Trending March 2024 # Apple Releases Safari Technology Preview 33 With Airpods, Netflix, & Youtube Fixes # Suggested April 2024 # Top 5 Popular

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Apple has released its updated Safari Technology Preview 33 for macOS Sierra and High Sierra today. The preview browser is specifically designed for developers to get an upcoming look at the new web technologies that macOS and iOS will eventually receive.

As with all of the Safari Technology Preview releases, today’s update focuses on changes that directly impact developers and the work they do. Preview 33 includes a long list of updates that address performance, bug fixes, JavaScript, WebRTC, Media Streams and Capture, media, CSS Grid, Web API, Rendering, and Web Inspector.

Developers interested in downloading the latest Safari Technology Preview can do so at Apple’s Safari developer page. Developers already on the latest release can download the update from the Mac App Store.

Here are the full release notes for Safari Technology Preview 33:


Fixed an issue that could lead to large memory use in the Safari Technology Preview and web content processes when certain Safari Extensions are installed


Fixed for-in optimization static analysis in the bytecode generator (r217438)

Improved performance of String.prototype.concat (r217648)

Improved the bytecode and type information provided for toLength (r217530)

Optimized Map and Set constructors (r217525)


Added WebRTC stats logging (r217888, r217519)

Media Streams and Capture

Fixed getUserMedia prompting too often (r217910)

Prevented getUserMedia requests from background tabs unless the tab is already capturing (r217930)

Prevented getUserMedia from prompting again if the user denied access (r217945)


Enabled clients to specify a list of codecs that should require hardware decode support (r217799)

Exempted exclusively wall-powered devices from client-required hardware codec support (r217906)

Aligned Web Audio implementation to specifications when clients pass a value of 0 for bufferSize to the createScriptProcessor() method (r217919)

CSS Grid

Added support for orthogonally positioned grid items (r217486)

Fixed the behavior of positioned items without specific dimensions (r217411)

Fixed the logical margin applied in the tracks sizing algorithm of auto tracks (r217709)

Fixed margin applied when stretching an orthogonal item in a fixed size track (r217705)


Fixed null content-type and content-length when fetching Blob URLs with XHR (r217901)

Fixed getComputedStyle() to return pixel values for left, right, top, and bottom, matching the specifications (r217522)

Implemented fromFloat32Array, fromFloat64Array, toFloat32Array, and toFloat64Array for DOMMatrix (r217764)

Implemented DOMPointReadOnly.matrixTransform() (r217763)

Enabled script modules to be imported via data URLs (r217760)

Updated to slightly stricter rules for custom element names from the recent draft standards (r217864)

Used the parent box style to adjust RenderStyle for alignment (r217536)

Added conditional support for media preloading and aligned media as values (r217863)

Aligned preload implementation to specifications with mandatory as value and other alignments (r217962)


Changed behavior to remove backing store for layers that are outside the viewport (r217696)

Fixed an issue where a frame’s composited content is visible when the frame has visibility:hidden (r217472)

Changed behavior to destroy the associated renderer subtree when display:contentsnode is deleted (r217794)

Web Inspector

Added contextual menu item to log a WebSocket object to the console (r217912)

Added Debug view to the Settings tab for debug settings and experimental features (r217625)

Added the ability for the user to choose stylesheet when creating new rules (r217911)

Changed the Node Details Sidebar to allow editable key and values in the Attributes table (r217744)

Prevented unnecessary layout triggered when a Sidebar is resized while collapsed (r217452)

Fixed performing search on reload for an existing query in the Search tab (r217733)

Fixed images dragged from Web Inspector to Desktop being named “Unknown.png” (r217584)

Fixed an issue where reloading the page after switching from the Resource tab switches back (r217505)

Fixed the CodeMirror instance in the ConsolePrompt getting refreshed each time it is shown (r217746)

Fixed showing active Web Sockets when opening Web Inspector (r217721)

Improved the reliability of automatically pausing in auto-attach when inspecting a JSContext (r217509)

Bug Fixes

Enabled AirPods to work with Netflix (r217858)

Fixed stuttering audio in YouTube when the page changes visibility (r217936)

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Tvos 10 Preview: Dark Mode Comes To Apple Tv

On tvOS 10, you can switch between Dark and Light appearance. Dark Mode, one of the new features of tvOS 10, adjusts the look of your Home screen and backgrounds so that posters and icons are easier to read at night. As such, it makes watching TV at home feel more like going to the movies.

Conversely, selecting Light background makes posters and icons pop. Our video guy Andrew O’Hara has tested Dark Mode on tvOS 10, here’s his quick hands-on video.

Video hands-on: Dark Mode comes to your Apple TV

Available on tvOS since the first developer-only beta, Dark Mode hasn’t changed much in the latest beta 3 release. That’s because the feature is really simple: just slide a toggle in Settings, or use Siri to quickly switch between Light and Dark appearance.

Check out tvOS 10’s all-new Dark Mode in action in Andrew’s video below.

Don’t see the embedded video? Watch in on YouTube.

Dark Mode in your living room

As mentioned, Dark and Light mode are accessible via a new switch in Settings → General → Appearance, then select Light or Dark option to change the appearance of backgrounds and menus seen throughout tvOS accordingly.

Here’s what tvOS’s default Light appearance looks like.

And this is what the menus look like with Dark Mode enabled.

Using Siri to enable Dark/Light Mode

Alternatively, ask Siri to “Enable/Disable Dark/Light Mode”.

Better yet, press the Siri button on the Siri Remote and just say “Dark Mode” or ”Light Mode” to instantly activate the corresponding mode.

