diff --git a/.github/workflows/mpcstats.yml b/.github/workflows/mpcstats.yml
new file mode 100644
index 000000000..df1516766
--- /dev/null
+++ b/.github/workflows/mpcstats.yml
@@ -0,0 +1,43 @@
+name: mpcstats
+
+on:
+  push:
+    branches:
+      - '*'
+  pull_request:
+    branches:
+      - '*'
+
+concurrency:
+  group: ${{ github.workflow }}-${{ github.ref }}
+  cancel-in-progress: true
+
+jobs:
+  test-on-ubuntu-latest:
+    runs-on: ubuntu-latest
+    steps:
+      - name: Check out MP-SPDZ
+        uses: actions/checkout@v4
+        with:
+          ref: ${{ github.ref }}
+
+      - name: Install Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: '3.12'
+          architecture: 'x64'
+
+      - name: Install Python dependencies
+        run: pip install -r requirements.txt
+
+      - name: Install MP-SPDZ dependencies
+        run: sudo apt-get install -y automake build-essential clang cmake git libboost-dev libboost-iostreams-dev libboost-thread-dev libgmp-dev libntl-dev libsodium-dev libssl-dev libtool
+
+      - name: Build MP-SPDZ
+        run: make setup
+
+      - name: Build semi-party.x
+        run: make -j8 semi-party.x
+
+      - name: Run tests
+        run: cd mpcstats && pytest tests -v
diff --git a/GC/Rep4Prep.cpp b/GC/Rep4Prep.cpp
index 242be3422..ab9f0e824 100644
--- a/GC/Rep4Prep.cpp
+++ b/GC/Rep4Prep.cpp
@@ -7,6 +7,7 @@
 
 #include "Protocols/Rep4.hpp"
 #include "Protocols/Rep4Input.hpp"
+#include "Protocols/Replicated.hpp"
 #include "Protocols/ReplicatedPrep.hpp"
 
 namespace GC
diff --git a/Scripts/logs/--help-0 b/Scripts/logs/--help-0
new file mode 100644
index 000000000..438def9d3
--- /dev/null
+++ b/Scripts/logs/--help-0
@@ -0,0 +1,2 @@
+Using SPDZ2k security parameter 64
+libc++abi: terminating due to uncaught exception of type file_error: File Error : Missing 'Programs/Schedules/--help.sch'. Did you compile '--help'?
diff --git a/Scripts/logs/--help-1 b/Scripts/logs/--help-1
new file mode 100644
index 000000000..438def9d3
--- /dev/null
+++ b/Scripts/logs/--help-1
@@ -0,0 +1,2 @@
+Using SPDZ2k security parameter 64
+libc++abi: terminating due to uncaught exception of type file_error: File Error : Missing 'Programs/Schedules/--help.sch'. Did you compile '--help'?
diff --git a/Scripts/logs/-h-0 b/Scripts/logs/-h-0
new file mode 100644
index 000000000..f2e3c6d98
--- /dev/null
+++ b/Scripts/logs/-h-0
@@ -0,0 +1,2 @@
+Using SPDZ2k security parameter 64
+libc++abi: terminating due to uncaught exception of type file_error: File Error : Missing 'Programs/Schedules/13784.sch'. Did you compile '13784'?
diff --git a/Scripts/logs/-h-1 b/Scripts/logs/-h-1
new file mode 100644
index 000000000..f2e3c6d98
--- /dev/null
+++ b/Scripts/logs/-h-1
@@ -0,0 +1,2 @@
+Using SPDZ2k security parameter 64
+libc++abi: terminating due to uncaught exception of type file_error: File Error : Missing 'Programs/Schedules/13784.sch'. Did you compile '13784'?
diff --git a/deps/libOTe b/deps/libOTe
index cd89232ff..c9eddd21c 160000
--- a/deps/libOTe
+++ b/deps/libOTe
@@ -1 +1 @@
-Subproject commit cd89232ffac74286a4963d93480db44cbf604c41
+Subproject commit c9eddd21cb8471e75c402e3bac7c13e822064c25
diff --git a/mpcstats/.gitignore b/mpcstats/.gitignore
new file mode 100644
index 000000000..8f5502228
--- /dev/null
+++ b/mpcstats/.gitignore
@@ -0,0 +1,5 @@
+Player-Data/
+logs/
+Programs/
+!Programs/Circuits/
+!Programs/Source/
diff --git a/mpcstats/README.md b/mpcstats/README.md
new file mode 100644
index 000000000..8e32a0b87
--- /dev/null
+++ b/mpcstats/README.md
@@ -0,0 +1,37 @@
+# MPCStats Library
+
+## Installation
+Clone the repo.
+
+```bash
+git clone https://github.com/ZKStats/MP-SPDZ
+cd MP-SPDZ
+```
+
+Install dependencies.
+
+```bash
+make setup
+```
+
+Build the MPC vm for `semi` protocol
+
+```bash
+make -j8 semi-party.x
+# Make sure `semi-party.x` exists
+ls semi-party.x
+```
+
+If you're on macOS and see the following linker warning, you can safely ignore it:
+
+```bash
+ld: warning: search path '/usr/local/opt/openssl/lib' not found
+```
+
+## Run
+```bash
+python main.py
+```
+
+## Implementation
+Statistics operations implementation is in [mpcstats_lib.py](./mpcstats_lib.py).
diff --git a/mpcstats/benchmark/.gitignore b/mpcstats/benchmark/.gitignore
new file mode 100644
index 000000000..548015860
--- /dev/null
+++ b/mpcstats/benchmark/.gitignore
@@ -0,0 +1,9 @@
+Player-Data/
+Programs/
+logs/
+!Programs/Circuits/
+!Programs/Source/
+computation_defs/*
+!computation_defs/templates/
+*.csv
+HOSTS
diff --git a/mpcstats/benchmark/Makefile b/mpcstats/benchmark/Makefile
new file mode 100644
index 000000000..3df9631e8
--- /dev/null
+++ b/mpcstats/benchmark/Makefile
@@ -0,0 +1,9 @@
+.PHONY: clean
+
+clean:
+	rm -rf Player-Data
+	rm -rf Programs
+	rm -rf Public-Input
+	rm -rf Schedules
+	rm -rf logs
+
diff --git a/mpcstats/benchmark/README.md b/mpcstats/benchmark/README.md
new file mode 100644
index 000000000..f894bbd34
--- /dev/null
+++ b/mpcstats/benchmark/README.md
@@ -0,0 +1,103 @@
+# MPCStats Benchmarking
+
+## Preparation
+
+### Protocols definitions
+First specify which protocols to use for benchmarking in:
+`./protocols.py`
+
+For each protocol used, the associated `.x` file needs to be built. To do this, run `./gen_vms.py`
+
+### Datasets for benchmarking
+Next create the datasets to be used for benchmarking in `./datasets`.
+The datasets should be in CSV format without a header line.
+datasets whose names start with '_' are ignored.
+
+#### Dataset generation script
+You can use `./gen_dataset.py` to randomly generate datasets for benchmarking purposes.
+
+### Computation defintions
+Lastly, define the computations to be benchmarked in `./computation_defs/templates`.
+
+By executing `./gen_comp_defs.py`, computaion definition instances for all dataset and template combinations will be created in the `./computations_defs` directory.
+
+Computation definitions whose names start with '_' are ignored.
+
+### Setting up ssl
+On party 0 host, in `mpcstats/benchmark` directory, run:
+
+```
+../../Scripts/setup-ssl.sh 3
+```
+
+Then, copy `Player-Data/P{0,1,2}.{pem,key}` to the other party hosts as explained below.
+
+```
+The certificates should be the same on every host. Also make sure that it's still valid. Certificates generated with `Scripts/setup-ssl.sh` expire after a month.
+```
+
+```bash
+scp pse-eu:'MP-SPDZ/mpcstats/benchmark/Player-Data/*.pem' .
+scp pse-eu:'MP-SPDZ/mpcstats/benchmark/Player-Data/*.key' .
+scp *.pem pse-us:MP-SPDZ/mpcstats/benchmark/Player-Data
+scp *.key pse-us:MP-SPDZ/mpcstats/benchmark/Player-Data
+scp *.pem pse-asia:MP-SPDZ/mpcstats/benchmark/Player-Data
+scp *.key pse-asia:MP-SPDZ/mpcstats/benchmark/Player-Data
+```
+
+Fianlly, call `c_rehash` on the machines to which the pem/key files are copied
+
+```
+c_rehash MP-SPDZ/mpcstats/benchmark/Player-Data
+```
+
+
+## Running the benchmark
+Execute the `./driver.py [scenario ID]` to run the benchmarks and output the results as a CSV to stdout.
+
+To get the list of secnario IDs, run:
+
+```
+./driver.sh -h
+```
+
+### Setting up a remote machine
+Assuming a Ubuntu 24.04, x86, 64-bit instance
+
+- Install necessary libraries
+```
+sudo apt update
+sudo apt-get install -y automake build-essential clang cmake git libboost-all-dev libgmp-dev libntl-dev libsodium-dev libssl-dev libtool python3
+```
+
+- Install MP-SPDZ
+```
+git clone https://github.com/exfinen/MP-SPDZ.git
+cd MP-SPDZ
+git checkout benchmarker
+```
+
+- Copy `*.so` files
+Copy `MP-SPDZ/libFHE.so` amd `MPSPDZ/libSPDZ.so` to the new remote machine
+
+- Copy `*.x` files
+Copy `MP-SPDZ/*.x` to the new remote machine
+
+- Add `*.so` files to the library search path
+Add `export LD_LIBRARY_PATH=<MP-SPDZ directory>` to `.bashrc` or a similar configuration file
+
+### Preparing HOSTS file
+Create `MP-SPDZ/HOSTS` of the following contents:
+
+```
+<Party 0 IP>
+<Party 1 IP>
+<Party 2 IP>
+...
+```
+
+Also make sure that you use correct party number on each party machine.
+
+For example, if you use party number 1 on party-2 machine, MPC will not function. Each party has an assigned port number that is the base port number + party number.
+
+In such a case, if the base port number is the default 5000, party 2 will try to connect to itself using port 5001, but the vm is listening to port 5002 on part-2 machine.
diff --git a/mpcstats/benchmark/benchmarker.py b/mpcstats/benchmark/benchmarker.py
new file mode 100755
index 000000000..8e4c534e6
--- /dev/null
+++ b/mpcstats/benchmark/benchmarker.py
@@ -0,0 +1,202 @@
+#!/usr/bin/env python3
+
+from pathlib import Path
+repo_root = Path(__file__).parent.parent.parent
+
+import sys
+sys.path.append(str(repo_root))
+sys.path.append(f'{repo_root}/mpcstats')
+
+from common_lib import benchmark_dir, mpcstats_dir
+
+import argparse
+import subprocess
+import os
+import time
+from typing import List, Literal, Optional
+import json
+from common_lib import read_script 
+from constants import MAX_MEM_USAGE_KB, EXEC_TIME_SEC
+
+# 1.rss (Resident Set Size):
+#   - Measures the physical memory the process is currently using (in RAM).
+#   - This is typically the most relevant for benchmarking how much memory a process is actively using.
+#    -Best for benchmarking real memory usage because it shows the actual RAM being consumed by the process.
+# 2. vsz (Virtual Memory Size):
+#   - Measures the total virtual memory the process is using, including memory that has been swapped out, memory that has been mapped but not used, and shared memory.
+#   - Less relevant for benchmarking real memory usage because it includes parts of memory that aren’t physically loaded into RAM, such as mapped files and swapped-out memory.
