{
"info": {
"author": "Tom Grek",
"author_email": "tom.grek@gmail.com",
"bugtrack_url": null,
"classifiers": [
"License :: OSI Approved :: MIT License",
"Operating System :: OS Independent",
"Programming Language :: Python :: 3"
],
"description": "[](https://circleci.com/gh/tomgrek/zincbase)\n[](https://zenodo.org/badge/latestdoi/183831265)\n[](https://zincbase.readthedocs.io/en/latest/?badge=latest)\n\n![\"Zincbase](\"https://user-images.githubusercontent.com/2245347/57199440-c45daf00-6f33-11e9-91df-1a6a9cae6fb7.png\")
\n\nZincbase is a batteries-included kit for building knowledge bases. It exists to do the following:\n\n* Extract facts (aka triples and rules) from unstructured data/text\n* Store and retrieve those facts efficiently\n* Build them into a graph\n* Provide ways to query the graph, including via bleeding-edge graph neural networks.\n\nZincbase exists to answer questions like \"what is the probability that Tom likes LARPing\", or \"who likes LARPing\", or \"classify people into LARPers vs normies\":\n\n![\"Example](\"https://user-images.githubusercontent.com/2245347/57595488-2dc45b80-74fa-11e9-80f4-dc5c7a5b22de.png\")
\n\nIt combines the latest in neural networks with symbolic logic (think expert systems and prolog) and graph search.\n\nView full documentation [here](https://zincbase.readthedocs.io).\n\n## Quickstart\n\n```\nfrom zincbase import KB\nkb = KB()\nkb.store('eats(tom, rice)')\nfor ans in kb.query('eats(tom, Food)'):\n print(ans['Food']) # prints 'rice'\n\n...\n# The included assets/countries_s1_train.csv contains triples like:\n# (namibia, locatedin, africa)\n# (lithuania, neighbor, poland)\n# Note that it won't be included if you pip install, only if you git clone.\n\nkb = KB()\nkb.from_csv('./assets/countries.csv')\nkb.build_kg_model(cuda=False, embedding_size=40)\nkb.train_kg_model(steps=2000, batch_size=1, verbose=False)\nkb.estimate_triple_prob('fiji', 'locatedin', 'melanesia')\n0.8467\n```\n\n# Requirements\n\n* Python 3\n* Libraries from requirements.txt\n* GPU preferable for large graphs but not required\n\n# Installation\n\n`pip install zincbase`\n\nThis won't get you the examples or the assets (except those which are automatically\ndownloaded as needed, such as the NER model.) Advanced users may instead wish to:\n\n```\ngit clone https://github.com/tomgrek/zincbase.git\npip install -r requirements.txt\n```\n\n_Note:_ Requirements might differ for PyTorch depending on your system. On Mac OSX \nyou might need to `brew install libomp` first.\n\n# Testing\n\n```\npython -m doctest zincbase/zincbase.py\npython test/test_main.py\npython test/test_graph.py\npython test/test_lists.py\npython test/test_nn_basic.py\npython test/test_nn.py\npython test/test_neg_examples.py\npython test/test_truthiness.py\n```\n\n# Validation\n\n\"Countries\" and \"FB15k\" datasets are included in this repo.