diff --git a/hyper-parquet/results/c6a.2xlarge.json b/hyper-parquet/results/c6a.2xlarge.json
index 3c176e360c..c9f60b1aa5 100644
--- a/hyper-parquet/results/c6a.2xlarge.json
+++ b/hyper-parquet/results/c6a.2xlarge.json
@@ -1,6 +1,6 @@
 {
     "system": "Salesforce Hyper (Parquet)",
-    "date": "2025-10-26",
+    "date": "2025-11-24",
     "machine": "c6a.2xlarge",
     "cluster_size": 1,
     "proprietary": "yes",
@@ -9,49 +9,49 @@
     "load_time": 0,
     "data_size": 14737666736,
     "result": [
-        [1.796, 0.484, 0.481],
-        [1.948, 0.528, 0.545],
-        [2.244, 0.783, 0.742],
-        [3.036, 0.659, 0.679],
-        [3.712, 1.624, 1.632],
-        [3.873, 1.76, 1.673],
-        [1.948, 0.625, 0.608],
-        [1.91, 0.509, 0.54],
-        [4.136, 2.138, 2.086],
-        [4.952, 2.465, 2.481],
-        [3.242, 0.661, 0.686],
-        [3.033, 0.705, 0.735],
-        [3.866, 1.598, 1.615],
-        [6.646, 3.145, 3.137],
-        [3.929, 1.68, 1.676],
-        [3.763, 1.744, 1.733],
-        [5.938, 2.782, 2.83],
-        [5.866, 2.652, 2.574],
-        [9.316, 5.163, 5.288],
-        [2.721, 0.517, 0.543],
-        [11.573, 2.302, 2.291],
-        [12.912, 2.437, 2.423],
-        [21.387, 6.645, 6.682],
-        [49.232, 6.728, 6.788],
-        [4.566, 1.348, 1.295],
-        [2.958, 1.158, 1.156],
-        [4.817, 1.296, 1.333],
-        [11.729, 2.686, 2.722],
-        [9.998, 6.43, 6.449],
-        [10.775, 9.235, 9.111],
-        [4.966, 1.839, 1.882],
-        [8.713, 2.18, 2.203],
-        [10.563, 7.595, 7.597],
-        [12.36, 4.205, 4.064],
-        [12.314, 4.125, 4.078],
-        [2.983, 1.585, 1.57],
-        [1.954, 0.567, 0.539],
-        [1.947, 0.574, 0.556],
-        [1.894, 0.473, 0.467],
-        [2.172, 0.616, 0.629],
-        [1.908, 0.493, 0.504],
-        [1.922, 0.499, 0.479],
-        [1.919, 0.494, 0.473]
+[0.826,0.046,0.046],
+[2.005,0.087,0.087],
+[2.359,0.319,0.324],
+[2.862,0.238,0.227],
+[3.694,1.184,1.223],
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+[4.497,1.97,1.978],
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+[4.047,1.196,1.183],
+[6.081,2.69,2.699],
+[3.235,1.256,1.23],
+[2.434,1.283,1.251],
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+[10.652,1.871,1.884],
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+[10.835,2.252,2.247],
+[9.35,6.011,6.025],
+[9.668,8.759,8.754],
+[4.075,1.421,1.41],
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+[9.747,7.081,7.066],
+[11.449,3.617,3.649],
+[11.442,3.642,3.611],
+[2.277,1.137,1.121],
+[1.034,0.103,0.098],
+[1.075,0.102,0.103],
+[1.0,0.046,0.042],
+[1.144,0.194,0.189],
+[0.924,0.028,0.027],
+[1.07,0.027,0.029],
+[0.952,0.051,0.045]
 ]
 }
 
diff --git a/hyper-parquet/results/c6a.4xlarge.json b/hyper-parquet/results/c6a.4xlarge.json
index 8487677385..83b4785330 100644
--- a/hyper-parquet/results/c6a.4xlarge.json
+++ b/hyper-parquet/results/c6a.4xlarge.json
@@ -1,6 +1,6 @@
 {
     "system": "Salesforce Hyper (Parquet)",
-    "date": "2025-10-26",
+    "date": "2025-11-24",
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary": "yes",
@@ -9,49 +9,49 @@
     "load_time": 0,
     "data_size": 14737666736,
     "result": [
-        [1.638, 0.421, 0.409],
-        [1.746, 0.438, 0.443],
-        [2.37, 0.544, 0.578],
-        [3.007, 0.539, 0.532],
-        [3.416, 1.16, 1.16],
-        [3.581, 1.089, 1.095],
-        [1.669, 0.502, 0.486],
-        [1.771, 0.439, 0.456],
-        [3.877, 1.362, 1.42],
-        [4.459, 1.573, 1.572],
-        [3.166, 0.546, 0.514],
-        [3.145, 0.574, 0.548],
-        [3.584, 1.062, 1.017],
-        [5.585, 1.865, 1.938],
-        [3.681, 1.082, 1.119],
-        [3.431, 1.202, 1.194],
-        [5.287, 1.805, 1.817],
-        [5.182, 1.716, 1.742],
-        [7.834, 3.135, 3.142],
-        [2.266, 0.441, 0.448],
-        [11.528, 1.433, 1.459],
-        [13.075, 1.534, 1.51],
-        [21.52, 3.677, 3.75],
-        [49.329, 4.626, 4.609],
-        [4.716, 0.85, 0.899],
-        [2.834, 0.783, 0.787],
-        [4.702, 0.847, 0.841],
-        [11.62, 1.642, 1.702],
-        [10.041, 3.549, 3.581],
-        [5.984, 4.924, 4.906],
-        [4.707, 1.192, 1.143],
-        [8.432, 1.405, 1.435],
-        [8.859, 4.642, 4.644],
-        [12.04, 2.713, 2.731],
-        [11.977, 2.652, 2.662],
-        [2.577, 1.11, 1.079],
-        [1.679, 0.504, 0.523],
-        [1.749, 0.507, 0.491],
