US Presidential Voices Over the Ages

Since the dawn of the United States of America, US presidential speeches have served as both a reflection of the current state of the nation and a call for changes in a direction that the President believes the country should go.

Presidential speeches provide an insight of what the nation’s leaders are thinking and hoping for the nation’s direction, and how they intend to use their power to fuel towards that direction. Their delivery of that information will affect the public’s reception to the message and ability for action to take place.

Using data science techniques and tools for Natural Language Processing and Unsupervised Learning, I set out to better understand Presidents’ use of their speeches’ power by examining the sentiment, sophistication of speech, and focus of content for over 990 presidential speeches. I would then look for trends, patterns, and other insights over time and by political party.

From George Washington’s 1789 First Inaugural Address to Jimmy Carter’s 1977 Address to the Nation On Energy to Donald Trump’s 2019 State of the Union, every president to date (year 2020) has representation in the speeches that were analyzed in this project*.

With that, here are my findings…

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Sentiment of US Presidents

Tools used: TextBlob’s polarity and subjectivity

Speech sentiment was measured in two ways: polarity (i.e. more negative/sad in tone to more positive/happy in tone) and subjectivity (i.e. more fact-based to more opinion-based).

Below are the sentiment analysis results where each dot represents a different President and each color represent a political party >

Screenshot by Author

As you can see in the graph, there are no strong clusters of colors, meaning there doesn’t seem to be a clear distinction of sentiment of Presidents by party — it seems to be more of a shift by individual.

Here you can see names of Republican Presidents >

Screenshot by Author

And here you can see names of Democratic Presidents >

Screenshot by Author

From these graphs we can see for example that compared to other US Presidents, Franklin Pierce was on average more negative/sad in tone and more factual in content, while Donald Trump is on average more positive/happy in tone and more opinionated in content.

Keep in mind that polarity and subjectivity does not tell us what that President is saying; a President could be saying something positively but it could have negative impacts on people. This sentiment analysis only tells us how that President is delivering that content and whether they’re using facts or opinions to back their statements.

#elections #data-science #presidential-speeches #naturallanguageprocessing #us-president

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US Presidential Voices Over the Ages

Since the dawn of the United States of America, US presidential speeches have served as both a reflection of the current state of the nation and a call for changes in a direction that the President believes the country should go.

Presidential speeches provide an insight of what the nation’s leaders are thinking and hoping for the nation’s direction, and how they intend to use their power to fuel towards that direction. Their delivery of that information will affect the public’s reception to the message and ability for action to take place.

Using data science techniques and tools for Natural Language Processing and Unsupervised Learning, I set out to better understand Presidents’ use of their speeches’ power by examining the sentiment, sophistication of speech, and focus of content for over 990 presidential speeches. I would then look for trends, patterns, and other insights over time and by political party.

From George Washington’s 1789 First Inaugural Address to Jimmy Carter’s 1977 Address to the Nation On Energy to Donald Trump’s 2019 State of the Union, every president to date (year 2020) has representation in the speeches that were analyzed in this project*.

With that, here are my findings…

---

Sentiment of US Presidents

Tools used: TextBlob’s polarity and subjectivity

Speech sentiment was measured in two ways: polarity (i.e. more negative/sad in tone to more positive/happy in tone) and subjectivity (i.e. more fact-based to more opinion-based).

Below are the sentiment analysis results where each dot represents a different President and each color represent a political party >

Screenshot by Author

As you can see in the graph, there are no strong clusters of colors, meaning there doesn’t seem to be a clear distinction of sentiment of Presidents by party — it seems to be more of a shift by individual.

Here you can see names of Republican Presidents >

Screenshot by Author

And here you can see names of Democratic Presidents >

Screenshot by Author

From these graphs we can see for example that compared to other US Presidents, Franklin Pierce was on average more negative/sad in tone and more factual in content, while Donald Trump is on average more positive/happy in tone and more opinionated in content.

Keep in mind that polarity and subjectivity does not tell us what that President is saying; a President could be saying something positively but it could have negative impacts on people. This sentiment analysis only tells us how that President is delivering that content and whether they’re using facts or opinions to back their statements.

#elections #data-science #presidential-speeches #naturallanguageprocessing #us-president

Google Voice Login | Google Voice Number | Google Voice Phone Number

What is Google Voice? The Google app to make calls
During the last few years, many applications have appeared to improve remote communication, be it to make video calls (like Google Meet) or to call and send traditional messages, but in an easier and digital way. In this post we will talk about the Google application to make professional calls, Google Voice.

