{
"info": {
"author": "Dean Langsam",
"author_email": "deanla@gmail.com",
"bugtrack_url": null,
"classifiers": [
"Development Status :: 2 - Pre-Alpha",
"License :: OSI Approved :: BSD License",
"Operating System :: OS Independent",
"Programming Language :: Python :: 3 :: Only",
"Programming Language :: Python :: 3.6",
"Programming Language :: Python :: 3.7"
],
"description": "![\"logo\"](\"https://github.com/dovpanda-dev/dovpanda/blob/master/img/logo.png\")
dovpanda
\n\n\n[](https://pypi.python.org/pypi/dovpanda)\n[](https://travis-ci.org/dovpanda-dev/dovpanda)\n[](https://dovpanda.readthedocs.io/en/latest/?badge=latest)\n[](https://pyup.io/repos/github/dovpanda-dev/dovpanda/)\n\n[](https://github.com/dovpanda-dev/dovpanda/blob/master/LICENS)\n\n\n## Directions OVer PANDAs\n\nDirections are hints and tips for using pandas in an analysis environment.\ndovpanda is an overlay companion for working with pandas in an analysis environment. \nIt is an overlay module that tries to understand what you are trying to do with your data, and helps you\nmake you code more concise with readable. \nIf you think your task is common enough, it probably is, and pandas probably has a built-in solution. dovpanda will help you find them.\n\n## Usage\n\n### Hints\nThe main usage of `dovpanda` is its hints mechanism, which is very easy and works out-of-the-box.\nJust import it after you import pandas, whether inside a notebook or in a console.\n\n```python\nimport pandas as pd\nimport dovpanda\n``` \nThis is it. From now on you can expect `dovpanda` to come up with helpful hints while you are writing your code.\n\n### Notebook\nRunning `dovpanda` in a notebook environment will display rendered dismissable html. \n\n\n### Console\n```python\ndf = pd.DataFrame({'a':list('xxyy'),'b':[40,50,60,70], 'time':['18:02','18:45','20:12','21:50']})\ndf['time'] = pd.to_datetime(df.time)\ndf['hour'] = df.time.dt.hour\ndf.groupby('hour').b.sum()\n```\n```\n===== Seems like you are grouping by a column named 'hour', consider setting the your\ntime column as index and then use df.resample('h') =====\nOut[4]:\nhour\n18 90\n20 60\n21 70\nName: b, dtype: int64\n```\n\n## Installation\n```bash\npip install dovpanda\n```\n\n\n\n\n## Extended Usage\n### Random Tips\n`dovpanda.tip()` will give you a random `pandas` tip. \n\n\n### Change Display\nuse `dovpanda.set_output` if you want to change output.\n\n```\nIn [14]: dovpanda.set_output('display')\nIn [15]: df.iterrows()\n===== iterrows is not recommended, and in the majority of cases will have better alternatives =====\nOut[15]: \n\nIn [16]: dovpanda.set_output('print')\nIn [17]: df.iterrows()\niterrows is not recommended, and in the majority of cases will have better alternatives\nOut[17]: \n\nIn [18]: dovpanda.set_output('warning')\nIn [19]: df.iterrows()\nWARNING:dovpanda:iterrows is not recommended, and in the majority of cases will have better alternatives\nOut[19]: \n\nIn [20]: dovpanda.set_output('off')\n\nIn [21]: df.iterrows()\nOut[21]: \n\n```\n\n
