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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_3_0s_ttl/details.csv
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@@ -1,100 +1,101 @@
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88,1103,830,273,0,1,0.7524932003626473,1.0942883046237535,0.28312300829600967,0.8111652963277438
89,1112,841,271,0,1,0.7562949640287769,1.143884892086331,0.2859910363076445,0.8578938557786864
90,4311,3981,330,0,4,0.9234516353514266,1.3825098585015079,0.4263814614166121,0.9561283970848957
91,2191,1885,306,0,2,0.8603377453217709,1.2765860337745323,0.3700905180126741,0.9064955157618582
92,3237,2914,323,0,3,0.90021624961384,1.3710225517454433,0.4051946480344037,0.9658279037110395
93,1055,791,264,0,1,0.7497630331753554,1.1601895734597156,0.28107230295815455,0.8791172705015611
94,1047,776,271,0,1,0.7411652340019103,1.0983763132760267,0.27466295204655317,0.8237133612294736
95,1090,821,269,0,1,0.7532110091743119,1.1394495412844037,0.2836634121706927,0.855786129113711
96,1073,801,272,0,1,0.7465051258154707,1.1286113699906803,0.2786349514343859,0.8499764185562945
97,2155,1848,307,0,2,0.8575406032482599,1.265429234338747,0.3676879431096947,0.8977412912290523
98,2170,1860,310,0,2,0.8571428571428571,1.2792626728110599,0.36734693877551017,0.9119157340355497
99,1086,819,267,0,1,0.7541436464088398,1.156537753222836,0.2843663197094106,0.8721714335134254
100,4283,3951,332,0,4,0.9224842400186785,1.394349754844735,0.4254885865414194,0.9688611683033156
1 obj_id access_count hits misses mu lambda hit_rate avg_age expected_age age_delta
2 1 127 3243 93 2919 34 324 0 1 3 0.7837837837837838 0.9000925069380203 1.2364864864864864 1.3200740055504163 0.4050832605229851 0.9149907450274313
3 2 148 1114 116 842 32 272 0 1 0.7264957264957265 0.755834829443447 1.0940170940170941 1.1301615798922802 0.2856431446999023 0.8445184351923778
4 3 117 1070 85 805 32 265 0 1 0.728 0.7523364485981309 1.032 1.1158878504672898 0.283005065944624 0.8328827845226658
5 4 125 4305 91 3973 34 332 0 1 4 0.7571428571428571 0.9228803716608595 1.1642857142857144 1.3440185830429734 0.42585409019844306 0.9181644928445303
6 5 140 1115 106 843 34 272 0 1 0.7538461538461538 0.7560538116591928 1.2538461538461538 1.105829596412556 0.2858086830621971 0.8200209133503589
7 6 130 28028 98 27673 32 355 0 1 26 0.8555133079847909 0.9873340944769516 1.11787072243346 1.4631796774653918 0.487414307058311 0.9757653704070808
8 7 263 2159 225 1853 38 306 0 2 0.7155963302752294 0.8582677165354331 1.073394495412844 1.2802223251505327 0.3683117366234733 0.9119105885270594
9 8 109 1082 78 819 31 263 0 1 0.9047619047619048 0.7569316081330869 1.3358395989974938 1.156192236598891 0.2864727296954705 0.8697195069034205
10 9 399 1081 361 805 38 276 0 3 1 0.7322834645669292 0.7446808510638298 1.1496062992125984 1.0555041628122108 0.2772747849705749 0.7782293778416359
11 10 127 1095 93 832 34 263 0 1 0.7295081967213115 0.7598173515981735 1.0901639344262295 1.1461187214611872 0.28866120389483124 0.8574575175663559
12 11 122 3252 89 2930 33 322 0 1 3 0.7605633802816901 0.9009840098400984 1.1126760563380282 1.3766912669126692 0.40588609299377126 0.9708051739188979
13 12 142 4343 108 4012 34 331 0 1 4 0.7154471544715447 0.9237854017959936 0.983739837398374 1.388671425282063 0.4266897342856926 0.9619816909963705
14 13 123 1074 88 801 35 273 0 1 0.7480916030534351 0.7458100558659218 1.251908396946565 1.1517690875232776 0.27811631971536466 0.8736527678079129
15 14 131 2071 98 1767 33 304 0 1 2 0.7801418439716312 0.8532110091743119 1.148936170212766 1.3109608884596813 0.3639845130881239 0.9469763753715574
16 15 141 1088 110 819 31 269 0 1 0.6764705882352942 0.7527573529411765 0.9901960784313726 1.1865808823529411 0.2833218162035035 0.9032590661494376
