diff --git a/duckdb-dataframe/results/c6a.metal.json b/duckdb-dataframe/results/c6a.metal.json
index 44ee1b8a1..f939a4147 100644
--- a/duckdb-dataframe/results/c6a.metal.json
+++ b/duckdb-dataframe/results/c6a.metal.json
@@ -1,57 +1,57 @@
 {
     "system": "DuckDB (DataFrame)",
-    "date": "2025-09-07",
+    "date": "2025-09-16",
     "machine": "c6a.metal",
     "cluster_size": 1,
     "proprietary": "no",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded","Python","dataframe"],
-    "load_time": 94,
-    "data_size": 179532066816,
+    "load_time": 82.77,
+    "data_size": 176641134592,
     "result": [
-        [0.028, 0.018, 0.017],
-        [0.026, 0.018, 0.018],
-        [0.025, 0.022, 0.024],
-        [0.036, 0.022, 0.025],
-        [0.22, 0.186, 0.162],
-        [0.163, 0.167, 0.16],
-        [0.031, 0.029, 0.032],
-        [0.035, 0.039, 0.039],
-        [0.206, 0.2, 0.192],
-        [0.253, 0.233, 0.238],
-        [0.074, 0.069, 0.074],
-        [0.084, 0.076, 0.069],
-        [0.143, 0.145, 0.144],
-        [0.286, 0.284, 0.277],
-        [0.182, 0.147, 0.151],
-        [0.164, 0.167, 0.176],
-        [0.401, 0.348, 0.29],
-        [0.286, 0.295, 0.29],
-        [0.388, 0.41, 0.395],
-        [0.024, 0.025, 0.026],
-        [0.552, 0.311, 0.31],
-        [0.311, 0.382, 0.424],
-        [0.597, 0.585, 0.591],
-        [1.251, 0.985, 1.002],
-        [0.064, 0.064, 0.067],
-        [0.068, 0.069, 0.069],
-        [0.071, 0.072, 0.071],
-        [0.276, 0.291, 0.298],
-        [1.511, 1.455, 1.657],
-        [0.038, 0.032, 0.036],
-        [0.216, 0.172, 0.163],
-        [0.209, 0.186, 0.197],
-        [0.588, 0.55, 0.5],
-        [0.62, 0.579, 0.534],
-        [0.554, 0.597, 0.565],
-        [0.203, 0.212, 0.189],
-        [0.276, 0.267, 0.274],
-        [0.348, 0.339, 0.34],
-        [0.261, 0.261, 0.263],
-        [0.396, 0.397, 0.391],
-        [0.033, 0.032, 0.035],
-        [0.035, 0.037, 0.037],
-        [0.045, 0.048, 0.05]
+        [0.034, 0.016, 0.017],
+        [0.035, 0.022, 0.024],
+        [0.029, 0.026, 0.025],
+        [0.066, 0.026, 0.031],
+        [0.865, 0.094, 0.097],
+        [0.171, 0.151, 0.166],
+        [0.031, 0.03, 0.035],
+        [0.022, 0.023, 0.025],
+        [0.11, 0.114, 0.114],
+        [0.14, 0.141, 0.143],
+        [0.055, 0.052, 0.051],
+        [0.07, 0.054, 0.056],
+        [0.154, 0.15, 0.151],
+        [0.199, 0.194, 0.197],
+        [0.147, 0.152, 0.174],
+        [0.108, 0.106, 0.104],
+        [0.228, 0.223, 0.236],
+        [0.245, 0.254, 0.236],
+        [0.331, 0.345, 0.315],
+        [0.053, 0.03, 0.031],
+        [0.328, 0.315, 0.308],
+        [0.329, 0.332, 0.355],
+        [0.613, 0.622, 0.615],
+        [1.396, 1.1, 1.104],
+        [0.086, 0.08, 0.08],
+        [0.075, 0.076, 0.075],
+        [0.087, 0.085, 0.082],
+        [0.308, 0.322, 0.308],
+        [1.471, 1.36, 1.39],
+        [0.037, 0.037, 0.033],
+        [0.14, 0.136, 0.119],
+        [0.186, 0.141, 0.139],
+        [0.46, 0.43, 0.421],
+        [0.57, 0.563, 0.615],
+        [0.589, 0.547, 0.551],
+        [0.132, 0.127, 0.131],
+        [0.313, 0.31, 0.308],
+        [0.371, 0.363, 0.358],
+        [0.277, 0.32, 0.319],
+        [0.455, 0.421, 0.446],
+        [0.038, 0.039, 0.034],
+        [0.035, 0.036, 0.038],
+        [0.046, 0.067, 0.052]
 ]
 }
 
diff --git a/duckdb-memory/benchmark.sh b/duckdb-memory/benchmark.sh
index 23a387902..c7e009c53 100755
--- a/duckdb-memory/benchmark.sh
+++ b/duckdb-memory/benchmark.sh
@@ -9,10 +9,7 @@ source myenv/bin/activate
 pip install duckdb psutil
 
 # Load the data
-
-sudo apt-get install -y pigz
-wget --continue --progress=dot:giga 'https://datasets.clickhouse.com/hits_compatible/hits.tsv.gz'
-pigz -d -f hits.tsv.gz
+wget --continue --progress=dot:giga 'https://datasets.clickhouse.com/hits_compatible/hits.parquet'
 
