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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_5_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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obj_id,access_count,hits,misses,mu,lambda,hit_rate,avg_age,expected_age,age_delta
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86,1092,914,178,0,1,0.836996336996337,2.022893772893773,0.3502814340726429,1.6726123388211298
87,37129,36919,210,0,35,0.9943440437393951,2.4789517627730344,0.49436003866000605,1.9845917241130284
88,5299,5096,203,0,5,0.9616908850726552,2.383657293829024,0.46242467921591346,1.9212326146131107
89,2089,1899,190,0,2,0.9090473910962182,2.2264241263762568,0.41318357962942037,1.8132405467468364
90,1095,920,175,0,1,0.8401826484018264,2.14337899543379,0.3529534413377535,1.7904255540960363
91,1072,895,177,0,1,0.8348880597014925,2.058768656716418,0.34851903611606144,1.7102496206003563
92,4172,3970,202,0,4,0.951581975071908,2.4206615532118887,0.4527541276408767,1.967907425571012
93,1042,864,178,0,1,0.8291746641074856,2.1228406909788866,0.3437653117988808,1.7790753791800058
94,1081,906,175,0,1,0.8381128584643849,2.026827012025902,0.35121658176167103,1.675610430264231
95,1066,890,176,0,1,0.8348968105065666,2.0881801125703565,0.3485263420970189,1.7396537704733377
96,1028,854,174,0,1,0.830739299610895,2.09727626459144,0.34506389195900017,1.7522123726324397
97,1041,866,175,0,1,0.8318924111431316,2.1248799231508166,0.34602249185876655,1.77885743129205
98,1053,875,178,0,1,0.8309591642924976,2.0313390313390314,0.345246566360843,1.6860924649781883
99,1047,869,178,0,1,0.8299904489016237,2.09360076408787,0.3444420726339594,1.7491586914539108
100,1030,853,177,0,1,0.8281553398058252,2.0893203883495146,0.34292063342445095,1.7463997549250636
1 obj_id access_count hits misses mu lambda hit_rate avg_age expected_age age_delta
2 1 136 1017 113 842 23 175 0 1 0.841726618705036 0.8279252704031466 2.1870503597122304 2.057030481809243 0.3427301266860617 1.7143003551231812
3 2 139 20019 117 19810 22 209 0 1 19 0.8410596026490066 0.9895599180778261 1.8344370860927153 2.4550676856985865 0.4896144157330969 1.9654532699654896
4 3 151 1075 127 896 24 179 0 1 0.935064935064935 0.8334883720930233 2.412987012987013 2.046511627906977 0.347351433207139 1.6991601946998378
5 4 385 1095 360 918 25 177 0 3 1 0.8296296296296296 0.8383561643835616 1.8 2.0182648401826486 0.3514205291799587 1.66684431100269
6 5 135 1010 112 834 23 176 0 1 0.823076923076923 0.8257425742574257 1.823076923076923 2.0287128712871287 0.3409253994706401 1.6877874718164887
7 6 130 5324 107 5120 23 204 0 1 5 0.8294573643410853 0.9616829451540195 2.1782945736434107 2.432757325319309 0.46241704350005447 1.9703402818192544
8 7 129 2139 107 1944 22 195 0 1 2 0.8270676691729323 0.908835904628331 2.075187969924812 2.2954651706404863 0.41299135077079835 1.882473819869688
9 8 133 1059 110 883 23 176 0 1 0.8333333333333334 0.833805476864967 2.1136363636363638 2.075542965061379 0.3476157866250075 1.7279271784363712
10 9 132 1017 110 844 22 173 0 1 0.8141592920353983 0.8298918387413963 2.0707964601769913 2.062930186823992 0.3443602320047878 1.7185699548192042
11 10 113 3214 92 3015 21 199 0 1 3 0.9100719424460432 0.9380833851897946 2.0755395683453237 2.3378967019290604 0.4400002187845723 1.8978964831444882
12 11 278 1041 253 864 25 177 0 2 1 0.8174603174603174 0.829971181556196 2.007936507936508 2.143131604226705 0.344426081106894 1.798705523119811
13 12 126 3188 103 2990 23 198 0 1 3 0.8203125 0.937892095357591 2.109375 2.3808030112923464 0.43982079126712625 1.9409822200252203
14 13 128 1022 105 845 23 177 0 1 0.8571428571428571 0.8268101761252447 2.183673469387755 2.080234833659491 0.34180753367212907 1.738427299987362
15 14 147 1067 126 890 21 177 0 1 0.8248175182481752 0.8341143392689785 2.0072992700729926 2.121836925960637 0.34787336548706227 1.7739635604735748
