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fix(simulation): enhance client request process with progress tracking and refine metrics computation

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- Added `tqdm` progress bar to track simulation progress in real-time.
- Improved computation of hit rates and average ages for better accuracy.
- Updated data export logic for clearer output and better insights.
Reran Experiments

Signed-off-by: Tuan-Dat Tran <tuan-dat.tran@tudattr.dev>
This commit is contained in:
Tuan-Dat Tran
2024-11-28 15:21:56 +01:00
parent 123129f3a9
commit a484d49128
43 changed files with 5132 additions and 2167 deletions
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199
experiments/No_Refresh_1_0s_ttl/details.csv
View File

@@ -1,100 +1,101 @@
obj_id,access_count,hits,misses,mu,lambda,hit_rate,avg_age
1,122,60,62,0,1,75.39,0.5
2,382,288,94,0,3,48.03,0.5277777777777778
3,127,61,66,0,1,47.79,0.5573770491803278
4,113,54,59,0,1,66.8,0.5
5,244,163,81,0,2,49.14,0.4233128834355828
6,116,57,59,0,1,84.15,0.38596491228070173
7,656,552,104,0,5,49.22,0.5344202898550725
8,128,63,65,0,1,48.25,0.36507936507936506
9,114,55,59,0,1,49.57,0.45454545454545453
10,115,57,58,0,1,67.07,0.45614035087719296
11,246,165,81,0,2,53.03,0.48484848484848486
12,132,70,62,0,1,53.24,0.5571428571428572
13,139,74,65,0,1,48.33,0.47297297297297297
14,120,58,62,0,1,68.2,0.46551724137931033
15,261,178,83,0,2,65.33,0.4606741573033708
16,225,147,78,0,2,50.0,0.5238095238095238
17,120,60,60,0,1,49.57,0.5
18,117,58,59,0,1,75.28,0.5517241379310345
19,360,271,89,0,3,49.57,0.5092250922509225
20,117,58,59,0,1,53.73,0.46551724137931033
21,134,72,62,0,1,55.1,0.4861111111111111
22,147,81,66,0,1,48.59,0.5061728395061729
23,142,69,73,0,1,69.7,0.5362318840579711
24,264,184,80,0,2,47.97,0.44565217391304346
25,123,59,64,0,1,53.9,0.559322033898305
26,141,76,65,0,1,48.44,0.4868421052631579
27,128,62,66,0,1,82.27,0.4032258064516129
28,564,464,100,0,5,49.62,0.5387931034482759
29,133,66,67,0,1,51.2,0.4090909090909091
30,125,64,61,0,1,43.48,0.546875
31,115,50,65,0,1,79.27,0.58
32,468,371,97,0,4,50.0,0.49595687331536387
33,116,58,58,0,1,80.12,0.43103448275862066
34,498,399,99,0,4,50.0,0.5338345864661654
35,132,66,66,0,1,46.0,0.6515151515151515
36,100,46,54,0,1,54.36,0.45652173913043476
37,149,81,68,0,1,72.96,0.5432098765432098
38,355,259,96,0,3,88.77,0.5096525096525096
39,962,854,108,0,8,53.91,0.5210772833723654
40,128,69,59,0,1,79.11,0.463768115942029
41,474,375,99,0,4,79.6,0.45066666666666666
42,495,394,101,0,4,64.32,0.48223350253807107
43,213,137,76,0,2,44.64,0.3795620437956204
44,112,50,62,0,1,48.84,0.48
45,129,63,66,0,1,51.88,0.4603174603174603
46,133,69,64,0,1,90.97,0.4057971014492754
47,1262,1148,114,0,10,54.41,0.5261324041811847
48,136,74,62,0,1,56.03,0.43243243243243246
49,141,79,62,0,1,47.06,0.5189873417721519
50,119,56,63,0,1,83.14,0.39285714285714285
51,599,498,101,0,5,89.96,0.43775100401606426
52,1106,995,111,0,9,47.11,0.4884422110552764
53,121,57,64,0,1,48.85,0.49122807017543857
54,131,64,67,0,1,50.0,0.484375
55,124,62,62,0,1,51.54,0.5
