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fix(simulation): Evaluation of age was based on hits instead of access_count

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Signed-off-by: Tuan-Dat Tran <tuan-dat.tran@tudattr.dev>
This commit is contained in:
Tuan-Dat Tran
2024-11-28 15:57:19 +01:00
parent a484d49128
commit f9d48e6fe4
42 changed files with 1320 additions and 36118 deletions
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200
experiments/No_Refresh_2_0s_ttl/details.csv
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@@ -1,101 +1,101 @@
obj_id,access_count,hits,misses,mu,lambda,hit_rate,avg_age
1,130,87,43,0,1,66.92,1.1724137931034482
2,368,314,54,0,3,85.33,0.8503184713375797
3,122,80,42,0,1,65.57,0.975
4,127,85,42,0,1,66.93,0.9294117647058824
5,123,82,41,0,1,66.67,1.0365853658536586
6,121,82,39,0,1,67.77,1.0365853658536586
7,111,72,39,0,1,64.86,0.9166666666666666
8,14007,13944,63,0,109,99.55,0.7778255880665519
9,124,80,44,0,1,64.52,1.15
10,123,77,46,0,1,62.6,1.025974025974026
11,135,94,41,0,1,69.63,1.0638297872340425
12,223,173,50,0,2,77.58,1.0635838150289016
13,412,358,54,0,3,86.89,1.0
14,137,92,45,0,1,67.15,1.1195652173913044
15,123,80,43,0,1,65.04,0.825
16,126,83,43,0,1,65.87,1.0240963855421688
17,100,58,42,0,1,58.0,1.103448275862069
18,255,206,49,0,2,80.78,1.087378640776699
19,241,188,53,0,2,78.01,0.9414893617021277
20,497,440,57,0,4,88.53,0.9
21,125,86,39,0,1,68.8,1.058139534883721
22,127,84,43,0,1,66.14,1.0952380952380953
23,119,79,40,0,1,66.39,1.1265822784810127
24,114,73,41,0,1,64.04,1.1232876712328768
25,119,77,42,0,1,64.71,0.8831168831168831
26,668,610,58,0,5,91.32,0.9819672131147541
27,515,458,57,0,4,88.93,1.0
28,477,422,55,0,4,88.47,0.8459715639810427
29,238,186,52,0,2,78.15,0.946236559139785
30,129,83,46,0,1,64.34,0.9879518072289156
31,131,88,43,0,1,67.18,0.9545454545454546
32,123,81,42,0,1,65.85,1.0617283950617284
33,133,89,44,0,1,66.92,0.9662921348314607
34,130,89,41,0,1,68.46,1.0786516853932584
35,108,67,41,0,1,62.04,0.8805970149253731
36,138,92,46,0,1,66.67,1.0108695652173914
37,258,209,49,0,2,81.01,0.9856459330143541
38,282,231,51,0,2,81.91,1.0303030303030303
39,276,224,52,0,2,81.16,0.9330357142857143
40,1527,1466,61,0,12,96.01,1.0211459754433834
41,107,65,42,0,1,60.75,1.1384615384615384
42,128,84,44,0,1,65.62,1.0238095238095237
43,128,86,42,0,1,67.19,0.9767441860465116
44,280,227,53,0,2,81.07,1.013215859030837
45,534,477,57,0,4,89.33,0.9727463312368972
46,136,94,42,0,1,69.12,0.9787234042553191
47,130,90,40,0,1,69.23,0.9777777777777777
48,127,87,40,0,1,68.5,0.9540229885057471
49,237,187,50,0,2,78.9,1.032085561497326
50,127,87,40,0,1,68.5,1.0574712643678161
51,259,208,51,0,2,80.31,1.0288461538461537
52,130,86,44,0,1,66.15,0.9418604651162791
53,273,220,53,0,2,80.59,1.1045454545454545
54,124,80,44,0,1,64.52,1.0
55,134,89,45,0,1,66.42,1.0449438202247192
56,126,83,43,0,1,65.87,0.9879518072289156
57,4840,4777,63,0,39,98.7,0.9811597236759473
58,140,98,42,0,1,70.0,0.9489795918367347
59,119,77,42,0,1,64.71,1.1948051948051948
60,618,560,58,0,5,90.61,1.0392857142857144
