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My thoughts & learnings | Data Science, R and Business…

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My thoughts & learnings | Data Science, R and Business… | edumine.wordpress.com Reviews

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Data extraction with Scrapy-I | My thoughts & learnings

https://edumine.wordpress.com/2016/10/31/data-extraction-with-scrapy-i

My thoughts and learnings. Data Science, R and Business. Data extraction with Scrapy-I. October 31, 2016. Disclaimer: The objective of this post is purely educational in nature. There are no monetary benefits associated. A good review on Open Source Crawlers can be found here and see this related Quora. Hope you have a working Scrapy on your machine, if not then you can go through my previous post. Plugin and XPath helper. Plugin. On Firefox, you can install Firebug. In the simplest terms, a selector is ...

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Data Transformations | My thoughts & learnings

https://edumine.wordpress.com/2016/08/08/data-transformations

My thoughts and learnings. Data Science, R and Business. August 8, 2016. A number of reasons can be attributed to when a predictive model crumples such as:. Before we dive into data preprocessing, let me quickly define a few terms that I will be commonly using. 8211; are the different terms that are used as input for the prediction equation. 8211; are the different terms that are referred to the outcome event that is to be predicted. Skewness is a measure of shape. A common appraoch to check for skew...

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Data extraction with Scrapy-II | My thoughts & learnings

https://edumine.wordpress.com/2016/11/03/data-extraction-with-scrapy-ii

My thoughts and learnings. Data Science, R and Business. Data extraction with Scrapy-II. November 3, 2016. In this post, I will discuss on the subtle features of the Scrapy framework responsible for data extraction including building a basic spider. But first, a key points to remember, that are as follows;. Scrapy spiders can return the extracted data as Python dicts. 8221; therefore to separate the key-value pair the best option is to use a for loop or an item pipeline. See this SO answer. Let’s c...

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Links | My thoughts & learnings

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My thoughts and learnings. Data Science, R and Business. Is the world’s largest community of data scientists. Data mining, data analytics and data science news. A question and answer site for people interested in statistics, machine learning, data analysis, data mining, and data visualization. A question and answer site for programmers. Data Analysis and Statistics (45). Exploratory data analysis (6). Missing data treatment (1). Data Science Competition (2). Natural Language Processing (1).

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Data Splitting | My thoughts & learnings

https://edumine.wordpress.com/2016/08/08/data-splitting

My thoughts and learnings. Data Science, R and Business. August 8, 2016. A few common steps in data model building are;. Pre-processing the predictor data (predictor – independent variable’s). Estimating the model parameters. Selecting the predictors for the model. Evaluating the model performance. Fine tuning the class prediction rules. In most cases, the training and test samples are desired to be as homogenous as possible. Random sampling methods can be used to create similar data sets. However, if yo...

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Finding the K in K-Means Clustering | The Data Science Lab

https://datasciencelab.wordpress.com/2013/12/27/finding-the-k-in-k-means-clustering/comment-page-1

The Data Science Lab. December 27, 2013. Finding the K in K-Means Clustering. A couple of weeks ago, here at The Data Science Lab we showed how Lloyd’s algorithm can be used to cluster points using k-means. With a simple python implementation. We also produced interesting visualizations. Other disadvantages are the sensitivity of the final clusters to the selection of the initial centroids and the fact that the algorithm can produce empty clusters. In today’s post, and by popular request. Ie globular in ...

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Lies, Damn Lies and Podcasts | Happy Endpoints

https://exversiondata.wordpress.com/2014/12/16/lies-damn-lies-and-podcasts

A data blog by the Exversion team. Click here to sign up to our mailing list and never miss a post. Lies, Damn Lies and Podcasts. December 16, 2014. December 16, 2014. What makes Serial so hypnotic is that you end up kind of believing that Adnan is innocent, while at the same time kind of believing that the witnesses against him are telling the truth too. Maybe not the full truth, granted, but it feels unlikely that everything is a complete fabrication. So I found myself going through the transcription o...

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March | 2015 | Happy Endpoints

https://exversiondata.wordpress.com/2015/03

A data blog by the Exversion team. Click here to sign up to our mailing list and never miss a post. A Tale of Two Conferences. March 17, 2015. March 17, 2015. This year we didn’t go to SXSW. Went to NTEN’s Nonprofit Technical Conference in Austin, basically the week before the techies descended and bought out sixth street for their private parties. But we didn’t bring in any new clients or new users. The opportunities that came from SXSW came. And some people would look at that and say that large confere...