If I invoke Siri and say “Light mode“…

…she enables Light Mode right away.

If Light Mode is already on and I want to quickly switch my Apple TV to a darker interface, I simply invoke Siri and say, ”Dark Mode”…

…and just like that, Siri does the right thing.

My wish list for Dark Mode

I wish Dark Mode had more user-facing options to it.

There are no additional settings or themes to choose from and you don’t get to tell your Apple TV to automatically turn on Dark Mode at certain times of the day—it’s a simple switch and that’s all there is to Dark Mode on tvOS 10—but I’m still liking it a lot.

tvOS 10: coolest new features

After the developer-only beta of tvOS 10 dropped at WWDC 2024, we installed it on our fourth-generation Apple TVs to hunt for new features. tvOS 10 brings out some newsworthy enhancements that enhances your living room experience:

tvOS 10 supports a number of developer-focused features, too.

These features will permit programmers to enhance their Apple TV apps using an expanded arsenal of APIs to make them better and more useful. As an example, tvOS 10 games can now finally support four ‘Made for iOS’ game controllers simultaneously and are no longer required to support the Siri Remote at all.

iDB previews tvOS 10

Check out previews of other tvOS 10 features coming to the Apple TV this fall.

Additional previews will be added to these lists as they’re published.

tvOS 10 availability

The tvOS developer betas are available for Apple Developer Program members at chúng tôi Apple does not provide tvOS for public beta-testing. tvOS 10 will be available this fall as a free software update for the fourth-generation Apple TV.

Siri will be available for Apple TV users in 12 countries. To learn more about the new Apple TV features provided by tvOS 10, visit Apple’s tvOS 10 Preview webpage and read the official press release.

The new Apple TV Remote app is currently available to Apple’s registered developers and requires an iOS device with iOS 9.3.2 and Apple TV with tvOS 9.2.1.

Your thoughts on Dark Mode?

Do you run a beta of tvOS on your Apple TV?

If so, how do you like darker appearance for the backgrounds, menus and other user interface items? Does Dark Mode on tvOS 10 feel natural to you and will it help make watching TV at home feel like going to the movies, do you think?

Apple Airpods 2 Review: Say Hi To Siri


Smarts tailored to iOS users

Comfortable to wear

Incredible beamforming mic technology


Doesn’t fit all ears perfectly

No custom eartips

Mid-range audio quality

Our Verdict

The second-gen AirPods are a great iterative upgrade, offering improved connection speed, talk time and Hey Siri support, although a lack of improvements in the audio department will leave audiophiles wanting more.

Best Prices Today: Apple AirPods




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Apple’s second-gen AirPods are more of a refinement than a reimagining of the original model, but I’m sure there’s enough here to tempt consumers.

The H1 chip makes the new AirPods faster, more responsive and capable of handling hands-free Siri activation, improving the industry-leading experience Apple created back in 2024, and there’s wireless charging this time around too – well, at least there was until the release of the third-gen AirPods, at which point Apple pulled the wireless charging variant of the AirPods 2 from sale.

But despite providing a great overall experience, the second-gen AirPods aren’t the perfect earbuds for everyone.  

Design: Wait, what’s new again?

You’ll struggle to notice the physical differences between the first- and second-gen AirPods, and that’s because, in terms of design, there’s no real change. That’s not a bad thing; the bright-white-and-chrome AirPods are iconic at this point, featuring a clean, premium look and long stems that, along with the iPhone’s notch, are becoming a big part of Apple’s design history. 

The earbuds themselves are very comfortable, not protruding too far into your ear canals, and the stem that so many other manufacturers have ditched not only helps keep the buds secure in your ears, but improves the beamforming mic technology too. This makes them easy to put in and take out, and that simplicity is often underrated by consumers, especially compared to smaller earbuds like the Pixel Buds.

Of course, the simplicity of the AirPods has a downside: they don’t provide the perfect seal for everybody. Ears, like fingerprints, are fairly unique, so creating a design that works for everyone is a challenge. Apple has done an admirable job, but it’s not perfect. They stay secure most of the time, but I’ve found that I have to adjust the position of the earbuds every now and again to get the optimal seal. 

I can’t help but wonder how much the experience would be improved if Apple included swappable eartips like it does on the superior AirPods Pro, providing a more secure seal while also providing passive noise cancellation.

And just like the buds themselves, the design of the AirPod charging case has been largely unchanged.

The charging case is well-designed, sporting a satisfying magnet seal to keep your buds secure and contact charging to keep your them topped up, while somehow managing to pack a battery providing 24 hours of charge into an exceptionally small form factor. 

There was initially a more premium case available, with wireless charging and an LED on the front to let you know when it’s charging, but Apple took it off sale when it released the updated third-gen AirPods, meaning you can only get a basic charging with Lightning support right now.

Features: It’s all about ease of use

The main reason why people like AirPods so much is arguably not the audio quality, but the ease of use and the overall experience the wireless earbuds provide. 

The setup process takes seconds; open the lid of the charging case, unlock your iPhone or iPad (running iOS 12.2 or later) and follow the on-screen prompts to pair the device to your smartphone and link it to your Apple ID. From that point, it’ll be able to automatically connect to any Apple device linked to your Apple ID.

But it’s not just the setup that’s focused around simplicity; small features, like automatically pausing music when you take an earbud out and resuming playback when you put it back in, or automatically switching from stereo to mono output with no drop in connection when you’re wearing a single AirPod, are what make the AirPod experience stand out from practically every other pair of true wireless earbuds on the market.

