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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_4_0s_ttl/details.csv
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@@ -1,100 +1,101 @@
obj_id,access_count,hits,misses,mu,lambda,hit_rate,avg_age
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86,3221,2973,248,0,3,0.9230052778640174,1.887923005277864,0.425969371482416,1.461953633795448
87,3221,2973,248,0,3,0.9230052778640174,1.8593604470661285,0.425969371482416,1.4333910755837125
88,1059,847,212,0,1,0.7998111425873465,1.591123701605288,0.3198489319034384,1.2712747697018496
89,2107,1871,236,0,2,0.8879924062648316,1.7816801139060274,0.3942652567920028,1.3874148571140246
90,1030,820,210,0,1,0.7961165048543689,1.5388349514563107,0.3169007446507682,1.2219342068055425
91,1067,853,214,0,1,0.7994376757263355,1.5829428303655109,0.3195502986853628,1.263392531680148
92,10619,10359,260,0,10,0.9755155852716828,1.9609191072605707,0.4758153285539769,1.485103778706594
93,2161,1923,238,0,2,0.8898658028690422,1.7954650624710782,0.39593057355788247,1.3995344889131958
94,2104,1869,235,0,2,0.8883079847908745,1.7599809885931559,0.39454553792161223,1.3654354506715436
95,2143,1906,237,0,2,0.8894073728418106,1.7223518432104525,0.39552273743268573,1.3268291057777668
96,1124,905,219,0,1,0.8051601423487544,1.5951957295373667,0.32414142741353325,1.2710543021238334
97,1036,824,212,0,1,0.7953667953667953,1.6303088803088803,0.31630416958602287,1.3140047107228574
98,1066,850,216,0,1,0.797373358348968,1.596622889305816,0.3179021363023559,1.27872075300346
99,2203,1964,239,0,2,0.8915115751248298,1.7748524738992284,0.39739644429077753,1.3774560296084508
100,2107,1867,240,0,2,0.88609397247271,1.7508305647840532,0.3925812640262339,1.3582493007578194
1 obj_id access_count hits misses mu lambda hit_rate avg_age expected_age age_delta
2 1 113 1046 90 835 23 211 0 1 0.8110236220472441 0.7982791586998088 1.4566929133858268 1.511472275334608 0.31862480760723727 1.1928474677273706
3 2 127 3155 103 2907 24 248 0 1 3 0.7983193277310925 0.9213946117274168 1.588235294117647 1.8263074484944533 0.42448401526015855 1.4018234332342947
4 3 119 1124 95 909 24 215 0 1 0.9232876712328767 0.8087188612099644 1.7808219178082192 1.596085409252669 0.3270130982383708 1.2690723110142983
5 4 365 1092 337 876 28 216 0 3 1 0.8910505836575876 0.8021978021978022 1.7704280155642023 1.6272893772893773 0.3217606569254921 1.3055287203638852
6 5 257 2111 229 1876 28 235 0 2 0.9509306260575296 0.8886783514921838 1.9137055837563453 1.7721459024159165 0.3948746062054327 1.3772712962104838
7 6 591 1096 562 883 29 213 0 5 1 0.9398340248962656 0.8056569343065694 1.7738589211618256 1.6177007299270072 0.32454154789812995 1.2931591820288773
8 7 482 36484 453 36219 29 265 0 4 34 0.8217054263565892 0.9927365420458283 1.7596899224806202 1.9837737090231333 0.4927629209565543 1.491010788066579
9 8 129 1106 106 890 23 216 0 1 0.8015267175572519 0.8047016274864376 1.3206106870229009 1.6012658227848102 0.3237723546396607 1.2774934681451495
10 9 131 7586 105 7329 26 257 0 1 7 0.8865546218487395 0.9661218033219088 1.684873949579832 1.9272343791194306 0.4666956694269885 1.4605387096924423
11 10 238 1061 211 850 27 211 0 2 1 0.8148148148148148 0.8011310084825636 1.6592592592592592 1.589066918001885 0.32090544637614465 1.2681614716257403
12 11 135 3225 110 2979 25 246 0 1 3 0.9660818713450292 0.9237209302325582 2.024561403508772 1.8316279069767443 0.4266301784748513 1.4049977285018929