+ 
+# TODO generate list from type definition
+MemoryFieldsType = Literal['rss', 'vsz']
+MemoryFields = ['rss', 'vsz']
+
+os.environ['PATH'] += os.pathsep + str(benchmark_dir)
+
+def parse_args():
+    parser = argparse.ArgumentParser(description="Benchmarking Script")
+    parser.add_argument(
+        'protocol',
+        type=str, 
+        help='MPC protocol',
+    )
+    parser.add_argument(
+        'num_parties',
+        type=int,
+        help='Number of participating parties',
+    )
+    parser.add_argument(
+        '--name',
+        type=str,
+        default=f'computation',
+        help='Name of the computation',
+    )
+    parser.add_argument(
+        '--mem-field',
+        type=str, 
+        choices=MemoryFields,
+        default=MemoryFields[0],
+        help='ps command field to retrieve memory usage',
+    )
+    parser.add_argument(
+        '--edabit',
+        action='store_true',
+        help='Use edaBit',
+    )
+    parser.add_argument(
+        '--mem-get-sleep',
+        type=float, 
+        default=1,
+        help='Time interval (in seconds) to sleep between memory retrievals for execution'
+    )
+    parser.add_argument(
+        '--file',
+        type=str,
+        help='Computation definition file. If not specified, the definition will be read from stdin',
+    )
+    parser.add_argument(
+        '--comp-args',
+        type=str,
+        help='Arguments for `compile.py`',
+    )
+    parser.add_argument(
+        '--remote',
+        type=int,
+        help='Party number in remote execution',
+    )
+    parser.add_argument(
+        '--verbose-compiler',
+        action='store_true',
+        help='Show output from internally called scripts',
+    )
+    parser.add_argument(
+        '--verbose-vm',
+        action='store_true',
+        help='Show output from vm',
+    )
+    return parser.parse_args()
+
+def exec_ps(pid: int, field: MemoryFieldsType) -> int:
+    if os.name == 'posix':
+        res = subprocess.run(
+            ['ps', '-o', f'{field}=', '-p', str(pid)],
+            stdout=subprocess.PIPE,
+        )
+        return int(res.stdout.decode().strip())
+
+def gen_compile_cmd(args: argparse.Namespace) -> list[str]:
+    compile_script = benchmark_dir / 'compile.py'
+    opts = []
+    if args.comp_args is not None:
+        opts.extend(args.comp_args.split())
+    if args.name:
+        opts.extend(['--name', args.name])
+    if args.file:
+        opts.extend(['--file', args.file])
+    if args.edabit:
+        opts.append('--edabit')
+    if args.verbose_compiler:
+        opts.append('--verbose')
+
+    return [compile_script] + opts
+
+def gen_executor_cmd(args: argparse.Namespace) -> list[str]:
+    executor_script = benchmark_dir / 'executor.py'
+    opts = []
+    if args.name:
+        opts.extend(['--name', args.name])
+    if args.file:
+        opts.extend(['--file', args.file])
+    if args.remote is not None:
+        opts.extend(['--remote', str(args.remote)])
+    if args.verbose_vm:
+        opts.append('--verbose')
+ 
+    return [executor_script, args.protocol, str(args.num_parties)] + opts
+
+def monitor_mem_usage(proc: subprocess.Popen, mem_field: str, mem_get_sleep: float) -> int:
+    max_mem_usage = 0
+    while proc.poll() is None:  # While the process is running
+        ps_output = subprocess.run(['ps', '-p', str(proc.pid), '-o', f'{mem_field}='], capture_output=True, text=True)
+        mem_usage = int(ps_output.stdout.strip())
+        if mem_usage > max_mem_usage:
+            max_mem_usage = mem_usage
+        time.sleep(mem_get_sleep)
+
+    return max_mem_usage
+
+def read_proc_stdout(proc: subprocess.Popen) -> list[str]:
+    lines = []
+    while True:
+        line = proc.stdout.readline()
+        if not line:
+            break
+        lines.append(line.strip())
+    proc.wait()
+    return lines
+
+def exec_cmd(cmd: list[str], computation_script: str, mem_field: str, mem_get_sleep: float, verbose: bool) -> object:
+    proc = subprocess.Popen(cmd, stdin=subprocess.PIPE, stdout=subprocess.PIPE, stderr=subprocess.PIPE)
+    proc.stdin.write(computation_script.encode())
+    proc.stdin.close()
+
+    lines = []
+    beg_time = time.time()
+    try:
+        max_mem_usage = monitor_mem_usage(proc, mem_field, mem_get_sleep) 
+        lines = read_proc_stdout(proc)
+        if len(lines) == 0:
+            return {}
+
+        exec_time = time.time() - beg_time
+
+        script = os.path.splitext(cmd[0].name)[0]
+
+        # print out the script output excluding the last line
+        if verbose:
+            other_lines = [line.decode('utf-8') for line in lines[:-1]]
+            print('\n'.join(other_lines))
+
+        # parse the last line to a json object
+        res = json.loads(lines[-1].decode('utf-8'))
+
+        res[f'{script}_{MAX_MEM_USAGE_KB}'] = max_mem_usage
+        res[f'{script}_{EXEC_TIME_SEC}'] = exec_time
+        return res
+    
+    except Exception as e:
+        print(f'Error occurred while monitoring subprocess: {e}\n{lines}')
+        proc.terminate()
+        raise    
+
+args = parse_args()
+
+# read computaiton script from file or stdin
+computation_script = read_script(open(args.file) if args.file else None)
+
+# execute compile script
+compile_result = exec_cmd(gen_compile_cmd(args), computation_script, args.mem_field, 0.1, args.verbose_compiler)
+
+# execute executor script
+executor_result = exec_cmd(gen_executor_cmd(args), computation_script, args.mem_field, args.mem_get_sleep, args.verbose_vm)
+
+print(json.dumps([compile_result, executor_result]), end='')
diff --git a/mpcstats/benchmark/compile.py b/mpcstats/benchmark/compile.py
new file mode 100755
index 000000000..ea7c62439
--- /dev/null
+++ b/mpcstats/benchmark/compile.py
@@ -0,0 +1,111 @@
+#!/usr/bin/env python3
+
+from pathlib import Path
+repo_root = Path(__file__).parent.parent.parent
+
+import sys
+sys.path.append(str(repo_root))
+sys.path.append(f'{repo_root}/mpcstats')
+
+from common_lib import mpcstats_dir, benchmark_dir
+
+import os
+import re
+
+from common_lib import compile_computation, execute_silently, read_script
+from Compiler.library import print_ln
+from Compiler.util import if_else
+from timeit import timeit
+from datetime import datetime
+import argparse
+import json
+from typing import Any
+from constants import TOTAL_BYTECODE_SIZE, COMPILATION_TIME, PROG_NAME
+
+def parse_args() -> Any:
+    parser = argparse.ArgumentParser(description='Compile script')
+    parser.add_argument(
+        '--name',
+        type=str,
+        default=f'computation',
+        help='Name of the computation',
+    )
+    parser.add_argument(
+        '--verbose',
+        action='store_true',
+        help='Show output from Comipler module',
+    )
+    parser.add_argument(
+        '--binary',
+        type=int,
+        help='Compile binary circuit with specified bit length of sit',
+    )
+    parser.add_argument(
+        '--ring',
+        type=int,
+        help='Compile for rings of specified bit length',
+    )
+    parser.add_argument(
+        '--file',
+        type=argparse.FileType('r'),
+        default=None,
+        help='Computation definition file. If not specified, the definition will be read from stdin',
+    )
+    parser.add_argument(
+        '--edabit',
+        action='store_true',
+        help='Use edaBit',
+    )
+    return parser.parse_args()
+
+args = parse_args()
+
+# inject computation definition script
+script = read_script(args.file)
+exec(script)
+
+prepare_data() # from computation definition script
+
+# compile the computation
+def f():
+    #flags = []
+    flags = ['--optimize-hard', '--flow-optimization']
+    if args.edabit:
+        flags.append('--edabit')
+    if args.binary:
+        flags.append('-G')
+        flags.append('-B')
+        flags.append(args.binary)
+    if args.ring:
+        flags.append('--ring')
+        flags.append(args.ring)
+
+    compile_computation(args.name, computation, flags)
+
+def g():
+    return timeit(f, number=1)
+
+time_elapsed = g() if args.verbose else execute_silently(g)
+
+# build the json output and print
+prog_name_re = re.compile(rf'^{args.name}-\d+\.bc$')
+bytecode_dir = benchmark_dir / 'Programs' / 'Bytecode'
+
+files = [
+    { 'name': file.name, 'size': file.stat().st_size } for file
+    in bytecode_dir.rglob(f'{args.name}-*.bc')
+    if prog_name_re.match(file.name)
+]
+total_bytecode_size = sum(file['size'] for file in files)
+
+output = {
+    'edaBit': args.edabit,
+    'binary': args.binary,
+    PROG_NAME: args.name,
+    COMPILATION_TIME: time_elapsed,
+    'bytecodes': files,
+    TOTAL_BYTECODE_SIZE: total_bytecode_size,
+}
+
+print(json.dumps(output))
+
diff --git a/mpcstats/benchmark/computation_defs/templates/_correlation.py b/mpcstats/benchmark/computation_defs/templates/_correlation.py
new file mode 100644
index 000000000..9bede5b53
--- /dev/null
+++ b/mpcstats/benchmark/computation_defs/templates/_correlation.py
@@ -0,0 +1,16 @@
+from common_lib import create_party_data_files, get_aggr_party_data_vecs, write_result, datasets_dir
+from mpcstats_lib import correlation
+
+NUM_PARTIES = '::NUM_PARTIES::'
+COL_INDEX_1 = 1
+COL_INDEX_2 = 2
+
+def prepare_data():
+    dataset_file = datasets_dir / '::DATASET_FILE::'
+    create_party_data_files(dataset_file, NUM_PARTIES)
+
+def computation():
+    vec1, vec2 = get_aggr_party_data_vecs(NUM_PARTIES, [COL_INDEX_1, COL_INDEX_2]) 
+    res = correlation(vec1, vec2)
+    write_result(res.reveal())
+
diff --git a/mpcstats/benchmark/computation_defs/templates/_covariance.py b/mpcstats/benchmark/computation_defs/templates/_covariance.py
new file mode 100644
index 000000000..5176906a5
--- /dev/null
+++ b/mpcstats/benchmark/computation_defs/templates/_covariance.py
@@ -0,0 +1,16 @@
+from common_lib import create_party_data_files, get_aggr_party_data_vecs, write_result, datasets_dir
+from mpcstats_lib import covariance
+
+NUM_PARTIES = '::NUM_PARTIES::'
+COL_INDEX_1 = 1
+COL_INDEX_2 = 2
+
+def prepare_data():
+    dataset_file = datasets_dir / '::DATASET_FILE::'
+    create_party_data_files(dataset_file, NUM_PARTIES)
+
+def computation():
+    vec1, vec2 = get_aggr_party_data_vecs(NUM_PARTIES, [COL_INDEX_1, COL_INDEX_2]) 
+    res = covariance(vec1, vec2)
+    write_result(res.reveal())
+
diff --git a/mpcstats/benchmark/computation_defs/templates/_geometric_mean.py b/mpcstats/benchmark/computation_defs/templates/_geometric_mean.py
new file mode 100644
index 000000000..500e881bb
--- /dev/null
+++ b/mpcstats/benchmark/computation_defs/templates/_geometric_mean.py
@@ -0,0 +1,15 @@
+from common_lib import create_party_data_files, get_aggr_party_data_vecs, write_result, datasets_dir
+from mpcstats_lib import geometric_mean
+
+NUM_PARTIES = '::NUM_PARTIES::'
+COL_INDEX = 1
+
+def prepare_data():
+    dataset_file = datasets_dir / '::DATASET_FILE::'
+    create_party_data_files(dataset_file, NUM_PARTIES)
+
+def computation():
+    [vec] = get_aggr_party_data_vecs(NUM_PARTIES, [COL_INDEX]) 
+    res = geometric_mean(vec)
+    write_result(res.reveal())
+
diff --git a/mpcstats/benchmark/computation_defs/templates/_harmonic_mean.py b/mpcstats/benchmark/computation_defs/templates/_harmonic_mean.py
new file mode 100644
index 000000000..fd1c6c178
--- /dev/null
+++ b/mpcstats/benchmark/computation_defs/templates/_harmonic_mean.py
@@ -0,0 +1,15 @@
+from common_lib import create_party_data_files, get_aggr_party_data_vecs, write_result, datasets_dir
+from mpcstats_lib import harmonic_mean
+
+NUM_PARTIES = '::NUM_PARTIES::'
+COL_INDEX = 1
+
+def prepare_data():
+    dataset_file = datasets_dir / '::DATASET_FILE::'
+    create_party_data_files(dataset_file, NUM_PARTIES)
+
+def computation():
+    [vec] = get_aggr_party_data_vecs(NUM_PARTIES, [COL_INDEX]) 
+    res = harmonic_mean(vec)
+    write_result(res.reveal())
+
diff --git a/mpcstats/benchmark/computation_defs/templates/_join.py b/mpcstats/benchmark/computation_defs/templates/_join.py
new file mode 100644
index 000000000..d2a8b1a56
--- /dev/null
+++ b/mpcstats/benchmark/computation_defs/templates/_join.py
@@ -0,0 +1,16 @@
+from common_lib import create_party_data_files, load_party_data_to_matrices, write_result, datasets_dir
+from mpcstats_lib import join
+
+NUM_PARTIES = 2
+M1_COL_INDEX = 1
+M2_COL_INDEX = 2
+
+def prepare_data():
+    dataset_file = datasets_dir / '::DATASET_FILE::'
+    create_party_data_files(dataset_file, NUM_PARTIES)
+
+def computation():
+    m1, m2 = load_party_data_to_matrices(NUM_PARTIES, (M1_COL_INDEX, M2_COL_INDEX))
+    m3 = join(m1, m2, M1_COL_INDEX, M2_COL_INDEX)
+    write_result(0)
+
diff --git a/mpcstats/benchmark/computation_defs/templates/_linear_regression.py b/mpcstats/benchmark/computation_defs/templates/_linear_regression.py
new file mode 100644
index 000000000..ebc10083a
--- /dev/null
+++ b/mpcstats/benchmark/computation_defs/templates/_linear_regression.py
@@ -0,0 +1,16 @@
+from common_lib import create_party_data_files, get_aggr_party_data_vecs, write_result, datasets_dir
+from mpcstats_lib import linear_regression
+
+NUM_PARTIES = '::NUM_PARTIES::'
+COL_INDEX_1 = 1
+COL_INDEX_2 = 2
+
+def prepare_data():
+    dataset_file = datasets_dir / '::DATASET_FILE::'
+    create_party_data_files(dataset_file, NUM_PARTIES)
+
+def computation():
+    vec1, vec2 = get_aggr_party_data_vecs(NUM_PARTIES, [COL_INDEX_1, COL_INDEX_2]) 
+    res = linear_regression(vec1, vec2)
+    write_result(res.reveal())
+
diff --git a/mpcstats/benchmark/computation_defs/templates/_mean_no_mn.py b/mpcstats/benchmark/computation_defs/templates/_mean_no_mn.py
new file mode 100644
index 000000000..226331d10
--- /dev/null
+++ b/mpcstats/benchmark/computation_defs/templates/_mean_no_mn.py
@@ -0,0 +1,15 @@
+from common_lib import create_party_data_files, get_aggr_party_data_vecs, write_result, datasets_dir
+from mpcstats_lib import mean_incl_magic_num
+
+NUM_PARTIES = '::NUM_PARTIES::'
+COL_INDEX = 1
+
+def prepare_data():
+    dataset_file = datasets_dir / '::DATASET_FILE::'
+    create_party_data_files(dataset_file, NUM_PARTIES)
+
+def computation():
+    [vec] = get_aggr_party_data_vecs(NUM_PARTIES, [COL_INDEX]) 
+    res = mean_incl_magic_num(vec)
+    write_result(res.reveal())
+
diff --git a/mpcstats/benchmark/computation_defs/templates/_median.py b/mpcstats/benchmark/computation_defs/templates/_median.py
new file mode 100644
index 000000000..11b1d3c9f
--- /dev/null
+++ b/mpcstats/benchmark/computation_defs/templates/_median.py
@@ -0,0 +1,15 @@
+from common_lib import create_party_data_files, get_aggr_party_data_vecs, write_result, datasets_dir
+from mpcstats_lib import median
+
+NUM_PARTIES = '::NUM_PARTIES::'
+COL_INDEX = 1
+
+def prepare_data():
+    dataset_file = datasets_dir / '::DATASET_FILE::'
+    create_party_data_files(dataset_file, NUM_PARTIES)
+
+def computation():
+    [vec] = get_aggr_party_data_vecs(NUM_PARTIES, [COL_INDEX]) 
+    res = median(vec)
+    write_result(res.reveal())
+
diff --git a/mpcstats/benchmark/computation_defs/templates/_mode.py b/mpcstats/benchmark/computation_defs/templates/_mode.py