17 16 102 7567 69 7223 33 344 0 1 7 0.7053571428571429 0.9545394476014273 0.9910714285714286 1.4121844852649663 0.455572778513619 0.9566117067513473
18 17 112 12012 79 11663 33 349 0 1 11 0.8978494623655914 0.970945720945721 1.3091397849462365 1.4805194805194806 0.4713677965114029 1.0091516840080776
19 18 372 3250 334 2929 38 321 0 3 0.7156862745098039 0.9012307692307693 1.0784313725490196 1.361846153846154 0.40610844970414206 0.9557377041420119
20 19 102 1085 73 812 29 273 0 1 0.7702702702702703 0.7483870967741936 1.114864864864865 1.1216589861751152 0.2800416233090531 0.8416173628660621
21 20 148 1061 114 795 34 266 0 1 0.8958904109589041 0.7492931196983977 1.3068493150684932 1.1225259189443921 0.2807200896136787 0.8418058293307134
22 21 365 1036 327 771 38 265 0 3 1 0.9230769230769231 0.7442084942084942 1.4384615384615385 1.1447876447876448 0.2769231414260372 0.8678645033616077
23 22 520 3152 480 2825 40 327 0 4 3 0.8608058608058609 0.896256345177665 1.3626373626373627 1.3480329949238579 0.40163771813561283 0.9463952767882451
24 23 273 2119 235 1814 38 305 0 2 0.7777777777777778 0.8560641812175555 1.1176470588235294 1.315714959886739 0.3664229411818418 0.9492920187048972
25 24 153 1040 119 771 34 269 0 1 0.9489414694894147 0.7413461538461539 1.3424657534246576 1.0913461538461537 0.27479705991124265 0.8165490939349112
26 25 803 1078 762 807 41 271 0 7 1 0.75 0.74860853432282 1.1171875 1.1456400742115027 0.2802073688304804 0.8654327053810222
27 26 128 58220 96 57862 32 358 0 1 54 0.6915887850467289 0.9938509103400893 1.0841121495327102 1.4793713500515286 0.49386981599191215 0.9855015340596165
28 27 107 242887 74 242528 33 359 0 1 225 0.9566596194503171 0.9985219464195284 1.3107822410147991 1.4382531794620543 0.4985230387407218 0.9397301407213325
29 28 946 1045 905 779 41 266 0 8 1 0.7304347826086957 0.7454545454545455 1.0347826086956522 1.1330143540669857 0.2778512396694215 0.8551631143975642
30 29 115 1034 84 759 31 275 0 1 0.7304347826086957 0.7340425531914894 1.0956521739130434 1.1179883945841393 0.2694092349479402 0.8485791596361991
31 30 115 1092 84 819 31 273 0 1 0.8604651162790697 0.75 1.306201550387597 1.1007326007326008 0.28125 0.8194826007326008
32 31 258 2118 222 1811 36 307 0 2 0.7203389830508474 0.8550519357884797 0.9830508474576272 1.2889518413597734 0.3655569064478132 0.9233949349119601
33 32 118 1000 85 740 33 260 0 1 0.7317073170731707 0.74 1.2926829268292683 1.128 0.2738 0.8541999999999998
34 33 123 8585 90 8240 33 345 0 1 8 0.7536231884057971 0.9598136284216657 1.0942028985507246 1.4399534071054165 0.4606211006519817 0.9793323064534348
35 34 138 2217 104 1911 34 306 0 1 2 0.8407079646017699 0.8619756427604871 1.0309734513274336 1.298150654036987 0.37150100435617744 0.9266496496808094
36 35 226 2169 190 1858 36 311 0 2 0.8582375478927203 0.8566159520516367 1.2528735632183907 1.2706316274781004 0.36689544465466595 0.9037361828234345
37 36 261 2144 224 1837 37 307 0 2 0.9113636363636364 0.8568097014925373 1.3295454545454546 1.2630597014925373 0.36706143228586546 0.8959982692066719
38 37 440 1097 401 821 39 276 0 3 1 0.7295081967213115 0.7484047402005469 1.0573770491803278 1.1330902461257977 0.2800548275773241 0.8530354185484736
39 38 122 1090 89 813 33 277 0 1 0.7559055118110236 0.7458715596330275 1.0551181102362204 1.110091743119266 0.27816219173470247 0.8319295513845636
40 39 127 1051 96 777 31 274 0 1 0.7156862745098039 0.7392959086584205 1.0784313725490196 1.076117982873454 0.2732792202795398 0.8028387625939142
41 40 102 1060 73 792 29 268 0 1 0.7697841726618705 0.7471698113207547 1.1007194244604317 1.1226415094339623 0.27913136347454603 0.8435101459594163
