In my previous articles, we learned how to scrape, process, and analyze employee reviews from Indeed.com. Feel free to take a look and offer feedback. I would love to hear how you would improve the code. In particular, how to dynamically overcome changes to the website’s HTML.
In this article, I would like to take our dataset a step further to solve a sentiment classification problem. Specifically, we will be assigning sentiment targets to each review and then using a binary classification algorithm to predict those targets.
First, let’s import our dataset and get processing. We only need the ‘rating’ and ‘rating_description’ columns for this analysis. For a more detailed explanation of text pre-processing head over to my nlp preprocessing article.
import pandas as pd import numpy as np import matplotlib.pyplot as plt import seaborn as sns import contractions import random import fasttext from autocorrect import spell from nltk.probability import FreqDist from nltk.tokenize import word_tokenize import nltk from nltk.corpus import stopwords, wordnet from sklearn.feature_extraction.stop_words import ENGLISH_STOP_WORDS from nltk.stem import WordNetLemmatizer from imblearn.over_sampling import SMOTE from sklearn.model_selection import train_test_split from sklearn.model_selection import StratifiedKFold from imblearn.pipeline import make_pipeline from sklearn.svm import SVC from sklearn.linear_model import LogisticRegression from sklearn.ensemble import GradientBoostingClassifier from sklearn.ensemble import RandomForestClassifier from sklearn.neighbors import KNeighborsClassifier from sklearn.naive_bayes import GaussianNB from sklearn.metrics import confusion_matrix from sklearn.metrics import classification_report from sklearn.metrics import accuracy_score, precision_score, recall_score, f1_score from sklearn.metrics import precision_recall_curve from sklearn.metrics import roc_auc_score from sklearn.metrics import auc from sklearn.model_selection import cross_val_score from sklearn.model_selection import GridSearchCV from warnings import simplefilter simplefilter(action='ignore', category=FutureWarning) pd.set_option('display.max_colwidth', 200) with open('apple_scrape.csv') as f: df = pd.read_csv(f) f.close() print(df.head()) df = df[['rating', 'rating_description']]
#classification #machine-learning #sentiment-analysis #gradient-boosting #nltk #deep learning
### ClientFinda Review
Do you have trouble attracting clients? You’re not by yourself.
Starting a business is not difficult, but growing a business can be difficult over time. The reason for this is that you require consistent cash flow.
Cash flow failure is one of the leading causes of failure in fast-growing businesses.
Sometimes an exciting increase in sales outpaces your ability to finance it. This is particularly difficult because you have become a victim of your own success.
Plan carefully for expansion, and especially ensure that you have solid sources of funding to support your expansion before it occurs. At the very least, if you over-plan and sales don’t skyrocket to the level you anticipated, you won’t be financially embarrassed.
And the only way to have consistent cash flow is to have customers who will pay for your goods or services.
Obtaining quality clients can be a real pain in the neck for your company.
I’ll show you the best way to find them, as well as the best tactics and system to employ.
According to statistics;
Only about 20% of new businesses survive their first year in business.
In the first five years, half of all small businesses fail.
These statistics can be frightening, whether you’re a seasoned small business owner or a first-time entrepreneur.
You’ve come to the right place if you want to get quality clients for your business, no matter what niche you serve or whether it’s a service or product-based business. Then get ready for the new ClientFinda App, which will go live on July 22nd, 2021.
Based on the positive buzz surrounding this software, I decided to conduct an in-depth review. ClientFinda is a game-changing platform… very much needed… and solves a HUGE problem for your company.
We’ll go over how it works, who it’s for, how much it costs, the incredible bonuses, the upsells, and the pros and cons of this new tool so you can make an informed purchase decision… and, of course, whether it is appropriate for you.
What Exactly Is ClientFinda?
ClientFinda combines the power of Artificial Intelligence (AI), Natural Language Processing (NLP), and Machine Learning (ML) to conduct a deep search for quality buyer leads in ANY niche.
All you have to do is answer a few questions and you’re done…
The ClientFinda AI wizard generates laser-targeted and pre-qualified buyer leads that are ONLY interested in your services and have specific requirements.
How Does It Operate?
Client Finda can be set up to work for you in three simple steps.
Step 1: Enter Your Audience Filters for Your Target Audience (Location, Niche, Social Media Presence, Online Reviews etc.)
Step 2: Look at the companies that are most likely to buy your services.
(AI, NLP, and ML powered results… ensuring 99.99 percent accuracy)
Step 3: Contact the clients who are most likely to purchase your services so that you don’t waste time and money on dead leads.