That has been further enhanced with the second-gen AirPods thanks to the upgraded H1 chipset, bringing improvements to synchronisation and responsiveness that provides a generally quicker experience that’ll allow for low latency connectivity when playing games and watching movies – around 30 percent lower than the originals, according to Apple.

The H1 chip also brings enhancement to battery life, but it’s not as clear cut as you might expect; like the originals, you’ll get an average of five hours of charge listening to music, but average talk time has increased from two to three hours. That’s probably not exciting for everyone, but it’s good news for the chattier amongst us – especially those stuck in virtual meetings all day long.

There’s no change in the 24-hour life the charging case provides, but that’s still an industry average in 2023, with few offering longer battery life than the AirPods.  

Another new addition is the same ‘Hey Siri’ always-listening tech used in iOS, iPadOS and macOS devices. This allows you to activate the virtual assistant simply by saying ‘Hey Siri’ – ideal for those times when you’ve got your hands full and need to reply to an incoming text, read out by Siri in your ear. 

Apple’s virtual assistant works impressively well, and that’s largely down to the beamforming mics. The mics built into the AirPods do an incredible job at filtering out noise and focusing on your voice, even in loud environments, which is great news both for Siri use and taking calls when out and about.

There were certainly no complaints about call clarity or quality from recipients during my tests, and it’s something unmatched by most other true wireless earbuds on the market right now. There’s a reason why most video call interviewees on TV at the moment are using AirPods! 

Crucially, the Bluetooth connection is consistent, with no annoying drop-outs in busy signal areas, something that many rivals suffer from – especially as the earbud form factor gets smaller and smaller – so it’s quite the feat from Apple. It might not sound like much, but it’ll negate those annoying quiet moments during your favourite songs.

Audio: Same old, same old

Somewhat disappointingly, there’s not much of a change in the audio department. The second-gen AirPods sound almost identical to the first-gen earbuds, although I have noticed that the overall volume has increased compared to the original buds.

While some will inevitably be disappointed that Apple hasn’t improved on what is the most important part of an audio product, the AirPods – both first- and second-gen – do produce decent quality audio, it’s just not the best. 

As with the originals, the new AirPods are suited to a wide range of music, though the output is tailored to favour bassy tones. That’s not a problem for those that love bassy music as it provides a more immersive experience, but it does so at a sacrifice of overall clarity.

It goes without saying the AirPods won’t be able to emulate the crisp audio of high-end headphones double the price, but even at a similar price, there are better-sounding wireless earbuds available right now.

But, the seamless connection with Apple devices is a huge selling point, as is the smart experience on offer. Apple is more focused on providing a well-rounded experience, from setup to everyday use, rather than providing the perfect audio experience – for now, anyway.

Pricing and availability

The second-gen AirPods are available for a discounted £119/$129, down from the original £159/$159 following the release of the updated AirPods 3, and they’re available to buy from Apple and a little cheaper at third-party retailers like Amazon.

It depends how much you value the smarts, because there are certainly cheaper earbuds that sound just as good as the AirPods. 


The second-gen AirPods are more of an iterative upgrade than a reimagining of the product – think of it like an ‘S’ upgrade of the iPhone range.

Fans of the first-gen AirPods probably won’t find enough here to warrant an upgrade, but it’s a great time for prospective buyers to take the plunge. Alongside the suite of smart features unique to Apple’s offering, improved connection speed, talk time and Hey Siri support are welcome improvements, and it’s often discounted at third-party retailers too.

But while AirPods easily provide the best all-around experience of any wireless earbuds on the market, there’s no improvement in the audio department, and while it was great by 2024 standards, there are other earbuds on the market in 2023 that provide better audio quality.

It all boils down to what you’re after; if you want a smart, fluid listening experience, the AirPods are the ones to go for, but if you’re looking for the best audio quality possible, you may want to look elsewhere.

How To Fix Airpods Not Connecting To Apple Watch

Are you trying to use your AirPods with your Apple Watch for calls, music, etc., and it fails repeatedly? Let’s show you how to solve this problem and ensure you can connect your AirPods with your Apple Watch.

What’s the use of AirPods with the Apple Watch?

It’s optional to connect AirPods or Bluetooth buds to make calls on your Apple Watch, get Siri voice feedback, or listen to voice memos you record on it. The tiny Apple Watch speaker lets you do all those things.

However, you must connect AirPods or a Bluetooth device to listen to music synced locally to your Apple Watch. You can’t use the built-in watch speakers for music.

Plus, for longer phone calls, it’s convenient to connect your AirPods to your watch.

Solutions to fix AirPods and Bluetooth devices not connecting to Apple Watch

If you’re unable to connect your AirPods, the following solutions will address the problem.

Please note that this tutorial applies to all AirPods (1st, 2nd, 3rd generation, Pro, Max) and all Apple Watch models, running a recent version of watchOS.

Most solutions will also work if you can’t connect your Beats, Samsung Galaxy, Pixel, other third-party Bluetooth earphones, or health devices with your Apple Watch. Just make sure you follow the corresponding steps according to your wireless buds model.

1. Learn how to connect a Bluetooth device to Apple Watch AirPods

When you connect your AirPods with one of your Apple devices, it’s magically available on all your Apple devices via iCloud. That means, once you pair it with your iPhone, the AirPods show up on your Mac, iPad, other iPhone, and Apple Watch. No need to connect them on all devices manually.

Note: The same applies to some Beats headphones (Apple owns Beats).

