StampDB

drawing

StampDB is a performant time series database inspired by tinyflux, with a focus on maximizing compatibility with the PyData ecosystem. It is designed to work natively with NumPy and Pythons datetime module.

Key Features

C++ Core

  • Efficient CSV Parsing (csv2 based).
  • In-Memory Indexing for fast lookups.
  • Append-Only Writes for data integrity.
  • Simple and fast Range Queries.
  • Atmoic Writes.

Python Frontend

  • Seamless conversion from C++ CSV objects to NumPy structured arrays.
  • Relational algebra operations like joins, summations, and more using NumPy on structured arrays.
  • Use Native Datetime objects for I/O.

You should not use StampDB if you need advanced database features like:

  • Access from multiple processes or threads
  • An HTTP server
  • Management of relationships between tables
  • Access control and users
  • ACID guarantees
  • High performance as the size of your dataset grows

Use Cases

  • IOT and Sensor Data
  • Scientific and Research Data Acquisition
  • Single Node Data Processing
  • Private Data Storage

Installation

Supported Python versions:

> 3.6 && <= 3.13
OS 3.7 3.8 3.9 3.10 3.11 3.12 3.13 PyPy
Windows ✅ ✅ ✅ ✅ ✅ ✅ ✅ 🚫
Linux ✅ ✅ ✅ ✅ ✅ ✅ ✅ 🚫
MacOS ✅ ✅ ✅ ✅ ✅ ✅ ✅ 🚫

i686 ISA not supported.

Using pip

pip install stampdb

Build from source

Clone the repository.

git clone --recursive https://github.com/you/stampdb.git
# If csv2 C++ library is not cloned, you might have to explicitly clone it at `libs/csv2`.

Build the Python API.

python -m build

Running tests

After going to the tests/ folder, run:

python -m pytest -s

Quick Start

I/O using StampDB.

from stampdb import *

# This will create a csv store with time, temp, humidity columns.
db = StampDB("test.csv", schema={"temp": "float", "humidity": "float"})

# Appending a point.
p = Point(time=1, data=[22.5, "moderate"])
db.append_point(p)

# Doing append only writes to the disk.
db.checkpoint()

# Doing in memory deletion.
db.delete_point(time=1)

# Forcing actual disk deletion.
db.compact() # If not done explicitly, it happens on close.

# Closing the database.
db.close()

Relational Algebra using StampDB.

from stampdb.relational import *

# Given the db is loaded and running using the `Quick Start` section.

out = db.read_range(0, 10)
assert isinstance(out, np.ndarray)

s = Selection("temp > 24", out)
assert s.do().size == 1

p = Projection(["temp"], out)
assert p.do().size == 2

plus = Summation("temp", out)
assert plus.do() == 48

orderby = OrderBy(["temp"], out)
assert orderby.do().size == 2
assert orderby.do()["temp"][0] == 23.5

Joins using StampDB.

from stampdb.relational import *

db = StampDB("test.csv", schema={"temp": "float", "humidity": "float"})
for i in range(100):
    time = i
    temp = random.randint(0, 50)
    humidity = random.choice(["low", "moderate", "high"])
    p = Point(time=time, data=[temp, humidity])
    db.append_point(p)

# Written to disk.
db.compact()

db2 = StampDB("test2.csv", schema={"weather": "string", "temp": "float"})
for i in range(100):
    time = i
    temp = random.randint(0, 50)
    weather = random.choice(["sunny", "rainy", "cloudy"])
    p = Point(time=time, data=[weather, temp])
    db2.append_point(p)

# Written to disk.
db2.compact()

data = db.read_range(0, 100)
assert data.size == 100

ij = InnerJoin(data, db2.read_range(0, 100), "temp", "temp")
assert ij.do().size > 0

oj = OuterJoin(data, db2.read_range(0, 100), "temp", "temp")
assert oj.do().size > 0

loj = LeftOuterJoin(data, db2.read_range(0, 100), "temp", "temp")
assert loj.do().size > 0

db.close()
db2.close()

Runtime Comparison.

Though high performance is not the primary goal of StampDB, it performs significantly better than native Python libraries like tinyflux.

Runtime Comparison with tinyflux

Operation Speedup
Writes 2×
Queries 50×
Reads 30×

Steps to Reproduce

  1. Install tinyflux and StampDB.
  2. Navigate to the directory containing benchmarks.py.
  3. Run the benchmark:
python benchmarks.py

Contributing Guidelines

  • To get started on a pull request, fork the repository on GitHub, create a new branch, and make updates.
  • Write unit tests, ensure the code is 100% covered, update documentation where necessary, and format and style the code correctly.
  • Send a pull request.

