From tkdhanasekar at gmail.com  Sun Sep  4 23:07:53 2022
From: tkdhanasekar at gmail.com (Dhanasekar)
Date: Mon, 5 Sep 2022 08:37:53 +0530
Subject: [Chennaipy] flask error: ModuleNotFoundError: No module named
 'flask.ext'
Message-ID: <CALV9ombkKojnZPU=y140wA=KojkHBevRyY0vJkheiOV-CN=69Q@mail.gmail.com>

i tried to run a app in flask
https://github.com/ArchiveLabs/books.archivelab.org/tree/master/books.archivelab
https://github.com/ArchiveLabs/books.archivelab.org/blob/master/books.archivelab/app.py
i install flask and venv
when i run app.py with flask i got the error


*venv) root at localhost:~/flask_application# ls*
api  app.py  books.archivelab.org  configs  __init__.py  __pycache__
 static  templates  venv  views

*(venv) root at localhost:~/flask_application# flask run --host=0.0.0.0*
Usage: flask run [OPTIONS]
Try 'flask run --help' for help.

Error: While importing 'flask_application.app', an ImportError was raised:

Traceback (most recent call last):
  File
"/root/flask_application/venv/lib/python3.10/site-packages/flask/cli.py",
line 218, in locate_app
    __import__(module_name)
  File "/root/flask_application/app.py", line 13, in <module>
    from flask.ext.routing import router
ModuleNotFoundError: No module named 'flask.ext'


I searched for the flask.ext module  but of no use
Is there any module missing ? any clues to solve this issue



regards,
T.Dhanasekar
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From selvi.dct at gmail.com  Mon Sep  5 14:05:35 2022
From: selvi.dct at gmail.com (selvi dct)
Date: Mon, 5 Sep 2022 23:35:35 +0530
Subject: [Chennaipy] Chennaipy - Monday Module - 05 Sep 2022
Message-ID: <CAOpLNCHx0mSWf_Jn0Zix189hu7P_+xUQyXTv5k9yh2XHdvGSbA@mail.gmail.com>

Date: 05 Sep 2022


Module: dis


Installation: pip install dis


About:

The dis module supports the analysis of CPython bytecode by disassembling
it. The CPython bytecode which this module takes as an input is defined in
the file Include/opcode.h and used by the compiler and the interpreter.


Source Code:

import dis



def print_hello(string):

    print("Hello", string)



# This will display the disassembly of print_hello

dis.dis(print_hello)


Output:

  4           0 LOAD_GLOBAL              0 (print)

              2 LOAD_CONST               1 ('Hello')

              4 LOAD_FAST                0 (string)

              6 CALL_FUNCTION            2

              8 POP_TOP

             10 LOAD_CONST               0 (None)

             12 RETURN_VALUE


Reference:

https://pypi.org/project/dis/
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From nicole at pypi.org  Fri Sep  2 14:27:14 2022
From: nicole at pypi.org (Nicole Harris)
Date: Fri, 2 Sep 2022 19:27:14 +0100
Subject: [Chennaipy] Your feedback wanted on Python Packaging
Message-ID: <CADmyDub7OmtKHCPGZdLzV_6S_0nhhyNN2BkV7Bp2uROjkHPdxQ@mail.gmail.com>

Hi there,

My name is Nicole - I am a Python Packaging Authority member and PyPI
maintainer.

I'm contacting you because you are a member or leader of a local Python
user group.

We have just published a new survey to collect community feedback about
Python packaging and we want your input:

https://www.surveymonkey.co.uk/r/ZNSZF7G

We want to reach as many people as possible, so any help you can
provide to *share
the **survey with your local community* would be fantastic.

If you are on Twitter, here is a tweet from the Python Software Foundation
you can retweet: https://twitter.com/ThePSF/status/1565415698100359169

Thanks for your help!