 # Run the queries
 
diff --git a/duckdb-memory/create.sql b/duckdb-memory/create.sql
index 4d23eaac6..9608c6b17 100644
--- a/duckdb-memory/create.sql
+++ b/duckdb-memory/create.sql
@@ -1,3 +1,5 @@
+ATTACH ':memory:' AS compressed_mem (COMPRESS);
+USE compressed_mem;
 CREATE TABLE hits
 (
     WatchID BIGINT NOT NULL,
diff --git a/duckdb-memory/load.sql b/duckdb-memory/load.sql
new file mode 100644
index 000000000..24891835f
--- /dev/null
+++ b/duckdb-memory/load.sql
@@ -0,0 +1,7 @@
+INSERT INTO hits
+SELECT * REPLACE (
+    make_date(EventDate) AS EventDate,
+    epoch_ms(EventTime * 1000) AS EventTime,
+    epoch_ms(ClientEventTime * 1000) AS ClientEventTime,
+    epoch_ms(LocalEventTime * 1000) AS LocalEventTime)
+FROM read_parquet('hits.parquet', binary_as_string=True);
diff --git a/duckdb-memory/memory.py b/duckdb-memory/memory.py
index 30966808d..ffe43331d 100755
--- a/duckdb-memory/memory.py
+++ b/duckdb-memory/memory.py
@@ -13,4 +13,4 @@
 con.execute("SET preserve_insertion_order = false;")
 
 con.execute(open("create.sql").read())
-con.execute("COPY hits FROM 'hits.csv';")
+con.execute(open("load.sql").read())
diff --git a/duckdb-memory/query.py b/duckdb-memory/query.py
index f3922ba2b..b22f1d650 100755
--- a/duckdb-memory/query.py
+++ b/duckdb-memory/query.py
@@ -17,7 +17,7 @@
 print("Will load the data")
 start = timeit.default_timer()
 con.execute(open("create.sql").read())
-con.execute("COPY hits FROM 'hits.tsv' (QUOTE '');")
+con.execute(open("load.sql").read())
 end = timeit.default_timer()
 print(round(end - start, 3))
 
diff --git a/duckdb-memory/results/c6a.4xlarge.json b/duckdb-memory/results/c6a.4xlarge.json
index b7c56e6c6..8eeaa01fc 100644
--- a/duckdb-memory/results/c6a.4xlarge.json
+++ b/duckdb-memory/results/c6a.4xlarge.json
@@ -6,52 +6,52 @@
     "proprietary": "no",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded"],
-    "load_time": 429,
-    "data_size": 27956441088,
+    "load_time": 281.689,
+    "data_size": 28136767488,
     "result": [
-        [0.032, 0.013, 0.006],
-        [0.67, 0.016, 0.016],
-        [0.667, 0.051, 0.061],
-        [1.702, 0.047, 0.089],
-        [0.778, 0.544, 0.498],
-        [2.859, 0.72, 0.52],
-        [1.022, 0.022, 0.022],
-        [0.079, 0.013, 0.013],
-        [1.815, 1.078, 0.814],
-        [1.086, 1.082, 0.937],
-        [1.38, 0.11, 0.107],
-        [0.646, 0.145, 0.14],
-        [0.739, 0.468, 0.427],
-        [1.379, 0.874, 1.345],
-        [1.035, 0.503, 0.437],
-        [0.595, 0.463, 0.446],
-        [1.32, 1.227, 1.079],
-        [0.771, 0.807, 0.821],
-        [4.499, 2.536, 2.253],
-        [0.096, 0.023, 0.023],
-        [26.487, 10.098, 6.269],
-        [5.939, 6.146, 4.001],
-        [42.878, 38.645, 34.709],
-        [6.553, 1.854, 1.948],
-        [0.505, 0.074, 0.035],
-        [0.238, 0.229, 0.09],
-        [0.032, 0.027, 0.034],
-        [15.547, 13.13, 9.468],
-        [28.847, 17.557, 13.645],
-        [0.818, 0.031, 0.019],
-        [6.765, 2.383, 1.185],
-        [5.801, 2.327, 2.681],
-        [14.69, 3.848, 2.552],
-        [27.652, 23.772, 19.437],
-        [15.76, 16.019, 12.449],
-        [1.041, 0.622, 0.585],
-        [0.064, 0.023, 0.033],
-        [0.121, 0.026, 0.017],
-        [0.023, 0.009, 0.01],
-        [0.085, 0.039, 0.049],
-        [0.034, 0.007, 0.007],
-        [0.028, 0.007, 0.007],
-        [0.024, 0.009, 0.01]
+        [0.032,0.003,0.003],
+        [0.009,0.01,0.005],
+        [0.03,0.022,0.022],
+        [0.041,0.034,0.033],
+        [0.371,0.364,0.366],
+        [0.374,0.335,0.32],
+        [0.006,0.005,0.005],
+        [0.018,0.006,0.006],
+        [0.4,0.402,0.401],
+        [0.554,0.554,0.552],
+        [0.082,0.081,0.079],
+        [0.085,0.088,0.088],
+        [0.366,0.351,0.35],
+        [0.701,0.693,0.674],
+        [0.395,0.392,0.388],
+        [0.37,0.36,0.356],
+        [0.862,0.817,0.832],
+        [0.633,0.638,0.615],
+        [1.584,1.57,1.563],
+        [0.008,0.012,0.007],
+        [0.546,0.521,0.501],
+        [0.499,0.498,0.501],
+        [0.766,0.677,0.682],
+        [0.084,0.08,0.08],
+        [0.02,0.02,0.02],
+        [0.075,0.07,0.069],
+        [0.021,0.015,0.015],
+        [0.409,0.407,0.405],
+        [6.503,6.472,6.45],
+        [0.033,0.03,0.032],
+        [0.301,0.3,0.299],
+        [0.39,0.369,0.374],
+        [1.826,1.753,1.744],
+        [1.805,1.777,1.779],
+        [1.959,1.955,1.934],
+        [0.476,0.505,0.538],
+        [0.075,0.027,0.042],
+        [0.038,0.015,0.027],
+        [0.016,0.035,0.046],
+        [0.078,0.11,0.062],
+        [0.028,0.006,0.009],
+        [0.008,0.009,0.007],
+        [0.021,0.02,0.013]
 ]
 }
 