Project links

Data verified by PyPI on Sep 18, 2025
Data provided by the project maintainers, verified at the time the release was uploaded to PyPI.

Key dates

PyPI data
Data sourced directly from PyPI's database.
  • Released:
Latest release

1 maintainer

PyPI data
Data sourced directly from PyPI's database.
Avatar for aadyachinubhai from gravatar.com aadyachinubhai

Credits

Author: Aadya A. Chinubhai

GitHub Statistics

Data verified by PyPI on Sep 18, 2025
The GitHub source repository was provided by the project maintainers and verified by PyPI at the time of upload. Stars, forks, and open issues/PRs are derived from that repository and have not been independently verified.

Requires

Python >=3.7

Classifiers

Report project as malware

Metadata

Project links

Data verified by PyPI on Sep 18, 2025
Data provided by the project maintainers, verified at the time the release was uploaded to PyPI.

Key dates

PyPI data
Data sourced directly from PyPI's database.
  • Released:
Latest release

1 maintainer

PyPI data
Data sourced directly from PyPI's database.
Avatar for aadyachinubhai from gravatar.com aadyachinubhai

Credits

Author: Aadya A. Chinubhai

GitHub Statistics

Data verified by PyPI on Sep 18, 2025
The GitHub source repository was provided by the project maintainers and verified by PyPI at the time of upload. Stars, forks, and open issues/PRs are derived from that repository and have not been independently verified.

Requires

Python >=3.7

Classifiers

Report project as malware

Release files for stampdb 1.0.0

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Built distributions (wheels)