Nicole
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From gprkumar at gmail.com  Sun Sep 11 02:06:39 2022
From: gprkumar at gmail.com (rajeshkumar p)
Date: Sun, 11 Sep 2022 11:36:39 +0530
Subject: [Chennaipy] [kanchilug] flask error: ModuleNotFoundError: No
 module named 'flask.ext'
In-Reply-To: <CALV9ombkKojnZPU=y140wA=KojkHBevRyY0vJkheiOV-CN=69Q@mail.gmail.com>
References: <CALV9ombkKojnZPU=y140wA=KojkHBevRyY0vJkheiOV-CN=69Q@mail.gmail.com>
Message-ID: <CAH+XRMi2gVzLUPOS4nMH+TLMqw-te8PqDWL-JN_3uKheGCRCOg@mail.gmail.com>

Hi Dhanasekar,

Try installing
pip install flask_routing flask_cors

Edit the lines in app.py
#from flask.ext.routing import router
#from flask.ext.cors import CORS
from flask_routing import router
from flask_cors import CORS

Relevant link for reference:
https://stackoverflow.com/questions/55023231/importerror-no-module-named-flask-ext

regards,
Rajeshkumar P


On Mon, 5 Sept 2022 at 08:38, Dhanasekar <tkdhanasekar at gmail.com> wrote:

> i tried to run a app in flask
>
> https://github.com/ArchiveLabs/books.archivelab.org/tree/master/books.archivelab
>
> https://github.com/ArchiveLabs/books.archivelab.org/blob/master/books.archivelab/app.py
> i install flask and venv
> when i run app.py with flask i got the error
>
>
> *venv) root at localhost:~/flask_application# ls*
> api  app.py  books.archivelab.org  configs  __init__.py  __pycache__
>  static  templates  venv  views
>
> *(venv) root at localhost:~/flask_application# flask run --host=0.0.0.0*
> Usage: flask run [OPTIONS]
> Try 'flask run --help' for help.
>
> Error: While importing 'flask_application.app', an ImportError was raised:
>
> Traceback (most recent call last):
>   File
> "/root/flask_application/venv/lib/python3.10/site-packages/flask/cli.py",
> line 218, in locate_app
>     __import__(module_name)
>   File "/root/flask_application/app.py", line 13, in <module>
>     from flask.ext.routing import router
> ModuleNotFoundError: No module named 'flask.ext'
>
>
> I searched for the flask.ext module  but of no use
> Is there any module missing ? any clues to solve this issue
>
>
>
> regards,
> T.Dhanasekar
>

On Mon, 5 Sept 2022 at 08:38, Dhanasekar <tkdhanasekar at gmail.com> wrote:

> i tried to run a app in flask
>
> https://github.com/ArchiveLabs/books.archivelab.org/tree/master/books.archivelab
>
> https://github.com/ArchiveLabs/books.archivelab.org/blob/master/books.archivelab/app.py
> i install flask and venv
> when i run app.py with flask i got the error
>
>
> *venv) root at localhost:~/flask_application# ls*
> api  app.py  books.archivelab.org  configs  __init__.py  __pycache__
>  static  templates  venv  views
>
> *(venv) root at localhost:~/flask_application# flask run --host=0.0.0.0*
> Usage: flask run [OPTIONS]
> Try 'flask run --help' for help.
>
> Error: While importing 'flask_application.app', an ImportError was raised:
>
> Traceback (most recent call last):
>   File
> "/root/flask_application/venv/lib/python3.10/site-packages/flask/cli.py",
> line 218, in locate_app
>     __import__(module_name)
>   File "/root/flask_application/app.py", line 13, in <module>
>     from flask.ext.routing import router
> ModuleNotFoundError: No module named 'flask.ext'
>
>
> I searched for the flask.ext module  but of no use
> Is there any module missing ? any clues to solve this issue
>
>
>
> regards,
> T.Dhanasekar
>
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From tkdhanasekar at gmail.com  Mon Sep 12 01:38:31 2022
From: tkdhanasekar at gmail.com (Dhanasekar)
Date: Mon, 12 Sep 2022 11:08:31 +0530
Subject: [Chennaipy] [kanchilug] Re: flask error: ModuleNotFoundError:
 No module named 'flask.ext'
In-Reply-To: <CAH+XRMi2gVzLUPOS4nMH+TLMqw-te8PqDWL-JN_3uKheGCRCOg@mail.gmail.com>
References: <CALV9ombkKojnZPU=y140wA=KojkHBevRyY0vJkheiOV-CN=69Q@mail.gmail.com>
 <CAH+XRMi2gVzLUPOS4nMH+TLMqw-te8PqDWL-JN_3uKheGCRCOg@mail.gmail.com>
Message-ID: <CALV9omaw3YF8Ey-2aC5EGCH1oPRb_a65Cp4rWW7Q+17pFoddUA@mail.gmail.com>

> Try installing
> pip install flask_routing flask_cors
>

   *# pip3 install flask_routing flask_cors *
     requirement already satisfied

Edit the lines in app.py
> #from flask.ext.routing import router
> #from flask.ext.cors import CORS
> from flask_routing import router
> from flask_cors import CORS
>

   edited the app.py file with above parameters
   it throws views module  not found
   and it is also installed
    *# pip3 install views*

 *# flask run --host=0.0.0.0*
Usage: flask run [OPTIONS]
Try 'flask run --help' for help.

