diff --git a/datafusion-vortex-partitioned/README.md b/datafusion-vortex-partitioned/README.md
new file mode 100644
index 0000000000..4842587a95
--- /dev/null
+++ b/datafusion-vortex-partitioned/README.md
@@ -0,0 +1,43 @@
+# DataFusion + Vortex
+
+Partitioned Vortex dataset, converted one-for-one from the 100 ClickBench Parquet files and queried with [`vortex-datafusion-cli`].
+
+[`vortex-datafusion-cli`]: https://github.com/vortex-data/vortex-datafusion-cli
+
+## Cookbook: Generate benchmark results
+
+Follow the same EC2 setup used by [datafusion-partitioned](../datafusion-partitioned/README.md), then run:
+
+```bash
+cd ClickBench/datafusion-vortex-partitioned
+bash benchmark.sh
+```
+
+The shared benchmark harness builds `vortex-datafusion-cli`, downloads the partitioned Parquet files, converts each `partitioned/hits_N.parquet` file into exactly one `vortex/hits_N.vortex` file, and runs the query set.
+
+The `install` script checks out `vortex-datafusion-cli` tag `0.70.0-53.1.0`. CLI tags use `<vortex-version>-<df-version>`, where the first component is the `vortex-datafusion` crate version and the second is the DataFusion/DataFusion CLI version.
+
+You can update/preview the results by running:
+
+```bash
+./make-json.sh <machine-name> # Example. ./make-json.sh c6a.xlarge
+```
+
+## Parquet To Vortex Conversion
+
+Each input file is converted independently through `vortex-datafusion-cli`:
+
+```sql
+CREATE EXTERNAL TABLE hits_parquet
+STORED AS PARQUET
+LOCATION 'partitioned/hits_0.parquet'
+OPTIONS ('binary_as_string' 'true');
+
+COPY (
+    SELECT * EXCEPT ("EventDate"),
+           CAST(CAST("EventDate" AS INTEGER) AS DATE) AS "EventDate"
+    FROM hits_parquet
+) TO 'vortex/hits_0.vortex' STORED AS VORTEX;
+```
+
+`binary_as_string=true` handles the incorrect Parquet logical annotation before Vortex is written. The produced Vortex files store those fields as strings, so benchmark reads use only the Vortex table registration.
diff --git a/datafusion-vortex-partitioned/benchmark.sh b/datafusion-vortex-partitioned/benchmark.sh
index c78ca0e002..b7ae16ae72 100755
--- a/datafusion-vortex-partitioned/benchmark.sh
+++ b/datafusion-vortex-partitioned/benchmark.sh
@@ -1,6 +1,5 @@
 #!/bin/bash
-# query_bench (the vortex driver) handles its own dataset download/conversion.
-export BENCH_DOWNLOAD_SCRIPT=""
+export BENCH_DOWNLOAD_SCRIPT="download-hits-parquet-partitioned"
 export BENCH_RESTARTABLE=no
 # Single-process engine: each query forks a fresh full-machine process with no
 # shared scheduler across connections, so the concurrent-QPS test only
diff --git a/datafusion-vortex-partitioned/check b/datafusion-vortex-partitioned/check
index 1a9d479a70..98d385b378 100755
--- a/datafusion-vortex-partitioned/check
+++ b/datafusion-vortex-partitioned/check
@@ -1,6 +1,5 @@
 #!/bin/bash
 set -e
 
-# Stateless system — confirm datafusion-cli (the playground's query
-# driver) is on PATH.
-command -v datafusion-cli >/dev/null
+DF=vortex-datafusion-cli/target/release/vortex-datafusion-cli
+"$DF" -q -c "SELECT 1" >/dev/null
diff --git a/datafusion-vortex-partitioned/create.sql b/datafusion-vortex-partitioned/create.sql
index 858646b651..e54d401ac9 100644
--- a/datafusion-vortex-partitioned/create.sql
+++ b/datafusion-vortex-partitioned/create.sql
@@ -1,9 +1,3 @@
-CREATE EXTERNAL TABLE hits_raw
-STORED AS PARQUET
-LOCATION 'partitioned'
-OPTIONS ('binary_as_string' 'true');
-
-CREATE VIEW hits AS
-SELECT * EXCEPT ("EventDate"),
-       CAST(CAST("EventDate" AS INTEGER) AS DATE) AS "EventDate"
-FROM hits_raw;
+CREATE EXTERNAL TABLE hits
+STORED AS VORTEX
+LOCATION 'vortex';
diff --git a/datafusion-vortex-partitioned/data-size b/datafusion-vortex-partitioned/data-size
index ec6675b0ed..a8311fb4bf 100755
--- a/datafusion-vortex-partitioned/data-size
+++ b/datafusion-vortex-partitioned/data-size
@@ -1,5 +1,4 @@
 #!/bin/bash
 set -e
 
-# Sum the byte counts of all generated .vortex files.
-find . -name '*.vortex' -printf '%s\n' | awk '{s+=$1} END {print s+0}'
+find vortex -name '*.vortex' -printf '%s\n' | awk '{s+=$1} END {print s+0}'
diff --git a/datafusion-vortex-partitioned/install b/datafusion-vortex-partitioned/install
index 6a24ecfe63..5d88f819f4 100755
--- a/datafusion-vortex-partitioned/install
+++ b/datafusion-vortex-partitioned/install
@@ -1,41 +1,36 @@
 #!/bin/bash
 set -e
 
-VORTEX_VERSION=0.44.0
+if [ ! -x vortex-datafusion-cli/target/release/vortex-datafusion-cli ]; then
+    # <vortex-version>-<datafusion-version>
+    CLI_TAG=0.70.0-53.1.0
 
-if ! command -v cargo >/dev/null 2>&1; then
-    curl --proto '=https' --tlsv1.2 -sSf https://sh.rustup.rs > rust-init.sh
-    bash rust-init.sh -y
-fi
-export HOME=${HOME:=~}
-# shellcheck disable=SC1091
-source ~/.cargo/env
+    if ! command -v cargo >/dev/null 2>&1; then
+        curl --proto '=https' --tlsv1.2 -sSf https://sh.rustup.rs > rust-init.sh
+        bash rust-init.sh -y
+    fi
+    export HOME=${HOME:=~}
+    # shellcheck disable=SC1091
+    source "$HOME/.cargo/env"
 
-sudo apt-get update -y
-# vortex-duckdb's build.rs runs bindgen, which needs libclang plus the
-# clang freestanding headers (stdbool.h etc.); without libclang-dev the
-# build fails with `'stdbool.h' file not found`.
-sudo apt-get install -y gcc jq build-essential git clang libclang-dev
+    if [ "$(free -g | awk '/^Mem:/{print $2}')" -lt 12 ]; then
+        if [ "$(swapon --noheadings --show | wc -l)" -eq 0 ]; then
+            sudo fallocate -l 8G /swapfile
+            sudo chmod 600 /swapfile
+            sudo mkswap /swapfile
+            sudo swapon /swapfile
+        fi
+    fi
 
-if [ ! -d vortex ]; then
-    git clone https://github.com/spiraldb/vortex.git
-fi
-(
-    cd vortex
-    git fetch --tags
-    git checkout "$VORTEX_VERSION"
-    # See datafusion-vortex/install — submodule update isn't idempotent
-    # without sync + --force when a previous run left a partial clone.
-    git submodule sync --recursive
-    git submodule update --init --recursive --force
-    cargo build --release --bin query_bench --package bench-vortex
-)
+    sudo apt-get update -y
+    sudo apt-get install -y build-essential clang cmake git libclang-dev pkg-config
 
-# Build datafusion-cli so ./query can return actual rows instead of
-# the bench driver's JSON timing blob. See datafusion-vortex/install.
-if ! command -v datafusion-cli >/dev/null 2>&1; then
-    cargo install --locked --version 49.0.2 datafusion-cli
-    # Cargo installs into $HOME/.cargo/bin; the playground agent
-    # runs scripts with a stripped PATH, so symlink into /usr/local/bin.
-    sudo ln -sf "$HOME/.cargo/bin/datafusion-cli" /usr/local/bin/datafusion-cli
+    if [ ! -d vortex-datafusion-cli ]; then
+        git clone https://github.com/vortex-data/vortex-datafusion-cli.git
+    fi
+    cd vortex-datafusion-cli
+    git fetch --tags
+    git checkout "$CLI_TAG"
+    CARGO_PROFILE_RELEASE_LTO=true RUSTFLAGS="-C codegen-units=1" \
+        cargo build --release --bin vortex-datafusion-cli
 fi
diff --git a/datafusion-vortex-partitioned/load b/datafusion-vortex-partitioned/load
index 68db5b446c..c485043cb0 100755
--- a/datafusion-vortex-partitioned/load
+++ b/datafusion-vortex-partitioned/load
@@ -1,9 +1,23 @@
 #!/bin/bash
 set -e
 