42 41 139 1119 107 844 32 275 0 1 0.7288135593220338 0.7542448614834674 1.0677966101694916 1.1438784629133154 0.28444265553710746 0.859435807376208
43 42 118 1049 86 779 32 270 0 1 0.7555555555555555 0.7426120114394662 1.0518518518518518 1.0972354623450906 0.2757362997670849 0.8214991625780057
44 43 135 1130 102 854 33 276 0 1 0.8565737051792829 0.7557522123893805 1.2868525896414342 1.14070796460177 0.28558070326572166 0.8551272613360483
45 44 251 1131 215 866 36 265 0 2 1 0.857707509881423 0.7656940760389036 1.2727272727272727 1.169761273209549 0.29314370904053516 0.8766175641690139
46 45 253 5320 217 4981 36 339 0 2 5 0.7697841726618705 0.9362781954887218 1.0359712230215827 1.3855263157894737 0.4383084296738086 0.947217886115665
47 46 139 1106 107 831 32 275 0 1 0.75 0.7513562386980108 1.15 1.1157323688969258 0.28226809871521114 0.8334642701817148
48 47 120 5611 90 5272 30 339 0 1 5 0.8560311284046692 0.9395829620388523 1.2684824902723735 1.3671359828907503 0.44140807127685167 0.9257279116138987
49 48 257 5314 220 4976 37 338 0 2 5 0.859375 0.9363944298080542 1.24609375 1.4002634550244637 0.4384172640877755 0.9618461909366882
50 49 256 19463 220 19110 36 353 0 2 18 0.9830645161290322 0.981863022144582 1.3608870967741935 1.4851256229769305 0.48202749712744597 1.0030981258494847
51 50 2480 5327 2438 4991 42 336 0 20 5 0.7333333333333333 0.9369250985545335 1.0666666666666667 1.3974094236906327 0.4389143201507112 0.9584951035399215
52 51 105 1134 77 864 28 270 0 1 0.7744360902255639 0.7619047619047619 1.2781954887218046 1.13668430335097 0.2902494331065759 0.846434870244394
53 52 133 1151 103 876 30 275 0 1 0.9490049751243781 0.7610773240660296 1.4900497512437811 1.1685490877497828 0.2896193466037541 0.8789297411460287
54 53 804 1148 763 876 41 272 0 6 1 0.7664233576642335 0.7630662020905923 1.1532846715328466 1.1724738675958188 0.2911350143864803 0.8813388532093385
55 54 137 1073 105 801 32 272 0 1 0.7 0.7465051258154707 1.03 1.0987884436160298 0.2786349514343859 0.8201534921816439
56 55 100 1087 70 816 30 271 0 1 0.773972602739726 0.7506899724011039 1.3013698630136987 1.1352345906163754 0.2817677173317851 0.8534668732845904
57 56 146 1011 113 748 33 263 0 1 0.7258064516129032 0.7398615232443125 1.0080645161290323 1.1612265084075173 0.2736975367886972 0.8875289716188202
58 57 124 34310 90 33954 34 356 0 1 32 0.7714285714285715 0.9896240163217721 1.2 1.4917516758962401 0.48967784684041754 1.0020738290558227
59 58 140 1075 108 809 32 266 0 1 0.7222222222222222 0.7525581395348837 0.9722222222222222 1.1590697674418604 0.28317187669010274 0.8758978907517576
60 59 108 1077 78 810 30 267 0 1 0.75 0.7520891364902507 1.2121212121212122 1.1188486536675952 0.28281903461332547 0.8360296190542698
61 60 132 4269 99 3938 33 331 0 1 4 0.9334442595673876 0.9224642773483251 1.4226289517470883 1.3799484656828298 0.4254701714918839 0.954478294190946
62 61 601 1112 561 840 40 272 0 5 1 0.7327586206896551 0.7553956834532374 1.103448275862069 1.0845323741007193 0.2853113192898918 0.7992210548108276
63 62 116 1084 85 810 31 274 0 1 0.7247706422018348 0.7472324723247232 0.9908256880733946 1.1439114391143912 0.27917818384825915 0.864733255266132
64 63 109 6354 79 6013 30 341 0 1 6 0.7401574803149606 0.946333018570979 1.1574803149606299 1.4186339313818068 0.4477730910188304 0.9708608403629764
65 64 127 1046 94 781 33 265 0 1 0.75 0.7466539196940727 1.140625 1.054493307839388 0.2787460378972614 0.7757472699421267
66 65 128 4457 96 4127 32 330 0 1 4 0.8571428571428571 0.925959165357864 1.3492063492063493 1.3874803679605117 0.4287001879551161 0.9587801800053956
67 66 252 1160 216 888 36 272 0 2 1 0.7857142857142857 0.7655172413793103 1.1285714285714286 1.1594827586206897 0.2930083234244946 0.866474435196195