16 15 137 1042 113 867 24 175 0 1 0.8130081300813008 0.8320537428023033 1.8048780487804879 2.1833013435700575 0.34615671545566074 1.8371446281143968
17 16 123 1097 100 921 23 176 0 1 0.899581589958159 0.8395624430264357 2.2677824267782425 2.1011850501367366 0.3524325478702585 1.748752502266478
18 17 239 5256 215 5053 24 203 0 2 5 0.837037037037037 0.9613774733637748 2.1481481481481484 2.4185692541856927 0.46212332314565774 1.9564459310400348
19 18 135 2164 113 1970 22 194 0 1 2 0.8225806451612904 0.910351201478743 2.161290322580645 2.2384473197781887 0.4143696550168955 1.824077664761293
20 19 124 12809 102 12601 22 208 0 1 12 0.9053030303030303 0.9837614177531423 2.242424242424242 2.4585838082598173 0.4838932635298363 1.974690544729981
21 20 264 1028 239 850 25 178 0 2 1 0.8145161290322581 0.8268482490272373 2.1129032258064515 2.0428015564202333 0.34183901345970413 1.700962542960529
22 21 124 1118 101 940 23 178 0 1 0.9097472924187726 0.8407871198568873 1.963898916967509 2.186046511627907 0.35346149045861985 1.8325850211692871
23 22 277 4223 252 4020 25 203 0 2 4 0.8267716535433071 0.9519299076485911 2.0078740157480315 2.4106085721051387 0.4530852745379276 1.957523297567211
24 23 127 1063 105 889 22 174 0 1 0.987221959299574 0.8363123236124177 2.4557501183151915 1.9614299153339605 0.3497091513130006 1.6117207640209599
25 24 2113 1098 2086 922 27 176 0 16 1 0.9114391143911439 0.8397085610200364 2.2287822878228782 2.0 0.3525552337251701 1.64744476627483
26 25 271 3158 247 2960 24 198 0 2 3 0.8253968253968254 0.9373020899303357 1.8571428571428572 2.3556048131728944 0.4392676038938876 1.9163372092790067
27 26 126 1062 104 887 22 175 0 1 0.85625 0.835216572504708 2.3375 2.1421845574387945 0.3487933614932561 1.7933911959455384
28 27 160 1058 137 880 23 178 0 1 0.8114754098360656 0.831758034026465 2.0737704918032787 2.112476370510397 0.34591071358378506 1.766565656926612
29 28 122 97039 99 96828 23 211 0 1 92 0.9661458333333334 0.9978256165047042 2.5247395833333335 2.4460680757221325 0.49782798047649657 1.948240095245636
30 29 768 2078 742 1886 26 192 0 6 2 0.9101123595505618 0.9076034648700674 2.4644194756554305 2.296438883541867 0.4118720247220758 1.8845668588197912
31 30 267 5251 243 5048 24 203 0 2 5 0.9076923076923077 0.9613406970100933 2.326923076923077 2.410588459341078 0.462087967863926 1.9485004914771518
32 31 260 1093 236 913 24 180 0 2 1 0.8267716535433071 0.8353156450137237 1.9448818897637796 2.0347666971637692 0.34887611340234664 1.6858905837614226
33 32 127 1039 105 865 22 174 0 1 0.8320610687022901 0.8325312800769971 1.8931297709923665 2.051973051010587 0.3465541661533217 1.7054188848572656
34 33 131 1034 109 862 22 172 0 1 0.8222222222222222 0.8336557059961315 2.037037037037037 2.0599613152804643 0.3474909180699542 1.7124703972105102
35 34 135 1057 111 881 24 176 0 1 0.9338624338624338 0.8334910122989593 2.328042328042328 2.1712393566698203 0.34735363379157197 1.8238857228782483
36 35 378 1135 353 957 25 178 0 3 1 0.9362745098039216 0.8431718061674008 2.2205882352941178 2.1145374449339207 0.3554693473577985 1.7590680975761221
37 36 408 5214 382 5012 26 202 0 3 5 0.8099173553719008 0.9612581511315689 2.024793388429752 2.345416187188339 0.46200861655844105 1.883407570629898
38 37 121 32649 98 32439 23 210 0 1 31 0.8345323741007195 0.993567950013783 2.028776978417266 2.521853655548409 0.49358863564729555 2.0282650199011134
39 38 139 2052 116 1861 23 191 0 1 2 0.910394265232975 0.9069200779727096 2.3512544802867383 2.257797270955166 0.4112520139150128 1.846545257040153
40 39 279 2122 254 1931 25 191 0 2 0.9551724137931035 0.909990574929312 2.360344827586207 2.2582469368520264 0.4140414232300899 1.8442055136219364
41 40 580 5396 554 5191 26 205 0 4 5 0.9094202898550725 0.962008895478132 2.25 2.38880652335063 0.4627305574895277 1.9260759658611024
42 41 276 1062 251 882 25 180 0 2 1 0.8473282442748091 0.8305084745762712 2.1374045801526718 2.083804143126177 0.34487216317150243 1.7389319799546745