Third-party Bluetooth buds

You will have to manually connect your third-party Bluetooth buds with all your Apple devices. I have a decent third-party headphone. I paired it with my iPhone. But it didn’t show up on my Apple Watch or Mac.

The exact steps to pair a third-party Bluetooth headphone with your Apple Watch differ according to the brand, but overall it’s easy, and the basics remain the same.

Here’s how to connect a Bluetooth device with your Apple Watch:

2) Switch on your Bluetooth device by pressing its power button or taking it out of the case.

3) Press the Bluetooth pairing button on the device. Multiple manufacturers use the same button for powering on and pairing. Read the manual. In most cases, you have to press and hold the button to make the Bluetooth device discoverable. Some headphones may even give audio feedback like “pairing mode on.”

4) In a few seconds, you’ll see the device on the Bluetooth screen of your Apple Watch. Tap to pair it. If the device doesn’t show up, double-check the third-party buds are in pairing mode. Turning Apple Watch Bluetooth off and on should also help.

2. Ensure AirPods are charged

Before moving further, make sure your AirPods or third-party Bluetooth buds are charged adequately. If not, they won’t pair with any device, including Apple Watch.

Note: If your Apple Watch charger is nearby, take off the watch from your wrist and place it on the charger for a couple of minutes.

3. Disconnect AirPods from iPhone, iPad, or Mac

Are your AirPods connected to your iPhone, Mac, or another nearby device? If yes, the new Bluetooth connection between your AirPods and Apple Watch might fail.

Once AirPods or the Bluetooth buds are not connected to any other device, try connecting them with Apple Watch, and it should work.

Note: Until you put the AirPods in your ear, it may not say the word “Connected” on the Apple Watch screen.

4. Select the Bluetooth device as output

On the call, music, or the Apple Watch screen where you play some sound, you’ll see an AirPlay audio icon (triangle with three circles on top). Tap it and choose your AirPods or another Bluetooth device. If AirPods are out of their case and Bluetooth buds are switched on, they should connect with the Apple Watch in a few seconds.

You can also choose an audio output device by tapping the AirPlay icon in Apple Watch Control Center, which is accessed by swiping up on the watch face.

5. AirPods not connecting during Apple Watch calls

I have noticed that when you select your AirPods on the regular or FaceTime call screen, it may fail. This can be a watchOS bug. Here’s a workaround I discovered to address this.

2) Now, open the watchOS Phone or Contacts app and make a call from your Apple Watch. The voice will be routed through the connected AirPods.

6. Turn Apple Watch Bluetooth off and on

1) Open the watchOS Settings app and tap Bluetooth.

2) Scroll down and turn off the Bluetooth switch.

3) After waiting for 30 seconds, tap the same switch to turn Bluetooth on.

7. Enable Airplane mode on Apple Watch

1) Swipe up from the bottom of the watch face to see the watchOS Control Center.

2) Tap the airplane icon.

3) After 30 seconds, tap the same icon to disable Airplane mode.

Now, when you select your AirPods as an audio output device, it should work.

8. Close Apple Watch apps

Press the side button and swipe left on the apps that show here. Next, tap the red X button to close them.

9. Restart your Apple Watch

Press the side button and slide the power off slider to the right. After waiting for a minute, press the same side button to switch on your Apple Watch.

10. Keep your AirPods in their case

Your Apple Watch will take about 2 minutes to turn off and back on. During this time, keep the AirPods in their charging case and close the lid.

For third-party Bluetooth buds, use its button to turn it off and on.

Once Apple Watch restarts, take the AirPods out of the case and connect it. Most likely, it will be successful.

11. Forget AirPods and reconnect

You can forget AirPods on your iPhone, and it will be removed from the Apple Watch and your other iCloud devices.

Or, when AirPods or other previously connected Bluetooth devices aren’t connecting and working, you can forget and reconnect from your Apple Watch:

1) Open watchOS Settings and tap Bluetooth.

3) Restart your Apple Watch and keep the AirPods in their case.

4) Now, open the case lid (let the AirPods be in the case) and press the button on the back. The case light will turn white. In a few seconds, it’ll appear on your Apple Watch Bluetooth screen. Tap the AirPods name to pair and connect it with your Apple Watch.

12. Update Apple Watch and AirPods

If you’re running an older version of watchOS, please update to the latest available version. Similarly, your AirPods also receive firmware updates. Your iPhone updates your AirPods automatically without your intervention. But still, make sure your buds have the latest available firmware version.

13. Reset your AirPods

If the problem persists, follow the steps to reset your AirPods. Once that’s done, connect them with the paired iPhone.

14. Reset iPhone network settings

Once this is done, connect your AirPods to iPhone. After that, try using it with your Apple Watch.

15. Unpair (erase) your Apple Watch and set it up again

Still no luck? In this case, check if you can use the AirPods with your other devices or not. If they work perfectly, the problem may be with your Apple Watch. One reliable way to fix this is to unpair it from your iPhone (which will erase it) and then set it up again.

AirPods working fine with Apple Watch

I hope by now your AirPods and Apple Watch are playing nice with one another. In most cases, the initial solutions like restarting the device, putting AirPods in the charging case, and disconnecting it from other nearby devices will do the trick.

If not, contact Apple Support to learn about your repair options.