68 67 140 2106 110 1800 30 306 0 1 2 0.7129629629629629 0.8547008547008547 1.1296296296296295 1.2692307692307692 0.36525677551318575 0.9039739937175835
69 68 108 1049 77 790 31 259 0 1 0.8502024291497976 0.7530981887511916 1.2469635627530364 1.1782650142993327 0.2835784409501627 0.89468657334917
70 69 247 1105 210 837 37 268 0 2 1 0.7619047619047619 0.7574660633484163 1.129251700680272 1.1402714932126696 0.2868774185622735 0.8533940746503961
71 70 147 5405 112 5067 35 338 0 1 5 0.752 0.9374653098982424 0.912 1.3851988899167438 0.4394206036313038 0.94577828628544
72 71 125 1073 94 802 31 271 0 1 0.8623188405797102 0.7474370922646785 1.3043478260869565 1.1295433364398881 0.2793311034465387 0.8502122329933495
73 72 276 1050 238 783 38 267 0 2 1 0.9031413612565445 0.7457142857142857 1.4162303664921465 1.1361904761904762 0.27804489795918363 0.8581455782312926
74 73 382 1075 345 805 37 270 0 3 1 0.8565891472868217 0.7488372093023256 1.197674418604651 1.0465116279069768 0.28037858301784746 0.7661330448891294
75 74 258 2225 221 1913 37 312 0 2 0.7295081967213115 0.8597752808988764 1.1557377049180328 1.2957303370786517 0.3696067668223709 0.9261235702562808
76 75 122 1090 89 814 33 276 0 1 0.7388059701492538 0.7467889908256881 1.0671641791044777 1.1055045871559632 0.2788468984092248 0.8266576887467385
77 76 134 1089 99 816 35 273 0 1 0.7522123893805309 0.7493112947658402 0.9823008849557522 1.0312213039485767 0.28073370823182997 0.7504875957167467
78 77 113 1162 85 893 28 269 0 1 0.9175257731958762 0.7685025817555938 1.3278350515463917 1.1686746987951808 0.2952981090825066 0.8733765897126742
79 78 485 1062 445 789 40 273 0 4 1 0.7898550724637681 0.7429378531073446 1.1594202898550725 1.128060263653484 0.27597832678987516 0.8520819368636088
80 79 138 1084 109 812 29 272 0 1 0.7419354838709677 0.7490774907749077 1.0725806451612903 1.080258302583026 0.28055854359281596 0.79969975899021
81 80 124 1079 92 812 32 267 0 1 0.7698412698412699 0.752548656163114 1.1984126984126984 1.118628359592215 0.28316473994645436 0.8354636196457608
82 81 126 6563 97 6222 29 341 0 1 6 0.7647058823529411 0.9480420539387475 1.0 1.4360810604906293 0.4493918680181995 0.9866891924724298
83 82 136 2168 104 1860 32 308 0 1 2 0.7479674796747967 0.8579335793357934 0.991869918699187 1.3044280442804428 0.36802501327596304 0.9364030310044797
84 83 123 1112 92 843 31 269 0 1 0.7651515151515151 0.7580935251798561 1.1818181818181819 1.1573741007194245 0.28735289645981055 0.8700212042596139
85 84 132 1071 101 796 31 275 0 1 0.8385650224215246 0.7432306255835668 1.3183856502242153 1.1727357609710551 0.27619588140267004 0.8965398795683851
86 85 223 1048 187 786 36 262 0 2 1 0.7698412698412699 0.75 1.1666666666666667 1.133587786259542 0.28125 0.852337786259542
87 86 126 6450 97 6109 29 341 0 1 6 0.7203389830508474 0.9471317829457364 0.9915254237288136 1.4203100775193798 0.4485293071329848 0.971780770386395
88 87 118 1112 85 840 33 272 0 1 0.8981723237597912 0.7553956834532374 1.5221932114882506 1.1267985611510791 0.2853113192898918 0.8414872418611874
89 88 383 1103 344 830 39 273 0 3 1 0.7647058823529411 0.7524932003626473 1.1102941176470589 1.0942883046237535 0.28312300829600967 0.8111652963277438
90 89 136 1112 104 841 32 271 0 1 0.7540983606557377 0.7562949640287769 1.1885245901639345 1.143884892086331 0.2859910363076445 0.8578938557786864
91 90 122 4311 92 3981 30 330 0 1 4 0.71900826446281 0.9234516353514266 0.9338842975206612 1.3825098585015079 0.4263814614166121 0.9561283970848957
92 91 121 2191 87 1885 34 306 0 1 2 0.9186991869918699 0.8603377453217709 1.4146341463414633 1.2765860337745323 0.3700905180126741 0.9064955157618582