-# ./query uses datafusion-cli against the partitioned parquet files
-# under partitioned/. See datafusion-vortex/load for the rationale.
+DF=vortex-datafusion-cli/target/release/vortex-datafusion-cli
+
 mkdir -p partitioned
-../lib/download-hits-parquet-partitioned partitioned
+mv hits_*.parquet partitioned/ 2>/dev/null || true
+
+rm -rf vortex
+mkdir -p vortex
+
+seq 0 99 | xargs -P"$(nproc)" -I{} "$DF" -q \
+    -c "SET datafusion.execution.target_partitions = 1;" \
+    -c "CREATE EXTERNAL TABLE hits_parquet STORED AS PARQUET LOCATION 'partitioned/hits_{}.parquet' OPTIONS ('binary_as_string' 'true');" \
+    -c "COPY (SELECT * EXCEPT (\"EventDate\"), CAST(CAST(\"EventDate\" AS INTEGER) AS DATE) AS \"EventDate\" FROM hits_parquet) TO 'vortex/hits_{}.vortex' STORED AS VORTEX;"
+
+files=$(find vortex -maxdepth 1 -name 'hits_*.vortex' | wc -l)
+if [ "$files" -ne 100 ]; then
+    echo "Expected 100 Vortex files, found $files" >&2
+    exit 1
+fi
 
 sync
diff --git a/datafusion-vortex-partitioned/make-json.sh b/datafusion-vortex-partitioned/make-json.sh
new file mode 100755
index 0000000000..9ebfc16429
--- /dev/null
+++ b/datafusion-vortex-partitioned/make-json.sh
@@ -0,0 +1,41 @@
+#!/bin/bash
+
+# This script converts the raw `result.csv` data from `benchmark.sh` into the
+# final json format used by the benchmark dashboard.
+#
+# usage : ./make-json.sh <machine>
+#
+# example (save results/<YYYYMMDD>/c6a.4xlarge.json)
+#         ./make-json.sh c6a.4xlarge
+
+MACHINE=$1
+DATE=$(date -u +%Y-%m-%d)
+YYYYMMDD=${DATE//-/}
+mkdir -p "results/${YYYYMMDD}"
+OUTPUT_FILE="results/${YYYYMMDD}/${MACHINE}.json"
+SYSTEM_NAME="DataFusion (Vortex, partitioned)"
+LOAD_TIME=${LOAD_TIME:-null}
+DATA_SIZE=${DATA_SIZE:-$(./data-size 2>/dev/null || echo null)}
+DATA_SIZE=${DATA_SIZE:-null}
+
+# Read the CSV and build the result array using sed
+RESULT_ARRAY=$(awk -F, '{arr[$1]=arr[$1]","$3} END {for (i=1;i<=length(arr);i++) {gsub(/^,/, "", arr[i]); printf "        ["arr[i]"]"; if (i<length(arr)) printf ",\n"}}' result.csv)
+
+# form the final JSON structure from the template
+cat <<EOF > $OUTPUT_FILE
+{
+    "system": "$SYSTEM_NAME",
+    "date": "$DATE",
+    "machine": "$MACHINE",
+    "cluster_size": 1,
+    "proprietary": "no",
+    "tuned": "no",
+    "hardware": "cpu",
+    "tags": ["Rust","column-oriented","embedded","stateless"],
+    "load_time": $LOAD_TIME,
+    "data_size": $DATA_SIZE,
+    "result": [
+        $RESULT_ARRAY
+    ]
+}
+EOF
diff --git a/datafusion-vortex-partitioned/queries.sql b/datafusion-vortex-partitioned/queries.sql
index bca0820629..5be85b3f87 100644
--- a/datafusion-vortex-partitioned/queries.sql
+++ b/datafusion-vortex-partitioned/queries.sql
@@ -16,7 +16,7 @@ SELECT "SearchEngineID", "SearchPhrase", COUNT(*) AS c FROM hits WHERE "SearchPh
 SELECT "UserID", COUNT(*) FROM hits GROUP BY "UserID" ORDER BY COUNT(*) DESC LIMIT 10;
 SELECT "UserID", "SearchPhrase", COUNT(*) FROM hits GROUP BY "UserID", "SearchPhrase" ORDER BY COUNT(*) DESC LIMIT 10;
 SELECT "UserID", "SearchPhrase", COUNT(*) FROM hits GROUP BY "UserID", "SearchPhrase" LIMIT 10;
-SELECT "UserID", extract(minute FROM "EventTime") AS m, "SearchPhrase", COUNT(*) FROM hits GROUP BY "UserID", m, "SearchPhrase" ORDER BY COUNT(*) DESC LIMIT 10;
+SELECT "UserID", extract(minute FROM to_timestamp_seconds("EventTime")) AS m, "SearchPhrase", COUNT(*) FROM hits GROUP BY "UserID", m, "SearchPhrase" ORDER BY COUNT(*) DESC LIMIT 10;
 SELECT "UserID" FROM hits WHERE "UserID" = 435090932899640449;
 SELECT COUNT(*) FROM hits WHERE "URL" LIKE '%google%';
 SELECT "SearchPhrase", MIN("URL"), COUNT(*) AS c FROM hits WHERE "URL" LIKE '%google%' AND "SearchPhrase" <> '' GROUP BY "SearchPhrase" ORDER BY c DESC LIMIT 10;
@@ -40,4 +40,4 @@ SELECT "URL", COUNT(*) AS PageViews FROM hits WHERE "CounterID" = 62 AND "EventD
 SELECT "TraficSourceID", "SearchEngineID", "AdvEngineID", CASE WHEN ("SearchEngineID" = 0 AND "AdvEngineID" = 0) THEN "Referer" ELSE '' END AS Src, "URL" AS Dst, COUNT(*) AS PageViews FROM hits WHERE "CounterID" = 62 AND "EventDate" >= '2013-07-01' AND "EventDate" <= '2013-07-31' AND "IsRefresh" = 0 GROUP BY "TraficSourceID", "SearchEngineID", "AdvEngineID", Src, Dst ORDER BY PageViews DESC LIMIT 10 OFFSET 1000;
 SELECT "URLHash", "EventDate", COUNT(*) AS PageViews FROM hits WHERE "CounterID" = 62 AND "EventDate" >= '2013-07-01' AND "EventDate" <= '2013-07-31' AND "IsRefresh" = 0 AND "TraficSourceID" IN (-1, 6) AND "RefererHash" = 3594120000172545465 GROUP BY "URLHash", "EventDate" ORDER BY PageViews DESC LIMIT 10 OFFSET 100;
 SELECT "WindowClientWidth", "WindowClientHeight", COUNT(*) AS PageViews FROM hits WHERE "CounterID" = 62 AND "EventDate" >= '2013-07-01' AND "EventDate" <= '2013-07-31' AND "IsRefresh" = 0 AND "DontCountHits" = 0 AND "URLHash" = 2868770270353813622 GROUP BY "WindowClientWidth", "WindowClientHeight" ORDER BY PageViews DESC LIMIT 10 OFFSET 10000;
-SELECT DATE_TRUNC('minute', "EventTime") AS M, COUNT(*) AS PageViews FROM hits WHERE "CounterID" = 62 AND "EventDate" >= '2013-07-14' AND "EventDate" <= '2013-07-15' AND "IsRefresh" = 0 AND "DontCountHits" = 0 GROUP BY DATE_TRUNC('minute', "EventTime") ORDER BY DATE_TRUNC('minute', M) LIMIT 10 OFFSET 1000;
+SELECT DATE_TRUNC('minute', to_timestamp_seconds("EventTime")) AS M, COUNT(*) AS PageViews FROM hits WHERE "CounterID" = 62 AND "EventDate" >= '2013-07-14' AND "EventDate" <= '2013-07-15' AND "IsRefresh" = 0 AND "DontCountHits" = 0 GROUP BY DATE_TRUNC('minute', to_timestamp_seconds("EventTime")) ORDER BY DATE_TRUNC('minute', M) LIMIT 10 OFFSET 1000;
diff --git a/datafusion-vortex-partitioned/query b/datafusion-vortex-partitioned/query
index 090d16b735..2e4df9d6a9 100755
--- a/datafusion-vortex-partitioned/query
+++ b/datafusion-vortex-partitioned/query
@@ -1,17 +1,16 @@
 #!/bin/bash
-# Reads a SQL query from stdin, runs it via datafusion-cli against the
-# partitioned parquet files. See ../datafusion-vortex/query for the
-# rationale; the vortex bench binary is benchmark-only.
-# Stdout: query result.
-# Stderr: query runtime in fractional seconds on the last line.
+# Reads a SQL query from stdin and runs it via vortex-datafusion-cli.
+# Stdout: query result. Stderr: query runtime in fractional seconds.
 set -e
 
+DF=vortex-datafusion-cli/target/release/vortex-datafusion-cli
+
 query=$(cat)
-tmp=$(mktemp /tmp/datafusion.XXXXXX.sql)
+tmp=$(mktemp /tmp/datafusion-vortex.XXXXXX.sql)
 trap 'rm -f "$tmp"' EXIT
 printf '%s\n' "$query" > "$tmp"
 
-out=$(datafusion-cli -f create.sql "$tmp" 2>&1) && status=0 || status=$?
+out=$("$DF" -f create.sql -f "$tmp" 2>&1) && status=0 || status=$?
 
