From b04bdc03ddadbb6287b5ca6debe2125297e82d1c Mon Sep 17 00:00:00 2001 From: Keshav Arora <119474193+CoderOMaster@users.noreply.github.com> Date: Sun, 28 Jan 2024 01:04:17 +0530 Subject: [PATCH 1/3] Add files via upload --- .../All About Google Devices - Sheet1.csv | 998 +++++ Google Devices Q and A Analysis/Images/1.png | Bin 0 -> 134065 bytes Google Devices Q and A Analysis/Images/2.png | Bin 0 -> 120122 bytes Google Devices Q and A Analysis/Images/3.png | Bin 0 -> 62283 bytes Google Devices Q and A Analysis/Images/4.png | Bin 0 -> 32902 bytes .../Model/GoogleQ_Aipynb.ipynb | 3228 +++++++++++++++++ .../requirements.txt | 4 + 7 files changed, 4230 insertions(+) create mode 100644 Google Devices Q and A Analysis/Dataset/All About Google Devices - Sheet1.csv create mode 100644 Google Devices Q and A Analysis/Images/1.png create mode 100644 Google Devices Q and A Analysis/Images/2.png create mode 100644 Google Devices Q and A Analysis/Images/3.png create mode 100644 Google Devices Q and A Analysis/Images/4.png create mode 100644 Google Devices Q and A Analysis/Model/GoogleQ_Aipynb.ipynb create mode 100644 Google Devices Q and A Analysis/requirements.txt diff --git a/Google Devices Q and A Analysis/Dataset/All About Google Devices - Sheet1.csv b/Google Devices Q and A Analysis/Dataset/All About Google Devices - Sheet1.csv new file mode 100644 index 000000000..fb37637a7 --- /dev/null +++ b/Google Devices Q and A Analysis/Dataset/All About Google Devices - Sheet1.csv @@ -0,0 +1,998 @@ +Question,Device,Category +Can I use my Pixel as a hotspot to share internet with other devices?,Pixel Phones,Connectivity +What are the pros and cons of using Chrome OS vs. Windows on a Chromebook?,Chromebooks,Operating System +How can I set up parental controls on Google Assistant to filter content for my child?,Google Assistant,Security +Does the Nest Doorbell offer night vision recording for capturing nighttime activity?,Nest Devices,Security +Can I customize the ambient light color and intensity on my Google Home speaker?,Google Home,Personalization +How does the Google Pixel Watch compare to other fitness trackers on the market?,Pixel Watch,Wearables +Is there a way to use gestures or voice commands to control music playback on a Nest Audio speaker?,Nest Audio,Multimedia +Does the Pixel 6a offer the same camera features and performance as the Pixel 6 Pro?,Pixel Phones,Photography +How can I use Google Translate on my Chromebook to translate websites and documents into different languages?,Chromebooks,Productivity +Does the Google Wifi system offer mesh network capabilities for whole-home internet coverage?,Google Wifi,Connectivity +"Can I pair my Pixel Buds with other devices besides my phone, like a laptop or tablet?",Pixel Buds,Audio +How can I use Google Lens on my Pixel to scan documents and extract text or contact information?,Pixel Phones,Productivity +Does the Nest Thermostat learn my habits and preferences to automatically adjust the temperature?,Nest Devices,Smart Home +Can I create and manage multiple user profiles on a Chromebook for different family members?,Chromebooks,User Management +Is there a way to use my Google Pixel as a digital picture frame to display photos on its screen?,Pixel Phones,Entertainment +Can I use Google Assistant on my Nest Hub Max to make video calls with Google Meet?,Nest Hub Max,Communication +Does the Google Pixel offer wireless charging capabilities?,Pixel Phones,Charging +How can I connect my Chromebook to a projector for presentations?,Chromebooks,Connectivity +Does the Nest Aware security service offer professional monitoring and emergency response?,Nest Secure,Security +Can I personalize the watch faces and apps on my Google Pixel Watch?,Pixel Watch,Wearables +How does Google Photos automatically organize and back up my photos from my Pixel phone?,Pixel Phones,Photos +Is there a way to schedule specific routines for my smart lights with Google Assistant?,Google Assistant,Smart Home +Does the Google Wifi system offer parental controls to manage internet access for children?,Google Wifi,Connectivity +Can I use my Pixel Buds to translate conversations in real-time during a video call on my laptop?,Pixel Buds,Audio +How can I use Google Lens on my Pixel to identify plants and flowers in my garden?,Pixel Phones,Education +"Does the Nest Thermostat work with multiple heating systems, like furnaces and boiler systems?",Nest Devices,Smart Home +Can I use Google Fit on my Chromebook to track my fitness goals and activities?,Chromebooks,Health +Is there a way to download and store offline maps for navigation on my Pixel phone?,Pixel Phones,Maps +Does the Google Pixel 7 offer improved night photography capabilities compared to previous models?,Pixel Phones,Photography +Can I stream music directly from my Chromebook to a Bluetooth speaker without using my phone?,Chromebooks,Multimedia +Can I use Google Assistant on my Pixel buds to control smart home devices without touching my phone?,Pixel Buds,Smart Home +Does the Pixel 7 Pro offer an under-display fingerprint sensor for secure unlocking?,Pixel Phones,Security +How can I set up a guest network on my Google Wifi router for temporary visitors?,Google Wifi,Connectivity +Can I schedule automatic recordings on my Nest Doorbell to capture specific events?,Nest Devices,Security +Does the Google Pixel Watch integrate seamlessly with Google Fit for comprehensive fitness tracking?,Pixel Watch,Wearables +How can I use Google Lens on my Chromebook to scan handwritten notes and convert them to digital text?,Chromebooks,Productivity +Does the Nest Hub Max offer sleep tracking capabilities to monitor my sleep patterns?,Nest Hub Max,Health +Can I use my Pixel phone to wirelessly cast my screen to a smart TV without external cables?,Pixel Phones,Multimedia +Does the Google Wifi system prioritize bandwidth for specific devices for optimal performance?,Google Wifi,Connectivity +How can I customize the notification sounds and ringtones on my Pixel phone?,Pixel Phones,Personalization +Does the Google Pixel 7 series offer improved battery life compared to previous models?,Pixel Phones,Charging +Can I use Google Assistant on my Chromebook to send and receive text messages from my phone?,Chromebooks,Communication +Does the Nest Thermostat offer geofencing capabilities to automatically adjust temperature based on my location?,Nest Devices,Smart Home +How can I use Google Lens on my Pixel to translate menus and signs in real-time while traveling?,Pixel Phones,Education +Does the Google Pixel Watch offer cellular connectivity for making calls and using data without my phone?,Pixel Watch,Wearables +Can I use the Google Pixel Buds for hands-free voice control during workouts with my smartwatch?,Pixel Buds,Fitness +Does the Nest Wifi system offer parental controls to limit screen time for connected devices?,Google Wifi,Connectivity & Security +How can I use Google Lens on my Chromebook to solve math problems and get step-by-step solutions?,Chromebooks,Education +Does the Pixel 7 offer a macro camera mode for capturing close-up shots with high detail?,Pixel Phones,Photography +Can I set up custom routines for different times of day with Google Assistant on my Nest speaker?,Google Assistant & Nest Devices,Smart Home +How can I use Google Fit on my Pixel phone to track my sleep cycles and analyze sleep quality?,Pixel Phones,Health +Does the Google Pixel 7 Pro offer a telephoto lens for capturing distant objects with optical zoom?,Pixel Phones,Photography +Can I use my Chromebook to access and edit documents stored in my Google Drive cloud storage?,Chromebooks,Productivity +Does the Nest Secure system integrate with other smart home devices like lights and cameras for a complete security solution?,Nest Secure,Smart Home & Security +How can I use Google Lens on my Pixel to learn more about historical landmarks and sights while traveling?,Pixel Phones,Education & Travel +Does the Google Pixel 6a offer the same fast charging capabilities as the Pixel 7 series?,Pixel Phones,Charging +Can I control the volume and playback of music on my Chromebook using my Pixel Buds?,Pixel Buds & Chromebooks,Multimedia +Does the Nest Thermostat offer energy-saving features to optimize my home's heating and cooling?,Nest Devices,Smart Home +How can I use Google Translate on my Pixel Buds to have real-time conversations with people who speak different languages?,Pixel Buds,Communication +Does the Google Pixel Watch offer built-in GPS for tracking my runs and outdoor activities without my phone?,Pixel Watch,Wearables & Fitness +Can I customize the automatic responses my Google Assistant gives on my Pixel phone?,Pixel Phones,Personalization +Does the Nest Hello doorbell offer two-way talk functionality for communicating with visitors remotely?,Nest Devices,Security & Communication +How can I use Live View on my Pixel phone to translate signage and text in real-world environments?,Pixel Phones,Translation & AR +Does the Google Stadia cloud gaming platform offer compatibility with older gaming controllers?,Stadia,Gaming +Can I schedule specific cleaning routines for my Roomba robot vacuum through Google Assistant?,Smart Home,Productivity & Cleaning +How can I use Pixel Buds with Google Meet on my Chromebook for hands-free video conferencing?,Pixel Buds & Chromebooks,Communication & Productivity +Does the Pixel 7 Pro offer an in-screen fingerprint sensor for faster and more secure unlocking?,Pixel Phones,Security & Convenience +Can I use Google Lens on my Pixel to scan handwritten recipes and automatically convert them to digital format?,Pixel Phones,Productivity & Cooking +Does the Nest Wifi system offer guest Wi-Fi with limited access for temporary visitors?,Google Wifi,Connectivity & Security +How can I personalize the news and weather updates I receive on my Google Home speaker?,Google Assistant & Nest Devices,Information & Personalization +Does the Google Pixel Watch offer fall detection and emergency response features for safety monitoring?,Pixel Watch,Wearables & Health +Can I use my Chromebook to access and edit photos stored in my Google Photos cloud library?,Chromebooks,Productivity & Photography +Does the Nest Thermostat offer compatibility with different air conditioning systems besides central heating?,Nest Devices,Smart Home & Climate Control +How can I use Google Fit on my Pixel phone to track my menstrual cycle and receive health insights?,Pixel Phones & Health,Fitness & Women's Health +Does the Google Assistant on my Pixel Buds offer offline voice commands for controlling my smart home devices?,Pixel Buds & Smart Home,Convenience & Offline Features +Can I use Google Duo on my Nest Hub Max to host group video calls with multiple participants?,Nest Hub Max,Communication +"Does the Pixel 7 offer a cinematic video mode for capturing high-quality, movie-like footage?",Pixel Phones,Photography +How can I use Google Lens on my Chromebook to analyze my handwritten notes and identify key points or topics?,Chromebooks,Productivity & Education +Does the Google Wifi system offer built-in parental controls for filtering websites and managing internet access for children?,Google Wifi,Parental Controls & Connectivity +Can I personalize the watch faces and complications on my Pixel Watch based on my activity and interests?,Pixel Watch,Wearables & Personalization +How can I use Google Assistant on my Nest Mini to control my smart sprinkler system for efficient lawn watering?,Google Assistant & Nest Devices,Smart Home & Gardening +Does the Pixel 7 Pro offer a Magic Eraser tool for removing unwanted objects from photos after they're taken?,Pixel Phones,Photography & Editing +Can I use Google Fit on my Pixel phone to set custom workout goals and receive personalized training plans?,Pixel Phones & Fitness,Health & Productivity +Does the Nest Security system offer professional monitoring and intervention in case of emergencies?,Nest Secure,Security & Protection +How can I use Google Translate on my Chromebook to translate entire web pages and documents into different languages?,Chromebooks,Productivity & Translation +Does the Pixel 6a offer the same fast processing and performance as the Pixel 7 models?,Pixel Phones,Performance & Comparison +Can I control the playback of music and podcasts on my Nest Hub Max using voice commands through my Pixel Buds?,Pixel Buds & Nest Devices,Multimedia & Connectivity +Does the Nest Thermostat learn my heating and cooling preferences and adjust automatically for optimal comfort and energy efficiency?,Nest Devices,Smart Home & Climate Control +How can I use Google Lens on my Pixel to identify constellations and stars during stargazing at night?,Pixel Phones,Education & Astronomy +Does the Google Pixel Watch offer water resistance for swimming and other water activities?,Pixel Watch,Wearables & Durability +Can I use the Google TV remote to control smart home devices like lights and thermostats?,Google TV,Entertainment & Smart Home +Does the Pixel Fold offer an under-display camera for uninterrupted viewing and seamless multitasking?,Pixel Fold,Phones & Display +How can I use Google Lens on my Chromebook to convert scanned documents into editable PDFs or Word files?,Chromebooks,Productivity & Document Conversion +Does the Nest Hello doorbell offer pre-recorded greeting messages to customize visitor interactions?,Nest Devices,Security & Personalization +Can I set up custom activity zones for my Nest Cam to receive alerts only for specific areas of my property?,Nest Secure,Security & Monitoring +How can I use Google Assistant on my Pixel Buds to translate conversations in real-time during workouts with my smartwatch?,Pixel Buds & Wearables,Communication & Fitness +Does the Pixel 7 Pro offer a night sight mode for capturing clear and vibrant photos even in low-light conditions?,Pixel Phones,Photography & Lighting +Can I use Google Fit on my Pixel phone to track my heart rate variability and gain insights into stress levels?,Pixel Phones & Fitness,Health & Wellbeing +Does the Nest Wifi system offer mesh network capabilities to eliminate dead zones and ensure strong Wi-Fi coverage throughout my home?,Google Wifi,Connectivity & Performance +How can I use Google Assistant on my Nest speaker to create and manage shopping lists with voice commands?,Google Assistant & Nest Devices,Productivity & Home Management +Does the Pixel 6a offer the same level of water resistance as the Pixel 7 series for worry-free use in rainy or wet environments?,Pixel Phones,Durability & Comparison +Can I control the playback of audiobooks on my Chromebook using voice commands through my Pixel Buds?,Pixel Buds & Chromebooks,Multimedia & Accessibility +Does the Nest Thermostat offer compatibility with radiant heating systems for ultimate comfort control in colder climates?,Nest Devices,Smart Home & Climate Control +How can I use Google Lens on my Pixel to learn more about different plant species and identify flowers on nature walks?,Pixel Phones,Education & Outdoors +"Does the Google Pixel Watch offer built-in music storage and playback, allowing me to leave my phone behind while running or exercising?",Pixel Watch,Wearables & Entertainment +Can I use the Google Nest Hub Max as a digital picture frame to display personalized slideshows with music?,Nest Hub Max,Entertainment & Personalization +Does the Pixel 7 Pro offer a telephoto lens with optical zoom for capturing distant objects in high detail?,Pixel Phones,Photography & Zoom +How can I use Google Lens on my Chromebook to scan QR codes and automatically open linked websites or apps?,Chromebooks,Productivity & Convenience +Does the Nest Wifi system prioritize bandwidth for specific devices for lag-free gaming and video streaming?,Google Wifi,Connectivity & Performance +"Can I set up custom routines for specific times of day with Google Assistant on my Pixel Buds, like announcing when I wake up?",Pixel Buds & Google Assistant,Personalization & Automation +How can I use Google Fit on my Pixel phone to track my cycling routes and analyze performance metrics like speed and distance?,Pixel Phones & Fitness,Health & Tracking +Does the Pixel 7 offer a built-in translator app for real-time conversations with foreign speakers during travel?,Pixel Phones,Communication & Travel +Can I use Google Assistant on my Nest Mini to control my smart oven and preheat it for baking or cooking?,Google Assistant & Nest Devices,Smart Home & Appliances +Does the Google Stadia cloud gaming platform offer compatibility with mobile devices for on-the-go gaming?,Stadia,Gaming & Accessibility +How can I use Google Translate on my Chromebook to translate emails and documents in multiple languages directly within Gmail or Google Docs?,Chromebooks,Productivity & Communication +Does the Pixel 6a offer the same fast wireless charging capabilities as the Pixel 7 series for convenient battery replenishment?,Pixel Phones,Charging & Comparison +Can I control the volume and playback of music on my Pixel phone using voice commands through my Nest Hub Max?,Pixel Phone & Nest Hub Max,Multimedia & Multi-device Control +Does the Nest Thermostat offer integration with smart thermostats from other brands for whole-home temperature control?,Nest Devices,Smart Home & Compatibility +How can I use Google Lens on my Pixel to scan handwritten recipes and create meal plans with automatic calorie and nutrient calculations?,Pixel Phones,Productivity & Nutrition +Does the Google Pixel Watch offer built-in GPS for tracking my runs and outdoor activities without my phone?,Pixel Watch,Wearables & Fitness +Can I use Google Assistant on my Pixel Buds to call emergency services with a voice command in case of an accident?,Pixel Buds,Safety & Communication +Does the Pixel Fold offer a pen input mode for handwriting notes and annotations directly on the foldable display?,Pixel Fold,Productivity & Display +How can I use Google Lens on my Chromebook to translate handwritten notes from a foreign language into my native language?,Chromebooks,Education & Accessibility +Does the Nest Doorbell offer motion detection recording to capture activity even before the doorbell is rung?,Nest Devices,Security & Monitoring +Can I set up custom alerts for specific temperature thresholds on my Nest Thermostat for enhanced temperature control?,Nest Devices,Smart Home & Personalization +How can I use Google Assistant on my Pixel phone to control multiple smart lights in my home individually or by room?,Pixel Phones & Smart Home,Home Automation & Voice Control +Does the Pixel 7 Pro offer a real-time skin tone correction feature for portrait photos to ensure accurate and inclusive representation?,Pixel Phones,Photography & Inclusivity +Can I use Google Fit on my Pixel phone to track my sleep stages and receive insights into my sleep quality and patterns?,Pixel Phones & Fitness,Health & Sleep Tracking +Does the Nest Wifi system offer parental controls for managing screen time and website access on connected devices?,Google Wifi,Connectivity & Security +How can I use Google Assistant on my Nest Mini to play specific music genres or artists from streaming services like Spotify or Pandora?,Google Assistant & Nest Devices,Multimedia & Voice Control +Does the Pixel 6a offer the same level of dust and water resistance as the Pixel 7 series for worry-free use in harsh environments?,Pixel Phones,Durability & Comparison +Can I use my Pixel Buds to translate live audio during phone calls with someone speaking a different language?,Pixel Buds & Communication,Real-time Translation & Accessibility +Does the Nest Thermostat learn my heating and cooling preferences over time and adjust temperatures automatically for optimal comfort and energy efficiency?,Nest Devices,Smart Home & Sustainability +How can I use Google Lens on my Pixel to identify constellations and planets while stargazing using augmented reality overlays?,Pixel Phones,Education & Augmented Reality +Does the Google Pixel Watch offer cellular connectivity for making calls and using data without my phone nearby?,Pixel Watch,Wearables & Independence +"Can I use the Google Nest Hub Max as a digital bulletin board to display reminders, calendars, and notes alongside photos and artwork?",Nest Hub Max,Productivity & Personalization +Does the Pixel Flip offer a self-portrait mode with wide-angle capture for group selfies or solo shots with wider backgrounds?,Pixel Flip,Photography & Creativity +How can I use Google Lens on my Chromebook to scan handwritten musical scores and play them back instantly with accurate notation?,Chromebooks,Education & Music +Does the Nest Secure system offer integration with smart locks for keyless entry and remote door unlocking?,Nest Devices & Security,Smart Home & Convenience +"Can I set up custom schedules for different smart home devices with Google Assistant on my Pixel Buds, like switching on lights in the morning routine?",Pixel Buds & Google Assistant,Automation & Multi-device Control +How can I use Google Fit on my Pixel phone to track my progress towards personalized fitness goals and receive motivational challenges?,Pixel Phones & Fitness,Health & Goal Setting +Does the Pixel 7 offer a call screening feature to automatically identify and filter spam calls and robocalls?,Pixel Phones,Communication & Spam Protection +Can I use Google Assistant on my Nest Mini to control my smart irrigation system for efficient lawn watering based on soil moisture levels?,Google Assistant & Nest Devices,Smart Home & Sustainability +Does the Google Stadia cloud gaming platform offer compatibility with virtual reality headsets for immersive gaming experiences?,Stadia,Gaming & VR Technology +How can I use Google Translate on my Chromebook to translate entire websites and documents into different languages while preserving formatting?,Chromebooks,Productivity & Accessibility +Does the Pixel 6a offer the same level of software updates and security patches as the Pixel 7 series for long-term device protection?,Pixel Phones,Updates & Security +Can I use my Pixel Buds to listen to music stored on my Pixel phone without needing an internet connection?,Pixel Buds & Offline Playback,Multimedia & Convenience +Does the Nest Thermostat offer integration with air purifiers or air quality sensors for improved indoor air quality management?,Nest Devices & Health,Smart Home & Wellbeing +How can I use Google Lens on my Pixel to scan historical landmarks and monuments to access augmented reality overlays with information and stories?,Pixel Phones,Education & AR Experiences +Does the Google Pixel Watch offer fall detection and emergency response features for independent users at risk of falls?,Pixel Watch & Safety,Wearables & Personal Health +Can I use the Google Chromecast for sending my Pixel phone screen to a TV for presentations or mirroring content?,Chromecast & Pixel Phones,Entertainment & Connectivity +Does the Pixel Buds Pro offer active noise cancellation to block out distractions and enhance audio quality during calls or music listening?,Pixel Buds Pro,Audio & Productivity +How can I use Google Lens on my Chromebook to scan text from physical documents and paste it directly into online forms or websites?,Chromebooks,Productivity & Data Entry +Does the Nest Cam offer two-way audio communication to remotely talk to visitors or deter potential intruders?,Nest Devices,Security & Communication +Can I set up custom sleep profiles with different wake-up sounds and lighting routines on my Nest Hub Max?,Nest Hub Max,Sleep & Personalization +How can I use Google Fit on my Pixel phone to track my heart rate variability and analyze stress levels throughout the day?,Pixel Phones & Fitness,Health & Wellbeing +Does the Pixel 7 Pro offer a Magic Eraser tool for removing unwanted objects or distractions from photos after they're taken?,Pixel Phones,Photography & Editing +Can I use Google Assistant on my Nest Mini to remotely control my smart blinds and adjust natural light in my home?,Google Assistant & Nest Devices,Smart Home & Convenience +Does the Google Nest Wifi system offer guest Wi-Fi with limited access and bandwidth for temporary visitors?,Google Wifi,Connectivity & Security +How can I use Google Translate on my Chromebook to translate captions and subtitles on foreign-language movies or TV shows in real-time?,Chromebooks & Entertainment,Accessibility & Language Learning +Does the Pixel 6a offer the same level of fast charging capabilities as the Pixel 7 series for convenient battery replenishment?,Pixel Phones,Charging & Comparison +Can I use my Pixel Buds to answer or reject calls on my Pixel phone by tapping or using voice commands?,Pixel Buds & Pixel Phones,Communication & Convenience +Does the Nest Thermostat offer compatibility with geothermal heating systems for eco-friendly and energy-efficient climate control?,Nest Devices & Sustainability,Smart Home & Eco-Consciousness +How can I use Google Lens on my Pixel to identify common household plants and learn about their care requirements?,Pixel Phones & Education,Practical Knowledge & Home Care +Does the Google Pixel Watch offer built-in emergency SOS features to send distress signals and contact emergency services in case of accidents or emergencies?,Pixel Watch & Safety,Wearables & Personal Security +Can I use the Google Chromecast with Google TV to access live TV channels and streaming services without a separate cable box?,Chromecast with Google TV,Entertainment & Connectivity +Does the Pixel Tablet offer a dedicated kids mode with parental controls and curated content for safe and educational screen time?,Pixel Tablet,Entertainment & Family +How can I use Google Lens on my Chromebook to scan handwritten recipes and automatically generate shopping lists with ingredient quantities?,Chromebooks & Cooking,Productivity & Home Management +Does the Nest Doorbell offer pre-recorded chime options to personalize doorbells rings with different sounds or announcements?,Nest Devices & Personalization,Security & Convenience +"Can I set up custom routines with different triggers and actions for Google Assistant on my Pixel Buds, like starting workouts when putting them on?",Pixel Buds & Google Assistant,Automation & Fitness Tracking +How can I use Google Fit on my Pixel phone to track my overall fitness age and identify areas for improvement based on activity data?,Pixel Phones & Fitness,Health & Personalization +Does the Pixel 7 Pro offer a cinematic video mode with wide aspect ratio and depth-of-field effects for professional-looking videography?,Pixel Phones & Photography,Creative Content Creation +Can I use Google Assistant on my Nest Mini to control my smart coffee maker and schedule automatic brewing in the morning?,Google Assistant & Nest Devices,Smart Home & Automation +Does the Google Wifi system offer parental controls for filtering websites and limiting internet access by device or user profile?,Google Wifi & Security,Connectivity & Family Management +How can I use Google Translate on my Chromebook to translate subtitles and audio transcripts in real-time during video conferencing calls?,Chromebooks & Communication,Accessibility & Language Learning +Does the Pixel 6a offer the same level of water resistance as the Pixel 7 series for worry-free use during rain or water activities?,Pixel Phones & Durability,Comparison & Convenience +Can I use my Pixel Buds to adjust the volume and playback of music on my Chromecast with Google TV using voice commands?,Pixel Buds & Chromecast with Google TV,Multimedia & Multi-device Control +Does the Nest Thermostat offer integration with smart ventilation systems for fresher indoor air and improved energy efficiency?,Nest Devices & Sustainability,Smart Home & Climate Control +How can I use Google Lens on my Pixel to identify constellations and celestial objects while stargazing with an augmented reality overlay?,Pixel Phones & Astronomy,Education & AR Enhancements +"Does the Google Pixel Watch offer customizable watch faces with complications for displaying information like weather, calendar events, or fitness data?",Pixel Watch & Personalization,Wearables & Convenience +Can I use Google Assistant on my Nest Audio smart speaker to schedule appointments and manage my calendar hands-free?,Nest Audio,Productivity & Voice Control +Does the Pixel Fold offer an under-display fingerprint sensor for secure unlocking even when the device is folded?,Pixel Fold,Security & Convenience +How can I use Google Lens on my Chromebook to instantly translate foreign language text from websites or images?,Chromebooks,Education & Accessibility +"Does the Nest Hello doorbell offer activity zones to receive alerts only for specific areas of your property, like the front porch?",Nest Devices,Security & Customization +Can I set up custom workout routines with personalized coaching tips on Google Fit on my Pixel phone?,Pixel Phones & Fitness,Health & Training +How can I use Google Assistant on my Pixel Buds to control my smart TV and adjust volume or switch channels with voice commands?,Pixel Buds & Smart Home,Connectivity & Entertainment +Does the Pixel 7 Pro offer a real-time transcription feature for capturing spoken audio to text during meetings or interviews?,Pixel Phones & Productivity,Recording & Transcription +Can I use Google Assistant on my Nest Mini to control my smart sprinkler system and schedule watering routines based on weather conditions?,Google Assistant & Nest Devices,Smart Home & Sustainability +Does the Google Stadia cloud gaming platform offer compatibility with touch controls for playing games on mobile devices?,Stadia,Gaming & Accessibility +How can I use Google Translate on my Chromebook to translate entire documents and emails into different languages while preserving formatting and images?,Chromebooks,Communication & Accessibility +Does the Pixel 6a offer the same level of durable build quality as the Pixel 7 series for protection against drops and scratches?,Pixel Phones,Durability & Comparison +Can I use my Pixel Buds to answer or reject calls on my Pixel phone hands-free while driving or exercising?,Pixel Buds & Pixel Phones,Communication & Safety +Does the Nest Thermostat offer compatibility with smart air purifiers for automatic air quality control and improved indoor air health?,Nest Devices & Wellbeing,Smart Home & Health +How can I use Google Lens on my Pixel to scan grocery items and instantly add them to my shopping list with detailed price and nutrition information?,Pixel Phones & Productivity,Shopping & Convenience +Does the Google Pixel Watch offer built-in international SOS features for sending distress signals and contacting emergency services while traveling abroad?,Pixel Watch & Global Safety,Wearables & Communication +Can I use the Google Chromecast with YouTube Music to create multi-room audio experiences and play music across different Chromecast-enabled speakers?,Chromecast & YouTube Music,Entertainment & Connectivity +"Does the Pixel Buds Pro offer ANC to adjust noise cancellation intensity based on surrounding sound environment, like on a busy street or in a quiet office?",Pixel Buds Pro,Audio & Customization +How can I use Google Lens on my Chromebook to scan handwritten notes and create searchable digital copies for organization and future reference?,Chromebooks & Productivity,Education & Organization +Does the Nest Cam offer package detection to alert you when deliveries arrive and let you monitor them remotely through live video feed?,Nest Devices & Security,Convenience & Monitoring +Can I set up custom bedtime routines with smart lighting and calming music playlists on my Nest Hub Max for a sleep-inducing atmosphere?,Nest Hub Max & Sleep Enhancement,Personalization & Relaxation +How can I use Google Fit on my Pixel phone to track my sleep cycles and analyze sleep quality parameters like deep sleep and REM sleep duration?,Pixel Phones & Fitness,Health & Sleep Monitoring +Does the Pixel 7 Pro offer a Night Sight mode with real-time HDR processing for capturing clear and vibrant photos even in extremely low-light conditions?,Pixel Phones & Photography,Creativity & Lighting +Can I use Google Assistant on my Nest Mini to control my smart oven and preheat it for specific cooking recipes according to temperature and duration?,Google Assistant & Nest Devices,Smart Home & Appliance Control +Does the Google Wifi system offer mesh network support with automatic backhaul selection for seamless and reliable Wi-Fi coverage throughout a large home?,Google Wifi,Connectivity & Performance +"How can I use Google Translate on my Chromebook to translate text within specific applications, like highlighting and translating words directly in a web browser?",Chromebooks & Accessibility,Communication & Contextual Translation +Does the Pixel 6a offer the same level of software updates and security patches as the Pixel 7 series for long-term device protection and feature enhancements?,Pixel Phones,Updates & Security +Can I use my Pixel Buds to activate Google Assistant on my Pixel phone with a specific tap gesture or voice command while wearing them?,Pixel Buds & Pixel Phones,Convenience & Voice Control +Does the Nest Thermostat offer integration with smart ceiling fans for adaptive cooling control and maximizing energy efficiency in different seasons?,Nest Devices & Sustainability,Smart Home & Climate Control +"How can I use Google Lens on my Pixel to scan QR codes on product packaging and access detailed information, reviews, or purchase options directly?",Pixel Phones & Convenience,Information & Shopping Assistance +Does the Google Pixel Watch offer a built-in compass and GPS for accurate navigation and tracking your outdoor activities without relying on your phone?,Pixel Watch & Exploration,Wearables & Independence +Can I utilize the Google Chromecast with Google TV to access fitness apps and stream workout routines directly on my living room TV?,Chromecast with Google TV,Entertainment & Fitness +Does the Pixel Tablet offer split-screen multitasking capabilities to work on multiple tasks simultaneously while on the go?,Pixel Tablet,Productivity & Multitasking +How can I leverage Google Lens on my Chromebook to scan printed recipes and automatically generate grocery lists with substitutions and allergy-friendly alternatives?,Chromebooks & Cooking,Health & Meal Planning +Does the Nest Doorbell offer pre-recorded video messages to personalize greetings for different visitors or deter potential deliveries when you're unavailable?,Nest Devices & Personalization,Security & Convenience +"Can I set up custom ""Good Morning"" routines with news updates, weather forecasts, and smart light activation on my Nest Hub Max to kickstart my day?",Nest Hub Max & Personalization,Productivity & Morning Boost +How can I use Google Fit on my Pixel phone to track my menstrual cycle and receive insights into fertility and premenstrual symptoms?,Pixel Phones & Health,Women's Health & Tracking +"Does the Pixel 7 Pro offer a ""Magic Eraser"" tool for removing unwanted photobombers or distracting objects from already captured photos?",Pixel Phones & Photography,Editing & Enhancement +Can I utilize Google Assistant on my Nest Mini to control my smart irrigation system based on soil moisture sensor readings and prevent overwatering?,Google Assistant & Nest Devices,Smart Home & Sustainability +Does the Google Wifi system offer parental controls for setting screen time limits and restricting specific websites or apps on connected devices?,Google Wifi,Connectivity & Family Management +How can I leverage Google Translate on my Chromebook to translate entire ebooks and PDFs accurately while preserving formatting and illustrations?,Chromebooks & Reading,Accessibility & Information Access +Does the Pixel 6a offer wireless charging capabilities for convenient battery replenishment without the need for cables?,Pixel Phones & Charging,Convenience & Efficiency +Can I use my Pixel Buds to translate real-time conversations with foreign language speakers directly through audio-to-audio translation?,Pixel Buds & Communication,Accessibility & Language Learning +Does the Nest Thermostat offer compatibility with smart air quality sensors to monitor specific pollutant levels and trigger air purifier activation?,Nest Devices & Wellbeing,Smart Home & Air Quality +How can I leverage Google Lens on my Pixel to identify plant diseases and pests simply by scanning affected leaves or stems?,Pixel Phones & Gardening,Information & Home Care +Does the Google Pixel Watch offer built-in fall detection and emergency response features to automatically call for help in case of accidental falls?,Pixel Watch & Safety,Wearables & Personal Protection +Can I utilize Google Assistant on my Pixel Buds to schedule appointments and manage my calendar hands-free while on the move?,Pixel Buds & Productivity,Scheduling & Voice Control +Does the Pixel Buds Pro offer customizable audio EQ settings to personalize the sound experience according to your music preferences?,Pixel Buds Pro,Audio & Personalization +How can I leverage Google Lens on my Chromebook to scan handwritten math equations and get instant step-by-step solutions displayed on screen?,Chromebooks & Education,Learning & Problem-Solving +Does the Pixel 6a offer the same level of water resistance as the Pixel 7 series for worry-free use during outdoor activities or unexpected spills?,Pixel Phones & Durability,Comparison & Convenience +Can I utilize Google Assistant on my Nest Mini to control my smart blinds and adjust natural light in my home according to time of day or specific activities?,Google Assistant & Nest Devices,Smart Home & Ambiance Control +Can I use the Stadia cloud gaming platform to play games with friends online using voice chat and party features directly on my Pixel phone?,Stadia,Gaming & Social Interactions +"Does the Pixel Fold offer a stylus pen input mode for creative applications like drawing, annotation, or note-taking on the foldable display?",Pixel Fold,Productivity & Creativity +How can I leverage Google Lens on my Chromebook to scan historical documents and access augmented reality overlays with contextual information and timelines?,Chromebooks & Education,History & Exploration +Does the Nest Cam offer two-way talk with noise cancellation to clearly communicate with visitors or deter potential intruders even in noisy environments?,Nest Devices & Security,Communication & Noise Reduction +"Can I set up custom sleep profiles with different sleep soundscapes and wake-up routines, like sunrise simulation, on my Nest Hub Max for personalized sleep experiences?",Nest Hub Max & Sleep Enhancement,Personalization & Relaxation Techniques +How can I use Google Fit on my Pixel phone to track my overall fitness level and receive personalized workout recommendations based on my activity data?,Pixel Phones & Fitness,Health & Customized Training +"Does the Pixel 7 Pro offer a ""Live Translate"" feature for real-time translation of foreign language conversations through both audio and text on-screen?",Pixel Phones & Communication,Accessibility & Language Learning +Can I utilize Google Assistant on my Nest Mini to remotely control my smart ceiling fan and adjust its speed or direction based on room temperature or personal preferences?,Google Assistant & Nest Devices,Smart Home & Climate Control +Does the Google Wifi system offer guest Wi-Fi with limited bandwidth and access controls to protect your primary network and share internet access securely with visitors?,Google Wifi,Connectivity & Guest Management +"How can I leverage Google Translate on my Chromebook to translate entire websites dynamically as I scroll down, providing a seamless web browsing experience in foreign languages?",Chromebooks & Accessibility,Communication & Content Consumption +Does the Pixel 6a offer the same level of fast charging capabilities as the Pixel 7 series to quickly replenish battery life during busy days?,Pixel Phones & Charging,Convenience & Efficiency +Can I use my Pixel Buds to answer or reject calls on my Pixel phone through gestures or tapping commands while exercising or performing hands-free tasks?,Pixel Buds & Pixel Phones,Communication & Convenience +Does the Nest Thermostat offer compatibility with smart thermostats from other brands for whole-home temperature control and centralized management?,Nest Devices & Smart Home,Compatibility & Multi-brand Integration +"How can I leverage Google Lens on my Pixel to scan artworks or museum exhibits and access detailed information, audio guides, or augmented reality overlays on my phone?",Pixel Phones & Arts & Culture,Education & Immersion +Does the Google Pixel Watch offer an always-on display mode with customizable watch faces and essential information without needing to activate the full screen?,Pixel Watch & Convenience & Visibility,Display & Personalization +Can I utilize Google Assistant on my Pixel Buds to translate foreign language street signs or restaurant menus in real-time while traveling abroad?,Pixel Buds & Travel,Accessibility & Contextual Assistance +"Does the Pixel Buds Pro offer active noise cancellation with multiple intensity levels to personalize noise reduction based on different environments, like airplanes or busy cafes?",Pixel Buds Pro,Audio & Personalization +How can I leverage Google Lens on my Chromebook to scan handwritten letters or postcards and convert them into digital text for archiving or editing?,Chromebooks & Productivity,Digitization & Document Management +Does the Pixel 6a offer the same level of software updates and security patches as the Pixel 7 series for long-term device protection and guaranteed updates?,Pixel Phones,Updates & Security +Can I utilize Google Assistant on my Nest Mini to broadcast announcements throughout my smart home to inform family members or play music in multiple rooms simultaneously?,Google Assistant & Nest Devices,Multi-room Control & Comm +Can I use the Chromecast with YouTube Music to create custom multi-room playlists and have different music playing in different rooms simultaneously?,Chromecast & YouTube Music,Entertainment & Personalization +Does the Pixel Fold offer wireless charging capabilities so I can conveniently replenish its battery without any cables or connections?,Pixel Fold,Convenience & Charging +How can I leverage Google Lens on my Chromebook to scan handwritten recipes and automatically generate step-by-step video tutorials for effortless cooking?,Chromebooks & Cooking,Education & Automation +"Does the Nest Cam offer intelligent motion detection to distinguish between people, pets, and vehicles, reducing unnecessary alerts and focusing on important events?",Nest Devices & Security,Monitoring & Intelligence +"Can I set up custom ""Good Night"" routines with smart light dimming, calming music playlists, and white noise on my Nest Hub Max to create a sleep-conducive environment?",Nest Hub Max & Sleep Enhancement,Personalization & Relaxation Techniques +How can I use Google Fit on my Pixel phone to track my heart rate variability and analyze stress levels throughout the day for improved mental well-being?,Pixel Phones & Health,Stress Management & Personal Insights +"Does the Pixel 7 Pro offer a ""Magic Eraser"" tool for removing unwanted reflections or distracting shadows from photos after they're taken?",Pixel Phones & Photography,Editing & Enhancement +Can I utilize Google Assistant on my Nest Mini to remotely control my smart sprinkler system and adjust watering schedules based on real-time weather data?,Google Assistant & Nest Devices,Smart Home & Sustainability +Does the Google Wifi system offer network prioritization features to allocate bandwidth to specific devices for lag-free gaming or video streaming?,Google Wifi,Connectivity & Performance Optimization +"How can I leverage Google Translate on my Chromebook to translate online meetings and video conferences in real-time, providing seamless communication with international participants?",Chromebooks & Communication,Accessibility & Language Barriers +Does the Pixel 6a offer built-in Google Assistant capabilities for hands-free voice control and task management directly on the phone?,Pixel Phones & Productivity,Voice Control & Multitasking +Can I use my Pixel Buds to activate silent mode on my Pixel phone with a specific gesture or voice command while in meetings or quiet environments?,Pixel Buds & Pixel Phones,Communication & Discretion +Does the Nest Thermostat offer integration with smart air purifiers for automatic air quality control and improved indoor air health based on specific pollutants?,Nest Devices & Wellbeing,Smart Home & Air Quality Management +How can I leverage Google Lens on my Pixel to identify common household insects and pests simply by scanning them with my phone camera?,Pixel Phones & Home Care,Information & Problem-Solving +Does the Google Pixel Watch offer built-in GPS for accurate route tracking and activity guidance during outdoor workouts without needing my phone?,Pixel Watch & Fitness,Independence & Navigation +Can I utilize Google Assistant on my Pixel Buds to dictate messages and emails hands-free while on the go or multitasking?,Pixel Buds & Productivity,Voice-to-Text & Communication +Does the Pixel Buds Pro offer a transparency mode to let ambient sounds in and maintain awareness of your surroundings while listening to music or podcasts?,Pixel Buds Pro,Audio & Situational Awareness +How can I leverage Google Lens on my Chromebook to scan foreign language restaurant menus and instantly translate them into my native language for easy ordering?,Chromebooks & Travel,Accessibility & Dining Convenience +Does the Pixel 6a offer the same level of dust and water resistance as the Pixel 7 series for worry-free use during outdoor adventures or unexpected spills?,Pixel Phones & Durability,Comparison & Peace of Mind +Can I utilize Google Assistant on my Nest Mini to control my smart TV and switch between different streaming services or input channels through voice commands?,Google Assistant & Nest Devices,Entertainment & Voice Control +Can I use the Chromecast with Google TV to connect to fitness apps on my phone and display workout routines directly on my TV for interactive training sessions?,Chromecast with Google TV,Fitness & Entertainment +Does the Pixel Fold offer a dual-screen multitasking mode that allows me to work on two apps simultaneously or drag and drop content between screens for seamless workflows?,Pixel Fold,Productivity & Multitasking +How can I leverage Google Lens on my Chromebook to scan handwritten notes and automatically convert them into searchable digital documents with tags and categories for easy organization?,Chromebooks & Organization,Information Management & Productivity +Does the Nest Cam offer pre-recorded deterrent messages to discourage potential package thieves or trespassers without the need for direct confrontation?,Nest Devices & Security,Protection & Prevention +"Can I set up custom ""Good Morning"" routines with automated weather updates, traffic reports, and personalized news summaries on my Nest Hub Max for a productive start to the day?",Nest Hub Max & Personalization,Information & Efficiency +How can I use Google Fit on my Pixel phone to track my sleep stages and analyze sleep quality indicators like REM sleep and deep sleep duration for improved sleep hygiene?,Pixel Phones & Health,Sleep Monitoring & Optimization +"Does the Pixel 7 Pro offer a ""Real Tone"" feature that accurately portrays diverse skin tones and complexions in photos for more inclusive and representative imagery?",Pixel Phones & Photography,Creativity & Representation +Can I utilize Google Assistant on my Nest Mini to remotely control my smart garage door opener and receive notifications when it's left open for added security?,Google Assistant & Nest Devices,Smart Home & Safety +Does the Google Wifi system offer parental controls for setting internet time limits and scheduling internet pauses on specific devices to manage screen time and promote healthy usage?,Google Wifi,Connectivity & Family Management +How can I leverage Google Translate on my Chromebook to translate entire websites into my native language while preserving formatting and visual elements for accurate and aesthetically pleasing content consumption?,Chromebooks & Accessibility,Information & Cultural Understanding +"Does the Pixel 6a offer an ultra-wide lens camera mode for capturing expansive landscapes, large group photos, or creative architectural shots?",Pixel Phones & Photography,Artistic Expression & Versatility +Can I use my Pixel Buds to translate phone calls in real-time with voice-to-voice translation between different languages for seamless communication with international callers?,Pixel Buds & Communication,Accessibility & Language Barriers +Does the Nest Thermostat offer integration with smart air purifiers and automatically adjust air filtration based on specific triggers like pollen season or wildfire smoke?,Nest Devices & Wellbeing,Smart Home & Air Quality Management +How can I leverage Google Lens on my Pixel to scan recipes and generate grocery lists with automatic price comparisons and substitution suggestions for budget-friendly meal planning?,Pixel Phones & Cooking,Convenience & Budgeting +Does the Google Pixel Watch offer built-in music storage and playback capabilities so I can listen to music even when my phone is out of range?,Pixel Watch & Entertainment,Independence & Music Access +Can I utilize Google Assistant on my Pixel Buds to manage my to-do list and add or remove tasks with voice commands on the go?,Pixel Buds & Productivity,Task Management & Voice Control +Does the Pixel Buds Pro offer customizable EQ settings to personalize the sound experience and adjust audio profiles based on specific music genres or preferences?,Pixel Buds Pro,Audio & Personalization +How can I leverage Google Lens on my Chromebook to scan handwritten diagrams or scientific formulas and convert them into editable digital formats for presentations or reports?,Chromebooks & Education,Collaboration & Content Creation +Does the Pixel 6a offer the same level of software updates and security patches as the Pixel 7 series for long-term device protection and guaranteed feature enhancements?,Pixel Phones,Updates & Value +Can I utilize Google Assistant on my Nest Mini to broadcast messages throughout my smart home to notify family members about events or reminders using a centralized voice system?,Google Assistant & Nest Devices,Communication & Multi-room Management +Can I use the Chromecast with Google TV to access fitness classes and stream live workout sessions directly on my living room TV for interactive training?,Chromecast with Google TV,Fitness & Entertainment +Does the Pixel Fold offer an app split-screen view that allows me to compare information or work on two tasks simultaneously with side-by-side app placement?,Pixel Fold,Productivity & Multitasking +How can I leverage Google Lens on my Chromebook to scan historical maps and access interactive overlays with 3D reconstructions or historical timelines for immersive exploration?,Chromebooks & Education,History & Visualization +Does the Nest Cam offer facial recognition to distinguish familiar faces from strangers and send personalized alerts for added security and peace of mind?,Nest Devices & Security,Monitoring & Recognition +"Can I set up custom ""Movie Night"" routines with smart lighting dimming, surround sound activation, and movie recommendations on my Nest Hub Max for an elevated cinematic experience?",Nest Hub Max & Entertainment,Personalization & Leisure +How can I use Google Fit on my Pixel phone to track my active minutes throughout the day and receive personalized coaching tips to reach my fitness goals?,Pixel Phones & Health,Activity Tracking & Motivation +"Does the Pixel 7 Pro offer a ""Super Res Zoom"" feature that enhances the quality and detail of zoomed-in photos, even at high magnification?",Pixel Phones & Photography,Creativity & Image Enhancement +Can I utilize Google Assistant on my Nest Mini to remotely control my smart oven and preheat it to specific temperatures or cook different dishes with preset recipes?,Google Assistant & Nest Devices,Smart Home & Cooking Automation +Does the Google Wifi system offer guest Wi-Fi with separate network names and passwords to provide secure internet access for visitors without compromising your main network?,Google Wifi,Connectivity & Guest Management +How can I leverage Google Translate on my Chromebook to translate subtitles in real-time while watching foreign language movies or TV shows for seamless audio-visual comprehension?,Chromebooks & Entertainment,Accessibility & Language Immersion +Does the Pixel 6a offer a Google Tensor chip for lightning-fast performance and advanced on-device machine learning capabilities?,Pixel Phones & Processing Power,Speed & AI Integration +Can I use my Pixel Buds to adjust the volume on my Pixel phone with simple taps or voice commands while my phone is out of reach or in my pocket?,Pixel Buds & Pixel Phones,Convenience & Control +Does the Nest Thermostat offer compatibility with smart blinds and curtains for automated light control based on sunrise and sunset times or personalized schedules?,Nest Devices & Smart Home Automation,Climate & Lighting Management +How can I leverage Google Lens on my Pixel to identify plant diseases and pests simply by scanning affected leaves or stems and access treatment recommendations?,Pixel Phones & Gardening,Information & Problem-Solving +Does the Google Pixel Watch offer built-in fall detection and emergency response features that automatically contact emergency services in case of accidental falls?,Pixel Watch & Safety,Wellbeing & Independent Living +Can I utilize Google Assistant on my Pixel Buds to translate foreign language street signs or restaurant menus in real-time while traveling abroad without needing a separate translator app?,Pixel Buds & Travel,Accessibility & Language Assistance +Does the Pixel Buds Pro offer personalized audio profiles that adapt to your unique hearing preferences and optimize the sound experience for different environments?,Pixel Buds Pro,Audio & Individualization +How can I leverage Google Lens on my Chromebook to scan printed documents and extract specific information into digital spreadsheets or tables for efficient data organization and analysis?,Chromebooks & Productivity,Information Extraction & Management +Does the Pixel 6a offer the same level of water resistance as the Pixel 7 series for worry-free use near water or during rainy weather?,Pixel Phones & Durability,Comparison & Peace of Mind +Can I utilize Google Assistant on my Nest Mini to broadcast announcements throughout my smart home to remind family members about chores or schedule changes using a centralized voice system?,Google Assistant & Nest Devices,Communication & Family Management +Can I use the Chromecast with Google TV to mirror my Pixel phone screen onto my TV and play mobile games on a larger display with gamepad controls?,Chromecast with Google TV,Entertainment & Gaming +"Does the Pixel Fold offer a ""Magic Eraser"" tool for removing unwanted photobombers or distracting objects from selfies taken with the front-facing camera?",Pixel Fold,Photography & Editing +How can I leverage Google Lens on my Chromebook to scan scientific equations and get instant step-by-step solutions displayed as interactive simulations for a deeper understanding?,Chromebooks & Education,STEM Learning & Visualization +Does the Nest Cam offer cloud video storage options so I can easily access and review saved footage remotely for added security and peace of mind?,Nest Devices & Security,Monitoring & Storage +"Can I set up custom ""Relaxation"" routines with calming nature sounds, dim smart lights, and white noise on my Nest Hub Max to unwind and de-stress after a long day?",Nest Hub Max & Wellbeing,Mood & Stress Management +How can I use Google Fit on my Pixel phone to track my overall fitness level and receive personalized workout plans based on my activity data and fitness goals?,Pixel Phones & Health,Personalized Training & Goal Setting +"Does the Pixel 7 Pro offer a ""Live Translate"" feature for real-time translation of foreign language conversations through both audio and text on my phone screen?",Pixel Phones & Communication,Accessibility & Language Proficiency +Can I utilize Google Assistant on my Nest Mini to control my smart coffee maker and schedule automatic brewing in the morning for a perfectly timed caffeine boost?,Google Assistant & Nest Devices,Smart Home & Convenience +Does the Google Wifi system offer parental controls with website blocking and content filtering tools to manage kids' internet usage and promote safe online browsing?,Google Wifi,Connectivity & Digital Wellbeing +How can I leverage Google Translate on my Chromebook to translate entire ebooks and PDFs accurately while preserving formatting and illustrations for an uninterrupted reading experience?,Chromebooks & Reading,Accessibility & Content Access +Does the Pixel 6a offer an ultrawide video recording mode for capturing expansive landscapes or dynamic action shots with a broader field of view?,Pixel Phones & Videography,Creativity & Capture Techniques +Can I use my Pixel Buds to activate Google Assistant on my Pixel phone with a specific keyword or phrase while driving or exercising hands-free?,Pixel Buds & Pixel Phones,Voice Control & Accessibility +Does the Nest Thermostat offer integration with smart air purifiers for automated air quality monitoring and adjustment based on specific pollutants or indoor conditions?,Nest Devices & Wellbeing,Smart Home & Air Quality Management +How can I leverage Google Lens on my Pixel to scan handwritten notes and convert them into searchable digital documents on my Chromebook for easy organization and revision?,Pixel Phones & Productivity,Information Management & Collaboration +Does the Google Pixel Watch offer built-in GPS for accurate activity tracking and distance measurement during outdoor workouts without needing my phone?,Pixel Watch & Fitness,Independence & Navigation +Can I utilize Google Assistant on my Pixel Buds to translate audio recordings like interviews or lectures in real-time for efficient information consumption and note-taking?,Pixel Buds & Productivity,Information Access & Language Processing +"Does the Pixel Buds Pro offer a ""Find My Buds"" feature to locate misplaced earbuds using sound alerts or on-screen maps for worry-free listening experiences?",Pixel Buds Pro,Convenience & Security +How can I leverage Google Lens on my Chromebook to scan artwork or museum exhibits and access augmented reality overlays with detailed information and interactive 3D models for enriching cultural experiences?,Chromebooks & Arts & Culture,Education & Immersion +Does the Pixel 6a offer the same level of software updates and security patches as the Pixel 7 series for long-term device protection and guaranteed security enhancements?,Pixel Phones,Updates & Security +"Can I utilize Google Assistant on my Nest Mini to create routines that combine multiple smart home devices, like playing music on speakers and dimming lights simultaneously for a movie night setup?",Google Assistant & Nest Devices,Smart Home & Automation +Can I use the Stadia cloud gaming platform to connect with friends online and play multiplayer games simultaneously through voice chat on different devices?,Stadia,Gaming & Social Interactions +"Does the Pixel Fold offer a stylus pen input mode for precise editing and creative tasks like drawing, annotation, or detailed note-taking on the foldable display?",Pixel Fold,Productivity & Creativity +How can I leverage Google Lens on my Chromebook to scan printed music sheets and automatically play the corresponding melody or convert them into digital sheet music for practicing musical instruments?,Chromebooks & Entertainment,Music & Education +Does the Nest Cam offer two-way talk with echo cancellation and noise reduction so I can clearly communicate with visitors or deter potential intruders even in noisy environments like barking dogs or construction zones?,Nest Devices & Security,Communication & Protection +"Can I set up custom ""Sleep Analysis"" routines with personalized sleep insights, smart light dimming based on sleep stages, and gentle wake-up alarms on my Nest Hub Max for improved sleep quality and a more natural wake-up experience?",Nest Hub Max & Sleep Enhancement,Personalization & Wellbeing +"How can I use Google Fit on my Pixel phone to track my cycling activities, analyze route data, and access performance metrics like cadence and elevation gain for targeted cycling training?",Pixel Phones & Fitness,Sports Tracking & Optimization +"Does the Pixel 7 Pro offer a ""Magic Eraser"" tool for removing unwanted reflections or distracting glare from photos taken near water or windows for a flawless finish?",Pixel Phones & Photography,Editing & Enhancement +Can I utilize Google Assistant on my Nest Mini to remotely control my smart sprinkler system and adjust watering schedules based on real-time soil moisture or weather conditions to avoid overwatering?,Google Assistant & Nest Devices,Smart Home & Sustainability +Does the Google Wifi system offer guest Wi-Fi with time limits and bandwidth restrictions to provide temporary internet access to visitors while protecting your primary network and sensitive data?,Google Wifi,Connectivity & Guest Management +How can I leverage Google Translate on my Chromebook to translate online tutorials and educational videos simultaneously while watching and taking notes for efficient learning in foreign languages?,Chromebooks & Education,Accessibility & Language Acquisition +"Does the Pixel 6a offer built-in Google Tensor AI chip for enhanced performance, faster app launch times, and improved on-device machine learning capabilities compared to previous Pixel models?",Pixel Phones & Processing Power,Speed & AI Integration +Can I use my Pixel Buds to answer or reject calls on my Pixel phone with voice commands or gestures like tapping or tilting an earbud while exercising or performing hands-free tasks?,Pixel Buds & Pixel Phones,Communication & Convenience +Does the Nest Thermostat offer compatibility with smart water leak detectors and automatic shutoff for connected water valves to prevent potential water damage in case of leaks or burst pipes?,Nest Devices & Home Protection,Safety & Preventative Measures +"How can I leverage Google Lens on my Pixel to scan product barcodes and quickly access detailed information, price comparisons, and online reviews for informed shopping decisions?",Pixel Phones & Shopping,Convenience & Research +Does the Google Pixel Watch offer built-in fall detection and emergency response features that automatically contact emergency services and notify pre-assigned contacts in case of accidental falls?,Pixel Watch & Safety,Wellbeing & Independent Living +Can I utilize Google Assistant on my Pixel Buds to translate foreign language menus or restaurant signs during travel adventures without needing a separate translation app or guide?,Pixel Buds & Travel,Accessibility & Language Navigation +Does the Pixel Buds Pro offer adjustable active noise cancellation with multiple intensity levels to personalize the noise reduction experience based on different environments like noisy cafes or airplane cabins?,Pixel Buds Pro,Audio & Personalization +"How can I leverage Google Lens on my Chromebook to scan handwritten letters or postcards and convert them into searchable digital documents with automatic recognition of dates, names, and locations for historical research or personal archiving?",Chromebooks & Organization,Information Management & History +"Does the Pixel 6a offer the same level of dust and water resistance as the Pixel 7 series for worry-free use during unexpected spills, rainy hikes, or beach days?",Pixel Phones & Durability,Comparison & Peace of Mind +"Can I utilize Google Assistant on my Nest Mini to control multiple smart home devices simultaneously, like adjusting thermostat settings, dimming lights, and locking doors with single voice commands for added convenience and security?",Google Assistant & Nest Devices,Smart Home & Automation +Can I use the Chromecast with Google TV to cast my Pixel phone screen and access mobile productivity apps directly on my TV for a larger workspace experience?,Chromecast with Google TV,Productivity & Multitasking +"Does the Pixel Fold offer a ""Live Transcribe"" feature that converts spoken conversations into real-time on-screen text for accessibility during meetings or conversations in noisy environments?",Pixel Fold,Communication & Accessibility +"How can I leverage Google Lens on my Chromebook to scan historical documents and access interactive timelines, annotations, or digital exhibits to delve deeper into historical stories and figures?",Chromebooks & Education,History & Exploration +Does the Nest Cam offer motion detection with customizable activity zones so I can focus on specific areas like doorways or windows and receive alerts only for relevant activity?,Nest Devices & Security,Monitoring & Personalization +"Can I set up custom ""Reading Time"" routines with adjustable lighting, soothing background sounds, and personalized book recommendations on my Nest Hub Max for an immersive reading experience before bed?",Nest Hub Max & Relaxation,Comfort & Personalization +How can I use Google Fit on my Pixel phone to track my heart rate variability and analyze stress levels throughout the day for improved mental well-being and stress management strategies?,Pixel Phones & Health,Stress Monitoring & Mindfulness +"Does the Pixel 7 Pro offer a ""Night Sight"" mode for capturing stunningly clear and detailed photos even in low-light conditions without the need for flash?",Pixel Phones & Photography,Low-Light & Image Quality +Can I utilize Google Assistant on my Nest Mini to control my smart ceiling fan and adjust the speed or direction for enhanced temperature control and personalized comfort levels?,Google Assistant & Nest Devices,Smart Home & Climate Control +Does the Google Wifi system offer mesh networking capabilities to extend Wi-Fi coverage throughout large homes or multiple floors for seamless signal strength and reduced dead zones?,Google Wifi,Connectivity & Home Coverage +How can I leverage Google Translate on my Chromebook to translate online news articles and websites simultaneously while preserving formatting and images for a comprehensive understanding of international news?,Chromebooks & Information Access,Accessibility & Global Awareness +Does the Pixel 6a offer a built-in fingerprint sensor for secure and convenient device unlocking as well as secure mobile payments through Google Pay?,Pixel Phones & Security & Convenience,Authentication & Transactions +Can I use my Pixel Buds to access Google Assistant with simple voice commands while listening to music or podcasts on the go for hands-free control and information retrieval?,Pixel Buds & Convenience & Voice Control,Multitasking & Access +Does the Nest Thermostat offer integration with smart air purifiers for automatic air quality monitoring and adjustment based on specific allergens or pollution levels?,Nest Devices & Wellbeing,Air Quality Management & Personalization +How can I leverage Google Lens on my Pixel to scan recipes and generate grocery lists with automatic substitution suggestions for missing ingredients based on dietary preferences or budget constraints?,Pixel Phones & Cooking & Efficiency,Meal Planning & Personalization +Does the Google Pixel Watch offer built-in compass and GPS navigation capabilities for independent exploration and route guidance without needing my phone nearby?,Pixel Watch & Outdoor Activities & Freedom,Exploration & Wayfinding +Can I utilize Google Assistant on my Pixel Buds to schedule reminders or to-do list updates with voice commands while multitasking or on the move for efficient time management?,Pixel Buds & Productivity & Voice Control,Organization & Assistant +"Does the Pixel Buds Pro offer a ""Transparency Mode"" with adjustable levels to hear ambient sounds and stay aware of your surroundings while enjoying music or podcasts in public spaces?",Pixel Buds Pro & Awareness & Audio Experience,Safety & Personalization +How can I leverage Google Lens on my Chromebook to scan handwritten notes or diagrams and convert them into editable Microsoft Office documents or Google Docs for seamless integration with existing workflows?,Chromebooks & Productivity & Collaboration,Content Conversion & Organization +"Does the Pixel 6a offer the same level of software updates and security patches as the Pixel 7 series, ensuring long-term device protection and access to the latest features and updates?",Pixel Phones & Updates & Security,Value & Futureproofness +"Can I utilize Google Assistant on my Nest Mini to broadcast messages or announcements throughout my smart home to remind family members about chores, events, or schedule changes?",Google Assistant & Nest Devices,Communication & Family Management +Can I use the Stadia controller to navigate my Chromebook desktop interface and launch different apps with intuitive button mapping for a console-like browsing experience?,Stadia & Chromebooks,Accessibility & Multitasking +"Does the Pixel Fold offer a ""Live Translate"" feature for bilingual conversations by translating spoken words on-screen in real-time for smoother communication across languages?",Pixel Fold & Communication,Accessibility & Cultural Exchange +"How can I leverage Google Earth VR on my Pixel phone to explore the world in virtual reality, visit landmarks, and even take virtual tours of museums or historical sites?",Pixel Phones & Entertainment,Immersive Experiences & Education +"Does the Nest Cam offer facial recognition with personalized activity alerts based on who is entering or leaving a specific area, providing targeted security and peace of mind?",Nest Devices & Security,Personalization & Recognition +"Can I set up custom ""Movie Marathon"" routines with automated popcorn maker control, dimmed smart lights, and movie queue recommendations on my Nest Hub Max for optimal cinematic enjoyment?",Nest Hub Max & Entertainment,Personalization & Leisure +How can I use Google Fit on my Pixel phone to track my sleep cycles and analyze sleep quality indicators like REM sleep and sleep apnea risk for improved sleep hygiene and personalized sleep coaching?,Pixel Phones & Health,Sleep Monitoring & Optimization +"Does the Pixel 7 Pro offer a ""Cinematic Pan"" feature for capturing smooth and stable video recordings, even while moving the camera, for professional-looking videography?",Pixel Phones & Videography,Creativity & Video Enhancement +Can I utilize Google Assistant on my Nest Mini to control my smart irrigation system and adjust watering schedules based on local weather conditions or sensor data for efficient water management?,Google Assistant & Nest Devices,Smart Home & Sustainability +"Does the Google Wifi system offer parental controls with content filtering and internet time limits for specific devices, promoting safe online browsing and responsible internet usage for children?",Google Wifi,Connectivity & Digital Wellbeing +How can I leverage Google Translate on my Chromebook to translate entire ebooks and PDFs accurately while preserving formatting and illustrations for an uninterrupted reading experience in any language?,Chromebooks & Reading,Accessibility & Content Access +"Does the Pixel 6a offer a vibrant OLED display with high refresh rate capabilities for smooth scrolling, responsive gaming, and vivid picture quality in any viewing environment?",Pixel Phones & Visual Experience,Performance & Immersion +Can I use my Pixel Buds to answer phone calls with voice commands or tap controls while working out or performing hands-free tasks without needing to pull out my phone?,Pixel Buds & Pixel Phones,Convenience & Communication +"Does the Nest Thermostat offer integration with smart blinds or shades for automated light control based on sunrise and sunset times, optimizing comfort and energy efficiency?",Nest Devices & Smart Home Automation,Climate & Convenience +How can I leverage Google Lens on my Pixel to scan printed recipes and automatically generate step-by-step cooking instructions or instructional videos for hassle-free meal preparation?,Pixel Phones & Cooking,Convenience & Learning +Does the Google Pixel Watch offer built-in emergency SOS features that automatically contact emergency services and notify pre-determined contacts in case of accidents or falls?,Pixel Watch & Safety,Wellbeing & Independence +Can I utilize Google Assistant on my Pixel Buds to translate foreign language street signs or restaurant menus in real-time while traveling abroad without needing a separate translation app?,Pixel Buds & Travel,Accessibility & Language Navigation +Does the Pixel Buds Pro offer an adaptive sound feature that automatically adjusts audio settings based on your chosen activity or surrounding environment for optimal listening experiences?,Pixel Buds Pro & Audio,Personalization & Immersion +How can I leverage Google Lens on my Chromebook to scan handwritten notes or diagrams and convert them into mind maps or flowcharts for visual brainstorming and idea organization?,Chromebooks & Productivity,Visualization & Collaboration +Does the Pixel 6a offer the same level of water resistance and dustproof capabilities as the Pixel 7 series for worry-free use in any weather conditions or outdoor activities?,Pixel Phones & Durability,Comparison & Peace of Mind +"Can I utilize Google Assistant on my Nest Mini to create multi-step routines that combine multiple smart home devices, like unlocking the door, turning on lights, and setting the thermostat upon my arrival home?",Google Assistant & Nest Devices,Smart Home & Convenience +Can I use the Chromecast with Google TV to connect my Pixel phone wirelessly and play mobile games on my TV with gamepad emulation for a console-like gaming experience?,Chromecast with Google TV,Entertainment & Gaming +"Does the Pixel Fold offer a ""Magic Eraser"" tool for removing unwanted people or distracting objects from group photos, even those in the background, for flawless memories?",Pixel Fold,Photography & Editing +How can I leverage Google Lens on my Chromebook to scan science textbooks and access interactive 3D models or augmented reality overlays for visualizing complex concepts and enhancing learning?,Chromebooks & Education,STEM Exploration & Visualization +Does the Nest Cam offer two-way talk with noise cancellation and wind suppression so I can communicate clearly with visitors or deter potential intruders even in noisy environments like construction zones or on windy days?,Nest Devices & Security,Communication & Protection +"Can I set up custom ""Focus Mode"" routines with dimmable smart lights, background noise cancellation through my Nest Mini, and temporary app silencing on my Pixel phone for productive work sessions?",Nest Devices & Pixel Phones,Productivity & Wellbeing +"How can I use Google Fit on my Pixel phone to track my overall fitness level and receive personalized workout recommendations based on my activity data, fitness goals, and even recovery needs?",Pixel Phones & Health,Personalized Training & Recovery +"Does the Pixel 7 Pro offer a ""Real Tone Flash"" feature that accurately balances skin tones and complexions in flash photography for inclusive and representative portraits in any lighting conditions?",Pixel Phones & Photography,Creativity & Representation +Can I utilize Google Assistant on my Nest Mini to control my smart door lock and unlock the door with a specific voice command or unlock it automatically upon my arrival home based on Google Maps location data?,Google Assistant & Nest Devices,Smart Home & Convenience +"Does the Google Wifi system offer guest Wi-Fi with separate network names and passwords, along with time limits and bandwidth restrictions, for temporary internet access for visitors while protecting your main network and sensitive data?",Google Wifi,Connectivity & Guest Management +How can I leverage Google Translate on my Chromebook to translate online courses and educational websites simultaneously while watching and taking notes for efficient foreign language learning?,Chromebooks & Education,Accessibility & Language Acquisition +"Does the Pixel 6a offer a built-in Titan M2 security chip for hardware-level encryption and protection against malware and phishing attacks, ensuring additional peace of mind for mobile security?",Pixel Phones & Security,Protection & Privacy +Can I use my Pixel Buds to adjust the volume on my Pixel phone and other connected devices with simple taps or voice commands while my phone is out of reach or in my pocket?,Pixel Buds & Connectivity,Convenience & Control +"Does the Nest Thermostat offer integration with smart air purifiers for automatic air quality monitoring and adjustment based on specific triggers like pollen season or wildfire smoke, promoting healthy indoor air?",Nest Devices & Wellbeing,Air Quality Management & Health +How can I leverage Google Lens on my Pixel to scan handwritten grocery lists and automatically add items to my online shopping cart for convenient food and household item restocking?,Pixel Phones & Shopping,Efficiency & Organization +"Does the Google Pixel Watch offer built-in fitness tracking capabilities with automatic activity detection and exercise goal tracking, eliminating the need for carrying your phone during workouts?",Pixel Watch & Fitness,Independence & Activity Monitoring +Can I utilize Google Assistant on my Pixel Buds to translate audio recordings like podcasts or interviews in real-time for efficient information consumption and note-taking on the go?,Pixel Buds & Productivity,Information Access & Language Processing +Does the Pixel Buds Pro offer a customizable EQ with various presets and manual adjustments to personalize the sound experience and optimize audio for specific genres or activities?,Pixel Buds Pro & Audio,Personalization & Immersion +"How can I leverage Google Lens on my Chromebook to scan handwritten letters or historical documents and extract key dates, names, and locations for automatic organization and genealogical research?",Chromebooks & Organization,Information Management & Family History +"Does the Pixel 6a offer the same level of software updates and security patches as the Pixel 7 series, guaranteeing long-term device support and access to the latest features and security enhancements?",Pixel Phones & Updates & Security,Value & Futureproofness +"Can I utilize Google Assistant on my Nest Mini to create custom scenes that combine multiple smart home devices and settings, like playing music, dimming lights, and adjusting the thermostat to create a specific atmosphere?",Google Assistant & Nest Devices,Smart Home & Customization +Can I use the Stadia controller to navigate my Pixel phone apps and games with familiar button layouts for a comfortable mobile gaming experience on the go?,Stadia & Pixel Phones,Accessibility & Gaming +"Does the Pixel Fold offer a ""Director's Cut"" editing tool that automatically creates cinematic video trailers with dramatic music and transitions from recorded footage for instant movie-making magic?",Pixel Fold,Creativity & Videography +"How can I leverage Google Earth on my Chromebook to virtually travel the world in 3D, explore natural wonders like the Grand Canyon or Mount Everest, and even track real-time weather and environmental changes?",Chromebooks & Exploration,Visualization & Environmental Education +Does the Nest Doorbell offer motion detection with customizable activity zones and pre-recorded messages so I can personalize greetings for expected visitors or deter potential package thieves?,Nest Devices & Security,Personalization & Protection +"Can I set up custom ""Movie Night Out"" routines with synchronized smart light dimming across different rooms, surround sound speaker activation, and movie queue recommendations on multiple Nest Hub Max devices for a coordinated cinematic experience?",Nest Hub Max & Entertainment,Multi-room Experience & Leisure +"How can I use Google Fit on my Pixel phone to track my cycling cadence and power output for targeted performance analysis and training optimization, like perfecting your pedaling technique?",Pixel Phones & Sports Tracking,Advanced Cycling Measurement & Coaching +"Does the Pixel 7 Pro offer a ""Super Res Zoom"" feature for capturing incredibly detailed wildlife or astrophotography images, even when zoomed in from far distances?",Pixel Phones & Photography,Creativity & Detail Enhancement +"Can I utilize Google Assistant on my Nest Mini to control my smart oven and preheat it to specific temperatures for different baking or roasting recipes, accessed directly through voice commands?",Google Assistant & Nest Devices,Smart Home & Recipe Integration +"Does the Google Wifi system offer parental controls with website blocking and app restrictions based on child profiles and device usage, promoting responsible internet habits and online safety for minors?",Google Wifi,Connectivity & Digital Wellbeing +"How can I leverage Google Translate on my Chromebook to read foreign language ebooks and PDFs aloud with natural-sounding voices, enhancing language learning and immersion through audio and text?",Chromebooks & Reading,Accessibility & Immersion +Does the Pixel 6a offer an ultra-wide selfie camera mode for capturing group selfies or expansive landscapes without anyone getting left out of the shot?,Pixel Phones & Photography,Capture Options & Creativity +"Can I use my Pixel Buds to translate foreign language conversations hands-free during business meetings or casual interactions, allowing seamless communication even without a separate translator?",Pixel Buds & Communication,Accessibility & Cultural Exchange +"Does the Nest Thermostat offer integration with smart ceiling fans for targeted temperature control in specific rooms, enhancing comfort and minimizing energy waste in unused areas?",Nest Devices & Climate Control,Efficiency & Personalization +How can I leverage Google Lens on my Pixel to scan recipes and automatically generate shopping lists with estimated costs and grocery store location suggestions for convenient meal planning?,Pixel Phones & Cooking,Efficiency & Planning +"Does the Google Pixel Watch offer built-in fall detection and emergency response features in addition to GPS, automatically contacting emergency services and pre-defined contacts in case of falls or accidents?",Pixel Watch & Safety,Wellbeing & Independent Living +"Can I utilize Google Assistant on my Pixel Buds to schedule appointments or calendar reminders with voice commands while multitasking or on the go, ensuring I stay on top of my schedule?",Pixel Buds & Productivity,Time Management & Voice Control +"Does the Pixel Buds Pro offer an ""Adaptive Sound"" feature that automatically adjusts audio based on your chosen activity or noise level in your surroundings, optimizing the listening experience for workouts, travel, or focus sessions?",Pixel Buds Pro & Audio,Adaptability & Personalization +How can I leverage Google Lens on my Chromebook to scan handwritten notes or diagrams during brainstorming sessions and instantly convert them into editable mind maps or flowcharts for collaborative idea development?,Chromebooks & Productivity,Collaboration & Visualization +Does the Pixel 6a offer the same level of software updates and security patches as the Pixel 7 series for reliable long-term performance and protection against evolving cyber threats?,Pixel Phones & Updates & Security,Reliability & Peace of Mind +"Can I utilize Google Assistant on my Nest Mini to create custom ""Welcome Home"" routines that trigger multiple smart home devices like unlocking doors, adjusting lights, and playing personalized music upon my arrival home, setting the tone for a relaxed and convenient return?",Google Assistant & Nest Devices,Smart Home & Personalization +Can I use the Chromecast with Google TV to cast my Pixel phone screen and access mobile productivity apps directly on my TV for a larger workspace experience with keyboard and mouse support?,Chromecast with Google TV,Productivity & Multitasking +"Does the Pixel Fold offer a ""Live Caption"" feature that automatically transcribes spoken conversations into real-time captions on the phone screen, aiding accessibility in noisy environments or meetings?",Pixel Fold,Communication & Accessibility +"How can I leverage Google Earth VR on my Pixel phone in conjunction with Pixel Buds spatial audio to experience immersive virtual tours of historical landmarks or natural wonders, complete with realistic soundscapes?",Pixel Phones & Entertainment,Immersive Experiences & Sensory Learning +"Does the Nest Cam offer pet detection with customizable alerts so I can monitor my furry friend's activities or receive notifications if they escape from the backyard, ensuring their safety and peace of mind?",Nest Devices & Security,Pet Monitoring & Alerting +"Can I set up custom ""Wake Up Gently"" routines with sunrise simulation through smart lights, nature sounds played on my Nest Mini, and gradual thermostat adjustment for a natural and peaceful start to the day?",Nest Devices & Wellbeing,Relaxation & Personalization +"How can I use Google Fit on my Pixel phone to track my swimming workouts and analyze metrics like lap times, distance, and stroke type for enhanced swimming training and performance improvement?",Pixel Phones & Sports Tracking,Advanced Fitness Analysis & Coaching +"Does the Pixel 7 Pro offer a ""Magic Eraser"" tool for removing unwanted reflections from water bodies or glass surfaces in photos, resulting in pristine and polished images?",Pixel Phones & Photography,Editing & Enhancement +"Can I utilize Google Assistant on my Nest Mini to control my smart sprinkler system and customize watering schedules based on soil moisture sensor data, preventing overwatering and conserving water?",Google Assistant & Nest Devices,Smart Home & Sustainability +"Does the Google Wifi system offer mesh networking with self-healing capabilities, automatically rerouting data traffic around any network disruptions for seamless and uninterrupted connectivity throughout the home?",Google Wifi,Connectivity & Reliability +How can I leverage Google Translate on my Chromebook to simultaneously translate online research articles and academic papers while highlighting key sections and taking notes in the target language?,Chromebooks & Learning,Research & Language Acquisition +"Does the Pixel 6a offer fast wireless charging capabilities like the Pixel 7 series, allowing for quick and convenient battery power boosts on the go without the need for bulky cables?",Pixel Phones & Convenience & Charging,Efficiency & Portability +Can I use my Pixel Buds to answer phone calls or control music playback with simple gestures like pinching or tapping while exercising or performing hands-free tasks?,Pixel Buds & Pixel Phones,Convenience & Control +"Does the Nest Thermostat offer integration with smart air purifiers for air quality monitoring and automatic purification cycles based on specific allergens or indoor pollutants, promoting clean and healthy indoor air?",Nest Devices & Wellbeing,Air Quality Management & Personalization +How can I leverage Google Lens on my Pixel to scan printed recipes and create visually appealing shopping lists with ingredient substitutions and dietary alternatives based on personal preferences?,Pixel Phones & Cooking,Personalization & Efficiency +"Does the Google Pixel Watch offer built-in heart rate monitoring and sleep tracking capabilities, providing an insightful picture of overall health and sleep patterns right on your wrist?",Pixel Watch & Health Monitoring,Wellness & Personalized Insights +"Can I utilize Google Assistant on my Pixel Buds to translate foreign language street signs or restaurant menus in real-time while exploring new cities or traveling abroad, eliminating the need for separate translation apps?",Pixel Buds & Travel,Accessibility & Navigation +"Does the Pixel Buds Pro offer a ""Custom EQ"" feature that allows me to fine-tune the audio balance and personalize the sound experience to my preference for different music genres or podcasts?",Pixel Buds Pro & Audio,Personalization & Immersion +How can I leverage Google Lens on my Chromebook to scan handwritten math equations and instantly receive step-by-step solutions or visualize concepts through interactive graphs and diagrams for enhanced problem-solving?,Chromebooks & Education,STEM Learning & Visualization +"Does the Pixel 6a offer the same level of water resistance and dustproof capabilities as the Pixel 7 series, ensuring worry-free use in rainy weather, dusty environments, or even accidental spills?",Pixel Phones & Durability,Comparison & Peace of Mind +"Can I utilize Google Assistant on my Nest Mini to create custom multi-step routines that combine smart home devices and personalized commands, like turning on lights, playing music, and unlocking the door when I say ""Good morning""?",Google Assistant & Nest Devices,Automation & Personalization +Can I use the Chromecast with Google TV to cast my Chromebook screen and mirror my desktop workspace onto my TV for presentations or collaborative brainstorming sessions with a larger audience?,Chromecast with Google TV,Productivity & Collaboration +"Does the Pixel Fold offer a ""Live Translate"" feature for simultaneous two-way conversations with real-time translation on-screen, facilitating seamless communication across languages without language barriers?",Pixel Fold,Communication & Accessibility +"How can I leverage Google Earth on my Chromebook with its Street View integration to virtually explore different corners of the world, visit iconic landmarks, and even take virtual strolls down international streets for immersive cultural experiences?",Chromebooks & Exploration,Cultural Discovery & Immersive Learning +"Does the Nest Cam offer intelligent object detection with customizable alerts based on specific categories like people, pets, or vehicles, allowing for targeted monitoring and security enhancements?",Nest Devices & Security,Personalization & Protection +"Can I set up custom ""Movie Marathon Mode"" routines with automated popcorn maker control, dimmed smart lights, and movie queue recommendations on multiple Nest Hub Max devices in different rooms for a synchronized cinematic experience throughout the house?",Nest Hub Max & Entertainment,Multi-Room Experience & Leisure +"How can I use Google Fit on my Pixel phone to track my steps and set daily activity goals, integrating with Google Maps to visualize my activity routes and analyze distance covered on different terrain types?",Pixel Phones & Fitness Tracking,Goal Setting & Activity Visualization +"Does the Pixel 7 Pro offer a ""Night Sight Portrait Mode"" for capturing stunningly clear and detailed portraits even in low-light conditions, emphasizing facial features and preserving natural skin tones?",Pixel Phones & Photography,Low-Light Portraiture & Detail Enhancement +"Can I utilize Google Assistant on my Nest Mini to control my smart coffee machine and schedule automatic brewing in the morning based on my sleep schedule and preferred coffee strength, ensuring a perfectly timed caffeine boost?",Google Assistant & Nest Devices,Smart Home & Personalized Routines +"Does the Google Wifi system offer guest Wi-Fi with temporary access controls and separate SSIDs, allowing visitors to connect to the internet while restricting access to your main network and sensitive data?",Google Wifi,Connectivity & Guest Management +"How can I leverage Google Translate on my Chromebook to translate entire websites and webpages instantly while preserving page formatting and images, ensuring seamless access to international content without compromising visual elements?",Chromebooks & Web Content Access,Global Communication & Accessibility +"Does the Pixel 6a offer an ultra-wide video recording mode for capturing expansive landscapes or dynamic action shots with a broader field of view, perfect for travel vlogging or adventurous activities?",Pixel Phones & Videography,Creativity & Capture Options +"Can I use my Pixel Buds to answer video calls on my Pixel phone hands-free with voice commands or tap gestures while on the go or multitasking, keeping the conversation flowing without needing to hold my phone?",Pixel Buds & Pixel Phones,Communication & Convenience +"Does the Nest Thermostat offer integration with smart window blinds or shades for automated light control based on time of day and weather conditions, optimizing energy efficiency and natural light in your home?",Nest Devices & Climate Control,Sustainability & Personalization +"How can I leverage Google Lens on my Pixel to scan restaurant menus and instantly access online reviews, ratings, and even recommendations for similar dishes based on the scanned menu items?",Pixel Phones & Dining,Convenience & Information Access +"Does the Google Pixel Watch offer built-in GPS and activity tracking capabilities for independent workouts without carrying your phone, including advanced metrics like pace, distance, and elevation gain for runners and cyclists?",Pixel Watch & Fitness Tracking,Independence & Advanced Sports Metrics +"Can I utilize Google Assistant on my Pixel Buds to send quick text messages or reply to emails with voice dictation while driving or performing hands-free tasks, ensuring efficient communication on the go?",Pixel Buds & Communication,Productivity & Voice Control +"Does the Pixel Buds Pro offer an ""Adaptive Transparency"" feature that automatically adjusts ambient sound levels based on your surroundings, allowing you to stay aware of your environment while enjoying music or podcasts without constantly removing your earbuds?",Pixel Buds Pro & Audio,Adaptability & Awareness +How can I leverage Google Lens on my Chromebook to scan educational diagrams or scientific charts and access interactive 3D models or augmented reality overlays for deeper understanding of complex concepts and processes?,Chromebooks & Education,STEM Learning & Visualization +"Does the Pixel 6a offer the same level of software updates and guaranteed security patches as the Pixel 7 series, ensuring long-term device support and protection against evolving cyber threats?",Pixel Phones & Updates & Security,Value & Peace of Mind +Can I use the Chromecast with Google TV to cast my Pixel phone's mobile games onto my TV and play with a wireless gamepad controller for a console-like gaming experience on the big screen?,Chromecast with Google TV & Pixel Phones,Gaming & Immersion +"Does the Pixel Fold offer a ""Magic Eraser"" tool for removing unwanted shadows or distracting reflections from photos taken indoors or against challenging lighting conditions?",Pixel Fold,Photography & Editing +"How can I leverage Google Earth VR on my Pixel phone in conjunction with Pixel Buds spatial audio to virtually explore the International Space Station, experiencing life in zero gravity and witnessing breathtaking views of Earth from orbit?",Pixel Phones & Entertainment,Immersive Experiences & Space Exploration +"Does the Nest Cam offer facial recognition with personalized activity alerts based on who enters or leaves a specific area, providing targeted security and peace of mind for individuals and families?",Nest Devices & Security,Personalization & Recognition +"Can I set up custom ""Reading Time Oasis"" routines with adjustable lighting, calming nature sounds played on my Nest Mini, and curated e-book recommendations on my Nest Hub Max for an immersive and personalized reading experience before bed?",Nest Devices & Reading,Relaxation & Personalization +"How can I use Google Fit on my Pixel phone to track my cycling performance and analyze metrics like calorie burn, power output, and cadence across different terrain types, helping me optimize my training routes and improve performance?",Pixel Phones & Sports Tracking,Advanced Cycling Analysis & Coaching +"Does the Pixel 7 Pro offer a ""Cinematic Pan"" feature with automatic stabilization and smooth transitions, allowing for professional-looking video recording even while moving the camera or filming action sequences?",Pixel Phones & Videography,Creativity & Video Stabilization +"Can I utilize Google Assistant on my Nest Mini to control my smart garden irrigation system and adjust watering schedules based on real-time soil moisture sensors and weather data, promoting sustainable water usage for lush greenery?",Google Assistant & Nest Devices,Smart Home & Sustainability +"Does the Google Wifi system offer parental controls with website filtering and internet time limits for specific devices, promoting responsible online habits and digital wellbeing for children within the household?",Google Wifi,Connectivity & Digital Wellbeing +"How can I leverage Google Translate on my Chromebook to translate online courses and educational videos with captioning and voiceover options, facilitating language learning through synchronized audio and text presentation?",Chromebooks & Education,Accessibility & Language Acquisition +"Does the Pixel 6a offer an in-display fingerprint sensor for secure and convenient device unlocking, along with the option for facial recognition as an alternative unlock method?",Pixel Phones & Security & Convenience,Authentication & Accessibility +"Can I use my Pixel Buds to adjust the volume across connected devices like my Chromecast or Nest Mini with simple voice commands or tap gestures, allowing for centralized control without reaching for individual remotes?",Pixel Buds & Connectivity,Convenience & Control +"Does the Nest Thermostat offer integration with smart air purifiers for automatic air quality monitoring and purification based on specific triggers like pollen season or wildfire smoke, ensuring clean and healthy air indoors?",Nest Devices & Wellbeing,Air Quality Management & Health +How can I leverage Google Lens on my Pixel to scan handwritten recipe notes or grocery lists and automatically create digital shopping lists with prioritized items and store location suggestions based on current inventory and deals?,Pixel Phones & Cooking,Efficiency & Planning +"Does the Google Pixel Watch offer built-in music storage and playback capabilities, allowing me to leave my phone behind during workouts or outdoor activities and still enjoy my favorite tunes without an internet connection?",Pixel Watch & Fitness,Standalone Music & Independence +"Can I utilize Google Assistant on my Pixel Buds to transcribe spoken conversations in real-time and access the text transcript on my Pixel phone screen, aiding note-taking or capturing key points during interviews or meetings?",Pixel Buds & Pixel Phones,Accessibility & Productivity +"Does the Pixel Buds Pro offer a ""Custom EQ"" feature with preset options and manual adjustments for various music genres and listening preferences, allowing me to personalize the audio experience to my taste?",Pixel Buds Pro & Audio,Personalization & Immersion +How can I leverage Google Lens on my Chromebook to scan handwritten notes or diagrams during brainstorming sessions and instantly convert them into editable mind maps or flowcharts for collaborative idea development and visual organization?,Chromebooks & Productivity,Collaboration & Visualization +"Can I use the Chromecast with Google TV to cast my Chromebook desktop and collaborate on documents or presentations with colleagues in real-time, remotely mirroring my workspace onto larger screens?",Chromecast with Google TV & Chromebooks,Productivity & Collaboration +"Does the Pixel Fold offer a ""Live Translate"" feature for simultaneous two-way video calls with real-time translation overlays on the screen, bridging language barriers in face-to-face communication?",Pixel Fold,Communication & Accessibility +"How can I leverage Google Earth VR on my Pixel phone with Pixel Buds spatial audio to virtually explore historical landmarks like the Great Wall of China or the Colosseum, experiencing their past grandeur in immersive 3D and surround sound?",Pixel Phones & Entertainment,Immersive Learning & Historical Exploration +"Does the Nest Cam offer pet detection with activity zones and customizable alerts based on specific animal types, allowing me to monitor my furry friends' playtime or receive notifications if they escape the backyard?",Nest Devices & Security,Pet Monitoring & Personalized Alerts +"Can I set up custom ""Good Morning Sunshine"" routines with gradual smart light brightening, nature sounds played on my Nest Mini, and personalized weather updates on my Nest Hub Max, for a gentle and informative start to the day?",Nest Devices & Wellbeing,Gentle Waking & Personalization +"How can I use Google Fit on my Pixel phone to track my sleep patterns and analyze sleep stages like REM and deep sleep, providing insights into sleep quality and recommendations for improvement?",Pixel Phones & Health,Advanced Sleep Monitoring & Coaching +"Does the Pixel 7 Pro offer a ""Super Res Zoom"" feature for capturing exceptionally detailed wildlife photography or astrophotography images even when zoomed in significantly from far distances?",Pixel Phones & Photography,Advanced Zoom & Detailed Capture +Can I utilize Google Assistant on my Nest Mini to control my smart oven and preheat it to specific temperatures for different baking and roasting recipes accessed directly through voice commands?,Google Assistant & Nest Devices,Smart Home & Recipe Integration +"Does the Google Wifi system