93 92 492 3237 452 2914 40 323 0 4 3 0.8987012987012987 0.90021624961384 1.405194805194805 1.3710225517454433 0.4051946480344037 0.9658279037110395
94 93 385 1055 346 791 39 264 0 3 1 0.7401574803149606 0.7497630331753554 1.1732283464566928 1.1601895734597156 0.28107230295815455 0.8791172705015611
95 94 127 1047 94 776 33 271 0 1 0.7348484848484849 0.7411652340019103 1.0606060606060606 1.0983763132760267 0.27466295204655317 0.8237133612294736
96 95 132 1090 97 821 35 269 0 1 0.9923719578641482 0.7532110091743119 1.4139120958953868 1.1394495412844037 0.2836634121706927 0.855786129113711
97 96 5506 1073 5464 801 42 272 0 45 1 0.7047619047619048 0.7465051258154707 1.0285714285714285 1.1286113699906803 0.2786349514343859 0.8499764185562945
98 97 105 2155 74 1848 31 307 0 1 2 0.8620689655172413 0.8575406032482599 1.2950191570881227 1.265429234338747 0.3676879431096947 0.8977412912290523
99 98 261 2170 225 1860 36 310 0 2 0.9002624671916011 0.8571428571428571 1.220472440944882 1.2792626728110599 0.36734693877551017 0.9119157340355497
100 99 381 1086 343 819 38 267 0 3 1 0.7264957264957265 0.7541436464088398 1.1452991452991452 1.156537753222836 0.2843663197094106 0.8721714335134254
101 100 4283 3951 332 0 4 0.9224842400186785 1.394349754844735 0.4254885865414194 0.9688611683033156

202
experiments/No_Refresh_3_0s_ttl/hit_age.csv
View File

@@ -1,101 +1,101 @@
obj_id,hit_rate,avg_age
1,0.7322834645669292,1.062992125984252
2,0.7837837837837838,1.2364864864864864
3,0.7264957264957265,1.0940170940170941
4,0.728,1.032
5,0.7571428571428571,1.1642857142857144
6,0.7538461538461538,1.2538461538461538
7,0.8555133079847909,1.11787072243346
8,0.7155963302752294,1.073394495412844
9,0.9047619047619048,1.3358395989974938
10,0.7322834645669292,1.1496062992125984
11,0.7295081967213115,1.0901639344262295
12,0.7605633802816901,1.1126760563380282
13,0.7154471544715447,0.983739837398374
14,0.7480916030534351,1.251908396946565
15,0.7801418439716312,1.148936170212766
16,0.6764705882352942,0.9901960784313726
17,0.7053571428571429,0.9910714285714286
18,0.8978494623655914,1.3091397849462365
19,0.7156862745098039,1.0784313725490196
20,0.7702702702702703,1.114864864864865
21,0.8958904109589041,1.3068493150684932
22,0.9230769230769231,1.4384615384615385
23,0.8608058608058609,1.3626373626373627
24,0.7777777777777778,1.1176470588235294
25,0.9489414694894147,1.3424657534246576
26,0.75,1.1171875
27,0.6915887850467289,1.0841121495327102
28,0.9566596194503171,1.3107822410147991
29,0.7304347826086957,1.0347826086956522
30,0.7304347826086957,1.0956521739130434
31,0.8604651162790697,1.306201550387597
32,0.7203389830508474,0.9830508474576272
33,0.7317073170731707,1.2926829268292683
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obj_id,hit_rate,avg_age,expected_age
1,0.9000925069380203,1.3200740055504163,0.4050832605229851
2,0.755834829443447,1.1301615798922802,0.2856431446999023
3,0.7523364485981309,1.1158878504672898,0.283005065944624
4,0.9228803716608595,1.3440185830429734,0.42585409019844306
5,0.7560538116591928,1.105829596412556,0.2858086830621971
6,0.9873340944769516,1.4631796774653918,0.487414307058311
7,0.8582677165354331,1.2802223251505327,0.3683117366234733
8,0.7569316081330869,1.156192236598891,0.2864727296954705
9,0.7446808510638298,1.0555041628122108,0.2772747849705749
10,0.7598173515981735,1.1461187214611872,0.28866120389483124
11,0.9009840098400984,1.3766912669126692,0.40588609299377126
12,0.9237854017959936,1.388671425282063,0.4266897342856926
13,0.7458100558659218,1.1517690875232776,0.27811631971536466
14,0.8532110091743119,1.3109608884596813,0.3639845130881239
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16,0.9545394476014273,1.4121844852649663,0.455572778513619