13 12 855 1115 826 899 29 216 0 7 1 0.7964601769911505 0.8062780269058296 1.6194690265486726 1.5919282511210762 0.32504212833557883 1.2668861227854973
14 13 113 3169 90 2924 23 245 0 1 3 0.9781954887218045 0.9226885452824235 1.8406015037593986 1.8554749132218364 0.4256770757976974 1.4297978374241391
15 14 1330 11820 1301 11559 29 261 0 11 0.941544885177453 0.9779187817258883 1.8246346555323592 1.9683587140439933 0.4781625718261228 1.4901961422178704
16 15 479 1094 451 883 28 211 0 4 1 0.9247311827956989 0.8071297989031079 1.8629032258064515 1.6206581352833638 0.3257292561386857 1.294928879144678
17 16 372 1056 344 844 28 212 0 3 1 0.8062015503875969 0.7992424242424242 1.689922480620155 1.6420454545454546 0.3193942263544536 1.322651228191001
18 17 129 1067 104 853 25 214 0 1 0.7966101694915254 0.7994376757263355 1.6016949152542372 1.5941893158388003 0.3195502986853628 1.2746390171534374
19 18 118 1078 94 862 24 216 0 1 0.8849557522123894 0.7996289424860853 1.8185840707964602 1.5584415584415585 0.31970322283070757 1.238738335610851
20 19 226 1058 200 843 26 215 0 2 1 0.7948717948717948 0.7967863894139886 1.6666666666666667 1.61531190926276 0.31743427517769013 1.2978776340850697
21 20 117 1073 93 861 24 212 0 1 0.9568452380952381 0.8024231127679403 1.9345238095238095 1.6150978564771667 0.32194142595209535 1.2931564305250713
22 21 672 1037 643 822 29 215 0 6 1 0.9449715370018975 0.7926711668273867 1.8444022770398483 1.5641272902603665 0.31416378935974537 1.2499635009006211
23 22 527 1075 498 862 29 213 0 4 1 0.8106060606060606 0.8018604651162791 1.5757575757575757 1.6353488372093024 0.3214901027582477 1.3138587344510546
24 23 132 1030 107 821 25 209 0 1 0.7837837837837838 0.7970873786407767 1.4594594594594594 1.5747572815533981 0.3176741445942125 1.2570831369591855
25 24 111 1064 87 852 24 212 0 1 0.7663551401869159 0.8007518796992481 1.7289719626168225 1.6165413533834587 0.32060178642093956 1.295939566962519
26 25 107 5471 82 5216 25 255 0 1 5 0.7641509433962265 0.9533906050082251 1.509433962264151 1.9296289526594772 0.4544768228589748 1.4751521298005024
27 26 106 128924 81 128658 25 266 0 1 121 0.8067226890756303 0.9979367689491483 1.6722689075630253 1.9766296422698644 0.49793889741033287 1.4786907448595314
28 27 119 1072 96 855 23 217 0 1 0.8812785388127854 0.7975746268656716 1.82648401826484 1.6100746268656716 0.31806264270995765 1.2920119841557138
29 28 219 2007 193 1773 26 234 0 2 0.8893280632411067 0.8834080717488789 1.841897233201581 1.7842551071250623 0.3902049106155362 1.394050196509526
30 29 253 2180 225 1943 28 237 0 2 0.7807017543859649 0.8912844036697247 1.5614035087719298 1.7605504587155962 0.3971939441124484 1.3633565146031479
31 30 114 27777 89 27513 25 264 0 1 26 0.8715596330275229 0.9904957338805487 1.9220183486238531 1.9725672318824927 0.49054089941778334 1.4820263324647094
32 31 218 1032 190 816 28 216 0 2 1 0.7863247863247863 0.7906976744186046 1.5042735042735043 1.569767441860465 0.3126014061654948 1.2571660356949703
33 32 117 1025 92 812 25 213 0 1 0.8 0.7921951219512195 1.6833333333333333 1.575609756097561 0.3137865556216538 1.2618232004759071
34 33 120 2070 96 1832 24 238 0 1 2 0.925531914893617 0.885024154589372 1.7207446808510638 1.8169082125603864 0.3916338771033163 1.42527433545707
35 34 376 16940 348 16677 28 263 0 3 16 0.9780380673499268 0.9844746162927981 1.9546120058565153 1.9874852420306965 0.484595135062426 1.5028901069682705
36 35 1366 1008 1336 801 30 207 0 12 1 0.8865546218487395 0.7946428571428571 1.7941176470588236 1.6001984126984128 0.3157286352040816 1.2844697774943312