\n\n#### BTW\n\n\"dov\" means bear in Hebrew \n\n\n\n\n\nDocumentation\n-------------\n\nThe full documentation is at http://dovpanda.rtfd.org.\n\n\n\nHistory\n-------\n0.0.5 (2019-11-11)\n++++++++++++++++++\n* dovpanda errors don't crash panda\n\n * Errors in functionality of dovpanda will only tell the user it happened\n but let them continue the work\n\n* fix read_csv issue #76\n* fix at/iat issues when calling shape on str #77\n\n0.0.4 (2019-11-09)\n++++++++++++++++++\n* fix to import error issue #71\n\n0.0.3 (2019-11-08)\n++++++++++++++++++\n* First published release\n\n0.0.2 (2019-10-30)\n++++++++++++++++++\n\n* First release on PyPI.\n\n\n",
"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/dovpanda-dev/dovpanda",
"keywords": "",
"license": "",
"maintainer": "",
"maintainer_email": "",
"name": "dovpanda",
"package_url": "https://pypi.org/project/dovpanda/",
"platform": "",
"project_url": "https://pypi.org/project/dovpanda/",
"project_urls": {
"Homepage": "https://github.com/dovpanda-dev/dovpanda"
},
"release_url": "https://pypi.org/project/dovpanda/0.0.5/",
"requires_dist": [
"pandas"
],
"requires_python": ">=3.6",
"summary": "Directions overlay for working with pandas in an analysis environment",
"version": "0.0.5",
"yanked": false,
"yanked_reason": null
},
"last_serial": 6222135,
"releases": {
"0.0.1": [
{
"comment_text": "",
"digests": {
"md5": "e0e1c0188e8a26596bbe5e28bdb7b6d5",
"sha256": "6574756613a2b139c6a1bf1acffb96b19e6e3d0dba347d34bb8b7ae8b25a51cb"
},
"downloads": -1,
"filename": "dovpanda-0.0.1-py3-none-any.whl",
"has_sig": false,
"md5_digest": "e0e1c0188e8a26596bbe5e28bdb7b6d5",
"packagetype": "bdist_wheel",
"python_version": "py3",
"requires_python": ">=3.6",
"size": 2490,
"upload_time": "2019-10-19T14:40:11",
"upload_time_iso_8601": "2019-10-19T14:40:11.163344Z",
"url": "https://files.pythonhosted.org/packages/e9/63/9ba1d09d65d0fd32905ecf56a40b7811dd539d691ed5127c2503b35bd2ae/dovpanda-0.0.1-py3-none-any.whl",
"yanked": false,
"yanked_reason": null
},
{
"comment_text": "",
"digests": {
"md5": "1f79c290973394625289ec5d0b33c0d0",
"sha256": "c095851eef4ea26d75987e3c572b398e0fec15c0fd19407e39535c7109361d03"
},
"downloads": -1,
"filename": "dovpanda-0.0.1.tar.gz",
"has_sig": false,
"md5_digest": "1f79c290973394625289ec5d0b33c0d0",
"packagetype": "sdist",
"python_version": "source",
"requires_python": ">=3.6",
"size": 1121,
"upload_time": "2019-10-19T14:40:13",
"upload_time_iso_8601": "2019-10-19T14:40:13.579779Z",
"url": "https://files.pythonhosted.org/packages/03/00/95b5d8d0eb6c8a004915cc206ae0db01be5c63808f0132704c4210cec1cf/dovpanda-0.0.1.tar.gz",
"yanked": false,
"yanked_reason": null
}
],
"0.0.1a2": [
{
"comment_text": "",
"digests": {
"md5": "e18907abcbac6d3f24419c4016d13246",
"sha256": "7aa6ea51f635860017a127dd67f02e9c3e70e6265739aa870ac8abfb4aa1193c"
},
"downloads": -1,
"filename": "dovpanda-0.0.1a2-py3-none-any.whl",
"has_sig": false,
"md5_digest": "e18907abcbac6d3f24419c4016d13246",
"packagetype": "bdist_wheel",
"python_version": "py3",
"requires_python": ">=3.6",
"size": 7102,
"upload_time": "2019-10-27T17:38:47",
"upload_time_iso_8601": "2019-10-27T17:38:47.559781Z",
"url": "https://files.pythonhosted.org/packages/ea/06/5810579c56f5c91f196803bf395ae5c75cff4a68b5bdd7b8795de0bca0ab/dovpanda-0.0.1a2-py3-none-any.whl",
"yanked": false,
"yanked_reason": null
},
{
"comment_text": "",
"digests": {
"md5": "5898eb8ec5640ddbbac6228796fe866d",
"sha256": "420118d19201f25213503c0e503236dd7f4b54a95538ec87dab881e6a98c0620"
},
"downloads": -1,
"filename": "dovpanda-0.0.1a2.tar.gz",
"has_sig": false,
