318386 0.2847222222222222 0.273542600896861 0.13066822176194978 0.14287437913491122
29 28 144 1026 76 496 68 530 0 1 0.8317610062893082 0.4834307992202729 0.38522012578616355 0.23391812865497075 0.1168526688173759 0.11706545983759485
30 29 636 1148 529 601 107 547 0 5 1 0.5220588235294118 0.5235191637630662 0.23529411764705882 0.25435540069686413 0.13703615741359004 0.11731924328327409
31 30 136 1051 71 518 65 533 0 1 0.4957983193277311 0.4928639391056137 0.2857142857142857 0.2445290199809705 0.12145743123535105 0.12307158874561946
32 31 119 4276 59 3424 60 852 0 1 4 0.4491525423728814 0.8007483629560337 0.2627118644067797 0.3931244153414406 0.3205989703883839 0.07252544495305668
33 32 118 1082 53 549 65 533 0 1 0.8493723849372385 0.5073937153419593 0.39748953974895396 0.2587800369685767 0.12872419118425862 0.13005584578431809
34 33 717 1047 609 520 108 527 0 6 1 0.4830508474576271 0.49665711556829034 0.2711864406779661 0.25501432664756446 0.12333414522230705 0.1316801814252574
35 34 118 1070 57 542 61 528 0 1 0.42 0.5065420560747663 0.24 0.25794392523364484 0.12829242728622586 0.12965149794741898
36 35 100 2102 42 1394 58 708 0 1 2 0.475 0.6631779257849667 0.20833333333333334 0.33206470028544244 0.2199024806242254 0.11216221966121703
37 36 120 3123 57 2337 63 786 0 1 3 0.5037037037037037 0.7483189241114313 0.26666666666666666 0.3682356708293308 0.27999060609164506 0.08824506473768573
38 37 135 1086 68 544 67 542 0 1 0.5434782608695652 0.5009208103130756 0.34057971014492755 0.2605893186003683 0.12546082910235412 0.1351284894980142
39 38 138 16017 75 15016 63 1001 0 1 15 0.5378787878787878 0.9375039021040145 0.21212121212121213 0.4535181369794593 0.43945678323012677 0.014061353749332539
40 39 132 14803 71 13809 61 994 0 1 14 0.47413793103448276 0.9328514490306019 0.28448275862068967 0.47882186043369585 0.43510591297924683 0.04371594745444901
41 40 116 1097 55 551 61 546 0 1 0.7891440501043842 0.5022789425706472 0.42379958246346555 0.26071103008204194 0.12614206807494374 0.1345689620070982
42 41 479 9511 378 8550 101 961 0 4 9 0.7545219638242894 0.8989590999894859 0.35658914728682173 0.43843970139838084 0.4040637317269532 0.03437596967142764
43 42 387 2122 292 1407 95 715 0 3 2 0.4918032786885246 0.6630537229029217 0.2540983606557377 0.33176248821866167 0.21982011972771226 0.1119423684909494
44 43 122 1032 60 512 62 520 0 1 0.6745098039215687 0.49612403100775193 0.36470588235294116 0.2315891472868217 0.1230695270716904 0.1085196202151313
45 44 255 1072 172 530 83 542 0 2 1 0.6626016260162602 0.4944029850746269 0.3780487804878049 0.23507462686567165 0.12221715582535086 0.11285747104032079
46 45 246 2067 163 1361 83 706 0 2 0.8800436205016358 0.6584421867440735 0.42748091603053434 0.3217223028543783 0.21677305664215868 0.10494924621221963
47 46 917 4131 807 3282 110 849 0 7 4 0.5078125 0.794480755265069 0.2734375 0.3793270394577584 0.3155998352432772 0.06372720421448119
48 47 128 1018 65 503 63 515 0 1 0.8639705882352942 0.49410609037328096 0.4019607843137255 0.2475442043222004 0.12207041427198445 0.12547379005021594
49 48 816 2107 705 1400 111 707 0 6 2 0.6853932584269663 0.6644518272425249 0.32209737827715357 0.34219269102990035 0.2207481153629651 0.12144457566693526
50 49 267 2089 183 1375 84 714 0 2 0.5448275862068965 0.6582096696984203 0.2620689655172414 0.32168501675442795 0.2166199846422518 0.10506503211217616
51 50 145 3203 79 2404 66 799 0 1 3 0.723342939481268 0.7505463627848892 0.345821325648415 0.3999375585388698 0.2816599213448132 0.1182776371940566