new file mode 100644
index 000000000..6a1e66805
--- /dev/null
+++ b/mpcstats/benchmark/computation_defs/templates/_mode.py
@@ -0,0 +1,15 @@
+from common_lib import create_party_data_files, get_aggr_party_data_vecs, write_result, datasets_dir
+from mpcstats_lib import mode
+
+NUM_PARTIES = '::NUM_PARTIES::'
+COL_INDEX = 1
+
+def prepare_data():
+    dataset_file = datasets_dir / '::DATASET_FILE::'
+    create_party_data_files(dataset_file, NUM_PARTIES)
+
+def computation():
+    [vec] = get_aggr_party_data_vecs(NUM_PARTIES, [COL_INDEX]) 
+    res = mode(vec)
+    write_result(res.reveal())
+
diff --git a/mpcstats/benchmark/computation_defs/templates/_pstdev.py b/mpcstats/benchmark/computation_defs/templates/_pstdev.py
new file mode 100644
index 000000000..6071fc762
--- /dev/null
+++ b/mpcstats/benchmark/computation_defs/templates/_pstdev.py
@@ -0,0 +1,15 @@
+from common_lib import create_party_data_files, get_aggr_party_data_vecs, write_result, datasets_dir
+from mpcstats_lib import pstdev
+
+NUM_PARTIES = '::NUM_PARTIES::'
+COL_INDEX = 1
+
+def prepare_data():
+    dataset_file = datasets_dir / '::DATASET_FILE::'
+    create_party_data_files(dataset_file, NUM_PARTIES)
+
+def computation():
+    [vec] = get_aggr_party_data_vecs(NUM_PARTIES, [COL_INDEX]) 
+    res = pstdev(vec)
+    write_result(res.reveal())
+
diff --git a/mpcstats/benchmark/computation_defs/templates/_pvariance.py b/mpcstats/benchmark/computation_defs/templates/_pvariance.py
new file mode 100644
index 000000000..d89ec119d
--- /dev/null
+++ b/mpcstats/benchmark/computation_defs/templates/_pvariance.py
@@ -0,0 +1,15 @@
+from common_lib import create_party_data_files, get_aggr_party_data_vecs, write_result, datasets_dir
+from mpcstats_lib import pvariance
+
+NUM_PARTIES = '::NUM_PARTIES::'
+COL_INDEX = 1
+
+def prepare_data():
+    dataset_file = datasets_dir / '::DATASET_FILE::'
+    create_party_data_files(dataset_file, NUM_PARTIES)
+
+def computation():
+    [vec] = get_aggr_party_data_vecs(NUM_PARTIES, [COL_INDEX]) 
+    res = pvariance(vec)
+    write_result(res.reveal())
+
diff --git a/mpcstats/benchmark/computation_defs/templates/_stdev.py b/mpcstats/benchmark/computation_defs/templates/_stdev.py
new file mode 100644
index 000000000..9e270e040
--- /dev/null
+++ b/mpcstats/benchmark/computation_defs/templates/_stdev.py
@@ -0,0 +1,15 @@
+from common_lib import create_party_data_files, get_aggr_party_data_vecs, write_result, datasets_dir
+from mpcstats_lib import stdev
+
+NUM_PARTIES = '::NUM_PARTIES::'
+COL_INDEX = 1
+
+def prepare_data():
+    dataset_file = datasets_dir / '::DATASET_FILE::'
+    create_party_data_files(dataset_file, NUM_PARTIES)
+
+def computation():
+    [vec] = get_aggr_party_data_vecs(NUM_PARTIES, [COL_INDEX]) 
+    res = stdev(vec)
+    write_result(res.reveal())
+
diff --git a/mpcstats/benchmark/computation_defs/templates/_test.py b/mpcstats/benchmark/computation_defs/templates/_test.py
new file mode 100644
index 000000000..ad381a24b
--- /dev/null
+++ b/mpcstats/benchmark/computation_defs/templates/_test.py
@@ -0,0 +1,21 @@
+from common_lib import create_party_data_files, write_result, datasets_dir
+from Compiler.GC.types import sbitintvec
+
+NUM_PARTIES = '::NUM_PARTIES::'
+COL_INDEX = 1
+
+def prepare_data():
+    pass
+    #dataset_file = datasets_dir / '::DATASET_FILE::'
+    #create_party_data_files(dataset_file, NUM_PARTIES)
+
+def computation():
+    sfix = sbitintvec.get_type(256)
+
+    data = [sfix(1), sfix(2), sfix(3), sfix(4)]
+    total = sfix(sum(if_else(i != 999, i, 0) for i in data))
+    count = sfix(sum(if_else(i != 999, 1, 0) for i in data))
+    res = total / count
+    #write_result('5')
+    write_result(f'{res.reveal()}')
+
diff --git a/mpcstats/benchmark/computation_defs/templates/_tlsn.py b/mpcstats/benchmark/computation_defs/templates/_tlsn.py
new file mode 100644
index 000000000..500428dc5
--- /dev/null
+++ b/mpcstats/benchmark/computation_defs/templates/_tlsn.py
@@ -0,0 +1,117 @@
+from dataclasses import dataclass
+from pathlib import Path
+from common_lib import player_data_dir, write_result, datasets_dir, create_party_data_files
+
+from Compiler.types import sint
+from Compiler.GC.types import sbitvec
+from Compiler.circuit import sha3_256
+
+
+@dataclass(frozen=True)
+class TLSNProof:
+    # private to party
+    followers: int
+    # public
+    delta: str
+    zero_encodings: list[str]
+    hash: int
+    nonce: int
+
+
+NUM_PARTIES = '::NUM_PARTIES::'
+
+# Only supports 1 byte for now
+ASCII_BASE = 48
+
+
+proofs_for_1_byte = [
+        TLSNProof(followers=3, delta='2501fa5c2b50281d97cc4e63bb1beaef', zero_encodings=['b51d9f6c1d7133a3c2d307b431c7f3ea', '2842eaaf492880247548f2cb189c2f5b', 'f1844ae7b20ad935605c87878b0ffb96', 'd19b84012adf53dedc896ebb36f7decd', 'e9629218d15b7d0887ffa78c4c70d237', 'd7ce38f06c1b134f30ee3dcd5c947d54', '7e666304dbc6c6a48d270c6d4c71f789', '62a1e68e06fd1d02adeb3646cfb47601'], hash='dc249d3704656445a729cc36e39a2f62900fd24f79d20d0dc6f30a5f22ef8f06', nonce='2a0ffcbec6f9338b582694ed46504445e59f3159ad6b7cb035325450ccb31213'),
+        TLSNProof(followers=7, delta='373649df4ba763efb80393526cd8914a', zero_encodings=['4072e2f7e1c271086b4e73ddfd01f55a', '9de71f0bc983a30a4f4d48e21e8202a5', '5abfda4890938dc295bde881e309e8ca', 'c03b03d33cf9f21d110c85c4e76b957c', 'b38ce9704025ed2dede2a17d878a207e', 'ff676722a58d98742644268c05abe19d', '02ee533f359a03c45302b2e1cf529b9f', '27b057b471aa76641263e71c82526310'], hash='9b1d8da9d318e47f0350ff28a517e082083b3cd230dd846c87c85998612c50bf', nonce='d25f6e5bb66954b8765ee15ce9b76eee77567f1c5d9254aeeacf4ba013a58ff6'),
+        TLSNProof(followers=8, delta='a933d0765b313d91d518bda095977f78', zero_encodings=['4b88931361b0b69fa573e18995f84042', '659d0fc74b3a8fe2baa71f5917c20c16', 'de0c378c7ae34171fff72a8bf5c93ad2', '554f1ed3f33d8c522988407d6d6f84d1', '71413cfa8f91380a0edc510a93e07fca', '26eb86d3c2fa2187be7087f17233ebbb', '3db5b599d6b8590693ffda5f4a2be9bb', '06462ccd3c5e11b7839053b4b9860409'], hash='5f8f1b8aaee66105cd5f29c65f85448e5e6e8f4a76a1c22dc619cffd09fd3666', nonce='451fa29db39b2ede357f10011b1d5957fa2ceca56ff6ac83b75c68f75340da99')
+    ]
+
+# Originally get at https://mhchia.github.io/followers-page/party_0.html and party_1, party_2 correspondingly
+proofs_for_2_bytes = [TLSNProof(followers=11, delta='c3476750d275a29c1f7699ddaf3c0a88', zero_encodings=['0960d033f5eab1209fe10a345070e987', '299f355b01d63c298c4b221db76b0425', '85327e5c82518d1c3450be2be2d57a8a', '26bd5c6bb74bd3312fd23e986834004a', 'c664711bc8c4f959780d357d0245ee17', 'e5cd0785909dd0e1e7375ddcc4b92a84', 'f830e6346fc971f40e7a1d6345d24a7b', '674ea56eb3cbda9fb3a69961d53d6899', '8aa80e830c90cd2c7d874bd68ce451eb', 'bc2c46a16274d5265dcba57ce415a38b', '3c553826a9d6a136601577cccd566292', '008618565201755ace66f030814df457', '63c67a844ed0ecee552dd06817914fd9', '22d4e84c139974c836d539af3e860bf3', 'e7577931074ba0c94797b229f25c7e60', '112dab8c82a748f6490e559b5dabb166'], hash='90a13d8300e9c3e352587d660ae1d38266a33d6eb5141f1bbdd1c648eba0c431', nonce='8ce660f3dc546487556a21fe8e3a841f27376f0a15d20ead0a42fd45d8abb422'),
+              TLSNProof(followers=17, delta='cb91e0cba591eb0602659fa009bffb0b', zero_encodings=['c8685eb34348fd760a9dc15599cf8b08', '19a732b7a41ec943079b61bcdb5adfd7', 'b6a2419526a16acddcc4555affd990b6', 'd9af87415de8f0403b8d232652794dc9', 'a85648e5912639730000fcb811f4c093', 'b759a187ebec24eacd52231aba3c408e', '716670b631c6111ae605eae117dcce41', '1588b194ce95da212ddad335194953ea', '95aa7565d7b865fbed467aa1d4638c34', '5660cff0ff01f327d260f6512fa4ece9', '52fe1557b76b9b510a506f01ddb0b4bf', 'e9107eaa5520c0910336dddadd24e2f3', '5315141ef323c1969c090bca0cd92c02', 'ca8029f50a66190b0c7ad6ee52f19c0b', 'e7801f6f3c54af3cca1151f61ac2f872', '66af3d21e5a44384c1c97578ea1613e5'], hash='34fa666e34607061a1b671b72c7e325ada72e837cdd4b386a72a917f79a574e7', nonce='aad536a4af997dc516746ced071d96d833e71260ffdb7d9b401aecdfb6d56750'),
+              TLSNProof(followers=14, delta='1771aea601cec2d8d8a2f1e6d912b21e', zero_encodings=['9db477a726956c417bb3e5108887d413', 'f1e0d7817ce6266c179b382de942ea68', 'fb1d0d9de4ae98afbca045e13d8dce78', 'bb27d6fe7faa30e7aca8b73fbdfea64c', 'c86a95976ef211d8e14f052ade111708', 'e52928fdea52a56e5138e62f580f5f8e', 'a7014a5930f4a167ace1c160d04398d1', '808ebe895bca34c87512e9f363c03f31', '8969a9052c7a578a846226dff9d0b831', 'b59c9636e44ef865db021bd1c25c894c', '9a4fc1e9458669fc133a3392dbd25545', '61a566193fdaef19667a69c51700dc98', '1dbf97a16a01dda014b895b2de7892f5', '9991f17599f51cd6251a2ef95f3082c9', '18c3b4783d9e5567ab6621c9b5b7b992', '48a6a3099b524745f51e1712d15508ee'], hash='80a902e355be6ea13fd659881fca77f56251a9a7754177239fd98a182744129a', nonce='9daeb705d00d4b3558361b334a40ca842b224fa694dc51f4e0b2f40dc7116343')]
+
+# prf for 3 bytes (Originally get at https://jernkunpittaya.github.io/followers-page/party_0.html and party_1, party_2 correspondingly)
+proofs_for_3_bytes = [TLSNProof(followers=111, delta='3ff8c49ac2d4f650db26e2b78a92eae5', zero_encodings=['0eb1bddc009cb670a03bf97572d2da65', 'a970215d4aa930676cfe51ef55ef8a27', '2c373503f595acdf43c3f375cbaf729a', 'bfe05d7b92de4767ca2d892c225ac037', 'ce75d41306824831e51d109642c41d3f', '96044d691d52a5b9eda231eb42408bc4', '99671f883beaa9443b164035d8c1aadd', '7a59495778a5636a969f546f437110c4', '183e388a6bd233e59a3531dd20b60cb5', '7b98a468ad9bc662d4a34707d36356f0', 'c80e4f3ad7ca898d11c1dee4b47f187e', '7f46e86a4ee0dc4f7e9534d34c3e6b48', '59c70ded1926058f0084577aa77f2df8', '22da66e29a7ae21cd586a852ec3c3b37', '22a11b19547dc46e09097589373340e0', 'fd9325744578ed96fa89c6f43f705ef3', '7637b14cc5898942b1144adadc54ae81', 'cc01302acb2dcc835a8254f5414a581a', '73f29faf9c86c958d3093c381395a48c', '5e2ab68ca79794b1abb93197bb584dc1', 'a3be78e8afa8fa8feb8d37a7dc416517', '3d3882303ac2cdc710e024c98724499b', 'a58c4ae4f6c506a7fff81439ac7e0c23', '7005010e4e4ac79f3712975e918af00b'], hash='e5bee8b6c2b7578c5c8e4a9a396b956afbb02336e84f577f66f570e496040f24', nonce='fb3c98d63dbb8f2be5d2257d6e29ce4f9d3fadd30176c2de75d79201ce13e5d9'),
+             TLSNProof(followers=172, delta='9b871524b16d3114c8af47db944e4272', zero_encodings=['87d2eb7e4114e565805f6ad2a31eedc3', '1e537af81e454dfe47d86a67b690b4fa', '95003e4d1911f19eff12107c83e827aa', '6b0632eed4b788b14d62432094482b10', '8f326a494e850d24fa33a4491a713168', '08dcb34eb7b1ecc0117fa31b58dd08de', 'd708dc5c8ec280ba377a47aad79bf2bc', '518729da7f10dcf59f9ac5b03226f673', 'e405a3c975751afbc2845c8e0fcd22f4', '89caac62e8bf2d29ad7bf973322ae0b3', 'f65e60379fc1008f84828249edaf04b5', 'c4546c76abbbbaa43c06159ac9698122', '068d660779a7b7fe10eae38cd6263f3f', '324a8fe0b7c9ee90ba4805063af17e4f', '5c985e75eded78a7a967c4f2feb027ee', '87f8c24bfd03f3783869f2a772dabbd7', 'd98e4de720e90499cc45c194e0a1429c', '69aec002f1a7cee41b82c60bbfa667a1', '24ff5dc5608b67ddbec1006ecefb8f30', 'abacee681e5fbec9b847a8c7bfd3e1f9', 'db16c9cad5eb15a6ec0a006cf2035cfc', 'a6d243559462eca5cbac567fdde346c5', '894db39662f10cb2130d997e27f101eb', 'cc5606d30f616edfd252dd3acabb9329'], hash='f893cb8cebc81e48ccb78873f40b3676f36fac4762f43c6cc66e4b7b1ee73c68', nonce='b757ea5fd3a9577aa7393736fd1af5c51e75821009b161ad31f1d9cb91a86180'),
+             TLSNProof(followers=140, delta='2bdbb23d17e9398c3a3551018c263d42', zero_encodings=['c4890e80238c8023369c1a506c37c41c', '7bdd3429de3d69f88d92960b98fcc52f', 'c52217bdd5e6b8f0df9e964157fe8972', 'd1c911a24cdac9a08d184e956a710def', 'e1cfc2d4dff0a72a8b712254cb2f96cc', 'd8f76f113cd80550bd8d1901a0251812', '6630dce65242e958685f025015946049', '9e5ff3a93b040858ab8cc5989e6db533', '803382f601f470e0742954918aa8e461', '646990e4b05835395c5e2821a3719230', 'f34d0d214e827a7e979bdaa8fc33eefc', '2a3ed2df97f1a6fee26ae4c2bfe6d896', 'd9ec5c26c03761357b640aa8dd353381', '023d9722e434de6dc1335465f940fbd4', '6bda26d44b4c30de689b1e5e88db8ffa', '795b37ae543f4545e0da99563bf3edc4', 'f12d62c79c10694cd5fc26fa01ca2185', 'd8aaec9e2fbf022f4a2fabb9e403e93d', '1ff41d83240cecd3365be966a3c578aa', '09f8ea09ded95efff943fc1f56c53043', '9f39847e04204006d38e0a44cd39a4cb', 'a1b4de355897e9cca4c1ae8e7f3d9870', '4f125d54d7f51257b36435db8f2c3b76', '0b7c5868109092cf1b76417f98cb20ca'], hash='2e9e7c2e980b12582881a6d2bebe9fb2d0c96c80e2e76535bda2b82d9e088d9b', nonce='735d9f41b8928ede53c2c2eeaa88365ad3ce3a2370362366ac43eba2d0f259b7')]
+
+
+proofs_for_different_number_of_digits = [
+        TLSNProof(followers=3, delta='2501fa5c2b50281d97cc4e63bb1beaef', zero_encodings=['b51d9f6c1d7133a3c2d307b431c7f3ea', '2842eaaf492880247548f2cb189c2f5b', 'f1844ae7b20ad935605c87878b0ffb96', 'd19b84012adf53dedc896ebb36f7decd', 'e9629218d15b7d0887ffa78c4c70d237', 'd7ce38f06c1b134f30ee3dcd5c947d54', '7e666304dbc6c6a48d270c6d4c71f789', '62a1e68e06fd1d02adeb3646cfb47601'], hash='dc249d3704656445a729cc36e39a2f62900fd24f79d20d0dc6f30a5f22ef8f06', nonce='2a0ffcbec6f9338b582694ed46504445e59f3159ad6b7cb035325450ccb31213'),
+        TLSNProof(followers=14, delta='1771aea601cec2d8d8a2f1e6d912b21e', zero_encodings=['9db477a726956c417bb3e5108887d413', 'f1e0d7817ce6266c179b382de942ea68', 'fb1d0d9de4ae98afbca045e13d8dce78', 'bb27d6fe7faa30e7aca8b73fbdfea64c', 'c86a95976ef211d8e14f052ade111708', 'e52928fdea52a56e5138e62f580f5f8e', 'a7014a5930f4a167ace1c160d04398d1', '808ebe895bca34c87512e9f363c03f31', '8969a9052c7a578a846226dff9d0b831', 'b59c9636e44ef865db021bd1c25c894c', '9a4fc1e9458669fc133a3392dbd25545', '61a566193fdaef19667a69c51700dc98', '1dbf97a16a01dda014b895b2de7892f5', '9991f17599f51cd6251a2ef95f3082c9', '18c3b4783d9e5567ab6621c9b5b7b992', '48a6a3099b524745f51e1712d15508ee'], hash='80a902e355be6ea13fd659881fca77f56251a9a7754177239fd98a182744129a', nonce='9daeb705d00d4b3558361b334a40ca842b224fa694dc51f4e0b2f40dc7116343'),
+        TLSNProof(followers=172, delta='9b871524b16d3114c8af47db944e4272', zero_encodings=['87d2eb7e4114e565805f6ad2a31eedc3', '1e537af81e454dfe47d86a67b690b4fa', '95003e4d1911f19eff12107c83e827aa', '6b0632eed4b788b14d62432094482b10', '8f326a494e850d24fa33a4491a713168', '08dcb34eb7b1ecc0117fa31b58dd08de', 'd708dc5c8ec280ba377a47aad79bf2bc', '518729da7f10dcf59f9ac5b03226f673', 'e405a3c975751afbc2845c8e0fcd22f4', '89caac62e8bf2d29ad7bf973322ae0b3', 'f65e60379fc1008f84828249edaf04b5', 'c4546c76abbbbaa43c06159ac9698122', '068d660779a7b7fe10eae38cd6263f3f', '324a8fe0b7c9ee90ba4805063af17e4f', '5c985e75eded78a7a967c4f2feb027ee', '87f8c24bfd03f3783869f2a772dabbd7', 'd98e4de720e90499cc45c194e0a1429c', '69aec002f1a7cee41b82c60bbfa667a1', '24ff5dc5608b67ddbec1006ecefb8f30', 'abacee681e5fbec9b847a8c7bfd3e1f9', 'db16c9cad5eb15a6ec0a006cf2035cfc', 'a6d243559462eca5cbac567fdde346c5', '894db39662f10cb2130d997e27f101eb', 'cc5606d30f616edfd252dd3acabb9329'], hash='f893cb8cebc81e48ccb78873f40b3676f36fac4762f43c6cc66e4b7b1ee73c68', nonce='b757ea5fd3a9577aa7393736fd1af5c51e75821009b161ad31f1d9cb91a86180'),
+    ]
+
+
+def prepare_data():
+    dataset_file = datasets_dir / '::DATASET_FILE::'
+    create_party_data_files(dataset_file, NUM_PARTIES)
+
+
+def calculate_data_commitment(num_bytes_followers: int, followers: sint, delta: sbitvec, encoding: list[sbitvec], nonce: sbitvec):
+    # `followers` is "Data" and `encoding` is the "Full Encoding"
+    # Active coding is calculated from `followers` and `encoding`.