61,679,621,58,0,5,91.46,1.0209339774557167
62,131,86,45,0,1,65.65,1.1395348837209303
63,127,85,42,0,1,66.93,0.8705882352941177
64,124,81,43,0,1,65.32,1.0123456790123457
65,140,97,43,0,1,69.29,0.8350515463917526
66,771,713,58,0,6,92.48,0.9929873772791024
67,130,88,42,0,1,67.69,0.9659090909090909
68,111,70,41,0,1,63.06,0.9571428571428572
69,238,186,52,0,2,78.15,1.0053763440860215
70,120,76,44,0,1,63.33,0.9078947368421053
71,124,85,39,0,1,68.55,1.0
72,123,79,44,0,1,64.23,1.0506329113924051
73,133,92,41,0,1,69.17,0.8478260869565217
74,470,412,58,0,4,87.66,1.087378640776699
75,103,62,41,0,1,60.19,0.967741935483871
76,126,86,40,0,1,68.25,1.058139534883721
77,527,471,56,0,4,89.37,0.9660297239915074
78,133,89,44,0,1,66.92,1.1348314606741574
79,524,468,56,0,4,89.31,0.9358974358974359
80,131,87,44,0,1,66.41,0.7816091954022989
81,117,78,39,0,1,66.67,1.0384615384615385
82,106,66,40,0,1,62.26,0.9242424242424242
83,127,84,43,0,1,66.14,1.0357142857142858
84,121,79,42,0,1,65.29,0.8987341772151899
85,148,98,50,0,1,66.22,1.0204081632653061
86,244,194,50,0,2,79.51,0.8969072164948454
87,129,85,44,0,1,65.89,1.1058823529411765
88,244,192,52,0,2,78.69,0.953125
89,137,91,46,0,1,66.42,0.945054945054945
90,131,89,42,0,1,67.94,0.9887640449438202
91,118,78,40,0,1,66.1,1.0
92,120,77,43,0,1,64.17,0.8441558441558441
93,120,78,42,0,1,65.0,0.7948717948717948
94,239,189,50,0,2,79.08,1.08994708994709
95,499,442,57,0,4,88.58,1.0678733031674208
96,158,112,46,0,1,70.89,1.0267857142857142
97,132,91,41,0,1,68.94,1.010989010989011
98,243,192,51,0,2,79.01,1.046875
99,108,67,41,0,1,62.04,1.164179104477612
100,358,303,55,0,3,84.64,1.0297029702970297
1,591,535,56,0,5,90.52,0.9560067681895094
2,244,197,47,0,2,80.74,0.7704918032786885
3,361,307,54,0,3,85.04,0.9362880886426593
4,736,679,57,0,6,92.26,0.938858695652174
5,100,62,38,0,1,62.0,0.61
6,628,571,57,0,5,90.92,0.8949044585987261
7,123,85,38,0,1,69.11,0.7398373983739838
8,128,83,45,0,1,64.84,0.5625
9,1379,1320,59,0,11,95.72,0.9564902102973168
10,1003,945,58,0,8,94.22,1.0259222333000997
11,122,78,44,0,1,63.93,0.639344262295082
12,117,75,42,0,1,64.1,0.6239316239316239
13,148,106,42,0,1,71.62,0.7364864864864865
14,108,70,38,0,1,64.81,0.7407407407407407
15,257,209,48,0,2,81.32,0.7665369649805448
16,106,67,39,0,1,63.21,0.5754716981132075
17,507,452,55,0,4,89.15,0.8086785009861933
18,128,87,41,0,1,67.97,0.71875
19,518,464,54,0,4,89.58,0.8378378378378378
20,112,72,40,0,1,64.29,0.625
21,137,96,41,0,1,70.07,0.7591240875912408
22,899,841,58,0,7,93.55,0.9365962180200222
23,2525,2465,60,0,20,97.62,0.9275247524752476
24,113,75,38,0,1,66.37,0.6902654867256637
25,375,322,53,0,3,85.87,0.904
26,129,88,41,0,1,68.22,0.7364341085271318
27,123,84,39,0,1,68.29,0.6097560975609756
28,1328,1270,58,0,11,95.63,1.0135542168674698
29,1062,1004,58,0,9,94.54,0.8907721280602636
30,124,83,41,0,1,66.94,0.6693548387096774
31,249,200,49,0,2,80.32,0.8353413654618473
32,250,201,49,0,2,80.4,0.76
33,602,546,56,0,5,90.7,0.9069767441860465
34,120,80,40,0,1,66.67,0.6666666666666666
35,124,86,38,0,1,69.35,0.8387096774193549