 if [ "$status" -ne 0 ]; then
     printf '%s\n' "$out" >&2
@@ -19,5 +18,4 @@ if [ "$status" -ne 0 ]; then
 fi
 
 printf '%s\n' "$out" | grep -v 'Elapsed' || true
-
 printf '%s\n' "$out" | awk '/Elapsed/ { e = $2 } END { print e }' >&2
diff --git a/datafusion-vortex-partitioned/results/20260721/c6a.2xlarge.json b/datafusion-vortex-partitioned/results/20260721/c6a.2xlarge.json
new file mode 100644
index 0000000000..3608b129a5
--- /dev/null
+++ b/datafusion-vortex-partitioned/results/20260721/c6a.2xlarge.json
@@ -0,0 +1,60 @@
+{
+      "system": "DataFusion (Vortex, partitioned)",
+      "date": "2026-07-21",
+      "machine": "c6a.2xlarge",
+      "cluster_size": 1,
+      "proprietary": "no",
+      "hardware": "cpu",
+      "tuned": "no",
+      "tags": ["Rust","column-oriented","embedded","stateless"],
+      "load_time": 120,
+      "data_size": 15328662856,
+      "concurrent_qps": null,
+      "concurrent_error_ratio": null,
+      "result": [
+        [0.074, 0.002, 0.002],
+        [0.159, 0.029, 0.03],
+        [0.228, 0.078, 0.077],
+        [0.622, 0.078, 0.079],
+        [1.244, 0.892, 0.905],
+        [1.248, 0.844, 0.84],
+        [0.06, 0.002, 0.002],
+        [0.171, 0.034, 0.037],
+        [1.348, 1.118, 1.112],
+        [1.673, 1.353, 1.309],
+        [0.717, 0.173, 0.162],
+        [0.982, 0.203, 0.201],
+        [1.361, 0.729, 0.746],
+        [3.284, 1.306, 1.33],
+        [1.429, 0.701, 0.714],
+        [1.168, 1.026, 1.029],
+        [3.22, 1.905, 1.902],
+        [3.202, 1.904, 1.899],
+        [5.2, 3.771, 3.756],
+        [0.363, 0.048, 0.053],
+        [15.441, 0.931, 0.923],
+        [17.855, 1.008, 1.011],
+        [22.754, 1.201, 1.176],
+        [22.888, 1.622, 1.712],
+        [0.311, 0.088, 0.088],
+        [1.486, 0.157, 0.158],
+        [0.446, 0.086, 0.09],
+        [16.13, 1.112, 1.062],
+        [15.69, 15.277, 15.4],
+        [0.852, 0.707, 0.695],
+        [2.841, 0.648, 0.642],
+        [5.863, 0.689, 0.688],
+        [3.928, 3.188, 3.237],
+        [15.996, 3.841, 3.896],
+        [16.071, 3.78, 3.809],
+        [1.553, 1.377, 1.384],
+        [0.242, 0.078, 0.079],
+        [0.199, 0.036, 0.037],
+        [0.197, 0.027, 0.024],
+        [0.339, 0.141, 0.138],
+        [0.231, 0.018, 0.017],
+        [0.233, 0.018, 0.016],
+        [0.229, 0.015, 0.015]
+]
+  } 
+  
\ No newline at end of file
diff --git a/datafusion-vortex-partitioned/results/20260721/c6a.4xlarge.json b/datafusion-vortex-partitioned/results/20260721/c6a.4xlarge.json
new file mode 100644
index 0000000000..c187789855
--- /dev/null
+++ b/datafusion-vortex-partitioned/results/20260721/c6a.4xlarge.json
@@ -0,0 +1,60 @@
+{
+      "system": "DataFusion (Vortex, partitioned)",
+      "date": "2026-07-21",
+      "machine": "c6a.4xlarge",
+      "cluster_size": 1,
+      "proprietary": "no",
+      "hardware": "cpu",
+      "tuned": "no",
+      "tags": ["Rust","column-oriented","embedded","stateless"],
+      "load_time": 111,
+      "data_size": 15328662856,
+      "concurrent_qps": null,
+      "concurrent_error_ratio": null,
+      "result": [
+        [0.068, 0.002, 0.002],
+        [0.132, 0.026, 0.029],
+        [0.176, 0.06, 0.055],
+        [0.62, 0.094, 0.087],
+        [1.184, 0.624, 0.623],
+        [1.301, 0.597, 0.596],
+        [0.058, 0.002, 0.002],
+        [0.144, 0.031, 0.031],
+        [1.191, 0.79, 0.788],
+        [1.685, 0.888, 0.886],
+        [0.708, 0.142, 0.134],
+        [1.033, 0.154, 0.151],
+        [1.501, 0.583, 0.582],
+        [3.148, 1.076, 1.072],
+        [1.372, 0.603, 0.601],
+        [0.898, 0.724, 0.714],
+        [3.121, 1.525, 1.525],
+        [3.088, 1.509, 1.526],
+        [4.93, 2.91, 2.907],
+        [0.295, 0.055, 0.051],
+        [15.715, 0.549, 0.547],
+        [17.849, 0.804, 0.795],
+        [22.979, 0.903, 0.91],
+        [21.059, 0.796, 0.806],
+        [0.456, 0.096, 0.096],
+        [1.538, 0.15, 0.152],
+        [0.691, 0.093, 0.091],
+        [16.164, 0.868, 0.87],
+        [13.667, 8.139, 8.224],
+        [0.493, 0.377, 0.373],
+        [2.807, 0.499, 0.506],
+        [5.865, 0.6, 0.598],
+        [3.904, 2.775, 2.825],
+        [15.93, 3.05, 3.043],
+        [15.946, 3.07, 3.024],
+        [1.074, 0.94, 0.936],
+        [0.242, 0.082, 0.082],
+        [0.185, 0.035, 0.035],
+        [0.187, 0.024, 0.023],
+        [0.391, 0.149, 0.145],
+        [0.244, 0.018, 0.015],
+        [0.237, 0.016, 0.014],
+        [0.231, 0.015, 0.014]
+]
+  } 
+  
\ No newline at end of file
diff --git a/datafusion-vortex-partitioned/results/20260721/c6a.metal.json b/datafusion-vortex-partitioned/results/20260721/c6a.metal.json
new file mode 100644
index 0000000000..af800f3bdd
--- /dev/null
+++ b/datafusion-vortex-partitioned/results/20260721/c6a.metal.json
@@ -0,0 +1,60 @@
+{
+      "system": "DataFusion (Vortex, partitioned)",
+      "date": "2026-07-21",
+      "machine": "c6a.metal",
+      "cluster_size": 1,
+      "proprietary": "no",
+      "hardware": "cpu",
+      "tuned": "no",
+      "tags": ["Rust","column-oriented","embedded","stateless"],
+      "load_time": 110,
+      "data_size": 15328662856,
+      "concurrent_qps": null,
+      "concurrent_error_ratio": null,
+      "result": [
+        [0.086, 0.002, 0.002],
+        [0.193, 0.096, 0.086],
+        [0.201, 0.093, 0.121],
+        [0.54, 0.113, 0.112],
+        [0.636, 0.275, 0.241],
+        [0.886, 0.289, 0.295],
+        [0.07, 0.002, 0.002],
+        [0.204, 0.093, 0.091],
+        [0.958, 0.312, 0.317],
+        [1.459, 0.389, 0.421],
+        [0.677, 0.161, 0.149],
+        [0.752, 0.149, 0.147],
+        [0.912, 0.279, 0.262],
+        [2.479, 0.462, 0.458],
+        [1.054, 0.28, 0.277],
+        [0.606, 0.264, 0.267],
+        [2.358, 0.524, 0.493],
+        [2.353, 0.523, 0.51],
+        [3.624, 0.948, 0.92],
+        [0.315, 0.1, 0.091],
+        [0.136, 0.018, 0.016],
+        [0.133, 0.017, 0.018],
+        [22.477, 0.377, 0.38],
+        [52.396, 0.807, 0.788],
+        [1.571, 0.103, 0.087],
+        [0.931, 0.134, 0.167],
+        [1.547, 0.12, 0.107],
+        [0.129, 0.018, 0.019],
+        [0.137, 0.019, 6.337],
+        [0.286, 0.141, 0.14],
+        [2.391, 0.274, 0.263],
+        [5.351, 0.375, 0.355],
+        [3.79, 1.489, 1.429],
+        [0.129, 0.017, 0.02],
+        [0.135, 0.018, 0.019],
+        [0.647, 0.341, 0.351],
+        [0.281, 0.105, 0.112],
+        [0.239, 0.056, 0.055],
+        [0.233, 0.045, 0.047],
+        [0.426, 0.206, 0.189],
+        [0.224, 0.041, 0.041],
+        [0.224, 0.043, 0.042],
+        [0.21, 0.04, 0.04]
+]
+  } 
+  
\ No newline at end of file
diff --git a/datafusion-vortex-partitioned/results/20260721/c6a.xlarge.json b/datafusion-vortex-partitioned/results/20260721/c6a.xlarge.json
new file mode 100644
index 0000000000..7e87a3fcac
--- /dev/null
+++ b/datafusion-vortex-partitioned/results/20260721/c6a.xlarge.json
@@ -0,0 +1,60 @@
+{
+      "system": "DataFusion (Vortex, partitioned)",
+      "date": "2026-07-21",
+      "machine": "c6a.xlarge",
+      "cluster_size": 1,
+      "proprietary": "no",
+      "hardware": "cpu",
+      "tuned": "no",
+      "tags": ["Rust","column-oriented","embedded","stateless"],
+      "load_time": 210,
+      "data_size": 15328662856,
+      "concurrent_qps": null,
+      "concurrent_error_ratio": null,
+      "result": [
+        [0.089, 0.002, 0.002],
+        [0.24, 0.047, 0.048],
+        [0.377, 0.132, 0.135],
+        [1.173, 0.102, 0.105],
+        [1.628, 1.46, 1.459],
+        [1.466, 1.303, 1.315],
+        [0.068, 0.002, 0.002],
+        [0.247, 0.058, 0.066],
+        [2.125, 1.847, 1.827],
+        [2.592, 2.208, 2.229],
+        [0.786, 0.278, 0.28],
+        [0.849, 0.346, 0.346],
+        [1.511, 1.065, 1.073],
+        [3.279, 1.751, 1.559],
+        [1.623, 1.041, 1.043],
+        [1.795, 1.605, 1.641],
+        [3.664, 2.967, 2.975],
+        [3.649, 3.034, 2.95],
+        [33.258, 16.835, 12.797],
+        [0.536, 0.07, 0.068],
+        [15.078, 1.706, 1.694],
+        [17.841, 1.691, 1.673],
+        [22.541, 1.938, 1.919],
+        [18.066, 2.254, 2.238],
+        [0.356, 0.103, 0.112],
+        [1.183, 0.246, 0.253],
+        [0.354, 0.117, 0.118],
+        [15.922, 1.759, 1.762],
+        [28.956, 28.463, 28.425],
+        [1.495, 1.317, 1.331],
+        [2.867, 0.967, 0.973],
+        [5.887, 0.95, 0.957],
+        [16.777, 16.597, 7.056],
+        [29.362, 24.905, 19.86],
+        [19.115, 19.409, 22.832],
+        [2.446, 2.238, 2.252],
+        [0.273, 0.082, 0.078],
+        [0.218, 0.038, 0.038],
+        [0.256, 0.03, 0.03],
+        [0.414, 0.138, 0.134],
+        [0.245, 0.019, 0.017],
+        [0.231, 0.019, 0.02],
+        [0.224, 0.017, 0.016]
+]
+  } 
+  
\ No newline at end of file
diff --git a/datafusion-vortex-partitioned/results/20260721/c7a.metal-48xl.json b/datafusion-vortex-partitioned/results/20260721/c7a.metal-48xl.json