\n\nThere is a script to evaluate that ZincBase gets at least as good\nperformance on the Countries dataset as the original (2019) RotatE paper. From the repo's\nroot directory:\n\n```\npython examples/eval_countries_s3.py\n```\n\nIt tests the hardest Countries task and prints out the AUC ROC, which should be\n~ 0.95 to match the paper. It takes about 30 minutes to run on a modern GPU.\n\nThere is also a script to evaluate performance on FB15k: `python examples/fb15k_mrr.py`.\n\n## Building documentation\n\nFrom docs/ dir: `make html`. If something changed a lot: `sphinx-apidoc -o . ..`\n\n## Building the pypi wheel\n\nFrom the repo's root dir:\n\n```\npython setup.py sdist\ntwine upload dist/*\n```\n\n# TODO\n\n* Add documentation\n* to_csv method\n* utilize postgres as backend triple store\n* The to_csv/from_csv methods do not yet support node attributes.\n* Add relation extraction from arbitrary unstructured text\n* Add context to triple - that is interpreted by BERT/ULM/GPT-2 similar and\nput into an embedding that's concat'd to the KG embedding.\n* Reinforcement learning for graph traversal.\n\n# References & Acknowledgements\n\n[Theo Trouillon. Complex-Valued Embedding Models for Knowledge Graphs. Machine Learning[cs.LG]. Universit\u00e9 Grenoble Alpes, 2017. English. ffNNT : 2017GREAM048](https://tel.archives-ouvertes.fr/tel-01692327/file/TROUILLON_2017_archivage.pdf)\n\n[L334: Computational Syntax and Semantics -- Introduction to Prolog, Steve Harlow](http://www-users.york.ac.uk/~sjh1/courses/L334css/complete/complete2li1.html)\n\n[Open Book Project: Prolog in Python, Chris Meyers](http://www.openbookproject.net/py4fun/prolog/intro.html)\n\n[Prolog Interpreter in Javascript](https://curiosity-driven.org/prolog-interpreter)\n\n[RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space, Zhiqing Sun and Zhi-Hong Deng and Jian-Yun Nie and Jian Tang, International Conference on Learning Representations, 2019](https://openreview.net/forum?id=HkgEQnRqYQ)\n\n# Citing\n\nIf you use this software, please consider citing:\n\n```\n@software{zincbase,\n author = {{Tom Grek}},\n title = {ZincBase: A state of the art knowledge base},\n url = {https://github.com/tomgrek/zincbase},\n version = {0.1.1},\n date = {2019-05-12}\n}\n\n```\n\n# Contributing\n\nSee CONTRIBUTING. And please do!",
"description_content_type": "text/markdown",
"docs_url": null,
"download_url": "",
"downloads": {
"last_day": -1,
"last_month": -1,
"last_week": -1
},
"home_page": "https://github.com/tomgrek/zincbase",
"keywords": "",
"license": "",
"maintainer": "",
"maintainer_email": "",
"name": "Zincbase",
"package_url": "https://pypi.org/project/Zincbase/",
"platform": "",
"project_url": "https://pypi.org/project/Zincbase/",
"project_urls": {
"Homepage": "https://github.com/tomgrek/zincbase"
},
"release_url": "https://pypi.org/project/Zincbase/0.3.1/",
"requires_dist": null,
"requires_python": "",
"summary": "A state of the art knowledge base and batteries-included NLP toolkit",
"version": "0.3.1"
},
"last_serial": 5344777,
"releases": {
"0.2.2": [
{
"comment_text": "",
"digests": {
"md5": "73e50f92bb1f3eab0c5b7b0362aed2c8",
"sha256": "8e176d5fd77f94fe8f4d4e6c49b5f983019a6fff13487fe2f190c8beb2f99e37"