-        [1.737, 0.446, 0.425],
-        [1.956, 0.604, 0.587],
-        [1.685, 0.409, 0.453],
-        [1.775, 0.4, 0.45],
-        [1.712, 0.432, 0.429]
+[0.713,0.026,0.027],
+[0.766,0.048,0.049],
+[1.381,0.17,0.172],
+[1.952,0.134,0.126],
+[2.467,0.73,0.738],
+[2.492,0.685,0.699],
+[0.797,0.109,0.108],
+[0.766,0.048,0.049],
+[2.888,0.969,0.954],
+[3.313,1.123,1.123],
+[2.094,0.131,0.129],
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+[2.612,0.629,0.644],
+[4.528,1.495,1.405],
+[2.571,0.663,0.66],
+[2.389,0.788,0.794],
+[4.236,1.421,1.389],
+[4.105,1.253,1.277],
+[6.738,2.786,2.78],
+[1.615,0.06,0.059],
+[11.604,1.069,0.99],
+[13.005,1.15,1.127],
+[21.986,3.327,3.316],
+[51.606,4.143,4.128],
+[4.255,0.489,0.47],
+[2.267,0.386,0.38],
+[4.227,0.476,0.464],
+[11.474,1.279,1.24],
+[9.861,3.173,3.133],
+[5.222,4.378,4.484],
+[4.244,0.754,0.74],
+[8.174,0.979,0.977],
+[8.533,4.203,4.206],
+[11.888,2.293,2.233],
+[11.935,2.248,2.203],
+[1.98,0.698,0.703],
+[0.865,0.094,0.095],
+[0.826,0.101,0.098],
+[0.812,0.038,0.038],
+[0.973,0.181,0.178],
+[0.743,0.029,0.023],
+[0.856,0.025,0.022],
+[0.772,0.041,0.04]
 ]
 }
 
diff --git a/hyper-parquet/results/c6a.large.json b/hyper-parquet/results/c6a.large.json
index a3151010fc..ba48978df9 100644
--- a/hyper-parquet/results/c6a.large.json
+++ b/hyper-parquet/results/c6a.large.json
@@ -1,6 +1,6 @@
 {
     "system": "Salesforce Hyper (Parquet)",
-    "date": "2025-10-26",
+    "date": "2025-11-24",
     "machine": "c6a.large",
     "cluster_size": 1,
     "proprietary": "yes",
@@ -9,49 +9,49 @@
     "load_time": 0,
     "data_size": 14737666736,
     "result": [
-        [3.064, 1.015, 0.996],
-        [3.263, 1.15, 1.165],
-        [4.583, 2.116, 2.079],
-        [4.784, 1.721, 1.722],
-        [7.923, 4.614, 4.78],
-        [8.366, 5.629, 5.407],
-        [3.861, 1.623, 1.623],
-        [3.437, 1.177, 1.151],
-        [9.429, 6.337, 6.291],
-        [11.18, 7.6, 7.565],
-        [5.026, 1.662, 1.643],
-        [5.155, 1.852, 1.828],
-        [8.046, 5.176, 5.151],
-        [33.993, 34.016, 34.292],
-        [8.382, 5.448, 5.387],
-        [7.993, 5.062, 5.084],
-        [51.634, 52.068, 51.475],
-        [33.19, 33.396, 33.208],
-        [127.905, 129.14, 129.292],
-        [3.834, 1.144, 1.162],
-        [13.741, 7.917, 7.79],
-        [15.705, 14.56, 14.544],
-        [34.906, 34.75, 35.128],
-        [59.771, 59.831, 60.254],
-        [7.775, 4.133, 4.203],
-        [6.245, 3.62, 3.684],
-        [8.001, 4.17, 4.092],
-        [15.523, 9.466, 9.591],
-        [29.372, 25.09, 25.871],
-        [37.402, 35.756, 35.958],
-        [9.603, 5.912, 5.845],
-        [14.078, 7.645, 7.618],
-        [187.627, 187.049, 187.466],
-        [null, null, null],
-        [null, null, null],
-        [7.46, 4.415, 4.408],
-        [3.109, 0.99, 1.034],
-        [3.063, 0.998, 1.009],
-        [3.032, 0.905, 0.906],
-        [3.353, 1.092, 1.089],
-        [2.947, 0.888, 0.899],
-        [3.028, 0.908, 0.889],
-        [2.874, 0.945, 0.944]
+[1.821,0.167,0.166],
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+[3.409,1.253,1.252],
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+[6.725,4.021,3.743],
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+[8.421,5.518,5.272],
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+[6.932,4.312,4.295],
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+[7.261,4.508,4.489],
+[6.802,4.097,4.128],
+[48.408,46.569,47.161],
+[31.398,29.521,28.799],
+[126.312,124.01,124.177],
+[2.989,0.301,0.299],
+[12.282,6.982,6.971],
+[13.854,7.806,7.459],
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+[57.106,54.439,54.633],
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+[6.904,3.328,3.313],
+[13.951,8.412,8.434],
+[28.23,23.679,23.323],
+[36.706,34.665,34.66],
+[8.846,4.918,4.866],
+[12.313,6.05,5.912],
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+[null,null,null],
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+[6.167,3.491,3.415],
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+[2.023,0.171,0.168],
+[2.065,0.075,0.077],
+[2.499,0.26,0.26],
+[1.978,0.059,0.056],
+[2.146,0.056,0.057],
+[1.951,0.088,0.086]
 ]
 }
 
diff --git a/hyper-parquet/results/c6a.metal.json b/hyper-parquet/results/c6a.metal.json
index 49b7901f6e..730e88a924 100644
--- a/hyper-parquet/results/c6a.metal.json
+++ b/hyper-parquet/results/c6a.metal.json
@@ -1,6 +1,6 @@
 {