new file mode 100644
index 0000000000..ccba44a647
--- /dev/null
+++ b/datafusion-vortex-partitioned/results/20260721/c7a.metal-48xl.json
@@ -0,0 +1,60 @@
+{
+      "system": "DataFusion (Vortex, partitioned)",
+      "date": "2026-07-21",
+      "machine": "c7a.metal-48xl",
+      "cluster_size": 1,
+      "proprietary": "no",
+      "hardware": "cpu",
+      "tuned": "no",
+      "tags": ["Rust","column-oriented","embedded","stateless"],
+      "load_time": 118,
+      "data_size": 15328662856,
+      "concurrent_qps": null,
+      "concurrent_error_ratio": null,
+      "result": [
+        [0.083, 0.002, 0.002],
+        [0.181, 0.056, 0.061],
+        [0.28, 0.061, 0.062],
+        [0.532, 0.063, 0.068],
+        [0.75, 0.176, 0.186],
+        [0.923, 0.184, 0.182],
+        [0.073, 0.002, 0.003],
+        [0.193, 0.061, 0.067],
+        [0.942, 0.213, 0.22],
+        [1.426, 0.299, 0.301],
+        [0.661, 0.1, 0.108],
+        [0.753, 0.106, 0.108],
+        [0.916, 0.16, 0.163],
+        [2.405, 0.284, 0.289],
+        [1.052, 0.167, 0.174],
+        [0.616, 0.19, 0.188],
+        [2.343, 0.303, 0.298],
+        [2.334, 0.3, 0.322],
+        [3.664, 0.595, 0.609],
+        [0.333, 0.061, 0.061],
+        [0.131, 0.017, 0.018],
+        [0.137, 0.018, 0.016],
+        [0.132, 14.012, 0.555],
+        [53.432, 0.641, 0.633],
+        [1.529, 0.058, 0.053],
+        [1.016, 0.092, 0.1],
+        [1.581, 0.057, 0.057],
+        [0.127, 0.018, 0.017],
+        [0.122, 0.018, 6.674],
+        [0.229, 0.086, 0.09],
+        [2.387, 0.185, 0.189],
+        [5.339, 0.235, 0.246],
+        [3.848, 1.031, 1.025],
+        [0.128, 0.016, 0.016],
+        [0.125, 0.015, 0.017],
+        [0.595, 0.227, 0.221],
+        [0.303, 0.095, 0.099],
+        [0.248, 0.056, 0.046],
+        [0.239, 0.043, 0.041],
+        [0.447, 0.191, 0.232],
+        [0.248, 0.039, 0.042],
+        [0.231, 0.038, 0.035],
+        [0.217, 0.03, 0.037]
+]
+  } 
+  
\ No newline at end of file
diff --git a/datafusion-vortex-partitioned/results/20260721/c8g.4xlarge.json b/datafusion-vortex-partitioned/results/20260721/c8g.4xlarge.json
new file mode 100644
index 0000000000..293cbf73ab
--- /dev/null
+++ b/datafusion-vortex-partitioned/results/20260721/c8g.4xlarge.json
@@ -0,0 +1,60 @@
+{
+      "system": "DataFusion (Vortex, partitioned)",
+      "date": "2026-07-21",
+      "machine": "c8g.4xlarge",
+      "cluster_size": 1,
+      "proprietary": "no",
+      "hardware": "cpu",
+      "tuned": "no",
+      "tags": ["Rust","column-oriented","embedded","stateless"],
+      "load_time": 121,
+      "data_size": 15329147920,
+      "concurrent_qps": null,
+      "concurrent_error_ratio": null,
+      "result": [
+        [0.041, 0.001, 0.001],
+        [0.093, 0.016, 0.015],
+        [0.128, 0.038, 0.036],
+        [0.593, 0.032, 0.031],
+        [1.198, 0.226, 0.235],
+        [1.159, 0.241, 0.24],
+        [0.039, 0.001, 0.001],
+        [0.101, 0.018, 0.018],
+        [1.031, 0.32, 0.312],
+        [1.604, 0.595, 0.598],
+        [0.662, 0.06, 0.063],
+        [1.215, 0.077, 0.075],
+        [1.535, 0.225, 0.223],
+        [2.824, 0.363, 0.363],
+        [1.279, 0.236, 0.228],
+        [0.782, 0.265, 0.268],
+        [2.691, 0.517, 0.517],
+        [2.69, 0.505, 0.52],
+        [3.913, 0.957, 0.972],
+        [0.284, 0.027, 0.021],
+        [15.797, 0.472, 0.466],
+        [17.741, 0.304, 0.307],
+        [22.947, 0.388, 0.377],
+        [20.103, 0.516, 0.494],
+        [0.501, 0.031, 0.038],
+        [1.657, 0.059, 0.06],
+        [0.928, 0.038, 0.032],
+        [16.255, 0.323, 0.325],
+        [13.373, 6.411, 6.402],
+        [0.442, 0.355, 0.352],
+        [2.718, 0.191, 0.194],
+        [5.956, 0.197, 0.199],
+        [3.962, 0.755, 0.752],
+        [15.882, 1.076, 1.065],
+        [15.884, 1.076, 1.074],
+        [0.573, 0.456, 0.457],
+        [0.164, 0.054, 0.055],
+        [0.135, 0.033, 0.032],
+        [0.135, 0.019, 0.016],
+        [0.262, 0.108, 0.107],
+        [0.129, 0.013, 0.013],
+        [0.127, 0.013, 0.012],
+        [0.124, 0.014, 0.014]
+]
+  } 
+  
\ No newline at end of file
diff --git a/datafusion-vortex-partitioned/results/20260721/c8g.metal-48xl.json b/datafusion-vortex-partitioned/results/20260721/c8g.metal-48xl.json
new file mode 100644
index 0000000000..e572327132
--- /dev/null
+++ b/datafusion-vortex-partitioned/results/20260721/c8g.metal-48xl.json
@@ -0,0 +1,60 @@
+{
+      "system": "DataFusion (Vortex, partitioned)",
+      "date": "2026-07-21",
+      "machine": "c8g.metal-48xl",
+      "cluster_size": 1,
+      "proprietary": "no",
+      "hardware": "cpu",
+      "tuned": "no",
+      "tags": ["Rust","column-oriented","embedded","stateless"],
+      "load_time": 120,
+      "data_size": 15329147920,
+      "concurrent_qps": null,
+      "concurrent_error_ratio": null,
+      "result": [
+        [0.04, 0.002, 0.002],
+        [0.106, 0.057, 0.057],
+        [0.126, 0.053, 0.069],
+        [0.485, 0.059, 0.077],
+        [1.002, 0.178, 0.185],
+        [0.983, 0.163, 0.153],
+        [0.032, 0.002, 0.002],
+        [0.112, 0.055, 0.054],
+        [0.853, 0.195, 0.212],
+        [1.46, 0.244, 0.254],
+        [0.583, 0.09, 0.105],
+        [1.031, 0.103, 0.106],
+        [1.187, 0.15, 0.138],
+        [2.545, 0.238, 0.244],
+        [0.942, 0.141, 0.142],
+        [0.818, 0.168, 0.163],
+        [2.448, 0.282, 0.268],
+        [2.242, 0.283, 0.296],
+        [3.339, 0.49, 0.478],
+        [0.251, 0.069, 0.059],
+        [0.093, 0.012, 0.011],
+        [0.093, 0.011, 0.012],
+        [22.533, 0.504, 0.233],
+        [53.536, 1.708, 1.414],
+        [1.454, 0.058, 0.057],
+        [1.308, 0.081, 0.072],
+        [1.979, 0.056, 0.055],
+        [0.091, 0.012, 0.011],
+        [0.091, 0.011, 0.011],
+        [0.188, 0.137, 0.154],
+        [2.57, 0.141, 0.143],
+        [5.52, 0.195, 0.173],
+        [3.743, 0.759, 0.763],
+        [0.085, 0.012, 0.011],
+        [0.086, 0.011, 0.012],
+        [0.752, 0.181, 0.181],
+        [0.149, 0.068, 0.066],
+        [0.13, 0.044, 0.043],
+        [0.126, 0.032, 0.031],
+        [0.237, 0.126, 0.127],
+        [0.121, 0.03, 0.03],
+        [0.117, 0.029, 0.028],
+        [0.106, 0.029, 0.028]
+]
+  } 
+  
\ No newline at end of file
diff --git a/datafusion-vortex/README.md b/datafusion-vortex/README.md
new file mode 100644
index 0000000000..ed45008536
--- /dev/null
+++ b/datafusion-vortex/README.md
@@ -0,0 +1,43 @@
+# DataFusion + Vortex
+
+Single-file Vortex dataset, converted from the ClickBench Parquet file and queried with [`vortex-datafusion-cli`].
+
+[`vortex-datafusion-cli`]: https://github.com/vortex-data/vortex-datafusion-cli
+
+## Cookbook: Generate benchmark results
+
+Follow the same EC2 setup used by [datafusion](../datafusion/README.md), then run:
+
+```bash
+cd ClickBench/datafusion-vortex
+bash benchmark.sh
+```
+
+The shared benchmark harness builds `vortex-datafusion-cli`, downloads `hits.parquet`, converts it to `vortex/hits.vortex`, and runs the query set.
+
+The `install` script checks out `vortex-datafusion-cli` tag `0.70.0-53.1.0`. CLI tags use `<vortex-version>-<df-version>`, where the first component is the `vortex-datafusion` crate version and the second is the DataFusion/DataFusion CLI version.
+
+You can update/preview the results by running:
+
+```bash
+./make-json.sh <machine-name> # Example. ./make-json.sh c6a.xlarge
+```
+
+## Parquet To Vortex Conversion
+
+The conversion intentionally goes through the DataFusion CLI path:
+
+```sql
+CREATE EXTERNAL TABLE hits_parquet
+STORED AS PARQUET
+LOCATION 'hits.parquet'
+OPTIONS ('binary_as_string' 'true');
+
+COPY (
+    SELECT * EXCEPT ("EventDate"),
+           CAST(CAST("EventDate" AS INTEGER) AS DATE) AS "EventDate"
+    FROM hits_parquet
+) TO 'vortex/hits.vortex' STORED AS VORTEX;
+```
+
+`binary_as_string=true` handles the ClickBench Parquet byte/string mismatch before Vortex is written. The resulting Vortex file stores those columns as strings, so Vortex reads do not need the Parquet-only option.
diff --git a/datafusion-vortex/benchmark.sh b/datafusion-vortex/benchmark.sh
index ae4a29cf69..fb3b4d1318 100755
--- a/datafusion-vortex/benchmark.sh
+++ b/datafusion-vortex/benchmark.sh
@@ -1,6 +1,5 @@
 #!/bin/bash
-# clickbench (the vortex driver) handles its own dataset download/conversion.
-export BENCH_DOWNLOAD_SCRIPT=""
+export BENCH_DOWNLOAD_SCRIPT="download-hits-parquet-single"
 export BENCH_RESTARTABLE=no
 # Single-process engine: each query forks a fresh full-machine process with no
 # shared scheduler across connections, so the concurrent-QPS test only
diff --git a/datafusion-vortex/check b/datafusion-vortex/check
index bc7a2938f9..98d385b378 100755
--- a/datafusion-vortex/check
+++ b/datafusion-vortex/check
@@ -1,8 +1,5 @@
 #!/bin/bash
 set -e
 