Check out next:

Performing Eda Of Netflix Dataset With Plotly

Kashish Rastogi — Published On September 4, 2023 and Last Modified On September 19th, 2023

This article was published as a part of the  Data Science Blogathon

Description of Dataset

Data Exploration

Data Cleaning

Data visualization

The questions which we are going to answer with the charts

Correlation between the features

Most watched shows on the Netflix

Distribution of Ratings

Which has the highest rating Tv show or Movies

Finding the best Month for releasing content

Highest watched genres on Netflix

Released movie over the years

Data for EDA of Netflix Data with Plotly

Let’s create an EDA through this data with beautiful charts and visuals to gain some insights.

Importing library import pandas as pd import as px import plotly.graph_objects as go from plotly.subplots import make_subplots import plotly.figure_factory as ff

Let’s see the Netflix data


Description of Netflix Dataset

This dataset contains data collected from Netflix of different TV shows and movies from the year 2008 to 2023.

type: Gives information about 2 different unique values one is TV Show and another is Movie

title: Gives information about the title of Movie or TV Show

director: Gives information about the director who directed the Movie or TV Show

cast: Gives information about the cast who plays role in Movie or TV Show

release_year: Gives information about the year when Movie or TV Show was released

rating: Gives information about the Movie or TV Show are in which category (eg like the movies are only for students, or adults, etc)

duration: Gives information about the duration of Movie or TV Show

listed_in: Gives information about the genre of Movie or TV Show

description: Gives information about the description of Movie or TV Show

Data Exploration

Exploring the data

Finding if the dataset contains null values


Finding how many unique values are there in the dataset

df.nunique() Data Cleaning

Dropping the cast and director features because we are not going to use those features right now.

df = df.dropna( how='any',subset=['cast', 'director'])

Replacing null values with ‘missing’

df['country'].fillna('Missing',inplace=True) df['date_added'].fillna('Missing',inplace=True) df['rating'].fillna('Missing',inplace=True) df.isnull().sum().sum()

Converting into a proper date-time format and adding two more features year and month.

df["date_added"] = pd.to_datetime(df['date_added']) df['year_added'] = df['date_added'].dt.year df['month_added'] = df['date_added'].dt.month

Finding seasons from durations

df['season_count'] = df.apply(lambda x : x['duration'].split(" ")[0] if "Season" in x['duration'] else "", axis = 1) df['duration'] = df.apply(lambda x : x['duration'].split(" ")[0] if "Season" not in x['duration'] else "", axis = 1)

Renaming the ‘listed_in’ feature to the genre for easy use.

df = df.rename(columns={"listed_in":"genre"}) df['genre'] = df['genre'].apply(lambda x: x.split(",")[0]) df.head()

After data cleaning the dataset look like this

Let’s see the distribution of data


Now let’s start the fun and gain some insights from the data.

Data Visualization

Now if we look at the data, we have some questions ready like

What is the ratio of Movie and TV Shows on Netflix

Distribution of Rating in Netflix

Which has the highest rating Tv Shows or Movies on Netflix

There are many more questions that we can answer we will see them in further blogs.

Chart 1

Viewing the correlation between the features.

# Heatmap # Correlation between the feature show with the help of visualisation corrs = df.corr() fig_heatmap = ff.create_annotated_heatmap( z=corrs.values, x=list(corrs.columns), y=list(corrs.index), annotation_text=corrs.round(2).values, showscale=True) fig_heatmap.update_layout(title= 'Correlation of whole Data', plot_bgcolor='#2d3035', paper_bgcolor='#2d3035', title_font=dict(size=25, color='#a5a7ab', family="Muli, sans-serif"), font=dict(color='#8a8d93'))

HeatMap in Plotly

Chart 2

Our first chart will tell us about the most-watched show on Netflix.

The reason for plotting the chart?

Which will tell us about what the audience prefers to watch. So Netflix can decide what type of content they should publish to make the audience happy.

fig_donut = px.pie(df, names='type', height=300, width=600, hole=0.7, title='Most watched on Netflix', color_discrete_sequence=['#b20710', '#221f1f']) fig_donut.update_traces(hovertemplate=None, textposition='outside', textinfo='percent+label', rotation=90) fig_donut.update_layout(margin=dict(t=60, b=30, l=0, r=0), showlegend=False, plot_bgcolor='#333', paper_bgcolor='#333', title_font=dict(size=25, color='#8a8d93', family="Lato, sans-serif"), font=dict(size=17, color='#8a8d93'), hoverlabel=dict(bgcolor="#444", font_size=13, font_family="Lato, sans-serif"))

Donut chart in Plotly

Well, audience prefers Movies over TV Show as 97% audience like Movies.

Chart 3

Distribution of Rating and finding what audience prefer to watch.

The reason for plotting the chart?

To know which type of content is most watched by the audience so that Netflix can decide what type of content to be released next. It helps Netflix to understand the most and least favourite content watched by an audience.

df_rating = pd.DataFrame(df['rating'].value_counts()).reset_index().rename(columns={'index':'rating','rating':'count'}) fig_bar =, y='rating', x='count', title='Distribution of Rating', color_discrete_sequence=['#b20710'], text='count') fig_bar.update_xaxes(showgrid=False) fig_bar.update_yaxes(showgrid=False, categoryorder='total ascending', ticksuffix=' ', showline=False) fig_bar.update_traces(hovertemplate=None, marker=dict(line=dict(width=0))) fig_bar.update_layout(margin=dict(t=80, b=0, l=70, r=40), hovermode="y unified", xaxis_title=' ', yaxis_title=" ", height=400, plot_bgcolor='#333', paper_bgcolor='#333', title_font=dict(size=25, color='#8a8d93', family="Lato, sans-serif"), font=dict(color='#8a8d93'), legend=dict(orientation="h", yanchor="bottom", y=1, xanchor="center", x=0.5), hoverlabel=dict(bgcolor="black", font_size=13, font_family="Lato, sans-serif")) 

Bar chart in Plotly

Interpreting the chart

The audience prefers TV-MA and TV-14 shows more and the least preferred rating shows are Nc-17.  Most of the content watched by the audience is for a mature audience. The TV-MA rating is a type of rating given by the TV parental guidelines to a television program.