Error: While importing 'flask_application.app', an ImportError was raised:

Traceback (most recent call last):
  File
"/root/flask_application/venv/lib/python3.10/site-packages/flask/cli.py",
line 218, in locate_app
    __import__(module_name)
  File "/root/flask_application/app.py", line 17, in <module>
    from views import endpoints
*ImportError: cannot import name 'endpoints' from 'views'
(/root/flask_application/venv/lib/python3.10/site-packages/views.py)*


*# pip3 freeze*
aniso8601==9.0.1
click==8.1.3
datatypes==0.2.6
decorators==2.0.7
endpoints==5.0.1
Flask==2.2.2
Flask-Cors==3.0.10
Flask-Ext==0.1
Flask-RESTful==0.3.9
Flask-Routing==0.0.21
itsdangerous==2.1.2
Jinja2==3.1.2
MarkupSafe==2.1.1
pytz==2022.2.1
six==1.16.0
views==0.3
Werkzeug==2.2.2


all the dependencies are installed still
ImportError exists , any clues
thanks for your time on this



regards,
Dhanasekar T
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From gprkumar at gmail.com  Mon Sep 12 13:18:48 2022
From: gprkumar at gmail.com (rajeshkumar p)
Date: Mon, 12 Sep 2022 22:48:48 +0530
Subject: [Chennaipy] [kanchilug] Re: flask error: ModuleNotFoundError:
 No module named 'flask.ext'
In-Reply-To: <CALV9omaw3YF8Ey-2aC5EGCH1oPRb_a65Cp4rWW7Q+17pFoddUA@mail.gmail.com>
References: <CALV9ombkKojnZPU=y140wA=KojkHBevRyY0vJkheiOV-CN=69Q@mail.gmail.com>
 <CAH+XRMi2gVzLUPOS4nMH+TLMqw-te8PqDWL-JN_3uKheGCRCOg@mail.gmail.com>
 <CALV9omaw3YF8Ey-2aC5EGCH1oPRb_a65Cp4rWW7Q+17pFoddUA@mail.gmail.com>
Message-ID: <CAH+XRMg1Z3dkwMsbLAbc+-VDAR1bRnvGS7nUOYKZHyWZ_ASb3w@mail.gmail.com>

Hi Dhanasekar.T,

Added inline response,

On Mon, 12 Sept 2022 at 11:09, Dhanasekar <tkdhanasekar at gmail.com> wrote:

>
>
>> Try installing
>> pip install flask_routing flask_cors
>>
>
>    *# pip3 install flask_routing flask_cors *
>      requirement already satisfied
>
> Edit the lines in app.py
>> #from flask.ext.routing import router
>> #from flask.ext.cors import CORS
>> from flask_routing import router
>> from flask_cors import CORS
>>
>
>    edited the app.py file with above parameters
>    it throws views module  not found
>    and it is also installed
>     *# pip3 install views*
>
>  *# flask run --host=0.0.0.0*
> Usage: flask run [OPTIONS]
> Try 'flask run --help' for help.
>
> Error: While importing 'flask_application.app', an ImportError was raised:
>
> Traceback (most recent call last):
>   File
> "/root/flask_application/venv/lib/python3.10/site-packages/flask/cli.py",
> line 218, in locate_app
>     __import__(module_name)
>   File "/root/flask_application/app.py", line 17, in <module>
>     from views import endpoints
> *ImportError: cannot import name 'endpoints' from 'views'
> (/root/flask_application/venv/lib/python3.10/site-packages/views.py)*
>
>
Try running from the directory
$(venv)/XXXXX/books.archivelab.org/books.archivelab/

ie : $.(venv)/XXXXX/books.archivelab.org/books.archivelab/   ls
(api  app.py  configs  __init__.py  __pycache__  static  templates  views)

Try running using the command:
$.(venv)/XXXXX/books.archivelab.org/books.archivelab/python app.py

I am unable to run using flask run command.