},
"downloads": -1,
"filename": "Zincbase-0.2.2.tar.gz",
"has_sig": false,
"md5_digest": "73e50f92bb1f3eab0c5b7b0362aed2c8",
"packagetype": "sdist",
"python_version": "source",
"requires_python": null,
"size": 25271,
"upload_time": "2019-05-25T02:05:58",
"url": "https://files.pythonhosted.org/packages/9b/50/4cf2c7d2d6ea04ac97369f0022a5b346503f8029d02658da3a9251b73160/Zincbase-0.2.2.tar.gz"
}
],
"0.2.3": [
{
"comment_text": "",
"digests": {
"md5": "5d8cef2c0d4495f56a9c106efc4fa840",
"sha256": "09910b461ddcad228b071f6e480e31ca543c752e25456cdefa77439f635d9df3"
},
"downloads": -1,
"filename": "Zincbase-0.2.3.tar.gz",
"has_sig": false,
"md5_digest": "5d8cef2c0d4495f56a9c106efc4fa840",
"packagetype": "sdist",
"python_version": "source",
"requires_python": null,
"size": 25471,
"upload_time": "2019-05-25T02:16:02",
"url": "https://files.pythonhosted.org/packages/64/25/8f99b214a41309cdebe885f65be04ae3ab4e665d88b5cbc6380d897c9f5f/Zincbase-0.2.3.tar.gz"
}
],
"0.2.4": [
{
"comment_text": "",
"digests": {
"md5": "8c1fe00998c33fff14aea15f8fd5246e",
"sha256": "c4939b92dfb9f1138d33e69c6575f4a76e5ecdb969db1c852337ca6f4fa20026"
},
"downloads": -1,
"filename": "Zincbase-0.2.4.tar.gz",
"has_sig": false,
"md5_digest": "8c1fe00998c33fff14aea15f8fd5246e",
"packagetype": "sdist",
"python_version": "source",
"requires_python": null,
"size": 25684,
"upload_time": "2019-05-25T02:39:32",
"url": "https://files.pythonhosted.org/packages/81/79/9c874de4d4d990d3ef85bf197303d243831ab701ee953aa6603145e7a97b/Zincbase-0.2.4.tar.gz"
}
],
"0.2.5": [
{
"comment_text": "",
"digests": {
"md5": "cc6b92938f71ceb3f38c666f5f88d233",
"sha256": "d1b9b36ea9783b345196dde7f5e9f863ccd1e614747bcd97ff3e76dc2c0b61f0"
},
"downloads": -1,
"filename": "Zincbase-0.2.5.tar.gz",
"has_sig": false,
"md5_digest": "cc6b92938f71ceb3f38c666f5f88d233",
"packagetype": "sdist",
"python_version": "source",
"requires_python": null,
"size": 25687,
"upload_time": "2019-05-25T02:43:32",
"url": "https://files.pythonhosted.org/packages/50/e4/492ce008786680b4f74b66737597c107653e1a6b7d7819ece9f797ab4ebc/Zincbase-0.2.5.tar.gz"
}
],
"0.2.6": [
{
"comment_text": "",
"digests": {
"md5": "5cd1bd87942c339a7689a4f79a652316",
"sha256": "db2e718b29bf6c41fda3a4a06fd5b8d35061c000f81a89db9439dae41eea1670"
},
"downloads": -1,
"filename": "Zincbase-0.2.6.tar.gz",
"has_sig": false,
"md5_digest": "5cd1bd87942c339a7689a4f79a652316",
"packagetype": "sdist",
"python_version": "source",
"requires_python": null,
"size": 25691,
"upload_time": "2019-05-25T02:46:24",
"url": "https://files.pythonhosted.org/packages/6f/56/da743222651954a5c915229383ce93574123c27d6d168009b839b4694618/Zincbase-0.2.6.tar.gz"
}
],
"0.2.61": [
{
"comment_text": "",
"digests": {
"md5": "716d5588c5a5eddabd676ebd7fc61f30",
"sha256": "1a0e28deb46e6f3677c0c288cea409548411f5389ccc489cecf09136bb086c08"
},
"downloads": -1,
"filename": "Zincbase-0.2.61.tar.gz",
"has_sig": false,
"md5_digest": "716d5588c5a5eddabd676ebd7fc61f30",
"packagetype": "sdist",
"python_version": "source",