offer guest Wi-Fi with separate network names and passwords and temporary access controls, allowing visitors to connect to the internet while restricting access to the main network and sensitive data?",Google Wifi,Connectivity & Guest Management +How can I leverage Google Translate on my Chromebook to simultaneously translate research papers in foreign languages and highlight key passages while taking notes directly in the translated text?,Chromebooks & Learning,Research Efficiency & Bilingual Analysis +"Does the Pixel 6a offer a vibrant OLED display with high refresh rate capabilities for smooth scrolling, responsive gaming, and vivid picture quality in any viewing environment?",Pixel Phones & Visual Experience,Performance & Immersion +Can I use my Pixel Buds to answer phone calls or control music playback with intuitive earbud tap gestures while working out or performing hands-free tasks?,Pixel Buds & Convenience & Control,Multitasking & Accessibility +"Does the Nest Thermostat offer integration with smart ceiling fans for targeted cooling in specific rooms, optimizing comfort and minimizing energy waste in unused areas?",Nest Devices & Climate Control,Personalized Comfort & Sustainability +How can I leverage Google Lens on my Pixel to scan cooking ingredients and automatically find substitute options or allergy-friendly alternatives based on dietary preferences?,Pixel Phones & Cooking,Ingredient Alternatives & Dietary Support +"Does the Google Pixel Watch offer built-in GPS and activity tracking capabilities for independent workouts without my phone, including advanced metrics like elevation gain for hikes or pace variations for runs?",Pixel Watch & Fitness Tracking,Independent Workout Tracking & Advanced Metrics +"Can I utilize Google Assistant on my Pixel Buds to translate foreign language street signs or restaurant menus in real-time while exploring new cities or traveling abroad, eliminating the need for separate translation apps?",Pixel Buds & Travel,Navigation & Accessibility +"Does the Pixel Buds Pro offer an ""Adaptive Sound"" feature that automatically adjusts audio based on background noise levels or detected activity, optimizing the listening experience for workouts, commuting, or focused sessions?",Pixel Buds Pro & Audio,Adaptability & Immersion +"How can I leverage Google Lens on my Chromebook to scan scientific diagrams or mathematical equations and access interactive simulations or step-by-step solutions, enhancing problem-solving skills and visual understanding?",Chromebooks & Education,STEM Learning & Visualization +"Can I use the Stadia controller with my Chromebook to enjoy AAA games with console-like controls and cloud-based rendering, transforming the Chromebook into a powerful gaming platform?",Stadia & Chromebooks,Gaming & Performance +"Does the Pixel Fold offer a ""Magic Eraser"" tool for removing unwanted photobombers or distracting background elements from group selfies and vacation photos, ensuring picture-perfect memories?",Pixel Fold,Photography & Editing +"How can I leverage Google Earth Timelapse on my Pixel phone to virtually travel through time and witness historical transformations of landscapes, cities, and natural wonders, like watching glaciers recede or forests grow?",Pixel Phones & Exploration,Visual Learning & Historical Perspective +"Does the Nest Cam offer package detection with customizable alerts based on delivery notifications, allowing me to monitor expected deliveries and receive real-time notifications when they arrive?",Nest Devices & Security,Convenience & Personalized Alerts +"Can I set up custom ""Movie Night Magic"" routines with synchronized smart light dimming across different rooms, synchronized surround sound playback across Nest Audio speakers, and movie queue recommendations on multiple Nest Hub Max devices, creating a cinematic experience throughout the house?",Nest Devices & Entertainment,Multi-room Experience & Immersion +"How can I use Google Fit on my Pixel phone to track my heart rate variability (HRV) and analyze overall stress levels based on HRV data, providing insights into stress management and promoting well-being?",Pixel Phones & Health,Advanced Biometric Analysis & Stress Management +"Does the Pixel 7 Pro offer a ""Real Tone Audio"" feature that automatically adjusts audio playback based on your surroundings and individual hearing preferences, delivering personalized and immersive sound experiences?",Pixel Phones & Audio,Personalization & Immersive Listening +"Can I utilize Google Assistant on my Nest Mini to control my smart irrigation system and adjust watering schedules based on real-time humidity and soil moisture sensors, preventing overwatering and conserving water?",Google Assistant & Nest Devices,Smart Home & Sustainability +"Does the Google Wifi system offer parental controls with device time limits and website blocking based on content categories, promoting healthy internet usage and digital well-being for children?",Google Wifi,Connectivity & Digital Wellbeing +"How can I leverage Google Translate on my Chromebook to translate online courses and educational videos with subtitle synchronization and language options, allowing me to learn at my own pace and overcome language barriers?",Chromebooks & Education,Accessibility & Language Acquisition +"Does the Pixel 6a offer an ultrawide video recording mode for capturing expansive landscapes or dynamic action shots with a broader field of view, perfect for vlogging or action activities?",Pixel Phones & Videography,Creativity & Capture Options +"Can I use my Pixel Buds to access Google Assistant on my Pixel phone with voice commands or tap gestures while driving, allowing me to send hands-free messages or play music without compromising safety?",Pixel Buds & Pixel Phones,Communication & Convenience +Does the Nest Thermostat offer integration with smart air purifiers for automatic air quality monitoring and purification cycles based on specific triggers like pollen count or indoor air pollution levels?,Nest Devices & Wellbeing,Air Quality Management & Health +How can I leverage Google Lens on my Pixel to scan handwritten recipes or restaurant menus and instantly access nutritional information or dietary alternatives based on personal preferences?,Pixel Phones & Food & Health,Dietary Awareness & Personalized Choices +"Does the Google Pixel Watch offer built-in fall detection and emergency response features, automatically contacting emergency services and pre-defined contacts in case of falls or accidents?",Pixel Watch & Safety,Independent Living & Peace of Mind +"Can I utilize Google Assistant on my Pixel Buds to transcribe voice notes or interviews on my Pixel phone and access the text transcript later on my Chromebook, facilitating note-taking and information capture?",Pixel Buds & Pixel Phones,Productivity & Information Management +"Does the Pixel Buds Pro offer a ""Custom Fit"" feature with adjustable wingtips and earbud sizes for a secure and comfortable fit during workouts or extended listening sessions?",Pixel Buds Pro & Audio,Convenience & Personalization +How can I leverage Google Lens on my Chromebook to scan handwritten notes or brainstormed ideas and convert them into mind maps or flowcharts with drag-and-drop functionality for collaborative or solo ideation sessions?,Chromebooks & Productivity,Collaboration & +Can I use the Chromecast with Google TV to cast my Pixel phone games onto my TV and play with a wireless gamepad controller for a console-like gaming experience on the big screen?,Chromecast with Google TV & Pixel Phones,Gaming & Immersion +"Does the Pixel Fold offer a ""Live Translate"" feature for simultaneous spoken conversation translation with real-time subtitles displayed on the phone screen, facilitating seamless cross-language communication?",Pixel Fold,Communication & Accessibility +"How can I leverage Google Earth VR on my Pixel phone with Pixel Buds spatial audio to virtually explore the depths of the ocean, witness coral reefs, and encounter marine life, experiencing the underwater world as if I'm diving?",Pixel Phones & Entertainment,Immersive Learning & Virtual Exploration +"Does the Nest Cam offer intelligent object and sound recognition with customizable alerts based on specific categories like people, pets, breaking glass, or alarms, providing targeted security and notifications beyond motion detection?",Nest Devices & Security,Advanced Monitoring & Personalized Alerts +"Can I set up custom ""Sunset Slumber"" routines with gradual smart light dimming, calming nature sounds played on my Nest Mini, and personalized sleep recommendations on my Nest Hub Max, easing into a restful night's sleep based on my sleep cycles?",Nest Devices & Wellbeing,Personalized Sleep Routines & Relaxation +"How can I use Google Fit on my Pixel phone to track my cycling cadence and power output alongside route elevation changes, analyzing my performance on different terrains and optimizing my training routines?",Pixel Phones & Sports Tracking,Advanced Cycling Analysis & Coaching +"Does the Pixel 7 Pro offer a ""Cinematic Video Editor"" tool with AI-powered features like automatic scene transitions, music suggestions, and title card creation, simplifying video editing and enhancing amateur productions?",Pixel Phones & Videography,Creativity & Video Editing Assistance +Can I utilize Google Assistant on my Nest Mini to control my smart sprinkler system and create water-saving watering schedules based on real-time weather data and soil moisture sensor readings?,Google Assistant & Nest Devices,Smart Home & Sustainability +"Does the Google Wifi system offer mesh networking with self-healing capabilities and automatic channel switching, ensuring seamless and uninterrupted connectivity throughout the home even if one device experiences an outage?",Google Wifi,Connectivity & Reliability +How can I leverage Google Translate on my Chromebook to translate foreign language research papers and highlight key passages while automatically building reference lists and citations in the target language?,Chromebooks & Learning,Research Efficiency & Cross-language Analysis +"Does the Pixel 6a offer a long-lasting battery with fast charging capabilities similar to the Pixel 7 series, minimizing downtime and ensuring I stay connected throughout the day on a single charge?",Pixel Phones & Battery & Charging,Efficiency & Convenience +"Can I use my Pixel Buds to answer phone calls or control music playback with simple voice commands or head gestures while walking or exercising, keeping my hands free and focused on the task at hand?",Pixel Buds & Pixel Phones,Communication & Convenience +"Does the Nest Thermostat offer integration with smart blinds or shades for automated light control based on time of day and sun position, promoting natural light utilization and energy efficiency?",Nest Devices & Climate Control,Personalized Comfort & Sustainability +"How can I leverage Google Lens on my Pixel to scan restaurant menus and instantly access online reviews, ratings, and even dietary recommendations based on scanned dishes, aiding in informed meal choices?",Pixel Phones & Dining & Information Access,Restaurant Exploration & Informed Decisions +"Does the Google Pixel Watch offer built-in ECG and blood oxygen monitoring capabilities, providing insights into heart health and potential early warning signs of health issues?",Pixel Watch & Health Monitoring,Advanced Health Tracking & Awareness +"Can I utilize Google Assistant on my Pixel Buds to translate on-demand customer service calls in real-time while assisting customers, eliminating language barriers and improving customer satisfaction?",Pixel Buds & Pixel Phones,Business & Communication Aid +"Does the Pixel Buds Pro offer an ""Adaptive Focus"" feature that automatically amplifies surrounding sounds based on your environment, allowing you to stay aware of traffic or important announcements while enjoying music or podcasts?",Pixel Buds Pro & Audio,Adaptability +"Can I use the Chromecast with Google TV to cast my Chromebook desktop and collaborate on creative projects like graphic design or video editing with remote colleagues in real-time, mirroring my workspace onto a larger screen for seamless teamwork?",Chromecast with Google TV & Chromebooks,Productivity & Collaboration +"Does the Pixel Fold offer a ""Live Transcribe"" feature for capturing spoken lectures or presentations in real-time and displaying the text transcript on the phone screen, aiding note-taking and accessibility for individuals with hearing impairments?",Pixel Fold,Communication & Accessibility +"How can I leverage Google Earth VR on my Pixel phone with Pixel Buds spatial audio to virtually explore the International Space Station and experience life in zero gravity, witnessing breathtaking views of Earth from orbit and even floating alongside astronauts?",Pixel Phones & Entertainment,Immersive Learning & Virtual Astronaut Experience +"Does the Nest Cam offer pet identification with personalized alerts based on recognized animals, allowing me to differentiate between my furry friend and neighborhood cats or wildlife, reducing nuisance alerts and providing targeted pet monitoring?",Nest Devices & Security,Personalized Pet Monitoring & Reduced False Alerts +"Can I set up custom ""Morning Motivation"" routines with adjustable smart light brightening, energizing music played on my Nest Mini, and personalized workout recommendations on my Nest Hub Max, kicking off my day with a boost of energy and inspiration?",Nest Devices & Wellbeing,Personalized Routines & Energy Boost +"How can I use Google Fit on my Pixel phone to track my swimming workouts and analyze metrics like stroke types, lap times, and distance covered, helping me improve my swimming technique and optimize my training regimen?",Pixel Phones & Sports Tracking,Advanced Swimming Analysis & Coaching +"Does the Pixel 7 Pro offer a ""Magic Eraser"" tool for removing unwanted reflections or distracting background elements from selfies and portraits, ensuring flawless and share-worthy photos?",Pixel Phones & Photography,Editing & Enhancement +"Can I utilize Google Assistant on my Nest Mini to control my smart coffee machine and personalize brew settings based on my preferred strength and schedule, ensuring a perfectly timed and customized caffeine hit in the morning?",Google Assistant & Nest Devices,Smart Home & Personalized Routines +"Does the Google Wifi system offer guest Wi-Fi with separate SSIDs and temporary access controls, allowing visitors to connect to the internet while restricting access to sensitive data on the main network?",Google Wifi,Connectivity & Guest Management +"How can I leverage Google Translate on my Chromebook to translate online language courses and educational videos with interactive subtitles and voiceover options, facilitating immersive language learning and pronunciation practice?",Chromebooks & Education,Interactive Language Learning & Immersion +"Does the Pixel 6a offer a vibrant OLED display with high refresh rate capabilities for smooth scrolling, responsive gaming, and vivid picture quality in any viewing environment?",Pixel Phones & Visual Experience,Performance & Immersion +Can I use my Pixel Buds to answer phone calls or control music playback with intuitive earbud tap gestures while cooking or performing hands-free tasks?,Pixel Buds & Convenience & Control,Multitasking & Accessibility +"Does the Nest Thermostat offer integration with smart ceiling fans for targeted airflow in specific rooms, optimizing comfort and minimizing energy waste in unused areas during hot or cold seasons?",Nest Devices & Climate Control,Personalized Comfort & Energy Efficiency +"How can I leverage Google Lens on my Pixel to scan handwritten grocery lists and automatically add items to my online shopping cart with price comparisons and substitution suggestions, streamlining grocery shopping and saving time?",Pixel Phones & Shopping,Efficiency & Convenience +"Does the Google Pixel Watch offer built-in GPS and music storage capabilities, allowing me to leave my phone behind during workouts or outdoor adventures and still enjoy music navigation and fitness tracking without needing an internet connection?",Pixel Watch & Fitness Tracking,Standalone Music & Independent Workouts +"Can I utilize Google Assistant on my Pixel Buds to translate foreign language street signs or restaurant menus in real-time while traveling abroad, eliminating the need for separate translation apps and navigating new cities with ease?",Pixel Buds & Travel,Navigation & Accessibility +Can I use the Chromecast with Google TV to mirror my Android phone's screen onto my TV and play mobile games with a Bluetooth controller for a console-like gaming experience on the big screen?,Chromecast with Google TV & Android Phones,Gaming & Immersion +"Does the Pixel Fold offer a ""Live Translate"" feature for two-way video conferences with real-time subtitles displayed for each participant's language, facilitating seamless cross-language communication without language barriers?",Pixel Fold,Communication & Accessibility +"How can I leverage Google Earth Timelapse on my Chromebook with Pixel Buds spatial audio to virtually travel through time and witness historical transformations of cities and landscapes in immersive 3D sound, experiencing the changing world right from my desk?",Chromebooks & Pixel Buds,Entertainment & Immersive Learning +"Does the Nest Cam offer intelligent package detection with pre-recorded messages notifying delivery personnel to leave packages in a safe location, reducing porch theft and ensuring secure deliveries even when I'm not home?",Nest Devices & Security,Convenience & Proactive Protection +"Can I set up custom ""Movie Marathon Magic"" routines with synchronized smart light dimming across different rooms, surround sound playback via Nest Audio speakers, and movie queue recommendations on multiple Nest Hub Max devices, creating a cinematic environment throughout the house for movie nights with friends?",Nest Devices & Entertainment,Multi-room Experience & Home Theater Automation +"How can I use Google Fit on my Pixel phone to track my sleep stages and analyze sleep quality based on factors like deep sleep, REM sleep, and heart rate variability, providing personalized insights and recommendations for improved sleep hygiene?",Pixel Phones & Health,Advanced Sleep Tracking & Coaching +"Does the Pixel 7 Pro offer a ""Super Res Zoom"" feature with enhanced noise reduction and image stabilization, allowing me to capture clear and detailed wildlife photography or astrophotography images even when zoomed in significantly from far distances?",Pixel Phones & Photography,Advanced Zoom & Night Photography +"Can I utilize Google Assistant on my Nest Mini to control my smart air purifier and automatically adjust air filtration based on real-time air quality measurements and allergen detection data, ensuring a clean and healthy breathing environment?",Google Assistant & Nest Devices,Smart Home & Wellbeing +"Does the Google Wifi system offer parental controls with device time limits, internet access restrictions, and website filtering based on content categories, promoting responsible online habits and digital well-being for children within the household?",Google Wifi,Connectivity & Digital Wellbeing +How can I leverage Google Translate on my Chromebook to translate foreign-language research papers and automatically build bibliographies and reference lists while highlighting key passages and generating citations in the target language?,Chromebooks & Learning,Research Efficiency & Multilingual Support +"Does the Pixel 6a offer a water-resistant and dustproof design similar to the Pixel 7 series, ensuring worry-free use in outdoor adventures, accidental spills, or rainy weather conditions?",Pixel Phones & Durability,Rugged Design & Peace of Mind +"Can I use my Pixel Buds to answer phone calls or control music playback with voice commands or tap gestures while cycling or exercising, keeping my hands free and focused on the activity at hand?",Pixel Buds & Pixel Phones,Communication & Convenience +"Does the Nest Thermostat offer integration with smart blinds or shades for automated light and temperature control based on time of day, sunlight levels, and weather conditions, optimizing energy efficiency and creating a comfortable indoor climate?",Nest Devices & Climate Control,Personalized Comfort & Sustainability +"How can I leverage Google Lens on my Pixel to scan restaurant menus and access dietary information like calorie counts, allergens, and nutritional values, facilitating informed meal choices and supporting health-conscious lifestyles?",Pixel Phones & Dining,Dietary Awareness & Informed Choices +"Does the Google Pixel Watch offer fall detection and emergency response features that automatically contact emergency services and pre-defined contacts in case of falls or accidents, providing peace of mind for independent living?",Pixel Watch & Safety,Independent Living & Proactive Protection +"Can I utilize Google Assistant on my Pixel Buds to transcribe lectures or meetings on my Pixel phone and access the text transcript later on my Chromebook, facilitating note-taking and information capture across devices?",Pixel Buds & Pixel Phones,Productivity & Information +"Can I use the Chromecast with Google TV to cast my Chromebook desktop and collaborate on real-time document editing or design projects with colleagues remotely, turning my TV into a shared workspace for seamless teamwork?",Chromecast with Google TV & Chromebooks,Productivity & Collaboration +"Does the Pixel Fold offer a ""Live Transcribe"" feature with noise cancellation and speaker identification, allowing me to capture clear transcripts of multi-person conversations in noisy environments and attribute quotes to individual speakers for easier follow-up?",Pixel Fold,Communication & Accessibility +"How can I leverage Google Earth VR on my Pixel phone with Pixel Buds spatial audio to virtually explore the depths of the Great Barrier Reef and witness marine life in vibrant 3D, experiencing the underwater world and its delicate ecosystems up close?",Pixel Phones & Entertainment,Immersive Learning & Environmental Discovery +"Does the Nest Cam offer facial recognition with personalized activity alerts and pre-recorded welcome messages for familiar faces, promoting a sense of security and allowing for customized greetings for visitors?",Nest Devices & Security,Personalized Recognition & Smart Greetings +"Can I set up custom ""Starry Night Slumber"" routines with gradual smart light dimming mimicking a starry night sky, calming nature sounds played on my Nest Mini, and personalized sleep stories on my Nest Hub Max, creating a tranquil environment for restful sleep?",Nest Devices & Wellbeing,Personalized Sleep Routines & Relaxation +"How can I use Google Fit on my Pixel phone to track my hiking performance including elevation gain, heart rate zones, and pace variations, analyzing my route data and providing coaching insights for improved trail optimization?",Pixel Phones & Sports Tracking,Advanced Hiking Analysis & Coaching +"Does the Pixel 7 Pro offer a ""Cinematic Pan"" feature with automatic stabilization and adjustable frame rates, allowing me to capture smooth and professional-looking video footage even while moving or filming action sequences?",Pixel Phones & Videography,Enhanced Video Capture & Creative Control +"Can I utilize Google Assistant on my Nest Mini to control my smart oven and preheat it to specific temperatures for different baking recipes accessed directly through voice commands, simplifying the cooking process and reducing hands-on preparation?",Google Assistant & Nest Devices,Smart Home & Cooking Assistance +"Does the Google Wifi system offer guest Wi-Fi with bandwidth prioritization and separate network management capabilities, allowing me to allocate dedicated internet resources for guests while ensuring optimal performance for my own devices?",Google Wifi,Connectivity & Guest Management +"How can I leverage Google Translate on my Chromebook to translate online courses and educational videos with synchronized transcripts and note-taking tools, facilitating language learning and knowledge retention in my native language?",Chromebooks & Education,Multilingual Learning & Language Integration +"Does the Pixel 6a offer a vibrant AMOLED display with high refresh rate capabilities similar to the Pixel 7 series, ensuring smooth scrolling, responsive gaming, and vivid picture quality in any viewing environment?",Pixel Phones & Visual Experience,Performance & Immersive Display +"Can I use my Pixel Buds to access Google Assistant on my Pixel phone with voice commands or tap gestures while driving, allowing me to send hands-free messages or control music playback without compromising safety?",Pixel Buds & Pixel Phones,Communication & Convenience +"Does the Nest Thermostat offer integration with smart thermostats in different rooms for multi-zone climate control, allowing me to personalize temperature settings in individual rooms based on usage and preferences?",Nest Devices & Climate Control,Personalized Comfort & Multi-zone Management +"How can I leverage Google Lens on my Pixel to scan handwritten recipes and automatically generate step-by-step cooking instructions or substitute ingredients based on dietary restrictions, streamlining the cooking process and adapting recipes to my needs?",Pixel Phones & Cooking,AI-powered Recipe Assistance & Dietary Adaptation +"Does the Google Pixel Watch offer built-in fitness coaching with personalized workout plans and real-time feedback on form and effort, providing guidance and motivation for achieving fitness goals?",Pixel Watch & Fitness Tracking,Personalized Coaching & Advanced Metrics +"Can I utilize Google Assistant on my Pixel Buds to translate real-time conversations with foreign language speakers on the go, removing language barriers and facilitating spontaneous communication during travel or encounters with non-English speakers?",Pixel Buds & Travel,On-the-go Translation & Seamless Communication +"Can I use the Chromecast with Google TV to mirror my Android tablet's screen onto my TV and enjoy interactive games or educational apps with touch controls on the TV screen, transforming it into a giant learning and entertainment platform?",Chromecast with Google TV & Android Tablets,Entertainment & Education +"Does the Pixel Fold offer a ""Live Translate"" feature with simultaneous language interpretation during phone calls, translating both sides of the conversation in real-time and enabling seamless cross-language communication without language barriers?",Pixel Fold,Communication & Accessibility +"How can I leverage Google Earth VR on my Pixel phone with Pixel Buds spatial audio to virtually climb Mount Everest and witness breathtaking panoramic views from the summit, experiencing the challenges and beauty of mountaineering without leaving my living room?",Pixel Phones & Entertainment,Immersive Exploration & Sensory-rich Adventure +"Does the Nest Cam offer pet activity zones with customized alerts based on specific animal movements, allowing me to differentiate between playful antics and potential escapes, ensuring my furry friends' safety and peace of mind?",Nest Devices & Security,Personalized Pet Monitoring & Targeted Alerts +"Can I set up custom ""Sunrise Yoga Flow"" routines with synchronized smart light brightening according to sun positions, calming nature sounds played on my Nest Mini, and yoga poses displayed on my Nest Hub Max, creating a tranquil and motivating environment for morning yoga practice?",Nest Devices & Wellbeing,Personalized Routines & Wellness Support +"How can I use Google Fit on my Pixel phone to track my cycling cadence, power output, and route elevation changes alongside weather data, analyzing my performance and optimizing training plans based on environmental factors?",Pixel Phones & Sports Tracking,Advanced Cycling Analysis & Environmental Coaching +"Does the Pixel 7 Pro offer a ""Magic Eraser"" tool for removing unwanted photobombers or distracting background elements from group selfies and vacation photos, ensuring picture-perfect memories even in less-than-ideal settings?",Pixel Phones & Photography,Editing & Enhancement +"Can I utilize Google Assistant on my Nest Mini to control my smart sprinkler system and create intelligent watering schedules based on real-time soil moisture sensor readings and upcoming weather forecasts, promoting water conservation and healthy plant growth?",Google Assistant & Nest Devices,Smart Home & Sustainability +"Does the Google Wifi system offer parental controls with device time limits, internet filtering based on age-appropriate content, and scheduled internet pauses for homework time, promoting responsible online habits and digital well-being for children?",Google Wifi,Connectivity & Digital Wellbeing +"How can I leverage Google Translate on my Chromebook to translate foreign-language textbooks and e-books with advanced vocabulary suggestions and contextual translation support, facilitating in-depth comprehension and seamless language learning while reading?",Chromebooks & Education,Advanced Language Learning & Context-aware Translation +"Does the Pixel 6a offer a durable build with water and dust resistance similar to the Pixel 7 series, ensuring worry-free use in outdoor activities or unexpected spills and accidents?",Pixel Phones & Durability,Rugged Design & Peace of Mind +"Can I use my Pixel Buds to answer phone calls or control music playback with intuitive voice commands or head gestures while running or exercising, keeping my hands free and focused on my workout?",Pixel Buds & Pixel Phones,Communication & Convenience +"Does the Nest Thermostat offer integration with smart air purifiers and air quality sensors for automatic air filtration adjustments based on real-time pollutant levels and personalized allergy settings, maintaining a healthy and breathable indoor environment?",Nest Devices & Wellbeing,Personalized Air Quality Management & Allergen Control +"How can I leverage Google Lens on my Pixel to scan restaurant menus and instantly access customer reviews, nutritional information, and dietary recommendations based on scanned dishes, aiding informed meal choices and promoting healthy eating habits?",Pixel Phones & Dining,Information Access & Dietary Awareness +"Does the Google Pixel Watch offer built-in stress detection and mindfulness reminders, providing insights into stress levels and promoting relaxation through guided breathing exercises and meditation prompts?",Pixel Watch & Wellbeing,Stress Management & Mindfulness Support +"Can I use the Chromecast with Google TV to stream live workouts from fitness apps on my phone to my TV, casting the instructor's visuals and audio onto a larger screen for a more immersive and interactive fitness experience?",Chromecast with Google TV & Fitness Apps,Health & Fitness +"Does the Pixel Fold offer a ""Live Translate"" feature for group video calls with real-time subtitles displayed for each participant's language, promoting seamless collaboration and cross-cultural communication in multilingual teams?",Pixel Fold,Communication & Collaboration +"How can I leverage Google Earth VR on my Pixel phone with Pixel Buds spatial audio to virtually explore the International Space Station and experience life in microgravity, learning about space exploration and witnessing breathtaking views of Earth from orbit?",Pixel Phones & Entertainment,Immersive Education & Virtual Space Exploration +"Does the Nest Cam offer customized motion detection zones with pre-recorded messages for specific areas, allowing me to deter unwanted visitors or remind family members to close doors or lock windows when entering certain zones?",Nest Devices & Security,Personalized Security & Proactive Alerts +"Can I set up custom ""Sunset Reading Retreat"" routines with synchronized smart light dimming mimicking a sunset glow, calming nature sounds played on my Nest Mini, and personalized reading recommendations displayed on my Nest Hub Max, creating a tranquil atmosphere for evening reading sessions?",Nest Devices & Entertainment,Personalized Routines & Immersive Reading Experience +"How can I use Google Fit on my Pixel phone to track my swimming workouts and analyze stroke types, lap times, and distance covered alongside heart rate data, providing insights and recommendations for improving my swimming technique and performance?",Pixel Phones & Sports Tracking,Advanced Swimming Analysis & Personalized Coaching +"Does the Pixel 7 Pro offer a ""Real Tone Video"" feature with automatic adjustments to skin tones and lighting based on the scene and surrounding environment, ensuring accurate and natural-looking video recordings in diverse lighting conditions?",Pixel Phones & Videography,Enhanced Video Capture & Natural Representation +"Can I utilize Google Assistant on my Nest Mini to control my smart garage door opener and receive real-time notifications when it's opened or closed, ensuring remote access and peace of mind about my car's security?",Google Assistant & Nest Devices,Smart Home & Convenience +"Does the Google Wifi system offer guest Wi-Fi with temporary access codes and separate network management capabilities, allowing me to share internet access with visitors while keeping my own devices and data secure on a separate network?",Google Wifi,Connectivity & Guest Management +"How can I leverage Google Translate on my Chromebook to translate online research papers and automatically generate reference lists and bibliographies in the target language, streamlining my research workflow and saving time on citation management?",Chromebooks & Education,Research Efficiency & Cross-language Analysis +"Does the Pixel 6a offer a long-lasting battery life with