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.gitignore vendored
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@ -160,3 +160,5 @@ cython_debug/
# option (not recommended) you can uncomment the following to ignore the entire idea folder.
#.idea/
metadata.json
log.txt

475
poetry.lock generated
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@ -507,6 +507,135 @@ files = [
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[package.extras]
docs = ["furo", "olefile", "sphinx (>=2.4)", "sphinx-copybutton", "sphinx-inline-tabs", "sphinx-removed-in", "sphinxext-opengraph"]
tests = ["check-manifest", "coverage", "defusedxml", "markdown2", "olefile", "packaging", "pyroma", "pytest", "pytest-cov", "pytest-timeout"]
[[package]]
name = "pycparser"
version = "2.21"
@ -1620,6 +2058,20 @@ core = ["blessed", "jsonschema (>=3.0.0)"]
full = ["blessed", "jsonschema (>=3.0.0)", "pytest", "pytest-timeout"]
tests = ["pytest", "pytest-timeout"]
[[package]]
name = "pyparsing"
version = "3.1.1"
description = "pyparsing module - Classes and methods to define and execute parsing grammars"
optional = false
python-versions = ">=3.6.8"
files = [
{file = "pyparsing-3.1.1-py3-none-any.whl", hash = "sha256:32c7c0b711493c72ff18a981d24f28aaf9c1fb7ed5e9667c9e84e3db623bdbfb"},
{file = "pyparsing-3.1.1.tar.gz", hash = "sha256:ede28a1a32462f5a9705e07aea48001a08f7cf81a021585011deba701581a0db"},
]
[package.extras]
diagrams = ["jinja2", "railroad-diagrams"]
[[package]]
name = "python-dateutil"
version = "2.8.2"
@ -2053,6 +2505,27 @@ docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "pygments
testing = ["build[virtualenv]", "filelock (>=3.4.0)", "flake8-2020", "ini2toml[lite] (>=0.9)", "jaraco.develop (>=7.21)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "pip (>=19.1)", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy (>=0.9.1)", "pytest-perf", "pytest-ruff", "pytest-timeout", "pytest-xdist", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel"]
testing-integration = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "packaging (>=23.1)", "pytest", "pytest-enabler", "pytest-xdist", "tomli", "virtualenv (>=13.0.0)", "wheel"]
[[package]]
name = "setuptools-scm"
version = "8.0.4"
description = "the blessed package to manage your versions by scm tags"
optional = false
python-versions = ">=3.8"
files = [
{file = "setuptools-scm-8.0.4.tar.gz", hash = "sha256:b5f43ff6800669595193fd09891564ee9d1d7dcb196cab4b2506d53a2e1c95c7"},
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]
[package.dependencies]
packaging = ">=20"
setuptools = "*"
typing-extensions = "*"
[package.extras]
docs = ["entangled-cli[rich]", "mkdocs", "mkdocs-entangled-plugin", "mkdocs-material", "mkdocstrings[python]", "pygments"]
rich = ["rich"]
test = ["build", "pytest", "rich", "wheel"]
[[package]]
name = "six"
version = "1.16.0"
@ -2338,4 +2811,4 @@ testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "p
[metadata]
lock-version = "2.0"
python-versions = "^3.11"
content-hash = "255b26438bcdaa14b4614da06a257e5d344691e5248c07e90e1fa4032045a5c4"
content-hash = "0b2410046c8281d17cfe2c2d93fe3fa2f52aa6213755d5b33c6054ebf59576fe"

View file

@ -14,6 +14,7 @@ scrape-dandi = "scrape_dandi:main"
[tool.poetry.dependencies]
python = "^3.11"
dandi = "^0.56.2"
matplotlib = "^3.8.0"
[build-system]

44
scrape_dandi/metadata.py Normal file
View file

@ -0,0 +1,44 @@
from dandi.cli.cmd_ls import ls
import io
import sys
import json
from click.exceptions import ClickException
from scrape_dandi import DANDI_ID, MAX_DANDISET
from tqdm import trange
from multiprocessing import Pool
def dset_ls(dset: int) -> dict:
orig = sys.stdout
capturer = io.StringIO()
metadata = {}
try:
sys.stdout = capturer
ls.main([DANDI_ID.format(dset), '--format', 'json'], standalone_mode=False)
metadata = json.loads(capturer.getvalue())[0]
except ClickException:
pass
finally:
sys.stdout = orig
return metadata
def get_all_meta() -> dict:
meta = {}
try:
for i in trange(MAX_DANDISET):
this_meta = dset_ls(i)
if this_meta:
meta[i] = this_meta
finally:
return meta
def get_and_save_meta(file:str='metadata.json'):
#try:
meta = get_all_meta()
#finally:
with open(file, 'w') as jfile:
json.dump(meta, jfile)
if __name__ == '__main__':
get_and_save_meta()

40
scrape_dandi/plot.py Normal file
View file

@ -0,0 +1,40 @@
from matplotlib import pyplot as plt
import matplotlib.ticker as tkr
import numpy as np
import json
def sizeof_fmt(x, pos):
if x<0:
return ""
for x_unit in ['bytes', 'kB', 'MB', 'GB', 'TB']:
if x < 1024.0:
return "%3.1f %s" % (x, x_unit)
x /= 1024.0
def plot_sizes(meta:dict):
x = np.arange(np.max([int(k) for k in meta.keys()]))
y = np.array([meta.get(str(i), {}).get('size', 0) for i in x])
cumulative = np.cumsum(y)
#cumulative = cumulative / np.max(cumulative)
y[y<1000000000] = 0
fig, ax = plt.subplots(2,1)
ax[0].bar(x, y)
ax[0].set_yscale('log')
ax[0].yaxis.set_major_formatter(tkr.FuncFormatter(sizeof_fmt))
ax[1].plot(x, cumulative)
ax[1].yaxis.set_major_formatter(tkr.FuncFormatter(sizeof_fmt))
plt.show()
if __name__ == "__main__":
with open('metadata.json', 'r') as jfile:
meta = json.load(jfile)
del meta['108']
plot_sizes(meta)