52 51 347 8539 251 7589 96 950 0 3 8 0.8771929824561403 0.8887457547722216 0.3925438596491228 0.43506265370652303 0.39493450831282295 0.040128145393700076
53 52 912 1011 800 490 112 521 0 7 1 0.4824561403508772 0.4846686449060336 0.2631578947368421 0.24727992087042533 0.11745184767752545 0.12982807319289988
54 53 114 2127 55 1426 59 701 0 1 2 0.6768060836501901 0.6704278326281147 0.376425855513308 0.31969910672308416 0.22473673938121566 0.0949623673418685
55 54 263 1117 178 580 85 537 0 2 1 0.6886446886446886 0.5192479856759177 0.3772893772893773 0.2739480752014324 0.13480923531424902 0.13913883988718337
56 55 273 1018 188 494 85 524 0 2 1 0.6937269372693727 0.48526522593320237 0.33210332103321033 0.2593320235756385 0.11774116975000097 0.14159085382563752
57 56 271 1031 188 498 83 533 0 2 1 0.9479793637145314 0.4830261881668283 0.4484092863284609 0.25897187196896215 0.11665714922748811 0.14231472274147405
58 57 2326 3214 2205 2411 121 803 0 18 3 0.45901639344262296 0.7501555693839452 0.26229508196721313 0.3690105787181083 0.2813666891388755 0.08764388957923275
59 58 122 2074 56 1369 66 705 0 1 2 0.5193798449612403 0.6600771456123433 0.2713178294573643 0.32690453230472516 0.21785091907986934 0.10905361322485582
60 59 129 1093 67 557 62 536 0 1 0.48507462686567165 0.5096065873741995 0.22388059701492538 0.2808783165599268 0.12984943694758883 0.15102887961233796
61 60 134 1110 65 568 69 542 0 1 0.95267892061009 0.5117117117117117 0.409464215877982 0.2702702702702703 0.13092443795146497 0.13934583231880532
62 61 2557 3122 2436 2330 121 792 0 20 3 0.5547445255474452 0.7463164638052531 0.27007299270072993 0.35490070467648943 0.2784941320733888 0.07640657260310063
63 62 137 1020 76 500 61 520 0 1 0.8406015037593985 0.49019607843137253 0.40601503759398494 0.2519607843137255 0.12014609765474817 0.13181468665897733
64 63 665 1128 559 572 106 556 0 5 1 0.9171388101983002 0.5070921985815603 0.42209631728045327 0.26773049645390073 0.1285712489311403 0.13915924752276043
65 64 1412 1065 1295 524 117 541 0 11 1 0.8772123893805309 0.492018779342723 0.42367256637168144 0.2300469483568075 0.12104123961295156 0.10900570874385594
66 65 904 1090 793 557 111 533 0 7 1 0.6272727272727273 0.5110091743119266 0.33181818181818185 0.25871559633027524 0.1305651881154785 0.12815040821479676
67 66 220 1050 138 522 82 528 0 2 1 0.5333333333333333 0.49714285714285716 0.37777777777777777 0.24666666666666667 0.12357551020408164 0.12309115646258503
68 67 135 1036 72 520 63 516 0 1 0.5217391304347826 0.5019305019305019 0.21014492753623187 0.2528957528957529 0.1259671143841028 0.1269286385116501
69 68 138 1109 72 569 66 540 0 1 0.7525510204081632 0.5130748422001803 0.32653061224489793 0.27051397655545534 0.13162289684936995 0.13889107970608539
70 69 392 2172 295 1451 97 721 0 3 2 0.5333333333333333 0.66804788213628 0.25 0.3287292817679558 0.2231439864133845 0.10558529535457128
71 70 120 1056 64 521 56 535 0 1 0.7930327868852459 0.4933712121212121 0.3790983606557377 0.2547348484848485 0.12170757647497703 0.13302727200987147
72 71 488 2040 387 1334 101 706 0 4 2 0.6434782608695652 0.653921568627451 0.3782608695652174 0.3137254901960784 0.21380670895809303 0.0999187812379854
73 72 230 3181 148 2376 82 805 0 2 3 0.6244725738396625 0.7469349261238605 0.3206751054852321 0.37346746306193024 0.27895589193182846 0.09451157113010178
74 73 237 4293 148 3429 89 864 0 2 4 0.4959349593495935 0.7987421383647799 0.23577235772357724 0.3908688562776613 0.3189945017997706 0.0718743544778907