-# Stateless system — confirm datafusion-cli (the playground's query
-# driver) is built. The vortex bench binary (used by benchmark.sh,
-# not by ./query) was renamed from `clickbench` to `query_bench`
-# upstream, so the old check would always fail post-install.
-command -v datafusion-cli >/dev/null
+DF=vortex-datafusion-cli/target/release/vortex-datafusion-cli
+"$DF" -q -c "SELECT 1" >/dev/null
diff --git a/datafusion-vortex/create.sql b/datafusion-vortex/create.sql
index 8efc6dea74..a5cfc6c05d 100644
--- a/datafusion-vortex/create.sql
+++ b/datafusion-vortex/create.sql
@@ -1,10 +1,3 @@
-CREATE EXTERNAL TABLE hits_raw
-STORED AS PARQUET
-LOCATION 'hits.parquet'
-OPTIONS ('binary_as_string' 'true');
-
-
-CREATE VIEW hits AS
-SELECT * EXCEPT ("EventDate"),
-       CAST(CAST("EventDate" AS INTEGER) AS DATE) AS "EventDate"
-FROM hits_raw;
+CREATE EXTERNAL TABLE hits
+STORED AS VORTEX
+LOCATION 'vortex/hits.vortex';
diff --git a/datafusion-vortex/data-size b/datafusion-vortex/data-size
index ec6675b0ed..a8311fb4bf 100755
--- a/datafusion-vortex/data-size
+++ b/datafusion-vortex/data-size
@@ -1,5 +1,4 @@
 #!/bin/bash
 set -e
 
-# Sum the byte counts of all generated .vortex files.
-find . -name '*.vortex' -printf '%s\n' | awk '{s+=$1} END {print s+0}'
+find vortex -name '*.vortex' -printf '%s\n' | awk '{s+=$1} END {print s+0}'
diff --git a/datafusion-vortex/install b/datafusion-vortex/install
index 057159ae6d..5d88f819f4 100755
--- a/datafusion-vortex/install
+++ b/datafusion-vortex/install
@@ -1,56 +1,36 @@
 #!/bin/bash
 set -e
 
-# 0.34.0 referenced two private spiraldb-owned submodules
-# (spiraldb/duckdb and spiraldb/duckdb-rs) under duckdb-vortex/, which
-# now 404 on GitHub. From 0.41.0 onward the duckdb dep moved to the
-# upstream duckdb/duckdb repo, and 0.42.0+ ship without a .gitmodules
-# file at all (vendored / Cargo registry deps). 0.44.0 matches what
-# datafusion-vortex-partitioned uses.
-VORTEX_VERSION=0.44.0
+if [ ! -x vortex-datafusion-cli/target/release/vortex-datafusion-cli ]; then
+    # <vortex-version>-<datafusion-version>
+    CLI_TAG=0.70.0-53.1.0
 
-if ! command -v cargo >/dev/null 2>&1; then
-    curl --proto '=https' --tlsv1.2 -sSf https://sh.rustup.rs > rust-init.sh
-    bash rust-init.sh -y
-fi
-export HOME=${HOME:=~}
-# shellcheck disable=SC1091
-source ~/.cargo/env
+    if ! command -v cargo >/dev/null 2>&1; then
+        curl --proto '=https' --tlsv1.2 -sSf https://sh.rustup.rs > rust-init.sh
+        bash rust-init.sh -y
+    fi
+    export HOME=${HOME:=~}
+    # shellcheck disable=SC1091
+    source "$HOME/.cargo/env"
 
-sudo apt-get update -y
-# vortex-duckdb's build.rs runs bindgen, which needs libclang plus the
-# clang freestanding headers (stdbool.h etc.); without libclang-dev the
-# build fails with `'stdbool.h' file not found`.
-sudo apt-get install -y gcc jq build-essential git clang libclang-dev
+    if [ "$(free -g | awk '/^Mem:/{print $2}')" -lt 12 ]; then
+        if [ "$(swapon --noheadings --show | wc -l)" -eq 0 ]; then
+            sudo fallocate -l 8G /swapfile
+            sudo chmod 600 /swapfile
+            sudo mkswap /swapfile
+            sudo swapon /swapfile
+        fi
+    fi
 
-if [ ! -d vortex ]; then
-    git clone https://github.com/spiraldb/vortex.git
-fi
-(
-    cd vortex
-    git fetch --tags
-    git checkout "$VORTEX_VERSION"
-    # `git submodule update --init` fails with
-    # "fatal: destination path 'duckdb-vortex/duckdb' exists and is not an
-    # empty directory" once the submodule has been cloned but isn't fully
-    # registered (a partial state previous runs leave behind). `sync`
-    # refreshes the configured URLs and `--force` re-checkouts cleanly,
-    # which is what we want for an idempotent setup.
-    git submodule sync --recursive
-    git submodule update --init --recursive --force
-    # Upstream renamed the `clickbench` bin to `query_bench` — match
-    # the partitioned variant's install.
-    cargo build --release --bin query_bench --package bench-vortex
-)
+    sudo apt-get update -y
+    sudo apt-get install -y build-essential clang cmake git libclang-dev pkg-config
 
-# Build datafusion-cli so ./query can return actual rows instead of
-# the bench driver's JSON timing blob. The benchmark binary above
-# emits gh-json stats only; for an interactive playground we want a
-# proper SQL client. datafusion-cli reads parquet directly — close
-# enough to "datafusion (parquet)" semantics for the playground.
-if ! command -v datafusion-cli >/dev/null 2>&1; then
-    cargo install --locked --version 49.0.2 datafusion-cli
-    # Cargo installs into $HOME/.cargo/bin; the playground agent
-    # runs scripts with a stripped PATH, so symlink into /usr/local/bin.
-    sudo ln -sf "$HOME/.cargo/bin/datafusion-cli" /usr/local/bin/datafusion-cli
+    if [ ! -d vortex-datafusion-cli ]; then
+        git clone https://github.com/vortex-data/vortex-datafusion-cli.git
+    fi
+    cd vortex-datafusion-cli
+    git fetch --tags
+    git checkout "$CLI_TAG"
+    CARGO_PROFILE_RELEASE_LTO=true RUSTFLAGS="-C codegen-units=1" \
+        cargo build --release --bin vortex-datafusion-cli
 fi
diff --git a/datafusion-vortex/load b/datafusion-vortex/load
index 4fed22b64e..de2a689823 100755
--- a/datafusion-vortex/load
+++ b/datafusion-vortex/load
@@ -1,12 +1,15 @@
 #!/bin/bash
 set -e
 