43 42 131 2069 111 1879 20 190 0 1 2 0.935064935064935 0.9081681971967134 2.3766233766233764 2.247462542290962 0.41238473719976426 1.8350778050911978
44 43 385 2051 360 1858 25 193 0 3 2 0.9623188405797102 0.9058995611896635 2.294202898550725 2.262311067771819 0.41032700748181244 1.8519840602900064
45 44 690 1098 664 919 26 179 0 5 1 0.8345323741007195 0.836976320582878 2.014388489208633 2.0564663023679417 0.35026468060822624 1.7062016217597153
46 45 139 1047 116 871 23 176 0 1 0.9732673267326732 0.8319006685768864 2.488118811881188 2.0448901623686724 0.3460293611893353 1.6988608011793371
47 46 1010 1087 983 916 27 171 0 7 1 0.9080459770114943 0.8426862925482981 2.256704980842912 2.044158233670653 0.3550600938243979 1.689098139846255
48 47 261 1020 237 845 24 175 0 2 1 0.8481012658227848 0.8284313725490197 2.2025316455696204 2.0764705882352943 0.3431492695117263 1.733321318723568
49 48 158 1066 134 892 24 174 0 1 0.8264462809917356 0.8367729831144465 2.0661157024793386 2.1397748592870545 0.35009451263512487 1.7896803466519295
50 49 121 2105 100 1914 21 191 0 1 2 0.824 0.9092636579572446 2.208 2.2679334916864606 0.4133801998408946 1.854553291845566
51 50 125 1098 103 921 22 177 0 1 0.8506493506493507 0.8387978142076503 2.0259740259740258 2.0801457194899817 0.3517908865597659 1.7283548329302159
52 51 154 1081 131 906 23 175 0 1 0.8174603174603174 0.8381128584643849 2.0952380952380953 2.087881591119334 0.35121658176167103 1.7366650093576628
53 52 126 1029 103 855 23 174 0 1 0.8368794326241135 0.8309037900874635 2.00709219858156 2.072886297376093 0.3452005541908558 1.7276857431852373
54 53 141 5238 118 5035 23 203 0 1 5 0.8496732026143791 0.9612447499045437 2.111111111111111 2.4014891179839633 0.46199573460952437 1.939493383374439
55 54 153 1044 130 868 23 176 0 1 0.8320610687022901 0.8314176245210728 2.16793893129771 2.057471264367816 0.3456276331821318 1.7118436311856844
56 55 131 1028 109 855 22 173 0 1 0.9364303178484108 0.8317120622568094 2.3056234718826407 2.0836575875486383 0.34587247725173736 1.7377851102969009
57 56 409 4234 383 4031 26 203 0 3 4 0.8333333333333334 0.952054794520548 1.9166666666666667 2.411667453944261 0.4532041658847814 1.9584632880594794
58 57 132 3136 110 2938 22 198 0 1 3 0.9397590361445783 0.9368622448979592 2.2409638554216866 2.314732142857143 0.43885543295762186 1.8758767098995208
59 58 415 2111 390 1919 25 192 0 3 2 0.8368794326241135 0.9090478446234013 1.8794326241134751 2.286120322122217 0.41318399190722577 1.872936330214991
60 59 141 1077 118 901 23 176 0 1 0.8421052631578947 0.8365831012070566 2.1052631578947367 2.071494893221913 0.3499356426126081 1.7215592506093047
61 60 152 1083 128 904 24 179 0 1 0.8130081300813008 0.8347183748845799 1.9024390243902438 2.1865189289012004 0.34837738268497703 1.8381415462162234
62 61 123 1052 100 874 23 178 0 1 0.9 0.8307984790874525 2.225 2.008555133079848 0.3451130564270121 1.6634420766528357
63 62 240 2113 216 1922 24 191 0 2 0.8333333333333334 0.9096071935636536 1.9393939393939394 2.2749645054424987 0.413692623291373 1.8612718821511258
64 63 132 3164 110 2966 22 198 0 1 3 0.8270676691729323 0.9374209860935525 2.045112781954887 2.326801517067004 0.4393790525843042 1.8874224644826998
65 64 133 1078 110 901 23 177 0 1 0.9139072847682119 0.8358070500927643 2.218543046357616 2.047309833024119 0.34928671249238435 1.6980231205317344
66 65 302 5165 276 4962 26 203 0 2 5 0.8267716535433071 0.9606969990319458 1.937007874015748 2.3688286544046466 0.4614693619744933 1.9073592924301535
67 66 127 1081 105 903 22 178 0 1 0.8283582089552238 0.8353376503237743 2.1940298507462686 2.057354301572618 0.3488944950242221 1.708459806548396
68 67 134 1001 111 828 23 173 0 1 0.78 0.8271728271728271 2.08 2.07992007992008 0.3421074430065439 1.737812636913536