"md5_digest": "5898eb8ec5640ddbbac6228796fe866d",
"packagetype": "sdist",
"python_version": "source",
"requires_python": ">=3.6",
"size": 5769,
"upload_time": "2019-10-27T17:38:48",
"upload_time_iso_8601": "2019-10-27T17:38:48.950892Z",
"url": "https://files.pythonhosted.org/packages/1e/59/9d9f40ce27adfa90e2a8d0e8adde75dcc7ad798eb3235a56e7b7f28c7808/dovpanda-0.0.1a2.tar.gz",
"yanked": false,
"yanked_reason": null
}
],
"0.0.3": [
{
"comment_text": "",
"digests": {
"md5": "a716bc0352c9baf9ae0a9a7c1a5d328c",
"sha256": "feeb90aed7bb03b26318e46fddd7ccc23ee3f2a9598a871797061abc50408165"
},
"downloads": -1,
"filename": "dovpanda-0.0.3-py2.py3-none-any.whl",
"has_sig": false,
"md5_digest": "a716bc0352c9baf9ae0a9a7c1a5d328c",
"packagetype": "bdist_wheel",
"python_version": "py2.py3",
"requires_python": ">=3.6",
"size": 19553,
"upload_time": "2019-11-09T18:30:44",
"upload_time_iso_8601": "2019-11-09T18:30:44.104140Z",
"url": "https://files.pythonhosted.org/packages/d3/9a/f53c4b61ce9a039aaebb40bb60fe0189d82e19e9b588f44342b96a673627/dovpanda-0.0.3-py2.py3-none-any.whl",
"yanked": false,
"yanked_reason": null
},
{
"comment_text": "",
"digests": {
"md5": "7d52cad49f6b3711ca9512258493cacd",
"sha256": "dd2afe52f4707f782547df033f0958532697f09a363389800fd5877922c7e1f2"
},
"downloads": -1,
"filename": "dovpanda-0.0.3.tar.gz",
"has_sig": false,
"md5_digest": "7d52cad49f6b3711ca9512258493cacd",
"packagetype": "sdist",
"python_version": "source",
"requires_python": ">=3.6",
"size": 24881,
"upload_time": "2019-11-09T18:30:45",
"upload_time_iso_8601": "2019-11-09T18:30:45.180336Z",
"url": "https://files.pythonhosted.org/packages/94/d2/7adc2a67de0c046a34fcff17512f02157198ef5f4254d864907f628f2e11/dovpanda-0.0.3.tar.gz",
"yanked": false,
"yanked_reason": null
}
],
"0.0.3b0": [
{
"comment_text": "",
"digests": {
"md5": "ac54057f06a78f720364f439f0e57643",
"sha256": "c3d777d7b4e39839bf8f8e12b06f21f620864c8ed39bade56d6d1ab4b334fdc0"
},
"downloads": -1,
"filename": "dovpanda-0.0.3b0-py2.py3-none-any.whl",
"has_sig": false,
"md5_digest": "ac54057f06a78f720364f439f0e57643",
"packagetype": "bdist_wheel",
"python_version": "py2.py3",
"requires_python": ">=3.6",
"size": 7631,
"upload_time": "2019-10-28T22:48:21",
"upload_time_iso_8601": "2019-10-28T22:48:21.480004Z",
"url": "https://files.pythonhosted.org/packages/d5/b1/2a9a7d680a4a597df0a6e471fab1aaaf68ad2ab418f5b7cea1df62ff7dbf/dovpanda-0.0.3b0-py2.py3-none-any.whl",
"yanked": false,
"yanked_reason": null
},
{
"comment_text": "",
"digests": {
"md5": "a15a77f82e04dd65d96739de47ad2394",
"sha256": "831ccc5f3e6394ae29dda1a972958be75aaef271cd7a274788cc5a381999a9a3"
},
"downloads": -1,
"filename": "dovpanda-0.0.3b0.tar.gz",
"has_sig": false,
"md5_digest": "a15a77f82e04dd65d96739de47ad2394",
"packagetype": "sdist",
"python_version": "source",
"requires_python": ">=3.6",
"size": 16667,
"upload_time": "2019-10-28T22:48:22",
"upload_time_iso_8601": "2019-10-28T22:48:22.723503Z",
"url": "https://files.pythonhosted.org/packages/01/2d/53a1f2236f5d0d5b00dc810d5366546e0e7d07c7019b26ef7f7f264644a8/dovpanda-0.0.3b0.tar.gz",
"yanked": false,
"yanked_reason": null
}
],
"0.0.4": [
{
"comment_text": "",
"digests": {
"md5": "4a730a2e44d0d83317ad7e771f36f230",
"sha256": "0663009be5ce04aa5c00078b080f022693b1d0d237da646e9b2dfae0940219de"
},