     "system": "Salesforce Hyper (Parquet)",
-    "date": "2025-10-26",
+    "date": "2025-11-24",
     "machine": "c6a.metal",
     "cluster_size": 1,
     "proprietary": "yes",
@@ -9,49 +9,49 @@
     "load_time": 0,
     "data_size": 14737666736,
     "result": [
-        [2.004, 0.408, 0.411],
-        [2.058, 0.427, 0.426],
-        [2.346, 0.45, 0.459],
-        [2.998, 0.459, 0.45],
-        [3.106, 0.602, 0.602],
-        [3.453, 0.638, 0.639],
-        [2.021, 0.442, 0.444],
-        [2.108, 0.423, 0.426],
-        [3.383, 0.636, 0.655],
-        [4.006, 0.698, 0.673],
-        [3.189, 0.476, 0.468],
-        [3.216, 0.49, 0.51],
-        [3.491, 0.648, 0.658],
-        [5.081, 0.954, 0.973],
-        [3.518, 0.669, 0.631],
-        [3.141, 0.627, 0.605],
-        [4.903, 0.795, 0.841],
-        [4.787, 0.734, 0.725],
-        [6.983, 1.009, 1.069],
-        [2.75, 0.467, 0.452],
-        [12.154, 0.743, 0.75],
-        [13.731, 0.788, 0.759],
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-        [51.259, 1.972, 1.948],
-        [5.392, 0.586, 0.589],
-        [3.482, 0.531, 0.555],
-        [5.335, 0.607, 0.596],
-        [12.314, 0.842, 0.795],
-        [10.159, 1.188, 1.194],
-        [2.532, 1.035, 1.157],
-        [4.77, 0.621, 0.737],
-        [8.309, 0.747, 0.774],
-        [7.252, 1.396, 1.263],
-        [12.012, 1.117, 1.188],
-        [12.003, 1.203, 1.176],
-        [2.404, 0.578, 0.611],
-        [1.969, 0.519, 0.512],
-        [1.822, 0.507, 0.518],
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-        [2.135, 0.596, 0.621],
-        [1.859, 0.444, 0.438],
-        [1.912, 0.448, 0.452],
-        [1.838, 0.456, 0.492]
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+[3.288,0.153,0.153],
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+[3.244,0.065,0.068],
+[3.697,0.224,0.214],
+[4.959,0.551,0.555],
+[3.026,0.233,0.251],
+[2.964,0.183,0.184],
+[4.862,0.424,0.399],
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+[6.097,0.555,0.57],
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+[3.714,0.239,0.244],
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+[10.989,0.768,0.743],
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+[0.782,0.109,0.111],
+[0.813,0.103,0.108],
+[0.776,0.043,0.045],
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+[0.854,0.028,0.027],
+[0.757,0.047,0.046]
 ]
 }
 
diff --git a/hyper-parquet/results/c6a.xlarge.json b/hyper-parquet/results/c6a.xlarge.json
index b21ef8e424..065fb20102 100644
--- a/hyper-parquet/results/c6a.xlarge.json
+++ b/hyper-parquet/results/c6a.xlarge.json
@@ -1,6 +1,6 @@
 {
     "system": "Salesforce Hyper (Parquet)",
-    "date": "2025-10-26",
+    "date": "2025-11-24",
     "machine": "c6a.xlarge",
     "cluster_size": 1,
     "proprietary": "yes",
@@ -9,49 +9,49 @@
     "load_time": 0,
     "data_size": 14737666736,
     "result": [
-        [9.519, 0.663, 0.642],
-        [2.7, 0.743, 0.749],
-        [3.078, 1.21, 1.179],
-        [4.562, 1.006, 1.003],
-        [4.518, 2.702, 2.672],
-        [5.149, 3.021, 2.966],
-        [3.108, 0.98, 0.956],
-        [2.043, 0.716, 0.741],
-        [5.69, 3.478, 3.473],
-        [6.225, 4.143, 4.07],
-        [3.177, 0.979, 0.996],
-        [3.162, 1.097, 1.082],
-        [4.682, 2.808, 2.798],
-        [7.85, 5.499, 5.463],
-        [4.907, 2.938, 2.933],
-        [4.728, 2.78, 2.785],
-        [7.25, 4.882, 4.881],
-        [6.868, 4.582, 4.628],
-        [96.389, 95.203, 94.315],
-        [2.659, 0.701, 0.734],
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-        [13.93, 4.423, 4.358],
-        [23.246, 12.706, 12.767],
-        [53.88, 53.434, 51.157],
-        [4.682, 2.251, 2.226],
-        [3.95, 1.979, 1.994],
-        [4.88, 2.227, 2.232],
-        [11.834, 4.877, 4.915],
-        [15.69, 12.307, 12.262],
-        [19.433, 17.925, 18.636],
-        [5.74, 3.17, 3.194],
-        [9.056, 3.699, 3.721],
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-        [null, null, null],
-        [null, null, null],
-        [4.764, 2.539, 2.54],
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-        [2.301, 0.622, 0.636],
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-        [2.384, 0.61, 0.594],
-        [2.32, 0.645, 0.635]
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+[4.216,2.375,2.365],
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+[6.649,4.427,4.364],