69 68 100 2105 78 1913 22 192 0 1 2 0.847682119205298 0.9087885985748219 2.2980132450331126 2.224228028503563 0.41294835844979433 1.8112796700537688
70 69 151 2164 128 1969 23 195 0 1 2 0.8195488721804511 0.9098890942698706 1.9548872180451127 2.2523105360443623 0.41394908193562274 1.8383614541087394
71 70 133 1099 109 921 24 178 0 1 0.841726618705036 0.83803457688808 2.2014388489208634 2.1255686988171063 0.3511509760299917 1.7744177227871147
72 71 139 1000 117 825 22 175 0 1 0.7962962962962963 0.825 1.9259259259259258 2.077 0.34031249999999996 1.7366875
73 72 108 1025 86 851 22 174 0 1 0.8285714285714286 0.8302439024390244 1.9 2.1365853658536587 0.34465246876859007 1.7919328970850685
74 73 140 2080 116 1887 24 193 0 1 2 0.8471337579617835 0.9072115384615385 2.1656050955414012 2.3610576923076922 0.4115163877588757 1.9495413045488166
75 74 157 1111 133 934 24 177 0 1 0.8270676691729323 0.8406840684068407 2.2706766917293235 2.1467146714671466 0.35337485143653885 1.7933398200306077
76 75 133 1022 110 847 23 175 0 1 0.8333333333333334 0.8287671232876712 2.121212121212121 2.00293542074364 0.34342747232126103 1.659507948422379
77 76 132 1109 110 932 22 177 0 1 0.9315789473684211 0.8403967538322813 2.471052631578947 2.1199278629395852 0.353133351925918 1.7667945110136674
78 77 380 1053 354 876 26 177 0 3 1 0.8489208633093526 0.8319088319088319 2.035971223021583 2.0579297245963915 0.34603615230395857 1.7118935722924329
79 78 139 1059 118 884 21 175 0 1 0.8413793103448276 0.8347497639282342 2.0827586206896553 2.169971671388102 0.3484035841891214 1.8215680871989806
80 79 145 1055 122 879 23 176 0 1 0.9034749034749034 0.833175355450237 2.2664092664092665 2.104265402843602 0.3470905864648144 1.7571748163787875
81 80 259 1059 234 882 25 177 0 2 1 0.9991551939924906 0.8328611898016998 2.046589486858573 2.1359773371104818 0.34682888073895146 1.7891484563715303
82 81 31960 1052 31933 877 27 175 0 241 1 0.9342105263157895 0.8336501901140685 2.305263157894737 2.0627376425855513 0.34748631973861127 1.71525132284694
83 82 380 1052 355 875 25 177 0 3 1 0.8253968253968254 0.8317490494296578 1.8968253968253967 2.0665399239543727 0.34590324061356964 1.720636683340803
84 83 126 1082 104 904 22 178 0 1 0.837037037037037 0.8354898336414048 2.140740740740741 2.093345656192237 0.34902163105907114 1.7443240251331655
85 84 135 2116 113 1924 22 192 0 1 2 0.8995983935742972 0.9092627599243857 2.3293172690763053 2.2485822306238186 0.4133793832926555 1.835202847331163
86 85 249 2042 224 1850 25 192 0 2 0.9499036608863198 0.9059745347698335 2.250481695568401 2.225269343780607 0.4103949288257081 1.814874414954899
87 86 519 1092 493 914 26 178 0 4 1 0.937046004842615 0.836996336996337 2.1598062953995156 2.022893772893773 0.3502814340726429 1.6726123388211298
88 87 413 37129 387 36919 26 210 0 3 35 0.9077490774907749 0.9943440437393951 2.1549815498154983 2.4789517627730344 0.49436003866000605 1.9845917241130284
89 88 271 5299 246 5096 25 203 0 2 5 0.986679822397632 0.9616908850726552 2.3739516526887026 2.383657293829024 0.46242467921591346 1.9212326146131107
90 89 2027 2089 2000 1899 27 190 0 15 2 0.8294573643410853 0.9090473910962182 2.062015503875969 2.2264241263762568 0.41318357962942037 1.8132405467468364
91 90 129 1095 107 920 22 175 0 1 0.9384236453201971 0.8401826484018264 2.2610837438423643 2.14337899543379 0.3529534413377535 1.7904255540960363
92 91 406 1072 381 895 25 177 0 3 1 0.8273381294964028 0.8348880597014925 2.172661870503597 2.058768656716418 0.34851903611606144 1.7102496206003563
93 92 139 4172 115 3970 24 202 0 1 4 0.9615952732644018 0.951581975071908 2.3943870014771047 2.4206615532118887 0.4527541276408767 1.967907425571012
94 93 677 1042 651 864 26 178 0 5 1 0.8308823529411765 0.8291746641074856 1.9779411764705883 2.1228406909788866 0.3437653117988808 1.7790753791800058
95 94 136 1081 113 906 23 175 0 1 0.8421052631578947 0.8381128584643849 2.210526315789474 2.026827012025902 0.35121658176167103 1.675610430264231