"downloads": -1,
"filename": "dovpanda-0.0.4-py2.py3-none-any.whl",
"has_sig": false,
"md5_digest": "4a730a2e44d0d83317ad7e771f36f230",
"packagetype": "bdist_wheel",
"python_version": "py2.py3",
"requires_python": ">=3.6",
"size": 19823,
"upload_time": "2019-11-09T21:10:09",
"upload_time_iso_8601": "2019-11-09T21:10:09.688343Z",
"url": "https://files.pythonhosted.org/packages/13/a3/bb635a6c423a5d8e8342416cb7e6b3ae0609d787746705730124887ef1d5/dovpanda-0.0.4-py2.py3-none-any.whl",
"yanked": false,
"yanked_reason": null
},
{
"comment_text": "",
"digests": {
"md5": "25339190dd82320dc38f5ae59bd079bc",
"sha256": "b81041a134c8650e20e830a80fa5bd8d39eaf643299e09f68362575aa6224add"
},
"downloads": -1,
"filename": "dovpanda-0.0.4.tar.gz",
"has_sig": false,
"md5_digest": "25339190dd82320dc38f5ae59bd079bc",
"packagetype": "sdist",
"python_version": "source",
"requires_python": ">=3.6",
"size": 27162,
"upload_time": "2019-11-09T21:10:11",
"upload_time_iso_8601": "2019-11-09T21:10:11.115527Z",
"url": "https://files.pythonhosted.org/packages/00/c2/9b2b07779bcbd743e0f0a1a4ccc31304f1bd109efd1cf97b988cdff4914b/dovpanda-0.0.4.tar.gz",
"yanked": false,
"yanked_reason": null
}
],
"0.0.5": [
{
"comment_text": "",
"digests": {
"md5": "2683720112a8a0e2f3c9afc6ad2d1fa4",
"sha256": "cb86a4463d7dd531b7dd0493ca9a9fdffefae2130036149e20a3ac9743bc96b3"
},
"downloads": -1,
"filename": "dovpanda-0.0.5-py2.py3-none-any.whl",
"has_sig": false,
"md5_digest": "2683720112a8a0e2f3c9afc6ad2d1fa4",
"packagetype": "bdist_wheel",
"python_version": "py2.py3",
"requires_python": ">=3.6",
"size": 21832,
"upload_time": "2019-11-30T17:59:21",
"upload_time_iso_8601": "2019-11-30T17:59:21.446788Z",
"url": "https://files.pythonhosted.org/packages/47/20/62889eb30cb9cf0b2cdfebabf1b5c97bcaddfdeea706f9318d2f07a59a0e/dovpanda-0.0.5-py2.py3-none-any.whl",
"yanked": false,
"yanked_reason": null
},
{
"comment_text": "",
"digests": {
"md5": "849d8fb057ee5e6a345c41bfbe7cca10",
"sha256": "7afa5caf317695d27813f05a77d20c4dabdfd49a292f87332414af35c2b65bb8"
},
"downloads": -1,
"filename": "dovpanda-0.0.5.tar.gz",
"has_sig": false,
"md5_digest": "849d8fb057ee5e6a345c41bfbe7cca10",
"packagetype": "sdist",
"python_version": "source",
"requires_python": ">=3.6",
"size": 27092,
"upload_time": "2019-11-30T17:59:23",
"upload_time_iso_8601": "2019-11-30T17:59:23.166181Z",
"url": "https://files.pythonhosted.org/packages/5d/7e/cd20434b9f6d75ba5c43cc4b4e5ac57471bfa1ab4767c97842367b7f4090/dovpanda-0.0.5.tar.gz",
"yanked": false,
"yanked_reason": null
}
],
"0.0.5a0": [
{
"comment_text": "",
"digests": {
"md5": "ea9171fed68f6f943e404d5909803e6f",
"sha256": "e7018a0d73a74818723046ceaf686e77af8f084c99b4e1a57206c66824264917"
},
"downloads": -1,
"filename": "dovpanda-0.0.5a0-py2.py3-none-any.whl",
"has_sig": false,
"md5_digest": "ea9171fed68f6f943e404d5909803e6f",
"packagetype": "bdist_wheel",
"python_version": "py2.py3",
"requires_python": ">=3.6",
"size": 21861,
"upload_time": "2019-11-30T17:47:51",
"upload_time_iso_8601": "2019-11-30T17:47:51.896114Z",
"url": "https://files.pythonhosted.org/packages/5a/b4/02d597f6edcaa6ddc8861199b9e0dae6eaf6db1d5e0a703fcd8576c09359/dovpanda-0.0.5a0-py2.py3-none-any.whl",
"yanked": false,
"yanked_reason": null
},
{
"comment_text": "",
"digests": {
"md5": "584d7cf17d785e9c14e5f569ac0560ac",