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+[10.717,3.572,3.546],
+[12.31,3.788,3.813],
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+[14.516,11.795,11.756],
+[18.544,17.274,17.217],
+[4.844,2.625,2.612],
+[8.201,3.19,3.195],
+[175.28,176.658,177.008],
+[null,null,null],
+[null,null,null],
+[3.589,2.04,2.023],
+[1.412,0.118,0.115],
+[1.373,0.113,0.119],
+[1.292,0.056,0.055],
+[1.541,0.213,0.21],
+[1.328,0.037,0.038],
+[1.401,0.039,0.035],
+[1.275,0.056,0.061]
 ]
 }
 
diff --git a/hyper-parquet/results/c7a.metal-48xl.json b/hyper-parquet/results/c7a.metal-48xl.json
index 26f1daa53c..d74ca9e817 100644
--- a/hyper-parquet/results/c7a.metal-48xl.json
+++ b/hyper-parquet/results/c7a.metal-48xl.json
@@ -1,6 +1,6 @@
 {
     "system": "Salesforce Hyper (Parquet)",
-    "date": "2025-10-26",
+    "date": "2025-11-24",
     "machine": "c7a.metal-48xl",
     "cluster_size": 1,
     "proprietary": "yes",
@@ -9,49 +9,49 @@
     "load_time": 0,
     "data_size": 14737666736,
     "result": [
-        [1.77, 0.365, 0.368],
-        [2.377, 0.387, 0.385],
-        [2.828, 0.391, 0.406],
-        [3.422, 0.41, 0.413],
-        [3.452, 0.499, 0.497],
-        [3.609, 0.518, 0.518],
-        [1.947, 0.401, 0.383],
-        [2.282, 0.373, 0.381],
-        [3.876, 0.551, 0.536],
-        [3.956, 0.589, 0.58],
-        [3.205, 0.41, 0.412],
-        [3.431, 0.423, 0.431],
-        [3.604, 0.53, 0.523],
-        [5.02, 0.747, 0.733],
-        [3.46, 0.532, 0.528],
-        [3.043, 0.493, 0.51],
-        [4.895, 0.652, 0.65],
-        [4.741, 0.629, 0.63],
-        [6.81, 0.93, 0.918],
-        [2.127, 0.397, 0.399],
-        [11.366, 0.634, 0.633],
-        [12.916, 0.649, 0.68],
-        [21.345, 0.892, 0.929],
-        [49.362, 1.614, 1.582],
-        [4.624, 0.485, 0.494],
-        [2.759, 0.471, 0.463],
-        [4.623, 0.517, 0.507],
-        [11.507, 0.672, 0.648],
-        [9.866, 1.022, 1.065],
-        [1.711, 0.743, 0.82],
-        [4.397, 0.558, 0.549],
-        [8.034, 0.656, 0.624],
-        [6.935, 1.294, 1.287],
-        [11.59, 0.884, 0.919],
-        [11.571, 0.898, 0.896],
-        [2.134, 0.501, 0.494],
-        [1.465, 0.473, 0.46],
-        [1.454, 0.447, 0.459],
-        [1.774, 0.405, 0.42],
-        [1.625, 0.536, 0.546],
-        [1.521, 0.394, 0.391],
-        [1.652, 0.422, 0.393],
-        [1.566, 0.423, 0.409]
+[1.869,0.016,0.014],
+[1.921,0.021,0.019],
+[2.285,0.037,0.033],
+[3.244,0.038,0.038],
+[3.228,0.114,0.112],
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+[2.176,0.029,0.028],
+[2.082,0.02,0.018],
+[3.477,0.155,0.157],
+[2.544,0.166,0.164],
+[1.807,0.044,0.044],
+[2.173,0.049,0.051],
+[2.398,0.159,0.144],
+[3.526,0.331,0.311],
+[2.119,0.162,0.15],
+[1.703,0.13,0.124],
+[3.488,0.262,0.246],
+[3.39,0.224,0.204],
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+[1.4,0.031,0.03],
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+[12.147,0.258,0.259],
+[20.683,0.528,0.492],
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+[3.882,0.125,0.124],
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+[10.837,0.263,0.26],
+[9.118,0.556,0.546],
+[0.981,0.336,0.307],
+[3.668,0.158,0.169],
+[7.259,0.22,0.223],
+[6.149,0.637,0.661],
+[10.814,0.455,0.462],
+[10.801,0.454,0.456],
+[1.381,0.119,0.116],
+[0.784,0.11,0.099],
+[0.729,0.087,0.086],
+[0.717,0.036,0.037],
+[0.907,0.18,0.172],
+[0.681,0.028,0.028],
+[0.802,0.028,0.024],
+[0.683,0.037,0.038]
 ]
 }
 
diff --git a/hyper-parquet/results/t3a.small.json b/hyper-parquet/results/t3a.small.json
index 502b7fd4dd..814d601390 100644
--- a/hyper-parquet/results/t3a.small.json
+++ b/hyper-parquet/results/t3a.small.json
@@ -1,6 +1,6 @@
 {
     "system": "Salesforce Hyper (Parquet)",
-    "date": "2025-10-26",
+    "date": "2025-11-24",
     "machine": "t3a.small",
     "cluster_size": 1,
     "proprietary": "yes",
@@ -9,49 +9,49 @@
     "load_time": 0,
     "data_size": 14737666736,
     "result": [
-        [5.794, 2.941, 2.929],
-        [6.481, 3.456, 3.071],
-        [8.775, 4.84, 4.563],
-        [8.64, 3.879, 3.781],
-        [38.207, 37.449, 32.629],
-        [null, null, null],
-        [6.864, 3.611, 3.956],
-        [6.406, 3.33, 2.986],
-        [47.496, 47.145, 47.215],
-        [51.307, 50.964, 52.535],
-        [8.368, 4.257, 4.278],
-        [9.085, 4.577, 4.603],
-        [null, null, null],
-        [null, null, null],
-        [null, null, null],
-        [55.754, 56.686, 57.681],