diff --git a/duckdb-memory/results/c6a.metal.json b/duckdb-memory/results/c6a.metal.json
index 233df2757..e4a429575 100644
--- a/duckdb-memory/results/c6a.metal.json
+++ b/duckdb-memory/results/c6a.metal.json
@@ -1,57 +1,57 @@
 {
     "system": "DuckDB (memory)",
-    "date": "2025-08-31",
+    "date": "2025-09-16",
     "machine": "c6a.metal",
     "cluster_size": 1,
     "proprietary": "no",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded"],
-    "load_time": 27,
-    "data_size": 118522880000,
+    "load_time": 15.244,
+    "data_size": 109925945344,
     "result": [
-        [0.089, 0.018, 0.017],
-        [0.018, 0.01, 0.008],
-        [0.023, 0.019, 0.019],
-        [0.021, 0.022, 0.02],
-        [0.162, 0.149, 0.155],
-        [0.187, 0.145, 0.15],
-        [0.042, 0.018, 0.018],
-        [0.018, 0.012, 0.01],
-        [0.212, 0.184, 0.186],
-        [0.251, 0.233, 0.239],
-        [0.073, 0.073, 0.066],
-        [0.068, 0.071, 0.062],
-        [0.137, 0.126, 0.124],
-        [0.26, 0.271, 0.265],
-        [0.139, 0.154, 0.213],
-        [0.257, 0.159, 0.16],
-        [0.394, 0.35, 0.351],
-        [0.414, 0.303, 0.322],
-        [0.466, 0.386, 0.375],
-        [0.034, 0.033, 0.045],
-        [0.241, 0.094, 0.091],
-        [0.12, 0.118, 0.1],
-        [0.477, 0.214, 0.19],
-        [0.194, 0.115, 0.121],
-        [0.049, 0.049, 0.056],
-        [0.041, 0.04, 0.041],
-        [0.104, 0.07, 0.045],
-        [0.11, 0.103, 0.115],
-        [2.42, 1.384, 1.328],
-        [0.114, 0.033, 0.071],
-        [0.345, 0.134, 0.152],
-        [0.322, 0.314, 0.188],
-        [0.622, 0.642, 0.646],
-        [0.597, 0.509, 0.479],
-        [0.494, 0.484, 0.478],
-        [0.195, 0.175, 0.19],
-        [0.059, 0.046, 0.046],
-        [0.061, 0.042, 0.046],
-        [0.03, 0.04, 0.026],
-        [0.105, 0.043, 0.05],
-        [0.034, 0.032, 0.02],
-        [0.035, 0.01, 0.046],
-        [0.034, 0.013, 0.042]
-]
+        [0.012,0.027,0.004],
+        [0.005,0.011,0.035],
+        [0.096,0.008,0.006],
+        [0.099,0.007,0.006],
+        [0.177,0.248,0.183],
+        [0.208,0.193,0.26],
+        [0.009,0.004,0.004],
+        [0.033,0.088,0.006],
+        [0.208,0.268,0.178],
+        [0.217,0.307,0.307],
+        [0.086,0.111,0.055],
+        [0.059,0.068,0.074],
+        [0.103,0.119,0.121],
+        [0.25,0.173,0.283],
+        [0.122,0.133,0.142],
+        [0.099,0.099,0.1],
+        [0.168,0.169,0.169],
+        [0.171,0.185,0.184],
+        [0.317,0.31,0.306],
+        [0.006,0.005,0.004],
+        [0.104,0.077,0.073],
+        [0.074,0.072,0.074],
+        [0.098,0.091,0.095],
+        [0.074,0.07,0.063],
+        [0.011,0.013,0.013],
+        [0.031,0.034,0.032],
+        [0.011,0.011,0.012],
+        [0.073,0.075,0.074],
+        [1.195,1.103,1.06],
+        [0.024,0.019,0.023],
+        [0.094,0.09,0.082],
+        [0.106,0.096,0.097],
+        [0.471,0.436,0.445],
+        [0.366,0.323,0.346],
+        [0.351,0.366,0.351],
+        [0.105,0.098,0.107],
+        [0.022,0.021,0.023],
+        [0.015,0.006,0.011],
+        [0.016,0.016,0.012],
+        [0.04,0.045,0.038],
+        [0.007,0.005,0.008],
+        [0.006,0.014,0.006],
+        [0.008,0.01,0.019]
+    ]
 }
 