75 74 123 1058 61 526 62 532 0 1 0.5433070866141733 0.497164461247637 0.2755905511811024 0.2637051039697543 0.1235862507638266 0.14011885320592768
76 75 127 3147 69 2356 58 791 0 1 3 0.49624060150375937 0.7486495074674293 0.2781954887218045 0.3708293612964728 0.28023804251561224 0.09059131878086057
77 76 133 1000 66 483 67 517 0 1 0.8998242530755711 0.483 0.4305799648506151 0.259 0.1166445 0.14235550000000002
78 77 1138 1089 1024 549 114 540 0 9 1 0.9664941432852084 0.5041322314049587 0.4652683192590575 0.2433425160697888 0.1270746533706714 0.1162678626991174
79 78 3671 82735 3548 81681 123 1054 0 29 78 0.4609375 0.9872605306097783 0.1171875 0.48756874357889646 0.48734167764995046 0.00022706592894600197
80 79 128 1065 59 539 69 526 0 1 0.4473684210526316 0.5061032863849765 0.2719298245614035 0.2403755868544601 0.12807026824483675 0.11230531860962334
81 80 114 3172 51 2376 63 796 0 1 3 0.5112781954887218 0.7490542244640606 0.21052631578947367 0.38871374527112235 0.28054111559372763 0.10817262967739472
82 81 133 1089 68 541 65 548 0 1 0.6544715447154471 0.4967860422405877 0.32113821138211385 0.2460973370064279 0.1233981858825335 0.12269915112389441
83 82 246 2086 161 1388 85 698 0 2 0.47107438016528924 0.6653883029721956 0.256198347107438 0.32358581016299137 0.22137079686610922 0.10221501329688215
84 83 121 1132 57 598 64 534 0 1 0.6538461538461539 0.5282685512367491 0.29914529914529914 0.2570671378091873 0.1395338311128869 0.11753330669630038
85 84 234 1097 153 550 81 547 0 2 1 0.7487046632124352 0.5013673655423884 0.35751295336787564 0.2515952597994531 0.12568461761545743 0.12591064218399564
86 85 386 27763 289 26736 97 1027 0 3 26 0.6614785992217899 0.9630083204264669 0.35019455252918286 0.4707704498793358 0.46369251260530236 0.007077937274033441
87 86 257 1093 170 549 87 544 0 2 1 0.4621212121212121 0.5022872827081427 0.23484848484848486 0.23787740164684354 0.12614625718516484 0.1117311444616787
88 87 132 1072 61 551 71 521 0 1 0.4491525423728814 0.5139925373134329 0.11864406779661017 0.25 0.13209416420695033 0.11790583579304967
89 88 118 6527 53 5606 65 921 0 1 6 0.8269841269841269 0.8588938256473112 0.4523809523809524 0.42699555691741997 0.3688493018675369 0.05814625504988308
90 89 630 1083 521 552 109 531 0 5 1 0.5114503816793893 0.5096952908587258 0.20610687022900764 0.25577100646352724 0.12989464476178053 0.1258763617017467
91 90 131 1096 67 563 64 533 0 1 0.8143382352941176 0.5136861313868614 0.40808823529411764 0.2518248175182482 0.1319367207895999 0.11988809672864831
92 91 544 1066 443 529 101 537 0 4 1 0.6861313868613139 0.49624765478424016 0.3357664233576642 0.2298311444652908 0.12313086743942919 0.1067002770258616
93 92 274 1051 188 521 86 530 0 2 1 0.5390070921985816 0.49571836346336823 0.2907801418439716 0.263558515699334 0.12286834793740002 0.14069016776193394
94 93 141 3116 76 2324 65 792 0 1 3 0.6614785992217899 0.7458279845956355 0.377431906614786 0.3796534017971759 0.27812969130299375 0.10152371049418213
95 94 257 1061 170 519 87 542 0 2 1 0.8872255489021956 0.4891611687087653 0.4550898203592814 0.25164938737040526 0.11963932448626258 0.1320100628841427
96 95 1002 1079 889 543 113 536 0 8 1 0.48905109489051096 0.5032437442075997 0.24087591240875914 0.2715477293790547 0.12662713304204198 0.1449205963370127
97 96 137 1080 67 542 70 538 0 1 0.7407407407407407 0.5018518518518519 0.3492063492063492 0.25092592592592594 0.12592764060356654 0.1249982853223594