37 36 238 1096 211 884 27 212 0 2 1 0.7966101694915254 0.8065693430656934 1.7118644067796611 1.5857664233576643 0.3252770525867121 1.2604893707709521
38 37 118 4275 94 4023 24 252 0 1 4 0.9588068181818182 0.9410526315789474 1.9630681818181819 1.88046783625731 0.44279002770083103 1.437677808556479
39 38 704 1028 675 815 29 213 0 6 1 0.7946428571428571 0.7928015564202334 1.6607142857142858 1.5807392996108949 0.31426715393117227 1.2664721456797225
40 39 112 1068 89 856 23 212 0 1 0.8130081300813008 0.8014981273408239 1.6910569105691058 1.5795880149812733 0.3211996240654238 1.2583883909158495
41 40 123 8461 100 8202 23 259 0 1 8 0.8032786885245902 0.9693889611157074 1.721311475409836 1.9666706063113106 0.4698574789664952 1.4968131273448155
42 41 122 1002 98 793 24 209 0 1 0.9166666666666666 0.7914171656686627 1.9285714285714286 1.562874251497006 0.3131705650575098 1.2497036864394961
43 42 336 2114 308 1876 28 238 0 3 2 0.9643734643734644 0.8874172185430463 1.8636363636363635 1.7913907284768211 0.3937546598833384 1.3976360685934828
44 43 814 2067 785 1833 29 234 0 7 2 0.9245810055865922 0.8867924528301887 1.8463687150837989 1.7397194000967586 0.39320042719829124 1.3465189728984674
45 44 358 1046 331 832 27 214 0 3 1 0.7913043478260869 0.7954110898661568 1.626086956521739 1.5334608030592733 0.3163394009410337 1.2171214021182397
46 45 115 1102 91 893 24 209 0 1 0.7857142857142857 0.8103448275862069 1.4642857142857142 1.6234119782214156 0.32832936979785965 1.2950826084235558
47 46 112 1011 88 798 24 213 0 1 0.8032786885245902 0.7893175074183977 1.6557377049180328 1.5618199802176063 0.31151106375859616 1.25030891645901
48 47 122 1132 98 920 24 212 0 1 0.7964601769911505 0.8127208480565371 1.4867256637168142 1.6236749116607774 0.33025758843286845 1.293417323227909
49 48 113 9644 90 9384 23 260 0 1 9 0.973826714801444 0.9730402322687681 1.9747292418772564 1.9399626710908338 0.4734036468068291 1.4665590242840048
50 49 1108 2163 1079 1925 29 238 0 9 2 0.7796610169491526 0.889967637540453 1.5423728813559323 1.765603328710125 0.3960211979346676 1.3695821307754574
51 50 118 1008 92 798 26 210 0 1 0.8 0.7916666666666666 1.5913043478260869 1.6587301587301588 0.3133680555555555 1.3453621031746033
52 51 115 1034 92 819 23 215 0 1 0.7916666666666666 0.7920696324951644 1.3666666666666667 1.574468085106383 0.3136871513605124 1.2607809337458706
53 52 120 1052 95 834 25 218 0 1 0.9171597633136095 0.7927756653992395 1.7751479289940828 1.591254752851711 0.31424662782460344 1.2770081250271075
54 53 338 1050 310 833 28 217 0 3 1 0.885593220338983 0.7933333333333333 1.8008474576271187 1.6752380952380952 0.3146888888888889 1.3605492063492064
55 54 236 14782 209 14520 27 262 0 2 14 0.8 0.9822757407657963 1.4608695652173913 1.9263293194425652 0.4824328154484969 1.4438965039940683
56 55 115 2138 92 1900 23 238 0 1 2 0.8048780487804879 0.8886810102899907 1.6504065040650406 1.7600561272217026 0.3948769690250193 1.3651791581966832
57 56 123 4326 99 4075 24 251 0 1 4 0.8195488721804511 0.9419787332408691 1.7067669172932332 1.9059177068885806 0.4436619669390362 1.4622557399495444
58 57 133 4249 109 3997 24 252 0 1 4 0.8941176470588236 0.9406919275123559 1.6745098039215687 1.8696163803247823 0.4424506512434557 1.4271657290813267
59 58 255 1064 228 850 27 214 0 2 1 0.77 0.7988721804511278 1.37 1.574248120300752 0.31909838034936966 1.2551497399513822