diff --git a/duckdb-parquet-partitioned/results/c6a.4xlarge.json b/duckdb-parquet-partitioned/results/c6a.4xlarge.json
index 4374ead4e..588a943a3 100644
--- a/duckdb-parquet-partitioned/results/c6a.4xlarge.json
+++ b/duckdb-parquet-partitioned/results/c6a.4xlarge.json
@@ -9,49 +9,49 @@
     "load_time": 0,
     "data_size": 14737666736,
     "result": [
-        [0.173, 0.002, 0.001],
-        [0.129, 0.02, 0.02],
-        [0.228, 0.053, 0.052],
-        [0.846, 0.048, 0.046],
-        [1.704, 0.345, 0.343],
-        [1.754, 0.477, 0.471],
-        [0.126, 0.043, 0.042],
-        [0.07, 0.022, 0.022],
-        [1.174, 0.48, 0.483],
-        [1.874, 0.593, 0.596],
-        [0.829, 0.105, 0.105],
-        [1.686, 0.131, 0.122],
-        [1.868, 0.48, 0.474],
-        [3.114, 0.772, 0.773],
-        [1.337, 0.526, 0.524],
-        [1, 0.42, 0.416],
-        [3.199, 1.011, 1.012],
-        [2.842, 0.794, 0.811],
-        [5.361, 1.802, 1.806],
-        [0.126, 0.019, 0.018],
-        [11.241, 0.855, 0.858],
-        [11.986, 0.807, 0.806],
-        [22.281, 1.694, 1.695],
-        [4.39, 0.749, 0.844],
-        [0.187, 0.108, 0.11],
-        [1.63, 0.258, 0.252],
-        [0.458, 0.08, 0.079],
-        [10.909, 0.713, 0.73],
-        [11.251, 9.212, 9.244],
-        [0.265, 0.483, 0.427],
-        [3.099, 0.532, 0.583],
-        [6.788, 0.614, 0.632],
-        [5.628, 1.987, 2.02],
-        [10.087, 2.23, 2.229],
-        [10.076, 2.293, 2.305],
-        [0.759, 0.643, 0.645],
-        [0.171, 0.097, 0.084],
-        [0.123, 0.082, 0.094],
-        [0.122, 0.048, 0.049],
-        [0.366, 0.188, 0.17],
-        [0.075, 0.021, 0.019],
-        [0.07, 0.019, 0.018],
-        [0.078, 0.033, 0.041]
+        [0.089,0.002,0.001],
+        [0.075,0.021,0.021],
+        [0.151,0.053,0.052],
+        [0.612,0.048,0.047],
+        [1.053,0.290,0.288],
+        [0.981,0.470,0.463],
+        [0.084,0.044,0.043],
+        [0.080,0.022,0.023],
+        [0.836,0.413,0.417],
+        [1.162,0.523,0.525],
+        [0.551,0.105,0.104],
+        [1.048,0.125,0.121],
+        [1.420,0.489,0.495],
+        [2.601,0.821,0.822],
+        [0.995,0.540,0.533],
+        [0.638,0.381,0.378],
+        [2.589,0.981,1.010],
+        [2.334,0.725,0.723],
+        [4.817,1.820,1.854],
+        [0.153,0.022,0.020],
+        [10.012,0.862,0.856],
+        [11.201,0.799,0.801],
+        [19.869,1.655,1.635],
+        [3.773,0.407,0.395],
+        [0.196,0.100,0.106],
+        [1.095,0.241,0.246],
+        [0.159,0.077,0.080],
+        [10.042,0.736,0.718],
+        [8.992,8.638,8.658],
+        [0.148,0.052,0.050],
+        [2.391,0.499,0.504],
+        [6.177,0.597,0.605],
+        [5.468,1.868,1.878],
+        [10.079,2.192,2.200],
+        [10.088,2.238,2.240],
+        [0.721,0.594,0.600],
+        [0.184,0.096,0.103],
+        [0.122,0.078,0.077],
+        [0.120,0.047,0.048],
+        [0.358,0.183,0.193],
+        [0.078,0.020,0.020],
+        [0.075,0.020,0.019],
+        [0.083,0.033,0.031]
 ]
 }
 