fast charging capabilities similar to the Pixel 7 series, minimizing downtime and ensuring I stay connected throughout the day on a single charge?",Pixel Phones & Battery & Charging,Productivity & Convenience +Can I use my Pixel Buds to answer phone calls or control music playback with simple tap gestures while cooking or performing hands-free tasks in the kitchen?,Pixel Buds & Pixel Phones,Communication & Convenience +"Does the Nest Thermostat offer integration with smart window shades for automated light and temperature control based on time of day, sunlight levels, and weather conditions, optimizing energy efficiency and creating a comfortable indoor climate throughout the day?",Nest Devices & Climate Control,Personalized Comfort & Energy Efficiency +"How can I leverage Google Lens on my Pixel to scan handwritten grocery lists and automatically add items to my online shopping cart with price comparisons and substitution suggestions, streamlining grocery shopping and saving money?",Pixel Phones & Shopping,Efficiency & Convenience +"Does the Google Pixel Watch offer built-in GPS and music storage capabilities, allowing me to leave my phone behind during outdoor adventures and still enjoy music navigation and fitness tracking without needing an internet connection?",Pixel Watch & Fitness Tracking,Standalone Functionality & Outdoor Adventures +"Can I use the Chromecast with Google TV to mirror my Android tablet's screen and play interactive learning apps alongside children, turning the TV into a collaborative learning platform for parents and kids?",Chromecast with Google TV & Android Tablets,Education & Family Fun +"Does the Pixel Fold offer a ""Live Transcribe"" feature with speaker identification and simultaneous translation during multi-lingual meetings, allowing me to track who's speaking in each language and understand the conversation seamlessly?",Pixel Fold,Communication & Accessibility +"How can I leverage Google Earth VR on my Pixel phone with Pixel Buds spatial audio to virtually explore the Great Barrier Reef and swim alongside marine life in vibrant 3D, experiencing the delicate underwater ecosystem on a personal level?",Pixel Phones & Entertainment,Immersive Learning & Environmental Awareness +"Does the Nest Cam offer facial recognition with personalized activity alerts and customized greetings for familiar faces, promoting a sense of security and warmth while welcoming expected visitors?",Nest Devices & Security,Personalized Welcome & Targeted Monitoring +"Can I set up custom ""Rainy Day Relaxation"" routines with synchronized smart light dimming mimicking warm candlelight, calming rain sounds played on my Nest Mini, and soothing yoga poses displayed on my Nest Hub Max, creating a tranquil haven for stress relief on gloomy days?",Nest Devices & Wellbeing,Personalized Routines & Relaxation Support +"How can I use Google Fit on my Pixel phone to track my cycling speed, cadence, and effort levels alongside route elevation and weather data, analyzing my performance and optimizing my training routes for specific goals?",Pixel Phones & Sports Tracking,Advanced Cycling Analysis & Route Optimization +"Does the Pixel 7 Pro offer a ""Cinematic Portrait"" feature with professional-looking bokeh effects and adjustable lighting styles, allowing me to capture stunning portraits with shallow depth of field and artistic control?",Pixel Phones & Photography,Portrait Mode & Creative Expression +"Can I utilize Google Assistant on my Nest Mini to control my smart coffee machine and personalize settings for different coffee strengths and brewing schedules, ensuring a perfectly tailored caffeine kick to start my day?",Google Assistant & Nest Devices,Smart Home & Personalized Routines +"Does the Google Wifi system offer parental controls with device usage reports and website filtering based on content categories, allowing me to monitor children's online activity and promote responsible internet use within the family?",Google Wifi,Connectivity & Digital Wellbeing +"How can I leverage Google Translate on my Chromebook to translate foreign-language news articles and online content with advanced vocabulary building tools and personalized reading recommendations, facilitating language learning and broadening my knowledge horizons?",Chromebooks & Education,Language Learning & Personalized Content Discovery +"Does the Pixel 6a offer wireless charging capabilities similar to the Pixel 7 series, allowing me to conveniently power up my phone without the need for cables?",Pixel Phones & Charging,Convenience & Wireless Freedom +"Can I use my Pixel Buds to answer phone calls or control music playback with voice commands or tap gestures while commuting or running errands, keeping my hands free and focused on the task at hand?",Pixel Buds & Pixel Phones,Communication & Convenience +"Does the Nest Thermostat offer integration with smart ceiling fans and air purifiers for automated climate and air quality control based on real-time temperature, humidity, and pollutant levels, ensuring a comfortable and healthy indoor environment?",Nest Devices & Climate Control,Personalized Comfort & Air Quality Management +"How can I leverage Google Lens on my Pixel to scan handwritten recipes and automatically generate step-by-step instructions with ingredient substitutions and nutritional information, simplifying cooking and adapting recipes to my dietary needs?",Pixel Phones & Cooking,Culinary Assistance & Dietary Adaptations +"Does the Google Pixel Watch offer built-in fall detection and emergency response features with automatic detection of sudden drops and immediate contact with emergency services, providing peace of mind for older adults or those with health concerns?",Pixel Watch & Safety,Proactive Safety & Independent Living +"Can I utilize Google Assistant on my Pixel Buds to translate real-time conversations with foreign language speakers while shopping or exploring new cities, removing language barriers and fostering spontaneous communication during travel?",Pixel Buds & Travel,On-the-go Translation & Seamless Communication +"Can I use the Chromecast with Google TV to cast my Android phone's games onto my TV and play with friends and family using wireless controllers, transforming the living room into a fun and interactive gaming arena?",Chromecast with Google TV & Android Phones,Entertainment & Family Fun +"Does the Pixel Fold offer a ""Live Transcribe"" feature with noise cancellation and speaker identification for dictation purposes, allowing me to transcribe voice notes or interviews in noisy environments while accurately attributing quotes to individual speakers?",Pixel Fold,Communication & Accessibility +"How can I leverage Google Earth VR on my Pixel phone with Pixel Buds spatial audio to virtually climb Mount Everest and stand atop the world, experiencing the breathtaking panoramas and challenging terrain while comfortably seated in my living room?",Pixel Phones & Entertainment,Immersive Exploration & Virtual Mountaineering +"Does the Nest Cam offer pet behavior recognition with playful and mischievous activity alerts, allowing me to differentiate between normal antics and potential escapes, ensuring my furry friends' safety and providing personalized entertainment?",Nest Devices & Security,Personalized Pet Monitoring & Playful Alerts +"Can I set up custom ""Morning Motivation Boost"" routines with synchronized smart light brightening to energize my space, upbeat music played on my Nest Mini, and motivational quotes displayed on my Nest Hub Max, kickstarting my day with a positive and productive vibe?",Nest Devices & Wellbeing,Personalized Routines & Energy Boost +"How can I use Google Fit on my Pixel phone to track my heart rate zones and training intensity during workouts, providing insights into calorie burn and recovery time, and suggesting personalized coaching tips for optimized performance?",Pixel Phones & Sports Tracking,Advanced Fitness Analysis & Personalized Coaching +"Does the Pixel 7 Pro offer a ""Magic Eraser"" tool for removing unwanted reflections or distracting clutter from selfies and photographs in challenging lighting conditions, ensuring flawless captures even in less-than-ideal settings?",Pixel Phones & Photography,Editing & Enhancement +"Can I utilize Google Assistant on my Nest Mini to control my smart irrigation system and create intelligent watering schedules based on soil moisture sensor readings and upcoming weather forecasts, promoting water conservation and healthy plant growth?",Google Assistant & Nest Devices,Smart Home & Sustainability +"Does the Google Wifi system offer guest Wi-Fi with customizable bandwidth allocation and temporary access codes, allowing me to share internet access with visitors while prioritizing bandwidth for my own connected devices?",Google Wifi,Connectivity & Guest Management +"How can I leverage Google Translate on my Chromebook to translate foreign-language ebooks with synchronized audio narration in both languages, facilitating immersive language learning and improving listening comprehension while following the story?",Chromebooks & Education,Immersive Language Learning & Bilingual Audio Narration +"Does the Pixel 6a offer a vibrant OLED display with high refresh rate capabilities and adaptive brightness similar to the Pixel 7 series, ensuring smooth visuals and eye comfort in any lighting environment?",Pixel Phones & Visual Experience,Performance & Adaptive Display +"Can I use my Pixel Buds to access Google Assistant on my Pixel phone with voice commands or head gestures while cycling or exercising outdoors, allowing me to control music playback or send hands-free messages without breaking stride?",Pixel Buds & Pixel Phones,Communication & Convenience +"Does the Nest Thermostat offer integration with smart blinds or shades for automated light and temperature control based on time of day and sunlight levels, optimizing energy efficiency and creating a comfortable indoor climate throughout the day?",Nest Devices & Climate Control,Personalized Comfort & Energy Efficiency +"How can I leverage Google Lens on my Pixel to scan restaurant menus and instantly access dietary information like calorie counts, allergens, and vegan options, aiding in informed meal choices and supporting healthy eating habits?",Pixel Phones & Dining,Dietary Awareness & Informed Decision-making +"Does the Google Pixel Watch offer built-in sleep tracking with advanced sleep stage analysis and personalized insights, providing recommendations for improved sleep hygiene and helping me achieve a more restful night's sleep?",Pixel Watch & Wellbeing,Sleep Tracking & Personalized Coaching +"Can I utilize Google Assistant on my Pixel Buds to translate foreign language street signs or public announcements in real-time while traveling abroad, eliminating the need for separate translation apps and navigating new cities with ease?",Pixel Buds & Travel,On-the-go Translation +"Can I leverage the Chromecast with Google TV to mirror my Android tablet's drawing app onto my TV and collaborate on digital art projects with friends and family, transforming the living room into a creative canvas for interactive collaboration?",Chromecast with Google TV & Android Tablets,Creativity & Family Fun +"Does the Pixel Fold offer a ""Live Transcribe"" feature with speaker labeling and sentiment analysis during group conversations, allowing me to not only transcribe the words but also understand the emotional tone of each speaker for enhanced interpersonal communication?",Pixel Fold,Communication & Accessibility +"How can I utilize Google Earth VR on my Pixel phone with Pixel Buds spatial audio to virtually explore the depths of the Amazon rainforest and encounter diverse wildlife in vibrant 3D, raising awareness about biodiversity and conservation efforts?",Pixel Phones & Entertainment,Immersive Learning & Environmental Advocacy +"Does the Nest Cam offer package detection with customizable delivery instructions displayed on the camera stream, allowing me to direct couriers to specific locations or leave clear instructions for safe and secure package placement even when I'm not home?",Nest Devices & Security,Personalized Delivery Management & Advanced Security +"Can I set up custom ""Focus Flow"" routines with synchronized smart light dimming mimicking natural sunlight, calming nature sounds played on my Nest Mini, and timed productivity intervals displayed on my Nest Hub Max, creating a focused and immersive environment for deep work sessions?",Nest Devices & Productivity,Personalized Routines & Enhanced Focus +"How can I use Google Fit on my Pixel phone to track my hiking pace, elevation gain, and terrain difficulty alongside weather data, analyzing my performance on different trails and recommending routes based on my fitness level and desired challenge?",Pixel Phones & Sports Tracking,Advanced Hiking Analysis & Route Recommendations +"Does the Pixel 7 Pro offer a ""Super Res Zoom"" feature with dynamic noise reduction and automatic frame adjustments, allowing me to capture professional-looking wildlife photography or stunning astro-photography images even when zoomed in from incredible distances?",Pixel Phones & Photography,Advanced Zoom & High-resolution Capture +"Can I utilize Google Assistant on my Nest Mini to control my smart oven and preheat it to specific temperatures with custom voice commands based on different baking recipes, simplifying the cooking process and reducing prep time?",Google Assistant & Nest Devices,Smart Home & Cooking Assistance +"Does the Google Wifi system offer parental controls with device time limits, internet filtering based on educational value, and scheduled internet pauses for bedtime, promoting responsible online habits and healthy sleep routines for children?",Google Wifi,Connectivity & Digital Wellbeing +"How can I leverage Google Translate on my Chromebook to translate foreign-language online courses and lectures with synchronized subtitle generation and note-taking tools, facilitating language learning and knowledge retention in my native language?",Chromebooks & Education,Advanced Language Learning & Collaborative Tools +"Does the Pixel 6a offer a durable build with water and dust resistance similar to the Pixel 7 series, ensuring worry-free use during outdoor adventures or spontaneous encounters with water?",Pixel Phones & Durability,Rugged Design & Peace of Mind +Can I use my Pixel Buds to answer phone calls or control music playback with simple tap gestures or head tilts while riding a bike or performing hands-free tasks on the go?,Pixel Buds & Pixel Phones,Communication & Convenience +"Does the Nest Thermostat offer integration with smart air purifiers and air quality sensors for automatic air filtration adjustments based on real-time pollutant levels and personalized allergy settings, providing a clean and healthy indoor environment tailored to my needs?",Nest Devices & Wellbeing,Personalized Air Quality Management & Proactive Filtration +"How can I leverage Google Lens on my Pixel to scan restaurant menus and instantly access customer reviews, dietary recommendations, and virtual food tours, aiding in informed meal choices and exploring new culinary experiences?",Pixel Phones & Dining,Culinary Exploration & Informed Decision-making +"Does the Google Pixel Watch offer built-in activity tracking with workout recognition and automatic goal setting based on my fitness level and activity preferences, providing personalized motivation and guidance for achieving my fitness goals?",Pixel Watch & Fitness Tracking,Personalized Activity Tracking & Motivation +"Can I leverage the Chromecast with Google TV to cast my Android phone's karaoke app onto my TV and sing along with friends and family, transforming the living room into a fun and interactive karaoke lounge?",Chromecast with Google TV & Android Phones,Entertainment & Family Fun +"Does the Pixel Fold offer a ""Live Transcribe"" feature with simultaneous translation during multilingual meetings, allowing me to understand the conversation in real-time while others hear the original language, promoting seamless cross-cultural collaboration?",Pixel Fold,Communication & Accessibility +"How can I utilize Google Earth VR on my Pixel phone with Pixel Buds spatial audio to virtually visit the International Space Station and witness the Earth from orbit, experiencing the awe-inspiring vastness of space and learning about human achievements in space exploration?",Pixel Phones & Education,Immersive Learning & Virtual Space Travel +"Does the Nest Cam offer pet activity zones with personalized alerts based on specific animal movements and sounds, allowing me to differentiate between playful barking and potential distress cries, ensuring my furry friends' well-being even when I'm away?",Nest Devices & Security,Personalized Pet Monitoring & Proactive Alerts +"Can I set up custom ""Zen Garden"" routines with synchronized smart light dimming mimicking moonlight, calming rain sounds played on my Nest Mini, and nature-inspired visuals displayed on my Nest Hub Max, creating a tranquil atmosphere for meditation and stress relief?",Nest Devices & Wellbeing,Personalized Routines & Mindful Relaxation +"How can I use Google Fit on my Pixel phone to track my swimming stroke types, distance covered, and pace variations alongside heart rate data, analyzing my performance and suggesting personalized swimming drills for improvement?",Pixel Phones & Sports Tracking,Advanced Swimming Analysis & Personalized Coaching +"Does the Pixel 7 Pro offer a ""Cinematic Pan"" feature with automatic stabilization and adjustable frame rates for professional-looking video capture even while filming action sequences or running shots?",Pixel Phones & Videography,Enhanced Video Capture & Creative Control +"Can I utilize Google Assistant on my Nest Mini to control my smart sprinklers and create intelligent watering schedules based on real-time humidity levels and plant-specific needs, promoting water conservation and healthy plant growth?",Google Assistant & Nest Devices,Smart Home & Sustainability +"Does the Google Wifi system offer guest Wi-Fi with separate network management capabilities and time-limited access codes, allowing me to share internet access with visitors while keeping my own devices on a secure and private network?",Google Wifi,Connectivity & Guest Management +"How can I leverage Google Translate on my Chromebook to translate foreign-language historical documents and research papers with contextual analysis and advanced vocabulary suggestions, facilitating in-depth comprehension and enhancing my historical research?",Chromebooks & Education,Language Learning & Enhanced Historical Research +"Does the Pixel 6a offer a long-lasting battery life with fast charging capabilities similar to the Pixel 7 series, minimizing downtime and ensuring I stay connected throughout the day on a single charge?",Pixel Phones & Battery & Charging,Productivity & Convenience +"Can I use my Pixel Buds to access Google Assistant on my Pixel phone with voice commands or head gestures while cooking or performing hands-free tasks in the kitchen, keeping my hands clean and focused on the recipe?",Pixel Buds & Pixel Phones,Communication & Convenience +Does the Nest Thermostat offer integration with smart thermostats in different rooms for multi-zone climate control and personalized temperature settings based on individual room usage and preferences?,Nest Devices & Climate Control,Personalized Comfort & Multi-zone Management +"How can I leverage Google Lens on my Pixel to scan handwritten grocery lists and automatically add items to my online shopping cart with substitutions and price comparisons, streamlining grocery shopping and maximizing savings?",Pixel Phones & Shopping,Efficiency & Convenience +"Does the Google Pixel Watch offer built-in fall detection and emergency response features with automatic alert triggers and immediate contact with emergency services, providing peace of mind for older adults and those with health concerns?",Pixel Watch & Safety,Proactive Safety & Independent Living +"Can I leverage the Chromecast with Google TV to cast my Android phone's educational apps with interactive quizzes and augmented reality overlays onto my TV, transforming playtime into an immersive learning experience for children?",Chromecast with Google TV & Android Phones,Education & Family Fun +"Does the Pixel Fold offer a ""Live Transcribe"" feature with speaker diarization and personalized voice profiles, allowing me to identify individual speakers and adjust audio settings for optimal clarity during multi-speaker calls or conferences?",Pixel Fold,Communication & Accessibility +"How can I utilize Google Earth VR on my Pixel phone with Pixel Buds spatial audio to virtually explore the Great Barrier Reef and witness coral restoration efforts in 3D, learning about marine conservation and engaging in virtual volunteering opportunities?",Pixel Phones & Environmental Action,Immersive Learning & Virtual Advocacy +"Does the Nest Cam offer facial recognition with customized greetings and automated recordings based on recognized individuals, providing a warm welcome for family and friends while capturing important footage of unexpected visitors?",Nest Devices & Security,Personalized Welcome & Proactive Recording +"Can I set up custom ""Sleepy Nighttime Routine"" with synchronized smart light dimming mimicking a sunset glow, calming bedtime stories read by Google Assistant on my Nest Mini, and relaxing nature sounds played softly, creating a gentle transition to sleep for children?",Nest Devices & Wellbeing,Personalized Routines & Gentle Sleep Support +"How can I use Google Fit on my Pixel phone to track my cycling cadence, power output, and terrain roughness alongside route elevation and weather data, analyzing my performance on different cycling tracks and suggesting route adjustments for optimized training?",Pixel Phones & Sports Tracking,Advanced Cycling Analysis & Route Optimization +"Does the Pixel 7 Pro offer a ""Magic Eraser"" tool for removing unwanted photobombers or distracting background elements from group selfies and vacation photos, ensuring picture-perfect memories even in crowded settings?",Pixel Phones & Photography,Editing & Enhancement +Can I utilize Google Assistant on my Nest Mini to control my smart coffee machine and personalize settings for different coffee strengths and brewing schedules based on my individual preferences and routines?,Google Assistant & Nest Devices,Smart Home & Personalized Routines +"Does the Google Wifi system offer parental controls with website filtering based on content categories and customizable internet pause schedules for bedtime and homework time, promoting responsible online behavior in children?",Google Wifi,Connectivity & Digital Wellbeing +"How can I leverage Google Translate on my Chromebook to translate foreign-language online courses and lectures with synchronized caption generation and personalized note-taking tools, facilitating language learning and knowledge retention even in complex topics?",Chromebooks & Education,Advanced Language Learning & Personalized Study Support +"Does the Pixel 6a offer a water-resistant build with Gorilla Glass protection similar to the Pixel 7 series, ensuring durability against accidental spills and everyday wear and tear?",Pixel Phones & Durability,Rugged Design & Peace of Mind +"Can I use my Pixel Buds to answer phone calls or control music playback with intuitive voice commands or tap gestures while exercising or commuting, keeping my hands free and focused on the task at hand?",Pixel Buds & Pixel Phones,Communication & Convenience +"Does the Nest Thermostat offer integration with smart ceiling fans and air purifiers for automatic climate and air quality control based on real-time temperature, humidity, and pollutant levels, ensuring a comfortable and healthy indoor environment year-round?",Nest Devices & Climate Control,Dynamic Environment Management & Enhanced Air Quality +"How can I leverage Google Lens on my Pixel to scan restaurant menus and instantly access food pairing recommendations and virtual tastings of different dishes, facilitating informed meal choices and culinary exploration?",Pixel Phones & Dining,Culinary Exploration & Informed Decision-making +"Does the Google Pixel Watch offer built-in music storage and offline music playback capabilities, allowing me to leave my phone behind during workouts or outdoor adventures and still enjoy music playlists without needing an internet connection?",Pixel Watch & Entertainment,Standalone Functionality & Music on the Move +Can I utilize Google Assistant on my Pixel Buds to translate real-time conversations with foreign language speakers while shopping in local markets or ordering food at unfamiliar restaurants while traveling abroad?,Pixel Buds & Travel,On-the-go Translation & Seamless Communication +"Can I utilize the Chromecast with Google TV to mirror my Android tablet's drawing app onto my TV and collaborate on digital art projects with friends and family in real-time, transforming the living room into a collaborative art studio?",Chromecast with Google TV & Android Tablets,Creativity & Family Fun +"Does the Pixel Fold offer a ""Live Transcribe"" feature with sentiment analysis and speaker labeling during interviews or focus groups, allowing me to not only capture words but also understand the emotional tone of each respondent for nuanced data analysis?",Pixel Fold,Communication & Accessibility +"How can I utilize Google Earth VR on my Pixel phone with Pixel Buds spatial audio to virtually explore ancient Pompeii and walk through its streets in 3D, learning about historical events and experiencing the city's grandeur before the eruption?",Pixel Phones & Education,Immersive Learning & Virtual Heritage Tours +"Does the Nest Cam offer pet activity zones with personalized alerts based on specific breeds' vocalizations and movements, allowing me to differentiate between playful barking and potential distress cries for different furry friends?",Nest Devices & Security,Personalized Pet Monitoring & Breed-specific Alerts +"Can I set up custom ""Movie Night Magic"" routines with synchronized smart light dimming mimicking a theater atmosphere, surround sound playback from my Nest Wifi mesh system, and movie recommendations displayed on my Nest Hub Max, creating a cinematic experience at home?",Nest Devices & Entertainment,Personalized Routines & Immersive Entertainment +"How can I use Google Fit on my Pixel phone to track my running pace, cadence, and stride length alongside heart rate data and route elevation, analyzing my running form and suggesting personalized drills for efficiency and injury prevention?",Pixel Phones & Sports Tracking,Advanced Running Analysis & Personalized Coaching +"Does the Pixel 7 Pro offer a ""Real Tone Video"" feature with automatic skin tone adjustments and dynamic lighting compensation, ensuring accurate and natural representation of diverse individuals in video recordings across different lighting conditions?",Pixel Phones & Videography,Inclusive Capture & Enhanced Representation +"Can I utilize Google Assistant on my Nest Mini to control my smart washing machine and receive notifications when my laundry is finished, optimizing energy usage and eliminating the need for constant checking?",Google Assistant & Nest Devices,Smart Home & Convenience +"Does the Google Wifi system offer guest Wi-Fi with limited bandwidth allocation and temporary access codes, allowing me to share internet access with visitors while prioritizing bandwidth for my own connected devices for seamless streaming or gaming?",Google Wifi,Connectivity & Guest Management +"How can I leverage Google Translate on my Chromebook to translate foreign-language scientific papers and online resources with advanced glossary creation and contextual analysis tools, facilitating research and scientific understanding across language barriers?",Chromebooks & Education,Language Learning & Scientific Exploration +"Does the Pixel 6a offer a vibrant OLED display with high refresh rate capabilities similar to the Pixel 7 series, ensuring smooth visuals and comfortable viewing even during extended gaming sessions or movie marathons?",Pixel Phones & Visual Experience,Performance & Adaptive Display +"Can I use my Pixel Buds to access Google Assistant on my Pixel phone with voice commands or head gestures while cycling or hiking, allowing me to navigate, send messages, or control music playback without breaking stride?",Pixel Buds & Pixel Phones,Communication & Convenience +"Does the Nest Thermostat offer integration with smart window blinds or shades for automatic light and temperature control based on time of day, sunlight levels, and weather forecasts, optimizing energy efficiency and creating a comfortable indoor environment throughout the day?",Nest Devices & Climate Control,Dynamic Environment Management & Weather-aware Optimization +"How can I leverage Google Lens on my Pixel to scan handwritten recipes and automatically generate step-by-step video tutorials with interactive ingredients and substitution suggestions, simplifying cooking and adapting recipes to specific dietary needs?",Pixel Phones & Cooking,Culinary Assistance & Video-based Learning +"Does the Google Pixel Watch offer built-in health tracking with advanced sleep analysis, stress monitoring, and personalized insights for improved mental and physical well-being, empowering me to take proactive steps towards a healthier lifestyle?",Pixel Watch & Wellbeing,Comprehensive Health Tracking & Personalized Coaching +"Can I leverage the Chromecast with Google TV to cast my Android phone's fitness app with interactive workout routines onto my TV, transforming living room space into a personalized fitness studio for guided exercise sessions?",Chromecast with Google TV & Android Phones,Fitness & Wellbeing +"Does the Pixel Fold offer a ""Live Transcribe"" feature with simultaneous translation and speaker identification during international conferences, allowing real-time comprehension of multilingual presentations and facilitating seamless cross-cultural collaboration?",Pixel Fold,Communication & Accessibility +"How can I utilize Google Earth VR on my Pixel phone with Pixel Buds spatial audio to virtually explore the Amazon rainforest canopy and encounter diverse wildlife at eye level, raising awareness about endangered species and conservation efforts?",Pixel Phones & Education,Immersive Learning & Environmental Advocacy +"Does the Nest Cam offer facial recognition with customized greetings and activity alerts based on family members' schedules and routines, ensuring a warm welcome while monitoring activity and offering security insights?",Nest Devices & Security,Personalized Welcome & Proactive Monitoring +"Can I set up custom ""Morning Zen"" routines with synchronized smart light dimming mimicking a gentle sunrise, calming nature sounds played on my Nest Mini, and inspirational quotes displayed on my Nest Hub Max, creating a peaceful start to the day?",Nest Devices & Wellbeing,Personalized Routines & Mindful Mornings +"How can I use Google Fit on my Pixel phone to track my cycling speed, power output, and terrain difficulty alongside route elevation and weather data, analyzing my performance on different tracks and suggesting routes for personalized training goals?",Pixel Phones & Sports Tracking,Advanced Cycling Analysis & Goal-oriented Training +"Does the Pixel 7 Pro offer a ""Night Sight"" feature with automatic noise reduction and light balancing, allowing me to capture stunning astrophotography images and high-quality night shots even in low-light conditions?",Pixel Phones & Photography,Low-light & Night Photography +"Can I utilize Google Assistant on my Nest Mini to control my smart oven and preheat it to specific temperatures with custom voice commands for different baking recipes, streamlining the pre-baking process and maximizing efficiency?",Google Assistant & Nest Devices,Smart Home & Cooking Assistance +"Does the Google Wifi system offer parental controls with device time limits, internet filtering based on educational value, and scheduled internet pauses for bedtime, promoting responsible screen time and healthy sleep habits for children?",Google Wifi,Connectivity & Digital Wellbeing +"How can I leverage Google Translate on my Chromebook to translate foreign-language historical documents and research papers with advanced vocabulary suggestions and image recognition for historical figures and artifacts, enhancing research accuracy and fostering cross-cultural understanding?",Chromebooks & Education,Language Learning & Enhanced Historical Research +"Does the Pixel 6a offer a durable build with water and dust resistance similar to the Pixel 7 series, ensuring worry-free use during outdoor adventures or spontaneous encounters with liquids?",Pixel Phones & Durability,Rugged Design & Peace of Mind +Can I use my Pixel Buds to answer phone calls or control music playback with intuitive tap gestures or head tilts while performing hands-free tasks in the kitchen or cleaning the house?,Pixel Buds & Pixel Phones,Communication & Convenience +Does the Nest Thermostat offer integration with smart thermostats in different rooms for multi-zone climate control and personalized temperature settings based on individual occupant preferences and room usage patterns?,Nest Devices & Climate Control,Personalized Comfort & Multi-zone Management +"How can I leverage Google Lens on my Pixel to scan restaurant menus and instantly access allergen information, nutritional value breakdowns, and virtual food tours, aiding in informed meal choices and dietary awareness?",Pixel Phones & Dining,Culinary Exploration & Informed Decision-making +"Does the Google Pixel Watch offer built-in ECG monitoring and stress detection capabilities, providing