>
> *# pip3 freeze*
> aniso8601==9.0.1
> click==8.1.3
> datatypes==0.2.6
> decorators==2.0.7
> endpoints==5.0.1
> Flask==2.2.2
> Flask-Cors==3.0.10
> Flask-Ext==0.1
> Flask-RESTful==0.3.9
> Flask-Routing==0.0.21
> itsdangerous==2.1.2
> Jinja2==3.1.2
> MarkupSafe==2.1.1
> pytz==2022.2.1
> six==1.16.0
> views==0.3
> Werkzeug==2.2.2
>
>
I can find few more extra installables in mine as below:

internetarchive==3.0.2
psycopg2-binary==2.9.3
requests==2.28.1
SQLAlchemy==1.4.41




>
> all the dependencies are installed still
> ImportError exists , any clues
> thanks for your time on this
>
>
>
> regards,
> Dhanasekar T
>

Also, Edited a file
books.archivelab/configs/__init__.py

'dbn': config.getdef('db', 'dbn', 'postgresql'),


# DATABASES
DB_URI = '%(dbn)s://%(user)s:%(pw)s@%(host)s:%(port)s/%(db)s
?client_encoding=utf8' % {
'dbn': config.getdef('db', 'dbn', 'postgresql'),


regards,
Rajeshkumar P
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From selvi.dct at gmail.com  Mon Sep 12 13:41:39 2022
From: selvi.dct at gmail.com (selvi dct)
Date: Mon, 12 Sep 2022 23:11:39 +0530
Subject: [Chennaipy] Chennaipy - Monday Module - 12 Sep 2022
Message-ID: <CAOpLNCEF=hQF6YtJpd6405kNP+9PUXRsgeStyDYr4Na7bcqipw@mail.gmail.com>

Date: 12 Sep 2022


Module : bokeh


Installation : pip install bokeh


About:

Bokeh is an interactive visualization library for modern web browsers. It
provides elegant, concise construction of versatile graphics, and affords
high-performance interactivity over large or streaming datasets. Bokeh can
help anyone who would like to quickly and easily make interactive plots,
dashboards, and data applications.


Source Code:

        import numpy as np


        from bokeh.plotting import figure, show


        N = 500

        x = np.linspace(0, 10, N)

        y = np.linspace(0, 10, N)

        xx, yy = np.meshgrid(x, y)

        d = np.sin(xx)*np.cos(yy)


        p = figure(tooltips=[("x", "$x"), ("y", "$y"), ("value", "@image")])

        p.x_range.range_padding = p.y_range.range_padding = 0


        # must give a vector of image data for image parameter

        p.image(image=[d], x=0, y=0, dw=10, dh=10, palette="Spectral11",
level="image")

        p.grid.grid_line_width = 0.5


        show(p)



Reference:

https://pypi.org/project/bokeh/
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From tshrinivasan at gmail.com  Thu Sep 15 14:47:30 2022
From: tshrinivasan at gmail.com (Shrinivasan T)
Date: Fri, 16 Sep 2022 00:17:30 +0530
Subject: [Chennaipy] Fwd: Tamil open source conference 2022
In-Reply-To: <CAND2794h_Ts0UQLqrK75A930+7GE8-V_+C=QjSd5R8Kqfw2m=Q@mail.gmail.com>
References: <CAND2794h_Ts0UQLqrK75A930+7GE8-V_+C=QjSd5R8Kqfw2m=Q@mail.gmail.com>
Message-ID: <CAND27978Jzsp7EhR_FXk=ZTXSBARiWs1EPrm8BZDHURf1SC=RQ@mail.gmail.com>

---------- Forwarded message ---------
From: Shrinivasan T <tshrinivasan at gmail.com>
Date: Fri, Sep 16, 2022, 12:16 AM
Subject: Tamil open source conference 2022
To: ILUG-Chennai <ilugc at freelists.org>


Hello all,

We are celebrating software freedom day 2022 with a conference, workshops,
demo stalls and few online talks in tamil.

Details are here - https://tossconf22.kaniyam.com/

Register for the event and participate them all.