56,130,67,63,0,1,51.61,0.4925373134328358
57,124,64,60,0,1,94.52,0.546875
58,2118,2002,116,0,17,62.44,0.47302697302697305
59,205,128,77,0,2,52.55,0.5
60,137,72,65,0,1,96.3,0.5277777777777778
61,3216,3097,119,0,26,52.9,0.4914433322570229
62,138,73,65,0,1,45.3,0.5205479452054794
63,117,53,64,0,1,68.56,0.5094339622641509
64,264,181,83,0,2,52.52,0.4198895027624309
65,139,73,66,0,1,90.95,0.5068493150684932
66,1248,1135,113,0,10,56.16,0.4819383259911894
67,146,82,64,0,1,98.55,0.5121951219512195
68,8414,8292,122,0,69,51.72,0.46599131693198265
69,116,60,56,0,1,52.5,0.6166666666666667
70,120,63,57,0,1,67.62,0.5714285714285714
71,244,165,79,0,2,45.3,0.4909090909090909
72,117,53,64,0,1,48.85,0.49056603773584906
73,131,64,67,0,1,52.82,0.453125
74,142,75,67,0,1,73.47,0.5866666666666667
75,343,252,91,0,3,66.4,0.5317460317460317
76,250,166,84,0,2,67.98,0.4879518072289157
77,253,172,81,0,2,76.14,0.45348837209302323
78,394,300,94,0,3,93.87,0.5
79,1910,1793,117,0,15,49.17,0.4617958728388176
80,120,59,61,0,1,50.41,0.5254237288135594
81,121,61,60,0,1,83.93,0.47540983606557374
82,647,543,104,0,5,65.73,0.47513812154696133
83,248,163,85,0,2,54.17,0.48466257668711654
84,144,78,66,0,1,41.67,0.5512820512820513
85,108,45,63,0,1,61.61,0.35555555555555557
86,211,130,81,0,2,53.73,0.4461538461538462
87,134,72,62,0,1,63.84,0.5972222222222222
88,224,143,81,0,2,56.3,0.5174825174825175
89,135,76,59,0,1,50.0,0.5131578947368421
90,124,62,62,0,1,66.25,0.4838709677419355
91,240,159,81,0,2,64.19,0.5031446540880503
92,229,147,82,0,2,75.57,0.4489795918367347
93,393,297,96,0,3,49.6,0.4444444444444444
94,125,62,63,0,1,68.48,0.532258064516129
95,257,176,81,0,2,52.52,0.4375
96,139,73,66,0,1,51.97,0.547945205479452
97,127,66,61,0,1,97.38,0.5151515151515151
98,4578,4458,120,0,37,79.25,0.46747420367877973
99,482,382,100,0,4,68.27,0.5026178010471204
1,126,62,64,0,1,49.21,0.41935483870967744
2,136,74,62,0,1,54.41,0.5540540540540541
3,131,70,61,0,1,53.44,0.5142857142857142
4,113,57,56,0,1,50.44,0.47368421052631576
5,237,157,80,0,2,66.24,0.4140127388535032
6,353,260,93,0,3,73.65,0.49230769230769234
7,105,43,62,0,1,40.95,0.4186046511627907
8,653,548,105,0,5,83.92,0.5018248175182481
9,146,81,65,0,1,55.48,0.48148148148148145
10,114,51,63,0,1,44.74,0.5490196078431373
11,136,70,66,0,1,51.47,0.5714285714285714
12,119,57,62,0,1,47.9,0.5614035087719298
13,116,56,60,0,1,48.28,0.4107142857142857
14,5223,5100,123,0,41,97.65,0.497843137254902
15,1849,1731,118,0,15,93.62,0.5083766608896592
16,118,61,57,0,1,51.69,0.3770491803278688
17,261,180,81,0,2,68.97,0.46111111111111114
18,253,172,81,0,2,67.98,0.5290697674418605
19,108,52,56,0,1,48.15,0.5384615384615384
20,122,57,65,0,1,46.72,0.49122807017543857
21,252,165,87,0,2,65.48,0.5333333333333333
22,100,49,51,0,1,49.0,0.40816326530612246
23,104,49,55,0,1,47.12,0.5510204081632653
24,123,61,62,0,1,49.59,0.5737704918032787
25,410,313,97,0,3,76.34,0.5303514376996805
26,134,69,65,0,1,51.49,0.5217391304347826
27,109,53,56,0,1,48.62,0.4716981132075472
28,108,55,53,0,1,50.93,0.45454545454545453
29,1428,1312,116,0,11,91.88,0.5137195121951219
30,134,70,64,0,1,52.24,0.44285714285714284