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20,0.7492931196983977,1.1225259189443921,0.2807200896136787
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30,0.75,1.1007326007326008,0.28125
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32,0.74,1.128,0.2738
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99,0.7541436464088398,1.156537753222836,0.2843663197094106
100,0.9224842400186785,1.394349754844735,0.4254885865414194
1 obj_id hit_rate avg_age expected_age
2 1 0.7322834645669292 0.9000925069380203 1.062992125984252 1.3200740055504163 0.4050832605229851
3 2 0.7837837837837838 0.755834829443447 1.2364864864864864 1.1301615798922802 0.2856431446999023
4 3 0.7264957264957265 0.7523364485981309 1.0940170940170941 1.1158878504672898 0.283005065944624
5 4 0.728 0.9228803716608595 1.032 1.3440185830429734 0.42585409019844306
6 5 0.7571428571428571 0.7560538116591928 1.1642857142857144 1.105829596412556 0.2858086830621971
7 6 0.7538461538461538 0.9873340944769516 1.2538461538461538 1.4631796774653918 0.487414307058311
8 7 0.8555133079847909 0.8582677165354331 1.11787072243346 1.2802223251505327 0.3683117366234733
9 8 0.7155963302752294 0.7569316081330869 1.073394495412844 1.156192236598891 0.2864727296954705
10 9 0.9047619047619048 0.7446808510638298 1.3358395989974938 1.0555041628122108 0.2772747849705749
11 10 0.7322834645669292 0.7598173515981735 1.1496062992125984 1.1461187214611872 0.28866120389483124
12 11 0.7295081967213115 0.9009840098400984 1.0901639344262295 1.3766912669126692 0.40588609299377126
13 12 0.7605633802816901 0.9237854017959936 1.1126760563380282 1.388671425282063 0.4266897342856926
14 13 0.7154471544715447 0.7458100558659218 0.983739837398374 1.1517690875232776 0.27811631971536466
15 14 0.7480916030534351 0.8532110091743119 1.251908396946565 1.3109608884596813 0.3639845130881239
16 15 0.7801418439716312 0.7527573529411765 1.148936170212766 1.1865808823529411 0.2833218162035035
17 16 0.6764705882352942 0.9545394476014273 0.9901960784313726 1.4121844852649663 0.455572778513619
18 17 0.7053571428571429 0.970945720945721 0.9910714285714286 1.4805194805194806 0.4713677965114029
19 18 0.8978494623655914 0.9012307692307693 1.3091397849462365 1.361846153846154 0.40610844970414206
20 19 0.7156862745098039 0.7483870967741936 1.0784313725490196 1.1216589861751152 0.2800416233090531
21 20 0.7702702702702703 0.7492931196983977 1.114864864864865 1.1225259189443921 0.2807200896136787
22 21 0.8958904109589041 0.7442084942084942 1.3068493150684932 1.1447876447876448 0.2769231414260372
23 22 0.9230769230769231 0.896256345177665 1.4384615384615385 1.3480329949238579 0.40163771813561283
24 23 0.8608058608058609 0.8560641812175555 1.3626373626373627 1.315714959886739 0.3664229411818418
25 24 0.7777777777777778 0.7413461538461539 1.1176470588235294 1.0913461538461537 0.27479705991124265
26 25 0.9489414694894147 0.74860853432282 1.3424657534246576 1.1456400742115027 0.2802073688304804
27 26 0.75 0.9938509103400893 1.1171875 1.4793713500515286 0.49386981599191215
28 27 0.6915887850467289 0.9985219464195284 1.0841121495327102 1.4382531794620543 0.4985230387407218
29 28 0.9566596194503171 0.7454545454545455 1.3107822410147991 1.1330143540669857 0.2778512396694215
30 29 0.7304347826086957 0.7340425531914894 1.0347826086956522 1.1179883945841393 0.2694092349479402
31 30 0.7304347826086957 0.75 1.0956521739130434 1.1007326007326008 0.28125
32 31 0.8604651162790697 0.8550519357884797 1.306201550387597 1.2889518413597734 0.3655569064478132
33 32 0.7203389830508474 0.74 0.9830508474576272 1.128 0.2738
34 33 0.7317073170731707 0.9598136284216657 1.2926829268292683 1.4399534071054165 0.4606211006519817
35 34 0.7536231884057971 0.8619756427604871 1.0942028985507246 1.298150654036987 0.37150100435617744