diff --git a/duckdb-parquet-partitioned/results/c6a.metal.json b/duckdb-parquet-partitioned/results/c6a.metal.json
index 4ad5a3c23..c65ed4a42 100644
--- a/duckdb-parquet-partitioned/results/c6a.metal.json
+++ b/duckdb-parquet-partitioned/results/c6a.metal.json
@@ -1,6 +1,6 @@
 {
     "system": "DuckDB (Parquet, partitioned)",
-    "date": "2025-08-31",
+    "date": "2025-09-16",
     "machine": "c6a.metal",
     "cluster_size": 1,
     "proprietary": "no",
@@ -9,49 +9,49 @@
     "load_time": 0,
     "data_size": 14737666736,
     "result": [
-        [0.11, 0.002, 0.001],
-        [0.069, 0.019, 0.018],
-        [0.103, 0.021, 0.022],
-        [0.65, 0.023, 0.021],
-        [1.325, 0.149, 0.144],
-        [1.509, 0.2, 0.202],
-        [0.07, 0.019, 0.018],
-        [0.086, 0.021, 0.022],
-        [1.243, 0.206, 0.247],
-        [1.649, 0.225, 0.207],
-        [1.017, 0.047, 0.043],
-        [1.327, 0.053, 0.048],
-        [1.677, 0.211, 0.184],
-        [2.859, 0.379, 0.396],
-        [1.23, 0.195, 0.204],
-        [1.066, 0.287, 0.17],
-        [2.776, 0.364, 0.389],
-        [2.593, 0.394, 0.399],
-        [4.376, 0.576, 0.558],
-        [0.127, 0.017, 0.016],
-        [10.186, 0.233, 0.205],
-        [11.706, 0.265, 0.227],
-        [20.007, 0.77, 0.518],
-        [7.166, 0.322, 0.324],
-        [0.365, 0.326, 0.085],
-        [1.672, 0.089, 0.09],
-        [0.612, 0.389, 0.055],
-        [10.28, 0.229, 0.196],
-        [9.226, 1.984, 1.796],
-        [0.085, 0.026, 0.026],
-        [2.614, 0.206, 0.178],
-        [6.363, 0.23, 0.238],
-        [5.08, 1.085, 0.72],
-        [9.784, 1.334, 0.784],
-        [9.927, 0.935, 0.687],
-        [0.373, 0.386, 0.274],
-        [0.163, 0.098, 0.096],
-        [0.136, 0.078, 0.077],
-        [0.141, 0.046, 0.046],
-        [0.322, 0.185, 0.18],
-        [0.106, 0.021, 0.019],
-        [0.105, 0.023, 0.02],
-        [0.107, 0.032, 0.032]
+        [0.113,0.002,0.001],
+        [0.089,0.022,0.021],
+        [0.112,0.026,0.024],
+        [0.313,0.028,0.026],
+        [0.971,0.101,0.093],
+        [0.939,0.179,0.177],
+        [0.082,0.020,0.020],
+        [0.108,0.028,0.027],
+        [0.607,0.135,0.115],
+        [1.037,0.143,0.144],
+        [0.392,0.056,0.048],
+        [0.880,0.055,0.050],
+        [1.185,0.195,0.179],
+        [2.083,0.243,0.209],
+        [0.832,0.211,0.189],
+        [0.569,0.119,0.105],
+        [2.075,0.306,0.223],
+        [2.079,0.242,0.284],
+        [3.927,0.364,0.351],
+        [0.119,0.019,0.021],
+        [9.635,0.213,0.202],
+        [10.934,0.252,0.174],
+        [19.563,0.605,0.321],
+        [3.659,2.772,0.332],
+        [0.190,0.083,0.083],
+        [0.892,0.078,0.069],
+        [0.193,0.325,0.056],
+        [9.914,0.217,0.187],
+        [8.596,1.523,1.558],
+        [0.104,0.032,0.027],
+        [2.117,0.142,0.132],
+        [5.671,0.205,0.166],
+        [4.357,0.509,0.457],
+        [9.688,0.545,0.522],
+        [9.498,0.724,0.522],
+        [0.422,0.169,0.337],
+        [0.196,0.103,0.101],
+        [0.142,0.076,0.077],
+        [0.152,0.050,0.051],
+        [0.336,0.208,0.193],
+        [0.115,0.024,0.027],
+        [0.117,0.029,0.028],
+        [0.111,0.032,0.031]
 ]
 }
 