31,117,55,62,0,1,47.01,0.5636363636363636
32,247,162,85,0,2,65.59,0.5370370370370371
33,384,290,94,0,3,75.52,0.5103448275862069
34,120,56,64,0,1,46.67,0.5178571428571429
35,117,57,60,0,1,48.72,0.6491228070175439
36,115,57,58,0,1,49.57,0.631578947368421
37,128,66,62,0,1,51.56,0.5909090909090909
38,390,295,95,0,3,75.64,0.5559322033898305
39,102,46,56,0,1,45.1,0.4782608695652174
40,123,59,64,0,1,47.97,0.5423728813559322
41,146,82,64,0,1,56.16,0.4878048780487805
42,121,57,64,0,1,47.11,0.47368421052631576
43,131,66,65,0,1,50.38,0.5606060606060606
44,125,60,65,0,1,48.0,0.4166666666666667
45,5061,4938,123,0,41,97.57,0.5012150668286756
46,111,49,62,0,1,44.14,0.46938775510204084
47,344,247,97,0,3,71.8,0.5546558704453441
48,120,58,62,0,1,48.33,0.4482758620689655
49,109,57,52,0,1,52.29,0.40350877192982454
50,224,145,79,0,2,64.73,0.4413793103448276
51,142,80,62,0,1,56.34,0.5375
52,1477,1361,116,0,12,92.15,0.49742836149889785
53,133,64,69,0,1,48.12,0.421875
54,263,186,77,0,2,70.72,0.510752688172043
55,1398,1282,116,0,11,91.7,0.5405616224648986
56,123,58,65,0,1,47.15,0.5344827586206896
57,130,71,59,0,1,54.62,0.4647887323943662
58,120,64,56,0,1,53.33,0.546875
59,116,59,57,0,1,50.86,0.5084745762711864
60,127,64,63,0,1,50.39,0.640625
61,133,73,60,0,1,54.89,0.589041095890411
62,134,71,63,0,1,52.99,0.5492957746478874
63,131,66,65,0,1,50.38,0.42424242424242425
64,360,268,92,0,3,74.44,0.41044776119402987
65,521,418,103,0,4,80.23,0.5263157894736842
66,630,525,105,0,5,83.33,0.5314285714285715
67,138,72,66,0,1,52.17,0.375
68,125,64,61,0,1,51.2,0.453125
69,123,59,64,0,1,47.97,0.4915254237288136
70,1049,936,113,0,8,89.23,0.4465811965811966
71,385,284,101,0,3,73.77,0.4964788732394366
72,127,62,65,0,1,48.82,0.7258064516129032
73,107,49,58,0,1,45.79,0.5102040816326531
74,126,63,63,0,1,50.0,0.4603174603174603
75,1018,907,111,0,8,89.1,0.515986769570011
76,381,287,94,0,3,75.33,0.42160278745644597
77,264,172,92,0,2,65.15,0.5
78,1375,1256,119,0,11,91.35,0.5079617834394905
79,245,165,80,0,2,67.35,0.5393939393939394
80,122,67,55,0,1,54.92,0.43283582089552236
81,124,56,68,0,1,45.16,0.5892857142857143
82,127,62,65,0,1,48.82,0.5806451612903226
83,135,76,59,0,1,56.3,0.5
84,130,65,65,0,1,50.0,0.5076923076923077
85,642,538,104,0,5,83.8,0.5130111524163569
86,245,159,86,0,2,64.9,0.42138364779874216
87,132,65,67,0,1,49.24,0.5846153846153846
88,247,168,79,0,2,68.02,0.5059523809523809
89,113,51,62,0,1,45.13,0.5294117647058824
90,141,76,65,0,1,53.9,0.5263157894736842
91,400,306,94,0,3,76.5,0.5359477124183006
92,249,164,85,0,2,65.86,0.49390243902439024
93,1155,1041,114,0,9,90.13,0.48895292987512007
94,125,59,66,0,1,47.2,0.423728813559322
95,138,74,64,0,1,53.62,0.5405405405405406
96,138,72,66,0,1,52.17,0.6388888888888888
97,516,414,102,0,4,80.23,0.5241545893719807
98,111,51,60,0,1,45.95,0.5686274509803921
99,124,65,59,0,1,52.42,0.47692307692307695
100,256,172,84,0,2,67.19,0.48255813953488375
1 obj_id access_count hits misses mu lambda hit_rate avg_age
2 1 122 126 60 62 62 64 0 1 75.39 49.21 0.5 0.41935483870967744
3 2 382 136 288 74 94 62 0 3 1 48.03 54.41 0.5277777777777778 0.5540540540540541