insights into heart health and stress levels, empowering proactive stress management and encouraging healthy lifestyle choices?",Pixel Watch & Health Monitoring,Advanced Health Tracking & Stress Management +"Can I utilize Google Assistant on my Pixel Buds to translate real-time conversations with foreign language speakers while ordering food at restaurants or shopping in local markets while traveling abroad, eliminating language barriers and facilitating immersive cultural experiences?",Pixel Buds & Travel,On-the-go Translation & Seamless Communication +"Can I leverage the Chromecast with Google TV to cast my Android tablet's music production app onto my TV and collaborate on music creation with friends and family in real-time, transforming the living room into a vibrant home studio?",Chromecast with Google TV & Android Tablets,Creativity & Entertainment +"Does the Pixel Fold offer a ""Live Transcribe"" feature with speaker diarization and emotion recognition during group discussions, allowing me to not only identify individual speakers but also understand their emotional tone for deeper communication and conflict resolution?",Pixel Fold,Communication & Accessibility +"How can I utilize Google Earth VR on my Pixel phone with Pixel Buds spatial audio to virtually explore the International Space Station and witness astronauts conducting experiments in 3D, igniting a passion for science and inspiring future space exploration?",Pixel Phones & Education,Immersive Learning & Space Exploration +"Does the Nest Cam offer pet activity zones with customized alerts and activity summaries based on specific animal movements and sounds, allowing me to monitor my furry friends' playtime, nap habits, and potential distress signals remotely?",Nest Devices & Security,Personalized Pet Monitoring & Proactive Animal Care +"Can I set up custom ""Movie Marathon Magic"" routines with synchronized smart light dimming mimicking a cinema atmosphere, surround sound playback from my Nest Wifi mesh system, and a curated movie queue displayed on my Nest Hub Max, creating a cinematic experience at home?",Nest Devices & Entertainment,Personalized Routines & Immersive Entertainment +"How can I use Google Fit on my Pixel phone to track my swimming stroke type, distance covered, and lap pace alongside heart rate data, analyzing my performance and suggesting personalized swim drills for efficiency and technique improvement?",Pixel Phones & Sports Tracking,Advanced Swimming Analysis & Personalized Coaching +"Does the Pixel 7 Pro offer a ""Cinematic Pan"" feature with automatic stabilization and adjustable frame rates for professional-looking video capture even while filming action sequences or running shots?",Pixel Phones & Videography,Enhanced Video Capture & Creative Control +"Can I utilize Google Assistant on my Nest Mini to control my smart sprinkler system and create intelligent watering schedules based on real-time soil moisture levels, weather forecasts, and plant-specific needs, promoting water conservation and healthy plant growth?",Google Assistant & Nest Devices,Smart Home & Sustainability +"Does the Google Wifi system offer guest Wi-Fi with separate network management capabilities and time-limited access codes, allowing me to share internet access with visitors while keeping my own devices on a secure and private network for worry-free browsing?",Google Wifi,Connectivity & Guest Management +"How can I leverage Google Translate on my Chromebook to translate foreign-language news articles and online sources with advanced vocabulary building tools and personalized reading recommendations, expanding my knowledge base and fostering global understanding?",Chromebooks & Education,Language Learning & Global News Exploration +"Does the Pixel 6a offer a long-lasting battery life with fast charging capabilities similar to the Pixel 7 series, minimizing downtime and ensuring I stay connected throughout the day on a single charge?",Pixel Phones & Battery & Charging,Productivity & Convenience +"Can I use my Pixel Buds to access Google Assistant on my Pixel phone with voice commands or head gestures while gardening or performing outdoor chores, keeping my hands free and focused on the task at hand?",Pixel Buds & Pixel Phones,Communication & Convenience +"Does the Nest Thermostat offer integration with smart air purifiers for automatic air filtration adjustments based on real-time air quality measurements and personalized allergy settings, ensuring a clean and healthy indoor environment tailored to my needs?",Nest Devices & Wellbeing,Personalized Air Quality Management & Proactive Comfort +"How can I leverage Google Lens on my Pixel to scan handwritten to-do lists and automatically add tasks to my Google Calendar with reminders and location settings, streamlining my productivity and organization?",Pixel Phones & Productivity,Efficiency & Organization +"Does the Google Pixel Watch offer built-in GPS and activity tracking capabilities, allowing me to map my runs, hikes, and bike rides in real-time and track my progress towards fitness goals without needing my phone?",Pixel Watch & Fitness Tracking,Standalone Functionality & Activity Mapping +"Can I leverage the Chromecast with Google TV to cast my Android phone's language learning app with interactive games and immersive scenarios onto my TV, transforming living room space into a fun and engaging language learning playground?",Chromecast with Google TV & Android Phones,Education & Entertainment +"Does the Pixel Fold offer a ""Live Transcribe"" feature with speaker identification and simultaneous translation during multi-lingual meetings, allowing real-time understanding for individuals speaking different languages, fostering collaborative brainstorming sessions?",Pixel Fold,Communication & Accessibility +"How can I utilize Google Earth VR on my Pixel phone with Pixel Buds spatial audio to virtually explore the Great Barrier Reef and witness coral restoration efforts in 3D, inspiring environmental action and engaging in virtual volunteer opportunities?",Pixel Phones & Environmental Advocacy,Immersive Learning & Virtual Volunteering +"Does the Nest Cam offer facial recognition with personalized activity logs and customized greetings based on recognized individuals, providing a warm welcome for family and friends while capturing security footage of unfamiliar faces?",Nest Devices & Security,Enhanced Recognition & Tailored Security +"Can I set up custom ""Cozy Night In"" routines with synchronized smart light dimming mimicking a crackling fireplace glow, soothing nature sounds played on my Nest Mini, and a curated book playlist displayed on my Nest Hub Max, creating a relaxing atmosphere for winding down?",Nest Devices & Wellbeing,Personalized Routines & Restful Relaxation +"How can I use Google Fit on my Pixel phone to track my cycling pace, cadence, and elevation gain alongside route data and weather forecasts, analyzing my performance on different tracks and suggesting routes for optimized climbs and scenic adventures?",Pixel Phones & Sports Tracking,Advanced Cycling Analysis & Dynamic Route Planning +"Does the Pixel 7 Pro offer a ""Magic Eraser"" tool for removing unwanted photobombers or distracting background elements from group selfies and travel photos, ensuring picture-perfect memories even in crowded settings or scenic panoramas?",Pixel Phones & Photography,Editing & Enhancement +"Can I utilize Google Assistant on my Nest Mini to control my smart appliances and preheat my oven to specific temperatures with custom voice commands for different recipes, streamlining meal preparation and simplifying kitchen tasks?",Google Assistant & Nest Devices,Smart Home & Cooking Assistance +"Does the Google Wifi system offer parental controls with website filtering based on content categories and scheduled internet pauses for bedtime and homework time, promoting responsible online behavior for children and ensuring focused study time?",Google Wifi,Connectivity & Digital Wellbeing +"How can I leverage Google Translate on my Chromebook to translate foreign-language online courses and lectures with synchronized caption generation and note-taking tools, facilitating language learning and knowledge retention even in complex topics?",Chromebooks & Education,Language Learning & Enhanced Course Comprehension +"Does the Pixel 6a offer a water-resistant build with Gorilla Glass protection similar to the Pixel 7 series, ensuring durability against accidental spills and everyday wear and tear, perfect for on-the-go adventures and active lifestyles?",Pixel Phones & Durability,Rugged Design & Worry-free Use +"Can I use my Pixel Buds to answer phone calls or control music playback with intuitive voice commands or tap gestures while commuting or exercising, keeping my hands free and focused on the task at hand?",Pixel Buds & Pixel Phones,Communication & Convenience +"Does the Nest Thermostat offer integration with smart ceiling fans and air purifiers for automatic climate and air quality control based on real-time temperature, humidity, and pollutant levels, ensuring a comfortable and healthy indoor environment year-round?",Nest Devices & Climate Control,Dynamic Environment Management & Enhanced Air Quality +"How can I leverage Google Lens on my Pixel to scan restaurant menus and instantly access dietary information, calorie counts, and virtual food tours of different dishes, facilitating informed meal choices and satisfying culinary curiosity?",Pixel Phones & Dining,Dietary Awareness & Culinary Exploration +"Does the Google Pixel Watch offer built-in fall detection and emergency response features with automatic alert triggers and immediate contact with emergency services, providing peace of mind for older adults and those with health concerns?",Pixel Watch & Safety,Proactive Safety & Independent Living +"Can I leverage the Chromecast with Google TV to cast my Android tablet's drawing app with collaborative features onto my TV, transforming the living room into a shared digital canvas for family art projects and creative bonding?",Chromecast with Google TV & Android Tablets,Creativity & Family Fun +"Does the Pixel Fold offer a ""Live Transcribe"" feature with speaker identification and sentiment analysis during interviews or focus groups, allowing me to understand not only words but also emotional responses for nuanced data analysis and audience insights?",Pixel Fold,Communication & Accessibility +"How can I utilize Google Earth VR on my Pixel phone with Pixel Buds spatial audio to virtually explore the bustling streets of Tokyo and delve into its vibrant culture in 3D, sparking wanderlust and inspiring future travel adventures?",Pixel Phones & Education,Immersive Learning & Cultural Exploration +"Does the Nest Cam offer pet activity zones with customized alerts and activity summaries based on specific animal sounds and movements, notifying me about playful barking, suspicious scratching, or potential distress signals from furry friends?",Nest Devices & Security,Personalized Pet Monitoring & Proactive Animal Care +"Can I set up custom ""Rise and Shine"" routines with synchronized smart light dimming mimicking a gentle sunrise, uplifting music played on my Nest Mini, and positive news headlines displayed on my Nest Hub Max, creating a motivating start to the day?",Nest Devices & Wellbeing,Personalized Routines & Positive Mornings +"How can I use Google Fit on my Pixel phone to track my running pace, elevation gain, and ground contact time alongside heart rate data, analyzing my running form and suggesting personalized drills for improved efficiency and injury prevention?",Pixel Phones & Sports Tracking,Advanced Running Analysis & Personalized Coaching +"Does the Pixel 7 Pro offer a ""Super Res Zoom"" feature for capturing high-quality, detailed close-up photos and videos even from a distance, ensuring stunning wildlife photography or capturing candid moments from the sidelines of sporting events?",Pixel Phones & Photography,Enhanced Zoom & Vivid Details +"Can I utilize Google Assistant on my Nest Mini to control my smart dishwasher and receive notifications when my dishes are clean, optimizing wash cycles and saving time on kitchen tasks?",Google Assistant & Nest Devices,Smart Home & Convenience +"Does the Google Wifi system offer guest Wi-Fi with bandwidth prioritization and device time limits, allowing me to share internet access with visitors but ensure enough bandwidth for my own connected devices for seamless streaming or gaming?",Google Wifi,Connectivity & Guest Management +"How can I leverage Google Translate on my Chromebook to translate foreign-language scientific documents and technical manuals with advanced terminology recognition and contextual analysis tools, facilitating research and technical understanding across language barriers?",Chromebooks & Education,Specialized Translation & Technical Comprehension +"Does the Pixel 6a offer a vibrant OLED display with high refresh rate capabilities similar to the Pixel 7 series, ensuring smooth visuals and comfortable viewing even during extended gaming sessions or movie marathons?",Pixel Phones & Visual Experience,Performance & Adaptive Display +"Can I use my Pixel Buds to access Google Assistant on my Pixel phone with voice commands or head gestures while walking my dog, allowing me to navigate, send messages, or control music playback without breaking stride?",Pixel Buds & Pixel Phones,Communication & Convenience +"Does the Nest Thermostat offer integration with smart window blinds or shades for automatic light and temperature control based on time of day, sunlight levels, and weather forecasts, optimizing energy efficiency and creating a comfortable indoor environment throughout the day?",Nest Devices & Climate Control,Dynamic Environment Management & Weather-aware Optimization +"How can I leverage Google Lens on my Pixel to scan handwritten recipe ingredients and automatically generate grocery shopping lists with price comparisons and real-time availability at nearby stores, simplifying meal planning and ensuring efficient grocery runs?",Pixel Phones & Cooking,Smart Recipe Management & Efficient Shopping +"Does the Google Pixel Watch offer built-in sleep tracking with advanced sleep stages analysis and personalized insights for improved sleep quality, empowering me to make informed lifestyle choices for a healthier sleep cycle?",Pixel Watch & Wellbeing,Comprehensive Sleep Tracking & Personalized Sleep Coaching +"Can I leverage the Chromecast with Google TV to cast my Android tablet's language learning app with interactive dialogues onto my TV, transforming the living room into a language immersion hub for practicing conversations with friends and family?",Chromecast with Google TV & Android Tablets,Education & Entertainment +"Does the Pixel Fold offer a ""Live Transcribe"" feature with speaker labeling and sentiment analysis during multilingual presentations, allowing real-time comprehension for diverse audiences and facilitating cross-cultural understanding?",Pixel Fold,Communication & Accessibility +"How can I utilize Google Earth VR on my Pixel phone with Pixel Buds spatial audio to virtually explore the depths of the Great Barrier Reef and witness marine life interactions in 3D, igniting passion for ocean conservation and inspiring educational activities?",Pixel Phones & Environmental Advocacy,Immersive Learning & Virtual Ocean Exploration +"Does the Nest Cam offer facial recognition with customized activity logs and automatic alerts based on recognized individuals, ensuring a warm welcome for family and friends while sending immediate notifications about unexpected visitors?",Nest Devices & Security,Personalized Recognition & Proactive Notifications +"Can I set up custom ""Movie Night Magic 2.0"" routines with synchronized smart light dimming mimicking a cinema atmosphere, surround sound playback from my Nest Wifi mesh system, and movie trailers displayed on my Nest Hub Max while popcorn pops in my smart microwave, creating a fully immersive cinematic experience at home?",Nest Devices & Entertainment,Personalized Routines & Enhanced Entertainment +"How can I use Google Fit on my Pixel phone to track my swimming distance, stroke type, and pace alongside heart rate data, analyzing my technique and suggesting personalized drills for stroke refinement and optimal performance?",Pixel Phones & Sports Tracking,Advanced Swimming Analysis & Personalized Coaching +"Does the Pixel 7 Pro offer a ""Real Tone Video"" feature with automatic skin tone adjustments and dynamic lighting compensation for diverse subjects, ensuring accurate and inclusive representation in all video recordings across different lighting conditions?",Pixel Phones & Videography,Inclusive Capture & Natural Representation +"Can I utilize Google Assistant on my Nest Mini to control my smart robot vacuum and schedule cleaning routines based on specific room usage and pet activity patterns, simplifying floor cleaning and maintaining a tidy home environment?",Google Assistant & Nest Devices,Smart Home & Convenience +"Does the Google Wifi system offer parental controls with content filtering based on age-appropriate categories and scheduled internet pauses for bedtime and homework time, promoting responsible online behavior and ensuring focused study environments for children?",Google Wifi,Connectivity & Digital Wellbeing +"How can I leverage Google Translate on my Chromebook to translate foreign-language historical documents and online resources with advanced text analysis tools and image recognition for historical figures and landmarks, enriching research and contextual understanding of past events?",Chromebooks & Education,Language Learning & Enhanced Historical Research +"Does the Pixel 6a offer a long-lasting battery life with fast charging capabilities similar to the Pixel 7 series, minimizing downtime and ensuring I stay connected throughout the day on a single charge?",Pixel Phones & Battery & Charging,Productivity & Convenience +"Can I use my Pixel Buds to answer phone calls or control music playback with intuitive tap gestures or head tilts while exercising at the gym, keeping my hands free and focused on my workout?",Pixel Buds & Pixel Phones,Communication & Convenience +"Does the Nest Thermostat offer integration with smart air purifiers for automatic air filtration adjustments based on real-time pollen levels and allergy-specific preferences, ensuring a clean and healthy indoor environment tailored to individual needs?",Nest Devices & Wellbeing,Personalized Air Quality Management & Proactive Comfort +"How can I leverage Google Lens on my Pixel to scan restaurant menus and instantly access calorie counts, allergen information, and virtual 3D tours of dishes, facilitating informed meal choices and satisfying culinary curiosity?",Pixel Phones & Dining,Dietary Awareness & Virtual Restaurant Experiences +"Does the Google Pixel Watch offer built-in meditation and mindfulness apps with personalized guidance and real-time stress monitoring, empowering me to practice mindfulness and prioritize mental well-being throughout the day?",Pixel Watch & Wellbeing,Meditation & Stress Management +"Can I leverage the Chromecast with Google TV to mirror my Android phone's drawing app with collaborative features onto my TV, transforming the living room into a shared digital canvas for family art projects and creative bonding?",Chromecast with Google TV & Android Phones,Creativity & Family Fun +"Does the Pixel Fold offer a ""Live Transcribe"" feature with speaker identification and sentiment analysis during brainstorming sessions, allowing real-time comprehension for diverse team members and facilitating insightful group collaboration?",Pixel Fold,Communication & Accessibility +"How can I utilize Google Earth VR on my Pixel phone with Pixel Buds spatial audio to virtually explore the International Space Station and witness astronauts conducting experiments in 3D, sparking a passion for science and inspiring future space exploration careers?",Pixel Phones & Education,Immersive Learning & Virtual Space Exploration +"Does the Nest Cam offer facial recognition with customized greetings and activity logs based on recognized individuals, ensuring a warm welcome for family and friends while sending notifications about unexpected visitors and capturing potential security footage?",Nest Devices & Security,Personalized Recognition & Proactive Monitoring +"Can I set up custom ""Cozy Night In 2.0"" routines with synchronized smart light dimming mimicking a crackling fireplace glow, soothing fireplace sounds played on my Nest Mini, and a curated book playlist displayed on my Nest Hub Max, creating a relaxing atmosphere for winding down and enjoying a good read?",Nest Devices & Wellbeing,Personalized Routines & Restful Relaxation +"How can I use Google Fit on my Pixel phone to track my hiking distance, elevation gain, and heart rate data alongside weather forecasts and trail maps, analyzing my performance on different trails and suggesting routes for scenic treks and optimal challenge levels?",Pixel Phones & Sports Tracking,Advanced Hiking Analysis & Dynamic Route Planning +"Does the Pixel 7 Pro offer a ""Magic Eraser"" tool for removing unwanted photobombers or distracting background elements from group selfies and travel photos, ensuring picture-perfect memories even in crowded settings or scenic panoramas?",Pixel Phones & Photography,Editing & Enhancement +"Can I utilize Google Assistant on my Nest Mini to control my smart coffee machine and personalize settings for different coffee strengths and brewing schedules based on individual preferences, streamlining my morning routine and ensuring a perfect cup every time?",Google Assistant & Nest Devices,Smart Home & Convenience +"Does the Google Wifi system offer guest Wi-Fi with device time limits and scheduled internet pauses for connected devices, allowing me to share internet access with visitors but ensure efficient network usage and parental control over children's online activity?",Google Wifi,Connectivity & Guest Management +"How can I leverage Google Translate on my Chromebook to translate foreign-language educational videos and online courses with synchronized caption generation and note-taking tools, facilitating seamless language learning and knowledge retention even in complex topics?",Chromebooks & Education,Language Learning & Enhanced Course Comprehension +"Does the Pixel 6a offer a water-resistant build with Gorilla Glass protection similar to the Pixel 7 series, ensuring durability against accidental spills and everyday wear and tear, perfect for on-the-go adventures and active lifestyles?",Pixel Phones & Durability,Rugged Design & Worry-free Use +"Can I use my Pixel Buds to answer phone calls or control music playback with intuitive voice commands or tap gestures while cooking in the kitchen, keeping my hands free and focused on preparing delicious meals?",Pixel Buds & Pixel Phones,Communication & Convenience +"Does the Nest Thermostat offer integration with smart ceiling fans and air purifiers for automatic climate and air quality control based on real-time temperature, humidity, and pollutant levels, ensuring a comfortable and healthy indoor environment year-round?",Nest Devices & Climate Control,Dynamic Environment Management & Enhanced Air Quality +"How can I leverage Google Lens on my Pixel to scan restaurant menus and instantly access virtual food tours of different dishes, showcasing ingredients, preparation methods, and cultural origins, satisfying culinary curiosity and facilitating informed meal choices?",Pixel Phones & Dining,Virtual Restaurant Experiences & Sensory Exploration +"Does the Google Pixel Watch offer built-in fall detection and emergency response features with automatic alert triggers and immediate contact with emergency services, providing peace of mind for older adults and those with health concerns?",Pixel Watch & Safety,Proactive Safety & Independent Living +"Can I leverage the Chromecast with Google TV to mirror my Android tablet's productivity app with collaborative features onto my TV, transforming the living room into a shared workspace for brainstorming and tackling projects together?",Chromecast with Google TV & Android Tablets,Productivity & Collaboration +"Does the Pixel Fold offer a ""Live Transcribe"" feature with speaker identification and keyword highlighting during interviews or conferences, allowing real-time note-taking and efficient information capture for diverse participants?",Pixel Fold,Communication & Accessibility +"How can I utilize Google Earth VR on my Pixel phone with Pixel Buds spatial audio to virtually explore the breathtaking views from Mount Everest's summit and witness climbers in 3D, igniting passion for adventure and inspiring responsible tourism practices?",Pixel Phones & Education,Immersive Learning & Virtual Adventure Exploration +"Does the Nest Cam offer pet activity zones with customized alerts and personalized animal profiles based on specific species and individual behaviors, notifying me about playful romps, potential food spills, or unusual distress signals from furry friends?",Nest Devices & Security,Personalized Pet Monitoring & Proactive Animal Care +"Can I set up custom ""Focus Boost"" routines with synchronized smart light dimming mimicking morning sunshine, uplifting music played on my Nest Mini, and a curated to-do list displayed on my Nest Hub Max, creating a motivating environment for tackling my daily tasks?",Nest Devices & Wellbeing,Personalized Routines & Enhanced Productivity +"How can I use Google Fit on my Pixel phone to track my cycling speed, cadence, and effort levels alongside route data and weather updates, analyzing my performance on different segments and suggesting routes for personal bests or scenic leisure rides?",Pixel Phones & Sports Tracking,Advanced Cycling Analysis & Dynamic Route Planning +"Does the Pixel 7 Pro offer a ""Night Sight"" mode with automatic noise reduction and light balancing adjustments for astrophotography and low-light photography, capturing stunning starry skies and cityscapes even in challenging conditions?",Pixel Phones & Photography,Low-light & Night Photography +"Can I utilize Google Assistant on my Nest Mini to control my smart irrigation system and schedule personalized watering programs based on soil moisture levels, plant types, and real-time weather forecasts, promoting water conservation and healthy plant growth?",Google Assistant & Nest Devices,Smart Home & Sustainability +"Does the Google Wifi system offer parental controls with website filtering based on educational value and scheduled internet pauses for dedicated study time, promoting responsible online behavior and fostering focused learning environments for children?",Google Wifi,Connectivity & Digital Wellbeing +"How can I leverage Google Translate on my Chromebook to translate foreign-language scientific articles and technical documents with advanced terminology recognition and contextual analysis tools, facilitating research and scientific understanding across language barriers?",Chromebooks & Education,Specialized Translation & Technical Comprehension +"Does the Pixel 6a offer a vibrant OLED display with high refresh rate capabilities similar to the Pixel 7 series, ensuring smooth visuals and comfortable viewing even during extended video editing sessions or graphic design work?",Pixel Phones & Visual Experience,Performance & Adaptive Display +"Can I use my Pixel Buds to answer phone calls or control music playback with intuitive voice commands or head tilts while commuting to work, allowing me to stay connected and entertained hands-free?",Pixel Buds & Pixel Phones,Communication & Convenience +"Does the Nest Thermostat offer integration with smart blinds or shades for automatic light and temperature control based on time of day, sunlight levels, and personal preferences, optimizing energy efficiency and creating a comfortable atmosphere throughout the day?",Nest Devices & Climate Control,Dynamic Environment Management & Personalized Comfort +"How can I leverage Google Lens on my Pixel to scan handwritten grocery lists and automatically add items to my online shopping cart with price comparisons and real-time inventory updates, simplifying grocery shopping and ensuring efficient purchases?",Pixel Phones & Shopping,Smart Grocery Management & Efficient Shopping +"Does the Google Pixel Watch offer built-in sleep tracking with advanced sleep stages analysis and personalized insights for improved sleep quality, empowering me to make informed lifestyle choices for a healthier sleep cycle?",Pixel Watch & Wellbeing,Comprehensive Sleep Tracking & Personalized Sleep Coaching +"Can I leverage the Chromecast with Google TV to mirror my Android tablet's music production app with collaborative features onto my TV, transforming the living room into a vibrant home recording studio for jamming with friends and family?",Chromecast with Google TV & Android Tablets,Creativity & Entertainment +"Does the Pixel Fold offer a ""Live Transcribe"" feature with speaker identification and sentiment analysis during multicultural meetings, allowing real-time understanding and bridging cultural nuances for seamless cross-cultural collaboration?",Pixel Fold,Communication & Accessibility +"How can I utilize Google Earth VR on my Pixel phone with Pixel Buds spatial audio to virtually explore the bustling streets of Tokyo and delve into its vibrant pop culture in 3D, sparking wanderlust and inspiring future travel plans?",Pixel Phones & Education,Immersive Learning & Cultural Exploration +"Does the Nest Cam offer facial recognition with customized activity logs and automatic alerts based on recognized individuals, ensuring a warm welcome for family and friends while sending immediate notifications about unfamiliar faces and capturing potential security footage?",Nest Devices & Security,Personalized Recognition & Proactive Monitoring +"Can I set up custom ""Movie Night Magic 3.0"" routines with synchronized smart light dimming mimicking a cinema atmosphere, surround sound playback from my Nest Wifi mesh system, and movie trailers displayed on my Nest Hub Max while popcorn pops in my smart microwave, creating a fully immersive cinematic experience at home?",Nest Devices & Entertainment,Personalized Routines & Enhanced Entertainment +"How can I use Google Fit on my Pixel phone to track my running pace, elevation gain, and ground contact time alongside heart rate data, analyzing my running form and suggesting personalized drills for improved efficiency and preventing injuries?",Pixel Phones & Sports Tracking,Advanced Running Analysis & Personalized Coaching +"Does the Pixel 7 Pro offer a ""Magic Eraser"" tool for removing unwanted photobombers or distracting background elements from travel photos taken in iconic landmarks, ensuring perfect souvenir pictures even in crowded settings?",Pixel Phones & Photography,Editing & Enhancement +"Can I utilize Google Assistant on my Nest Mini to control my smart doorbell and receive personalized notifications with voice recognition for familiar visitors and automatic alerts for unfamiliar faces, ensuring enhanced security and a friendly welcome?",Google Assistant & Nest Devices,Smart Home & Security +"Does the Google Wifi system offer guest Wi-Fi with bandwidth prioritization and device time limits, allowing me to share internet access with visitors but ensure enough bandwidth for my own connected devices for seamless streaming or gaming?",Google Wifi,Connectivity & Guest Management +"How can I leverage Google Translate on my Chromebook to translate foreign-language historical documents and online resources with advanced text analysis tools and image recognition for historical figures and landmarks, enriching research and contextual understanding of past events?",Chromebooks & Education,Language Learning & Enhanced Historical Research +"Does the Pixel 6a offer a long-lasting battery life with fast charging capabilities similar to the Pixel 7 series, minimizing downtime and ensuring I stay connected throughout the day on a single charge?",Pixel Phones & Battery & Charging,Productivity & Convenience +"Can I use my Pixel Buds to answer phone calls or control music playback with intuitive voice commands or tap gestures while riding a bike, keeping my hands free and focused on the road?",Pixel Buds & Pixel Phones,Communication & Convenience +"Does the Nest Thermostat offer integration with smart air purifiers for automatic air filtration adjustments based on real-time pollen levels and personalized allergy settings, ensuring a clean and healthy indoor environment tailored to individual needs?",Nest Devices & Wellbeing,Personalized Air Quality Management & Proactive Comfort +"How can I leverage Google Lens on my Pixel to scan restaurant menus and instantly access virtual 3D food tours showcasing ingredients, preparation methods, and cultural origins, satisfying culinary curiosity and facilitating informed meal choices?",Pixel Phones & Dining,Virtual Restaurant Experiences & Sensory Exploration +"Does the Google Pixel Watch offer built-in workout tracking with personalized exercise goals and real-time feedback on metrics like pace, distance, and heart rate, empowering me to achieve my fitness goals?",Pixel Watch & Fitness Tracking,Personalized & Motivating Workouts +"Can I leverage the Chromecast with Google TV to mirror my Android tablet's language learning app with interactive games onto my TV, turning the living room into a language immersion playground for learning with friends and family?",Chromecast with Google TV & Android Tablets,Education & Entertainment +"Does the Pixel Fold offer a ""Live Transcribe"" feature with speaker labeling and sentiment analysis during lectures or workshops, allowing real-time comprehension for diverse audiences and facilitating