"requires_python": null,
"size": 25696,
"upload_time": "2019-05-25T02:48:56",
"url": "https://files.pythonhosted.org/packages/39/3f/cff75d47fb62779cb8abef3024c7d30189cafb5f4e12fb3338d607dff0db/Zincbase-0.2.61.tar.gz"
}
],
"0.2.62": [
{
"comment_text": "",
"digests": {
"md5": "0521d6c6e4a6110bf0c410e4303aa936",
"sha256": "1697a36d55e1ac9a2733b353aacbe4ff6848e4f586b041029c2d59d4049efdc6"
},
"downloads": -1,
"filename": "Zincbase-0.2.62.tar.gz",
"has_sig": false,
"md5_digest": "0521d6c6e4a6110bf0c410e4303aa936",
"packagetype": "sdist",
"python_version": "source",
"requires_python": null,
"size": 25685,
"upload_time": "2019-05-25T02:50:19",
"url": "https://files.pythonhosted.org/packages/de/33/f6a88e3d49ce2c974f3ece3ed73fed14fa751e6115bb239b707b3f768472/Zincbase-0.2.62.tar.gz"
}
],
"0.2.63": [
{
"comment_text": "",
"digests": {
"md5": "270221bf1274b485c2f78394ba634fcc",
"sha256": "97554bc4cfb81a69796036954358c208a6caa00eba570e72de4e61e3ab7db001"
},
"downloads": -1,
"filename": "Zincbase-0.2.63.tar.gz",
"has_sig": false,
"md5_digest": "270221bf1274b485c2f78394ba634fcc",
"packagetype": "sdist",
"python_version": "source",
"requires_python": null,
"size": 25681,
"upload_time": "2019-05-25T02:51:43",
"url": "https://files.pythonhosted.org/packages/ac/2f/6874f39ac63f732dda022d712788c3b055cac302d919e59022a73736d327/Zincbase-0.2.63.tar.gz"
}
],
"0.2.64": [
{
"comment_text": "",
"digests": {
"md5": "f106e797cbf377fb564df660cc3fd4b8",
"sha256": "ffc992e744e8bbc63ff19f8a0b60e2c2163ece7e1b586361813e82410ce19360"
},
"downloads": -1,
"filename": "Zincbase-0.2.64.tar.gz",
"has_sig": false,
"md5_digest": "f106e797cbf377fb564df660cc3fd4b8",
"packagetype": "sdist",
"python_version": "source",
"requires_python": null,
"size": 25692,
"upload_time": "2019-05-25T02:55:43",
"url": "https://files.pythonhosted.org/packages/13/0e/71c4f0103c72a6473f306adabf6eff1635ee46f2534dc7e35d4d21addc77/Zincbase-0.2.64.tar.gz"
}
],
"0.2.65": [
{
"comment_text": "",
"digests": {
"md5": "7bce88b2db7d07fdd7df37d189c950e1",
"sha256": "b7cd295157880b5e2694f55cafb2cfe76d45d63fae249fab3fdcb2c88fc8285f"
},
"downloads": -1,
"filename": "Zincbase-0.2.65.tar.gz",
"has_sig": false,
"md5_digest": "7bce88b2db7d07fdd7df37d189c950e1",
"packagetype": "sdist",
"python_version": "source",
"requires_python": null,
"size": 25331,
"upload_time": "2019-05-25T03:02:16",
"url": "https://files.pythonhosted.org/packages/ea/cc/5456b98c856c20fddabdb04f609f625ca8c67d0931373542ad1e9767001c/Zincbase-0.2.65.tar.gz"
}
],
"0.2.66": [
{
"comment_text": "",
"digests": {
"md5": "14945da22a8bac456f75a6248aedcb29",
"sha256": "de0e1662a08c8c7014c3ecb6de4319d5888b4de54e4e04b226353e5832c0d268"
},
"downloads": -1,
"filename": "Zincbase-0.2.66.tar.gz",
"has_sig": false,
"md5_digest": "14945da22a8bac456f75a6248aedcb29",
"packagetype": "sdist",
"python_version": "source",
"requires_python": null,
"size": 25321,
"upload_time": "2019-05-25T03:04:45",
"url": "https://files.pythonhosted.org/packages/df/56/730b2466f36d3113b85b714649923ac5d2fcb74c33d39b34d274b2d767b3/Zincbase-0.2.66.tar.gz"