diff --git a/duckdb-parquet/results/c6a.4xlarge.json b/duckdb-parquet/results/c6a.4xlarge.json
index f506364a7..a36d646ba 100644
--- a/duckdb-parquet/results/c6a.4xlarge.json
+++ b/duckdb-parquet/results/c6a.4xlarge.json
@@ -1,6 +1,6 @@
 {
     "system": "DuckDB (Parquet, single)",
-    "date": "2025-08-31",
+    "date": "2025-09-16",
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary": "no",
@@ -9,49 +9,49 @@
     "load_time": 0,
     "data_size": 14779976446,
     "result": [
-        [0.07, 0.014, 0.013],
-        [0.112, 0.032, 0.03],
-        [0.162, 0.057, 0.056],
-        [0.662, 0.057, 0.057],
-        [1.609, 0.35, 0.353],
-        [1.455, 0.485, 0.481],
-        [0.117, 0.053, 0.051],
-        [0.116, 0.032, 0.033],
-        [1.015, 0.457, 0.468],
-        [1.667, 0.567, 0.581],
-        [0.559, 0.115, 0.114],
-        [0.92, 0.137, 0.138],
-        [1.286, 0.478, 0.483],
-        [2.438, 0.766, 0.766],
-        [0.962, 0.53, 0.526],
-        [0.588, 0.412, 0.418],
-        [2.417, 0.979, 0.99],
-        [2.211, 0.781, 0.783],
-        [4.481, 1.688, 1.696],
-        [0.181, 0.034, 0.033],
-        [9.992, 0.88, 0.893],
-        [11.149, 0.827, 0.811],
-        [19.695, 1.706, 1.712],
-        [2.726, 0.487, 0.436],
-        [0.24, 0.14, 0.132],
-        [0.941, 0.263, 0.267],
-        [0.229, 0.119, 0.115],
-        [9.868, 0.762, 0.742],
-        [9.523, 9.235, 9.217],
-        [0.148, 0.054, 0.054],
-        [2.303, 0.538, 0.537],
-        [5.888, 0.613, 0.617],
-        [5.326, 1.904, 1.963],
-        [10.002, 2.194, 2.167],
-        [10.015, 2.209, 2.241],
-        [0.669, 0.53, 0.537],
-        [0.237, 0.123, 0.122],
-        [0.19, 0.102, 0.117],
-        [0.181, 0.07, 0.066],
-        [0.442, 0.231, 0.234],
-        [0.152, 0.038, 0.035],
-        [0.12, 0.039, 0.035],
-        [0.132, 0.048, 0.049]
+        [0.080,0.017,0.014],
+        [0.119,0.035,0.035],
+        [0.176,0.063,0.063],
+        [0.436,0.058,0.058],
+        [1.092,0.286,0.289],
+        [0.946,0.497,0.491],
+        [0.119,0.051,0.047],
+        [0.118,0.037,0.034],
+        [0.797,0.408,0.403],
+        [1.109,0.508,0.516],
+        [0.511,0.119,0.118],
+        [0.943,0.140,0.136],
+        [1.281,0.483,0.496],
+        [2.459,0.813,0.813],
+        [0.964,0.545,0.540],
+        [0.744,0.347,0.349],
+        [2.440,0.939,0.942],
+        [2.207,0.729,0.756],
+        [4.571,1.738,1.772],
+        [0.215,0.037,0.037],
+        [9.918,0.896,0.906],
+        [11.142,0.811,0.819],
+        [20.084,1.688,1.676],
+        [2.671,0.420,0.428],
+        [0.257,0.138,0.138],
+        [0.964,0.257,0.259],
+        [0.228,0.117,0.117],
+        [9.877,0.751,0.757],
+        [9.282,8.933,8.840],
+        [0.169,0.059,0.059],
+        [2.293,0.520,0.522],
+        [5.891,0.619,0.615],
+        [5.307,1.820,1.871],
+        [10.055,2.215,2.205],
+        [10.076,2.240,2.258],
+        [0.646,0.460,0.470],
+        [0.246,0.128,0.128],
+        [0.190,0.104,0.103],
+        [0.191,0.072,0.071],
+        [0.453,0.241,0.239],
+        [0.155,0.040,0.040],
+        [0.136,0.041,0.039],
+        [0.145,0.049,0.055]
 ]
 }
 
diff --git a/duckdb-parquet/results/c6a.metal.json b/duckdb-parquet/results/c6a.metal.json
index 4c4be99b2..d2d30a405 100644
--- a/duckdb-parquet/results/c6a.metal.json
+++ b/duckdb-parquet/results/c6a.metal.json
@@ -1,6 +1,6 @@
 {
     "system":    "DuckDB (Parquet, single)",
-    "date": "2025-08-28",
+    "date": "2025-09-16",
     "machine": "c6a.metal",
     "cluster_size": 1,
     "proprietary":    "no",
@@ -9,48 +9,48 @@
     "load_time": 0,
     "data_size": 14779976446,
     "result": [
-        [0.067, 0.015, 0.013],
-        [0.112, 0.025, 0.022],
-        [0.138, 0.03, 0.031],
-        [0.279, 0.035, 0.033],
-        [0.968, 0.201, 0.18],
-        [0.757, 0.234, 0.221],
-        [0.107, 0.028, 0.024],
-        [0.119, 0.026, 0.024],
-        [0.659, 0.257, 0.215],
-        [0.953, 0.272, 0.242],
-        [0.357, 0.076, 0.069],
-        [0.78, 0.087, 0.075],
-        [1.137, 0.214, 0.192],
-        [2.158, 0.388, 0.376],
-        [0.843, 0.226, 0.188],
-        [0.415, 0.304, 0.232],
-        [2.153, 0.396, 0.596],
-        [2.154, 0.523, 0.468],
-        [3.948, 0.667, 0.654],
-        [0.181, 0.03, 0.028],
-        [9.581, 0.288, 0.282],
-        [10.958, 0.255, 0.233],
-        [19.827, 0.687, 0.376],
-        [10.845, 0.437, 0.457],
-        [2.081, 0.106, 0.102],
-        [0.948, 0.096, 0.102],
-        [2.421, 0.083, 0.08],
-        [9.775, 0.253, 0.244],
-        [8.379, 1.848, 1.883],
-        [0.149, 0.037, 0.034],
-        [2.072, 0.222, 0.201],
-        [5.465, 0.292, 0.258],
-        [4.261, 0.779, 0.617],
-        [9.955, 0.981, 0.791],
-        [10.033, 1.277, 0.837],
-        [0.387, 0.359, 0.261],
-        [0.246, 0.124, 0.12],
-        [0.197, 0.106, 0.1],
-        [0.197, 0.068, 0.068],
-        [0.393, 0.217, 0.219],
-        [0.157, 0.037, 0.039],
-        [0.137, 0.035, 0.034],
-        [0.129, 0.053, 0.045]
+        [0.073,0.013,0.013],
+        [0.151,0.032,0.027],
+        [0.136,0.033,0.040],
+        [0.287,0.041,0.037],
+        [0.884,0.154,0.185],
+        [0.781,0.230,0.217],
+        [0.115,0.050,0.033],
+        [0.119,0.040,0.028],
+        [0.572,0.143,0.135],
+        [0.945,0.161,0.165],
+        [0.361,0.066,0.058],
+        [0.808,0.105,0.065],
+        [1.061,0.216,0.208],
+        [1.999,0.341,0.394],
+        [0.817,0.251,0.215],
+        [0.446,0.118,0.117],
+        [2.002,0.242,0.245],
+        [1.991,0.243,0.263],
+        [3.766,0.401,0.393],
+        [0.168,0.033,0.032],
+        [9.652,0.213,0.215],
+        [10.966,0.283,0.192],
+        [19.854,0.440,0.305],
+        [10.978,0.785,0.395],
+        [2.094,0.107,0.105],
+        [0.950,0.104,0.112],
+        [2.424,0.105,0.084],
+        [9.711,0.205,0.187],
+        [8.417,1.579,1.511],
+        [0.156,0.037,0.038],
+        [2.036,0.239,0.170],
+        [5.457,0.222,0.176],
+        [4.230,0.543,0.493],
+        [9.613,0.527,0.513],
+        [9.597,0.523,0.480],
+        [0.633,0.148,0.129],
+        [0.243,0.126,0.124],
+        [0.197,0.101,0.099],
+        [0.216,0.068,0.074],
+        [0.429,0.235,0.230],
+        [0.196,0.039,0.036],
+        [0.166,0.039,0.037],
+        [0.178,0.049,0.045]
 ]
 }
diff --git a/duckdb/benchmark.sh b/duckdb/benchmark.sh
index 52e1a586d..7042b968f 100755
--- a/duckdb/benchmark.sh
+++ b/duckdb/benchmark.sh
@@ -6,12 +6,10 @@ curl https://install.duckdb.org | sh
 export PATH=$HOME'/.duckdb/cli/latest':$PATH
 