96 95 152 1066 128 890 24 176 0 1 0.9701327433628318 0.8348968105065666 2.424778761061947 2.0881801125703565 0.3485263420970189 1.7396537704733377
97 96 904 1028 877 854 27 174 0 7 1 0.9336734693877551 0.830739299610895 2.326530612244898 2.09727626459144 0.34506389195900017 1.7522123726324397
98 97 392 1041 366 866 26 175 0 3 1 0.8382352941176471 0.8318924111431316 2.1838235294117645 2.1248799231508166 0.34602249185876655 1.77885743129205
99 98 136 1053 114 875 22 178 0 1 0.9012345679012346 0.8309591642924976 2.1893004115226335 2.0313390313390314 0.345246566360843 1.6860924649781883
100 99 243 1047 219 869 24 178 0 2 1 0.9080882352941176 0.8299904489016237 2.1654411764705883 2.09360076408787 0.3444420726339594 1.7491586914539108
101 100 1030 853 177 0 1 0.8281553398058252 2.0893203883495146 0.34292063342445095 1.7463997549250636

202
experiments/No_Refresh_5_0s_ttl/hit_age.csv
View File

@@ -1,101 +1,101 @@
obj_id,hit_rate,avg_age
1,0.8308823529411765,2.0808823529411766
2,0.841726618705036,2.1870503597122304
3,0.8410596026490066,1.8344370860927153
4,0.935064935064935,2.412987012987013
5,0.8296296296296296,1.8
6,0.823076923076923,1.823076923076923
7,0.8294573643410853,2.1782945736434107
8,0.8270676691729323,2.075187969924812
9,0.8333333333333334,2.1136363636363638
10,0.8141592920353983,2.0707964601769913
11,0.9100719424460432,2.0755395683453237
12,0.8174603174603174,2.007936507936508
13,0.8203125,2.109375
14,0.8571428571428571,2.183673469387755
15,0.8248175182481752,2.0072992700729926
16,0.8130081300813008,1.8048780487804879
17,0.899581589958159,2.2677824267782425
18,0.837037037037037,2.1481481481481484
19,0.8225806451612904,2.161290322580645
20,0.9053030303030303,2.242424242424242
21,0.8145161290322581,2.1129032258064515
22,0.9097472924187726,1.963898916967509
23,0.8267716535433071,2.0078740157480315
24,0.987221959299574,2.4557501183151915
25,0.9114391143911439,2.2287822878228782
26,0.8253968253968254,1.8571428571428572
27,0.85625,2.3375
28,0.8114754098360656,2.0737704918032787
29,0.9661458333333334,2.5247395833333335
30,0.9101123595505618,2.4644194756554305
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obj_id,hit_rate,avg_age,expected_age
1,0.8279252704031466,2.057030481809243,0.3427301266860617
2,0.9895599180778261,2.4550676856985865,0.4896144157330969
3,0.8334883720930233,2.046511627906977,0.347351433207139
4,0.8383561643835616,2.0182648401826486,0.3514205291799587
5,0.8257425742574257,2.0287128712871287,0.3409253994706401
6,0.9616829451540195,2.432757325319309,0.46241704350005447
7,0.908835904628331,2.2954651706404863,0.41299135077079835
8,0.833805476864967,2.075542965061379,0.3476157866250075
9,0.8298918387413963,2.062930186823992,0.3443602320047878
10,0.9380833851897946,2.3378967019290604,0.4400002187845723
11,0.829971181556196,2.143131604226705,0.344426081106894
12,0.937892095357591,2.3808030112923464,0.43982079126712625
13,0.8268101761252447,2.080234833659491,0.34180753367212907
14,0.8341143392689785,2.121836925960637,0.34787336548706227
15,0.8320537428023033,2.1833013435700575,0.34615671545566074
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17,0.9613774733637748,2.4185692541856927,0.46212332314565774
18,0.910351201478743,2.2384473197781887,0.4143696550168955
19,0.9837614177531423,2.4585838082598173,0.4838932635298363
20,0.8268482490272373,2.0428015564202333,0.34183901345970413
21,0.8407871198568873,2.186046511627907,0.35346149045861985
22,0.9519299076485911,2.4106085721051387,0.4530852745379276
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24,0.8397085610200364,2.0,0.3525552337251701
25,0.9373020899303357,2.3556048131728944,0.4392676038938876
26,0.835216572504708,2.1421845574387945,0.3487933614932561
27,0.831758034026465,2.112476370510397,0.34591071358378506
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38,0.9069200779727096,2.257797270955166,0.4112520139150128