Table of built distributions (wheels) for stampdb 1.0.0
File
stampdb-1.0.0-cp313-cp313-win_amd64.whl 146.6 kB CPython 3.13 CPython 3.13 Windows x86-64 Details
stampdb-1.0.0-cp313-cp313-win32.whl 132.9 kB CPython 3.13 CPython 3.13 Windows x86-32 Details
stampdb-1.0.0-cp313-cp313-musllinux_1_2_x86_64.whl 3.6 MB CPython 3.13 CPython 3.13 Linux musl 1.2+ x86-64 Details
stampdb-1.0.0-cp313-cp313-musllinux_1_2_aarch64.whl 3.5 MB CPython 3.13 CPython 3.13 Linux musl 1.2+ ARM64 Details
stampdb-1.0.0-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 2.7 MB CPython 3.13 CPython 3.13 Linux glibc 2.28+ x86-64, Linux glibc 2.27+ x86-64 Details
stampdb-1.0.0-cp313-cp313-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl 2.7 MB CPython 3.13 CPython 3.13 Linux glibc 2.26+ ARM64, Linux glibc 2.28+ ARM64 Details
stampdb-1.0.0-cp313-cp313-macosx_11_0_arm64.whl 178.1 kB CPython 3.13 CPython 3.13 macOS 11.0+ ARM64 Details
stampdb-1.0.0-cp313-cp313-macosx_10_15_x86_64.whl 185.8 kB CPython 3.13 CPython 3.13 macOS 10.15+ x86-64 Details
stampdb-1.0.0-cp312-cp312-win_amd64.whl 146.6 kB CPython 3.12 CPython 3.12 Windows x86-64 Details
stampdb-1.0.0-cp312-cp312-win32.whl 132.8 kB CPython 3.12 CPython 3.12 Windows x86-32 Details
stampdb-1.0.0-cp312-cp312-musllinux_1_2_x86_64.whl 3.6 MB CPython 3.12 CPython 3.12 Linux musl 1.2+ x86-64 Details
stampdb-1.0.0-cp312-cp312-musllinux_1_2_aarch64.whl 3.5 MB CPython 3.12 CPython 3.12 Linux musl 1.2+ ARM64 Details
stampdb-1.0.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 2.9 MB CPython 3.12 CPython 3.12 Linux glibc 2.17+ x86-64 Details
stampdb-1.0.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 2.8 MB CPython 3.12 CPython 3.12 Linux glibc 2.17+ ARM64 Details
stampdb-1.0.0-cp312-cp312-macosx_11_0_arm64.whl 178.1 kB CPython 3.12 CPython 3.12 macOS 11.0+ ARM64 Details
stampdb-1.0.0-cp312-cp312-macosx_10_15_x86_64.whl 185.8 kB CPython 3.12 CPython 3.12 macOS 10.15+ x86-64 Details
stampdb-1.0.0-cp311-cp311-win_amd64.whl 145.2 kB CPython 3.11 CPython 3.11 Windows x86-64 Details
stampdb-1.0.0-cp311-cp311-win32.whl 132.7 kB CPython 3.11 CPython 3.11 Windows x86-32 Details
stampdb-1.0.0-cp311-cp311-musllinux_1_2_x86_64.whl 3.5 MB CPython 3.11 CPython 3.11 Linux musl 1.2+ x86-64 Details
stampdb-1.0.0-cp311-cp311-musllinux_1_2_aarch64.whl 3.4 MB CPython 3.11 CPython 3.11 Linux musl 1.2+ ARM64 Details
stampdb-1.0.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 2.8 MB CPython 3.11 CPython 3.11 Linux glibc 2.17+ x86-64 Details
stampdb-1.0.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 2.8 MB CPython 3.11 CPython 3.11 Linux glibc 2.17+ ARM64 Details
stampdb-1.0.0-cp311-cp311-macosx_11_0_arm64.whl 176.0 kB CPython 3.11 CPython 3.11 macOS 11.0+ ARM64 Details
stampdb-1.0.0-cp311-cp311-macosx_10_15_x86_64.whl 183.2 kB CPython 3.11 CPython 3.11 macOS 10.15+ x86-64 Details
stampdb-1.0.0-cp310-cp310-win_amd64.whl 144.3 kB CPython 3.10 CPython 3.10 Windows x86-64 Details
stampdb-1.0.0-cp310-cp310-win32.whl 131.9 kB CPython 3.10 CPython 3.10 Windows x86-32 Details
stampdb-1.0.0-cp310-cp310-musllinux_1_2_x86_64.whl 3.5 MB CPython 3.10 CPython 3.10 Linux musl 1.2+ x86-64 Details
stampdb-1.0.0-cp310-cp310-musllinux_1_2_aarch64.whl 3.4 MB CPython 3.10 CPython 3.10 Linux musl 1.2+ ARM64 Details
stampdb-1.0.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 2.8 MB CPython 3.10 CPython 3.10 Linux glibc 2.17+ x86-64 Details
stampdb-1.0.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 2.8 MB CPython 3.10 CPython 3.10 Linux glibc 2.17+ ARM64 Details
stampdb-1.0.0-cp310-cp310-macosx_11_0_arm64.whl 174.3 kB CPython 3.10 CPython 3.10 macOS 11.0+ ARM64 Details
stampdb-1.0.0-cp310-cp310-macosx_10_15_x86_64.whl 181.8 kB CPython 3.10 CPython 3.10 macOS 10.15+ x86-64 Details
stampdb-1.0.0-cp39-cp39-win_amd64.whl 150.2 kB CPython 3.9 CPython 3.9 Windows x86-64 Details
stampdb-1.0.0-cp39-cp39-win32.whl 132.0 kB CPython 3.9 CPython 3.9 Windows x86-32 Details
stampdb-1.0.0-cp39-cp39-musllinux_1_2_x86_64.whl 3.5 MB CPython 3.9 CPython 3.9 Linux musl 1.2+ x86-64 Details
stampdb-1.0.0-cp39-cp39-musllinux_1_2_aarch64.whl 3.4 MB CPython 3.9 CPython 3.9 Linux musl 1.2+ ARM64 Details
stampdb-1.0.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 2.8 MB CPython 3.9 CPython 3.9 Linux glibc 2.17+ x86-64 Details
stampdb-1.0.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 2.8 MB CPython 3.9 CPython 3.9 Linux glibc 2.17+ ARM64 Details
stampdb-1.0.0-cp39-cp39-macosx_11_0_arm64.whl 174.5 kB CPython 3.9 CPython 3.9 macOS 11.0+ ARM64 Details
stampdb-1.0.0-cp39-cp39-macosx_10_15_x86_64.whl 181.9 kB CPython 3.9 CPython 3.9 macOS 10.15+ x86-64 Details
stampdb-1.0.0-cp38-cp38-win_amd64.whl 144.3 kB CPython 3.8 CPython 3.8 Windows x86-64 Details
stampdb-1.0.0-cp38-cp38-win32.whl 131.7 kB CPython 3.8 CPython 3.8 Windows x86-32 Details
stampdb-1.0.0-cp38-cp38-musllinux_1_2_x86_64.whl 3.5 MB CPython 3.8 CPython 3.8 Linux musl 1.2+ x86-64 Details
stampdb-1.0.0-cp38-cp38-musllinux_1_2_aarch64.whl 3.4 MB CPython 3.8 CPython 3.8 Linux musl 1.2+ ARM64 Details
stampdb-1.0.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 2.8 MB CPython 3.8 CPython 3.8 Linux glibc 2.17+ x86-64 Details
stampdb-1.0.0-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 2.8 MB CPython 3.8 CPython 3.8 Linux glibc 2.17+ ARM64 Details
stampdb-1.0.0-cp38-cp38-macosx_11_0_arm64.whl 174.0 kB CPython 3.8 CPython 3.8 macOS 11.0+ ARM64 Details
stampdb-1.0.0-cp38-cp38-macosx_10_15_x86_64.whl 181.6 kB CPython 3.8 CPython 3.8 macOS 10.15+ x86-64 Details
stampdb-1.0.0-cp37-cp37m-win_amd64.whl 135.6 kB CPython 3.7 CPython 3.7 pymalloc Windows x86-64 Details
stampdb-1.0.0-cp37-cp37m-win32.whl 124.1 kB CPython 3.7 CPython 3.7 pymalloc Windows x86-32 Details
stampdb-1.0.0-cp37-cp37m-musllinux_1_2_x86_64.whl 3.5 MB CPython 3.7 CPython 3.7 pymalloc Linux musl 1.2+ x86-64 Details
stampdb-1.0.0-cp37-cp37m-musllinux_1_2_aarch64.whl 3.3 MB CPython 3.7 CPython 3.7 pymalloc Linux musl 1.2+ ARM64 Details
stampdb-1.0.0-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 2.7 MB CPython 3.7 CPython 3.7 pymalloc Linux glibc 2.17+ x86-64 Details
stampdb-1.0.0-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 2.7 MB CPython 3.7 CPython 3.7 pymalloc Linux glibc 2.17+ ARM64 Details
stampdb-1.0.0-cp37-cp37m-macosx_10_15_x86_64.whl 164.8 kB CPython 3.7 CPython 3.7 pymalloc macOS 10.15+ x86-64 Details