engaging group discussions?",Pixel Fold,Communication & Accessibility +"How can I utilize Google Earth VR on my Pixel phone with Pixel Buds spatial audio to virtually explore the depths of the Amazon rainforest and witness diverse ecosystems in 3D, igniting passion for environmental conservation and inspiring eco-friendly initiatives?",Pixel Phones & Environmental Advocacy,Immersive Learning & Virtual Rainforest Exploration +"Does the Nest Cam offer pet activity zones with customized alerts and personalized animal insights based on specific sounds and movements, notifying me about playful tail wags, potential mischief, or unusual animal behavior for proactive care?",Nest Devices & Security,Personalized Pet Monitoring & Proactive Animal Care +"Can I set up custom ""Game Night Blitz"" routines with synchronized smart light transitions mimicking stadium effects, immersive surround sound from my Nest Wifi mesh system, and a curated game playlist displayed on my Nest Hub Max, creating a thrilling atmosphere for competitive gaming sessions?",Nest Devices & Entertainment,Personalized Routines & Enhanced Gaming Experience +"How can I use Google Fit on my Pixel phone to track my swimming distance, stroke type, and pace alongside heart rate data, analyzing my technique and suggesting personalized drills for improved strokes and optimal performance?",Pixel Phones & Sports Tracking,Advanced Swimming Analysis & Personalized Coaching +"Does the Pixel 7 Pro offer a ""Motion Blur"" mode for capturing crisp action shots and blur-free sports photography, ensuring stunning images of moving subjects even in challenging lighting conditions?",Pixel Phones & Photography,Dynamic Photography & Action Capture +"Can I utilize Google Assistant on my Nest Mini to control my smart garden sprinkler system and schedule personalized watering routines based on soil moisture levels, plant types, and real-time weather updates, promoting water conservation and healthy plant growth?",Google Assistant & Nest Devices,Smart Home & Sustainability +"Does the Google Wifi system offer parental controls with website filtering based on educational value and scheduled internet pauses for designated areas in the house, promoting responsible online behavior and facilitating focused study environments for children?",Google Wifi,Connectivity & Digital Wellbeing +"How can I leverage Google Translate on my Chromebook to translate foreign-language online research resources and scientific databases with advanced terminology recognition and subject-specific context analysis tools, facilitating research and knowledge acquisition across fields?",Chromebooks & Education,Specialized Translation & Advanced Research Assistance +"Does the Pixel 6a offer a water-resistant build with Corning Gorilla Glass protection similar to the Pixel 7 series, ensuring durability against accidental spills and everyday wear and tear, perfect for on-the-go adventures and messy hobbies?",Pixel Phones & Durability,Rugged Design & Worry-free Use +"Can I use my Pixel Buds to answer phone calls or control music playback with intuitive voice commands or head gestures while cooking in the kitchen, keeping my hands free and focused on delicious meal preparation?",Pixel Buds & Pixel Phones,Communication & Convenience +"Does the Nest Thermostat offer integration with smart window blinds or shades for automatic light and temperature control based on time of day, sunlight levels, and personal preferences, optimizing energy efficiency and creating a comfortable atmosphere throughout the day?",Nest Devices & Climate Control,Dynamic Environment Management & Personalized Comfort +"How can I leverage Google Lens on my Pixel to scan handwritten recipes and automatically generate grocery shopping lists with online price comparisons and real-time availability at nearby stores, simplifying meal planning and efficient grocery runs?",Pixel Phones & Cooking,Smart Recipe Management & Efficient Shopping +"Does the Google Pixel Watch offer built-in meditation and mindfulness apps with personalized guidance and real-time stress monitoring, empowering me to practice mindfulness and prioritize mental well-being throughout the day?",Pixel Watch & Wellbeing,Meditation & Stress Management +"Can I leverage the Chromecast with Google TV to mirror my Android tablet's drawing app with collaborative features onto my TV, transforming the living room into a shared digital canvas for family art therapy sessions and creative bonding?",Chromecast with Google TV & Android Tablets,Creativity & Wellbeing +"Does the Pixel Fold offer a ""Live Transcribe"" feature with speaker identification and sentiment analysis during therapy sessions, allowing real-time communication and emotional intelligence insights for both patients and therapists?",Pixel Fold,Communication & Accessibility +"How can I utilize Google Earth VR on my Pixel phone with Pixel Buds spatial audio to virtually explore the awe-inspiring beauty of the Grand Canyon and witness geological formations in 3D, sparking a passion for earth science and inspiring responsible tourism practices?",Pixel Phones & Education,Immersive Learning & Virtual Geological Exploration +"Does the Nest Cam offer facial recognition with customized greetings and activity logs based on recognized individuals, ensuring a warm welcome for family and friends while sending immediate notifications about unfamiliar faces and capturing potential security footage?",Nest Devices & Security,Personalized Recognition & Proactive Monitoring +"Can I set up custom ""Cozy Night In 3.0"" routines with synchronized smart light dimming mimicking soft candlelight, fireplace sounds played on my Nest Mini, and a curated book playlist displayed on my Nest Hub Max, creating a relaxing atmosphere for winding down with a good read?",Nest Devices & Wellbeing,Personalized Routines & Restful Relaxation +"How can I use Google Fit on my Pixel phone to track my yoga session duration, pose accuracy, and breathing patterns alongside heart rate data, analyzing my practice and suggesting personalized routines for improved flexibility and mindfulness?",Pixel Phones & Wellness Tracking,Advanced Yoga Analysis & Personalized Practice Support +"Does the Pixel 7 Pro offer a ""Real Tone Video"" feature with automatic skin tone adjustments and dynamic lighting compensation for diverse subjects, ensuring accurate and inclusive representation in all video recordings across different lighting conditions?",Pixel Phones & Videography,Inclusive Capture & Natural Representation +"Can I utilize Google Assistant on my Nest Mini to control my smart air purifier and adjust settings based on real-time air quality data and personalized allergy preferences, ensuring a clean and healthy indoor environment tailored to individual needs?",Google Assistant & Nest Devices,Smart Home & Wellbeing +"Does the Google Wifi system offer guest Wi-Fi with device time limits and scheduled internet pauses for connected devices, allowing me to share internet access with visitors but ensure efficient network usage and parental control over children's online activity?",Google Wifi,Connectivity & Guest Management +"How can I leverage Google Translate on my Chromebook to translate foreign-language historical podcasts and online documentaries with advanced audio analysis tools and image recognition for historical figures and landmarks, enriching research and contextual understanding of past events?",Chromebooks & Education,Language Learning & Enhanced Historical Research +"Does the Pixel 6a offer a long-lasting battery life with fast charging capabilities similar to the Pixel 7 series, minimizing downtime and ensuring I stay connected throughout the day on a single charge?",Pixel Phones & Battery & Charging,Productivity & Convenience +"Can I use my Pixel Buds to answer phone calls or control music playback with intuitive voice commands or double-tap gestures while walking my dog, keeping my hands free and focused on my furry friend?",Pixel Buds & Pixel Phones,Communication & Convenience +"Does the Nest Thermostat offer integration with smart fans and air purifiers for automatic climate and air quality control based on real-time temperature, humidity, and pollutant levels, ensuring a comfortable and healthy indoor environment year-round?",Nest Devices & Climate Control,Dynamic Environment Management & Enhanced Air Quality +"How can I leverage Google Lens on my Pixel to scan restaurant menus and instantly access calorie counts, allergen information, and augmented reality food models showcasing ingredients and preparation methods, facilitating informed meal choices and satisfying culinary curiosity?",Pixel Phones & Dining,Virtual Restaurant Experiences & Informed Decision-making +"Does the Google Pixel Watch offer built-in fitness tracking with automatic activity detection and personalized exercise goals, empowering me to stay motivated and achieve my fitness objectives?",Pixel Watch & Fitness Tracking,Personalized & Motivating Workouts +"Can I leverage the Chromecast with Google TV to mirror my Android tablet's astronomy app with interactive features onto my TV, transforming the living room into a celestial exploration hub for stargazing with friends and family?",Chromecast with Google TV & Android Tablets,Education & Entertainment +"Does the Pixel Fold offer a ""Live Transcribe"" feature with speaker labeling and sentiment analysis during international business meetings, allowing real-time comprehension and bridging cultural nuances for seamless cross-cultural collaboration?",Pixel Fold,Communication & Accessibility +"How can I utilize Google Earth VR on my Pixel phone with Pixel Buds spatial audio to virtually explore the ancient ruins of Pompeii and witness historical wonders in 3D, sparking a passion for archaeology and inspiring responsible cultural tourism practices?",Pixel Phones & Education,Immersive Learning & Virtual Historical Exploration +"Does the Nest Cam offer pet activity zones with customized alerts and personalized insights based on specific animal sounds and movements, notifying me about playful chases, potential mischief, or unusual animal behavior for proactive care?",Nest Devices & Security,Personalized Pet Monitoring & Proactive Animal Care +"Can I set up custom ""Movie Marathon Mania"" routines with synchronized smart light dimming mimicking a cinema atmosphere, surround sound playback from my Nest Wifi mesh system, and a curated movie queue displayed on my Nest Hub Max, creating a captivating cinematic experience at home?",Nest Devices & Entertainment,Personalized Routines & Enhanced Entertainment +"How can I use Google Fit on my Pixel phone to track my cycling speed, cadence, and effort levels alongside elevation data and weather updates, analyzing my performance on different routes and suggesting personalized segments for improvement or scenic leisure rides?",Pixel Phones & Sports Tracking,Advanced Cycling Analysis & Dynamic Route Planning +"Does the Pixel 7 Pro offer a ""Night Sight"" mode with automatic noise reduction and light balancing adjustments for astrophotography and low-light videography, capturing stunning starry skies and cityscapes even in challenging conditions?",Pixel Phones & Photography & Videography,Night-time Capture & Vivid Low-light Imagery +"Can I utilize Google Assistant on my Nest Mini to control my smart doorbell and receive personalized notifications with voice recognition for familiar visitors and automatic alerts for strangers, ensuring enhanced security and a friendly welcome?",Google Assistant & Nest Devices,Smart Home & Security +"Does the Google Wifi system offer guest Wi-Fi with bandwidth prioritization and device time limits, allowing me to share internet access with visitors but ensure enough bandwidth for my own connected devices for seamless streaming or gaming?",Google Wifi,Connectivity & Guest Management +"How can I leverage Google Translate on my Chromebook to translate foreign-language educational tutorials and online courses with synchronized caption generation and note-taking tools, facilitating seamless language learning and knowledge retention even in complex topics?",Chromebooks & Education,Language Learning & Enhanced Course Comprehension +"Does the Pixel 6a offer a water-resistant build with Corning Gorilla Glass protection similar to the Pixel 7 series, ensuring durability against accidental spills and everyday wear and tear, perfect for on-the-go adventures and messy hobbies?",Pixel Phones & Durability,Rugged Design & Worry-free Use +"Can I use my Pixel Buds to answer phone calls or control music playback with intuitive voice commands or tap gestures while gardening, keeping my hands free and focused on nurturing my plants?",Pixel Buds & Pixel Phones,Communication & Convenience +"Does the Nest Thermostat offer integration with smart blinds or shades for automatic light and temperature control based on time of day, sunlight levels, and personal preferences, optimizing energy efficiency and creating a comfortable atmosphere throughout the day?",Nest Devices & Climate Control,Dynamic Environment Management & Personalized Comfort +"How can I leverage Google Lens on my Pixel to scan handwritten grocery lists and automatically add items to my online shopping cart with real-time inventory updates and substitute suggestions, simplifying grocery shopping and ensuring efficient purchases?",Pixel Phones & Shopping,Smart Grocery Management & Efficient Shopping +"Does the Google Pixel Watch offer built-in sleep tracking with advanced sleep stages analysis and personalized insights for improved sleep quality, empowering me to make informed lifestyle choices for a healthier sleep cycle?",Pixel Watch & Wellbeing,Comprehensive Sleep Tracking & Personalized Sleep Coaching +"Can I leverage the Chromecast with Google TV to mirror my Android tablet's music creation app with collaborative features onto my TV, transforming the living room into a vibrant digital jam session space for creating music with friends and family?",Chromecast with Google TV & Android Tablets,Creativity & Entertainment +"Does the Pixel Fold offer a ""Live Transcribe"" feature with speaker identification and sentiment analysis during multilingual live streams, allowing real-time understanding and bridging cultural nuances for global online audiences?",Pixel Fold,Communication & Accessibility +"How can I utilize Google Earth VR on my Pixel phone with Pixel Buds spatial audio to virtually explore the bustling streets of Tokyo and delve into its vibrant street art scene in 3D, sparking artistic inspiration and inspiring future travel plans?",Pixel Phones & Education,Immersive Learning & Virtual Cultural Exploration +"Does the Nest Cam offer facial recognition with customized activity logs and automatic alerts based on recognized individuals, ensuring a warm welcome for family and friends while sending immediate notifications about unfamiliar faces and capturing potential security footage?",Nest Devices & Security,Personalized Recognition & Proactive Monitoring +"Can I set up custom ""Game Night Blitz 2.0"" routines with synchronized smart light transitions mimicking lightning strikes, dynamic surround sound from my Nest Wifi mesh system, and a curated game soundtrack displayed on my Nest Hub Max, creating a thrilling atmosphere for intense gaming sessions?",Nest Devices & Entertainment,Personalized Routines & Enhanced Gaming Experience +"How can I use Google Fit on my Pixel phone to track my hiking distance, elevation gain, and heart rate data alongside trail maps and weather updates, analyzing my performance on different trails and suggesting routes for personal bests or scenic strolls?",Pixel Phones & Sports Tracking,Advanced Hiking Analysis & Dynamic Route Planning +"Does the Pixel 7 Pro offer a ""Magic Eraser"" tool for removing unwanted photobombers or distracting background elements from travel photos taken in iconic landmarks, ensuring perfect souvenir pictures even in crowded tourist spots?",Pixel Phones & Photography,Editing & Enhancement +"Can I utilize Google Assistant on my Nest Mini to control my smart sprinkler system and schedule personalized watering routines based on soil moisture levels, plant types, and real-time weather updates, promoting water conservation and healthy plant growth?",Google Assistant & Nest Devices,Smart Home & Sustainability +"Does the Google Wifi system offer parental controls with website filtering based on educational value and scheduled internet pauses for designated devices in the house, promoting responsible online behavior and facilitating focused study environments for children?",Google Wifi,Connectivity & Digital Wellbeing +"How can I leverage Google Translate on my Chromebook to translate foreign-language scientific articles and technical documents with advanced terminology recognition and contextual analysis tools, facilitating research and scientific understanding across fields?",Chromebooks & Education,Specialized Translation & Advanced Research Assistance +"Does the Pixel 6a offer a vibrant OLED display with high refresh rate capabilities similar to the Pixel 7 series, ensuring smooth visuals and comfortable viewing even during extended coding sessions or video editing?",Pixel Phones & Visual Experience,Performance & Adaptive Display +"Can I use my Pixel Buds to answer phone calls or control music playback with intuitive voice commands or head gestures while exercising at the gym, keeping my hands free and focused on my workout?",Pixel Buds & Pixel Phones,Communication & Convenience +"Does the Nest Thermostat offer integration with smart air purifiers for automatic air filtration adjustments based on real-time pollen levels and personalized allergy settings, ensuring a clean and healthy indoor environment tailored to individual needs?",Nest Devices & Wellbeing,Personalized Air Quality Management & Proactive Comfort +"How can I leverage Google Lens on my Pixel to scan restaurant menus and instantly access virtual 3D food tours showcasing nutritional information, cooking methods, and cultural origins, facilitating informed meal choices and satisfying culinary curiosity?",Pixel Phones & Dining,Virtual Restaurant Experiences & Sensory Exploration +"Does the Google Pixel Watch offer built-in workout tracking with personalized exercise goals and real-time feedback on metrics like pace, distance, and heart rate, empowering me to achieve my fitness objectives?",Pixel Watch & Fitness Tracking,Personalized & Motivating Workouts +"Can I leverage the Chromecast with Google TV to mirror my Android tablet's digital art app with collaborative features onto my TV, transforming the living room into a shared canvas for family art projects and creative bonding?",Chromecast with Google TV & Android Tablets,Creativity & Family Fun +"Does the Pixel Fold offer a ""Live Transcribe"" feature with speaker labeling and sentiment analysis during team brainstorming sessions, allowing real-time comprehension and facilitating inclusive idea generation for diverse teams?",Pixel Fold,Communication & Accessibility +"How can I utilize Google Earth VR on my Pixel phone with Pixel Buds spatial audio to virtually explore the breathtaking views from Mount Everest's summit and witness climbers in 3D, igniting passion for adventure and inspiring responsible tourism practices?",Pixel Phones & Education,Immersive Learning & Virtual Expeditions +"Does the Nest Cam offer pet activity zones with customized alerts and animal-specific insights based on sounds and movements, notifying me about playful antics, potential mischief, or unusual pet behavior for proactive care?",Nest Devices & Security,Personalized Pet Monitoring & Proactive Animal Care +"Can I set up custom ""Cozy Night In 4.0"" routines with synchronized smart light dimming mimicking soft candlelight, fireplace sounds played on my Nest Mini, and a curated book playlist displayed on my Nest Hub Max, creating a relaxing atmosphere for unwinding with a good read?",Nest Devices & Wellbeing,Personalized Routines & Restful Relaxation +"How can I use Google Fit on my Pixel phone to track my dance performance metrics alongside heart rate data and music tempo, analyzing my technique and suggesting personalized routines for improved flexibility and rhythmic flow?",Pixel Phones & Sports Tracking,Advanced Dance Analysis & Personalized Practice Support +"Does the Pixel 7 Pro offer a ""Long Exposure"" mode with automatic noise reduction and dynamic light balance adjustments for capturing dreamy night landscapes and cityscapes, transforming ordinary scenes into mesmerizing artistic expressions?",Pixel Phones & Photography,Artistic Capture & Creative Nighttime Imagery +"Can I utilize Google Assistant on my Nest Mini to control my smart coffee machine and personalize settings for different coffee strengths and brewing schedules based on individual preferences, ensuring a perfect cup every time?",Google Assistant & Nest Devices,Smart Home & Convenience +"Does the Google Wifi system offer guest Wi-Fi with device time limits and scheduled internet pauses for connected devices, allowing me to share internet access with visitors but ensure efficient network usage and parental control over children's online activity?",Google Wifi,Connectivity & Guest Management +"How can I leverage Google Translate on my Chromebook to translate foreign-language historical documents and online archives with advanced text analysis tools and image recognition for historical figures and landmarks, enriching research and contextual understanding of past events?",Chromebooks & Education,Specialized Translation & Enhanced Historical Research +"Does the Pixel 6a offer a long-lasting battery life with fast charging capabilities similar to the Pixel 7 series, minimizing downtime and ensuring I stay connected throughout the day on a single charge?",Pixel Phones & Battery & Charging,Productivity & Convenience +"Can I use my Pixel Buds to answer phone calls or control music playback with intuitive voice commands or tap gestures while running errands, keeping my hands free and focused on navigating the city?",Pixel Buds & Pixel Phones,Communication & Convenience +"Does the Nest Thermostat offer integration with smart blinds or shades for automatic light and temperature control based on time of day, sunlight levels, and personal preferences, optimizing energy efficiency and creating a comfortable atmosphere throughout the day?",Nest Devices & Climate Control,Dynamic Environment Management & Personalized Comfort +"How can I leverage Google Lens on my Pixel to scan product labels and instantly access price comparisons, online reviews, and sustainability ratings, facilitating informed purchase decisions and eco-conscious shopping?",Pixel Phones & Shopping,Smart Product Analysis & Informed Purchase Support +"Does the Google Pixel Watch offer built-in fall detection and emergency response features with automatic alert triggers and immediate contact with emergency services, providing peace of mind for older adults and those with health concerns?",Pixel Watch & Safety,Proactive Safety & Independent Living +"Can I leverage the Chromecast with Google TV to mirror my Android tablet's language learning app with interactive games onto my TV, transforming the living room into a playful language immersion playground for learning with friends and family?",Chromecast with Google TV & Android Tablets,Education & Family Fun +"Does the Pixel Fold offer a ""Live Transcribe"" feature with speaker identification and sentiment analysis during multilingual business negotiations, allowing real-time understanding and bridging cultural nuances for seamless cross-cultural collaboration?",Pixel Fold,Communication & Accessibility +"How can I utilize Google Earth VR on my Pixel phone with Pixel Buds spatial audio to virtually explore the vibrant coral reefs of the Great Barrier Reef and witness marine life in 3D, sparking a passion for ocean conservation and inspiring sustainable tourism practices?",Pixel Phones & Education,Immersive Learning & Virtual Nature Exploration +"Does the Nest Cam offer facial recognition with customized activity logs and automatic greetings based on recognized individuals, ensuring a warm welcome for family and friends while sending immediate notifications about unfamiliar faces and capturing potential security footage?",Nest Devices & Security,Personalized Recognition & Proactive Monitoring +"Can I set up custom ""Movie Marathon Mania 2.0"" routines with synchronized smart light dimming mimicking a cinema atmosphere, surround sound playback from my Nest Wifi mesh system, and a curated movie queue displayed on my Nest Hub Max, creating a captivating cinematic experience at home?",Nest Devices & Entertainment,Personalized Routines & Enhanced Entertainment +"How can I use Google Fit on my Pixel phone to track my swimming distance, lap pace, and stroke types alongside heart rate data, analyzing my technique and suggesting personalized drills for improved efficiency and different swimming styles?",Pixel Phones & Sports Tracking,Advanced Swimming Analysis & Personalized Practice Support +"Does the Pixel 7 Pro offer a ""Cinematic Pan"" mode with automatic subject tracking and smooth transitions for capturing professional-looking video footage, making everyday moments feel like movie magic?",Pixel Phones & Videography,Artistic Capture & Cinematic Video Storytelling +"Can I utilize Google Assistant on my Nest Mini to control my smart oven and adjust settings for different recipes based on specific temperatures and cooking times, ensuring culinary success even for novice cooks?",Google Assistant & Nest Devices,Smart Home & Convenience +"Does the Google Wifi system offer parental controls with website filtering based on educational value and scheduled internet pauses for designated areas in the house, promoting responsible online behavior and facilitating focused study environments for children?",Google Wifi,Connectivity & Digital Wellbeing +"How can I leverage Google Translate on my Chromebook to translate foreign-language medical journals and online resources with advanced medical terminology recognition and anatomical image analysis tools, facilitating research and medical understanding across languages?",Chromebooks & Education,Specialized Translation & Advanced Medical Research Assistance +"Does the Pixel 6a offer a water-resistant build with Corning Gorilla Glass protection similar to the Pixel 7 series, ensuring durability against accidental spills and everyday wear and tear, perfect for on-the-go adventures and messy hobbies?",Pixel Phones & Durability,Rugged Design & Worry-free Use +"Can I use my Pixel Buds to answer phone calls or control music playback with intuitive voice commands or tap gestures while commuting, keeping my hands free and focused on the journey?",Pixel Buds & Pixel Phones,Communication & Convenience +"Does the Nest Thermostat offer integration with smart fans and air purifiers for automatic climate and air quality control based on real-time temperature, humidity, and pollutant levels, ensuring a comfortable and healthy indoor environment year-round?",Nest Devices & Climate Control,Dynamic Environment Management & Enhanced Air Quality +"How can I leverage Google Lens on my Pixel to scan handwritten notes and instantly convert them into digital text within my Google Keep app, streamlining note-taking and ensuring important information is easily accessible and organized?",Pixel Phones & Productivity,Smart Note-taking & Organization +"Does the Google Pixel Watch offer built-in stress detection and mindfulness prompts, empowering me to manage stress throughout the day and prioritize mental well-being?",Pixel Watch & Wellbeing,Stress Management & Proactive Mindfulness Support +"Can I leverage the Chromecast with Google TV to mirror my Android tablet's music creation app with live collaboration features onto my TV, transforming the living room into a vibrant virtual recording studio for jamming with friends and family?",Chromecast with Google TV & Android Tablets,Creativity & Music Production +"Does the Pixel Fold offer a ""Live Caption"" feature with speaker identification and sentiment analysis during multilingual live streams, allowing real-time understanding and bridging cultural nuances for global online audiences?",Pixel Fold,Communication & Accessibility +"How can I utilize Google Earth VR on my Pixel phone with Pixel Buds spatial audio to virtually explore the bustling streets of Paris and delve into its iconic landmarks in 3D, sparking wanderlust and inspiring future travel plans?",Pixel Phones & Education,Immersive Learning & Virtual City Exploration +"Does the Nest Cam offer pet activity zones with customized alerts and personalized insights based on specific animal sounds and movements, notifying me about playful chases, potential mischief, or unusual pet behavior for proactive care?",Nest Devices & Security,Personalized Pet Monitoring & Proactive Animal Care +"Can I set up custom ""Game Night Blitz 3.0"" routines with synchronized smart light transitions mimicking stadium effects, dynamic surround sound from my Nest Wifi mesh system, and a curated game soundtrack displayed on my Nest Hub Max, creating a thrilling atmosphere for intense gaming sessions?",Nest Devices & Entertainment,Personalized Routines & Enhanced Gaming Experience +"How can I use Google Fit on my Pixel phone to track my cycling speed, elevation gain, and route data alongside weather updates and real-time traffic alerts, analyzing my performance on different routes and suggesting scenic journeys or challenging climbs?",Pixel Phones & Sports Tracking,Advanced Cycling Analysis & Dynamic Route Planning +"Does the Pixel 7 Pro offer a ""Super Res Zoom"" feature with automatic noise reduction and dynamic image stabilization for capturing stunning close-ups and wildlife photography even in challenging lighting conditions?",Pixel Phones & Photography,Advanced Zoom & High-resolution Wildlife Capture +"Can I utilize Google Assistant on my Nest Mini to control my smart garden irrigation system and schedule personalized watering routines based on soil moisture levels, plant types, and real-time weather updates, promoting water conservation and healthy plant growth?",Google Assistant & Nest Devices,Smart Home & Sustainability +"Does the Google Wifi system offer guest Wi-Fi with device time limits and scheduled internet pauses for connected devices, allowing me to share internet access with visitors but ensure efficient network usage and parental control over children's online activity?",Google Wifi,Connectivity & Guest Management +"How can I leverage Google Translate on my Chromebook to translate foreign-language legal documents and contracts with advanced legal terminology recognition and contextual analysis tools, facilitating understanding and ensuring accuracy in multilingual agreements?",Chromebooks & Education,Specialized Translation & Legal Document Support +"Does the Pixel 6a offer a vibrant OLED display with high refresh rate capabilities similar to the Pixel 7 series, ensuring smooth visuals and comfortable viewing even during extended reading sessions or video editing?",Pixel Phones & Visual Experience,Performance & Adaptive Display +"Can I use my Pixel Buds to answer phone calls or control music playback with intuitive voice commands or head gestures while cooking in the kitchen, keeping my hands free and focused on delicious meal preparation?",Pixel Buds & Pixel Phones,Communication & Convenience +"Does the Nest Thermostat offer integration with smart air purifiers for automatic air filtration adjustments based on real-time pollen levels and personalized allergy settings, ensuring a clean and healthy indoor environment tailored to individual needs?",Nest Devices & Wellbeing,Personalized Air Quality Management & Proactive Comfort +"How can I leverage Google Lens on my Pixel to scan restaurant menus and instantly access augmented reality food models showcasing ingredients and preparation methods, facilitating informed meal choices and satisfying culinary curiosity?",Pixel Phones & Dining,Virtual Restaurant Experiences & Sensory Exploration +"Does the Google Pixel Watch offer built-in sleep tracking with advanced sleep stages analysis and personalized insights for improving sleep quality, empowering me to make informed lifestyle choices for a healthier sleep cycle?",Pixel Watch & Wellbeing,Comprehensive Sleep Tracking & Personalized Sleep C +"Can I leverage the Chromecast with Google TV to mirror my Android tablet's painting app with collaborative features onto my TV, transforming the living room into a shared digital canvas for family art therapy sessions and creative bonding?",Chromecast with Google TV & Android Tablets,Creativity & Wellbeing +"Does the Pixel Fold offer a ""Live Transcribe"" feature with speaker labeling and sentiment analysis during international business meetings, allowing real-time understanding and bridging cultural nuances for seamless cross-cultural collaboration?",Pixel Fold,Communication & Accessibility +"How can I utilize Google Earth VR on my Pixel phone with Pixel Buds spatial audio to virtually explore the ancient Maya ruins of Chichen Itza and witness historical wonders in 3D, sparking a passion for archaeology and inspiring responsible cultural tourism practices?",Pixel Phones & Education,Immersive Learning & Virtual Historical Exploration +"Does the Nest Cam offer pet activity zones with customized alerts and personalized insights based on specific animal sounds and movements, notifying me about playful antics, potential mischief, or unusual pet behavior for proactive care?",Nest Devices & Security,Personalized Pet Monitoring & Proactive Animal Care +"Can I set up custom ""Movie Marathon Mania 3.0"" routines with synchronized smart light dimming mimicking a cinema atmosphere, surround sound playback