+    # Ref:
+    #   - docs: https://docs.tlsnotary.org/mpc/commitments.html#commitments
+    #   - code: https://github.com/tlsnotary/tlsn/blob/e14d0cf563e866cde18d8cf7a79cfbe66d220acd/crates/core/src/commitment/blake3.rs#L76-L80
+    followers_bits_list = []
+    number = followers
+    for i in range(num_bytes_followers):
+        divisor = sint(10**(num_bytes_followers-1-i))
+        # curr_digit = current digit tracing from MSB to LSB
+        # Since int_div() requires bit of inputs, bit of inputs <= log_2(10**num_bytes_followers) < 4* num_bytes_followers
+        curr_digit = number.int_div(divisor, 4*num_bytes_followers)
+        followers_bits_list += [sint(ele) for ele in sbitvec(curr_digit+ASCII_BASE, 8).v]
+        number = number.int_mod(divisor, 4*num_bytes_followers)
+
+    ENCODE_BIT_LEN = 128 # since each encoding[i] is 128 bits.
+    big_num = sint(2**ENCODE_BIT_LEN-1)
+    active_encoding:list[sbitvec] = []
+    for i in range(len(encoding)):
+        # if followers_bits_arr[i] = 0--> big_num+1 overflows 128 bits, seeing only all 0
+        # On the other hand, big_num still have 1 for all 128 bits
+        nullifier = sbitvec(big_num+sint(1)-followers_bits_list[i], ENCODE_BIT_LEN)
+        active_encoding.append(encoding[i].bit_xor(delta.bit_and(nullifier)))
+
+    concat = nonce.bit_decompose()+ sbitvec(sint(num_bytes_followers), 8).bit_decompose()
+    for i in range(len(encoding)):
+        if i%8 ==0:
+            concat = concat + sbitvec(sint(1), 8).bit_decompose()
+        concat = concat + active_encoding[i].bit_decompose()
+
+    return sha3_256(sbitvec.compose(concat))
+
+
+def get_followers_digits(followers: int):
+    # get how many digits are needed to represent the followers
+    return len(str(followers))
+
+
+def computation():
+    proofs = proofs_for_1_byte
+
+    # Private inputs
+    followers_0 = sint.get_input_from(0)
+    num_bytes_follower_0 = get_followers_digits(proofs[0].followers)
+
+    # Public inputs
+    delta_0 = sbitvec.from_hex(proofs[0].delta)
+    zero_encodings_0 = [sbitvec.from_hex(e) for e in proofs[0].zero_encodings]
+    nonce_0 = sbitvec.from_hex(proofs[0].nonce)
+
+    # Calculation
+    commitment_0 = calculate_data_commitment(
+            num_bytes_follower_0,
+            followers_0, 
+            delta_0, 
+            zero_encodings_0, 
+            nonce_0)
+
+    # Outputs
+    write_result(commitment_0.reveal())
+
diff --git a/mpcstats/benchmark/computation_defs/templates/_variance.py b/mpcstats/benchmark/computation_defs/templates/_variance.py
new file mode 100644
index 000000000..a4338611a
--- /dev/null
+++ b/mpcstats/benchmark/computation_defs/templates/_variance.py
@@ -0,0 +1,15 @@
+from common_lib import create_party_data_files, get_aggr_party_data_vecs, write_result, datasets_dir
+from mpcstats_lib import variance
+
+NUM_PARTIES = '::NUM_PARTIES::'
+COL_INDEX = 1
+
+def prepare_data():
+    dataset_file = datasets_dir / '::DATASET_FILE::'
+    create_party_data_files(dataset_file, NUM_PARTIES)
+
+def computation():
+    [vec] = get_aggr_party_data_vecs(NUM_PARTIES, [COL_INDEX]) 
+    res = variance(vec)
+    write_result(res.reveal())
+
diff --git a/mpcstats/benchmark/computation_defs/templates/_where.py b/mpcstats/benchmark/computation_defs/templates/_where.py
new file mode 100644
index 000000000..7162783dd
--- /dev/null
+++ b/mpcstats/benchmark/computation_defs/templates/_where.py
@@ -0,0 +1,17 @@
+from common_lib import create_party_data_files, get_aggr_party_data_vecs, write_result, datasets_dir
+from mpcstats_lib import where
+
+NUM_PARTIES = '::NUM_PARTIES::'
+COL_INDEX = 1
+
+def prepare_data():
+    dataset_file = datasets_dir / '::DATASET_FILE::'
+    create_party_data_files(dataset_file, NUM_PARTIES)
+
+def computation():
+    [data_vec] = get_aggr_party_data_vecs(NUM_PARTIES, [COL_INDEX]) 
+    selector = [elem > 0 for elem in data_vec] 
+    res = where(selector, data_vec)
+    # writes number of Trues in selector as result
+    write_result(sum(selector).reveal())
+
diff --git a/mpcstats/benchmark/computation_defs/templates/mean_mn.py b/mpcstats/benchmark/computation_defs/templates/mean_mn.py
new file mode 100644
index 000000000..25a4baf71
--- /dev/null
+++ b/mpcstats/benchmark/computation_defs/templates/mean_mn.py
@@ -0,0 +1,15 @@
+from common_lib import create_party_data_files, get_aggr_party_data_vecs, write_result, datasets_dir
+from mpcstats_lib import mean
+
+NUM_PARTIES = '::NUM_PARTIES::'
+COL_INDEX = 1
+
+def prepare_data():
+    dataset_file = datasets_dir / '::DATASET_FILE::'
+    create_party_data_files(dataset_file, NUM_PARTIES)
+
+def computation():
+    [vec] = get_aggr_party_data_vecs(NUM_PARTIES, [COL_INDEX]) 
+    res = mean(vec)
+    write_result(res.reveal())
+
diff --git a/mpcstats/benchmark/constants.py b/mpcstats/benchmark/constants.py
new file mode 100644
index 000000000..45a34b9a2
--- /dev/null
+++ b/mpcstats/benchmark/constants.py
@@ -0,0 +1,20 @@
+EXEC_TIME_SEC = 'exec_time_sec'
+MAX_MEM_USAGE_KB = 'max_mem_usage_kb'
+
+# columns
+CATEGORY = 'category'
+COMPUTATION = 'computation'
+COMPILATION_TIME = 'compilation_time'
+COMPILE_EXEC_TIME_SEC = f'compile_{EXEC_TIME_SEC}'
+COMPILE_MAX_MEM_USAGE_KB = f'compile_{MAX_MEM_USAGE_KB}'
+DATA_SENT_BY_PARTY_0 = 'data_sent_by_party_0'
+EXECUTOR_EXEC_TIME_SEC = f'executor_{EXEC_TIME_SEC}'
+EXECUTOR_MAX_MEM_USAGE_KB = f'executor_{MAX_MEM_USAGE_KB}'
+EXECUTION_TIME = 'execution_time'
+GLOBAL_DATA_SENT_MB = 'global_data_sent_mb'
+PROTOCOL = 'protocol'
+PROG_NAME = 'prog_name'
+RESULT = 'result'
+ROUNDS = 'rounds'
+STATISTICAL_SECURITY_PARAMETER = 'statistical_security_parameter'
+TOTAL_BYTECODE_SIZE = 'total_bytecode_size'
diff --git a/mpcstats/benchmark/datasets/10x10000.csv b/mpcstats/benchmark/datasets/10x10000.csv
new file mode 100644
index 000000000..41e4c3174
--- /dev/null
+++ b/mpcstats/benchmark/datasets/10x10000.csv
@@ -0,0 +1,10000 @@
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diff --git a/mpcstats/benchmark/datasets/_2-digits.csv b/mpcstats/benchmark/datasets/_2-digits.csv
new file mode 100644
index 000000000..be0da927b
--- /dev/null
+++ b/mpcstats/benchmark/datasets/_2-digits.csv
@@ -0,0 +1,3 @@
+11
+17
+14
diff --git a/mpcstats/benchmark/datasets/_3-digits.csv b/mpcstats/benchmark/datasets/_3-digits.csv
new file mode 100644
index 000000000..352785229
--- /dev/null
+++ b/mpcstats/benchmark/datasets/_3-digits.csv
@@ -0,0 +1,3 @@
+3
+14
+172
diff --git a/mpcstats/benchmark/driver.py b/mpcstats/benchmark/driver.py
new file mode 100755
index 000000000..6889d28bf
--- /dev/null
+++ b/mpcstats/benchmark/driver.py
@@ -0,0 +1,232 @@
+#!/usr/bin/env python3
+
+from pathlib import Path
+repo_root = Path(__file__).parent.parent.parent
+
+import sys
+sys.path.append(str(repo_root))
+sys.path.append(f'{repo_root}/mpcstats')
+
+from common_lib import benchmark_dir, datasets_dir
+
+from pathlib import Path
+computation_def_dir = benchmark_dir / 'computation_defs'
+templates_dir = benchmark_dir / 'computation_defs' / 'templates'
+scripts_dir = repo_root / 'Scripts'
+tlsn_dir = benchmark_dir / 'tlsn'
+programs_dir = benchmark_dir / 'Programs'
+circuits_dir = programs_dir / 'Circuits'
+
+
+import argparse
+import subprocess
+import json
+import shutil
+from typing import Any
+from protocols import all_protocols
+from constants import COMPUTATION, PROTOCOL, CATEGORY, ROUNDS, COMPILATION_TIME, EXECUTION_TIME, COMPILE_MAX_MEM_USAGE_KB, EXECUTOR_MAX_MEM_USAGE_KB, TOTAL_BYTECODE_SIZE, EXECUTOR_EXEC_TIME_SEC, COMPILE_EXEC_TIME_SEC, STATISTICAL_SECURITY_PARAMETER, DATA_SENT_BY_PARTY_0, GLOBAL_DATA_SENT_MB, RESULT
+
+COMP='comp'
+EXEC='exec'
+META='meta'
+
+headers = [
+    (COMPUTATION, META),
+    (PROTOCOL, META),
+    (CATEGORY, META),
+    (ROUNDS, EXEC),
+    (COMPILATION_TIME, COMP),
+    (EXECUTION_TIME, EXEC),
+    (COMPILE_MAX_MEM_USAGE_KB, COMP),
+    (EXECUTOR_MAX_MEM_USAGE_KB, EXEC),
+    (TOTAL_BYTECODE_SIZE, COMP),
+    #(EXECUTOR_EXEC_TIME_SEC, EXEC),
+    #(COMPILE_EXEC_TIME_SEC, COMP),
+    (STATISTICAL_SECURITY_PARAMETER, EXEC),
+    (DATA_SENT_BY_PARTY_0, EXEC),
+    (GLOBAL_DATA_SENT_MB, EXEC),
+    (RESULT, EXEC),
+]
+
+scenarios = [
+    ['all'],
+    ['test'],
+    ['mean_mn'],
+    ['mean_no_mn'],
+    ['where'],
+    ['join'],
+    ['tlsn'],
+]
+TLSN_SCENARIO = scenarios.index(['tlsn'])
+
+def scenario_desc() -> str:
+    lines = []
+    for id, names in enumerate(scenarios):
+        names_str = ' '.join(names)
+        lines.append(f'{id}:{names_str}')
+
+    return ', '.join(lines)
+
+datasets = ['100', '1000', '10000', '100000', '1-digit', '2-digits', '3-digits', 'diff-digits']
+
+def parse_args() -> Any:
+    parser = argparse.ArgumentParser(description='Benchmarking driver')
+    parser.add_argument(
+        'scenario_id',
+        type=int,
+        help=scenario_desc(),
+    )
+    parser.add_argument(
+        'num_parties',
+        type=int,
+        help='Number of particicating parties',
+    )
+    parser.add_argument(
+        'dataset', 
+        type=str, 
+        choices=datasets,
+        help=', '.join(datasets),
+    )
+    parser.add_argument(
+        '--remote',
+        type=int,
+        help='Party number in remote execution',
+    )
+    parser.add_argument(
+        '--verbose-compiler',
+        action='store_true',
+        help='Show output from Comipler module',
+    )
+    parser.add_argument(
+        '--verbose-vm',
+        action='store_true',
+        help='Show output from vm module',
+    )
+    return parser.parse_args()
+
+def activate_all(dir: Path) -> None:
+    for file in dir.iterdir():
+        if file.name.startswith('_'):
+            new_name = file.with_name(file.name[1:])
+            file.rename(dir / new_name)
+
+def deactivate_all(dir: Path) -> None:
+    for file in dir.iterdir():
+        if not file.name.startswith('_'):
+            new_name = file.with_name(f'_{file.name}')
+            file.rename(dir / new_name)
+
+def activate(dir: Path, name: str, ext: str) -> None:
+    file = dir / f'_{name}.{ext}'
+    file.rename(dir / f'{name}.{ext}')
+
+def gen_header() -> str:
+    return ','.join([header[0] for header in headers])
+
+def gen_line(result: object) -> str:
+    comp = result[0] # compilation stats
+    exe = result[1] # execution stats
+    meta = result[2] # meta data
+
+    cols = []
+    for header in headers:
+        key = header[0]
+        typ = header[1]
+
+        col = ''
+        if comp != {} and typ == COMP:
+            col = str(comp[key])
+        elif exe != {} and typ == EXEC:
+            col = str(exe[key])
+        elif meta != {} and typ == META:
+            col = str(meta[key])
+        cols.append(col)
+
+    return ','.join(cols)
+
+def write_benchmark_result(
+    computation_def: Path,
+    protocol: str,
+    num_parties: int,
+    comp_args: str,
+    category: str,
+    args: Any) -> None:
+
+    cmd = [benchmark_dir / 'benchmarker.py', protocol, str(num_parties), '--file', computation_def, '--comp-args', comp_args]
+    if args.verbose_compiler:
+        cmd.append('--verbose-compiler')
+    if args.verbose_vm:
+        cmd.append('--verbose-vm')
+    if args.remote is not None:
+        cmd.extend(['--remote', str(args.remote)])
+
+    result = subprocess.run(cmd, capture_output=True, text=True)
+    try:
+        result_obj = json.loads(result.stdout)
+    except:
+        print('-----------')
+        print(str(result).replace('\\n', '\n'))
+        print('-----------')
+        raise
+    result_obj.append({
+        'computation': computation_def.stem,
+        'category': category,
+        'protocol': protocol,
+    })
+    print(gen_line(result_obj))
+
+args = parse_args()
+
+# set up scenario
+if args.scenario_id == 0:
+    activate_all(templates_dir)
+
+elif args.scenario_id > 0:
+    deactivate_all(templates_dir)
+    names = scenarios[args.scenario_id]
+    for name in names:
+        activate(templates_dir, name, 'py')
+        print(f'Activated {name} scenario')
+
+# activate targetted dataset
+deactivate_all(datasets_dir)
+if args.scenario_id == TLSN_SCENARIO:
+    activate(datasets_dir, args.dataset, 'csv')
+else:
+    activate(datasets_dir, f'10x{args.dataset}', 'csv')
+
+# build circuit descriptions and copy to benchmark dir if tlsn
+if args.scenario_id == TLSN_SCENARIO and not circuits_dir.exists():
+    subprocess.run(['make', 'Programs/Circuits'], check=True, cwd=repo_root)
+    shutil.copytree(repo_root / 'Programs' / 'Circuits', circuits_dir)
+
+# generate required VMs if locally executing MPC
+if args.remote is None:
+    subprocess.run([benchmark_dir / 'gen_vms.py'], check=True)
+
+# generate computation defs from the tempaltes
+subprocess.run([benchmark_dir / 'gen_comp_defs.py', str(args.num_parties)], check=True)
+
+# print header
+print(gen_header())
+
+# List all files in the directory
+computation_defs = [file for file in computation_def_dir.iterdir() if file.is_file()]
+
+# validate protocols
+for protocol, _, comp_args, category in all_protocols:
+    if protocol.endswith('.sh'):
+        print(f'Drop .sh from {protocol}')
+        exit(0)
+
+# print benchmark result rows
+for computation_def in computation_defs:
+    for protocol, _, comp_args, category in all_protocols:
+        write_benchmark_result(
+            computation_def,
+            protocol,
+            args.num_parties,
+            comp_args,
+            category,
+            args)
+
diff --git a/mpcstats/benchmark/executor.py b/mpcstats/benchmark/executor.py
new file mode 100755
index 000000000..7c429f2b8
--- /dev/null
+++ b/mpcstats/benchmark/executor.py
@@ -0,0 +1,102 @@
+#!/usr/bin/env python3
+
+from pathlib import Path
+repo_root = Path(__file__).parent.parent.parent
+
+import sys
+sys.path.append(str(repo_root))
+sys.path.append(f'{repo_root}/mpcstats')
+
+from common_lib import execute_silently, exec_subprocess, DIMENTION_FILE, read_script, mpcstats_dir, benchmark_dir
+
+from output_parser import parse_execution_output
+from constants import PROG_NAME, PROTOCOL, RESULT
+from Compiler.types import sfix, Matrix
+from protocols import get_vm
+
+import argparse
+import re
+import json
+from datetime import datetime
+
+def parse_args():
+    parser = argparse.ArgumentParser(description='Program execution script')
+    parser.add_argument(
+        'protocol',
+        type=str, 
+        help='MPC protocol',
+    )
+    parser.add_argument(
+        'num_parties',
+        type=int, 
+        help='Number of participating parties',
+    )
+    parser.add_argument(
+        '--name',
+        type=str,
+        default=f'computation',
+        help='Name of the computation',
+    )
+    parser.add_argument(
+        '--file',
+        type=argparse.FileType('r'),
+        default=None,
+        help='Computation definition file. If not specified, the definition will be read from stdin',
+    )
+    parser.add_argument(
+        '--base-port',
+        type=int,
+        default=8000,
+        help='Base party port number',
+    )
+    parser.add_argument(
+        '--remote',
+        type=int,
+        help='Party number in remote execution',
+    )
+    parser.add_argument(
+        '--verbose',
+        action='store_true',
+        help='Show output from MPC script',
+    )
+    return parser.parse_args()
+
+args = parse_args()
+
+# inject computation definition script into this script
+script = read_script(args.file)
+exec(script)
+
+# make sure the number of parties in computation and arguments are consistent
+if NUM_PARTIES != args.num_parties:
+    raise f'NUM_PARTIES is {NUM_PARTIES}, args.num_parties is {args.num_parties}'
+
+prepare_data() # from computation definition script
+
+# execute the injected computation
+if args.remote is not None:
+    vm = get_vm(args.protocol)
+    vm_path = str(repo_root / vm)
+
+    if 'rep' in vm or vm == 'ring' in vm:
+        N = ''
+    else:
+        N = f'-N {args.num_parties}'
+
+    cmd = f'{vm_path} -v {N} -ip HOSTS -pn {args.base_port} -p {args.remote} {args.name}'
+else:
+    mpc_script = str(repo_root / 'Scripts' / f'{args.protocol}.sh')
+    cmd = f'PLAYERS={args.num_parties} {mpc_script} {args.name}'
+
+output = exec_subprocess(cmd)
+out_obj = parse_execution_output(output)
+out_obj[PROTOCOL] = args.protocol
+out_obj[PROG_NAME] = args.name
+
+if args.remote is not None and args.remote > 0:
+    out_obj[RESULT] = 'NA'
+
+if args.verbose:
+    print(output)
+
+print(json.dumps(out_obj))
diff --git a/mpcstats/benchmark/gen_comp_defs.py b/mpcstats/benchmark/gen_comp_defs.py
new file mode 100755
index 000000000..94e5729bb
--- /dev/null
+++ b/mpcstats/benchmark/gen_comp_defs.py
@@ -0,0 +1,58 @@
+#!/usr/bin/env python3
+
+from pathlib import Path
+repo_root = Path(__file__).parent.parent.parent
+
+import sys
+sys.path.append(str(repo_root))
+sys.path.append(f'{repo_root}/mpcstats')
+
+from common_lib import datasets_dir, benchmark_dir
+
+from pathlib import Path
+computation_def_dir = benchmark_dir / 'computation_defs'
+computation_def_tmpl_dir = computation_def_dir / 'templates'
+
+import argparse
+
+def parse_args():
+    parser = argparse.ArgumentParser(description='Benchmark script template engine')
+    parser.add_argument(
+        'num_parties',
+        type=int,
+        help='Number of particicating parties',
+    )
+    return parser.parse_args()
+
+def apply_line_filter(line: int, num_parties: int, dataset: Path) -> str:
+    line = line.replace("'::NUM_PARTIES::'", str(num_parties))
+    line = line.replace("'::DATASET_FILE::'", f"'{dataset.name}'")
+    return line
+
+def create_instance(template: Path, num_parties: int, dataset: Path) -> None:
+    file_name = f'{template.stem}_{dataset.stem}_{num_parties}.py'
+    instance = computation_def_dir / file_name
+    with open(instance, 'w') as inst_file:
+        with open(template) as tmpl_file:
+            for line in tmpl_file:
+                line = apply_line_filter(line, num_parties, dataset)
+                inst_file.write(line)
+
+args = parse_args()
+
+datasets = [file for file in datasets_dir.iterdir()]
+templates = [file for file in computation_def_tmpl_dir.iterdir()]
+
+# delete all existing instance files
+for x in computation_def_dir.iterdir():
+    if x.is_file():
+        x.unlink()
+
+for dataset in datasets:
+    if dataset.name.startswith('_'):
+        continue
+    for template in templates:
+        if template.name.startswith('_'):
+            continue
+        create_instance(template, args.num_parties, dataset)
+
diff --git a/mpcstats/benchmark/gen_dataset.py b/mpcstats/benchmark/gen_dataset.py
new file mode 100755
index 000000000..4a80dca34
--- /dev/null
+++ b/mpcstats/benchmark/gen_dataset.py
@@ -0,0 +1,71 @@
+#!/usr/bin/env python3
+
+from pathlib import Path
+repo_root = Path(__file__).parent.parent.parent
+
+import sys
+sys.path.append(str(repo_root))
+sys.path.append(f'{repo_root}/mpcstats')
+
+from common_lib import datasets_dir
+
+import os
+import shutil
+import random
+from typing import Any
+
+import argparse
+
+def parse_args() -> Any:
+    parser = argparse.ArgumentParser(description='Dataset gen script')
+    parser.add_argument(
+        'num_cols',
+        type=int,
+        help='Number of cols',
+    )
+    parser.add_argument(
+        'num_rows',
+        type=int,
+        help='Number of rows',
+    )
+    parser.add_argument(
+        '--multiplier',
+        type=int,
+        default=100,
+        help='Multiplier to randomly generated numbers',
+    )
+    parser.add_argument(
+        '--int',
+        action='store_true',
+        help='Use integers only',
+    )
+    parser.add_argument(
+        '--mean',
+        type=float,
+        default=0,
+        help='Mean of normal distribution',
+    )
+    parser.add_argument(
+        '--stddev',
+        type=float,
+        default=1,
+        help='Standard deviation of normal distribution',
+    )
+    return parser.parse_args()
+
+args = parse_args()
+
+opt = ''
+if args.int:
+    opt += '-int'
+file_name = f'{args.num_cols}x{args.num_rows}{opt}.csv'
+
+with open(datasets_dir / file_name, 'w') as file:
+    for _row in range(args.num_rows):
+        nums = [random.gauss(args.mean, args.stddev) * args.multiplier for _ in range(args.num_cols)]
+        if args.int:
+            nums = [int(n) for n in nums]
+        line = ','.join([str(n) for n in nums])
+        file.write(f'{line}\n')
+
+
diff --git a/mpcstats/benchmark/gen_vms.py b/mpcstats/benchmark/gen_vms.py
new file mode 100755
index 000000000..31bc29fa7
--- /dev/null
+++ b/mpcstats/benchmark/gen_vms.py
@@ -0,0 +1,35 @@
+#!/usr/bin/env python3
+
+from pathlib import Path
+repo_root = Path(__file__).parent.parent.parent
+
+import sys
+sys.path.append(str(repo_root))
+sys.path.append(f'{repo_root}/mpcstats')
+
+from common_lib import benchmark_dir
+
+import subprocess
+import os
+from protocols import all_protocols
+
+config_mine = repo_root / 'CONFIG.mine'
+
+for _, program, _, _ in all_protocols:
+    # special handling for spdz2k
+    config_mine_content = 'MOD = -DRING_SIZE=128' if program == 'spdz2k-party.x' else ''
+    program_file = repo_root / program
+    if program_file.exists():
+        continue
+
+    print(f'Compiling {program} w/ {config_mine_content}...')