Total release size: 92.1 MB

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Release files / stampdb-1.0.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

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Release files / stampdb-1.0.0-cp312-cp312-macosx_11_0_arm64.whl

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Release files / stampdb-1.0.0-cp311-cp311-win_amd64.whl

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Release files / stampdb-1.0.0-cp311-cp311-win32.whl

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Release files / stampdb-1.0.0-cp311-cp311-musllinux_1_2_x86_64.whl

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Size 3.5 MB
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Release files / stampdb-1.0.0-cp311-cp311-musllinux_1_2_aarch64.whl

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Size 3.4 MB
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Release files / stampdb-1.0.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

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Size 2.8 MB
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Release files / stampdb-1.0.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

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Size 2.8 MB
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Release files / stampdb-1.0.0-cp311-cp311-macosx_11_0_arm64.whl

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Size 176.0 kB
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Release files / stampdb-1.0.0-cp311-cp311-macosx_10_15_x86_64.whl

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Size 183.2 kB
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Release files / stampdb-1.0.0-cp310-cp310-win_amd64.whl

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Size 144.3 kB
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Release files / stampdb-1.0.0-cp310-cp310-win32.whl

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Size 131.9 kB
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Release files / stampdb-1.0.0-cp310-cp310-musllinux_1_2_x86_64.whl

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Size 3.5 MB
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Release files / stampdb-1.0.0-cp310-cp310-musllinux_1_2_aarch64.whl

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Size 3.4 MB
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Release files / stampdb-1.0.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

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Size 2.8 MB
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Release files / stampdb-1.0.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

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Size 2.8 MB
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Release files / stampdb-1.0.0-cp310-cp310-macosx_11_0_arm64.whl

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Size 174.3 kB
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Release files / stampdb-1.0.0-cp310-cp310-macosx_10_15_x86_64.whl

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Size 181.8 kB
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github.com/aadya940/stampdb/blob/779befd5ed6010ea6877596fdc8487c9a8a4be72/.github/workflows/release.yml
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stampdb-1.0.0-cp310-cp310-macosx_10_15_x86_64.whl
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Release files / stampdb-1.0.0-cp39-cp39-win_amd64.whl

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Size 150.2 kB
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Release files / stampdb-1.0.0-cp39-cp39-win32.whl

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Size 132.0 kB
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Release files / stampdb-1.0.0-cp39-cp39-musllinux_1_2_x86_64.whl

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Size 3.5 MB
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Release files / stampdb-1.0.0-cp39-cp39-musllinux_1_2_aarch64.whl

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Size 3.4 MB
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Release files / stampdb-1.0.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

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Size 2.8 MB
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Release files / stampdb-1.0.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

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Size 2.8 MB
Tags CPython 3.9 Linux glibc 2.17+ ARM64
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Release files / stampdb-1.0.0-cp39-cp39-macosx_11_0_arm64.whl

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Size 174.5 kB
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Release files / stampdb-1.0.0-cp39-cp39-macosx_10_15_x86_64.whl

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Size 181.9 kB
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Release files / stampdb-1.0.0-cp38-cp38-win_amd64.whl

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Size 144.3 kB
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