The second largest type of rating watched by the audience is TV-14 which is inappropriate for children younger than age 14. The conclusion is drawn here is most of the audience is of mature age. For more tricks and tips to make the bar chart interesting give a look here.

Chart 4

We will see which has the highest rating TV Shows or Movies.

The reason for plotting the chart?

I have used a bidirectional bar chart here to show the comparison between the TV shows and Movies vs Ratings. Creating two different bar charts one for TV Show and another for Movie doesn’t make sense but combining a user can easily understand the difference.

# making a copy of df dff = df.copy() # making 2 df one for tv show and another for movie with rating df_tv_show = dff[dff['type']=='TV Show'][['rating', 'type']].rename(columns={'type':'tv_show'}) df_movie = dff[dff['type']=='Movie'][['rating', 'type']].rename(columns={'type':'movie'}) df_tv_show = pd.DataFrame(df_tv_show.rating.value_counts()).reset_index().rename(columns={'index':'tv_show'}) df_tv_show['rating_final'] = df_tv_show['rating'] # making rating column value negative df_tv_show['rating'] *= -1 df_movie = pd.DataFrame(df_movie.rating.value_counts()).reset_index().rename(columns={'index':'movie'})

Here for the bi-directional chart, we will make 2 different data frames one for Movies and another one for TV Shows having ratings in them.

We are making 2 subplots and they are sharing the y-axis.

fig = make_subplots(rows=1, cols=2, specs=[[{}, {}]], shared_yaxes=True, horizontal_spacing=0) # bar plot for tv shows fig.append_trace(go.Bar(x=df_tv_show.rating, y=df_tv_show.tv_show, orientation='h', showlegend=True, text=df_tv_show.rating_final, name='TV Show', marker_color='#221f1f'), 1, 1) # bar plot for movies fig.append_trace(go.Bar(x=df_movie.rating,, orientation='h', showlegend=True, text=df_movie.rating, name='Movie', marker_color='#b20710'), 1, 2) fig.update_xaxes(showgrid=False) fig.update_yaxes(showgrid=False, categoryorder='total ascending', ticksuffix=' ', showline=False) fig.update_traces(hovertemplate=None, marker=dict(line=dict(width=0))) fig.update_layout(title='Which has the highest rating TV shows or Movies?', margin=dict(t=80, b=0, l=70, r=40), hovermode="y unified", xaxis_title=' ', yaxis_title=" ", plot_bgcolor='#333', paper_bgcolor='#333', title_font=dict(size=25, color='#8a8d93', family="Lato, sans-serif"), font=dict(color='#8a8d93'), legend=dict(orientation="h", yanchor="bottom", y=1, xanchor="center", x=0.5), hoverlabel=dict(bgcolor="black", font_size=13, font_family="Lato, sans-serif")) fig.add_annotation(dict(x=0.81, y=0.6, ax=0, ay=0, xref = "paper", yref = "paper", text= "97% people prefer Movies over TV Shows on Netflix. Large number of people watch TV-MA rating Movies which are for mature audience." )) fig.add_annotation(dict(x=0.2, y=0.2, ax=0, ay=0, xref = "paper", yref = "paper", text= "3% people prefer TV Shows on Netflix. There is no inappropriate content for ages 17 and under in TV Shows." ))

Bi-directional Bar Chart in Plotly

As you see here I have added text into the chart which gives the additional information to the user while reading the charts. It is a good practice to give additional information in the chart if needed.

Chart 5

If a producer wants to release a show which month is the best month to release it.

The reason for plotting the chart

The best month to release content so the producer can gain much revenue. Most of the holidays came in December month so to releases a Movie or TV show in December is the best way to earn a lot of profit as the whole family will be spending time with each other and watching shows.

df_month = pd.DataFrame(df.month_added.value_counts()).reset_index().rename(columns={'index':'month','month_added':'count'}) # converting month number to month name df_month['month_final'] = df_month['month'].replace({1:'Jan', 2:'Feb', 3:'Mar', 4:'Apr', 5:'May', 6:'June', 7:'July', 8:'Aug', 9:'Sep', 10:'Oct', 11:'Nov', 12:'Dec'}) df_month[:2]

Replacing month number to month name for a better visualization

fig_month = px.funnel(df_month, x='count', y='month_final', title='Best month for releasing Content', height=350, width=600, color_discrete_sequence=['#b20710']) fig_month.update_xaxes(showgrid=False, ticksuffix=' ', showline=True) fig_month.update_traces(hovertemplate=None, marker=dict(line=dict(width=0))) fig_month.update_layout(margin=dict(t=60, b=20, l=70, r=40), xaxis_title=' ', yaxis_title=" ", plot_bgcolor='#333', paper_bgcolor='#333', title_font=dict(size=25, color='#8a8d93', family="Lato, sans-serif"), font=dict(color='#8a8d93'), hoverlabel=dict(bgcolor="black", font_size=13, font_family="Lato, sans-serif"))

Funnel Chart in Plotly

Ending and starting of the year December and January is the best month to release content. The best 4 months to release content are October,  November, December, and January.