4 3 127 131 61 70 66 61 0 1 47.79 53.44 0.5573770491803278 0.5142857142857142
5 4 113 54 57 59 56 0 1 66.8 50.44 0.5 0.47368421052631576
6 5 244 237 163 157 81 80 0 2 49.14 66.24 0.4233128834355828 0.4140127388535032
7 6 116 353 57 260 59 93 0 1 3 84.15 73.65 0.38596491228070173 0.49230769230769234
8 7 656 105 552 43 104 62 0 5 1 49.22 40.95 0.5344202898550725 0.4186046511627907
9 8 128 653 63 548 65 105 0 1 5 48.25 83.92 0.36507936507936506 0.5018248175182481
10 9 114 146 55 81 59 65 0 1 49.57 55.48 0.45454545454545453 0.48148148148148145
11 10 115 114 57 51 58 63 0 1 67.07 44.74 0.45614035087719296 0.5490196078431373
12 11 246 136 165 70 81 66 0 2 1 53.03 51.47 0.48484848484848486 0.5714285714285714
13 12 132 119 70 57 62 0 1 53.24 47.9 0.5571428571428572 0.5614035087719298
14 13 139 116 74 56 65 60 0 1 48.33 48.28 0.47297297297297297 0.4107142857142857
15 14 120 5223 58 5100 62 123 0 1 41 68.2 97.65 0.46551724137931033 0.497843137254902
16 15 261 1849 178 1731 83 118 0 2 15 65.33 93.62 0.4606741573033708 0.5083766608896592
17 16 225 118 147 61 78 57 0 2 1 50.0 51.69 0.5238095238095238 0.3770491803278688
18 17 120 261 60 180 60 81 0 1 2 49.57 68.97 0.5 0.46111111111111114
19 18 117 253 58 172 59 81 0 1 2 75.28 67.98 0.5517241379310345 0.5290697674418605
20 19 360 108 271 52 89 56 0 3 1 49.57 48.15 0.5092250922509225 0.5384615384615384
21 20 117 122 58 57 59 65 0 1 53.73 46.72 0.46551724137931033 0.49122807017543857
22 21 134 252 72 165 62 87 0 1 2 55.1 65.48 0.4861111111111111 0.5333333333333333
23 22 147 100 81 49 66 51 0 1 48.59 49.0 0.5061728395061729 0.40816326530612246
24 23 142 104 69 49 73 55 0 1 69.7 47.12 0.5362318840579711 0.5510204081632653
25 24 264 123 184 61 80 62 0 2 1 47.97 49.59 0.44565217391304346 0.5737704918032787
26 25 123 410 59 313 64 97 0 1 3 53.9 76.34 0.559322033898305 0.5303514376996805
27 26 141 134 76 69 65 0 1 48.44 51.49 0.4868421052631579 0.5217391304347826
28 27 128 109 62 53 66 56 0 1 82.27 48.62 0.4032258064516129 0.4716981132075472
29 28 564 108 464 55 100 53 0 5 1 49.62 50.93 0.5387931034482759 0.45454545454545453
30 29 133 1428 66 1312 67 116 0 1 11 51.2 91.88 0.4090909090909091 0.5137195121951219
31 30 125 134 64 70 61 64 0 1 43.48 52.24 0.546875 0.44285714285714284
32 31 115 117 50 55 65 62 0 1 79.27 47.01 0.58 0.5636363636363636
33 32 468 247 371 162 97 85 0 4 2 50.0 65.59 0.49595687331536387 0.5370370370370371
34 33 116 384 58 290 58 94 0 1 3 80.12 75.52 0.43103448275862066 0.5103448275862069
35 34 498 120 399 56 99 64 0 4 1 50.0 46.67 0.5338345864661654 0.5178571428571429
36 35 132 117 66 57 66 60 0 1 46.0 48.72 0.6515151515151515 0.6491228070175439
37 36 100 115 46 57 54 58 0 1 54.36 49.57 0.45652173913043476 0.631578947368421
38 37 149 128 81 66 68 62 0 1 72.96 51.56 0.5432098765432098 0.5909090909090909
39 38 355 390 259 295 96 95 0 3 88.77 75.64 0.5096525096525096 0.5559322033898305
40 39 962 102 854 46 108 56 0 8 1 53.91 45.1 0.5210772833723654 0.4782608695652174
41 40 128 123 69 59 59 64 0 1 79.11 47.97 0.463768115942029 0.5423728813559322