 # Load the data
-sudo apt-get install -y pigz
-wget --continue --progress=dot:giga 'https://datasets.clickhouse.com/hits_compatible/hits.tsv.gz'
-pigz -d -f hits.tsv.gz
+wget --continue --progress=dot:giga 'https://datasets.clickhouse.com/hits_compatible/hits.parquet'
 
 echo -n "Load time: "
-command time -f '%e' duckdb hits.db -f create.sql -c "COPY hits FROM 'hits.tsv' (QUOTE '')"
+command time -f '%e' duckdb hits.db -storage_version latest -f create.sql -f load.sql
 
 # Run the queries
 
diff --git a/duckdb/load.sql b/duckdb/load.sql
new file mode 100644
index 000000000..24891835f
--- /dev/null
+++ b/duckdb/load.sql
@@ -0,0 +1,7 @@
+INSERT INTO hits
+SELECT * REPLACE (
+    make_date(EventDate) AS EventDate,
+    epoch_ms(EventTime * 1000) AS EventTime,
+    epoch_ms(ClientEventTime * 1000) AS ClientEventTime,
+    epoch_ms(LocalEventTime * 1000) AS LocalEventTime)
+FROM read_parquet('hits.parquet', binary_as_string=True);
diff --git a/duckdb/results/c6a.4xlarge.json b/duckdb/results/c6a.4xlarge.json
index ebb27a1ba..738ef07df 100644
--- a/duckdb/results/c6a.4xlarge.json
+++ b/duckdb/results/c6a.4xlarge.json
@@ -1,57 +1,57 @@
 {
     "system": "DuckDB",
-    "date": "2025-08-31",
+    "date": "2025-09-16",
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary": "no",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded"],
-    "load_time": 380,
-    "data_size": 23597953024,
+    "load_time": 110.78,
+    "data_size": 20549742592,
     "result": [
-        [0.027, 0.001, 0],
-        [0.119, 0.004, 0.003],
-        [0.961, 0.018, 0.019],
-        [1.059, 0.031, 0.03],
-        [1.16, 0.321, 0.325],
-        [1.704, 0.4, 0.403],
-        [0.093, 0.01, 0.005],
-        [0.117, 0.005, 0.004],
-        [1.781, 0.41, 0.41],
-        [2.712, 0.57, 0.569],
-        [1.564, 0.134, 0.134],
-        [2.049, 0.144, 0.142],
-        [2.014, 0.366, 0.36],
-        [3.27, 0.624, 0.612],
-        [2.04, 0.379, 0.383],
-        [0.606, 0.386, 0.39],
-        [3.232, 0.849, 0.843],
-        [3.008, 0.613, 0.623],
-        [5.937, 1.444, 1.446],
-        [0.127, 0.004, 0.003],
-        [18.539, 0.596, 0.598],
-        [20.528, 0.581, 0.586],
-        [34.375, 0.908, 0.934],
-        [2.075, 0.536, 0.114],
-        [0.165, 0.025, 0.024],
-        [0.143, 0.035, 0.035],
-        [0.446, 0.024, 0.023],
-        [19.005, 0.421, 0.46],
-        [13.45, 8.924, 8.912],
-        [0.153, 0.025, 0.024],
-        [5.058, 0.341, 0.348],
-        [7.847, 0.397, 0.419],
-        [6.239, 1.757, 1.776],
-        [18.42, 1.821, 1.842],
-        [18.422, 1.903, 1.936],
-        [0.642, 0.461, 0.465],
-        [0.122, 0.029, 0.027],
-        [0.092, 0.016, 0.015],
-        [0.094, 0.016, 0.015],
-        [0.178, 0.06, 0.15],
-        [0.097, 0.005, 0.004],
-        [0.077, 0.006, 0.005],
-        [0.076, 0.011, 0.01]
+        [0.026,0.000,0.000],
+        [0.170,0.003,0.003],
+        [1.021,0.018,0.019],
+        [1.130,0.032,0.031],
+        [1.150,0.243,0.246],
+        [1.213,0.282,0.275],
+        [0.107,0.005,0.004],
+        [0.152,0.004,0.004],
+        [1.851,0.335,0.339],
+        [2.747,0.495,0.500],
+        [1.329,0.066,0.065],
+        [2.160,0.075,0.073],
+        [1.532,0.306,0.310],
+        [2.671,0.622,0.612],
+        [1.749,0.351,0.351],
+        [0.530,0.300,0.307],
+        [2.620,0.737,0.748],
+        [2.386,0.503,0.503],
+        [5.381,1.386,1.401],
+        [0.143,0.004,0.003],
+        [11.305,0.477,0.474],
+        [12.437,0.493,0.482],
+        [14.806,2.351,1.428],
+        [1.005,0.093,0.094],
+        [0.155,0.020,0.020],
+        [1.642,0.066,0.066],
+        [0.253,0.017,0.016],
+        [11.837,0.387,0.389],
+        [8.817,6.559,6.562],
+        [0.192,0.024,0.023],
+        [4.869,0.260,0.256],
+        [7.168,0.330,0.330],
+        [6.132,1.655,1.694],
+        [11.221,1.629,1.643],
+        [11.255,1.796,1.831],
+        [0.607,0.393,0.393],
+        [0.110,0.029,0.026],
+        [0.077,0.007,0.007],
+        [0.097,0.011,0.012],
+        [0.175,0.064,0.058],
+        [0.097,0.006,0.004],
+        [0.079,0.006,0.006],
+        [0.081,0.012,0.010]
 ]
 }
 