-# The ./query path uses datafusion-cli reading hits.parquet directly,
-# so make sure that file is in CWD. (The shared bench_download already
-# stages it; we don't need vortex's clickbench warmup for playground
-# query output.)
-if [ ! -e hits.parquet ]; then
-    ../lib/download-hits-parquet-single .
-fi
+DF=vortex-datafusion-cli/target/release/vortex-datafusion-cli
 
+rm -rf vortex
+mkdir -p vortex
+
+"$DF" -q \
+    -c "SET datafusion.execution.target_partitions = 1;" \
+    -c "CREATE EXTERNAL TABLE hits_parquet STORED AS PARQUET LOCATION 'hits.parquet' OPTIONS ('binary_as_string' 'true');" \
+    -c "COPY (SELECT * EXCEPT (\"EventDate\"), CAST(CAST(\"EventDate\" AS INTEGER) AS DATE) AS \"EventDate\" FROM hits_parquet) TO 'vortex/hits.vortex' STORED AS VORTEX;"
+
+test -f vortex/hits.vortex
 sync
diff --git a/datafusion-vortex/make-json.sh b/datafusion-vortex/make-json.sh
new file mode 100755
index 0000000000..d19a3ddfab
--- /dev/null
+++ b/datafusion-vortex/make-json.sh
@@ -0,0 +1,41 @@
+#!/bin/bash
+
+# This script converts the raw `result.csv` data from `benchmark.sh` into the
+# final json format used by the benchmark dashboard.
+#
+# usage : ./make-json.sh <machine>
+#
+# example ./make-json.sh c6a.4xlarge # saves results/<YYYYMMDD>/c6a.4xlarge.json
+#
+
+MACHINE=$1
+DATE=$(date -u +%Y-%m-%d)
+YYYYMMDD=${DATE//-/}
+mkdir -p "results/${YYYYMMDD}"
+OUTPUT_FILE="results/${YYYYMMDD}/${MACHINE}.json"
+SYSTEM_NAME="DataFusion (Vortex, single)"
+LOAD_TIME=${LOAD_TIME:-null}
+DATA_SIZE=${DATA_SIZE:-$(./data-size 2>/dev/null || echo null)}
+DATA_SIZE=${DATA_SIZE:-null}
+
+# Read the CSV and build the result array using sed
+RESULT_ARRAY=$(awk -F, '{arr[$1]=arr[$1]","$3} END {for (i=1;i<=length(arr);i++) {gsub(/^,/, "", arr[i]); printf "        ["arr[i]"]"; if (i<length(arr)) printf ",\n"}}' result.csv)
+
+# form the final JSON structure from the template
+cat <<EOF > $OUTPUT_FILE
+{
+    "system": "$SYSTEM_NAME",
+    "date": "$DATE",
+    "machine": "$MACHINE",
+    "cluster_size": 1,
+    "proprietary": "no",
+    "tuned": "no",
+    "hardware": "cpu",
+    "tags": ["Rust","column-oriented","embedded","stateless"],
+    "load_time": $LOAD_TIME,
+    "data_size": $DATA_SIZE,
+    "result": [
+        $RESULT_ARRAY
+    ]
+}
+EOF
diff --git a/datafusion-vortex/queries.sql b/datafusion-vortex/queries.sql
index bca0820629..5be85b3f87 100644
--- a/datafusion-vortex/queries.sql
+++ b/datafusion-vortex/queries.sql
@@ -16,7 +16,7 @@ SELECT "SearchEngineID", "SearchPhrase", COUNT(*) AS c FROM hits WHERE "SearchPh
 SELECT "UserID", COUNT(*) FROM hits GROUP BY "UserID" ORDER BY COUNT(*) DESC LIMIT 10;
 SELECT "UserID", "SearchPhrase", COUNT(*) FROM hits GROUP BY "UserID", "SearchPhrase" ORDER BY COUNT(*) DESC LIMIT 10;
 SELECT "UserID", "SearchPhrase", COUNT(*) FROM hits GROUP BY "UserID", "SearchPhrase" LIMIT 10;
-SELECT "UserID", extract(minute FROM "EventTime") AS m, "SearchPhrase", COUNT(*) FROM hits GROUP BY "UserID", m, "SearchPhrase" ORDER BY COUNT(*) DESC LIMIT 10;
+SELECT "UserID", extract(minute FROM to_timestamp_seconds("EventTime")) AS m, "SearchPhrase", COUNT(*) FROM hits GROUP BY "UserID", m, "SearchPhrase" ORDER BY COUNT(*) DESC LIMIT 10;
 SELECT "UserID" FROM hits WHERE "UserID" = 435090932899640449;
 SELECT COUNT(*) FROM hits WHERE "URL" LIKE '%google%';
 SELECT "SearchPhrase", MIN("URL"), COUNT(*) AS c FROM hits WHERE "URL" LIKE '%google%' AND "SearchPhrase" <> '' GROUP BY "SearchPhrase" ORDER BY c DESC LIMIT 10;
@@ -40,4 +40,4 @@ SELECT "URL", COUNT(*) AS PageViews FROM hits WHERE "CounterID" = 62 AND "EventD
 SELECT "TraficSourceID", "SearchEngineID", "AdvEngineID", CASE WHEN ("SearchEngineID" = 0 AND "AdvEngineID" = 0) THEN "Referer" ELSE '' END AS Src, "URL" AS Dst, COUNT(*) AS PageViews FROM hits WHERE "CounterID" = 62 AND "EventDate" >= '2013-07-01' AND "EventDate" <= '2013-07-31' AND "IsRefresh" = 0 GROUP BY "TraficSourceID", "SearchEngineID", "AdvEngineID", Src, Dst ORDER BY PageViews DESC LIMIT 10 OFFSET 1000;
 SELECT "URLHash", "EventDate", COUNT(*) AS PageViews FROM hits WHERE "CounterID" = 62 AND "EventDate" >= '2013-07-01' AND "EventDate" <= '2013-07-31' AND "IsRefresh" = 0 AND "TraficSourceID" IN (-1, 6) AND "RefererHash" = 3594120000172545465 GROUP BY "URLHash", "EventDate" ORDER BY PageViews DESC LIMIT 10 OFFSET 100;
 SELECT "WindowClientWidth", "WindowClientHeight", COUNT(*) AS PageViews FROM hits WHERE "CounterID" = 62 AND "EventDate" >= '2013-07-01' AND "EventDate" <= '2013-07-31' AND "IsRefresh" = 0 AND "DontCountHits" = 0 AND "URLHash" = 2868770270353813622 GROUP BY "WindowClientWidth", "WindowClientHeight" ORDER BY PageViews DESC LIMIT 10 OFFSET 10000;
-SELECT DATE_TRUNC('minute', "EventTime") AS M, COUNT(*) AS PageViews FROM hits WHERE "CounterID" = 62 AND "EventDate" >= '2013-07-14' AND "EventDate" <= '2013-07-15' AND "IsRefresh" = 0 AND "DontCountHits" = 0 GROUP BY DATE_TRUNC('minute', "EventTime") ORDER BY DATE_TRUNC('minute', M) LIMIT 10 OFFSET 1000;
+SELECT DATE_TRUNC('minute', to_timestamp_seconds("EventTime")) AS M, COUNT(*) AS PageViews FROM hits WHERE "CounterID" = 62 AND "EventDate" >= '2013-07-14' AND "EventDate" <= '2013-07-15' AND "IsRefresh" = 0 AND "DontCountHits" = 0 GROUP BY DATE_TRUNC('minute', to_timestamp_seconds("EventTime")) ORDER BY DATE_TRUNC('minute', M) LIMIT 10 OFFSET 1000;
diff --git a/datafusion-vortex/query b/datafusion-vortex/query
index cbd082fae5..2e4df9d6a9 100755
--- a/datafusion-vortex/query
+++ b/datafusion-vortex/query
@@ -1,19 +1,16 @@
 #!/bin/bash
-# Reads a SQL query from stdin, runs it via datafusion-cli against the
-# parquet file. The vortex bench binary (built in ./install for the
-# benchmark.sh path) only emits gh-json timing blobs and has no
-# result-printing mode, so for the interactive playground we use
-# datafusion-cli directly — matching datafusion (Parquet).
-# Stdout: query result.
-# Stderr: query runtime in fractional seconds on the last line.
+# Reads a SQL query from stdin and runs it via vortex-datafusion-cli.
+# Stdout: query result. Stderr: query runtime in fractional seconds.
 set -e
 
+DF=vortex-datafusion-cli/target/release/vortex-datafusion-cli
+
 query=$(cat)
-tmp=$(mktemp /tmp/datafusion.XXXXXX.sql)
+tmp=$(mktemp /tmp/datafusion-vortex.XXXXXX.sql)
 trap 'rm -f "$tmp"' EXIT
 printf '%s\n' "$query" > "$tmp"
 
-out=$(datafusion-cli -f create.sql "$tmp" 2>&1) && status=0 || status=$?
+out=$("$DF" -f create.sql -f "$tmp" 2>&1) && status=0 || status=$?
 