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42,0.9081681971967134,2.247462542290962,0.41238473719976426
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70,0.83803457688808,2.1255686988171063,0.3511509760299917
71,0.825,2.077,0.34031249999999996
72,0.8302439024390244,2.1365853658536587,0.34465246876859007
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100,0.8281553398058252,2.0893203883495146,0.34292063342445095
1 obj_id hit_rate avg_age expected_age
2 1 0.8308823529411765 0.8279252704031466 2.0808823529411766 2.057030481809243 0.3427301266860617
3 2 0.841726618705036 0.9895599180778261 2.1870503597122304 2.4550676856985865 0.4896144157330969
4 3 0.8410596026490066 0.8334883720930233 1.8344370860927153 2.046511627906977 0.347351433207139
5 4 0.935064935064935 0.8383561643835616 2.412987012987013 2.0182648401826486 0.3514205291799587
6 5 0.8296296296296296 0.8257425742574257 1.8 2.0287128712871287 0.3409253994706401
7 6 0.823076923076923 0.9616829451540195 1.823076923076923 2.432757325319309 0.46241704350005447
8 7 0.8294573643410853 0.908835904628331 2.1782945736434107 2.2954651706404863 0.41299135077079835
9 8 0.8270676691729323 0.833805476864967 2.075187969924812 2.075542965061379 0.3476157866250075
10 9 0.8333333333333334 0.8298918387413963 2.1136363636363638 2.062930186823992 0.3443602320047878
11 10 0.8141592920353983 0.9380833851897946 2.0707964601769913 2.3378967019290604 0.4400002187845723
12 11 0.9100719424460432 0.829971181556196 2.0755395683453237 2.143131604226705 0.344426081106894
13 12 0.8174603174603174 0.937892095357591 2.007936507936508 2.3808030112923464 0.43982079126712625
14 13 0.8203125 0.8268101761252447 2.109375 2.080234833659491 0.34180753367212907
15 14 0.8571428571428571 0.8341143392689785 2.183673469387755 2.121836925960637 0.34787336548706227
16 15 0.8248175182481752 0.8320537428023033 2.0072992700729926 2.1833013435700575 0.34615671545566074
17 16 0.8130081300813008 0.8395624430264357 1.8048780487804879 2.1011850501367366 0.3524325478702585
18 17 0.899581589958159 0.9613774733637748 2.2677824267782425 2.4185692541856927 0.46212332314565774
19 18 0.837037037037037 0.910351201478743 2.1481481481481484 2.2384473197781887 0.4143696550168955
20 19 0.8225806451612904 0.9837614177531423 2.161290322580645 2.4585838082598173 0.4838932635298363
21 20 0.9053030303030303 0.8268482490272373 2.242424242424242 2.0428015564202333 0.34183901345970413
22 21 0.8145161290322581 0.8407871198568873 2.1129032258064515 2.186046511627907 0.35346149045861985
23 22 0.9097472924187726 0.9519299076485911 1.963898916967509 2.4106085721051387 0.4530852745379276
24 23 0.8267716535433071 0.8363123236124177 2.0078740157480315 1.9614299153339605 0.3497091513130006
25 24 0.987221959299574 0.8397085610200364 2.4557501183151915 2.0 0.3525552337251701
26 25 0.9114391143911439 0.9373020899303357 2.2287822878228782 2.3556048131728944 0.4392676038938876
27 26 0.8253968253968254 0.835216572504708 1.8571428571428572 2.1421845574387945 0.3487933614932561
28 27 0.85625 0.831758034026465 2.3375 2.112476370510397 0.34591071358378506
29 28 0.8114754098360656 0.9978256165047042 2.0737704918032787 2.4460680757221325 0.49782798047649657
30 29 0.9661458333333334 0.9076034648700674 2.5247395833333335 2.296438883541867 0.4118720247220758
31 30 0.9101123595505618 0.9613406970100933 2.4644194756554305 2.410588459341078 0.462087967863926
32 31 0.9076923076923077 0.8353156450137237 2.326923076923077 2.0347666971637692 0.34887611340234664
33 32 0.8267716535433071 0.8325312800769971 1.9448818897637796 2.051973051010587 0.3465541661533217
34 33 0.8320610687022901 0.8336557059961315 1.8931297709923665 2.0599613152804643 0.3474909180699542
35 34 0.8222222222222222 0.8334910122989593 2.037037037037037 2.1712393566698203 0.34735363379157197
36 35 0.9338624338624338 0.8431718061674008 2.328042328042328 2.1145374449339207 0.3554693473577985