60 59 100 1070 77 856 23 214 0 1 0.8045112781954887 0.8 1.3759398496240602 1.5841121495327102 0.32000000000000006 1.2641121495327101
61 60 133 6313 107 6058 26 255 0 1 6 0.8231292517006803 0.9596071598289244 1.619047619047619 1.939489941390781 0.46042295059746746 1.4790669907933134
62 61 147 2143 121 1904 26 239 0 1 2 0.8076923076923077 0.8884741017265516 1.7461538461538462 1.7368175454969668 0.3946931147194014 1.3421244307775653
63 62 130 1066 105 853 25 213 0 1 0.9473684210526315 0.800187617260788 1.7568058076225046 1.6303939962476548 0.3201501114087487 1.310243884838906
64 63 551 5272 522 5017 29 255 0 5 0.8387096774193549 0.9516312594840668 1.5806451612903225 1.8988998482549317 0.45280102701361563 1.4460988212413162
65 64 155 1037 130 827 25 210 0 1 0.8884462151394422 0.7974927675988428 1.7091633466135459 1.6663452266152363 0.31799735718623096 1.3483478694290054
66 65 251 5142 223 4889 28 253 0 2 5 0.7745098039215687 0.9507973551147414 1.4313725490196079 1.9224037339556592 0.45200780524659384 1.4703959287090653
67 66 102 1000 79 783 23 217 0 1 0.9206798866855525 0.783 1.7705382436260624 1.57 0.3065445 1.2634555
68 67 353 1064 325 848 28 216 0 3 1 0.889795918367347 0.7969924812030075 1.616326530612245 1.5780075187969924 0.3175985075470631 1.2604090112499293
69 68 245 1093 218 877 27 216 0 2 1 0.976706827309237 0.8023787740164684 1.8441767068273092 1.6413540713632204 0.32190584849608544 1.319448222867135
70 69 1245 1085 1216 875 29 210 0 11 1 0.8846153846153846 0.8064516129032258 1.6581196581196582 1.5594470046082949 0.3251821019771071 1.2342649026311878
71 70 234 2123 207 1885 27 238 0 2 0.8153846153846154 0.8878944889307584 1.5 1.7644842204427698 0.39417831173680634 1.3703059087059635
72 71 130 1051 106 838 24 213 0 1 0.7692307692307693 0.7973358705994291 1.4807692307692308 1.659372026641294 0.3178722452722748 1.341499781369019
73 72 104 1074 80 859 24 215 0 1 0.7946428571428571 0.7998137802607076 1.4375 1.5614525139664805 0.31985104154746175 1.2416014724190187
74 73 112 3227 89 2979 23 248 0 1 3 0.7766990291262136 0.9231484350790208 1.4077669902912622 1.8404090486519988 0.4261015165944225 1.4143075320575762
75 74 103 1069 80 855 23 214 0 1 0.9984873695356224 0.7998129092609916 1.58624514697726 1.5930776426566884 0.3198503449102656 1.2732272977464227
76 75 19833 1051 19803 838 30 213 0 166 1 0.8134328358208955 0.7973358705994291 1.3955223880597014 1.5470980019029497 0.3178722452722748 1.2292257566306748
77 76 134 1138 109 920 25 218 0 1 0.813953488372093 0.8084358523725835 1.6356589147286822 1.5500878734622143 0.32678426370069286 1.2233036097615215
78 77 129 2082 105 1844 24 238 0 1 2 0.7788461538461539 0.8856868395773295 1.3269230769230769 1.749759846301633 0.39222058890023914 1.357539257401394
79 78 104 1107 81 894 23 213 0 1 0.8345323741007195 0.8075880758807588 1.669064748201439 1.6567299006323397 0.3260992501523931 1.3306306504799466
80 79 139 1091 116 875 23 216 0 1 0.7876106194690266 0.8020164986251146 1.654867256637168 1.6223648029330888 0.3216152320334442 1.3007495708996446
81 80 113 1089 89 876 24 213 0 1 0.7913043478260869 0.8044077134986226 1.5565217391304347 1.5583103764921946 0.32353588476804107 1.2347744917241537
82 81 115 4088 91 3838 24 250 0 1 4 0.7916666666666666 0.9388454011741683 1.75 1.8732876712328768 0.44071534365294246 1.4325723275799342
83 82 120 1095 95 882 25 213 0 1 0.7830188679245284 0.8054794520547945 1.5943396226415094 1.5726027397260274 0.32439857384124604 1.2482041658847813