Thanks,
Shrini
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From mohan43u at gmail.com  Fri Sep 16 15:30:21 2022
From: mohan43u at gmail.com (Mohan R)
Date: Sat, 17 Sep 2022 01:00:21 +0530
Subject: [Chennaipy] Tamil Open Source Software Conference 2022 - Day 0 &
 Day 1
Message-ID: <CAFYqD2rQGf+te_rpf67nwq6t8d2Mr_JRRTBzEFf4NPRK2AZ-XA@mail.gmail.com>

Hi,

As part of Tamil Open Source Software Conference 2022, we are
kickstarting with exciting sessions on Software Freedom Day,

Sep 17, 2022 - Webinars (Online) - https://tossconf22.kaniyam.com/webinar.html
Sep 18, 2022 - Workshop 0 (Offline) -
https://tossconf22.kaniyam.com/workshop0.html

More details on https://tossconf22.kaniyam.com/

Thanks,
Mohan R

From vpmglug at gmail.com  Fri Sep 16 11:38:13 2022
From: vpmglug at gmail.com (VGLUG)
Date: Fri, 16 Sep 2022 21:08:13 +0530
Subject: [Chennaipy] =?utf-8?b?RndkOiDgrqTgrq7grr/grrTgrr/grrLgr40g4K6u?=
	=?utf-8?b?4K+G4K6p4K+N4K6q4K+K4K6w4K+B4K6z4K+NIOCuleCuo+CvjeCulQ==?=
	=?utf-8?b?4K6+4K6f4K+N4K6a4K6/ISEgLSBWR0xVRyBTRkQgMjAyMiAtIOCumg==?=
	=?utf-8?b?4K+G4K6q4K+N4K6f4K6u4K+N4K6q4K6w4K+NIDI1LCAyMDIy?=
In-Reply-To: <CAJfBH5w8OY_h+Hmwhw_EmJ0L6oTG7WkejH0A0PBK1SCRgoUi1Q@mail.gmail.com>
References: <CAJfBH5w8OY_h+Hmwhw_EmJ0L6oTG7WkejH0A0PBK1SCRgoUi1Q@mail.gmail.com>
Message-ID: <CAJfBH5zbjgBUMueGoUYEZ5a8vcza_eizf2yZFj4kmCT5wcQHeQ@mail.gmail.com>

---------- Forwarded message ---------
From: VGLUG <vpmglug at gmail.com>
Date: Fri, Sep 16, 2022, 9:04 PM
Subject: ??????? ?????????? ?????????!! - VGLUG SFD 2022 - ?????????? 25,
2022
To: <viluppuramglug at googlegroups.com>


??????? ?????????? ?????????!!

???????? ?????????????? ?????? ???????????????? ??? ?????????????
??????????????? ?????????? ??????????? ??????? ???? VGLUG ??????? ????????
?????????? 25, ?????? ????? ????????????! ???, ??????? ?????? ???????????
???????? ?? ????? ????????????? ?????????, ??? ??????? ???????
?????????????? ???? ?????????? ????????????? ??????? ??????? ?????????.
???? ????????????? ????????? ??????????? ???????????:

1. FOSS Philosophy
2. FOSS for Education
3. FOSS for Kids
4. FOSS Gaming
5. Machine Learning & AI
6. Virtual Reality
7. Multimedia Tools
8. Open Hardware & IOT Projects
9. VGLUG Who we are?
10. Tamil Computing
11. Cyber Crime Awareness
12. Privacy on Android
13. Linux Distros
14. Data Visualization
15. Mozilla and it's products
16. Wikipedia & OSM
????????? ?????? ?? ??????????? ?????.

????: ?????????? 25, 2022 - ??????
?????: 9 AM - 4 PM
????:
MRICRC High School,
East Pondy Road,
Madha Kovil Bus Stand,
Villupuram

??????? SFD ?????????? ????? ???:
https://vglug.org/category/software-freedom-day/

SFD 2022-?????? ????
https://vglug.org/2022/09/15/vglug-sfd2022/

VGLUG ????? ?????? ????:
https://vglug.org

#SFD2022 #SFD #VGLUG #softwarefreedomday #foss #softwareexhibition
#freesoftware #opensource #viluppuram #ViluppuramGLUG #Tamil #JoinVglug
#10YearsOfVglug
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From selvi.dct at gmail.com  Mon Sep 19 13:55:39 2022
From: selvi.dct at gmail.com (selvi dct)
Date: Mon, 19 Sep 2022 23:25:39 +0530
Subject: [Chennaipy] Chennaipy - Monday Module - 19 Sep 2022
Message-ID: <CAOpLNCHxeGVBpFTTdL0aiBU5-tfFvXZ60u3Ah+KLc03zhF-mQw@mail.gmail.com>

Date: 19 Sep 2022


Module : matplotlib


Installation : pip install matplotlib


About:

Matplotlib produces publication-quality figures in a variety of hardcopy
formats and interactive environments across platforms.