Who Is It Intended For?
works in the following fields:
Realtors and real estate
Listings on Airbnb
Recreation and travel
Music and film
Retail and online shopping
Whatever your audience type is-SMM, Content Marketing, Website Builder, Paid Ads, Email Marketing, SEO, Ecommerce, Traffic, Agency & MMO, and so on.
This offer is ideal for you because EVERYONE requires buyer leads.
You can discover whether or not your potential lead is running ads, as well as the type of ad they are running. The identification of ad mediums is done for you across platforms—Facebook, Messenger, Instagram, Adwords…
You can then reach out to them with ready-to-use ads OR an ad service proposal if they don’t run ads at all based on their brand needs and preferences!
You will be able to provide the following services to your customers:
They haven’t yet created a Google My Business listing? Great, now is your chance to jump right in and save the day!
How high does your company rank on Google? Does the website make good use of optimization? If not, sell them on your knowledge.
Do they have ineffective advertisements? As soon as you connect with them, sell high-converting ads to them, almost as if you could read their minds!
Google Analytics is a web analytics service.
Determine whether or not your lead is using Google Analytics to track and grow their brand on their website.
If not, step in to save the day and get paid for it.
Find websites that do not use schema markup and contact them so you can offer them your services and charge them top dollar for them.
Find out if the company has an existing LinkedIn profile, as well as information about their connections…
Determine whether the company has a Facebook account, as well as statistics such as page likes, posts, and activity…
Check to see if the company is on Twitter… with information such as the number of followers, tweets, and retweets!
What is the cost?
Incredibly, and this is one of the aspects of this offer that fascinates me…
ClientFinda and all of the awesome bonuses are available for a TINY one-time fee of $37… Can you outdo that?
That is a very small fraction of its true value, market cost, and income potential!
Furthermore, this small investment is backed by a solid ZRO RISK 14-day money-back guarantee, allowing you to test run the software with no risk on the part of the product creator.
However, keep in mind that this low one-time fee is only valid during the launch special period. DON’T MISS OUT!
What Exactly Are the Upsells?
ClientFinda PRO-$67/month is the first upsell.
Users can conduct UNLIMITED searches, generate UNLIMITED leads, close UNLIMITED clients, and profit UNLIMITEDly for a low one-time fee!
Upsell 2: $67 for Outreachr-AI Cold Email Writer.
Outreachr is a fully automated lead communication system powered by AI.
$97 for DFY Digital Marketing Services
Get Instant Access to TEN Full-Blown Digital Marketing Service Kits and start offering in-demand digital marketing services to your NEW & EXISTING clients.
Resellify + ClientFinda Reseller-$97, $297
RESELL the CleintFinda app under your own name and KEEP 100% of the profit. Selling software products is a simple way to make money.
Get Reseller Rights to FIVE High-Quality Software Apps, as well as Professionally Designed Sales Pages and Marketing Materials.
PROS AND CONS
The benefits are obviously numerous, but I’ll only mention a few:
Increased conversions are guaranteed.
The greatest possible global reach
It is extremely simple to use.
It is simple to set up.
EVERYONE NEEDS A MASS APPEAL SOLUTION!
EVERY COMPANY’S LIFELINE IS LEAD GENERATION.
The Funnel is quite deep; there are four separate upgrade options: this isn’t much of a con because the software works perfectly without any of the upgrades.
You will require a strong internet connection.
WORDS TO REMEMBER
To summarize, if you want to keep your business running without worrying about not having enough clients or running out of cash, ClientFinda is your best friend.
As a result, on this note, I’ll say that ClientFinda is a timely solution that I strongly recommend.
Without a doubt, I rate it a five-star rating. Anything else will be labeled “BIAS!”
You may proceed to secure your access. Your investment is both SAFE and WISE. Cheers!
#clientfinda review #clientfinda review and bonus #clientfinda review bonus demo #clientfinda review bonus #clientfinda review demo #clientfinda reviews
Predictive modeling in data science is used to answer the question “What is going to happen in the future, based on known past behaviors?” Modeling is an essential part of data science, and it is mainly divided into predictive and preventive modeling. Predictive modeling, also known as predictive analytics, is the process of using data and statistical algorithms to predict outcomes with data models. Anything from sports outcomes, television ratings to technological advances, and corporate economies can be predicted using these models.