84 83 106 1091 83 882 23 209 0 1 0.7735849056603774 0.8084326306141155 1.7075471698113207 1.620531622364803 0.32678165912082946 1.2937499632439735
85 84 106 2151 82 1912 24 239 0 1 2 0.8884297520661157 0.8888888888888888 1.756198347107438 1.7759181775918178 0.3950617283950617 1.380856449196756
86 85 242 1068 215 859 27 209 0 2 1 0.7745098039215687 0.8043071161048689 1.5588235294117647 1.5627340823970037 0.32345496850846556 1.2392791138885382
87 86 102 3221 79 2973 23 248 0 1 3 0.78 0.9230052778640174 1.38 1.887923005277864 0.425969371482416 1.461953633795448
88 87 100 3221 78 2973 22 248 0 1 3 0.808 0.9230052778640174 1.504 1.8593604470661285 0.425969371482416 1.4333910755837125
89 88 125 1059 101 847 24 212 0 1 0.8062015503875969 0.7998111425873465 1.682170542635659 1.591123701605288 0.3198489319034384 1.2712747697018496
90 89 129 2107 104 1871 25 236 0 1 2 0.75 0.8879924062648316 1.46 1.7816801139060274 0.3942652567920028 1.3874148571140246
91 90 100 1030 75 820 25 210 0 1 0.8888888888888888 0.7961165048543689 1.6584362139917694 1.5388349514563107 0.3169007446507682 1.2219342068055425
92 91 243 1067 216 853 27 214 0 2 1 0.8016528925619835 0.7994376757263355 1.4545454545454546 1.5829428303655109 0.3195502986853628 1.263392531680148
93 92 121 10619 97 10359 24 260 0 1 10 0.9257294429708223 0.9755155852716828 1.8249336870026525 1.9609191072605707 0.4758153285539769 1.485103778706594
94 93 377 2161 349 1923 28 238 0 3 2 0.7894736842105263 0.8898658028690422 1.5 1.7954650624710782 0.39593057355788247 1.3995344889131958
95 94 114 2104 90 1869 24 235 0 1 2 0.8148148148148148 0.8883079847908745 1.8148148148148149 1.7599809885931559 0.39454553792161223 1.3654354506715436
96 95 135 2143 110 1906 25 237 0 1 2 0.7946428571428571 0.8894073728418106 1.5178571428571428 1.7223518432104525 0.39552273743268573 1.3268291057777668
97 96 112 1124 89 905 23 219 0 1 0.8145161290322581 0.8051601423487544 1.6129032258064515 1.5951957295373667 0.32414142741353325 1.2710543021238334
98 97 124 1036 101 824 23 212 0 1 0.9810366624525917 0.7953667953667953 1.9835651074589127 1.6303088803088803 0.31630416958602287 1.3140047107228574
99 98 1582 1066 1552 850 30 216 0 13 1 0.986648865153538 0.797373358348968 1.9554962171784602 1.596622889305816 0.3179021363023559 1.27872075300346
100 99 2247 2203 2217 1964 30 239 0 19 2 0.7899159663865546 0.8915115751248298 1.4873949579831933 1.7748524738992284 0.39739644429077753 1.3774560296084508
101 100 2107 1867 240 0 2 0.88609397247271 1.7508305647840532 0.3925812640262339 1.3582493007578194

202
experiments/No_Refresh_4_0s_ttl/hit_age.csv
View File

@@ -1,101 +1,101 @@
obj_id,hit_rate,avg_age
1,0.7964601769911505,1.6460176991150441
2,0.8110236220472441,1.4566929133858268
3,0.7983193277310925,1.588235294117647
4,0.9232876712328767,1.7808219178082192
5,0.8910505836575876,1.7704280155642023
6,0.9509306260575296,1.9137055837563453
7,0.9398340248962656,1.7738589211618256
8,0.8217054263565892,1.7596899224806202
9,0.8015267175572519,1.3206106870229009
10,0.8865546218487395,1.684873949579832
11,0.8148148148148148,1.6592592592592592
12,0.9660818713450292,2.024561403508772
13,0.7964601769911505,1.6194690265486726
14,0.9781954887218045,1.8406015037593986
15,0.941544885177453,1.8246346555323592
16,0.9247311827956989,1.8629032258064515
17,0.8062015503875969,1.689922480620155
18,0.7966101694915254,1.6016949152542372
19,0.8849557522123894,1.8185840707964602
20,0.7948717948717948,1.6666666666666667
21,0.9568452380952381,1.9345238095238095
22,0.9449715370018975,1.8444022770398483