36 35 0.8407079646017699 0.8566159520516367 1.0309734513274336 1.2706316274781004 0.36689544465466595
37 36 0.8582375478927203 0.8568097014925373 1.2528735632183907 1.2630597014925373 0.36706143228586546
38 37 0.9113636363636364 0.7484047402005469 1.3295454545454546 1.1330902461257977 0.2800548275773241
39 38 0.7295081967213115 0.7458715596330275 1.0573770491803278 1.110091743119266 0.27816219173470247
40 39 0.7559055118110236 0.7392959086584205 1.0551181102362204 1.076117982873454 0.2732792202795398
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42 41 0.7697841726618705 0.7542448614834674 1.1007194244604317 1.1438784629133154 0.28444265553710746
43 42 0.7288135593220338 0.7426120114394662 1.0677966101694916 1.0972354623450906 0.2757362997670849
44 43 0.7555555555555555 0.7557522123893805 1.0518518518518518 1.14070796460177 0.28558070326572166
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46 45 0.857707509881423 0.9362781954887218 1.2727272727272727 1.3855263157894737 0.4383084296738086
47 46 0.7697841726618705 0.7513562386980108 1.0359712230215827 1.1157323688969258 0.28226809871521114
48 47 0.75 0.9395829620388523 1.15 1.3671359828907503 0.44140807127685167
49 48 0.8560311284046692 0.9363944298080542 1.2684824902723735 1.4002634550244637 0.4384172640877755
50 49 0.859375 0.981863022144582 1.24609375 1.4851256229769305 0.48202749712744597
51 50 0.9830645161290322 0.9369250985545335 1.3608870967741935 1.3974094236906327 0.4389143201507112
52 51 0.7333333333333333 0.7619047619047619 1.0666666666666667 1.13668430335097 0.2902494331065759
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54 53 0.9490049751243781 0.7630662020905923 1.4900497512437811 1.1724738675958188 0.2911350143864803
55 54 0.7664233576642335 0.7465051258154707 1.1532846715328466 1.0987884436160298 0.2786349514343859
56 55 0.7 0.7506899724011039 1.03 1.1352345906163754 0.2817677173317851
57 56 0.773972602739726 0.7398615232443125 1.3013698630136987 1.1612265084075173 0.2736975367886972
58 57 0.7258064516129032 0.9896240163217721 1.0080645161290323 1.4917516758962401 0.48967784684041754
59 58 0.7714285714285715 0.7525581395348837 1.2 1.1590697674418604 0.28317187669010274
60 59 0.7222222222222222 0.7520891364902507 0.9722222222222222 1.1188486536675952 0.28281903461332547
61 60 0.75 0.9224642773483251 1.2121212121212122 1.3799484656828298 0.4254701714918839
62 61 0.9334442595673876 0.7553956834532374 1.4226289517470883 1.0845323741007193 0.2853113192898918
63 62 0.7327586206896551 0.7472324723247232 1.103448275862069 1.1439114391143912 0.27917818384825915
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66 65 0.75 0.925959165357864 1.140625 1.3874803679605117 0.4287001879551161
67 66 0.8571428571428571 0.7655172413793103 1.3492063492063493 1.1594827586206897 0.2930083234244946
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73 72 0.8623188405797102 0.7457142857142857 1.3043478260869565 1.1361904761904762 0.27804489795918363
74 73 0.9031413612565445 0.7488372093023256 1.4162303664921465 1.0465116279069768 0.28037858301784746
75 74 0.8565891472868217 0.8597752808988764 1.197674418604651 1.2957303370786517 0.3696067668223709
76 75 0.7295081967213115 0.7467889908256881 1.1557377049180328 1.1055045871559632 0.2788468984092248
77 76 0.7388059701492538 0.7493112947658402 1.0671641791044777 1.0312213039485767 0.28073370823182997
78 77 0.7522123893805309 0.7685025817555938 0.9823008849557522 1.1686746987951808 0.2952981090825066
79 78 0.9175257731958762 0.7429378531073446 1.3278350515463917 1.128060263653484 0.27597832678987516
80 79 0.7898550724637681 0.7490774907749077 1.1594202898550725 1.080258302583026 0.28055854359281596