36,117,73,44,0,1,62.39,0.6153846153846154
37,134,92,42,0,1,68.66,0.6492537313432836
38,250,200,50,0,2,80.0,0.76
39,121,78,43,0,1,64.46,0.6694214876033058
40,128,82,46,0,1,64.06,0.78125
41,103,63,40,0,1,61.17,0.5922330097087378
42,570,514,56,0,4,90.18,0.8175438596491228
43,375,322,53,0,3,85.87,0.9173333333333333
44,119,82,37,0,1,68.91,0.7142857142857143
45,115,76,39,0,1,66.09,0.6434782608695652
46,254,206,48,0,2,81.1,0.8385826771653543
47,243,191,52,0,2,78.6,0.7818930041152263
48,107,68,39,0,1,63.55,0.616822429906542
49,131,88,43,0,1,67.18,0.6870229007633588
50,130,87,43,0,1,66.92,0.6076923076923076
51,259,209,50,0,2,80.69,0.7722007722007722
52,134,90,44,0,1,67.16,0.6716417910447762
53,112,68,44,0,1,60.71,0.5357142857142857
54,958,901,57,0,8,94.05,1.024008350730689
55,140,97,43,0,1,69.29,0.7142857142857143
56,2363,2303,60,0,19,97.46,0.9767245027507406
57,112,72,40,0,1,64.29,0.7142857142857143
58,108,67,41,0,1,62.04,0.6296296296296297
59,252,202,50,0,2,80.16,0.7976190476190477
60,2578,2518,60,0,22,97.67,0.951900698215671
61,279,227,52,0,2,81.36,0.7383512544802867
62,1070,1012,58,0,9,94.58,0.9271028037383178
63,485,430,55,0,4,88.66,0.8412371134020619
64,261,210,51,0,2,80.46,0.8467432950191571
65,262,214,48,0,2,81.68,0.7824427480916031
66,112,71,41,0,1,63.39,0.625
67,350,297,53,0,3,84.86,0.82
68,506,451,55,0,4,89.13,0.8695652173913043
69,258,209,49,0,2,81.01,0.7364341085271318
70,121,84,37,0,1,69.42,0.8181818181818182
71,1424,1365,59,0,12,95.86,0.9824438202247191
72,126,85,41,0,1,67.46,0.5793650793650794
73,137,94,43,0,1,68.61,0.6788321167883211
74,481,426,55,0,4,88.57,1.0395010395010396
75,116,77,39,0,1,66.38,0.75
76,111,70,41,0,1,63.06,0.6936936936936937
77,115,75,40,0,1,65.22,0.7217391304347827
78,489,435,54,0,4,88.96,0.9079754601226994
79,133,91,42,0,1,68.42,0.6616541353383458
80,133,89,44,0,1,66.92,0.7443609022556391
81,214,165,49,0,2,77.1,0.6495327102803738
82,345,291,54,0,3,84.35,0.8869565217391304
83,123,80,43,0,1,65.04,0.6910569105691057
84,125,81,44,0,1,64.8,0.656
85,129,89,40,0,1,68.99,0.6666666666666666
86,108,70,38,0,1,64.81,0.6018518518518519
87,121,78,43,0,1,64.46,0.7024793388429752
88,261,213,48,0,2,81.61,0.7739463601532567
89,363,310,53,0,3,85.4,0.8705234159779615
90,1132,1074,58,0,9,94.88,0.950530035335689
91,127,85,42,0,1,66.93,0.5905511811023622
92,114,77,37,0,1,67.54,0.6842105263157895
93,343,290,53,0,3,84.55,0.880466472303207
94,132,90,42,0,1,68.18,0.696969696969697
95,365,313,52,0,3,85.75,0.8821917808219178
96,257,208,49,0,2,80.93,0.7120622568093385
97,880,823,57,0,7,93.52,1.0261363636363636
98,6417,6356,61,0,52,99.05,0.8669160043634097
99,2246,2186,60,0,18,97.33,0.9541406945681211
100,110,73,37,0,1,66.36,0.5909090909090909
1 obj_id access_count hits misses mu lambda hit_rate avg_age
2 1 130 591 87 535 43 56 0 1 5 66.92 90.52 1.1724137931034482 0.9560067681895094
3 2 368 244 314 197 54 47 0 3 2 85.33 80.74 0.8503184713375797 0.7704918032786885
4 3 122 361 80 307 42 54 0 1 3 65.57 85.04 0.975 0.9362880886426593
5 4 127 736 85 679 42 57 0 1 6 66.93 92.26 0.9294117647058824 0.938858695652174