23,0.8106060606060606,1.5757575757575757
24,0.7837837837837838,1.4594594594594594
25,0.7663551401869159,1.7289719626168225
26,0.7641509433962265,1.509433962264151
27,0.8067226890756303,1.6722689075630253
28,0.8812785388127854,1.82648401826484
29,0.8893280632411067,1.841897233201581
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obj_id,hit_rate,avg_age,expected_age
1,0.7982791586998088,1.511472275334608,0.31862480760723727
2,0.9213946117274168,1.8263074484944533,0.42448401526015855
3,0.8087188612099644,1.596085409252669,0.3270130982383708
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1 obj_id hit_rate avg_age expected_age
2 1 0.7964601769911505 0.7982791586998088 1.6460176991150441 1.511472275334608 0.31862480760723727
3 2 0.8110236220472441 0.9213946117274168 1.4566929133858268 1.8263074484944533 0.42448401526015855
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5 4 0.9232876712328767 0.8021978021978022 1.7808219178082192 1.6272893772893773 0.3217606569254921
6 5 0.8910505836575876 0.8886783514921838 1.7704280155642023 1.7721459024159165 0.3948746062054327
7 6 0.9509306260575296 0.8056569343065694 1.9137055837563453 1.6177007299270072 0.32454154789812995
8 7 0.9398340248962656 0.9927365420458283 1.7738589211618256 1.9837737090231333 0.4927629209565543
9 8 0.8217054263565892 0.8047016274864376 1.7596899224806202 1.6012658227848102 0.3237723546396607
10 9 0.8015267175572519 0.9661218033219088 1.3206106870229009 1.9272343791194306 0.4666956694269885
11 10 0.8865546218487395 0.8011310084825636 1.684873949579832 1.589066918001885 0.32090544637614465
12 11 0.8148148148148148 0.9237209302325582 1.6592592592592592 1.8316279069767443 0.4266301784748513
13 12 0.9660818713450292 0.8062780269058296 2.024561403508772 1.5919282511210762 0.32504212833557883
14 13 0.7964601769911505 0.9226885452824235 1.6194690265486726 1.8554749132218364 0.4256770757976974
15 14 0.9781954887218045 0.9779187817258883 1.8406015037593986 1.9683587140439933 0.4781625718261228
16 15 0.941544885177453 0.8071297989031079 1.8246346555323592 1.6206581352833638 0.3257292561386857
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20 19 0.8849557522123894 0.7967863894139886 1.8185840707964602 1.61531190926276 0.31743427517769013
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70 69 0.976706827309237 0.8064516129032258 1.8441767068273092 1.5594470046082949 0.3251821019771071
71 70 0.8846153846153846 0.8878944889307584 1.6581196581196582 1.7644842204427698 0.39417831173680634
72 71 0.8153846153846154 0.7973358705994291 1.5 1.659372026641294 0.3178722452722748
73 72 0.7692307692307693 0.7998137802607076 1.4807692307692308 1.5614525139664805 0.31985104154746175
74 73 0.7946428571428571 0.9231484350790208 1.4375 1.8404090486519988 0.4261015165944225
75 74 0.7766990291262136 0.7998129092609916 1.4077669902912622 1.5930776426566884 0.3198503449102656
76 75 0.9984873695356224 0.7973358705994291 1.58624514697726 1.5470980019029497 0.3178722452722748
77 76 0.8134328358208955 0.8084358523725835 1.3955223880597014 1.5500878734622143 0.32678426370069286
78 77 0.813953488372093 0.8856868395773295 1.6356589147286822 1.749759846301633 0.39222058890023914
79 78 0.7788461538461539 0.8075880758807588 1.3269230769230769 1.6567299006323397 0.3260992501523931
80 79 0.8345323741007195 0.8020164986251146 1.669064748201439 1.6223648029330888 0.3216152320334442
81 80 0.7876106194690266 0.8044077134986226 1.654867256637168 1.5583103764921946 0.32353588476804107