-        [null, null, null],
-        [null, null, null],
-        [null, null, null],
-        [6.92, 2.923, 3.291],
-        [21.844, 21.502, 21.039],
-        [23.821, 22.883, 23.21],
-        [55.498, 55.953, 56.153],
-        [null, null, null],
-        [13.244, 8.882, 8.393],
-        [10.733, 7.231, 6.797],
-        [12.549, 8.941, 8.433],
-        [25.471, 24.583, 24.34],
-        [null, null, null],
-        [119.67, 117.825, 116.624],
-        [17.496, 15.988, 15.558],
-        [62.143, 62.123, 62.18],
-        [318.45, 317.794, 323.067],
-        [null, null, null],
-        [null, null, null],
-        [44.068, 46.014, 44.744],
-        [5.946, 2.74, 3.025],
-        [6.047, 2.634, 2.971],
-        [5.863, 2.798, 2.524],
-        [6.579, 3.236, 3.323],
-        [5.709, 2.783, 2.713],
-        [5.787, 2.812, 2.529],
-        [5.653, 2.821, 2.851]
+[5.309,0.275,0.273],
+[5.929,0.62,0.62],
+[6.795,2.043,2.043],
+[6.995,1.437,1.441],
+[35.486,30.067,31.464],
+[null,null,null],
+[5.769,1.229,1.225],
+[4.706,0.626,0.636],
+[43.46,38.117,40.518],
+[48.113,43.699,45.837],
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+[5.738,0.673,0.73],
+[19.52,15.577,15.662],
+[21.966,17.61,17.741],
+[53.31,48.28,49.468],
+[null,null,null],
+[11.137,5.174,5.171],
+[9.289,4.281,4.275],
+[11.178,5.182,5.13],
+[23.069,19.053,18.833],
+[null,null,null],
+[120.016,115.166,115.271],
+[15.695,9.374,8.829],
+[59.407,53.554,54.285],
+[306.819,296.156,297.528],
+[null,null,null],
+[null,null,null],
+[39.428,36.299,34.491],
+[4.724,0.274,0.274],
+[4.92,0.327,0.306],
+[4.976,0.137,0.136],
+[4.887,0.449,0.487],
+[4.842,0.105,0.106],
+[4.861,0.107,0.105],
+[4.404,0.153,0.151]
 ]
 }
 
diff --git a/hyper/results/c6a.2xlarge.json b/hyper/results/c6a.2xlarge.json
index 41deb58a2d..dd1d00d53e 100644
--- a/hyper/results/c6a.2xlarge.json
+++ b/hyper/results/c6a.2xlarge.json
@@ -1,57 +1,57 @@
 {
     "system": "Salesforce Hyper",
-    "date": "2025-10-26",
+    "date": "2025-11-24",
     "machine": "c6a.2xlarge",
     "cluster_size": 1,
     "proprietary": "yes",
     "tuned": "no",
     "tags": ["C++","column-oriented"],
-    "load_time": 639,
+    "load_time": 666,
     "data_size": 18959040512,
     "result": [
-        [1.091, 0.115, 0.104],
-        [1.213, 0.117, 0.117],
-        [1.53, 0.188, 0.19],
-        [2.294, 0.162, 0.16],
-        [2.253, 1.131, 1.116],
-        [3.27, 0.517, 0.524],
-        [1.189, 0.096, 0.096],
-        [1.217, 0.109, 0.109],
-        [3.543, 1.533, 1.494],
-        [5.037, 1.678, 1.642],
-        [2.247, 0.23, 0.219],
-        [2.26, 0.25, 0.251],
-        [3.291, 0.761, 0.732],
-        [6.592, 2.382, 2.266],
-        [3.295, 0.896, 0.883],
-        [2.939, 1.295, 1.329],
-        [6.081, 1.951, 2.054],
-        [5.851, 1.733, 1.821],
-        [10.684, 4.056, 3.999],
-        [1.288, 0.094, 0.092],
-        [15.78, 0.947, 0.991],
-        [17.199, 1.018, 1.147],
-        [18.092, 0.916, 0.881],
-        [65.459, 23.181, 23.193],
-        [6.492, 0.277, 0.277],
-        [2.988, 0.255, 0.252],
-        [6.513, 0.267, 0.27],
-        [16.411, 1.321, 1.303],
-        [13.641, 4.653, 4.661],
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-        [6.386, 0.798, 0.793],
-        [10.018, 1.114, 1.134],
-        [11.507, 6.759, 6.692],
-        [16.646, 2.797, 2.807],
-        [16.682, 2.781, 2.799],
-        [2.346, 1.141, 1.159],
-        [1.26, 0.123, 0.122],
-        [1.224, 0.1, 0.1],
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-        [1.325, 0.136, 0.134],
-        [1.328, 0.102, 0.096],
-        [1.326, 0.097, 0.097],
-        [1.206, 0.108, 0.108]
+[0.044,0.011,0.011],
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+[2.195,0.558,0.558],
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+[2.223,0.621,0.619],
+[1.858,1.086,1.088],
+[4.909,1.634,1.601],
+[4.949,1.421,1.427],
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+[8.946,0.874,0.885],
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+[15.77,2.283,2.257],
+[1.273,0.912,0.892],
+[0.199,0.018,0.016],
+[0.176,0.007,0.006],
+[0.184,0.004,0.004],
+[0.285,0.031,0.03],
+[0.286,0.003,0.002],
+[0.291,0.003,0.003],
+[0.169,0.005,0.004]
 ]
 }
 
diff --git a/hyper/results/c6a.4xlarge.json b/hyper/results/c6a.4xlarge.json
index 91f625e475..44b4ebf2d5 100644
--- a/hyper/results/c6a.4xlarge.json
+++ b/hyper/results/c6a.4xlarge.json
@@ -1,57 +1,57 @@
 {