diff --git a/duckdb/results/c6a.metal.json b/duckdb/results/c6a.metal.json
index dc77badf3..8d864cd07 100644
--- a/duckdb/results/c6a.metal.json
+++ b/duckdb/results/c6a.metal.json
@@ -1,56 +1,56 @@
 {
     "system":  "DuckDB",
-    "date": "2025-08-30",
+    "date": "2025-09-16",
     "machine": "c6a.metal",
     "cluster_size": 1,
     "proprietary":  "no",
     "tuned":  "no",
     "tags":  ["C++","column-oriented","embedded"],
-    "load_time": 157,
-    "data_size": 23675023360,
+    "load_time": 102.80,
+    "data_size": 20557869056,
     "result": [
-        [0.03, 0, 0],
-        [0.134, 0.005, 0.005],
-        [2.069, 0.017, 0.009],
-        [1.641, 0.018, 0.01],
-        [1.752, 0.17, 0.163],
-        [2.69, 0.184, 0.172],
-        [0.112, 0.013, 0.007],
-        [0.501, 0.008, 0.006],
-        [2.803, 0.43, 0.252],
-        [4.271, 0.248, 0.219],
-        [2.688, 0.071, 0.061],
-        [3.27, 0.072, 0.057],
-        [3.072, 0.161, 0.132],
-        [4.757, 0.295, 0.263],
-        [3.131, 0.156, 0.13],
-        [1.138, 0.366, 0.159],
-        [4.658, 0.352, 0.347],
-        [4.685, 0.435, 0.444],
-        [8.063, 0.506, 0.477],
-        [0.326, 0.005, 0.005],
-        [23.439, 0.386, 0.108],
-        [25.916, 0.219, 0.108],
-        [41.207, 0.209, 0.184],
-        [4.529, 0.055, 0.056],
-        [0.887, 0.027, 0.015],
-        [1.672, 0.131, 0.043],
-        [1.317, 0.02, 0.123],
-        [23.813, 0.173, 0.097],
-        [18.09, 1.215, 1.185],
-        [0.366, 0.023, 0.024],
-        [7.472, 0.132, 0.113],
-        [10.647, 0.267, 0.146],
-        [7.644, 0.784, 0.649],
-        [23.038, 1.113, 0.691],
-        [22.949, 0.68, 0.599],
-        [0.738, 0.381, 0.292],
-        [0.111, 0.024, 0.024],
-        [0.08, 0.012, 0.016],
-        [0.089, 0.016, 0.013],
-        [0.158, 0.06, 0.048],
-        [0.074, 0.005, 0.005],
-        [0.065, 0.007, 0.006],
-        [0.066, 0.008, 0.01]
+        [0.031,0.000,0.001],
+        [0.122,0.003,0.006],
+        [2.167,0.007,0.004],
+        [1.696,0.007,0.006],
+        [1.755,0.083,0.082],
+        [2.180,0.105,0.097],
+        [0.081,0.003,0.002],
+        [0.586,0.005,0.005],
+        [2.865,0.107,0.104],
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 ]
 }