}
],
"0.2.67": [
{
"comment_text": "",
"digests": {
"md5": "a10d71f4dc7e88be19a07e4365712960",
"sha256": "365caf0ac3c84ad849e569127ffbbb9e3f6954c26fd4248d5d07dc89314a6634"
},
"downloads": -1,
"filename": "Zincbase-0.2.67.tar.gz",
"has_sig": false,
"md5_digest": "a10d71f4dc7e88be19a07e4365712960",
"packagetype": "sdist",
"python_version": "source",
"requires_python": null,
"size": 25333,
"upload_time": "2019-05-25T03:06:16",
"url": "https://files.pythonhosted.org/packages/62/73/7e0c3a679cc5152f443bf2ebf6d8b604d7913851cacfce6cc59478792533/Zincbase-0.2.67.tar.gz"
}
],
"0.2.68": [
{
"comment_text": "",
"digests": {
"md5": "356ddae98eefa47b1c8c715c4b4bacd2",
"sha256": "2a4f574483d08d7bb0b9fce0501b806141b11202179bfa0dfc862fda514b4637"
},
"downloads": -1,
"filename": "Zincbase-0.2.68.tar.gz",
"has_sig": false,
"md5_digest": "356ddae98eefa47b1c8c715c4b4bacd2",
"packagetype": "sdist",
"python_version": "source",
"requires_python": null,
"size": 25334,
"upload_time": "2019-05-25T03:07:36",
"url": "https://files.pythonhosted.org/packages/91/68/7966fed2916693dd9e2aeec273351b972b5e7edc115e329751ffd63b7c3d/Zincbase-0.2.68.tar.gz"
}
],
"0.2.69": [
{
"comment_text": "",
"digests": {
"md5": "7bc3bd0d39dfd2f9b050aeb62d3a57f2",
"sha256": "dc765f32853396f4f15a4b2777b67d22cf5f0b1ccca9a2611ee040655c4363a5"
},
"downloads": -1,
"filename": "Zincbase-0.2.69.tar.gz",
"has_sig": false,
"md5_digest": "7bc3bd0d39dfd2f9b050aeb62d3a57f2",
"packagetype": "sdist",
"python_version": "source",
"requires_python": null,
"size": 25319,
"upload_time": "2019-05-25T03:10:30",
"url": "https://files.pythonhosted.org/packages/67/81/6d80559945b770f96617bd70eff8ed799f6d423c3cd85ba28ac3f8686424/Zincbase-0.2.69.tar.gz"
}
],
"0.2.70": [
{
"comment_text": "",
"digests": {
"md5": "0cfc4fe59fa84b9de7c5fabe59d8b0cb",
"sha256": "eb2f178ced572560c126480f8207f532fa5b35117841bbf8bc4db2be880bae3a"
},
"downloads": -1,
"filename": "Zincbase-0.2.70.tar.gz",
"has_sig": false,
"md5_digest": "0cfc4fe59fa84b9de7c5fabe59d8b0cb",
"packagetype": "sdist",
"python_version": "source",
"requires_python": null,
"size": 25328,
"upload_time": "2019-05-25T03:12:54",
"url": "https://files.pythonhosted.org/packages/06/bb/e3c5c4401e0fbf8faa8560f5bd74a5a5de84db2ba9ec37c7fe006fd12396/Zincbase-0.2.70.tar.gz"
}
],
"0.2.71": [
{
"comment_text": "",
"digests": {
"md5": "fd627462932ae29896bdd26d6bf4188e",
"sha256": "7ccee2864d16ec7a8e8e7b6088bd88e60f9f4ec75cf392589464894922e0c877"
},
"downloads": -1,
"filename": "Zincbase-0.2.71.tar.gz",
"has_sig": false,
"md5_digest": "fd627462932ae29896bdd26d6bf4188e",
"packagetype": "sdist",
"python_version": "source",
"requires_python": null,
"size": 25327,
"upload_time": "2019-05-25T03:14:11",
"url": "https://files.pythonhosted.org/packages/f3/a1/cbb4f413d5ca5cbf4f0a1706be4579b79d4e6897c36038c9f5b199f4f9c0/Zincbase-0.2.71.tar.gz"
}
],
"0.2.72": [
{
"comment_text": "",
"digests": {
"md5": "e11574059e0f56bed9b0fac1d24c3870",
"sha256": "1562f0d0aa370f5376fb02c2017967a41e7569a76eed811800cc2df3b762bf23"