82 81 0.7913043478260869 0.9388454011741683 1.5565217391304347 1.8732876712328768 0.44071534365294246
83 82 0.7916666666666666 0.8054794520547945 1.75 1.5726027397260274 0.32439857384124604
84 83 0.7830188679245284 0.8084326306141155 1.5943396226415094 1.620531622364803 0.32678165912082946
85 84 0.7735849056603774 0.8888888888888888 1.7075471698113207 1.7759181775918178 0.3950617283950617
86 85 0.8884297520661157 0.8043071161048689 1.756198347107438 1.5627340823970037 0.32345496850846556
87 86 0.7745098039215687 0.9230052778640174 1.5588235294117647 1.887923005277864 0.425969371482416
88 87 0.78 0.9230052778640174 1.38 1.8593604470661285 0.425969371482416
89 88 0.808 0.7998111425873465 1.504 1.591123701605288 0.3198489319034384
90 89 0.8062015503875969 0.8879924062648316 1.682170542635659 1.7816801139060274 0.3942652567920028
91 90 0.75 0.7961165048543689 1.46 1.5388349514563107 0.3169007446507682
92 91 0.8888888888888888 0.7994376757263355 1.6584362139917694 1.5829428303655109 0.3195502986853628
93 92 0.8016528925619835 0.9755155852716828 1.4545454545454546 1.9609191072605707 0.4758153285539769
94 93 0.9257294429708223 0.8898658028690422 1.8249336870026525 1.7954650624710782 0.39593057355788247
95 94 0.7894736842105263 0.8883079847908745 1.5 1.7599809885931559 0.39454553792161223
96 95 0.8148148148148148 0.8894073728418106 1.8148148148148149 1.7223518432104525 0.39552273743268573
97 96 0.7946428571428571 0.8051601423487544 1.5178571428571428 1.5951957295373667 0.32414142741353325
98 97 0.8145161290322581 0.7953667953667953 1.6129032258064515 1.6303088803088803 0.31630416958602287
99 98 0.9810366624525917 0.797373358348968 1.9835651074589127 1.596622889305816 0.3179021363023559
100 99 0.986648865153538 0.8915115751248298 1.9554962171784602 1.7748524738992284 0.39739644429077753
101 100 0.7899159663865546 0.88609397247271 1.4873949579831933 1.7508305647840532 0.3925812640262339

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@@ -1,9 +1,9 @@
,hit_rate,avg_age
count,100.0,100.0
mean,0.8461611168860607,1.6633213831159595
std,0.06904890299740231,0.16801119901954611
min,0.75,1.3206106870229009
25%,0.7946428571428571,1.536243946731235
50%,0.8120158760642724,1.6636904761904763
75%,0.8918173495078966,1.7765664261976168
max,0.9984873695356224,2.024561403508772
,hit_rate,avg_age,expected_age
count,100.0,100.0,100.0
mean,0.8529286517016675,1.7025481898638841,0.3660162421289979
std,0.06775773364762111,0.14045281538696894,0.059451882202897634
min,0.783,1.511472275334608,0.3065445
25%,0.7991498632946001,1.5853528549014257,0.3193202648531826
50%,0.8065104779844596,1.6328714167284786,0.3252295772819096
75%,0.891341196533501,1.8008258499934051,0.39724456915703066
max,0.9979367689491483,1.9874852420306965,0.49793889741033287
1 hit_rate avg_age expected_age
2 count 100.0 100.0 100.0
3 mean 0.8461611168860607 0.8529286517016675 1.6633213831159595 1.7025481898638841 0.3660162421289979
4 std 0.06904890299740231 0.06775773364762111 0.16801119901954611 0.14045281538696894 0.059451882202897634
5 min 0.75 0.783 1.3206106870229009 1.511472275334608 0.3065445
6 25% 0.7946428571428571 0.7991498632946001 1.536243946731235 1.5853528549014257 0.3193202648531826
7 50% 0.8120158760642724 0.8065104779844596 1.6636904761904763 1.6328714167284786 0.3252295772819096
8 75% 0.8918173495078966 0.891341196533501 1.7765664261976168 1.8008258499934051 0.39724456915703066
9 max 0.9984873695356224 0.9979367689491483 2.024561403508772 1.9874852420306965 0.49793889741033287