Google Voice is Google’s service for making business calls. What makes this service different from traditional calls is that it uses the cloud and the internet to call. In this way, you can make calls centrally through your work computer, or with the application installed on the phone. In neither case will you need a physical SIM card with your phone number, since Google will assign one to your account.

What you need to start using Google Voice
In order to use Google Voice, you will need to have a Google Workspace account (formerly G Suite). This is the collaborative space in the Google cloud, made up of applications such as Gmail for companies, Google Calendar, Google Meet and / or Google Vault. It is for this reason, that if you still do not have a Google Workspace account for your company, you will have to sign it first. If you wish, you can check the Workspace plans . You can contract Workspace with training and free support during the first year through our website, as Official Premier Partner of Google.

Advantages of using Google Voice

1. Calls from any device
   One of the benefits of using Google Voice is that it doesn’t matter where you are and what device you have at your disposal. As it has a web application, you can make calls directly from your computer’s browser or the application installed on your mobile or tablet. This will give you a lot of versatility, since with having the application available on all your devices, you can call or answer from whatever you want.

2. Ease of use
   Like the rest of Google applications, this one has been designed to be easy to use, intuitive and to maximize collaboration. With a very simple look and feel, you can access your call history, create new contacts or transfer calls in just one click.

3. Integration with Google Workspace
   Using Google Voice together with Workspace, takes the possibilities of making calls to the limit. On the one hand, you can synchronize Voice with Calendar, in order to manage your calls through it. For example, you will be able to follow the working hours that you have configured in Calendar, so that the voice mailbox will be skipped when you are out of it. In addition, it can also be integrated with Google Meet, so you can join video calls directly with Voice.

Another aspect that also simplifies the use of Voice is that when you are in your Gmail inbox, a Google Voice icon will appear on the right panel. In this way, you can also make and receive calls from there.

What is Google Voice - Integrated with workspace

4. Number provided by Google
   One of the aspects that we have already mentioned above is that Google provides you with a phone number that is associated with your Google Voice user. This allows you to have a phone number without requiring an additional SIM card. Thus, you will not have to have two physical phones or a phone that allows you to insert two SIM cards.

5. Scalable and smart
   Finally, Google Voice is an application designed with Google technology, which is characterized by being intelligent and innovative. Consequently, the Voice application will allow you to use its artificial intelligence to filter spam calls, automatically transcribe voice messages and configure PBX services. In addition, being a scalable service, you can implement Google Voice internationally and quickly.

Google Voice pricing
Google Voice has 3 pricing plans: the Starter, Standard and Premier. Depending on the characteristics that your company needs, it will be better to hire one or the other. You can also see the extended table with all the features of the Google Voice Pricing plans.

Google Voice Starter: USD 10 per license. For example, if you have 6 users, you’re charged USD 60 each month. Supports up to 10 users or licenses for small businesses.

Google Voice Standard: USD 20 per license. For example, if you have 25 users, you’re charged USD 500 each month. Supports an unlimited number of users or licenses for domestic businesses.

Google Voice Premier: USD 30 per license. For example, if you have 150 users, you’re charged USD 4,500 each month. Supports an unlimited number of users or licenses for businesses with international offices.

The rate per minute for each call changes depending on the country you are in and the time. You can check it here . You can also contact us , so that we can manage the registration of all Google Voice accounts and help you choose the right plan for your company.

Get started with Google Voice
If you think that Google Voice is a suitable option for your company, you can contact us and we will help you throughout the process. If you already have Workspace accounts, we will take care of registering your Google Voice account associated with it, and creating all the contacts. If you don’t have Workspace yet, you can hire Workspace along with a year of training and support included on our website.

Businesses looking to upgrade to VoIP have a myriad of options, as VoIP service providers have plans to suit homes, small businesses, and large corporations. Most entrepreneurs and small businesses cannot afford expensive solutions. Many of them try to get by with free services when the business is still small.

Google Voice is one of those free services that can augment regular telephone service for individuals and households. It even offers a few key features that make it suitable for small businesses. A recent update finally allows Wi-Fi or data VoIP connection with the Google Voice app on Android and on the web. This has long been a feature requested by users of the service. But before we examine what’s new, let’s take a look at what Google Voice actually does.

WHAT DOES GOOGLE VOICE DO?
When it was first launched in 2009, Google Voice offered many features that were not available to consumers on the market at a low price. Users can sign up for a new Google Voice number to use the service. This new number is linked to all other numbers that a person may have, such as home phone, work phone, mobile, etc.