42 41 474 146 375 82 99 64 0 4 1 79.6 56.16 0.45066666666666666 0.4878048780487805
43 42 495 121 394 57 101 64 0 4 1 64.32 47.11 0.48223350253807107 0.47368421052631576
44 43 213 131 137 66 76 65 0 2 1 44.64 50.38 0.3795620437956204 0.5606060606060606
45 44 112 125 50 60 62 65 0 1 48.84 48.0 0.48 0.4166666666666667
46 45 129 5061 63 4938 66 123 0 1 41 51.88 97.57 0.4603174603174603 0.5012150668286756
47 46 133 111 69 49 64 62 0 1 90.97 44.14 0.4057971014492754 0.46938775510204084
48 47 1262 344 1148 247 114 97 0 10 3 54.41 71.8 0.5261324041811847 0.5546558704453441
49 48 136 120 74 58 62 0 1 56.03 48.33 0.43243243243243246 0.4482758620689655
50 49 141 109 79 57 62 52 0 1 47.06 52.29 0.5189873417721519 0.40350877192982454
51 50 119 224 56 145 63 79 0 1 2 83.14 64.73 0.39285714285714285 0.4413793103448276
52 51 599 142 498 80 101 62 0 5 1 89.96 56.34 0.43775100401606426 0.5375
53 52 1106 1477 995 1361 111 116 0 9 12 47.11 92.15 0.4884422110552764 0.49742836149889785
54 53 121 133 57 64 64 69 0 1 48.85 48.12 0.49122807017543857 0.421875
55 54 131 263 64 186 67 77 0 1 2 50.0 70.72 0.484375 0.510752688172043
56 55 124 1398 62 1282 62 116 0 1 11 51.54 91.7 0.5 0.5405616224648986
57 56 130 123 67 58 63 65 0 1 51.61 47.15 0.4925373134328358 0.5344827586206896
58 57 124 130 64 71 60 59 0 1 94.52 54.62 0.546875 0.4647887323943662
59 58 2118 120 2002 64 116 56 0 17 1 62.44 53.33 0.47302697302697305 0.546875
60 59 205 116 128 59 77 57 0 2 1 52.55 50.86 0.5 0.5084745762711864
61 60 137 127 72 64 65 63 0 1 96.3 50.39 0.5277777777777778 0.640625
62 61 3216 133 3097 73 119 60 0 26 1 52.9 54.89 0.4914433322570229 0.589041095890411
63 62 138 134 73 71 65 63 0 1 45.3 52.99 0.5205479452054794 0.5492957746478874
64 63 117 131 53 66 64 65 0 1 68.56 50.38 0.5094339622641509 0.42424242424242425
65 64 264 360 181 268 83 92 0 2 3 52.52 74.44 0.4198895027624309 0.41044776119402987
66 65 139 521 73 418 66 103 0 1 4 90.95 80.23 0.5068493150684932 0.5263157894736842
67 66 1248 630 1135 525 113 105 0 10 5 56.16 83.33 0.4819383259911894 0.5314285714285715
68 67 146 138 82 72 64 66 0 1 98.55 52.17 0.5121951219512195 0.375
69 68 8414 125 8292 64 122 61 0 69 1 51.72 51.2 0.46599131693198265 0.453125
70 69 116 123 60 59 56 64 0 1 52.5 47.97 0.6166666666666667 0.4915254237288136
71 70 120 1049 63 936 57 113 0 1 8 67.62 89.23 0.5714285714285714 0.4465811965811966
72 71 244 385 165 284 79 101 0 2 3 45.3 73.77 0.4909090909090909 0.4964788732394366
73 72 117 127 53 62 64 65 0 1 48.85 48.82 0.49056603773584906 0.7258064516129032
74 73 131 107 64 49 67 58 0 1 52.82 45.79 0.453125 0.5102040816326531
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101 100 256 172 84 0 2 67.19 0.48255813953488375

200
experiments/No_Refresh_1_0s_ttl/hit_age.csv
View File

@@ -1,101 +1,101 @@
obj_id,hit_rate,avg_age
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75 74 0.528169014084507 0.5 0.5866666666666667 0.4603174603174603
76 75 0.7346938775510204 0.8909626719056974 0.5317460317460317 0.515986769570011
77 76 0.664 0.7532808398950132 0.4879518072289157 0.42160278745644597
78 77 0.6798418972332015 0.6515151515151515 0.45348837209302323 0.5