+
+    with open(config_mine, 'w') as file:
+        file.write(config_mine_content)
+
+    cmd = ['make', f'-j{os.cpu_count()}', program]
+    res = subprocess.run(cmd, cwd=repo_root, capture_output=True, text=True)
+
+    if res.returncode != 0:
+        print(f'--> Failed w/ return code {res.returncode}. {res.stderr}')
+
diff --git a/mpcstats/benchmark/machines b/mpcstats/benchmark/machines
new file mode 100644
index 000000000..2fbb50c4a
--- /dev/null
+++ b/mpcstats/benchmark/machines
@@ -0,0 +1 @@
+localhost
diff --git a/mpcstats/benchmark/protocols.py b/mpcstats/benchmark/protocols.py
new file mode 100644
index 000000000..d7d92bc0a
--- /dev/null
+++ b/mpcstats/benchmark/protocols.py
@@ -0,0 +1,71 @@
+dishonest_majority_malicious = [t + ('DM-M-SS',) for t in [
+# ('mascot', 'mascot-party.x', ''), # ok
+# ('mama', 'mama-party.x', ''), # ok
+# ('spdz2k', 'spdz2k-party.x', '--ring 128'), # ok slow
+# ('lowgear', 'lowgear-party.x', ''), # ok? slow
+# ('highgear', 'highgear-party.x', ''), # ok? slow
+]]
+
+dishonest_majority_covert = [t + ('DM-C-SS',) for t in [
+# ('cowgear', 'cowgear-party.x', ''), # ok
+# ('chaigear', 'chaigear-party.x', ''), # ok slow
+]]
+
+dishonest_majority_semi_honest = [t + ('DM-SH-SS',) for t in [
+('semi', 'semi-party.x', ''), # ok
+('semi2k', 'semi2k-party.x', '--ring 128'), # ok
+('hemi', 'hemi-party.x', ''), # ok
+('temi', 'temi-party.x', ''), # ok
+('soho', 'soho-party.x', ''), # ok
+]]
+
+honest_majority_malicious = [t + ('HM-M',) for t in [
+('ring', 'replicated-ring-party.x', '--ring 128'), # ok
+('ps-rep-ring', 'ps-rep-ring-party.x', '--ring 128'), # ok
+('mal-rep-ring', 'malicious-rep-ring-party.x', '--ring 128'), # ok
+('sy-rep-ring', 'sy-rep-ring-party.x', '--ring 128'), # ok
+# ('rep4-ring', 'rep4-ring-party.x', '--ring 128'), # ok, ssl, 4 parties
+('ps-rep-field', 'ps-rep-field-party.x', ''), # ok
+('sy-rep-field', 'sy-rep-field-party.x', ''), # ok
+('mal-rep-field', 'malicious-rep-field-party.x', ''), # ok
+('mal-shamir', 'malicious-shamir-party.x', ''), # ok
+('sy-shamir', 'sy-shamir-party.x', ''), # ok
+]]
+
+honest_majority_non_malicious = [t + ('HM-NM',) for t in [
+('rep-field', 'replicated-field-party.x', ''), # ok
+('atlas', 'atlas-party.x', ''), # ok
+('shamir', 'shamir-party.x', ''), # ok
+]]
+
+# ################################
+# # binary circuit only protocols
+# dishonest_majority_yao = [t + ('DM-YAO',) for t in [
+# #('yao', 'yao-party.x', ''), # binary circuit only
+# ]]
+# 
+# bmr = [t + ('BMR',) for t in [
+# #('real-bmr', 'real-bmr-party.x', ''), # binary circuit only
+# #('semi-bmr', 'semi-bmr-party.x', ''), # binary circuit only
+# #('shamir-bmr', 'shamir-bmr-party.x', ''), # binary circuit only
+# #('mal-shamir-bmr', 'mal-shamir-bmr-party.x', ''), # binary circuit only
+# #('rep-bmr', 'rep-bmr-party.x', ''), # binary circuit only
+# #('mal-rep-bmr', 'mal-rep-bmr-party.x', ''), # binary circuit only
+# ]]
+# 
+# binary_circuit_only = dishonest_majority_yao + bmr
+
+all_protocols = dishonest_majority_malicious
+all_protocols += dishonest_majority_covert
+all_protocols += dishonest_majority_semi_honest
+all_protocols += honest_majority_malicious
+all_protocols += honest_majority_non_malicious
+#all_protocols += binary_circuit_only
+
+def get_vm(protocol: str) -> str:
+    for proto, vm, _, _ in all_protocols:
+        if proto == protocol:
+            return vm
+    print(f'--- VM NOT FOUND FOR {protocol}')
+    return None
+
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diff --git a/mpcstats/common_lib.py b/mpcstats/common_lib.py
new file mode 100644
index 000000000..c5c484c77
--- /dev/null
+++ b/mpcstats/common_lib.py
@@ -0,0 +1,196 @@
+from pathlib import Path
+repo_root = Path(__file__).parent.parent
+mpcstats_dir = repo_root / 'mpcstats'
+benchmark_dir = mpcstats_dir / 'benchmark'
+player_data_dir = benchmark_dir / 'Player-Data'
+datasets_dir = benchmark_dir / 'datasets'
+
+import sys
+sys.path.append(str(repo_root))
+sys.path.append(f'{repo_root}/mpcstats')
+sys.path.append(f'{repo_root}/mpcstats/benchmark')
+
+from Compiler.compilerLib import Compiler
+from Compiler.types import sfix
+from Compiler.types import Matrix
+from Compiler.library import print_ln
+from Compiler.util import if_else
+import subprocess
+import config
+import os
+from typing import Callable, Any, Literal, TextIO
+from dataclasses import dataclass
+from constants import RESULT
+import random
+
+DIMENTION_FILE = player_data_dir / 'file-dimentions.txt'
+DIMENTION_FILE_SEP = ' '
+
+@dataclass
+class Dimention:
+    rows: int
+    cols: int
+
+    def num_elements(self):
+        return self.rows * self.cols
+
+def read_script(maybe_file: TextIO) -> str:
+    if maybe_file is None:
+        return sys.stdin.read()
+    else:
+        # assumes that file is already opened
+        try:
+            return maybe_file.read()
+        finally:
+            maybe_file.close()
+
+def create_party_data_files(dataset_file: Path, num_parties: int) -> None:
+    if not dataset_file.exists():
+        raise FileNotFoundError(f'{dataset_file} not found')
+
+    player_data_dir.mkdir(parents=True, exist_ok=True)
+
+    try:
+        dims = open(DIMENTION_FILE, 'w')
+        party_files = [open(player_data_dir / f'Input-P{i}-0', 'w') for i in range(num_parties)]
+        file = dataset_file.open('r')
+
+        curr_party = 0
+        num_rows = [0] * num_parties
+        num_columns = [None] * num_parties
+
+        # read from dataset_file and create party data files
+        # keeping track of the dimention of each file
+        with open(dataset_file) as file:
+            while line := file.readline():
+                toks = [tok.strip() for tok in line.split(',')]
+                if num_columns[curr_party] is None:
+                    num_columns[curr_party] = len(toks)
+
+                line = ' '.join(toks)
+                party_files[curr_party].write(f'{line}\n')
+
+                num_rows[curr_party] += 1
+                curr_party = (curr_party + 1) % num_parties
+
+        # write dimentions of party files to file
+        for i in range(num_parties):
+            dims.write(f'{num_rows[i]}{DIMENTION_FILE_SEP}{num_columns[i]}\n')
+
+    finally:
+        for f in party_files:
+            f.close()
+        dims.close()
+
+def load_file_dimentions() -> list[Dimention]:
+    if not Path(DIMENTION_FILE).is_file():
+        raise FileNotFoundError(f'{DIMENTION_FILE} not found')
+    dims = []
+    with open(DIMENTION_FILE) as f:
+        while (line := f.readline().strip()) is not None:
+            if line == '': # if the last line
+                return dims
+            toks = line.split(DIMENTION_FILE_SEP) 
+            rows, cols = toks
+            dim = Dimention(int(rows), int(cols))
+            dims.append(dim)
+
+# has to be called from inside computation
+# assumes that DIMENTION_FILE has already been created
+def load_party_data_to_matrices(num_parties: int, join_tweak: (int, int) = None) -> list[Matrix]:
+    dims = load_file_dimentions()
+    ms = []
+    for i in range(num_parties):
+        with open(player_data_dir / f'Input-P{i}-0') as f:
+            dim = dims[i]
+
+            m = Matrix(dim.rows, dim.cols, sfix)
+            for row in range(dim.rows):
+                for col in range(dim.cols):
+                    m[row][col] = sfix.get_input_from(i)
+            ms.append(m)
+
+    if join_tweak is not None:
+        assert num_parties == 2
+        m1, m2 = ms 
+        m1_row, m2_row = join_tweak
+
+        # shuffle m1 row and copy to m2_row
+        src_row = [m1[m1_row][i] for i in range(dims[0].cols)]
+        random.shuffle(src_row)
+        for i in range(dims[1].cols):
+            m2[m2_row][i] = src_row[i]
+
+    return ms
+
+def get_aggr_party_data_vecs(num_parties: int, col_indices: list[int]) -> list[list[sfix]]:
+    # load party data into matrices
+    ms = load_party_data_to_matrices(num_parties)
+
+    # aggregate matrix columns of all parties
+    vecs = [[] for _ in range(len(col_indices))]
+
+    for party_id, m in enumerate(ms):
+        for vec_index, col_index in enumerate(col_indices):
+            elem = [m[i][col_index] for i in range(m.shape[0])]
+            vecs[vec_index][:] += elem[:]
+    return vecs
+
+def compile_computation(
+    name: str,
+    computation: Callable[[], None],
+    flags: list[str] = [],
+    cfg: Any = config.DefaultMPSPDZSetting(),
+) -> None:
+    '''
+    Compiles computation function and generates:
+    - ./Programs/Schedules/{name}.sch
+    - ./Programs/Bytecode/{name}-0.bc
+    in the current directory
+    '''
+    def init_and_compute():
+        sfix.round_nearest = cfg.round_nearest
+        sfix.set_precision(cfg.f, cfg.k)
+        computation()
+    compiler = Compiler(flags)
+    compiler.register_function(name)(init_and_compute)
+
+    # temporarily clear the command line arguments passed to the caller script
+    # while executing compiler.compile_func
+    # since it affects how compile.compile_func works
+    bak = sys.argv
+    sys.argv = [sys.argv[0]]
+    compiler.compile_func()
+    sys.argv = bak
+
+def exec_subprocess(cmd: str) -> str:
+    try:
+        res = subprocess.run(cmd, shell=True, capture_output=True, check=True, text=True)
+        return f'{res.stdout}\n{res.stderr}'
+
+    except subprocess.CalledProcessError as e:
+        print(e)
+        raise
+
+def execute_computation(
+    num_parties: int,
+    mpc_script: str,
+    name: str,
+) -> str:
+    cmd = f'PLAYERS={num_parties} {mpc_script} {name}'
+    return exec_subprocess(cmd)
+
+def execute_silently(f: Callable[[], None]) -> Any:
+    stdout_bak = sys.stdout
+
+    # redirect stdout to /dev/null
+    sys.stdout = open(os.devnull, 'w')
+
+    try:
+        return f()
+    finally:
+        sys.stdout.close()
+        sys.stdout = stdout_bak
+
+def write_result(value: Any) -> None:
+    print_ln(f'{RESULT}: %s', value)
diff --git a/mpcstats/config.py b/mpcstats/config.py
new file mode 100644
index 000000000..e84cb9fe7
--- /dev/null
+++ b/mpcstats/config.py
@@ -0,0 +1,14 @@
+from dataclasses import dataclass
+
+@dataclass
+class DefaultMPSPDZSetting:
+    # To enforce round to the nearest integer, instead of probabilistic truncation
+    # Ref: https://github.com/data61/MP-SPDZ/blob/e93190f3b72ee2d27837ca1ca6614df6b52ceef2/doc/machine-learning.rst?plain=1#L347-L353
+    round_nearest: bool = True
+
+    # length of the decimal part of sfix
+    f: int = 22
+
+    # whole bit length of sfix. must be at least f+11
+    k: int = 40
+
diff --git a/mpcstats/main.py b/mpcstats/main.py
new file mode 100644
index 000000000..9183bd88b
--- /dev/null
+++ b/mpcstats/main.py
@@ -0,0 +1,116 @@
+from pathlib import Path
+repo_root = Path(__file__).parent.parent
+
+import sys
+sys.path.append(str(repo_root))
+sys.path.append(f'{repo_root}/mpcstats')
+
+import os
+
+from Compiler.library import print_ln
+from Compiler.compilerLib import Compiler
+from mpcstats_lib import read_data, print_data, mean, join, median, covariance, correlation, where, geometric_mean
+
+MPC_PROTOCOL = "semi"
+PROGRAM_NAME = "testmpc"
+PROJECT_ROOT = Path(__file__).parent.parent
+SCRIPTS_DIR = PROJECT_ROOT / "Scripts"
+# E.g. Scripts/semi.sh testmpc
+LOCAL_EXECUTION_EXE = SCRIPTS_DIR / f"{MPC_PROTOCOL}.sh"
+PLAYER_DATA_DIR = PROJECT_ROOT / "Player-Data"
+PLAYER_DATA_DIR.mkdir(parents=True, exist_ok=True)
+
+
+PLAYER_DATA = [
+    # party 0
+    [
+        [0, 1, 2, 3],  # column 0
+        [170, 160, 152, 180],  # column 1
+    ],
+    # party 1
+    [
+        [3, 0, 4, 5],
+        [50, 60, 70, 100],
+    ]
+]
+NUM_PARTIES = len(PLAYER_DATA)
+
+
+def compile_run(computation):
+    """
+    Compile and run the computation.
+    """
+    compiler = Compiler()
+    compiler.register_function(PROGRAM_NAME)(computation)
+    compiler.compile_func()
+    code = os.system(f"PLAYERS={NUM_PARTIES} {str(LOCAL_EXECUTION_EXE)} {PROGRAM_NAME}")
+    if code != 0:
+        raise ValueError(f"Failed to compile circom. Error code: {code}")
+
+
+def prepare_data():
+    """
+    Save PLAYER_DATA to each party input file.
+    """
+    for party_index, player_data in enumerate(PLAYER_DATA):
+        player_data_file = PLAYER_DATA_DIR / f"Input-P{party_index}-0"
+        with open(player_data_file, "w") as f:
+            for column in player_data:
+                f.write(" ".join(map(str, column)))
+                f.write("\n")
+
+
+if __name__ == "__main__":
+    # Save PLAYER_DATA to each party input file
+    prepare_data()
+
+    # Computation defined by the user
+    def computation():
+        # Read all data from all parties
+        # 0 1 2 3
+        # 170 160 152 180
+        data_party_0 = PLAYER_DATA[0]
+        matrix_0 = read_data(0, len(data_party_0), len(data_party_0[0]))
+        print_ln("data_party_0:")
+        print_data(matrix_0)
+
+        # 3 0 1 2
+        # 50 60 70 80
+        data_party_1 = PLAYER_DATA[1]
+        matrix_1 = read_data(1, len(data_party_1), len(data_party_1[0]))
+        print_ln("data_party_1:")
+        print_data(matrix_1)
+
+        # Get the column 1
+        column_index = 1
+        column_1 = [matrix_0[column_index][i] for i in range(matrix_0.shape[1])]
+        _filter_1 = [ele >160 for ele in column_1]
+        column_2 = [matrix_1[column_index][i] for i in range(matrix_1.shape[1])]
+        # Calculate the mean of column 1
+        column_mean = mean(column_1)
+        print_ln("column_mean: %s", column_mean.reveal())
+
+        # Join the two matrices based on the matching index in the specified columns
+        # [
+        #     [0, 1, 2, 3],
+        #     [170, 160, 152, 180],
+        #     [0, MAGIC_NUMBER, MAGIC_NUMBER, 3, MAGIC_NUMEBER],
+        #     [60, MAGIC_NUMBER, MAGIC_NUMBER, 50, MAGIC_NUMBER],
+        # ]
+        new_data = join(matrix_0, matrix_1, 0, 0)
+        print_ln("new_data:")
+        print_data(new_data)
+        result = mean([new_data[3][i] for i in range(new_data.shape[1])])
+
+        # Some other tests
+        # result = median(column_1)
+        # result = where(_filter_1, column_1)
+        # result = covariance(column_1, column_2)
+        # result = correlation(column_1, column_2)
+        # result = geometric_mean(column_1)
+
+        print_ln("result: %s", result.reveal())
+
+
+    # Compile and run the computation with the given data with all parties in the local machine
+    compile_run(computation)
diff --git a/mpcstats/mpcstats_lib.py b/mpcstats/mpcstats_lib.py
new file mode 100644
index 000000000..87386922d
--- /dev/null
+++ b/mpcstats/mpcstats_lib.py
@@ -0,0 +1,304 @@
+"""
+Contains functions can be used in MP-SPDZ circuits.
+"""
+
+from pathlib import Path
+repo_root = Path(__file__).parent.parent
+
+import sys
+sys.path.append(str(repo_root))
+
+from Compiler.library import print_ln, for_range
+from Compiler.types import sint, sfix, Matrix, sfloat, Array
+from Compiler.util import if_else
+from Compiler.mpc_math import sqrt, exp2_fx, log2_fx
+
+
+MAGIC_NUMBER = 999
+
+def read_data(party_index: int, num_columns: int, num_rows: int) -> Matrix:
+    """
+    Read data from each party's input file to a Matrix in MP-SPDZ circuit.
+    """
+    data = Matrix(num_columns, num_rows, sfix)
+    # TODO: use @for_range_opt instead?
+    for i in range(num_columns):
+        for j in range(num_rows):
+            data[i][j] = sfix.get_input_from(party_index)
+    return data
+
+
+def print_data(data: Matrix):
+    """
+    Print the data in the Matrix.
+    """
+    num_columns = data.shape[0]
+    num_rows = data.shape[1]
+    for i in range(num_columns):
+        for j in range(num_rows):
+            print_ln("data[{}][{}]: %s".format(i, j), data[i][j].reveal())
+
+
+def _mean(data: list[sfix]) -> (sfix, sfix):
+    data = Array.create_from(data)
+
+    total = sfix(0)
+    @for_range(len(data))
+    def f(i):
+        x = data[i]
+        total.update(total + sfix(if_else(x != MAGIC_NUMBER, x, 0)))
+
+    count = sfix(0)
+    @for_range(len(data))
+    def f(i):
+        x = data[i]
+        count.update(count + sfix(if_else(x != MAGIC_NUMBER, 1, 0)))
+
+    return total / count, count
+
+
+def _variance(data: list[sfix], use_bessels: bool) -> sfix:
+    # calculate mean of the data excluding magic numbers
+    mean, eff_size = _mean(data)
+
+    # replace magic number w/ mean to skip magic number in for loop below
+    data = Array.create_from(if_else(n != MAGIC_NUMBER, n, mean) for n in data)
+
+    eff_data_sum = sfix(0)
+    for n in data:
+        eff_data_sum.update(eff_data_sum + (n - mean) ** 2)
+
+    if use_bessels:
+        eff_size -= 1
+
+    return eff_data_sum / eff_size
+
+
+# Top 5 functions to implement
+
+def mean(data: list[sfix]) -> sfix:
+    return _mean(data)[0]
+
+
+def mean_incl_magic_num(data: list[sfix]) -> sfix:
+    return sum(data) / len(data)
+
+
+def median(data: list[sfix]):
+    # TODO: Check if Array.create_from is properly constrained // if I dont put reference, it's just from the mp-spdz doc itself
+    data = Array.create_from(data)
+    # TODO: Check if there's a need to use sfix(0), can we just use 0? would that violate constraint?
+    median_odd = sfix(0)
+    median_even = sfix(0)
+    data.sort()
+    size = sum(if_else(i!= MAGIC_NUMBER, 1, 0) for i in data)
+
+    # TODO: Check if for_range is any different than naive Python for-loop
+    @for_range(len(data))
+    def _(i):
+        # TODO: Check if wrapping sfix() makes sense/ properly constrained
+        # TODO: Check why we cannot just use size.int_div(2) -> it returns wrong result, so now we use the method below instead.
