Archive for the ‘cash payday loans’ Category

Problem Statement as being a information scientist when it comes to marketing division at reddit.

Tuesday, October 13th, 2020

Problem Statement as being a information scientist when it comes to marketing division at reddit.

i must discover the many predictive key words and/or expressions to accurately classify the the dating advice and relationship advice subreddit pages them to determine which advertisements should populate on each page so we can use https://spot-loan.net/payday-loans-az/. Because this is a classification issue, we’ll utilize Logistic Regression & Bayes models. Misclassifications in this instance will be fairly harmless and so I will utilize the precision score and set up a baseline of 63.3per cent to price success. Utilizing TFiDfVectorization, I’ll get the function value to find out which terms have actually the greatest forecast energy for the mark factors. If effective, this model may be utilized to focus on other pages that have comparable regularity associated with words that are same expressions.

Data Collection

See relationship-advice-scrape and dating-advice-scrape notebooks because of this component.

After switching all of the scrapes into DataFrames, we spared them as csvs that you can get within the dataset folder with this repo.

Information Cleaning and EDA

  • dropped rows with null self text line becuase those rows are worthless in my experience.
  • combined name and selftext column directly into one brand brand new columns that are all_text
  • exambined distributions of word counts for games and selftext column per post and contrasted the 2 subreddit pages.

Preprocessing and Modeling

Found the baseline precision rating 0.633 this means if i usually find the value that develops most frequently, i will be appropriate 63.3% of that time.

First effort: logistic regression model with default CountVectorizer paramaters. train rating: 99 | test 75 | cross val 74 Second attempt: tried CountVectorizer with Stemmatizer preprocessing on first set of scraping, pretty bad score with a high variance. (more…)

A $100 loan will get you the cash that is quick you want for life’s tiny emergencies. Here’s what you should consider before using for example.

Monday, July 27th, 2020

A $100 loan will get you the cash that is quick you want for life’s tiny emergencies. Here’s what you should consider before using for example.

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Don’t Forget (Business) Credit. The European economy is at this time skirting that fine line, in terms of GDP is worried.

Sunday, July 26th, 2020

Don’t Forget (Business) Credit. The European economy is at this time skirting that fine line, in terms of GDP is worried.

Rolling over in credit stats, specially company debt, is not a thing that is good an economy. As noted yesterday, in European countries it is maybe maybe maybe not definite yet but certain is pronounced. The pattern is pretty clear also whenever we don’t ultimately understand how it will probably play out of right here. The process of reversing are at minimum currently occurring and thus our company is kept to hope there is some powerful force that is enough positivea genuine force in the place of imaginary, consequently disqualifying the ECB) to counteract the negative tendencies to be able to set them right before it becomes far too late. (more…)