37 36 0.9362745098039216 0.9612581511315689 2.2205882352941178 2.345416187188339 0.46200861655844105
38 37 0.8099173553719008 0.993567950013783 2.024793388429752 2.521853655548409 0.49358863564729555
39 38 0.8345323741007195 0.9069200779727096 2.028776978417266 2.257797270955166 0.4112520139150128
40 39 0.910394265232975 0.909990574929312 2.3512544802867383 2.2582469368520264 0.4140414232300899
41 40 0.9551724137931035 0.962008895478132 2.360344827586207 2.38880652335063 0.4627305574895277
42 41 0.9094202898550725 0.8305084745762712 2.25 2.083804143126177 0.34487216317150243
43 42 0.8473282442748091 0.9081681971967134 2.1374045801526718 2.247462542290962 0.41238473719976426
44 43 0.935064935064935 0.9058995611896635 2.3766233766233764 2.262311067771819 0.41032700748181244
45 44 0.9623188405797102 0.836976320582878 2.294202898550725 2.0564663023679417 0.35026468060822624
46 45 0.8345323741007195 0.8319006685768864 2.014388489208633 2.0448901623686724 0.3460293611893353
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49 48 0.8481012658227848 0.8367729831144465 2.2025316455696204 2.1397748592870545 0.35009451263512487
50 49 0.8264462809917356 0.9092636579572446 2.0661157024793386 2.2679334916864606 0.4133801998408946
51 50 0.824 0.8387978142076503 2.208 2.0801457194899817 0.3517908865597659
52 51 0.8506493506493507 0.8381128584643849 2.0259740259740258 2.087881591119334 0.35121658176167103
53 52 0.8174603174603174 0.8309037900874635 2.0952380952380953 2.072886297376093 0.3452005541908558
54 53 0.8368794326241135 0.9612447499045437 2.00709219858156 2.4014891179839633 0.46199573460952437
55 54 0.8496732026143791 0.8314176245210728 2.111111111111111 2.057471264367816 0.3456276331821318
56 55 0.8320610687022901 0.8317120622568094 2.16793893129771 2.0836575875486383 0.34587247725173736
57 56 0.9364303178484108 0.952054794520548 2.3056234718826407 2.411667453944261 0.4532041658847814
58 57 0.8333333333333334 0.9368622448979592 1.9166666666666667 2.314732142857143 0.43885543295762186
59 58 0.9397590361445783 0.9090478446234013 2.2409638554216866 2.286120322122217 0.41318399190722577
60 59 0.8368794326241135 0.8365831012070566 1.8794326241134751 2.071494893221913 0.3499356426126081
61 60 0.8421052631578947 0.8347183748845799 2.1052631578947367 2.1865189289012004 0.34837738268497703
62 61 0.8130081300813008 0.8307984790874525 1.9024390243902438 2.008555133079848 0.3451130564270121
63 62 0.9 0.9096071935636536 2.225 2.2749645054424987 0.413692623291373
64 63 0.8333333333333334 0.9374209860935525 1.9393939393939394 2.326801517067004 0.4393790525843042
65 64 0.8270676691729323 0.8358070500927643 2.045112781954887 2.047309833024119 0.34928671249238435
66 65 0.9139072847682119 0.9606969990319458 2.218543046357616 2.3688286544046466 0.4614693619744933
67 66 0.8267716535433071 0.8353376503237743 1.937007874015748 2.057354301572618 0.3488944950242221
68 67 0.8283582089552238 0.8271728271728271 2.1940298507462686 2.07992007992008 0.3421074430065439
69 68 0.78 0.9087885985748219 2.08 2.224228028503563 0.41294835844979433
70 69 0.847682119205298 0.9098890942698706 2.2980132450331126 2.2523105360443623 0.41394908193562274
71 70 0.8195488721804511 0.83803457688808 1.9548872180451127 2.1255686988171063 0.3511509760299917
72 71 0.841726618705036 0.825 2.2014388489208634 2.077 0.34031249999999996
73 72 0.7962962962962963 0.8302439024390244 1.9259259259259258 2.1365853658536587 0.34465246876859007
74 73 0.8285714285714286 0.9072115384615385 1.9 2.3610576923076922 0.4115163877588757
75 74 0.8471337579617835 0.8406840684068407 2.1656050955414012 2.1467146714671466 0.35337485143653885
76 75 0.8270676691729323 0.8287671232876712 2.2706766917293235 2.00293542074364 0.34342747232126103
77 76 0.8333333333333334 0.8403967538322813 2.121212121212121 2.1199278629395852 0.353133351925918
78 77 0.9315789473684211 0.8319088319088319 2.471052631578947 2.0579297245963915 0.34603615230395857