98 97 378 1059 280 530 98 529 0 3 1 0.5037593984962406 0.5004721435316336 0.2631578947368421 0.23418319169027385 0.12523618322557403 0.10894700846469982
99 98 133 1049 67 516 66 533 0 1 0.4782608695652174 0.4918970448045758 0.23478260869565218 0.25738798856053385 0.12098135134373743 0.1364066372167964
100 99 115 2158 55 1438 60 720 0 1 2 0.5106382978723404 0.6663577386468953 0.2127659574468085 0.33086190917516217 0.222016317927302 0.10884559124786017
101 100 4233 3382 851 0 4 0.7989605480746516 0.40184266477675407 0.3191689786898738 0.08267368608688025

202
experiments/No_Refresh_1_0s_ttl/hit_age.csv
View File

@@ -1,101 +1,101 @@
obj_id,hit_rate,avg_age
1,0.5354330708661418,0.2677165354330709
2,0.6925925925925925,0.3148148148148148
3,0.7551020408163265,0.36989795918367346
4,0.6380090497737556,0.3438914027149321
5,0.5217391304347826,0.2391304347826087
6,0.518796992481203,0.23308270676691728
7,0.7340720221606648,0.34349030470914127
8,0.7817796610169492,0.3983050847457627
9,0.6451612903225806,0.29838709677419356
10,0.49122807017543857,0.2719298245614035
11,0.7445054945054945,0.3324175824175824
12,0.5112781954887218,0.21052631578947367
13,0.45217391304347826,0.21739130434782608
14,0.5,0.14516129032258066
15,0.6787003610108303,0.33212996389891697
16,0.9251269035532995,0.48286802030456855
17,0.4793388429752066,0.30578512396694213
18,0.6875,0.31985294117647056
19,0.5182481751824818,0.24817518248175183
20,0.49242424242424243,0.29545454545454547
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obj_id,hit_rate,avg_age,expected_age
1,0.8887842768035777,0.4606331646463458,0.39496874534662935
2,0.5033050047214354,0.24834749763928235,0.12665796388882203
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1 obj_id hit_rate avg_age expected_age
2 1 0.5354330708661418 0.8887842768035777 0.2677165354330709 0.4606331646463458 0.39496874534662935
3 2 0.6925925925925925 0.5033050047214354 0.3148148148148148 0.24834749763928235 0.12665796388882203
4 3 0.7551020408163265 0.5197486535008977 0.36989795918367346 0.2585278276481149 0.13506933140799812
5 4 0.6380090497737556 0.7531172069825436 0.3438914027149321 0.38154613466334164 0.2835927637265937
6 5 0.5217391304347826 0.504147465437788 0.2391304347826087 0.24792626728110598 0.1270823334536728
7 6 0.518796992481203 0.9855411088814976 0.23308270676691728 0.4781329888122268 0.48564563864768595
8 7 0.7340720221606648 0.831033831033831 0.34349030470914127 0.4379134379134379 0.345308614161383
9 8 0.7817796610169492 0.6621026894865526 0.3983050847457627 0.3212713936430318 0.21918998571266315
10 9 0.6451612903225806 0.5046382189239332 0.29838709677419356 0.23840445269016697 0.12732986599935978
11 10 0.49122807017543857 0.5065543071161048 0.2719298245614035 0.25842696629213485 0.1282986330289385
12 11 0.7445054945054945 0.5027372262773723 0.3324175824175824 0.2527372262773723 0.1263723593425329
13 12 0.5112781954887218 0.8558277422374786 0.21052631578947367 0.44874395381494775 0.36622056219165006
14 13 0.45217391304347826 0.5019011406844106 0.21739130434782608 0.2461977186311787 0.12595237751015625
15 14 0.5 0.4976122254059217 0.14516129032258066 0.25501432664756446 0.12380896343671692
16 15 0.6787003610108303 0.5004686035613871 0.33212996389891697 0.24461105904404873 0.12523441157534243
17 16 0.9251269035532995 0.4860557768924303 0.48286802030456855 0.2300796812749004 0.11812510912525198
18 17 0.4793388429752066 0.4941972920696325 0.30578512396694213 0.26305609284332687 0.12211548174447881
19 18 0.6875 0.6742804933759707 0.31985294117647056 0.33805390589310186 0.22732709187367126