6 5 123 100 82 62 41 38 0 1 66.67 62.0 1.0365853658536586 0.61
7 6 121 628 82 571 39 57 0 1 5 67.77 90.92 1.0365853658536586 0.8949044585987261
8 7 111 123 72 85 39 38 0 1 64.86 69.11 0.9166666666666666 0.7398373983739838
9 8 14007 128 13944 83 63 45 0 109 1 99.55 64.84 0.7778255880665519 0.5625
10 9 124 1379 80 1320 44 59 0 1 11 64.52 95.72 1.15 0.9564902102973168
11 10 123 1003 77 945 46 58 0 1 8 62.6 94.22 1.025974025974026 1.0259222333000997
12 11 135 122 94 78 41 44 0 1 69.63 63.93 1.0638297872340425 0.639344262295082
13 12 223 117 173 75 50 42 0 2 1 77.58 64.1 1.0635838150289016 0.6239316239316239
14 13 412 148 358 106 54 42 0 3 1 86.89 71.62 1.0 0.7364864864864865
15 14 137 108 92 70 45 38 0 1 67.15 64.81 1.1195652173913044 0.7407407407407407
16 15 123 257 80 209 43 48 0 1 2 65.04 81.32 0.825 0.7665369649805448
17 16 126 106 83 67 43 39 0 1 65.87 63.21 1.0240963855421688 0.5754716981132075
18 17 100 507 58 452 42 55 0 1 4 58.0 89.15 1.103448275862069 0.8086785009861933
19 18 255 128 206 87 49 41 0 2 1 80.78 67.97 1.087378640776699 0.71875
20 19 241 518 188 464 53 54 0 2 4 78.01 89.58 0.9414893617021277 0.8378378378378378
21 20 497 112 440 72 57 40 0 4 1 88.53 64.29 0.9 0.625
22 21 125 137 86 96 39 41 0 1 68.8 70.07 1.058139534883721 0.7591240875912408
23 22 127 899 84 841 43 58 0 1 7 66.14 93.55 1.0952380952380953 0.9365962180200222
24 23 119 2525 79 2465 40 60 0 1 20 66.39 97.62 1.1265822784810127 0.9275247524752476
25 24 114 113 73 75 41 38 0 1 64.04 66.37 1.1232876712328768 0.6902654867256637
26 25 119 375 77 322 42 53 0 1 3 64.71 85.87 0.8831168831168831 0.904
27 26 668 129 610 88 58 41 0 5 1 91.32 68.22 0.9819672131147541 0.7364341085271318
28 27 515 123 458 84 57 39 0 4 1 88.93 68.29 1.0 0.6097560975609756
29 28 477 1328 422 1270 55 58 0 4 11 88.47 95.63 0.8459715639810427 1.0135542168674698
30 29 238 1062 186 1004 52 58 0 2 9 78.15 94.54 0.946236559139785 0.8907721280602636
31 30 129 124 83 46 41 0 1 64.34 66.94 0.9879518072289156 0.6693548387096774
32 31 131 249 88 200 43 49 0 1 2 67.18 80.32 0.9545454545454546 0.8353413654618473
33 32 123 250 81 201 42 49 0 1 2 65.85 80.4 1.0617283950617284 0.76
34 33 133 602 89 546 44 56 0 1 5 66.92 90.7 0.9662921348314607 0.9069767441860465
35 34 130 120 89 80 41 40 0 1 68.46 66.67 1.0786516853932584 0.6666666666666666
36 35 108 124 67 86 41 38 0 1 62.04 69.35 0.8805970149253731 0.8387096774193549
37 36 138 117 92 73 46 44 0 1 66.67 62.39 1.0108695652173914 0.6153846153846154
38 37 258 134 209 92 49 42 0 2 1 81.01 68.66 0.9856459330143541 0.6492537313432836
39 38 282 250 231 200 51 50 0 2 81.91 80.0 1.0303030303030303 0.76
40 39 276 121 224 78 52 43 0 2 1 81.16 64.46 0.9330357142857143 0.6694214876033058
41 40 1527 128 1466 82 61 46 0 12 1 96.01 64.06 1.0211459754433834 0.78125
42 41 107 103 65 63 42 40 0 1 60.75 61.17 1.1384615384615384 0.5922330097087378
43 42 128 570 84 514 44 56 0 1 4 65.62 90.18 1.0238095238095237 0.8175438596491228
44 43 128 375 86 322 42 53 0 1 3 67.19 85.87 0.9767441860465116 0.9173333333333333