},
"downloads": -1,
"filename": "Zincbase-0.2.72.tar.gz",
"has_sig": false,
"md5_digest": "e11574059e0f56bed9b0fac1d24c3870",
"packagetype": "sdist",
"python_version": "source",
"requires_python": null,
"size": 25334,
"upload_time": "2019-05-25T03:15:30",
"url": "https://files.pythonhosted.org/packages/f1/50/345398d329712b443667fe144922709d5a3e64ae426caf269d06ae11d26e/Zincbase-0.2.72.tar.gz"
}
],
"0.2.73": [
{
"comment_text": "",
"digests": {
"md5": "f9a8946d57717e3a6439f73dc15ae6cc",
"sha256": "d6ddd30836e6cbbc9ba420ab5b46cb63fd0f91311003e13668cc7a538e4a20b6"
},
"downloads": -1,
"filename": "Zincbase-0.2.73.tar.gz",
"has_sig": false,
"md5_digest": "f9a8946d57717e3a6439f73dc15ae6cc",
"packagetype": "sdist",
"python_version": "source",
"requires_python": null,
"size": 25340,
"upload_time": "2019-05-25T03:16:30",
"url": "https://files.pythonhosted.org/packages/82/fe/f12ef5b77b2a569cbc283ed12a3cb4b2db87ea521226c9579c43056aa0f5/Zincbase-0.2.73.tar.gz"
}
],
"0.2.74": [
{
"comment_text": "",
"digests": {
"md5": "490983e66a3c2778fcd67ed5d4cde657",
"sha256": "7771655f3dacecba337d2a3c7596c19238d5f1f9f30bed46758cecb9795c2162"
},
"downloads": -1,
"filename": "Zincbase-0.2.74.tar.gz",
"has_sig": false,
"md5_digest": "490983e66a3c2778fcd67ed5d4cde657",
"packagetype": "sdist",
"python_version": "source",
"requires_python": null,
"size": 25435,
"upload_time": "2019-05-25T03:47:20",
"url": "https://files.pythonhosted.org/packages/70/d4/7bb5567bbf26132b43c7ce4e3d59d439e6f0edbde44fd717f1a6b9ed2e5f/Zincbase-0.2.74.tar.gz"
}
],
"0.2.75": [
{
"comment_text": "",
"digests": {
"md5": "769b8465d429055f9aa2dc25696db932",
"sha256": "7f3403ec302b7344d4b97028bea094715382d47657991ae919754cc6d1fd120d"
},
"downloads": -1,
"filename": "Zincbase-0.2.75.tar.gz",
"has_sig": false,
"md5_digest": "769b8465d429055f9aa2dc25696db932",
"packagetype": "sdist",
"python_version": "source",
"requires_python": null,
"size": 30804,
"upload_time": "2019-05-25T04:20:16",
"url": "https://files.pythonhosted.org/packages/f7/a9/43b83edd1c5bfbbb106303575f50fe09dcfa7bbef26e2f84ad9486fce8a8/Zincbase-0.2.75.tar.gz"
}
],
"0.2.76": [
{
"comment_text": "",
"digests": {
"md5": "f2363a11257020eeffc4f2d82c86a272",
"sha256": "105aadcb9ee135d07d169fc10d0405b20f0ca8499932b893d92c82f32773d098"
},
"downloads": -1,
"filename": "Zincbase-0.2.76.tar.gz",
"has_sig": false,
"md5_digest": "f2363a11257020eeffc4f2d82c86a272",
"packagetype": "sdist",
"python_version": "source",
"requires_python": null,
"size": 30808,
"upload_time": "2019-05-25T04:22:04",
"url": "https://files.pythonhosted.org/packages/9b/f6/4cf0a3b18db4c527aa6fdd4fd53bb381b8f986fa248d110b862f22c212cc/Zincbase-0.2.76.tar.gz"
}
],
"0.2.77": [
{
"comment_text": "",
"digests": {
"md5": "5188257736cb397062ef16a499205a36",
"sha256": "71cb4af5f722873bc4b6a3c3f4603eb9e9d0d2c4045a0a141fcf3b965535bbab"
},
"downloads": -1,
"filename": "Zincbase-0.2.77.tar.gz",
"has_sig": false,
"md5_digest": "5188257736cb397062ef16a499205a36",
"packagetype": "sdist",
"python_version": "source",
"requires_python": null,