20 19 0.5182481751824818 0.505097312326228 0.24817518248175183 0.25301204819277107 0.12756164745958956
21 20 0.49242424242424243 0.7502306982466933 0.29545454545454547 0.3888034450938173 0.2814230502958605
22 21 0.4883720930232558 0.48695652173913045 0.29457364341085274 0.24154589371980675 0.11856332703213611
23 22 0.41 0.9901008644183672 0.17 0.4812178652706107 0.490149860860999
24 23 0.5 0.49809885931558934 0.21929824561403508 0.2623574144486692 0.12405123682574563
25 24 0.4782608695652174 0.5086916742909423 0.18840579710144928 0.25434583714547115 0.12938360974646107
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27 26 0.5149253731343284 0.6691380908248378 0.2462686567164179 0.34615384615384615 0.22387289229635443
28 27 0.49242424242424243 0.5112107623318386 0.3181818181818182 0.273542600896861 0.13066822176194978
29 28 0.5277777777777778 0.4834307992202729 0.2847222222222222 0.23391812865497075 0.1168526688173759
30 29 0.8317610062893082 0.5235191637630662 0.38522012578616355 0.25435540069686413 0.13703615741359004
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33 32 0.4491525423728814 0.5073937153419593 0.2627118644067797 0.2587800369685767 0.12872419118425862
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36 35 0.42 0.6631779257849667 0.24 0.33206470028544244 0.2199024806242254
37 36 0.475 0.7483189241114313 0.20833333333333334 0.3682356708293308 0.27999060609164506
38 37 0.5037037037037037 0.5009208103130756 0.26666666666666666 0.2605893186003683 0.12546082910235412
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64 63 0.8406015037593985 0.5070921985815603 0.40601503759398494 0.26773049645390073 0.1285712489311403
65 64 0.9171388101983002 0.492018779342723 0.42209631728045327 0.2300469483568075 0.12104123961295156
66 65 0.8772123893805309 0.5110091743119266 0.42367256637168144 0.25871559633027524 0.1305651881154785
67 66 0.6272727272727273 0.49714285714285716 0.33181818181818185 0.24666666666666667 0.12357551020408164
68 67 0.5333333333333333 0.5019305019305019 0.37777777777777777 0.2528957528957529 0.1259671143841028
69 68 0.5217391304347826 0.5130748422001803 0.21014492753623187 0.27051397655545534 0.13162289684936995
70 69 0.7525510204081632 0.66804788213628 0.32653061224489793 0.3287292817679558 0.2231439864133845
71 70 0.5333333333333333 0.4933712121212121 0.25 0.2547348484848485 0.12170757647497703
72 71 0.7930327868852459 0.653921568627451 0.3790983606557377 0.3137254901960784 0.21380670895809303
73 72 0.6434782608695652 0.7469349261238605 0.3782608695652174 0.37346746306193024 0.27895589193182846
74 73 0.6244725738396625 0.7987421383647799 0.3206751054852321 0.3908688562776613 0.3189945017997706
75 74 0.4959349593495935 0.497164461247637 0.23577235772357724 0.2637051039697543 0.1235862507638266
76 75 0.5433070866141733 0.7486495074674293 0.2755905511811024 0.3708293612964728 0.28023804251561224
77 76 0.49624060150375937 0.483 0.2781954887218045 0.259 0.1166445
78 77 0.8998242530755711 0.5041322314049587 0.4305799648506151 0.2433425160697888 0.1270746533706714
79 78 0.9664941432852084 0.9872605306097783 0.4652683192590575 0.48756874357889646 0.48734167764995046
80 79 0.4609375 0.5061032863849765 0.1171875 0.2403755868544601 0.12807026824483675
81 80 0.4473684210526316 0.7490542244640606 0.2719298245614035 0.38871374527112235 0.28054111559372763
82 81 0.5112781954887218 0.4967860422405877 0.21052631578947367 0.2460973370064279 0.1233981858825335