#big data #data science #predictive analytics #predictive analysis #predictive modeling #predictive models
The story of Softagram is a long one and has many twists. Everything started in a small company long time ago, from the area of static analysis tools development. After many phases, Softagram is focusing on helping developers to get visual feedback on the code change: how is the software design evolving in the pull request under review.
While it is trivial to write 20 KLOC apps without help of tooling, usually things start getting complicated when the system grows over 100 KLOC.
The risk of god class anti-pattern, and the risk of mixing up with the responsibilities are increasing exponentially while the software grows larger.
To help with that, software evolution can be tracked safely with explicit dependency change reports provided automatically to each pull request. Blocking bad PR becomes easy, and having visual reports also has a democratizing effect on code review.
Architectural analysis of the code, identifying how delta is impacting to the code base. Language specific analyzers are able to extract the essential internal/external dependency structures from each of the mainstream programming languages.
Checking for rule violations or anomalies in the delta, e.g. finding out cyclical dependencies. Graph theory comes to big help when finding out unwanted or weird dependencies.
Building visualization for humans. Complex structures such as software is not easy to represent without help of graph visualization. Here comes the vital role of change graph visualization technology developed within the last few years.
#automated-code-review #code-review-automation #code-reviews #devsecops #software-development #code-review #coding #good-company
Profit Writer Reviews - Introducing…
Are you bored with paying a content writer’s salary or subscribing to monthly fees for AI-powered software?
Okay, you can now imagine that if you would have an AI-powered software app, where you would have to just enter your product name and niche. Then this AI-powered app would enable you to create a 100% fresh & unique, high converting sales script, email swipes, video sales letters, or blog posts.
You might know, copywriting and content marketing are now a $400 billion industry all over the world. Besides, everyone needs as many sales copies & scripts, email swipes, and unique content as they can get their hands on.
I’m taking about Profit Writer Reviews. Moreover, the ProfitWriter would also enable you to finally FIRE your copywriter or content creator and start your own writing business.
Profit Writer Reviews - What Is ProfitWriter !!!
ProfitWriter Review is a brand new software that lets you create custom and unique sales copy, scripts, and articles simply by inserting your product name. Actually, this software writes marketing content for you if you are doing affiliate marketing with:
[+] Sales Pages & Scripts
[+] Video Sales Letters
[+] Email Swipes
[+] Upsell Pages
[+] online & offline articles
On the other hand, you create high converting unique sales content, that you also can sell for huge profits on sites like Fiverr, Freelancer, Upwork, and many more…
It actually writes for you, 100% unique and from scratch, high converting sales copy, video scripts, emails, and other marketing content.
Profit Writer Reviews - Full Featured Inside ProfitWriter !!!
Profit Writer Reviews - What ProfitWriter Can Do For You !!!
Profit Writer Reviews - Why You Should Use This AI-App !!!
Profit Writer Reviews - About The Creator !!!
Let me introduce you to the amazing creators of this software. At first, you have heard before about ‘Mike Mckay’ and ‘Radu Hahaianu’.
Mike McKay is a full time online marketer and a specialist in the Amazon sector. He has also carries out couching with Amazon affiliates. He is also a specialist product creator and a veteran of over 30 launches, achieving WSOTD and POTD on several occasions.
Here are some of his successful previous launch: ProfitPrime, ProfitHub, ProfitApp, ProfitSend, ProfitSite, TrafficCrush, ProfitSuite, Profit Enigma, ProfitMeet, ProfitHost and many more.
Profit Writer Reviews - FrontEnd & OTO Funnels Info !!!
Front End: ProfitWriter - $17 / $15 (DS)
Upsell 1: ProfitWriter - PRO Edition - $37 / $27 (DS)
Upsell 2: ProfitWriter - Enterprise Edition - $47 / $37 (DS)
Upsell 3: ProfitWriter - DFY Edition - $39 / $29 (DS)
Upsell 4: ProfitWriter - Reseller Edition - $97 / $67 (DS)
Upsell 5: ProfitWriter - IMX Bundle - $197 / $97 (DS)
Profit Writer Reviews - Fros And Cons !!!
Profit Writer Reviews - My Recommendation About This App !!!
I hope my Profit Writer Reviews has given useful information for you. Please put in mind that this kind of product cannot be any cheaper. This product is a pearl of great price and I’m sure you don’t want to regret later for missing it.
Thank you for reading my Profit ]Writer Review and see you next time.
#profitwriter review #profitwriter reviews #profit writer review #profit writer reviews
Forget all the shiny objects, all the “push button riches”, all the funnel builders, affiliate hacks….But just let build a mail list in a day.