     "system": "Salesforce Hyper",
-    "date": "2025-10-26",
+    "date": "2025-11-24",
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary": "yes",
     "tuned": "no",
     "tags": ["C++","column-oriented"],
-    "load_time": 668,
+    "load_time": 674,
     "data_size": 18959040512,
     "result": [
-        [1.138, 0.101, 0.099],
-        [1.205, 0.099, 0.098],
-        [1.572, 0.144, 0.14],
-        [2.144, 0.124, 0.123],
-        [2.061, 0.691, 0.69],
-        [3.208, 0.3, 0.299],
-        [0.998, 0.092, 0.092],
-        [1.204, 0.097, 0.099],
-        [3.331, 0.92, 0.914],
-        [4.782, 1.007, 1.003],
-        [2.266, 0.154, 0.152],
-        [2.272, 0.171, 0.181],
-        [3.214, 0.434, 0.427],
-        [5.943, 1.144, 1.135],
-        [3.223, 0.464, 0.476],
-        [2.754, 0.804, 0.812],
-        [5.766, 1.169, 1.179],
-        [5.643, 1.031, 1.041],
-        [9.885, 2.241, 2.241],
-        [1.236, 0.09, 0.089],
-        [15.84, 0.607, 0.61],
-        [17.251, 0.654, 0.641],
-        [18.156, 0.573, 0.58],
-        [56.271, 14.593, 12.762],
-        [6.405, 0.19, 0.187],
-        [2.884, 0.184, 0.182],
-        [6.4, 0.188, 0.187],
-        [16.446, 0.775, 0.77],
-        [13.474, 2.43, 2.43],
-        [1.716, 0.629, 0.631],
-        [6.286, 0.456, 0.457],
-        [9.832, 0.643, 0.635],
-        [9.18, 3.877, 3.852],
-        [16.212, 1.651, 1.646],
-        [16.405, 1.658, 1.643],
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-        [1.208, 0.109, 0.113],
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-        [1.207, 0.109, 0.111],
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-        [1.264, 0.095, 0.093],
-        [1.271, 0.095, 0.093],
-        [1.213, 0.097, 0.098]
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+[0.16,0.011,0.01],
+[2.255,0.799,0.792],
+[3.704,0.87,0.871],
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+[2.125,0.308,0.309],
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+[2.129,0.298,0.299],
+[1.645,0.694,0.708],
+[4.666,1.03,1.019],
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+[15.402,0.541,0.54],
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+[8.744,0.461,0.47],
+[8.275,3.68,3.666],
+[15.631,1.408,1.426],
+[15.377,1.407,1.409],
+[1.128,0.62,0.605],
+[0.187,0.013,0.011],
+[0.137,0.005,0.004],
+[0.178,0.004,0.004],
+[0.288,0.021,0.021],
+[0.291,0.002,0.002],
+[0.289,0.003,0.003],
+[0.193,0.004,0.004]
 ]
 }
 
diff --git a/hyper/results/c6a.large.json b/hyper/results/c6a.large.json
index 06a4abef92..67435311ca 100644
--- a/hyper/results/c6a.large.json
+++ b/hyper/results/c6a.large.json
@@ -1,6 +1,6 @@
 {
     "system": "Salesforce Hyper",
-    "date": "2025-10-16",
+    "date": "2025-11-24",
     "machine": "c6a.large",
     "cluster_size": 1,
     "proprietary": "yes",
@@ -9,49 +9,49 @@
     "load_time": 781,
     "data_size": 18959040512,
     "result": [
-        [0.077, 0.042, 0.043],
-        [0.534, 0.073, 0.073],
-        [1.443, 0.226, 0.226],
-        [1.967, 0.219, 0.219],
-        [3.502, 2.581, 2.632],
-        [2.824, 1.187, 1.19],
-        [0.463, 0.002, 0.002],
-        [0.521, 0.075, 0.075],
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-        [6.6, 3.78, 3.617],
-        [2.771, 0.36, 0.358],
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-        [4.87, 1.741, 1.755],
-        [10.992, 6.142, 6.165],
-        [5.07, 1.848, 1.855],
-        [4.858, 3.142, 3.052],
-        [10.4, 5.469, 4.927],
-        [9.671, 4.806, 4.398],
-        [114.993, 120.63, 120.087],
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-        [20.329, 22.671, 23.913],
-        [22.507, 24.243, 25.628],
-        [23.602, 20.991, 20.593],
-        [74.987, 70.269, 68.871],
-        [6.249, 0.399, 0.396],
-        [3.515, 0.407, 0.401],
-        [6.22, 0.403, 0.403],
-        [22.288, 25.39, 25.348],
-        [33.542, 31.051, 30.708],
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-        [10.834, 4.453, 2.885],
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-        [478.941, 461.72, 470.315],
-        [479.096, 456.128, 456.587],
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-        [1.014, 0.006, 0.006],
-        [0.524, 0.012, 0.012]
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+[0.811,0.005,0.005],
+[20.563,22.391,23.62],
+[22.238,24.026,25.434],
+[23.956,20.779,18.187],
+[74.762,68.858,68.663],
+[6.195,0.409,0.401],