"size": 30827,
"upload_time": "2019-05-25T04:25:17",
"url": "https://files.pythonhosted.org/packages/78/e8/de28471db7124a57a335f39a7fba543da6ff0002fb9a48c18b9b86c5cd87/Zincbase-0.2.77.tar.gz"
}
],
"0.2.78": [
{
"comment_text": "",
"digests": {
"md5": "16888a160decc59a46446db9a6a1598b",
"sha256": "8fcd0ebfc8a9aeb056c0530420f127aa0acee28d2b55ecb4307812af2451f60a"
},
"downloads": -1,
"filename": "Zincbase-0.2.78.tar.gz",
"has_sig": false,
"md5_digest": "16888a160decc59a46446db9a6a1598b",
"packagetype": "sdist",
"python_version": "source",
"requires_python": null,
"size": 25300,
"upload_time": "2019-05-27T01:35:10",
"url": "https://files.pythonhosted.org/packages/79/25/efbd89c1af48d6a2eff09d2738c51427c39f49bd6b9018317699caee2450/Zincbase-0.2.78.tar.gz"
}
],
"0.2.8": [
{
"comment_text": "",
"digests": {
"md5": "8fe2858a7ed8b191db7820a9e2189f13",
"sha256": "d950b7cfe9993b5a58adb908e0485d2cb4f6cd3e1b757fce07b04de784b0774f"
},
"downloads": -1,
"filename": "Zincbase-0.2.8.tar.gz",
"has_sig": false,
"md5_digest": "8fe2858a7ed8b191db7820a9e2189f13",
"packagetype": "sdist",
"python_version": "source",
"requires_python": null,
"size": 28414,
"upload_time": "2019-05-29T18:17:01",
"url": "https://files.pythonhosted.org/packages/71/bd/bcdd30badc9653f6afab42f4a96231cd1b8226aed76006ab2ad91410893b/Zincbase-0.2.8.tar.gz"
}
],
"0.3.0": [
{
"comment_text": "",
"digests": {
"md5": "50433a4b240ff8be3a55a42959328936",
"sha256": "2aa3b2c7970384e51b30cfe7a1e8d0c9bf97bc33039a1f135e0fae189f87e541"
},
"downloads": -1,
"filename": "Zincbase-0.3.0.tar.gz",
"has_sig": false,
"md5_digest": "50433a4b240ff8be3a55a42959328936",
"packagetype": "sdist",
"python_version": "source",
"requires_python": null,
"size": 25906,
"upload_time": "2019-05-31T20:40:05",
"url": "https://files.pythonhosted.org/packages/d7/38/71e5b53a396406a89ae3eef126861443c040d0fa082b47f31fef2d88eda8/Zincbase-0.3.0.tar.gz"
}
],
"0.3.1": [
{
"comment_text": "",
"digests": {
"md5": "528b7630baf210f8bbdce31cd7dca59b",
"sha256": "0f532aeda37e8be3bcdd8b37b098fb007515b95cb5b5f0b17c2c40663439850d"
},
"downloads": -1,
"filename": "Zincbase-0.3.1.tar.gz",
"has_sig": false,
"md5_digest": "528b7630baf210f8bbdce31cd7dca59b",
"packagetype": "sdist",
"python_version": "source",
"requires_python": null,
"size": 25925,
"upload_time": "2019-05-31T22:22:47",
"url": "https://files.pythonhosted.org/packages/02/cd/f3ea53242babb46e33777a0c927cf5e059a51e8e9597029ad05b874a5b44/Zincbase-0.3.1.tar.gz"
}
]
},
"urls": [
{
"comment_text": "",
"digests": {
"md5": "528b7630baf210f8bbdce31cd7dca59b",
"sha256": "0f532aeda37e8be3bcdd8b37b098fb007515b95cb5b5f0b17c2c40663439850d"
},
"downloads": -1,
"filename": "Zincbase-0.3.1.tar.gz",
"has_sig": false,
"md5_digest": "528b7630baf210f8bbdce31cd7dca59b",
"packagetype": "sdist",
"python_version": "source",
"requires_python": null,
"size": 25925,
"upload_time": "2019-05-31T22:22:47",
"url": "https://files.pythonhosted.org/packages/02/cd/f3ea53242babb46e33777a0c927cf5e059a51e8e9597029ad05b874a5b44/Zincbase-0.3.1.tar.gz"
}
]
}