81 80 0.7419354838709677 0.752548656163114 1.0725806451612903 1.118628359592215 0.28316473994645436
82 81 0.7698412698412699 0.9480420539387475 1.1984126984126984 1.4360810604906293 0.4493918680181995
83 82 0.7647058823529411 0.8579335793357934 1.0 1.3044280442804428 0.36802501327596304
84 83 0.7479674796747967 0.7580935251798561 0.991869918699187 1.1573741007194245 0.28735289645981055
85 84 0.7651515151515151 0.7432306255835668 1.1818181818181819 1.1727357609710551 0.27619588140267004
86 85 0.8385650224215246 0.75 1.3183856502242153 1.133587786259542 0.28125
87 86 0.7698412698412699 0.9471317829457364 1.1666666666666667 1.4203100775193798 0.4485293071329848
88 87 0.7203389830508474 0.7553956834532374 0.9915254237288136 1.1267985611510791 0.2853113192898918
89 88 0.8981723237597912 0.7524932003626473 1.5221932114882506 1.0942883046237535 0.28312300829600967
90 89 0.7647058823529411 0.7562949640287769 1.1102941176470589 1.143884892086331 0.2859910363076445
91 90 0.7540983606557377 0.9234516353514266 1.1885245901639345 1.3825098585015079 0.4263814614166121
92 91 0.71900826446281 0.8603377453217709 0.9338842975206612 1.2765860337745323 0.3700905180126741
93 92 0.9186991869918699 0.90021624961384 1.4146341463414633 1.3710225517454433 0.4051946480344037
94 93 0.8987012987012987 0.7497630331753554 1.405194805194805 1.1601895734597156 0.28107230295815455
95 94 0.7401574803149606 0.7411652340019103 1.1732283464566928 1.0983763132760267 0.27466295204655317
96 95 0.7348484848484849 0.7532110091743119 1.0606060606060606 1.1394495412844037 0.2836634121706927
97 96 0.9923719578641482 0.7465051258154707 1.4139120958953868 1.1286113699906803 0.2786349514343859
98 97 0.7047619047619048 0.8575406032482599 1.0285714285714285 1.265429234338747 0.3676879431096947
99 98 0.8620689655172413 0.8571428571428571 1.2950191570881227 1.2792626728110599 0.36734693877551017
100 99 0.9002624671916011 0.7541436464088398 1.220472440944882 1.156537753222836 0.2843663197094106
101 100 0.7264957264957265 0.9224842400186785 1.1452991452991452 1.394349754844735 0.4254885865414194

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@@ -1,9 +1,9 @@
,hit_rate,avg_age
count,100.0,100.0
mean,0.7906927824364712,1.1699029289276106
std,0.07676518565586872,0.13699371435130125
min,0.6764705882352942,0.912
25%,0.731389183457052,1.0670398009950248
50%,0.7612340710932259,1.1492712347126823
75%,0.8567275747508305,1.280359763951712
max,0.9923719578641482,1.5221932114882506
,hit_rate,avg_age,expected_age
count,100.0,100.0,100.0
mean,0.8159040915293513,1.223051563144497,0.3364833567261876
std,0.08567749535403389,0.12824871868344825,0.07264297799612468
min,0.7340425531914894,1.0312213039485767,0.2694092349479402
25%,0.7487800405574492,1.1276996402877697,0.2803357794710057
50%,0.7566132860809319,1.1592762630312752,0.2862318830015575
75%,0.9001234426069753,1.3450221860131946,0.4051111074008398
max,0.9985219464195284,1.4917516758962401,0.4985230387407218
1 hit_rate avg_age expected_age
2 count 100.0 100.0 100.0
3 mean 0.7906927824364712 0.8159040915293513 1.1699029289276106 1.223051563144497 0.3364833567261876
4 std 0.07676518565586872 0.08567749535403389 0.13699371435130125 0.12824871868344825 0.07264297799612468
5 min 0.6764705882352942 0.7340425531914894 0.912 1.0312213039485767 0.2694092349479402
6 25% 0.731389183457052 0.7487800405574492 1.0670398009950248 1.1276996402877697 0.2803357794710057
7 50% 0.7612340710932259 0.7566132860809319 1.1492712347126823 1.1592762630312752 0.2862318830015575
8 75% 0.8567275747508305 0.9001234426069753 1.280359763951712 1.3450221860131946 0.4051111074008398
9 max 0.9923719578641482 0.9985219464195284 1.5221932114882506 1.4917516758962401 0.4985230387407218