+[3.514,0.485,0.427],
+[6.202,0.409,0.409],
+[22.17,23.3,25.122],
+[33.806,31.099,30.664],
+[4.161,3.718,3.718],
+[7.011,1.87,1.743],
+[11.736,4.492,2.934],
+[171.681,169.167,168.946],
+[456.756,476.129,447.453],
+[461.06,462.683,453.225],
+[3.544,2.241,2.262],
+[0.749,0.054,0.049],
+[0.556,0.019,0.018],
+[0.584,0.007,0.007],
+[1.004,0.103,0.1],
+[0.994,0.005,0.004],
+[1.022,0.007,0.006],
+[0.54,0.012,0.012]
 ]
 }
 
diff --git a/hyper/results/c6a.metal.json b/hyper/results/c6a.metal.json
index 03e8707335..156250eb15 100644
--- a/hyper/results/c6a.metal.json
+++ b/hyper/results/c6a.metal.json
@@ -1,57 +1,57 @@
 {
     "system": "Salesforce Hyper",
-    "date": "2025-10-26",
+    "date": "2025-11-24",
     "machine": "c6a.metal",
     "cluster_size": 1,
     "proprietary": "yes",
     "tuned": "no",
     "tags": ["C++","column-oriented"],
-    "load_time": 444,
+    "load_time": 441,
     "data_size": 18959040512,
     "result": [
-        [1.068, 0.117, 0.123],
-        [1.124, 0.134, 0.133],
-        [1.248, 0.193, 0.204],
-        [2.002, 0.135, 0.141],
-        [1.503, 0.34, 0.286],
-        [2.828, 0.299, 0.296],
-        [0.798, 0.134, 0.133],
-        [0.803, 0.136, 0.142],
-        [2.703, 0.348, 0.375],
-        [4.117, 0.447, 0.439],
-        [1.91, 0.206, 0.199],
-        [1.909, 0.259, 0.251],
-        [2.775, 0.329, 0.314],
-        [5.092, 0.506, 0.479],
-        [2.8, 0.39, 0.392],
-        [2.181, 0.322, 0.32],
-        [5.133, 0.448, 0.484],
-        [5.064, 0.409, 0.408],
-        [9.17, 0.678, 0.667],
-        [1.011, 0.13, 0.132],
-        [15.445, 0.589, 0.558],
-        [17.165, 0.724, 0.745],
-        [18.067, 0.875, 0.945],
-        [42.653, 5.873, 5.551],
-        [6.498, 0.268, 0.241],
-        [2.725, 0.259, 0.247],
-        [6.237, 0.25, 0.248],
-        [15.972, 0.635, 0.608],
-        [13.67, 0.613, 0.679],
-        [1.246, 0.342, 0.332],
-        [5.708, 0.472, 0.476],
-        [9.303, 0.45, 0.447],
-        [7.814, 1.069, 1.085],
-        [15.701, 0.79, 0.853],
-        [15.949, 0.88, 0.893],
-        [2.012, 0.315, 0.285],
-        [0.916, 0.163, 0.17],
-        [0.864, 0.14, 0.15],
-        [0.887, 0.164, 0.17],
-        [0.978, 0.177, 0.179],
-        [0.903, 0.128, 0.128],
-        [0.915, 0.132, 0.137],
-        [0.863, 0.144, 0.142]
+[0.028,0.009,0.007],
+[0.062,0.007,0.006],
+[0.47,0.006,0.005],
+[1.595,0.01,0.009],
+[1.031,0.108,0.101],
+[2.045,0.069,0.07],
+[0.051,0.001,0.001],
+[0.055,0.005,0.005],
+[1.945,0.188,0.182],
+[3.354,0.152,0.151],
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+[1.425,0.022,0.021],
+[2.233,0.072,0.075],
+[4.358,0.255,0.257],
+[2.008,0.084,0.082],
+[1.401,0.147,0.153],
+[4.33,0.211,0.201],
+[4.289,0.151,0.144],
+[8.369,0.65,0.656],
+[0.097,0.002,0.001],
+[14.841,0.094,0.078],
+[16.118,0.081,0.076],
+[17.017,0.067,0.063],
+[41.507,0.111,0.086],
+[5.451,0.016,0.016],
+[2.051,0.017,0.017],
+[5.699,0.02,0.02],
+[15.174,0.116,0.104],
+[12.613,0.418,0.397],
+[0.212,0.059,0.055],
+[5.121,0.101,0.095],
+[8.54,0.137,0.135],
+[6.81,0.865,0.866],
+[14.888,0.281,0.284],
+[14.923,0.341,0.348],
+[0.916,0.126,0.125],
+[0.102,0.011,0.01],
+[0.087,0.005,0.005],
+[0.114,0.005,0.004],
+[0.129,0.022,0.022],
+[0.147,0.007,0.006],
+[0.276,0.005,0.004],
+[0.08,0.006,0.005]
 ]
 }
 
diff --git a/hyper/results/c6a.xlarge.json b/hyper/results/c6a.xlarge.json
index 9018b7fbfa..7a70a60c3c 100644
--- a/hyper/results/c6a.xlarge.json
+++ b/hyper/results/c6a.xlarge.json
@@ -1,57 +1,57 @@
 {
     "system": "Salesforce Hyper",
-    "date": "2025-10-26",
+    "date": "2025-11-24",
     "machine": "c6a.xlarge",
     "cluster_size": 1,
     "proprietary": "yes",
     "tuned": "no",
     "tags": ["C++","column-oriented"],
-    "load_time": 647,
+    "load_time": 646,
     "data_size": 18959040512,
     "result": [
-        [1.096, 0.111, 0.112],
-        [1.311, 0.14, 0.138],
-        [1.781, 0.27, 0.271],
-        [2.275, 0.216, 0.219],
-        [2.949, 1.646, 1.631],
-        [3.353, 0.918, 0.899],
-        [1.171, 0.097, 0.095],
-        [1.312, 0.142, 0.14],
-        [3.897, 2.253, 2.305],
-        [5.397, 2.525, 2.562],
-        [2.294, 0.336, 0.343],
-        [2.51, 0.386, 0.385],
-        [3.545, 1.224, 1.244],
-        [7.288, 3.656, 3.712],
-        [3.605, 1.333, 1.327],
-        [3.588, 1.904, 1.993],
-        [6.465, 3.109, 3.124],
-        [6.175, 2.755, 2.81],
-        [11.769, 6.343, 6.356],
-        [1.374, 0.1, 0.098],