Chart 6

Finding the highest watched genres on Netflix

The reason for plotting the chart

To know more about the distribution of genres and see which type of content do audience prefers to watch. So Netflix can decide and take movies or tv shows of the highest watched genres which will benefit Netflix in a long run.

df_genre = pd.DataFrame(df.genre.value_counts()).reset_index().rename(columns={'index':'genre', 'genre':'count'}) fig_tree = px.treemap(df_genre, path=[px.Constant("Distribution of Geners"), 'count','genre']) fig_tree.update_layout(title='Highest watched Geners on Netflix', margin=dict(t=50, b=0, l=70, r=40), plot_bgcolor='#333', paper_bgcolor='#333', title_font=dict(size=25, color='#fff', family="Lato, sans-serif"), font=dict(color='#8a8d93'), hoverlabel=dict(bgcolor="#444", font_size=13, font_family="Lato, sans-serif"))

TreeMap in Plotly

Drama is the highest preferred show by the audience then comes the comedy show and action show, the least preferred show is of LGBTQ movies.

Chart 7

Let’s see how many movies were released over the years with a waterfall chart.

The reason for plotting the chart

We want to see what is the distribution of releases of a movie or tv show in terms of years. Do the releases increase or decrease with the years. We can easily compare if the release of movies is decreasing or increasing by year by year with the help of a waterfall chart.


We will create a data frame that only consists of Movie shows

d2 = df[df["type"] == "Movie"] d2[:2]

We will create a data frame where we will show how many movies were released each year.

col ='year_added' vc2 = d2[col].value_counts().reset_index().rename(columns = {col : "count", "index" : col}) vc2['percent'] = vc2['count'].apply(lambda x : 100*x/sum(vc2['count'])) vc2 = vc2.sort_values(col) vc2[:3]

Now let’s make a waterfall chart for easy comparison of all the years

fig1 = go.Figure(go.Waterfall( name = "Movie", orientation = "v", x = vc2['year_added'].values, textposition = "auto", text = ["1", "2", "1", "13", "3", "6", "14", "48", "204", "743", "1121", "1366", "1228", "84"], y = [1, 2, -1, 13, -3, 6, 14, 48, 204, 743, 1121, 1366, -1228, -84], connector = {"line":{"color":"#b20710"}}, increasing = {"marker":{"color":"#b20710"}}, decreasing = {"marker":{"color":"orange"}}, ))

Waterfall chart in Plotly

The highest number of movies were released in 2023 and 2023 due to the covid releasing of movies were significantly dropped.

Note: Here yellow color shows the decrement and the red color shows the increment

Chart 8

What is the impact of Netflix TV Shows or Movies over the years by comparing both.

d1 = df[df["type"] == "TV Show"] d2 = df[df["type"] == "Movie"] col = "year_added" vc1 = d1[col].value_counts().reset_index().rename(columns = {col : "count", "index" : col}) vc1['percent'] = vc1['count'].apply(lambda x : 100*x/sum(vc1['count'])) vc1 = vc1.sort_values(col) vc2 = d2[col].value_counts().reset_index().rename(columns = {col : "count", "index" : col}) vc2['percent'] = vc2['count'].apply(lambda x : 100*x/sum(vc2['count'])) vc2 = vc2.sort_values(col) trace1 = go.Scatter(x=vc1[col], y=vc1["count"], name="TV Shows", marker=dict(color="orange"), ) trace2 = go.Scatter(x=vc2[col], y=vc2["count"], name="Movies", marker=dict(color="#b20710")) data = [trace1, trace2] fig_line = go.Figure(data) fig_line.update_traces(hovertemplate=None) fig_line.update_xaxes(showgrid=False) fig_line.update_yaxes(showgrid=False) large_title_format = 'Tv Show and Movies impact over the Year' small_title_format = "Due to Covid updatation of content is slowed." fig_line.update_layout(title=large_title_format + " " + small_title_format, height=400, margin=dict(t=130, b=0, l=70, r=40), hovermode="x unified", xaxis_title=' ', yaxis_title=" ", plot_bgcolor='#333', paper_bgcolor='#333', title_font=dict(size=25, color='#8a8d93', family="Lato, sans-serif"), font=dict(color='#8a8d93'), legend=dict(orientation="h", yanchor="bottom", y=1, xanchor="center", x=0.5)) fig_line.add_annotation(dict (x=0.8, y=0.3, ax=0, ay=0, xref = "paper", yref = "paper", text= "Highest number of Tv Shows were released in 2023 followed by 2023." )) fig_line.add_annotation(dict (x=0.9, y=1, ax=0, ay=0, xref = "paper", yref = "paper", text= "Highest number of Movies were relased in 2023 followed by 2023" ))

                                                                                   Line Chart in Plotly

After the year 2023 covid came that badly affects Netflix for producing content. Movies have exponential growth from the start but due to covid, it is going downwards.

Conclusion References

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19 Best Airpods Tips & Tricks For The Apple User

The Apple AirPods are not just your regular earphones. They’re more than that. They come equipped with many features that make attending to calls and listening to music much more convenient.

To get the most out of your AirPods, you need to learn a few Airpods tips and tricks. These tips will teach you how to use certain functions on your AirPods and even help you uncover hidden features.

Table of Contents

How To Know Which AirPods You Have

If you want to verify the generation of your AirPods, you can do that by finding the model number written on your AirPods and matching it with Apple’s model numbers list.

Take both of your AirPods out of the case and find the model numbers underneath the pods.

If it’s A2084 and A2083, then you have AirPods Pro.

If your model numbers are A2032 and A2031, you have AirPods (2nd generation).