"sha256": "4aa4c091c5de300965630c4583b35ab9159e18ebd78d0c525bcbb5b5662f541e"
},
"downloads": -1,
"filename": "dovpanda-0.0.5a0.tar.gz",
"has_sig": false,
"md5_digest": "584d7cf17d785e9c14e5f569ac0560ac",
"packagetype": "sdist",
"python_version": "source",
"requires_python": ">=3.6",
"size": 29194,
"upload_time": "2019-11-30T17:47:53",
"upload_time_iso_8601": "2019-11-30T17:47:53.201685Z",
"url": "https://files.pythonhosted.org/packages/f3/7e/047a93bd74dfe5b3ad9efa4c93e478b190120661e8c219769ed1fac6e6d9/dovpanda-0.0.5a0.tar.gz",
"yanked": false,
"yanked_reason": null
}
],
"0.0.5b0": [
{
"comment_text": "",
"digests": {
"md5": "dc3af609558394b4a6046dc1aadf9b27",
"sha256": "e7a4083bb8b0681ee3018e61fc8b09b2cff8baccf04ea2c2952774d5a8daf63e"
},
"downloads": -1,
"filename": "dovpanda-0.0.5b0-py2.py3-none-any.whl",
"has_sig": false,
"md5_digest": "dc3af609558394b4a6046dc1aadf9b27",
"packagetype": "bdist_wheel",
"python_version": "py2.py3",
"requires_python": ">=3.6",
"size": 21861,
"upload_time": "2019-11-30T17:59:19",
"upload_time_iso_8601": "2019-11-30T17:59:19.827845Z",
"url": "https://files.pythonhosted.org/packages/e5/c8/1e2f0bf2af92994d81aa68444c7a2848cfce7e4a32b0366b83c4faaae87d/dovpanda-0.0.5b0-py2.py3-none-any.whl",
"yanked": false,
"yanked_reason": null
},
{
"comment_text": "",
"digests": {
"md5": "9d649ab9114f21759b80215e6fbd4f57",
"sha256": "b1f0ebf6c1a41d2cc1938c7c40d2ccc936be92f1f2543154c95beb702165270f"
},
"downloads": -1,
"filename": "dovpanda-0.0.5b0.tar.gz",
"has_sig": false,
"md5_digest": "9d649ab9114f21759b80215e6fbd4f57",
"packagetype": "sdist",
"python_version": "source",
"requires_python": ">=3.6",
"size": 29191,
"upload_time": "2019-11-30T17:59:21",
"upload_time_iso_8601": "2019-11-30T17:59:21.192664Z",
"url": "https://files.pythonhosted.org/packages/68/2e/599ebc2b2404a6a7797c4211e4788c3d58d49eb46dcf2a596d739c699fe0/dovpanda-0.0.5b0.tar.gz",
"yanked": false,
"yanked_reason": null
}
]
},
"urls": [
{
"comment_text": "",
"digests": {
"md5": "2683720112a8a0e2f3c9afc6ad2d1fa4",
"sha256": "cb86a4463d7dd531b7dd0493ca9a9fdffefae2130036149e20a3ac9743bc96b3"
},
"downloads": -1,
"filename": "dovpanda-0.0.5-py2.py3-none-any.whl",
"has_sig": false,
"md5_digest": "2683720112a8a0e2f3c9afc6ad2d1fa4",
"packagetype": "bdist_wheel",
"python_version": "py2.py3",
"requires_python": ">=3.6",
"size": 21832,
"upload_time": "2019-11-30T17:59:21",
"upload_time_iso_8601": "2019-11-30T17:59:21.446788Z",
"url": "https://files.pythonhosted.org/packages/47/20/62889eb30cb9cf0b2cdfebabf1b5c97bcaddfdeea706f9318d2f07a59a0e/dovpanda-0.0.5-py2.py3-none-any.whl",
"yanked": false,
"yanked_reason": null
},
{
"comment_text": "",
"digests": {
"md5": "849d8fb057ee5e6a345c41bfbe7cca10",
"sha256": "7afa5caf317695d27813f05a77d20c4dabdfd49a292f87332414af35c2b65bb8"
},
"downloads": -1,
"filename": "dovpanda-0.0.5.tar.gz",
"has_sig": false,
"md5_digest": "849d8fb057ee5e6a345c41bfbe7cca10",
"packagetype": "sdist",
"python_version": "source",
"requires_python": ">=3.6",
"size": 27092,
"upload_time": "2019-11-30T17:59:23",
"upload_time_iso_8601": "2019-11-30T17:59:23.166181Z",
"url": "https://files.pythonhosted.org/packages/5d/7e/cd20434b9f6d75ba5c43cc4b4e5ac57471bfa1ab4767c97842367b7f4090/dovpanda-0.0.5.tar.gz",
"yanked": false,
"yanked_reason": null
}
],
"vulnerabilities": []
}