45 44 280 119 227 82 53 37 0 2 1 81.07 68.91 1.013215859030837 0.7142857142857143
46 45 534 115 477 76 57 39 0 4 1 89.33 66.09 0.9727463312368972 0.6434782608695652
47 46 136 254 94 206 42 48 0 1 2 69.12 81.1 0.9787234042553191 0.8385826771653543
48 47 130 243 90 191 40 52 0 1 2 69.23 78.6 0.9777777777777777 0.7818930041152263
49 48 127 107 87 68 40 39 0 1 68.5 63.55 0.9540229885057471 0.616822429906542
50 49 237 131 187 88 50 43 0 2 1 78.9 67.18 1.032085561497326 0.6870229007633588
51 50 127 130 87 40 43 0 1 68.5 66.92 1.0574712643678161 0.6076923076923076
52 51 259 208 209 51 50 0 2 80.31 80.69 1.0288461538461537 0.7722007722007722
53 52 130 134 86 90 44 0 1 66.15 67.16 0.9418604651162791 0.6716417910447762
54 53 273 112 220 68 53 44 0 2 1 80.59 60.71 1.1045454545454545 0.5357142857142857
55 54 124 958 80 901 44 57 0 1 8 64.52 94.05 1.0 1.024008350730689
56 55 134 140 89 97 45 43 0 1 66.42 69.29 1.0449438202247192 0.7142857142857143
57 56 126 2363 83 2303 43 60 0 1 19 65.87 97.46 0.9879518072289156 0.9767245027507406
58 57 4840 112 4777 72 63 40 0 39 1 98.7 64.29 0.9811597236759473 0.7142857142857143
59 58 140 108 98 67 42 41 0 1 70.0 62.04 0.9489795918367347 0.6296296296296297
60 59 119 252 77 202 42 50 0 1 2 64.71 80.16 1.1948051948051948 0.7976190476190477
61 60 618 2578 560 2518 58 60 0 5 22 90.61 97.67 1.0392857142857144 0.951900698215671
62 61 679 279 621 227 58 52 0 5 2 91.46 81.36 1.0209339774557167 0.7383512544802867
63 62 131 1070 86 1012 45 58 0 1 9 65.65 94.58 1.1395348837209303 0.9271028037383178
64 63 127 485 85 430 42 55 0 1 4 66.93 88.66 0.8705882352941177 0.8412371134020619
65 64 124 261 81 210 43 51 0 1 2 65.32 80.46 1.0123456790123457 0.8467432950191571
66 65 140 262 97 214 43 48 0 1 2 69.29 81.68 0.8350515463917526 0.7824427480916031
67 66 771 112 713 71 58 41 0 6 1 92.48 63.39 0.9929873772791024 0.625
68 67 130 350 88 297 42 53 0 1 3 67.69 84.86 0.9659090909090909 0.82
69 68 111 506 70 451 41 55 0 1 4 63.06 89.13 0.9571428571428572 0.8695652173913043
70 69 238 258 186 209 52 49 0 2 78.15 81.01 1.0053763440860215 0.7364341085271318
71 70 120 121 76 84 44 37 0 1 63.33 69.42 0.9078947368421053 0.8181818181818182
72 71 124 1424 85 1365 39 59 0 1 12 68.55 95.86 1.0 0.9824438202247191
73 72 123 126 79 85 44 41 0 1 64.23 67.46 1.0506329113924051 0.5793650793650794
74 73 133 137 92 94 41 43 0 1 69.17 68.61 0.8478260869565217 0.6788321167883211
75 74 470 481 412 426 58 55 0 4 87.66 88.57 1.087378640776699 1.0395010395010396
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200
experiments/No_Refresh_2_0s_ttl/hit_age.csv
View File

@@ -1,101 +1,101 @@
obj_id,hit_rate,avg_age
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74 73 0.6917293233082706 0.6861313868613139 0.8478260869565217 0.9893617021276596
75 74 0.8765957446808511 0.8856548856548857 1.087378640776699 1.1737089201877935
76 75 0.6019417475728155 0.6637931034482759 0.967741935483871 1.12987012987013
77 76 0.6825396825396826 0.6306306306306306 1.058139534883721 1.1
78 77 0.8937381404174574 0.6521739130434783 0.9660297239915074 1.1066666666666667