If the model numbers are A1523 and A1722, you have the 1st-gen AirPods.

Finding what charging case you have is also easy.

If your charging case has the model number A2190, it’s an AirPods Pro charging case with wireless charging.

If your case has the model number A1938, it’s a wireless charging case for 1st and 2nd-generation AirPods.

The charging case with model number A1602 is the lightning charging case for both 1st and 2nd gen AirPods.

What Do The Various Lights On The AirPods Mean

Your AirPods charging case displays various lights. Each light has a meaning and tells you something about your AirPods.

White light: This means your AirPods are ready to be paired with a device.

Amber light while the AirPods are in the case: Your AirPods are being charged.

Amber light without the AirPods in the case: Your case has less than one charge remaining on it.

Amber blinking light: There’s an issue with pairing.

Green light while the AirPods are in the case: Your AirPods are charged.

Green light while the AirPods are not in the case: Your case is charged.

How To Connect AirPods To An iPhone

Pairing your AirPods with an iPhone is just a matter of tapping a button.

Open the lid of your case while the AirPods are still in it.

Bring the case near your iPhone.

You’ll see a prompt on your iPhone. Tap Connect to pair your AirPods with your iPhone.

How To Connect AirPods To Other Devices

Your AirPods work with almost all Bluetooth-enabled devices out there. But the pairing process is different than that of the iPhone. Here we show how to connect your AirPods to an Android device. You can use the same steps to connect your AirPods to other Bluetooth-enabled devices.

Some of the AirPods functions you use on your iPhone won’t work on your Android and other devices. However, there are some AirPods controller apps that you can use to access Apple-exclusive features on your non-Apple devices.

How To Change The AirPods Controls

The AirPods come with double-tap gestures that let you perform actions like changing the music track and pausing your music without using your iPhone. These gestures are customizable and you can change them if you want.

Make sure your AirPods are paired with your iPhone.

Open the Settings app on your iPhone and tap Bluetooth.

Tap the i icon next to your AirPods.

Tap Left in the Double-Tap AirPod section to change the left double-tap gesture.

Select one of the actions from the list on your screen.

Tap Right and choose an action for the right AirPod.

How To Change The AirPods’ Name

Like how you can change the AirDrop name on your iPhone and Mac, you can change the AirPods name, too.

Tap the Name field.

Enter a new name for your AirPods.

How To Adjust The AirPods’ Volume

The Apple AirPods don’t come with volume rockers so you’ll need to use the volume control buttons on your device to control the AirPods volume.

How To Find Your AirPods

Just like how Apple lets you find your lost iPhone, you can find your lost AirPods as well.

How To Check The AirPods Battery Level

You can check the battery level of your AirPods on both your iOS and Android devices.

Open the case lid while one of your AirPods is still in it.

Bring the case near to your iPhone and you’ll see the current battery levels.

If you’re on Android, do the above steps after installing the AirBattery app on your phone.

How To Charge Your AirPods

Charging your AirPods is easy and you don’t need to plug them into anything with a cable.

Place your AirPods in the charging case.

Your case will start charging your AirPods.

How To Charge The AirPods Case

The charging case holds a significant amount of battery but you’ll need to charge it once every two or three days, depending on your usage.

If yours is a wireless charging case, place it on a Qi-certified wireless charger and it’ll start charging.

If yours is a lightning charging case, plug one end of the cable into your case and the other end into a charger or USB port on your computer.

How To Check Your AirPods’ Firmware Version

Your AirPods run a certain version of firmware which you can check from your iPhone.

Your AirPods firmware version will be listed next to Firmware Version.

Use Automatic Ear Detection

Your AirPods come with a feature that routes the audio from your iPhone to your pods as soon as you place your pods in your ears. You need to enable this feature before you use it.

Turn on the Automatic Ear Detection option.

How To Change The Active Microphone For Your AirPods

Both your AirPods come with a microphone and you can manually choose which AirPod’s microphone you want to use.

Launch Settings, tap Bluetooth, and tap the i icon next to your AirPods.

Tap Microphone at the bottom.

Select one of the options available on your screen.

How To Accept An Incoming Call With Your AirPods

If you get a call while using the AirPods, you can accept the call by just tapping your AirPods.

If you have AirPods Pro, press the force sensor to accept the incoming call.

If you have 1st or 2nd-generation AirPods, double-tap on either of your AirPods.

You can use the same gestures to hang up a call.

Get Your AirPods To Announce The Caller Names

Your AirPods can tell you who’s calling if you’ve enabled caller announcements on your iPhone.

Launch the Settings app on your iPhone and tap Phone.

Tap Announce Calls on the following screen.

Choose the Always option.

Use Your AirPods To Listen To The Sounds Around You

You can hear the live sounds around your iPhone with your AirPods.

Go to Settings on your iPhone and tap Control Centre.

Select the Customize Controls option.

Tap the + (plus) sign for Hearing.

Pull up from the bottom of your iPhone to open the Control Center.

Tap the hearing icon.

Tap the Live Listen option.

Use One Pod To Make AirPods’ Battery Last Longer

You don’t necessarily need to use both your pods at a time. You can simply use one of the AirPods while the other is being charged. This way, when you’re out of battery on one pod, you can use the other one while that first one is being charged.

How To Unpair Apple AirPods From Your iPhone

If you no longer wish to use your AirPods with your iPhone, you can unpair and remove them from your phone.

Open the Settings app and tap Bluetooth.

Tap the i icon next to your AirPods.

Tap Forget This Device to unpair your AirPods.

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