+        median_odd.update(median_odd+(size==2*sfix(i)+size%2)*data[i])
+        # TODO: Check if there's the need to use update: See example in Compiler.library.for_range(start, stop=None, step=None) in the mp-spdz doc itself
+        median_even.update(median_even+(size==2*sfix(i)+size%2)*data[i]/2+(size-2==2*sfix(i)+size%2)*data[i]/2)
+    # TODO: Check if size%2 is properly constrained
+    return (size%2)*median_odd + (1-size%2)*median_even
+
+
+def join(data1: Matrix, data2: Matrix, data1_column_index: int, data2_column_index: int) -> Matrix:
+    """
+    Join two matrices based on the matching index in the specified columns.
+
+    :param data1: The first matrix
+    :param data2: The second matrix
+    :param data1_column_index: The column index in data1 to match with data2_column_index
+    :param data2_column_index: The column index in data2 to match with data1_column_index
+
+    For example, if data1 = [
+        [0, 1, 2, 3],
+        [152, 160, 170, 180]
+    ], data2 = [
+        [3, 0, 4],
+        [50, 60, 70],
+    ], data1_column_index = 0, data2_column_index = 0, then the output will be [
+        [0, 1, 2, 3],
+        [152, 160, 170, 180],
+        [0, MAGIC_NUMBER, MAGIC_NUMBER, 3],
+        [60, MAGIC_NUMBER, MAGIC_NUMBER, 50],
+    ]
+    """
+    # E.g. [2, 4]
+    num_columns_1 = data1.shape[0]
+    num_rows_1 = data1.shape[1]
+
+    # E.g. [2, 3]
+    num_columns_2 = data2.shape[0]
+    num_rows_2 = data2.shape[1]
+
+    new_data = Matrix(num_columns_1 + num_columns_2, num_rows_1, sfix)
+    # Initialize the first part of the matrix with data1
+    for i in range(num_columns_1):
+        for j in range(num_rows_1):
+            new_data[i][j] = data1[i][j]
+    # Initialize the rest of the matrix with MAGIC_NUMBER
+    for i in range(num_columns_2):
+        for j in range(num_rows_1):
+            new_data[num_columns_1 + i][j] = MAGIC_NUMBER
+
+    # Check the matching index in data1 and data2
+    for i in range(num_rows_1):
+        # Find the corresponding index in data2[data2_column] for data1[data1_column][i]
+        id_in_data1 = data1[data1_column_index][i]
+        for j in range(num_rows_2):
+            # Now checking if data2[data2_column][j] is the same as data1[data1_column][i]
+            id_in_data2 = data2[data2_column_index][j]
+            match = id_in_data1 == id_in_data2
+            # If the match is found, set the entire row of data2[data2_column] to the new_data
+            for k in range(num_columns_2):
+                new_data[num_columns_1 + k][i] = if_else(
+                    match,
+                    data2[k][j],
+                    new_data[num_columns_1 + k][i]
+                )
+    return new_data
+
+
+def covariance(data1: list[sfix], data2: list[sfix]):
+    n = len(data1)
+    mean1, count = _mean(data1)
+    mean2, _ = _mean(data2)
+    data1 = Array.create_from(if_else(i!=MAGIC_NUMBER, i, mean1) for i in data1)
+    data2 = Array.create_from(if_else(i!=MAGIC_NUMBER, i, mean2) for i in data2)
+    # TODO: Check if there's a need to use sfloat(0), can we do something like 0.0
+    x = sfix(0)
+    @for_range(n)
+    def _(i):
+        x.update(x+(data1[i]-mean1)*(data2[i]-mean2))
+    return x/(count-1)
+
+
+def correlation(data1: list[sfix], data2: list[sfix]):
+    n = len(data1)
+    mean1, count = _mean(data1)
+    mean2, _ = _mean(data2)
+    data1 = Array.create_from(if_else(i!=MAGIC_NUMBER, i, mean1) for i in data1)
+    data2 = Array.create_from(if_else(i!=MAGIC_NUMBER, i, mean2) for i in data2)
+    numerator = sfix(0)
+    denominator1 = sfix(0)
+    denominator2 = sfix(0)
+    @for_range(n)
+    def _(i):
+        numerator.update(numerator+(data1[i]-mean1)*(data2[i]-mean2))
+        denominator1.update(denominator1+(data1[i]-mean1).square())
+        denominator2.update(denominator2+(data2[i]-mean2).square())
+    # Check if wrapping sfix() is properly constrainted.
+    return numerator/(sqrt(sfix(denominator1))*sqrt(sfix(denominator2)))
+
+
+def where(_filter: list[sfix], data: list[sfix]):
+    n = len(data)
+    data = Array.create_from(data)
+    _filter = Array.create_from(_filter)
+    res = sfix.Array(n)
+    @for_range(n)
+    def _(i):
+        res[i] = if_else(_filter[i], data[i], MAGIC_NUMBER)
+    return res
+
+
+def geometric_mean(data: list[sfix]):
+    log_sum = sfix(sum(if_else(i != MAGIC_NUMBER, log2_fx(i), 0) for i in data))
+    num_log_sums = sfix(sum(if_else(i != MAGIC_NUMBER, 1, 0) for i in data))
+    exponent = log_sum / num_log_sums
+
+    return exp2_fx(exponent)
+
+
+def mode(data: list[sfix]):
+    n = len(data)
+    data = Array.create_from(data)
+    freqs = sint.Array(n) # sfix doesn't support greater_than
+
+    # find frequency of each element in data
+    for i, x in enumerate(data):
+        freqs[i] = if_else(x == MAGIC_NUMBER, 0,
+            sum(if_else(x == data[i], 1, 0) for x in data))
+
+    # find the highest frequency
+    highest_freq = sint(0) # sfix doesn't support if_else
+    @for_range(n)
+    def _(i):
+        highest_freq.update(
+            if_else(freqs[i].greater_than(highest_freq),
+                freqs[i],
+                highest_freq
+        ))
+
+    # get the first occurrence of the highest frequency element in data
+    highest = sfix(0)
+    @for_range(n-1, -1, -1)
+    def _(i):
+        highest.update(if_else(freqs[i] == highest_freq,
+            data[i],
+            highest
+        ))
+
+    return highest
+
+
+def variance(data: list[sfix]):
+    return _variance(data, True)
+
+
+# using the formula described in:
+# https://en.wikipedia.org/wiki/Simple_linear_regression
+def linear_regression(xs: list[sfix], ys: list[sfix]):
+    # zip(xs, ys) is a list of data points
+
+    xs = Array.create_from(xs)
+    ys = Array.create_from(ys)
+
+    # calculate slope
+    covar = covariance(xs, ys)
+    var = variance(xs)
+    slope = covar / var
+
+    # calculate intercept
+    x_mean = _mean(xs)[0]
+    y_mean = _mean(ys)[0]
+    intercept = y_mean - slope * x_mean
+
+    res = sfix.Array(2)
+    res.assign([slope, intercept])
+    return res
+
+
+def harmonic_mean(data: list[sfix]):
+    eff_size = sfix(sum(if_else(n != MAGIC_NUMBER, 1, 0) for n in data))
+    eff_inv_total = sfix(sum(if_else(n != MAGIC_NUMBER, 1/n, 0) for n in data))
+    result = eff_size / eff_inv_total
+
+    # mpspdz doesn't raise division-by-zero error when data contains zeros
+    # whereas statistics.harmonic_mean returns zero if data contain zeros
+    # this aligns the behavior with the python counterpart
+    num_zeros = 0
+    for x in data:
+        num_zeros += (x == 0)
+    result *= (num_zeros == 0)
+
+    return result
+
+
+def pvariance(data: list[sfix]):
+    return _variance(data, False)
+
+
+def pstdev(data: list[sfix]):
+    pvar = _variance(data, False)
+    return sqrt(pvar)
+
+
+def stdev(data: list[sfix]):
+    var = _variance(data, True)
+    return sqrt(var)
+
diff --git a/mpcstats/output_parser.py b/mpcstats/output_parser.py
new file mode 100644
index 000000000..5add38186
--- /dev/null
+++ b/mpcstats/output_parser.py
@@ -0,0 +1,34 @@
+import json
+import re
+from typing import Any
+from constants import STATISTICAL_SECURITY_PARAMETER, EXECUTION_TIME, DATA_SENT_BY_PARTY_0, GLOBAL_DATA_SENT_MB, RESULT
+
+def parser(attrs: object, line: str, keys: list[str], regex: str) -> bool:
+    m = re.match(regex, line)
+    if m is None:
+        return False
+    for i in range(len(keys)):
+        attrs[keys[i]] = m.group(i + 1)
+    return True
+
+def parse_execution_output(output: str) -> object:
+    attrs = {}
+
+    for line in output.split('\n'):
+        parser(attrs, line, [RESULT], r'^{RESULT}: (.*)$'.format(RESULT=RESULT)) or \
+        parser(attrs, line, [STATISTICAL_SECURITY_PARAMETER], r'^Using statistical security parameter (.*)$') or \
+        parser(attrs, line, [EXECUTION_TIME], r'^Time = (.*) seconds.*$') or \
+        parser(attrs, line, [DATA_SENT_BY_PARTY_0, 'rounds'], r'^Data sent = ([^\s]+) MB [^~]*~([^s]+) rounds.*$') or \
+        parser(attrs, line, [GLOBAL_DATA_SENT_MB], r'^Global data sent = (.*) MB.*$') or \
+        True
+
+    return attrs
+
+def parse_compiler_output(output: str) -> object:
+    attrs = {}
+
+    for line in output.split('\n'):
+        parser(attrs, line, ['Virtual machine rounds'], r'^ +\d*) [^ ]+$') or \
+        True
+
+    return attrs
diff --git a/mpcstats/tests/__init__.py b/mpcstats/tests/__init__.py
new file mode 100644
index 000000000..e69de29bb
diff --git a/mpcstats/tests/lib.py b/mpcstats/tests/lib.py
new file mode 100644
index 000000000..3856c22f9
--- /dev/null
+++ b/mpcstats/tests/lib.py
@@ -0,0 +1,296 @@
+from pathlib import Path
+repo_root = Path(__file__).parent.parent.parent
+mpcstats_dir = repo_root / 'mpcstats'
+
+import sys
+sys.path.append(str(repo_root))
+sys.path.append(f'{repo_root}/mpcstats')
+
+from Compiler.library import print_ln
+from Compiler.compilerLib import Compiler
+from Compiler.types import sfix
+from mpcstats_lib import MAGIC_NUMBER, read_data
+import ast
+import glob
+import os
+import random
+import re
+import shutil
+import statistics
+from common_lib import compile_computation, execute_computation
+
+def load_to_matrices(player_data):
+    return [read_data(i, len(p), len(p[0])) for i,p in enumerate(player_data)]
+
+def load_column(m, selected_col):
+    return [m[selected_col][i] for i in range(m.shape[1])]
+
+def gen_stat_func_comp(
+    player_data,
+    selected_col,
+    func,
+    num_params,
+):
+    if num_params == 1:
+        def computation():
+            ms = load_to_matrices(player_data)
+            col = load_column(ms[0], selected_col)
+            res = func(col).reveal()
+            print_ln('result: %s', res)
+        return computation
+
+    elif num_params == 2:
+        def computation():
+            ms = load_to_matrices(player_data)
+            col1 = load_column(ms[0], selected_col)
+            col2 = load_column(ms[1], selected_col)
+            res = func(col1, col2).reveal()
+            print_ln('result: %s', res)
+        return computation
+
+    else:
+        raise Exception(f'# of func params is expected to be 1 or 2, but got {num_params}')
+
+def create_player_data_files(data_dir, player_data):
+    # prepare an empty data dir
+    data_dir.mkdir(parents=True, exist_ok=True)
+
+    for file in glob.glob(os.path.join(data_dir, '*')):
+        if os.path.isfile(file):
+            os.remove(file)
+
+    # create data files for all parties
+    for party_index, player_data in enumerate(player_data):
+        file = data_dir / f'Input-P{party_index}-0'
+        with open(file, 'w') as f:
+            for col in player_data:
+                f.write(' '.join(map(str, col)))
+                f.write('\n')
+
+def gen_magic_num_indices(rows, magic_num_rate):
+    num_magic_nums = int(rows * magic_num_rate)
+    return random.sample(range(rows), num_magic_nums)
+
+def generate_col(
+    rows,
+    magic_num_indices,
+    range_beg,
+    range_end,
+):
+    # generate column with random numbers
+    col = [random.randrange(range_beg, range_end) for _ in range(rows)]
+
+    # replace numbers by magic numbers
+    for idx in magic_num_indices:
+        col[idx] = MAGIC_NUMBER
+
+    return col
+
+def gen_player_data(
+    rows,
+    cols,
+    num_parties,
+    range_beg,
+    range_end,
+    magic_num_rate,
+):
+    magic_num_indices = gen_magic_num_indices(rows, magic_num_rate)
+
+    res = []
+    for _ in range(num_parties):
+        mat = []
+        for _ in range(cols):
+            col = generate_col(rows, magic_num_indices, range_beg, range_end)
+            mat.append(col)
+        res.append(mat)
+
+    return res
+
+def gen_player_data_for_1_param_func(
+    col,
+    num_parties,
+    selected_col
+):
+    m = []
+    dummy_col = [0 for _ in range(len(col))]
+
+    for _ in range(num_parties):
+        party_data = []
+        for col_idx in range(selected_col + 1):
+            if col_idx == selected_col:
+                party_data.append(col)
+            else:
+                party_data.append(dummy_col)
+        m.append(party_data)
+    return m
+
+def exclude_magic_number(col):
+    return [x for x in col if x != MAGIC_NUMBER]
+
+def run_pystats_func(
+    player_data,
+    num_params,
+    selected_col,
+    func,
+): 
+    party_ids = list(range(num_params))
+    col1 = player_data[party_ids[0]][selected_col]
+    print(f'col1: {col1}')
+    col1 = exclude_magic_number(col1)
+    print(f'col1 excl M: {col1}')
+
+    if num_params == 1:
+        return func(col1) 
+
+    elif num_params == 2:
+        col2 = player_data[party_ids[1]][selected_col]
+        print(f'col2: {col2}')
+        col2 = exclude_magic_number(col2)
+        print(f'col2 excl M: {col2}')
+        return func(col1, col2) 
+    else:
+        raise Exception(f'# of func params is expected to be 1 or 2, but got {num_params}')
+
+def extract_result_from_mpspdz_stdout(stdout):
+    succ_re = r'^result: (.*)$'
+
+    for line in stdout.splitlines():
+        succ_m = re.search(succ_re, line)
+        if succ_m:
+            return succ_m.group(1)
+
+    raise Exception('Result missing in MP-SPDZ output')
+
+def assert_mp_py_diff(mp, py, tolerance):
+    mp = float(mp)
+    py = float(py)
+
+    if py == 0:
+        if mp == 0:
+            print(f'mp={mp}, py={py}, diff=0')
+        else:
+            print(f'mp={mp}, py={py}, diff=?')