79 78 0.6691729323308271 0.8895705521472392 1.1348314606741574 1.0206896551724138
80 79 0.8931297709923665 0.6842105263157895 0.9358974358974359 0.967032967032967
81 80 0.6641221374045801 0.6691729323308271 0.7816091954022989 1.1123595505617978
82 81 0.6666666666666666 0.7710280373831776 1.0384615384615385 0.8424242424242424
83 82 0.6226415094339622 0.8434782608695652 0.9242424242424242 1.0515463917525774
84 83 0.6614173228346457 0.6504065040650406 1.0357142857142858 1.0625
85 84 0.6528925619834711 0.648 0.8987341772151899 1.0123456790123457
86 85 0.6621621621621622 0.689922480620155 1.0204081632653061 0.9662921348314607
87 86 0.7950819672131147 0.6481481481481481 0.8969072164948454 0.9285714285714286
88 87 0.6589147286821705 0.6446280991735537 1.1058823529411765 1.0897435897435896
89 88 0.7868852459016393 0.8160919540229885 0.953125 0.9483568075117371
90 89 0.6642335766423357 0.8539944903581267 0.945054945054945 1.0193548387096774
91 90 0.6793893129770993 0.9487632508833922 0.9887640449438202 1.0018621973929236
92 91 0.6610169491525424 0.6692913385826772 1.0 0.8823529411764706
93 92 0.6416666666666667 0.6754385964912281 0.8441558441558441 1.0129870129870129
94 93 0.65 0.8454810495626822 0.7948717948717948 1.0413793103448277
95 94 0.7907949790794979 0.6818181818181818 1.08994708994709 1.0222222222222221
96 95 0.8857715430861723 0.8575342465753425 1.0678733031674208 1.0287539936102237
97 96 0.7088607594936709 0.8093385214007782 1.0267857142857142 0.8798076923076923
98 97 0.6893939393939394 0.9352272727272727 1.010989010989011 1.097205346294046
99 98 0.7901234567901234 0.9904940003116721 1.046875 0.8752359974826935
100 99 0.6203703703703703 0.9732858414959928 1.164179104477612 0.9803293687099726
101 100 0.8463687150837989 0.6636363636363637 1.0297029702970297 0.8904109589041096

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@@ -1,9 +1,9 @@
,hit_rate,avg_age
count,100.0,100.0
mean,0.725968336902936,0.9978844102920913
std,0.10064349885563405,0.08830598724623692
min,0.58,0.7778255880665519
25%,0.6580245764289704,0.9482938336624973
50%,0.67730451366815,1.0
75%,0.7970836761820368,1.0523424996362578
max,0.9955022488755623,1.1948051948051948
mean,0.769815289387402,1.0034930453709514
std,0.11953590678844736,0.07668973688754598
min,0.6071428571428571,0.8424242424242424
25%,0.66377403112603,0.953261395578711
50%,0.743622126799697,1.0
75%,0.8858906487772468,1.0517550319096711
max,0.9904940003116721,1.2195121951219512
1 hit_rate avg_age
2 count 100.0 100.0
3 mean 0.725968336902936 0.769815289387402 0.9978844102920913 1.0034930453709514
4 std 0.10064349885563405 0.11953590678844736 0.08830598724623692 0.07668973688754598
5 min 0.58 0.6071428571428571 0.7778255880665519 0.8424242424242424
6 25% 0.6580245764289704 0.66377403112603 0.9482938336624973 0.953261395578711
7 50% 0.67730451366815 0.743622126799697 1.0
8 75% 0.7970836761820368 0.8858906487772468 1.0523424996362578 1.0517550319096711
9 max 0.9955022488755623 0.9904940003116721 1.1948051948051948 1.2195121951219512