In theory, a person would give their Google Voice number to other people instead of a specific work or home number. When someone calls that number, Google Voice can redirect the call to any device you specify. For example, you can set business hours from 9 to 5 during which only your work phone will ring, but no other devices.

Google Voice also offered other features like automatic voicemail transcription , forwarding voice messages to your email inbox, sending text messages, and more. Customers could make calls to numbers within the US and Canada for free. Although international texting was not available, users could dial international numbers for a small fee.

At first glance, Google Voice may seem like a great VoIP service for individuals, entrepreneurs, and even small businesses. But features that were groundbreaking in 2009 no longer impress business users in 2018. Other than that, Google Voice still used its operator’s minutes to make calls. I didn’t really have a true VoIP solution for making calls over Wi-Fi or mobile data.

VOIP COMES TO GOOGLE VOICE
Google Voice customers have been requesting VoIP calls through the app for quite some time. A few years ago, Google incorporated the functions of Google Voice into its instant messaging application called Hangouts. However, users have to download another app called Hangouts Dialer which adds a new tab to the messaging app specifically for making VoIP calls.

The latest update to Google Voice finally brings these much-requested VoIP calling features right into the app. Currently in beta, users can sign up to test the new feature and provide feedback to the company. Overall, the app experience hasn’t changed much for users. Once enrolled in the beta version, customers will have a new menu in the settings. Now users can configure the application so that you can use Wi-Fi and mobile data instead of using operator minutes.

Finally, Google Voice customers can remove the Hangouts Dialer app, the only use of which was to make VoIP calls. With this update, Google Voice can now function as an alternative to mobile connections.
https://sites.google.com/view/gooogle-voice-login/home

#google voice login #google voice number #google voice phone number

Being Tony Stark: How To Build A Voice Assistant Of Your Own?

I have always fantasized about flying in the iron man suit and had wondered all my day how cool that would be. Also, the personal voice assistant Tony has is super cool. So today, my responsibility is to make you feel a bit more like a tech maniac like tony!

This article is dedicated to tony! We love you 3000 <3.

In this article, we will be focusing on forging a basic and easy voice assistant of our own. It would be a customizable voice assistant which you surely tweak with, as per your desires and requirements.

We will be making one with the following advancements:

1. Speech Recognition
2. Google text to speech
3. Window Automation
4. Web Browser automation.

Let the name be Jarvis, for the time being.n.

#developers corner #artificial intelligence #personal assistant #voice analytics #voice assistant #voice recogntion

8 Use Cases for Voice Cloning with Artificial Intelligence

If you thought that voice cloning and deepfakes are recent buzzwords, think again. The first original record of mimicking human voice dates back to 1779, in Russia. Professor Christian Kratzenstein built acoustic resonators that mimicked the human vocal tract when activated by means of vibrating reeds (just like wind instruments), in his lab in St. Petersburg.

Nowadays, voice cloning with artificial intelligence is used for a myriad of applications in industries such as film, video game production, audiobooks and podcasts, and more.

Still, we cannot ignore the quite high likelihood of unethical applications of this technology, through which people could be made to believe that someone said something they haven’t.

This raises the need for safeguards to prevent malevolent uses of synthesized voices. These safeguards may pertain to various domains:

• technological ones, like authentication by means of an audio fingerprint layered atop generated voices
• deepfake detection through high-level representations of voice samples
• mathematical ones, such as algorithms that can determine if a voice comes from a human vocal tract based on the voice features (like prosody, phase, frequency, and tone)
• training humans’ ability to detect deepfakes by repeated exposure

#voice-cloning #artificial-intelligence #synthetic-media #voice-conversion #the-nixon-project #synthetic-voices #machinelearning #machine-learning

Onwards and Upwards: The rise of voice technology and how brands can benefits from it

Voice technology is a method of using the technology for authentic search results which are built on the base of the interaction with Artificial Intelligence (AI), User Experience (UX), and Internet of Things (IoT).

It will become essentially important for the organizations to do full-throttle testing before implementing the voice technology as it demands a whole new working procedure. If the testing process is done correctly, the voice assistant apps will open a whole new horizon for investors and upscale the expansion of your business. It’s all about seizing the opportunities for the business firms in order to skyrocket their business expansion and use voice technology optimally.

Read More: Onwards and Upwards: The rise of voice technology and how brands can benefit from it

#app development companies #personalized user experience #voice assistant apps #voice technology #voice search #enhance user experience