+            assert False
+    else:
+        diff = (py - mp) / py
+        print(f'mp={mp}, py={py}, diff={diff*100:.5f}%')
+        assert abs(diff) < tolerance
+
+def execute_stat_func_test(
+    mpcstats_func,
+    pystats_func,
+    num_params,
+    player_data,
+    selected_col,
+    tolerance,
+    vector_res_parser = None, # None or callable 
+):
+    computation = gen_stat_func_comp(
+        player_data,
+        selected_col,
+        mpcstats_func,
+        num_params,
+    )
+
+    data_dir = mpcstats_dir / 'Player-Data'
+    create_player_data_files(data_dir, player_data)
+
+    protocol = 'semi'
+    mpc_script = repo_root / 'Scripts' / f'{protocol}.sh'
+    num_parties = len(player_data)
+    name = 'test_mpcstats'
+    compile_computation(name, computation)
+    mpspdz_stdout = execute_computation(
+        num_parties,
+        mpc_script,
+        name,
+    )
+    print(f'stdout:{mpspdz_stdout}')
+    mpspdz_res = extract_result_from_mpspdz_stdout(mpspdz_stdout)
+
+    pystats_res = run_pystats_func(
+        player_data,
+        num_params,
+        selected_col,
+        pystats_func,
+    )
+
+    if callable(vector_res_parser):
+        mpspdz_res = ast.literal_eval(mpspdz_res) 
+        pystats_res = vector_res_parser(pystats_res)
+
+        for mp, py in zip(mpspdz_res, pystats_res):
+            assert_mp_py_diff(mp, py, tolerance)
+    else:
+        assert_mp_py_diff(mpspdz_res, pystats_res, tolerance)
+
+def execute_elem_filter_test(
+    func,
+    elem_filter_gen,
+    player_data,
+    selected_col,
+    exp,
+):
+    def computation():
+        ms = load_to_matrices(player_data)
+        col = load_column(ms[0], selected_col)
+
+        elem_filter = elem_filter_gen(col)
+        res = func(elem_filter, col).reveal()
+        print_ln('result: %s', res)
+
+    data_dir = mpcstats_dir / "Player-Data"
+    create_player_data_files(data_dir, player_data)
+
+    protocol = 'semi'
+    mpc_script = repo_root / 'Scripts' / f'{protocol}.sh'
+    num_parties = len(player_data)
+    name = 'test_mpcstats'
+    compile_computation(name, computation)
+    mpspdz_stdout = execute_computation(
+        num_parties,
+        mpc_script,
+        name,
+    )
+    mpspdz_res = extract_result_from_mpspdz_stdout(mpspdz_stdout)
+    mpspdz_res_val = ast.literal_eval(mpspdz_res) 
+
+    assert mpspdz_res_val == exp
+
+def execute_join_test(
+    func,
+    player_data,
+    p1_key_col,
+    p2_key_col,
+    exp_m,
+):
+    data_dir = mpcstats_dir / 'Player-Data'
+    create_player_data_files(data_dir, player_data)
+
+    def computation():
+        ms = load_to_matrices(player_data)
+        res = func(
+            ms[0],
+            ms[1],
+            p1_key_col,
+            p2_key_col,
+        ).reveal()
+        print_ln('result: %s', res)
+
+    protocol = 'semi'
+    mpc_script = repo_root / 'Scripts' / f'{protocol}.sh'
+    print(f'mpc_script: {mpc_script}')
+    num_parties = len(player_data)
+    name = 'test_mpcstats'
+    compile_computation(name, computation)
+    mpspdz_stdout = execute_computation(
+        num_parties,
+        mpc_script,
+        name,
+    )
+    mpspdz_res = extract_result_from_mpspdz_stdout(mpspdz_stdout)
+    mpspdz_res_val = ast.literal_eval(mpspdz_res) 
+
+    print(f'---> {mpspdz_res_val}')
+    assert mpspdz_res_val == exp_m
+
diff --git a/mpcstats/tests/test_ops.py b/mpcstats/tests/test_ops.py
new file mode 100644
index 000000000..251537b8f
--- /dev/null
+++ b/mpcstats/tests/test_ops.py
@@ -0,0 +1,455 @@
+from pathlib import Path
+repo_root = Path(__file__).parent.parent.parent
+
+import sys
+sys.path.append(f'{repo_root}/mpcstats')
+
+import pytest, statistics
+
+import mpcstats_lib
+from .lib import execute_elem_filter_test, execute_join_test, execute_stat_func_test, gen_player_data_for_1_param_func, gen_player_data
+from common_lib import execute_computation
+import subprocess
+
+player_data_4x2_2_party = [
+    # party 0
+    [
+        [0, 1, 2, 3],  # column 0
+        [170, 160, 152, 180],  # column 1
+    ],
+    # party 1
+    [
+        [3, 0, 4, 5],
+        [50, 60, 70, 100],
+    ]
+]
+
+M = mpcstats_lib.MAGIC_NUMBER
+
+TOLERANCE_SMALL = 0.0001  # 0.01%
+
+@pytest.fixture(scope='module')
+def build_vm():
+  semi_party_x = repo_root / 'semi-party.x'
+  if not semi_party_x.exists():
+    subprocess.run(['make', 'semi-party.x'], check=True, cwd=repo_root)
+
+def pd1(col):
+    return gen_player_data_for_1_param_func(col, 2, 1)
+
+def test_correlation_success(build_vm):
+    execute_stat_func_test(
+        mpcstats_lib.correlation,
+        statistics.correlation,
+        num_params = 2,
+        player_data = player_data_4x2_2_party,
+        selected_col = 1,
+        tolerance = 0.02,
+    )
+
+def test_covariance_success(build_vm):
+    player_data = gen_player_data(30, 2, 2, -100, 100, 0.5)
+    execute_stat_func_test(
+        mpcstats_lib.covariance,
+        statistics.covariance,
+        num_params = 2,
+        player_data = player_data,
+        selected_col = 1,
+        tolerance = TOLERANCE_SMALL,
+    )
+
+def test_geometric_mean_success(build_vm):
+    execute_stat_func_test(
+        mpcstats_lib.geometric_mean,
+        statistics.geometric_mean,
+        num_params = 1,
+        player_data = player_data_4x2_2_party,
+        selected_col = 1,
+        tolerance = TOLERANCE_SMALL,
+    )
+
+def test_median_success(build_vm):
+    execute_stat_func_test(
+        mpcstats_lib.median,
+        statistics.median,
+        num_params = 1,
+        player_data = player_data_4x2_2_party,
+        selected_col = 1,
+        tolerance = TOLERANCE_SMALL,
+    )
+
+def test_where_success(build_vm):
+    player_data = [
+        [
+            [-123, 0, 20, 40],
+            [0, 0, 0, 0],
+        ],
+        [
+            [0, 0, 0, 0],
+            [0, 0, 0, 0],
+        ],
+    ]
+    def test(elem_filter_gen, exp):
+        execute_elem_filter_test(
+            func = mpcstats_lib.where,
+            elem_filter_gen = elem_filter_gen,
+            player_data = player_data,
+            selected_col = 0,
+            exp = exp,
+        )
+
+    test(
+        lambda col: [n < -123 for n in col],
+        [M, M, M, M],
+    )
+    test(
+        lambda col: [n < 0 for n in col],
+        [-123, M, M, M],
+    )
+    test(
+        lambda col: [n == 0 for n in col],
+        [M, 0, M, M],
+    )
+    test(
+        lambda col: [n >= 20 for n in col],
+        [M, M, 20, 40],
+    )
+    test(
+        lambda col: [n >= 40 for n in col],
+        [M, M, M, 40],
+    )
+    test(
+        lambda col: [n > 40 for n in col],
+        [M, M, M, M],
+    )
+
+def test_join_success(build_vm):
+    # 1. 0 and 3 of col 0 mat 1 match 3 and 0 in col 0 mat 2
+    execute_join_test(
+        mpcstats_lib.join,
+        [
+            [
+                [0, 1, 2, 3],
+                [152, 160, 170, 180],
+            ],
+            [
+                [3, 0, 4],
+                [50, 60, 70],
+            ],
+        ],
+        0,
+        0,
+        [
+            [0, 1, 2, 3],
+            [152, 160, 170, 180],
+            [0, M, M, 3],
+            [60, M, M, 50],
+        ],
+    )
+
+    # 2. the same as 1 except that mat 2 has 3 columns
+    execute_join_test(
+        mpcstats_lib.join,
+        [
+            [
+                [0, 1, 2, 3],
+                [152, 160, 170, 180],
+            ],
+            [
+                [3, 0, 4],
+                [50, 60, 70],
+                [12, 34, 56],
+            ],
+        ],
+        0,
+        0,
+        [
+            [0, 1, 2, 3],
+            [152, 160, 170, 180],
+            [0, M, M, 3],
+            [60, M, M, 50],
+            [34, M, M, 12],
+        ],
+    )
+
+    # 3. col 0 mat 1 and col 1 mat 2 have no elems in common
+    execute_join_test(
+        mpcstats_lib.join,
+        [
+            [
+                [0, 1, 2, 3],
+                [152, 160, 170, 180],
+            ],
+            [
+                [3, 0, 4],
+                [50, 60, 70],
+            ],
+        ],
+        0,
+        1,
+        [
+            [0, 1, 2, 3],
+            [152, 160, 170, 180],
+            [M, M, M, M],
+            [M, M, M, M],
+        ],
+    )
+
+    # 4. Every element in col 0 mat 1 has a match in col 0 mat 2
+    execute_join_test(
+        mpcstats_lib.join,
+        [
+            [
+                [0, 1, 2, 3],
+                [152, 160, 170, 180],
+            ],
+            [
+                [3, 1, 0, 2],
+                [50, 60, 70, 80],
+            ],
+        ],
+        0,
+        0,
+        [
+            [0, 1, 2, 3],
+            [152, 160, 170, 180],
+            [0, 1, 2, 3],
+            [70, 60, 80, 50],
+        ],
+    )
+
+    # 5. mat 2 has 1 column only
+    execute_join_test(
+        mpcstats_lib.join,
+        [
+            [
+                [0, 1, 2, 3],
+                [152, 160, 170, 180],
+            ],
+            [
+                [9, 11, 0, 2],
+            ],
+        ],
+        0,
+        0,
+        [
+            [0, 1, 2, 3],
+            [152, 160, 170, 180],
+            [0, M, 2, M],
+        ],
+    )
+
+    # 6. mat 1 has 1 column only
+    execute_join_test(
+        mpcstats_lib.join,
+        [
+            [
+                [0, 1, 2, 3],
+            ],
+            [
+                [3, 0, 1],
+                [50, 60, 70],
+            ],
+        ],
+        0,
+        0,
+        [
+            [0, 1, 2, 3],
+            [0, 1, M, 3],
+            [60, 70, M, 50],
+        ],
+    )
+
+    # 7. mat 2 has more rows than mat 1
+    execute_join_test(
+        mpcstats_lib.join,
+        [
+            [
+                [0, 1],
+                [10, 20],
+            ],
+            [
+                [3, 1, 9],
+                [50, 60, 70],
+            ],
+        ],
+        0,
+        0,
+        [
+            [0, 1],
+            [10, 20],
+            [M, 1],
+            [M, 60],
+        ],
+    )
+
+    # 8. mat 2 has multiple matches for a mat 1 key
+    execute_join_test(
+        mpcstats_lib.join,
+        [
+            [
+                [0, 1],
+                [10, 20],
+            ],
+            [
+                [3, 1, 9, 1],
+                [50, 60, 70, 80],
+            ],
+        ],
+        0,
+        0,
+        [
+            [0, 1],
+            [10, 20],
+            [M, 1],
+            [M, 80],
+        ],
+    )
+
+def test_mode_success(build_vm):
+    test_cases = [
+        pd1([11, 99, 100, M]),
+        pd1([11, 100, 100, M]),
+        pd1([M, 100, 100, 9]),
+        pd1([M, 11, 100, 5]),
+        pd1([M, 11, 100, M]),
+        pd1([1]),
+        pd1([1, 2]),
+        pd1([1, 2, 2]),
+        pd1([1, 1, 2]),
+        pd1([1, 1, 2, 2]),
+        pd1([1, 3, 3, 2, 2, 5]),
+        pd1([1, 2, 2, 3, 3, 5]),
+        pd1([1, 2, 3, 4, 5, 6]),
+        pd1([6, 5, 4, 3, 2, 1]),
+    ]
+
+    for tc in test_cases:
+        execute_stat_func_test(
+            mpcstats_lib.mode,
+            statistics.mode,
+            num_params = 1,
+            player_data = tc,
+            selected_col = 1,
+            tolerance = TOLERANCE_SMALL,
+        )
+
+@pytest.mark.xfail(raises=IndexError, reason='list index out of range')
+def test_mode_fail_empty_input(build_vm):
+    execute_stat_func_test(
+        mpcstats_lib.mode,
+        statistics.mode,
+        num_params = 1,
+        player_data = pd1([]),
+        selected_col = 1,
+        tolerance = TOLERANCE_SMALL,
+    )
+
+@pytest.mark.xfail(raises=statistics.StatisticsError, reason='no mode for empty data')
+def test_mode_fail_all_magic_numbers(build_vm):
+    execute_stat_func_test(
+        mpcstats_lib.mode,
+        statistics.mode,
+        num_params = 1,
+        player_data = pd1([M, M, M, M]),
+        selected_col = 1,
+        tolerance = TOLERANCE_SMALL,
+    )
+
+def test_mean_success(build_vm):
+    player_data = gen_player_data(30, 2, 2, -100, 100, 0.5)
+    execute_stat_func_test(
+        mpcstats_lib.mean,
+        statistics.mean,
+        num_params = 1,
+        player_data = player_data,
+        selected_col = 1,
+        tolerance = TOLERANCE_SMALL,
+    )
+
+def test_variance_success(build_vm):
+    player_data = gen_player_data(30, 2, 2, -100, 100, 0.5)
+    execute_stat_func_test(
+        mpcstats_lib.variance,
+        statistics.variance,
+        num_params = 1,
+        player_data = player_data,
+        selected_col = 1,
+        tolerance = TOLERANCE_SMALL,
+    )
+
+def test_linear_regression_success(build_vm):
+    def vector_res_parser(x):
+        return [x.slope, x.intercept]
+
+    player_data = gen_player_data(30, 2, 2, -100, 100, 0.5)
+    execute_stat_func_test(
+        mpcstats_lib.linear_regression,
+        statistics.linear_regression,
+        num_params = 2,
+        player_data = player_data,
+        selected_col = 1,
+        tolerance = TOLERANCE_SMALL,
+        vector_res_parser = vector_res_parser,
+    )
+
+def test_harmonic_mean_non_zero_input_success(build_vm):
+    # python harmonic_mean doesn't support negative values
+    player_data = gen_player_data(30, 2, 2, 1, 100, 0.5)
+    execute_stat_func_test(
+        mpcstats_lib.harmonic_mean,
+        statistics.harmonic_mean,
+        num_params = 1,
+        player_data = player_data,
+        selected_col = 1,
+        tolerance = 0.005,
+    )
+
+def test_harmonic_mean_input_contains_0_success(build_vm):
+    # python harmonic_mean doesn't support negative values
+    player_data = gen_player_data(30, 2, 2, 1, 100, 0.5)
+    player_data[0][1][0] = 0
+    execute_stat_func_test(
+        mpcstats_lib.harmonic_mean,
+        statistics.harmonic_mean,
+        num_params = 1,
+        player_data = player_data,
+        selected_col = 1,
+        tolerance = TOLERANCE_SMALL,
+    )
+
+def test_pvariance_success(build_vm):
+    player_data = gen_player_data(30, 2, 2, -100, 100, 0.5)
+    execute_stat_func_test(
+        mpcstats_lib.pvariance,
+        statistics.pvariance,
+        num_params = 1,
+        player_data = player_data,
+        selected_col = 1,
+        tolerance = TOLERANCE_SMALL,
+    )
+
+def test_pstdev_success(build_vm):
+    player_data = gen_player_data(30, 2, 2, -100, 100, 0.5)
+    execute_stat_func_test(
+        mpcstats_lib.pstdev,
+        statistics.pstdev,
+        num_params = 1,
+        player_data = player_data,
+        selected_col = 1,
+        # due to use of sfix and sqrt, the result can differ up to 5%
+        tolerance = 0.05,
+    )
+
+def test_stdev_success(build_vm):
+    player_data = gen_player_data(30, 2, 2, -100, 100, 0.5)
+    execute_stat_func_test(
+        mpcstats_lib.stdev,
+        statistics.stdev,
+        num_params = 1,
+        player_data = player_data,
+        selected_col = 1,
+        # due to use of sfix and sqrt, the result can differ up to 5%
+        tolerance = 0.05,
+    )
+
diff --git a/requirements.txt b/requirements.txt
new file mode 100644
index 000000000..463167321
--- /dev/null
+++ b/requirements.txt
@@ -0,0 +1,4 @@
+iniconfig==2.0.0
+packaging==24.1
+pluggy==1.5.0
+pytest==8.2.2