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Happy Endpoints | A data blog by the Exversion team | Page 2

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A data blog by the Exversion team. Click here to sign up to our mailing list and never miss a post. 8 Absolutely No Bullshit Things Every Entrepreneur Should Know. January 28, 2015. January 28, 2015. So I decided to share the information I’ve gathered– in a safe, general purpose way, mind you. You shouldn’t interpret any of this as financial, legal or tax advice as I am neither a financial advisor, a lawyer or a tax expert. But anyway, here are eight things you should definitely know as an entrepreneur.

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Pushing a Microsoft API to the Limits | Happy Endpoints

https://exversiondata.wordpress.com/2014/06/09/pushing-a-microsoft-api-to-the-limits/comment-page-1

A data blog by the Exversion team. Click here to sign up to our mailing list and never miss a post. Pushing a Microsoft API to the Limits. June 9, 2014. June 8, 2014. I’ve wanted to build a plugin for Microsoft Excel for a really long time, but not being a .NET developer I assumed this was something we’d have to outsource at a later date. This was going to be easy, I thought, and fun! I was only half right. The Agony and Ecstasy of Microsoft. But when I threw out Windows altogether, installed Red Hat and...

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October | 2014 | Happy Endpoints

https://exversiondata.wordpress.com/2014/10

A data blog by the Exversion team. Click here to sign up to our mailing list and never miss a post. Devil’s Advocate: Don’t Use Open Source. October 29, 2014. November 18, 2014. Do to the nature of our work, we frequently collaborate with non-technical organizations. This is the first part of what we’re calling our “Devil’s Advocate” series, intended to help non-technical people make better technical decisions by presenting the negative side to current tech trends. Don’t use open source. Granted there ar...

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8 Absolutely No Bullshit Things Every Entrepreneur Should Know | Happy Endpoints

https://exversiondata.wordpress.com/2015/01/28/8-absolutely-no-bullshit-things-every-entrepreneur-should-know

A data blog by the Exversion team. Click here to sign up to our mailing list and never miss a post. 8 Absolutely No Bullshit Things Every Entrepreneur Should Know. January 28, 2015. January 28, 2015. So I decided to share the information I’ve gathered– in a safe, general purpose way, mind you. You shouldn’t interpret any of this as financial, legal or tax advice as I am neither a financial advisor, a lawyer or a tax expert. But anyway, here are eight things you should definitely know as an entrepreneur.

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April | 2015 | Happy Endpoints

https://exversiondata.wordpress.com/2015/04

A data blog by the Exversion team. Click here to sign up to our mailing list and never miss a post. Building a Search Engine for Data. April 21, 2015. I don’t know if you’ve heard, but last month we built a search engine that is currently indexing open data sites around the world. That means using Google to try to figure out which open data site has the data you need is practically impossible. Suppose you are a reporter living in Brooklyn trying to find data on animal sacrifice ( hey it happens. Or you c...

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A Tale of Two Conferences | Happy Endpoints

https://exversiondata.wordpress.com/2015/03/17/a-tale-of-two-conferences

A data blog by the Exversion team. Click here to sign up to our mailing list and never miss a post. A Tale of Two Conferences. March 17, 2015. March 17, 2015. This year we didn’t go to SXSW. Went to NTEN’s Nonprofit Technical Conference in Austin, basically the week before the techies descended and bought out sixth street for their private parties. But we didn’t bring in any new clients or new users. The opportunities that came from SXSW came. And some people would look at that and say that large confere...

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Be As Evil As Possible: How We Got Our Competitors to Promote Us On Twitter Without Knowing It | Happy Endpoints

https://exversiondata.wordpress.com/2014/08/25/be-as-evil-as-possible-how-we-got-our-competitors-to-promote-us-on-twitter-without-knowing-it/comment-page-1

A data blog by the Exversion team. Click here to sign up to our mailing list and never miss a post. Be As Evil As Possible: How We Got Our Competitors to Promote Us On Twitter Without Knowing It. August 25, 2014. I often joke that if Google’s motto is “Don’t Be Evil”, Exversion’. S motto is “Be As Evil As Humanly Possible”. We are– to be frank– sneaky bitches who enjoy being sneaky bitches. For me the distinction between (forgive the term). To hoard more privilege than you need at the expense of others?

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My thoughts and learnings. Data Science, R and Business. Data extraction with Scrapy-II. In this post, I will discuss on the subtle features of the Scrapy framework responsible for data extraction including building a basic spider. But first, a key points to remember, that are as follows; Preliminaries From the documentation, “Scrapy spiders can return the extracted data as Python dicts” therefore to separate the key-value pair the…. Continue reading →. Data extraction with Scrapy-I. I begin with a new p...

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