Plotting e**x and ln(x) and seeing a nice inverse

I'm not sure what I'm goofing up here but I was expecting to be able to see a nice inverse graph with the following code but it's coming out a bit goofy here.


import numpy as np
from matplotlib.pyplot import (plot, subplot, cm, imread, imshow, xlabel,
ylabel, title, grid, axis, show, savefig, gcf,
figure, close, tight_layout, legend)

from math import e

print()

###############################################################################

def f_inv(n):
return np.log(n)

def f(n):
return e**n

###############################################################################

close('all')

t = np.linspace(-10, 10, 100)

e_to_x = f(t)
ln_x = f_inv(t)

plot(t, e_to_x, 'g-o', t, ln_x, 'b-o')

show()


I'm sure it's something pretty basic, cheers

/r/pystats
https://redd.it/3y8i7o

Learning Python - 2 or 3?

Learn Python the Hard Way (as many recommend) is adamant about using Python 2, but it is not as focused on DS. Which version should I be learning?

/r/pystats
https://redd.it/3xdhq0

Web Scraping, data analysis and GUI development with Pokemon!
https://www.youtube.com/watch?v=egYVP-TeSg8&list=PLuVTNX0oceI87L2sPUTODZmwn-ORos-9Z

/r/pystats
https://redd.it/3w61ya

Scoreboards for Presidential Candidates -- A tutorial by Github User empet
http://nbviewer.jupyter.org/github/empet/Plotly-plots/blob/master/Scoreboard-republican-candidates.ipynb

/r/JupyterNotebooks
https://redd.it/47rq4x

Automating Django Deployments with Fabric and Ansible
https://realpython.com/blog/python/automating-django-deployments-with-fabric-and-ansible#.WGPLJbXGC1U.reddit

/r/django
https://redd.it/5kqgcc

Python, Flask and MySQL integration template for AnyChart JS (data visualization)
https://github.com/anychart-integrations/python-flask-mysql-template

/r/flask
https://redd.it/5kpt27

Help with making empirical CDF using statsmodels

It's a minor problem, but can someone explain to me why statsmodels' ECDF function returns an extra value for x and and extra value for y in my [example](http://nbviewer.jupyter.org/github/pybokeh/jupyter_notebooks/blob/master/statistics/nonparametric_methods/Distribution_Free_Methods.ipynb)?. I have to remove them so that I can plot the confidence interval along with my ecdf. I have 44 values in my data set, but the ECDF returns 45 values. So if I try to plot the confidence intervals with my ecdf, it will bomb. So I remove those extra values. Here's the [source](http://statsmodels.sourceforge.net/devel/_modules/statsmodels/distributions/empirical_distribution.html) for the empirical_distribution module. Thanks in advance!

/r/pystats
https://redd.it/3w6iti

A comprehensive list of alternative kernels for Jupyter--R, Javascript, Coffeescript, Matlab, even Bash
https://github.com/ipython/ipython/wiki/IPython-kernels-for-other-languages

/r/JupyterNotebooks
https://redd.it/47pjbf

Data analysis of Surfing Conditions on Irish East Coast
http://marcoforte.github.io/blog/2015/30/11/Data-analysis-of-Surfing-Conditions-on-Irish-East-Coast/

/r/pystats
https://redd.it/3v06t9

Django Fellowship Program: 2016 retrospective
https://www.djangoproject.com/weblog/2016/dec/28/fellowship-2016-retrospective/

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Machine Learning and Data Science Tutorials
https://github.com/rasbt/pattern_classification

/r/JupyterNotebooks
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Leveraging Python for Data Visibility - A tutorial on how to leverage python's Data Spyre, Bokeh, and Pygal libraries (xpost from /r/DataScience)

Hi /r/pystats,

I got a recommendation to post this here from /r/python, so here you go!

Last night I gave a talk at the Kansas City Data Science Meetup on how to use Data Spyre to create a lightweight and easy to use web application. On top of that, I give examples on how you can incorporate Bokeh and Pygal plots to add interactivity to your web application as well. I've put my Jupyter notebook along with all of my example scripts into a Git Repo for all to use. Enjoy!

https://github.com/pm8k/dataspyre_tutorial

/r/pystats
https://redd.it/3sm9ju

Armin explains the Flask globals. I've always wanted to know the reasoning behind this design choice..
https://www.youtube.com/watch?v=1ByQhAM5c1I

/r/Python
https://redd.it/5kqoou

Is Django a good framework for multi-tenancy SaaS app?

I am evaluating difference frameworks right now and it seems like Django is not as mature for building multi-tenancy app. I just tried out django-tenant-schemas today and the repository is not quite caught up with the recent version of Django. I wonder whether anyone have experiences building SaaS app with Django and what do you think of it. Thanks!

/r/django
https://redd.it/5kubzl

donnemartin has a great collection of notebooks on his Git page
https://github.com/donnemartin/data-science-ipython-notebooks

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https://redd.it/47mk4y

Real-time LED strip music visualization written in Python and uses an ESP8266
https://github.com/scottlawsonbc/audio-reactive-led-strip

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Performance comparison of various python clustering implementations
http://nbviewer.jupyter.org/github/lmcinnes/hdbscan/blob/master/notebooks/Benchmarking%20scalability%20of%20clustering%20implementations.ipynb

/r/pystats
https://redd.it/3qcvcz

Highly custom validation?

Ok so I have a model that asks for an event from a dropdown menu and then depending on what event that is a certain number of people, both men and women, have to be entered before submitting.
An example would be event A requires 3 people, at least 2 male and 1 female or 2 female and 1 male. But the rules for each event are different. Is there any way to go about doing this in django? Thank you so much for the help.

Edit* Im using model forms btw if that matters at all

/r/django
https://redd.it/5ksoaf

[Free for Limited Time] Python Fundamentals

https://www.udemy.com/python-fundamentals/

I have also added other development and programming courses at http://meritcoupon.com

/r/Python
https://redd.it/5kupaa

An example machine learning notebook for newcomers
https://github.com/rhiever/Data-Analysis-and-Machine-Learning-Projects/blob/master/example-data-science-notebook/Example%20Machine%20Learning%20Notebook.ipynb

/r/JupyterNotebooks
https://redd.it/47mqpt

Amazon Machine Learning: use cases and a real example in Python
http://cloudacademy.com/blog/aws-machine-learning/

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https://redd.it/3qbcxh