79 78 0.7614213197969543 0.9134545454545454 0.5 0.5079617834394905
80 79 0.9387434554973823 0.673469387755102 0.4617958728388176 0.5393939393939394
81 80 0.49166666666666664 0.5491803278688525 0.5254237288135594 0.43283582089552236
82 81 0.5041322314049587 0.45161290322580644 0.47540983606557374 0.5892857142857143
83 82 0.839258114374034 0.4881889763779528 0.47513812154696133 0.5806451612903226
84 83 0.657258064516129 0.562962962962963 0.48466257668711654 0.5
85 84 0.5416666666666666 0.5 0.5512820512820513 0.5076923076923077
86 85 0.4166666666666667 0.838006230529595 0.35555555555555557 0.5130111524163569
87 86 0.6161137440758294 0.6489795918367347 0.4461538461538462 0.42138364779874216
88 87 0.5373134328358209 0.49242424242424243 0.5972222222222222 0.5846153846153846
89 88 0.6383928571428571 0.680161943319838 0.5174825174825175 0.5059523809523809
90 89 0.562962962962963 0.45132743362831856 0.5131578947368421 0.5294117647058824
91 90 0.5 0.5390070921985816 0.4838709677419355 0.5263157894736842
92 91 0.6625 0.765 0.5031446540880503 0.5359477124183006
93 92 0.6419213973799127 0.6586345381526104 0.4489795918367347 0.49390243902439024
94 93 0.7557251908396947 0.9012987012987013 0.4444444444444444 0.48895292987512007
95 94 0.496 0.472 0.532258064516129 0.423728813559322
96 95 0.6848249027237354 0.5362318840579711 0.4375 0.5405405405405406
97 96 0.5251798561151079 0.5217391304347826 0.547945205479452 0.6388888888888888
98 97 0.5196850393700787 0.8023255813953488 0.5151515151515151 0.5241545893719807
99 98 0.9737876802096985 0.4594594594594595 0.46747420367877973 0.5686274509803921
100 99 0.7925311203319502 0.5241935483870968 0.5026178010471204 0.47692307692307695
101 100 0.6827309236947792 0.671875 0.49411764705882355 0.48255813953488375

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@@ -1,9 +1,9 @@
,hit_rate,avg_age
count,100.0,100.0
mean,0.6137075818807132,0.4914356220831488
std,0.1494392570935286,0.05214188276460383
min,0.4166666666666667,0.35555555555555557
25%,0.49593162393162393,0.46058498305689316
50%,0.5390347960992907,0.4913357012162307
75%,0.6884469696969697,0.5242130750605327
max,0.9855003565486095,0.6515151515151515
mean,0.6021783585155782,0.5064424317967045
std,0.15180279672668423,0.062246848479063324
min,0.4095238095238095,0.375
25%,0.4879366040783364,0.4682379994251222
50%,0.5270221473278767,0.5084256185804228
75%,0.694047462960535,0.5405458110216301
max,0.9764503159103963,0.7258064516129032
1 hit_rate avg_age
2 count 100.0 100.0
3 mean 0.6137075818807132 0.6021783585155782 0.4914356220831488 0.5064424317967045
4 std 0.1494392570935286 0.15180279672668423 0.05214188276460383 0.062246848479063324
5 min 0.4166666666666667 0.4095238095238095 0.35555555555555557 0.375
6 25% 0.49593162393162393 0.4879366040783364 0.46058498305689316 0.4682379994251222
7 50% 0.5390347960992907 0.5270221473278767 0.4913357012162307 0.5084256185804228
8 75% 0.6884469696969697 0.694047462960535 0.5242130750605327 0.5405458110216301
9 max 0.9855003565486095 0.9764503159103963 0.6515151515151515 0.7258064516129032