79 78 0.8489208633093526 0.8347497639282342 2.035971223021583 2.169971671388102 0.3484035841891214
80 79 0.8413793103448276 0.833175355450237 2.0827586206896553 2.104265402843602 0.3470905864648144
81 80 0.9034749034749034 0.8328611898016998 2.2664092664092665 2.1359773371104818 0.34682888073895146
82 81 0.9991551939924906 0.8336501901140685 2.046589486858573 2.0627376425855513 0.34748631973861127
83 82 0.9342105263157895 0.8317490494296578 2.305263157894737 2.0665399239543727 0.34590324061356964
84 83 0.8253968253968254 0.8354898336414048 1.8968253968253967 2.093345656192237 0.34902163105907114
85 84 0.837037037037037 0.9092627599243857 2.140740740740741 2.2485822306238186 0.4133793832926555
86 85 0.8995983935742972 0.9059745347698335 2.3293172690763053 2.225269343780607 0.4103949288257081
87 86 0.9499036608863198 0.836996336996337 2.250481695568401 2.022893772893773 0.3502814340726429
88 87 0.937046004842615 0.9943440437393951 2.1598062953995156 2.4789517627730344 0.49436003866000605
89 88 0.9077490774907749 0.9616908850726552 2.1549815498154983 2.383657293829024 0.46242467921591346
90 89 0.986679822397632 0.9090473910962182 2.3739516526887026 2.2264241263762568 0.41318357962942037
91 90 0.8294573643410853 0.8401826484018264 2.062015503875969 2.14337899543379 0.3529534413377535
92 91 0.9384236453201971 0.8348880597014925 2.2610837438423643 2.058768656716418 0.34851903611606144
93 92 0.8273381294964028 0.951581975071908 2.172661870503597 2.4206615532118887 0.4527541276408767
94 93 0.9615952732644018 0.8291746641074856 2.3943870014771047 2.1228406909788866 0.3437653117988808
95 94 0.8308823529411765 0.8381128584643849 1.9779411764705883 2.026827012025902 0.35121658176167103
96 95 0.8421052631578947 0.8348968105065666 2.210526315789474 2.0881801125703565 0.3485263420970189
97 96 0.9701327433628318 0.830739299610895 2.424778761061947 2.09727626459144 0.34506389195900017
98 97 0.9336734693877551 0.8318924111431316 2.326530612244898 2.1248799231508166 0.34602249185876655
99 98 0.8382352941176471 0.8309591642924976 2.1838235294117645 2.0313390313390314 0.345246566360843
100 99 0.9012345679012346 0.8299904489016237 2.1893004115226335 2.09360076408787 0.3444420726339594
101 100 0.9080882352941176 0.8281553398058252 2.1654411764705883 2.0893203883495146 0.34292063342445095

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@@ -1,9 +1,9 @@
,hit_rate,avg_age
count,100.0,100.0
mean,0.8689161003980432,2.145385684680086
std,0.05362014513420393,0.16798985582896325
min,0.78,1.8
25%,0.8270676691729323,2.028076240306456
50%,0.841726618705036,2.1573939226075067
75%,0.9100820467221729,2.257799671592775
max,0.9991551939924906,2.5247395833333335
,hit_rate,avg_age,expected_age
count,100.0,100.0,100.0
mean,0.8725120313088975,2.1796613745422433,0.3820956069194319
std,0.054253138996698945,0.14088494880608413,0.0486454668305639
min,0.825,1.9614299153339605,0.34031249999999996
25%,0.8319067910758455,2.0656374896717775,0.34603445452530274
50%,0.8375154569422085,2.1252243109839615,0.3507162050513173
75%,0.9093495418588469,2.2777534596124283,0.41345830570351416
max,0.9978256165047042,2.521853655548409,0.49782798047649657
1 hit_rate avg_age expected_age
2 count 100.0 100.0 100.0
3 mean 0.8689161003980432 0.8725120313088975 2.145385684680086 2.1796613745422433 0.3820956069194319
4 std 0.05362014513420393 0.054253138996698945 0.16798985582896325 0.14088494880608413 0.0486454668305639
5 min 0.78 0.825 1.8 1.9614299153339605 0.34031249999999996
6 25% 0.8270676691729323 0.8319067910758455 2.028076240306456 2.0656374896717775 0.34603445452530274
7 50% 0.841726618705036 0.8375154569422085 2.1573939226075067 2.1252243109839615 0.3507162050513173
8 75% 0.9100820467221729 0.9093495418588469 2.257799671592775 2.2777534596124283 0.41345830570351416
9 max 0.9991551939924906 0.9978256165047042 2.5247395833333335 2.521853655548409 0.49782798047649657