This is a common speech from the 90% affiliate marketer. Because they are helpless and don’t know about it. But this is super simple if you read this List Smasher Review.
Trevor Carr & His team have been making my money online, full time since 2017, and since then they have learned a lot about making money online.
But the “big secret” to real and consistent success is building a list that makes you money every time you send a broadcast to it. So just let me talk about the List Smasher Review in detail.
List Smasher Review is a web-based app, that is designed to get you email leads but more than that, we want you to make money from those leads you get.
For that reason, they created a 2-1 software that will help you on getting 100s, even 1000s of email leads and on top of all that, you’ll be able to mail those leads and profit from them.
They also give you high converting opt-in pages, ready to go with a click and their Secret List Smasher “sauce” that will virtually force your viewers to subscribe to your list.
How would you like to get access to a powerful email marketing solution that allows you to build an email list and send unlimited emails to as many subscribers as you want!
And all that for a small one-time payment. So, no more paying EVERY SINGLE MONTH for your autoresponder, and no more worrying how many emails you send, or how many subscribers you have.
💰 Get Access To A Super Simple Web-Based Software
💰 One-Click List Building Solution
💰 Done For You List Builders Included
💰 Get Thousands of Leads, No Hard Work
💰 Send Unlimited Emails
💰 Enjoy Unlimited Subscribers
💰 Import ANY List You Have
💰 Limitless Options & Multiple Templates
💰 Zero Monthly Fees
💰 Totally Newbie Friendly
💰 30 Day Money Back Guarantee
To Visit List Smasher Reviews Official Pages & More Details, Click Here
The world’s easiest way to make huge profits is through email marketing. So, build your list on Complete Autopilot.
List Smasher Review comes with 2 powerful list builders that will grow an email list for you on complete autopilot.
You’ll be able to add beautiful and high converting opt-in forms in all your posts, all that takes one click with our software.
You’ll be able to lock parts of the content in your site and ask visitors their email in exchange to unlock that content, which will ethically “force” them to subscribe to your list.
With those 2 proven ways of getting leads, you’ll be unstoppable on getting them!
Send Unlimited Emails to As Many Subscribers You Want:-
ListSmasher comes with an inbuilt autoresponder, this means you’ll be able to mail ALL those leads you get or import with ListSmasher and make huge profits from them!
Of course more than just getting their emails, you want to make money from them…so we added this autoresponder that will allow you to do exactly that, MAKE MONEY!
Import or Export Any List with One Click:-
Let’s say you want to export all the subscribers you get with List Smasher and add in an outside autoresponder, you’ll be able to do that with one click! Our ListSmasher plugin exports all the leads into a CSV file with the push of a button!
Also of course, if you want to IMPORT any list you have into our autoresponder and start to mail them right away, you can do that as well! So if you already have existing email lists or leads, you can just import them into our software and start to mail them in seconds…and the best part, there are no restrictions at all, you can import literally ANY list you have!
**Limitless Options:- **
List Smasher Review comes with multiple templates, opt-in forms, list builders & is designed to make you money! You have limitless options, you can mail unlimited subscribers, create unlimited lists, import unlimited leads, there are no limitations at all.
**No Monthly Fees:- **
Tired of expensive monthly fees from autoresponders? Okay, with List Smasher review, you pay one time and use it forever, there are no monthly fees at all.
**Unlimited Sites License:- **
On launch week only, we’re giving a free unlimited sites license, this means you can use and install ListSmasher in the unlimited number of sites you own.
Front End:- $12.95 (List Smasher Review)
OTO-1:- $27.00 /$17.00
Traffic Addon, in order to get leads from your site, you need people seeing your opt-in forms, that’s the reason you need traffic, They will solve that problem for you
Email Hijacker – find leads in any niche and add them directly to your list
Developers License, install on client sites, and charge a hefty fee for it
OTO-5:- $97.00/$47.00 (Resellers)
Reseller Licence for Content Zapper. They bump to 100% on the entire funnel.
Cash From Scratch – the 21 VIP 4 Week Webinar Replay Series
This is a full member’s area with 4 x approx. 1-hour webinar replays in which I teach my students exactly what I would do if I had to go back to square one and start from scratch.
They get 4 x full VIP webinar replays, a member’s area with extra brand new training modules on how to make money online, bonuses, and even PLR rights to the videos of one of my award-winning products.
To Get Access To List Smasher Review App,- Visit Here
#list smasher review #list smasher reviews #listsmasher reviews #listsmasher review #trevor carr