-        [16.199, 1.757, 1.764],
-        [18.535, 2.174, 2.107],
-        [20.724, 2.073, 2.195],
-        [73.148, 72.806, 72.464],
-        [6.46, 0.402, 0.399],
-        [2.977, 0.393, 0.391],
-        [6.482, 0.41, 0.403],
-        [16.563, 2.492, 2.526],
-        [16.489, 9.12, 9.013],
-        [3.18, 2.064, 2.064],
-        [6.471, 1.259, 1.28],
-        [10.269, 1.752, 1.771],
-        [154.241, 155.336, 155.531],
-        [17.998, 4.909, 4.942],
-        [17.776, 5.015, 4.916],
-        [3.072, 1.673, 1.674],
-        [1.431, 0.15, 0.154],
-        [1.354, 0.125, 0.118],
-        [1.343, 0.128, 0.131],
-        [1.554, 0.186, 0.186],
-        [1.567, 0.107, 0.105],
-        [1.564, 0.109, 0.107],
-        [1.327, 0.12, 0.119]
+[0.053,0.022,0.022],
+[0.304,0.037,0.037],
+[0.75,0.114,0.114],
+[1.248,0.11,0.109],
+[1.877,1.413,1.453],
+[2.311,0.674,0.657],
+[0.251,0.002,0.001],
+[0.286,0.038,0.038],
+[2.845,2.045,1.95],
+[4.323,2.148,2.206],
+[1.445,0.171,0.169],
+[1.498,0.183,0.179],
+[2.499,0.98,1.072],
+[6.242,3.341,3.374],
+[2.585,1.054,1.053],
+[2.522,1.698,1.756],
+[5.409,2.758,2.826],
+[5.091,2.437,2.447],
+[10.746,5.967,6.051],
+[0.444,0.003,0.002],
+[15.144,1.17,1.17],
+[17.651,1.163,1.161],
+[19.69,0.761,0.759],
+[72.185,51.072,42.454],
+[5.453,0.203,0.202],
+[1.952,0.209,0.208],
+[5.741,0.208,0.205],
+[15.899,1.867,1.87],
+[15.349,8.737,8.828],
+[2.103,1.857,1.858],
+[5.301,0.924,0.931],
+[9.302,1.458,1.425],
+[145.574,154.936,148.579],
+[17.04,4.063,4.039],
+[16.976,4.073,4.081],
+[2.024,1.433,1.454],
+[0.392,0.028,0.027],
+[0.302,0.011,0.01],
+[0.314,0.005,0.005],
+[0.52,0.055,0.055],
+[0.537,0.003,0.002],
+[0.542,0.005,0.004],
+[0.289,0.008,0.007]
 ]
 }
 
diff --git a/hyper/results/c7a.metal-48xl.json b/hyper/results/c7a.metal-48xl.json
index c0527db547..f620da4577 100644
--- a/hyper/results/c7a.metal-48xl.json
+++ b/hyper/results/c7a.metal-48xl.json
@@ -1,57 +1,57 @@
 {
     "system": "Salesforce Hyper",
-    "date": "2025-10-26",
+    "date": "2025-11-24",
     "machine": "c7a.metal-48xl",
     "cluster_size": 1,
     "proprietary": "yes",
     "tuned": "no",
     "tags": ["C++","column-oriented"],
-    "load_time": 389,
+    "load_time": 380,
     "data_size": 18959040512,
     "result": [
-        [1.068, 0.109, 0.107],
-        [1.121, 0.122, 0.122],
-        [1.342, 0.176, 0.17],
-        [2.122, 0.117, 0.117],
-        [1.528, 0.199, 0.204],
-        [2.91, 0.252, 0.24],
-        [0.937, 0.121, 0.12],
-        [0.927, 0.124, 0.124],
-        [2.753, 0.292, 0.292],
-        [4.231, 0.362, 0.363],
-        [1.994, 0.174, 0.174],
-        [2.015, 0.235, 0.215],
-        [2.843, 0.269, 0.266],
-        [5.142, 0.386, 0.381],
-        [2.845, 0.31, 0.325],
-        [2.188, 0.242, 0.241],
-        [5.141, 0.375, 0.377],
-        [5.129, 0.314, 0.337],
-        [9.094, 0.561, 0.589],
-        [0.997, 0.12, 0.126],
-        [15.561, 0.493, 0.513],
-        [17.01, 0.698, 0.667],
-        [17.872, 0.827, 0.776],
-        [42.37, 5.083, 5.436],
-        [6.311, 0.229, 0.223],
-        [2.831, 0.228, 0.221],
-        [6.328, 0.213, 0.256],
-        [15.965, 0.498, 0.519],
-        [13.624, 0.523, 0.548],
-        [1.038, 0.259, 0.263],
-        [5.759, 0.446, 0.439],
-        [9.34, 0.374, 0.404],
-        [7.523, 0.89, 0.875],
-        [15.695, 0.645, 0.772],
-        [15.839, 0.648, 0.765],
-        [1.876, 0.235, 0.239],
-        [0.967, 0.146, 0.145],
-        [0.954, 0.127, 0.126],
-        [0.976, 0.14, 0.146],
-        [1.062, 0.16, 0.16],
-        [1.076, 0.118, 0.117],
-        [1.051, 0.121, 0.117],
-        [0.973, 0.131, 0.131]
+[0.02,0.005,0.006],
+[0.074,0.01,0.01],
+[0.473,0.007,0.006],
+[1.622,0.006,0.006],
+[1.023,0.078,0.085],
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+[0.067,0.008,0.007],
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+[1.475,0.017,0.016],
+[2.285,0.053,0.049],
+[4.325,0.162,0.146],
+[1.99,0.058,0.053],
+[1.43,0.114,0.115],
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+[16.12,0.051,0.047],
+[17.012,0.037,0.035],
+[41.538,0.062,0.058],
+[5.452,0.009,0.009],
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+[14.839,0.206,0.179],
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+[0.107,0.01,0.008],
+[0.087,0.005,0.004],
+[0.112,0.004,0.004],
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+[0.137,0.006,0.005],
+[0.35,0.004,0.004],
+[0.087,0.006,0.005]
 ]
 }