Source Code:

import matplotlib.pyplot as plt


fig, ax = plt.subplots()


fruits = ['apple', 'blueberry', 'cherry', 'orange']

counts = [40, 100, 30, 55]

bar_labels = ['red', 'blue', '_red', 'orange']

bar_colors = ['tab:red', 'tab:blue', 'tab:red', 'tab:orange']


ax.bar(fruits, counts, label=bar_labels, color=bar_colors)


ax.set_ylabel('fruit supply')

ax.set_title('Fruit supply by kind and color')

ax.legend(title='Fruit color')


plt.show()


Reference:

https://pypi.org/project/matplotlib/
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From tshrinivasan at gmail.com  Fri Sep 23 06:47:32 2022
From: tshrinivasan at gmail.com (Shrinivasan T)
Date: Fri, 23 Sep 2022 16:17:32 +0530
Subject: [Chennaipy] Fwd: Tamil Open Source Conference 2022 - Sep 24,
 25 - Loyola College
In-Reply-To: <CAND27961qZmEW5HUJ8sxffm+d8RnjPi_AdDWsyXMWBjXRK8Xuw@mail.gmail.com>
References: <CAND27961qZmEW5HUJ8sxffm+d8RnjPi_AdDWsyXMWBjXRK8Xuw@mail.gmail.com>
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---------- Forwarded message ---------
From: Shrinivasan T <tshrinivasan at gmail.com>
Date: Fri, Sep 23, 2022, 12:10 PM
Subject: Tamil Open Source Conference 2022 - Sep 24,25 - Loyola College
To: ILUG-Chennai <ilugc at freelists.org>


We have a Tamil Open Source Conference on Sep 24 and a series of Workshops
on Sep 25, Oct 1 and Oct 2.

Check the schedule, venue details here - https://tossconf22.kaniyam.com/

Please register and attend the events.

Thanks.

-- 
Regards,
T.Shrinivasan


My Life with GNU/Linux : http://goinggnu.wordpress.com
Free E-Magazine on Free Open Source Software in Tamil : http://kaniyam.com

Get Free Tamil Ebooks for Android, iOS, Kindle, Computer :
http://FreeTamilEbooks.com
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From selvi.dct at gmail.com  Mon Sep 26 05:21:32 2022
From: selvi.dct at gmail.com (selvi dct)
Date: Mon, 26 Sep 2022 14:51:32 +0530
Subject: [Chennaipy] Chennaipy - Monday Module - 26 Sep 2022
Message-ID: <CAOpLNCFsbK4QGvv4oVc4-d93txxP3h2NdYr-fi4BW5X+uAap=Q@mail.gmail.com>

Date: 26 Sep 2022


Module : mathematical


Installation : pip install mathematical


About:

Includes tools for calculating mean, median and standard deviation of rows
in data frames, detection of outliers, and statistical calculations


Sample:

from mathematical.outliers import quartile_outliers


data = [

[1, 2, 3, 4, 5],

[1, 2, 3, 4, 10],

[1, 2, 3, 4, 50],

[1, 2, 3, 4, 100],

[1, 2, 3, 4, 1000],

[1, 2, 3, 50, 1000],

      ]


for d in data:

outliers, data_exc_outliers = quartile_outliers(d)

print("data: ", d)

print("outliers: ", outliers)

print("data leaving outliers: ", data_exc_outliers)

print("")



Output:

% python mathematical_sample.py

data:  [1, 2, 3, 4, 5]

outliers:  []

data leaving outliers:  [1, 2, 3, 4, 5]


data:  [1, 2, 3, 4, 10]

outliers:  [10]

data leaving outliers:  [1, 2, 3, 4]


data:  [1, 2, 3, 4, 50]

outliers:  [50]

data leaving outliers:  [1, 2, 3, 4]


data:  [1, 2, 3, 4, 100]

outliers:  [100]

data leaving outliers:  [1, 2, 3, 4]


data:  [1, 2, 3, 4, 1000]

outliers:  [1000]

data leaving outliers:  [1, 2, 3, 4]


data:  [1, 2, 3, 50, 1000]

outliers:  [1000]

data leaving outliers:  [1, 2, 3, 50]



Reference:

https://pypi.org/project/mathematical/
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