 if [ "$status" -ne 0 ]; then
     printf '%s\n' "$out" >&2
@@ -21,5 +18,4 @@ if [ "$status" -ne 0 ]; then
 fi
 
 printf '%s\n' "$out" | grep -v 'Elapsed' || true
-
 printf '%s\n' "$out" | awk '/Elapsed/ { e = $2 } END { print e }' >&2
diff --git a/datafusion-vortex/results/20260721/c6a.2xlarge.json b/datafusion-vortex/results/20260721/c6a.2xlarge.json
new file mode 100644
index 0000000000..604308eeb8
--- /dev/null
+++ b/datafusion-vortex/results/20260721/c6a.2xlarge.json
@@ -0,0 +1,60 @@
+{
+      "system": "DataFusion (Vortex, single)",
+      "date": "2026-07-21",
+      "machine": "c6a.2xlarge",
+      "cluster_size": 1,
+      "proprietary": "no",
+      "hardware": "cpu",
+      "tuned": "no",
+      "tags": ["Rust","column-oriented","embedded","stateless"],
+      "load_time": 144,
+      "data_size": 15269997296,
+      "concurrent_qps": null,
+      "concurrent_error_ratio": null,
+      "result": [
+        [0.087, 0.001, 0.001],
+        [0.289, 0.121, 0.121],
+        [0.336, 0.171, 0.169],
+        [0.616, 0.203, 0.199],
+        [1.184, 0.94, 0.943],
+        [1.453, 0.89, 0.902],
+        [0.074, 0.001, 0.001],
+        [0.313, 0.126, 0.125],
+        [1.421, 1.166, 1.149],
+        [1.76, 1.33, 1.353],
+        [0.741, 0.253, 0.257],
+        [0.794, 0.284, 0.29],
+        [1.565, 0.804, 0.795],
+        [3.071, 1.11, 1.294],
+        [1.608, 0.768, 0.772],
+        [1.289, 1.059, 1.048],
+        [3.455, 1.874, 1.915],
+        [3.455, 1.908, 1.913],
+        [5.216, 3.375, 3.162],
+        [0.376, 0.171, 0.168],
+        [15.235, 1.076, 1.061],
+        [18.25, 1.373, 1.368],
+        [21.978, 9.66, 9.684],
+        [242.866, null, 290.571],
+        [2.333, 0.332, 0.327],
+        [1.254, 0.283, 0.276],
+        [2.331, 0.328, 0.327],
+        [16.221, 1.323, 1.347],
+        [15.908, 15.212, 15.311],
+        [0.902, 0.747, 0.75],
+        [2.781, 0.686, 0.682],
+        [5.807, 0.736, 0.742],
+        [4.149, 3.08, 3.091],
+        [16.428, 3.71, 3.631],
+        [16.426, 3.573, 3.593],
+        [1.605, 1.367, 1.355],
+        [0.386, 0.19, 0.193],
+        [0.327, 0.132, 0.13],
+        [0.332, 0.145, 0.143],
+        [0.497, 0.265, 0.266],
+        [0.321, 0.12, 0.118],
+        [0.304, 0.117, 0.115],
+        [0.305, 0.115, 0.115]
+]
+  } 
+  
\ No newline at end of file
diff --git a/datafusion-vortex/results/20260721/c6a.4xlarge.json b/datafusion-vortex/results/20260721/c6a.4xlarge.json
new file mode 100644
index 0000000000..ec7ef7bfbc
--- /dev/null
+++ b/datafusion-vortex/results/20260721/c6a.4xlarge.json
@@ -0,0 +1,60 @@
+{
+      "system": "DataFusion (Vortex, single)",
+      "date": "2026-07-21",
+      "machine": "c6a.4xlarge",
+      "cluster_size": 1,
+      "proprietary": "no",
+      "hardware": "cpu",
+      "tuned": "no",
+      "tags": ["Rust","column-oriented","embedded","stateless"],
+      "load_time": 81,
+      "data_size": 15269997296,
+      "concurrent_qps": null,
+      "concurrent_error_ratio": null,
+      "result": [
+        [0.081, 0.001, 0.001],
+        [0.305, 0.153, 0.155],
+        [0.356, 0.179, 0.184],
+        [0.635, 0.227, 0.228],
+        [0.98, 0.767, 0.745],
+        [1.429, 0.777, 0.805],
+        [0.073, 0.001, 0.001],
+        [0.326, 0.155, 0.153],
+        [1.392, 0.903, 0.915],
+        [1.852, 1.028, 1.013],
+        [0.765, 0.245, 0.239],
+        [0.804, 0.263, 0.254],
+        [1.54, 0.788, 0.754],
+        [3.036, 1.072, 1.07],
+        [1.669, 0.772, 0.795],
+        [1.375, 0.837, 0.836],
+        [3.27, 1.654, 1.661],
+        [3.351, 1.631, 1.65],
+        [4.885, 2.987, 2.944],
+        [0.502, 0.201, 0.197],
+        [15.777, 0.854, 0.858],
+        [18.274, 1.382, 1.372],
+        [22.022, 1.449, 1.457],
+        [57.998, 57.906, 57.955],
+        [2.369, 0.356, 0.376],
+        [1.286, 0.328, 0.322],
+        [2.343, 0.364, 0.364],
+        [16.275, 1.36, 1.348],
+        [13.488, 8.362, 8.42],
+        [0.602, 0.465, 0.477],
+        [2.834, 0.632, 0.648],
+        [5.858, 0.734, 0.739],
+        [5.37, 2.868, 2.841],
+        [16.398, 3.056, 3.127],
+        [16.464, 3.109, 3.087],
+        [1.313, 1.021, 1.002],
+        [0.393, 0.207, 0.212],
+        [0.35, 0.165, 0.16],
+        [0.363, 0.17, 0.182],
+        [0.528, 0.305, 0.313],
+        [0.345, 0.156, 0.153],
+        [0.345, 0.152, 0.144],
+        [0.337, 0.149, 0.147]
+]
+  } 
+  
\ No newline at end of file
diff --git a/datafusion-vortex/results/20260721/c6a.metal.json b/datafusion-vortex/results/20260721/c6a.metal.json
new file mode 100644
index 0000000000..b4d145452f
--- /dev/null
+++ b/datafusion-vortex/results/20260721/c6a.metal.json
@@ -0,0 +1,60 @@
+{
+      "system": "DataFusion (Vortex, single)",
+      "date": "2026-07-21",
+      "machine": "c6a.metal",
+      "cluster_size": 1,
+      "proprietary": "no",
+      "hardware": "cpu",
+      "tuned": "no",
+      "tags": ["Rust","column-oriented","embedded","stateless"],
+      "load_time": 94,
+      "data_size": 15269997296,
+      "concurrent_qps": null,
+      "concurrent_error_ratio": null,
+      "result": [
+        [0.085, 0.001, 0.001],
+        [0.945, 0.823, 0.861],
+        [0.897, 0.846, 0.845],
+        [1.07, 0.846, 0.843],
+        [1.282, 0.974, 0.978],
+        [1.493, 1, 1.007],
+        [0.06, 0.001, 0.001],
+        [0.977, 0.864, 0.85],
+        [1.537, 1.051, 1.033],
+        [1.795, 1.152, 1.161],
+        [1.206, 0.916, 0.926],
+        [1.221, 0.911, 0.904],
+        [1.684, 1.041, 1.049],
+        [3.186, 1.279, 1.26],
+        [1.863, 1.05, 1.026],
+        [1.748, 1.011, 0.973],
+        [2.869, 1.184, 1.19],
+        [2.832, 1.246, 1.208],
+        [3.973, 1.498, 1.594],
+        [1.12, 0.89, 0.844],
+        [14.85, 1.22, 1.275],
+        [17.084, 1.495, 1.495],
+        [21.786, 1.677, 1.661],
+        [57.708, 2.912, 3.144],
+        [2.661, 0.962, 0.943],
+        [1.635, 0.953, 0.9],
+        [2.621, 0.927, 0.933],
+        [15.104, 1.452, 1.341],
+        [12.436, 2.262, 1.958],
+        [0.912, 0.85, 0.87],
+        [2.982, 0.993, 0.986],
+        [6.075, 1.191, 1.152],
+        [5.096, 1.899, 1.981],
+        [14.824, 1.619, 1.567],
+        [14.856, 1.549, 1.551],
+        [1.129, 1.034, 1.062],
+        [1.058, 0.974, 0.922],
+        [1.047, 0.905, 0.939],
+        [1.027, 0.917, 0.948],
+        [1.111, 1.092, 1.027],
+        [1.001, 0.866, 0.856],
+        [0.986, 0.869, 0.857],
+        [0.976, 0.88, 0.914]
+]
+  } 
+  
\ No newline at end of file
diff --git a/datafusion-vortex/results/20260721/c6a.xlarge.json b/datafusion-vortex/results/20260721/c6a.xlarge.json
new file mode 100644
index 0000000000..ab62cbb786
--- /dev/null
+++ b/datafusion-vortex/results/20260721/c6a.xlarge.json
@@ -0,0 +1,60 @@
+{
+      "system": "DataFusion (Vortex, single)",
+      "date": "2026-07-21",
+      "machine": "c6a.xlarge",
+      "cluster_size": 1,
+      "proprietary": "no",
+      "hardware": "cpu",
+      "tuned": "no",
+      "tags": ["Rust","column-oriented","embedded","stateless"],
+      "load_time": 218,
+      "data_size": 15269997296,
+      "concurrent_qps": null,
+      "concurrent_error_ratio": null,
+      "result": [
+        [0.089, 0.001, 0.001],
+        [0.298, 0.124, 0.121],
+        [0.368, 0.217, 0.215],
+        [0.612, 0.216, 0.206],
+        [1.689, 1.537, 1.522],
+        [1.579, 1.394, 1.394],
+        [0.072, 0.001, 0.001],
+        [0.306, 0.133, 0.13],