83 82 0.6544715447154471 0.6653883029721956 0.32113821138211385 0.32358581016299137 0.22137079686610922
84 83 0.47107438016528924 0.5282685512367491 0.256198347107438 0.2570671378091873 0.1395338311128869
85 84 0.6538461538461539 0.5013673655423884 0.29914529914529914 0.2515952597994531 0.12568461761545743
86 85 0.7487046632124352 0.9630083204264669 0.35751295336787564 0.4707704498793358 0.46369251260530236
87 86 0.6614785992217899 0.5022872827081427 0.35019455252918286 0.23787740164684354 0.12614625718516484
88 87 0.4621212121212121 0.5139925373134329 0.23484848484848486 0.25 0.13209416420695033
89 88 0.4491525423728814 0.8588938256473112 0.11864406779661017 0.42699555691741997 0.3688493018675369
90 89 0.8269841269841269 0.5096952908587258 0.4523809523809524 0.25577100646352724 0.12989464476178053
91 90 0.5114503816793893 0.5136861313868614 0.20610687022900764 0.2518248175182482 0.1319367207895999
92 91 0.8143382352941176 0.49624765478424016 0.40808823529411764 0.2298311444652908 0.12313086743942919
93 92 0.6861313868613139 0.49571836346336823 0.3357664233576642 0.263558515699334 0.12286834793740002
94 93 0.5390070921985816 0.7458279845956355 0.2907801418439716 0.3796534017971759 0.27812969130299375
95 94 0.6614785992217899 0.4891611687087653 0.377431906614786 0.25164938737040526 0.11963932448626258
96 95 0.8872255489021956 0.5032437442075997 0.4550898203592814 0.2715477293790547 0.12662713304204198
97 96 0.48905109489051096 0.5018518518518519 0.24087591240875914 0.25092592592592594 0.12592764060356654
98 97 0.7407407407407407 0.5004721435316336 0.3492063492063492 0.23418319169027385 0.12523618322557403
99 98 0.5037593984962406 0.4918970448045758 0.2631578947368421 0.25738798856053385 0.12098135134373743
100 99 0.4782608695652174 0.6663577386468953 0.23478260869565218 0.33086190917516217 0.222016317927302
101 100 0.5106382978723404 0.7989605480746516 0.2127659574468085 0.40184266477675407 0.3191689786898738

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@@ -1,9 +1,9 @@
,hit_rate,avg_age
count,100.0,100.0
mean,0.619673736493892,0.30727316207865346
std,0.15169157416583476,0.07909208400550305
min,0.41,0.1171875
25%,0.4959007993441279,0.24954379562043796
50%,0.5411570894063774,0.29876619795974635
75%,0.7357392018056838,0.3715299332660821
max,0.9664941432852084,0.48286802030456855
,hit_rate,avg_age,expected_age
count,100.0,100.0,100.0
mean,0.6106589394405821,0.30587256128357304,0.19778779049710413
std,0.15132826274882488,0.0747023603322759,0.10470840495778753
min,0.483,0.2298311444652908,0.1166445
25%,0.4998761674999377,0.2516358554776672,0.12493861788794323
50%,0.5103522325853262,0.26270675364599805,0.13022991643862952
75%,0.7459501043980399,0.3582344462146998,0.27822080149559253
max,0.9901008644183672,0.48756874357889646,0.490149860860999
1 hit_rate avg_age expected_age
2 count 100.0 100.0 100.0
3 mean 0.619673736493892 0.6106589394405821 0.30727316207865346 0.30587256128357304 0.19778779049710413
4 std 0.15169157416583476 0.15132826274882488 0.07909208400550305 0.0747023603322759 0.10470840495778753
5 min 0.41 0.483 0.1171875 0.2298311444652908 0.1166445
6 25% 0.4959007993441279 0.4998761674999377 0.24954379562043796 0.2516358554776672 0.12493861788794323
7 50% 0.5411570894063774 0.5103522325853262 0.29876619795974635 0.26270675364599805 0.13022991643862952
8 75% 0.7357392018056838 0.7459501043980399 0.3715299332660821 0.3582344462146998 0.27822080149559253
9 max 0.9664941432852084 0.9901008644183672 0.48286802030456855 0.48756874357889646 0.490149860860999