+        [2.084, 1.909, 1.9],
+        [2.463, 2.146, 2.099],
+        [0.751, 0.35, 0.348],
+        [0.797, 0.404, 0.404],
+        [1.656, 1.159, 1.165],
+        [3.495, 1.638, 1.844],
+        [1.734, 1.123, 1.12],
+        [1.941, 1.714, 1.691],
+        [3.768, 2.985, 2.995],
+        [3.807, 2.995, 3.008],
+        [15.691, 15.883, 14.003],
+        [0.381, 0.173, 0.171],
+        [15.06, 2.225, 2.174],
+        [33.934, 34.064, 34.152],
+        [39.818, 39.336, 41.348],
+        [null, null, null],
+        [2.318, 0.427, 0.422],
+        [1.255, 0.348, 0.349],
+        [2.328, 0.427, 0.431],
+        [23.213, 25.933, 26.103],
+        [41.427, 35.796, 37.191],
+        [1.502, 1.327, 1.321],
+        [2.805, 1.017, 1.021],
+        [5.797, 1.02, 1.019],
+        [6.66, 6.928, 17.016],
+        [22.291, 23.25, 17.967],
+        [29.503, 28.045, 17.886],
+        [2.409, 2.247, 2.244],
+        [0.379, 0.19, 0.188],
+        [0.344, 0.133, 0.126],
+        [0.361, 0.141, 0.139],
+        [0.551, 0.292, 0.271],
+        [0.337, 0.111, 0.11],
+        [0.325, 0.111, 0.109],
+        [0.323, 0.108, 0.106]
+]
+  } 
+  
\ No newline at end of file
diff --git a/datafusion-vortex/results/20260721/c7a.metal-48xl.json b/datafusion-vortex/results/20260721/c7a.metal-48xl.json
new file mode 100644
index 0000000000..e728c546c0
--- /dev/null
+++ b/datafusion-vortex/results/20260721/c7a.metal-48xl.json
@@ -0,0 +1,60 @@
+{
+      "system": "DataFusion (Vortex, single)",
+      "date": "2026-07-21",
+      "machine": "c7a.metal-48xl",
+      "cluster_size": 1,
+      "proprietary": "no",
+      "hardware": "cpu",
+      "tuned": "no",
+      "tags": ["Rust","column-oriented","embedded","stateless"],
+      "load_time": 97,
+      "data_size": 15269997296,
+      "concurrent_qps": null,
+      "concurrent_error_ratio": null,
+      "result": [
+        [0.084, 0.001, 0.001],
+        [0.999, 0.688, 0.851],
+        [0.983, 0.869, 0.84],
+        [1.16, 0.84, 0.78],
+        [1.155, 0.86, 0.875],
+        [1.476, 0.823, 0.937],
+        [0.055, 0.001, 0.001],
+        [1.015, 0.883, 0.902],
+        [1.55, 0.893, 0.955],
+        [1.825, 0.956, 1.078],
+        [1.192, 0.902, 0.9],
+        [1.266, 0.823, 0.922],
+        [1.801, 0.852, 0.922],
+        [3.105, 1.027, 1.081],
+        [1.666, 0.963, 0.958],
+        [1.148, 0.905, 0.883],
+        [2.868, 0.958, 0.975],
+        [2.846, 0.943, 0.993],
+        [3.953, 1.207, 1.246],
+        [1.189, 0.824, 0.905],
+        [14.795, 1.107, 1.121],
+        [16.972, 1.194, 1.291],
+        [21.772, 1.373, 1.468],
+        [57.682, 2.511, 2.598],
+        [2.701, 0.859, 0.933],
+        [1.656, 0.828, 0.899],
+        [2.657, 0.876, 0.909],
+        [15.016, 1.152, 1.157],
+        [12.329, 1.703, 1.643],
+        [0.9, 0.862, 0.866],
+        [2.934, 0.94, 1],
+        [5.959, 1.024, 0.997],
+        [4.864, 1.492, 1.459],
+        [14.887, 1.087, 1.196],
+        [14.842, 1.178, 1.108],
+        [1.053, 0.865, 0.971],
+        [1.119, 0.936, 0.992],
+        [1.069, 0.896, 0.932],
+        [1.081, 0.968, 0.941],
+        [1.214, 0.873, 0.906],
+        [0.995, 0.913, 0.897],
+        [0.991, 0.87, 0.824],
+        [1.029, 0.775, 0.878]
+]
+  } 
+  
\ No newline at end of file
diff --git a/datafusion-vortex/results/20260721/c8g.4xlarge.json b/datafusion-vortex/results/20260721/c8g.4xlarge.json
new file mode 100644
index 0000000000..70dae982c4
--- /dev/null
+++ b/datafusion-vortex/results/20260721/c8g.4xlarge.json
@@ -0,0 +1,60 @@
+{
+      "system": "DataFusion (Vortex, single)",
+      "date": "2026-07-21",
+      "machine": "c8g.4xlarge",
+      "cluster_size": 1,
+      "proprietary": "no",
+      "hardware": "cpu",
+      "tuned": "no",
+      "tags": ["Rust","column-oriented","embedded","stateless"],
+      "load_time": 69,
+      "data_size": 15269901360,
+      "concurrent_qps": null,
+      "concurrent_error_ratio": null,
+      "result": [
+        [0.039, 0.001, 0.001],
+        [0.202, 0.123, 0.121],
+        [0.21, 0.133, 0.14],
+        [0.555, 0.134, 0.143],
+        [0.933, 0.316, 0.322],
+        [1.212, 0.382, 0.417],
+        [0.034, 0.001, 0.001],
+        [0.204, 0.126, 0.126],
+        [1.13, 0.416, 0.402],
+        [1.481, 0.608, 0.617],
+        [0.63, 0.155, 0.166],
+        [0.896, 0.176, 0.177],
+        [1.389, 0.344, 0.369],
+        [2.735, 0.406, 0.416],
+        [1.39, 0.361, 0.378],
+        [0.669, 0.358, 0.347],
+        [2.71, 0.612, 0.626],
+        [2.692, 0.654, 0.597],
+        [3.883, 0.962, 1.003],
+        [0.279, 0.148, 0.141],
+        [15.957, 0.631, 0.62],
+        [18.146, 0.524, 0.528],
+        [21.868, 0.599, 0.603],
+        [57.995, 131.697, 54.56],
+        [2.552, 0.194, 0.197],
+        [1.299, 0.184, 0.177],
+        [2.391, 0.2, 0.204],
+        [16.216, 0.529, 0.542],
+        [15.037, 6.809, 7.709],
+        [0.469, 0.4, 0.432],
+        [2.585, 0.376, 0.32],
+        [5.734, 0.302, 0.307],
+        [3.751, 0.825, 0.799],
+        [16.142, 1.176, 1.176],
+        [16.149, 1.186, 1.171],
+        [0.592, 0.466, 0.478],
+        [0.249, 0.162, 0.16],
+        [0.23, 0.138, 0.146],
+        [0.244, 0.144, 0.15],
+        [0.368, 0.272, 0.268],
+        [0.223, 0.13, 0.129],
+        [0.22, 0.124, 0.126],
+        [0.217, 0.122, 0.122]
+]
+  } 
+  
\ No newline at end of file
diff --git a/datafusion-vortex/results/20260721/c8g.metal-48xl.json b/datafusion-vortex/results/20260721/c8g.metal-48xl.json
new file mode 100644
index 0000000000..e8b4c21315
--- /dev/null
+++ b/datafusion-vortex/results/20260721/c8g.metal-48xl.json
@@ -0,0 +1,60 @@
+{
+      "system": "DataFusion (Vortex, single)",
+      "date": "2026-07-21",
+      "machine": "c8g.metal-48xl",
+      "cluster_size": 1,
+      "proprietary": "no",
+      "hardware": "cpu",
+      "tuned": "no",
+      "tags": ["Rust","column-oriented","embedded","stateless"],
+      "load_time": 88,
+      "data_size": 15269901360,
+      "concurrent_qps": null,
+      "concurrent_error_ratio": null,
+      "result": [
+        [0.042, 0.001, 0.001],
+        [0.554, 0.561, 0.534],
+        [0.541, 0.555, 0.516],
+        [0.753, 0.494, 0.508],
+        [0.867, 0.559, 0.559],
+        [1.154, 0.564, 0.575],
+        [0.033, 0.001, 0.001],
+        [0.569, 0.502, 0.491],
+        [1.18, 0.596, 0.592],
+        [1.516, 0.666, 0.677],
+        [0.805, 0.638, 0.542],
+        [0.856, 0.534, 0.562],
+        [1.271, 0.581, 0.572],
+        [2.671, 0.688, 0.687],
+        [1.47, 0.603, 0.588],
+        [0.863, 0.568, 0.604],
+        [2.524, 0.673, 0.831],
+        [2.522, 0.672, 0.663],
+        [3.576, 0.816, 0.835],
+        [0.718, 0.506, 0.514],
+        [14.429, 0.754, 0.763],
+        [16.552, 1.173, 1.063],
+        [21.378, 1.324, 1.295],
+        [57.62, 3.704, 3.383],
+        [2.244, 0.556, 0.546],
+        [1.248, 0.522, 0.518],
+        [2.336, 0.553, 0.554],
+        [14.586, 0.799, 0.784],
+        [12.186, 1.492, 2.312],
+        [0.574, 0.563, 0.568],
+        [2.554, 0.586, 0.595],
+        [5.573, 0.659, 0.625],
+        [4.168, 0.928, 0.92],
+        [14.487, 0.884, 0.822],
+        [14.489, 0.823, 1.071],
+        [0.693, 0.583, 0.59],
+        [0.711, 0.577, 0.574],
+        [0.654, 0.681, 0.567],
+        [0.675, 0.629, 0.575],
+        [0.79, 0.687, 0.795],
+        [0.604, 0.542, 0.569],
+        [0.599, 0.522, 0.514],
+        [0.583, 0.504, 0.51]
+]
+  } 
+  
\ No newline at end of file