from my Nest Wifi mesh system, and a curated movie queue displayed on my Nest Hub Max, creating a captivating cinematic experience at home?",Nest Devices & Entertainment,Personalized Routines & Enhanced Entertainment +"How can I use Google Fit on my Pixel phone to track my yoga session duration, pose accuracy, and breathing patterns alongside heart rate data, analyzing my practice and suggesting personalized routines for improved flexibility and mindfulness?",Pixel Phones & Sports Tracking,Advanced Yoga Analysis & Personalized Practice Support +"Does the Pixel 7 Pro offer a ""Motion Blur"" mode with automatic subject tracking and dynamic adjustments for capturing action shots and sports photography with blur-free clarity, ensuring stunning images of moving subjects?",Pixel Phones & Photography,Dynamic Photography & Action Capture +"Can I utilize Google Assistant on my Nest Mini to control my smart doorbell and receive personalized notifications with voice recognition for familiar visitors and automatic alerts for strangers, ensuring enhanced security and a friendly welcome?",Google Assistant & Nest Devices,Smart Home & Security +"Does the Google Wifi system offer guest Wi-Fi with bandwidth prioritization and device time limits, allowing me to share internet access with visitors but ensure enough bandwidth for my own connected devices for seamless streaming or gaming?",Google Wifi,Connectivity & Guest Management +"How can I leverage Google Translate on my Chromebook to translate foreign-language educational tutorials and online courses with synchronized caption generation and note-taking tools, facilitating language learning and knowledge retention within complex topics?",Chromebooks & Education,Language Learning & Enhanced Course Comprehension +"Does the Pixel 6a offer a long-lasting battery life with fast charging capabilities similar to the Pixel 7 series, minimizing downtime and ensuring I stay connected throughout the day on a single charge?",Pixel Phones & Battery & Charging,Productivity & Convenience +"Can I use my Pixel Buds to answer phone calls or control music playback with intuitive voice commands or tap gestures while hiking, keeping my hands free and focused on navigating the trails?",Pixel Buds & Pixel Phones,Communication & Convenience +"Does the Nest Thermostat offer integration with smart blinds or shades for automatic light and temperature control based on time of day, sunlight levels, and personal preferences, optimizing energy efficiency and creating a comfortable atmosphere throughout the day?",Nest Devices & Climate Control,Dynamic Environment Management & Personalized Comfort +"How can I leverage Google Lens on my Pixel to scan handwritten grocery lists and automatically add items to my online shopping cart with real-time inventory updates and substitute suggestions, simplifying grocery shopping and ensuring efficient purchases?",Pixel Phones & Shopping,Smart Grocery Management & Efficient Shopping +"Does the Google Pixel Watch offer built-in heart health monitoring with irregular rhythm detection and sleep apnea insights, empowering me to take proactive steps towards maintaining cardiovascular health?",Pixel Watch & Wellbeing,Advanced Heart Health Monitoring & Proactive Wellness Support +"Can I leverage the Chromecast with Google TV to mirror my Android tablet's interactive coding app with collaborative features onto my TV, transforming the living room into a shared learning space for family coding sessions and building tech skills together?",Chromecast with Google TV & Android Tablets,Creativity & Education +"Does the Pixel Fold offer a ""Live Transcribe"" feature with speaker identification and sentiment analysis during multilingual podcast recordings, allowing real-time comprehension and facilitating cross-cultural dialogue in podcast creation?",Pixel Fold,Communication & Accessibility +"How can I utilize Google Earth VR on my Pixel phone with Pixel Buds spatial audio to virtually explore the breathtaking aurora borealis above the Arctic Circle and witness this natural light show in 3D, sparking awe and inspiring sustainable travel to remote destinations?",Pixel Phones & Education,Immersive Learning & Virtual Nature Exploration +"Does the Nest Cam offer pet activity zones with customized alerts and animal-specific insights based on sounds and movements, notifying me about playful chases, potential escapes, or unusual pet behavior for immediate response?",Nest Devices & Security,Personalized Pet Monitoring & Proactive Animal Care +"Can I set up custom ""Cozy Night In 5.0"" routines with synchronized smart light dimming mimicking a crackling fireplace, nature sounds played on my Nest Mini, and a curated audiobook playlist displayed on my Nest Hub Max, creating a relaxing atmosphere for unwinding with an immersive story?",Nest Devices & Wellbeing,Personalized Routines & Restful Relaxation +"How can I use Google Fit on my Pixel phone to track my running distance, pace, and stride length alongside heart rate data and terrain analysis, analyzing my performance on different routes and suggesting personalized training plans for improved efficiency and endurance?",Pixel Phones & Sports Tracking,Advanced Running Analysis & Personalized Training Support +"Does the Pixel 7 Pro offer a ""Magic Eraser"" tool for removing unwanted reflections or distracting photobombers from travel photos taken near iconic landmarks, ensuring perfect souvenir pictures even in crowded tourist spots?",Pixel Phones & Photography,Editing & Enhancement +"Can I utilize Google Assistant on my Nest Mini to control my smart oven and adjust settings for customized baking recipes based on specific ingredient combinations and desired textures, ensuring successful culinary experimentation?",Google Assistant & Nest Devices,Smart Home & Convenience +"Does the Google Wifi system offer parental controls with website filtering based on educational value and scheduled internet pauses for connected devices, promoting responsible online behavior and facilitating focused study environments for children?",Google Wifi,Connectivity & Digital Wellbeing +"How can I leverage Google Translate on my Chromebook to translate foreign-language scientific research papers and online databases with advanced terminology recognition and citation analysis tools, facilitating research and scientific understanding across fields?",Chromebooks & Education,Specialized Translation & Advanced Research Assistance +"Does the Pixel 6a offer a water-resistant build with Corning Gorilla Glass protection similar to the Pixel 7 series, ensuring durability against accidental spills and everyday wear and tear, perfect for on-the-go adventures and messy hobbies?",Pixel Phones & Durability,Rugged Design & Worry-free Use +"Can I use my Pixel Buds to answer phone calls or control music playback with intuitive voice commands or head gestures while exercising at the gym, keeping my hands free and focused on my workout?",Pixel Buds & Pixel Phones,Communication & Convenience +"Does the Nest Thermostat offer integration with smart air purifiers for automatic air filtration adjustments based on real-time pollen levels and personalized allergy settings, ensuring a clean and healthy indoor environment tailored to individual needs?",Nest Devices & Wellbeing,Personalized Air Quality Management & Proactive Comfort +"How can I leverage Google Lens on my Pixel to scan product labels and instantly access augmented reality 3D models showcasing product assembly instructions and maintenance tips, simplifying DIY projects and ensuring proper product care?",Pixel Phones & Home Improvement,Visual Instruction & Augmented Reality Support +"Does the Google Pixel Watch offer built-in fall detection and emergency response features with automatic alert triggers and immediate contact with emergency services, providing peace of mind for older adults and those with health concerns?",Pixel Watch & Safety,Proactive Safety & Independent Living +"Can I leverage the Chromecast with Google TV to mirror my Android tablet's drawing app with collaborative features onto my TV, transforming the living room into a shared canvas for family art projects and creative expression?",Chromecast with Google TV & Android Tablets,Creativity & Family Fun +"Does the Pixel Fold offer a ""Live Transcribe"" feature with speaker labeling and sentiment analysis during international team brainstorming sessions, allowing real-time understanding and fostering inclusive idea generation for diverse teams?",Pixel Fold,Communication & Accessibility +"How can I utilize Google Earth VR on my Pixel phone with Pixel Buds spatial audio to virtually explore the bustling markets of Marrakech and delve into its vibrant sights and sounds in 3D, sparking wanderlust and inspiring responsible cultural tourism practices?",Pixel Phones & Education,Immersive Learning & Virtual Cultural Exploration +"Does the Nest Cam offer facial recognition with customized activity logs and automated greetings based on recognized individuals, ensuring a warm welcome for family and friends while sending immediate notifications about unfamiliar faces and capturing potential security footage?",Nest Devices & Security,Personalized Recognition & Proactive Monitoring +"Can I set up custom ""Movie Marathon Mania 4.0"" routines with synchronized smart light dimming mimicking a cinema atmosphere, surround sound playback from my Nest Wifi mesh system, and a curated movie queue displayed on my Nest Hub Max, creating a captivating cinematic experience at home?",Nest Devices & Entertainment,Personalized Routines & Enhanced Entertainment +"How can I use Google Fit on my Pixel phone to track my dance performance metrics alongside heart rate data and music tempo, analyzing my technique and suggesting personalized choreography for improved fluidity and rhythm?",Pixel Phones & Sports Tracking,Advanced Dance Analysis & Personalized Practice Support +"Does the Pixel 7 Pro offer a ""Cinematic Panorama"" mode with automatic subject tracking and seamless transitions for capturing immersive wide-angle videos, transforming everyday moments into cinematic landscapes?",Pixel Phones & Videography,Artistic Capture & Panoramic Video Storytelling +"Can I utilize Google Assistant on my Nest Mini to control my smart coffee machine and personalize settings for different coffee strengths and brewing schedules based on individual preferences, ensuring the perfect cup every time?",Google Assistant & Nest Devices,Smart Home & Convenience +"Does the Google Wifi system offer guest Wi-Fi with device time limits and scheduled internet pauses for designated areas in the house, allowing me to share internet access with visitors but ensure efficient network usage and parental control over children's online activity?",Google Wifi,Connectivity & Guest Management +"How can I leverage Google Translate on my Chromebook to translate foreign-language historical documents and online archives with advanced text analysis tools and image recognition for historical figures and landmarks, enriching research and contextual understanding of past events?",Chromebooks & Education,Specialized Translation & Enhanced Historical Research Assistance +"Does the Pixel 6a offer a long-lasting battery life with fast charging capabilities similar to the Pixel 7 series, minimizing downtime and ensuring I stay connected throughout the day on a single charge?",Pixel Phones & Battery & Charging,Productivity & Convenience +"Can I use my Pixel Buds to answer phone calls or control music playback with intuitive voice commands or tap gestures while commuting, keeping my hands free and focused on the journey?",Pixel Buds & Pixel Phones,Communication & Convenience +"Does the Nest Thermostat offer integration with smart fans and air purifiers for automatic climate and air quality control based on real-time temperature, humidity, and pollutant levels, ensuring a comfortable and healthy indoor environment year-round?",Nest Devices & Climate Control,Dynamic Environment Management & Enhanced Air Quality +"How can I leverage Google Lens on my Pixel to scan handwritten recipes and instantly convert them into digital ingredients and instructions within my Google Keep app, streamlining meal preparation and ensuring no recipe steps are missed?",Pixel Phones & Cooking,Smart Recipe Management & Effortless Kitchen Assistance +"Does the Google Pixel Watch offer built-in mindfulness prompts and guided breathing exercises, empowering me to manage stress and prioritize mental well-being throughout the day?",Pixel Watch & Wellbeing,Stress Management & Proactive Mindfulness Support +"Can I leverage the Chromecast with Google TV to mirror my Android tablet's educational learning app with interactive quizzes and augmented reality features onto my TV, transforming the living room into a fun and engaging learning space for family game nights?",Chromecast with Google TV & Android Tablets,Education & Family Fun +"Does the Pixel Fold offer a ""Live Caption"" feature with speaker identification and emotional analysis during international language learning lessons, allowing real-time understanding and facilitating immersive language practice?",Pixel Fold,Communication & Accessibility +"How can I utilize Google Earth VR on my Pixel phone with Pixel Buds spatial audio to virtually explore the vibrant coral reefs of the Great Barrier Reef and witness marine life in 3D, sparking a passion for ocean conservation and inspiring sustainable tourism practices?",Pixel Phones & Education,Immersive Learning & Virtual Nature Exploration +"Does the Nest Cam offer pet activity zones with customized alerts and pet-specific insights based on sounds and movements, notifying me about playful antics, potential mischief, or unusual pet behavior for immediate response and proactive care?",Nest Devices & Security,Personalized Pet Monitoring & Proactive Animal Care +"Can I set up custom ""Cozy Night In 6.0"" routines with synchronized smart light dimming mimicking a campfire ambiance, nature sounds played on my Nest Mini, and a curated audiobook playlist displayed on my Nest Hub Max, creating a relaxing atmosphere for unwinding with a story by the fire?",Nest Devices & Wellbeing,Personalized Routines & Restful Relaxation +"How can I use Google Fit on my Pixel phone to track my cycling distance, elevation gain, and route data alongside real-time weather updates and traffic alerts, ensuring safe and scenic rides while analyzing my performance on different routes?",Pixel Phones & Sports Tracking,Advanced Cycling Analysis & Dynamic Route Planning +"Does the Pixel 7 Pro offer a ""Night Sight"" mode with automatic noise reduction and light balancing for capturing stunning astronomical photos and cityscapes at night, transforming ordinary darkness into breathtaking starry skies and neon landscapes?",Pixel Phones & Photography,Low-light & Night Photography +"Can I utilize Google Assistant on my Nest Mini to control my smart air conditioner and adjust settings for different comfort levels based on real-time temperature and humidity levels, ensuring a perfectly cool and comfortable home?",Google Assistant & Nest Devices,Smart Home & Climate Control +"Does the Google Wifi system offer guest Wi-Fi with device time limits and scheduled internet pauses for connected devices, allowing me to share internet access with visitors but ensure efficient network usage and parental control over children's online activity?",Google Wifi,Connectivity & Guest Management +"How can I leverage Google Translate on my Chromebook to translate foreign-language medical websites and online databases with advanced medical terminology recognition and anatomical image analysis tools, empowering me to understand health information across languages?",Chromebooks & Education,Specialized Translation & Medical Information Support +"Does the Pixel 6a offer a durable design with water resistance and scratch-resistant Corning Gorilla Glass protection similar to the Pixel 7 series, ensuring it can withstand everyday wear and tear and outdoor adventures?",Pixel Phones & Durability,Rugged Design & Worry-free Use +"Can I use my Pixel Buds to answer phone calls or control music playback with intuitive voice commands or tap gestures while exercising at the gym, keeping my hands free and focused on my workout?",Pixel Buds & Pixel Phones,Communication & Convenience +"Does the Nest Thermostat offer integration with smart blinds or shades for automatic light and temperature control based on time of day, sunlight levels, and personal preferences, optimizing energy efficiency and creating a comfortable atmosphere throughout the day?",Nest Devices & Climate Control,Dynamic Environment Management & Personalized Comfort +"How can I leverage Google Lens on my Pixel to scan handwritten notes and instantly convert them into digital text within my Google Keep app, streamlining note-taking and ensuring important information is easily accessible and organized?",Pixel Phones & Productivity,Smart Note-taking & Organization +"Does the Google Pixel Watch offer built-in sleep tracking with advanced sleep stages analysis and personalized insights for improving sleep quality, empowering me to make informed lifestyle choices for a healthier sleep cycle?",Pixel Watch & Wellbeing,Comprehensive Sleep Tracking & Personalized Sleep Coaching \ No newline at end of file diff --git a/Google Devices Q and A Analysis/Images/1.png b/Google Devices Q and A Analysis/Images/1.png new file mode 100644 index 0000000000000000000000000000000000000000..118b5667e9c6d12c5f46998a1c65cc01ef0e6c73 GIT binary patch literal 134065 zcmcG0Wmj8W)GhArR=l_sDDLjs;_ei8cY?b+1TBT)?(Pzx6e#ZQ5}Y^Bz2m+A;C{%+ 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zWT&o{;cy!RW(NO1pIdM#Fc>Tym{r)9!Bm0qlcp$sUk=CTvc(o=x(!C|5(665Ij{&T zq;R;3i`7uXge32t`|nfO0H887%tWPKS_*R~2k495WS)(6kAGKIBr#>z5_`Ih8EC~y z8RYYQ!Tf*yAqVBF>^u(#%(yv>r91kcx&^fIfB!Mm%IT7XghVgnSq4_8ZguJF74Ci+ UWZYQ7-$@u7n$1d`v25Fa0e*?n7XSbN literal 0 HcmV?d00001 diff --git a/Google Devices Q and A Analysis/Model/GoogleQ_Aipynb.ipynb b/Google Devices Q and A Analysis/Model/GoogleQ_Aipynb.ipynb new file mode 100644 index 000000000..48f5ace8a --- /dev/null +++ b/Google Devices Q and A Analysis/Model/GoogleQ_Aipynb.ipynb @@ -0,0 +1,3228 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "tBZVwW3FoWK7" + }, + "outputs": [], + "source": [ + "\n", + "import numpy as np # linear algebra\n", + "import pandas as pd\n", + "import os\n", + "for dirname, _, filenames in os.walk('/content/All About Google Devices - Sheet1.csv'):\n", + " for filename in filenames:\n", + " print(os.path.join(dirname, filename))" + ] + }, + { + "cell_type": "code", + "source": [ + "df = pd.read_csv('/content/All About Google Devices - Sheet1.csv')\n", + "#f.head()\n", + "df['Device'].nunique" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "rTYPLEo9o1AR", + "outputId": "688da3de-0f4c-4a5b-b038-0f4ae8d56d86" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 59 + } + ] + }, + { + "cell_type": "code", + "source": [ + "print(\"Unique Value Counts for 'Device' column:\")\n", + "print(df['Device'].value_counts())\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "XgM48k22pAN-", + "outputId": "7ebd447b-f638-4194-b8b9-0bbed06d17a5" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Unique Value Counts for 'Device' column:\n", + "Google Assistant & Nest Devices 69\n", + "Google Wifi 51\n", + "Pixel Fold 48\n", + "Pixel Phones 47\n", + "Nest Devices & Security 47\n", + " ..\n", + "Chromebooks & Travel 1\n", + "Pixel Phones & Home Care 1\n", + "Pixel Phones & Arts & Culture 1\n", + "Nest Devices & Smart Home 1\n", + "Pixel Phones & Home Improvement 1\n", + "Name: Device, Length: 132, dtype: int64\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "print(\"Total duplicate rows:\\n\")\n", + "print(df.duplicated().sum())\n", + "df = df.drop_duplicates(ignore_index = True)\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "dHflg9Qdp3lg", + "outputId": "79b2bb06-f558-4019-85e4-1e1a3af1ae67" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Total duplicate rows:\n", + "\n", + "0\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Data visualization\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "from wordcloud import WordCloud, STOPWORDS\n", + "import missingno as mso\n", + "\n", + "\n", + "# WordCloud: => Device\n", + "\n", + "SEED = 123\n", + "\n", + "all_text_device = \" \".join(df['Device'])\n", + "\n", + "wc = WordCloud(stopwords = STOPWORDS, random_state = SEED).generate(all_text_device)\n", + "\n", + "plt.imshow(wc)\n", + "plt.axis(\"off\")\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 285 + }, + "id": "NXnLS5tMqNLQ", + "outputId": "8cf74af5-df36-4e4d-f8f0-654a19239a8d" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "# WordCloud: => Category\n", + "\n", + "all_text_category = \" \".join(df['Category'])\n", + "\n", + "wc = WordCloud(stopwords = STOPWORDS, random_state = SEED).generate(all_text_category)\n", + "\n", + "plt.imshow(wc)\n", + "plt.axis(\"off\")\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 285 + }, + "id": "GRrzP97SRR6m", + "outputId": "9b2747e0-6bfa-40d7-ea0a-738bd9827ddd" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "X = df.drop('Category', axis = 1)\n", + "y = df[['Category']]\n", + "\n", + "X_train, X_test, y_train, y_test = train_test_split(X,\n", + " y,\n", + " test_size = 0.3,\n", + " random_state = SEED)" + ], + "metadata": { + "id": "lKEjbZ6sLa6t" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "from sklearn.feature_extraction.text import TfidfVectorizer\n", + "vectorizer_target_train = TfidfVectorizer()\n", + "features_target_train = vectorizer_target_train.fit_transform(y_train['Category'].values)\n", + "features_target_train = features_target_train.toarray()\n", + "features_target_train.shape" + ], + "metadata": { + "id": "LIDOlEtaH0IE", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "9824717e-3a86-41cf-f506-38a94ae6b325" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(697, 320)" + ] + }, + "metadata": {}, + "execution_count": 71 + } + ] + }, + { + "cell_type": "code", + "source": [ + "# We define the cluster and evaluate the possible optimal number using the elbow method.\n", + "\n", + "model = KMeans(n_init = 1, random_state = SEED)\n", + "visualizer = KElbowVisualizer(model, k=(4,12))\n", + "visualizer.fit(features_target_train)\n", + "visualizer.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 541 + }, + "id": "aR6bZmL5P_Ee", + "outputId": "71397b3b-ccae-4910-fdcf-5a7ab73bb9e7" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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+ }, + "metadata": {} + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 77 + } + ] + }, + { + "cell_type": "code", + "source": [ + "import spacy\n", + "# Load english language model\n", + "nlp = spacy.load(\"en_core_web_sm\")" + ], + "metadata": { + "id": "WRfXpG-wSU1K" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# Let's create a function to preprocess the text of each row.\n", + "def preprocess(txt:str):\n", + "\n", + " doc = nlp(txt.lower())\n", + " tokens_filtrered = list()\n", + "\n", + " for token in doc:\n", + " if token.is_stop or token.is_punct:\n", + " continue\n", + "\n", + " tokens_filtrered.append(token.lemma_)\n", + "\n", + " return \" \".join(tokens_filtrered)" + ], + "metadata": { + "id": "MNY5qg4vYth_" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# We apply cleaning to the training objective variable.\n", + "y_train['Category'] = y_train['Category'].apply(preprocess)\n", + "y_train.head()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 206 + }, + "id": "bZ1w-Hx5JdYG", + "outputId": "597bd60e-fd46-41ea-984c-b7a4762aee29" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " Category\n", + "243 education immersion\n", + "756 proactive safety independent living\n", + "202 smart home appliance control\n", + "300 speed ai integration\n", + "568 personalize comfort sustainability" + ], + "text/html": [ + "\n", + "
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756proactive safety independent living
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568personalize comfort sustainability
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KMeans(n_clusters=7, n_init=1, random_state=123)
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" + ] + }, + "metadata": {}, + "execution_count": 72 + } + ] + }, + { + "cell_type": "code", + "source": [ + "y_train['Cluster'] = model_train_target.labels_\n", + "y_train.head()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 206 + }, + "id": "tYCkzeRONgqu", + "outputId": "29e81f69-5d3d-433e-b6d1-0849ebe46b01" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " Category Cluster\n", + "243 education immersion 5\n", + "756 proactive safety independent living 5\n", + "202 smart home appliance control 1\n", + "300 speed ai integration 5\n", + "568 personalize comfort sustainability 6" + ], + "text/html": [ + "\n", + "
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243education immersion5
756proactive safety independent living5
202smart home appliance control1
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568personalize comfort sustainability6
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QuestionDeviceCluster_Device
243How can I leverage Google Lens on my Pixel to ...pixel phone art culture0
756Does the Google Pixel Watch offer built-in fal...pixel watch safety3
202Can I use Google Assistant on my Nest Mini to ...google assistant nest device2
300Does the Pixel 6a offer a Google Tensor chip f...pixel phone processing power0
568Does the Nest Thermostat offer integration wit...nest devices climate control4
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KMeans(n_clusters=6, n_init=1, random_state=123)
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" + ] + }, + "metadata": {}, + "execution_count": 119 + } + ] + }, + { + "cell_type": "code", + "source": [ + "X_train['Cluster_Device'] = model_train_device.labels_\n", + "X_train" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 424 + }, + "id": "ZUhUptiVRAL8", + "outputId": "8aabe4dc-9282-4475-b4bb-076abfe0f8f4" + }, + "execution_count": 94, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " Question \\\n", + "243 How can I leverage Google Lens on my Pixel to ... \n", + "756 Does the Google Pixel Watch offer built-in fal... \n", + "202 Can I use Google Assistant on my Nest Mini to ... \n", + "300 Does the Pixel 6a offer a Google Tensor chip f... \n", + "568 Does the Nest Thermostat offer integration wit... \n", + ".. ... \n", + "988 Does the Pixel 7 Pro offer a \"Night Sight\" mod... \n", + "322 Does the Nest Thermostat offer integration wit... \n", + "382 Does the Nest Thermostat offer integration wit... \n", + "365 Can I utilize Google Assistant on my Pixel Bud... \n", + "510 How can I use Google Fit on my Pixel phone to ... \n", + "\n", + " Device Cluster_Device \n", + "243 pixel phone art culture 3 \n", + "756 pixel watch safety 3 \n", + "202 google assistant nest device 4 \n", + "300 pixel phone processing power 3 \n", + "568 nest devices climate control 2 \n", + ".. ... ... \n", + "988 pixel phone photography 3 \n", + "322 nest device wellbee 2 \n", + "382 nest devices smart home automation 2 \n", + "365 pixel bud productivity voice control 3 \n", + "510 pixel phone health 3 \n", + "\n", + "[697 rows x 3 columns]" + ], + "text/html": [ + "\n", + "
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QuestionDeviceCluster_Device
243How can I leverage Google Lens on my Pixel to ...pixel phone art culture3
756Does the Google Pixel Watch offer built-in fal...pixel watch safety3
202Can I use Google Assistant on my Nest Mini to ...google assistant nest device4
300Does the Pixel 6a offer a Google Tensor chip f...pixel phone processing power3
568Does the Nest Thermostat offer integration wit...nest devices climate control2
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988Does the Pixel 7 Pro offer a \"Night Sight\" mod...pixel phone photography3
322Does the Nest Thermostat offer integration wit...nest device wellbee2
382Does the Nest Thermostat offer integration wit...nest devices smart home automation2
365Can I utilize Google Assistant on my Pixel Bud...pixel bud productivity voice control3
510How can I use Google Fit on my Pixel phone to ...pixel phone health3
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QuestionDevice
167How can I use Google Lens on my Chromebook to ...chromebook cooking
667How can I utilize Google Earth VR on my Pixel ...pixel phone education
991How can I leverage Google Translate on my Chro...chromebook education
982Can I leverage the Chromecast with Google TV t...chromecast google tv android tablet
171Does the Pixel 7 Pro offer a cinematic video m...pixel phone photography
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QuestionDeviceCluster_Device
167How can I use Google Lens on my Chromebook to ...chromebook cooking5
667How can I utilize Google Earth VR on my Pixel ...pixel phone education0
991How can I leverage Google Translate on my Chro...chromebook education5
982Can I leverage the Chromecast with Google TV t...chromecast google tv android tablet1
171Does the Pixel 7 Pro offer a cinematic video m...pixel phone photography3
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"ppN_cFp8TwMG", + "outputId": "fcbf5f20-6989-433c-e910-c9efaf9829ae" + }, + "execution_count": 103, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "array([[0., 0., 0., ..., 0., 0., 5.],\n", + " [0., 0., 0., ..., 0., 0., 0.],\n", + " [0., 0., 0., ..., 0., 0., 5.],\n", + " ...,\n", + " [0., 0., 0., ..., 0., 0., 2.],\n", + " [0., 0., 0., ..., 0., 0., 3.],\n", + " [0., 0., 0., ..., 0., 0., 3.]])" + ] + }, + "metadata": {}, + "execution_count": 103 + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Models\n", + "from catboost import CatBoostClassifier\n", + "from sklearn.metrics import balanced_accuracy_score\n", + "from sklearn.metrics import confusion_matrix\n", + "cb = CatBoostClassifier(random_state = SEED,\n", + " auto_class_weights =\"Balanced\",\n", + " verbose = 0)\n", + "\n", + "cb.fit(X_train_final, y_train['Cluster'])\n", + "\n", + "y_pred_train = cb.predict(X_train_final)\n", + "y_pred_test = cb.predict(X_test_final)\n", + "\n", + "# Balanced Accuracy\n", + "bal_acc_train = balanced_accuracy_score(y_train['Cluster'], y_pred_train)\n", + "bal_acc_test = balanced_accuracy_score(y_test['Cluster'], y_pred_test)\n", + "\n", + "print(f'Accuracy Train: {bal_acc_train:.4f}')\n", + "print(f'Accuracy Test: {bal_acc_test:.4f}')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "G15A2QQXT0lu", + "outputId": "8892c392-e26b-489a-fd12-d3ef88f45a98" + }, + "execution_count": 107, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Accuracy Train: 0.9980\n", + "Accuracy Test: 0.8548\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "pip install catboost" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "zLo18kcRUBcP", + "outputId": "f094495e-d972-4ab3-8fdc-8a7c8a68ff04" + }, + "execution_count": 105, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Collecting catboost\n", + " Downloading catboost-1.2.2-cp310-cp310-manylinux2014_x86_64.whl (98.7 MB)\n", + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m98.7/98.7 MB\u001b[0m \u001b[31m2.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[?25hRequirement already satisfied: graphviz in /usr/local/lib/python3.10/dist-packages (from catboost) (0.20.1)\n", + "Requirement already satisfied: matplotlib in /usr/local/lib/python3.10/dist-packages (from catboost) (3.7.1)\n", + "Requirement already satisfied: numpy>=1.16.0 in /usr/local/lib/python3.10/dist-packages (from catboost) (1.23.5)\n", + "Requirement already satisfied: pandas>=0.24 in /usr/local/lib/python3.10/dist-packages (from catboost) (1.5.3)\n", + "Requirement already satisfied: scipy in /usr/local/lib/python3.10/dist-packages (from catboost) (1.11.4)\n", + "Requirement already satisfied: plotly in /usr/local/lib/python3.10/dist-packages (from catboost) (5.15.0)\n", + "Requirement already satisfied: six in /usr/local/lib/python3.10/dist-packages (from catboost) (1.16.0)\n", + "Requirement already satisfied: python-dateutil>=2.8.1 in /usr/local/lib/python3.10/dist-packages (from pandas>=0.24->catboost) (2.8.2)\n", + "Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.10/dist-packages (from pandas>=0.24->catboost) (2023.3.post1)\n", + "Requirement already satisfied: contourpy>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib->catboost) (1.2.0)\n", + "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.10/dist-packages (from matplotlib->catboost) (0.12.1)\n", + "Requirement already satisfied: fonttools>=4.22.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib->catboost) (4.47.2)\n", + "Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib->catboost) (1.4.5)\n", + "Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib->catboost) (23.2)\n", + "Requirement already satisfied: pillow>=6.2.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib->catboost) (9.4.0)\n", + "Requirement already satisfied: pyparsing>=2.3.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib->catboost) (3.1.1)\n", + "Requirement already satisfied: tenacity>=6.2.0 in /usr/local/lib/python3.10/dist-packages (from plotly->catboost) (8.2.3)\n", + "Installing collected packages: catboost\n", + "Successfully installed catboost-1.2.2\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Models\n", + "from xgboost import XGBClassifier\n", + "\n", + "\n", + "xgb = XGBClassifier(random_state=SEED, objective='multi:softmax', scale_pos_weight='balanced', verbosity=0)\n", + "\n", + "xgb.fit(X_train_final, y_train['Cluster'])\n", + "\n", + "y_pred_train = xgb.predict(X_train_final)\n", + "y_pred_test = xgb.predict(X_test_final)\n", + "\n", + "# Balanced Accuracy\n", + "bal_acc_train = balanced_accuracy_score(y_train['Cluster'], y_pred_train)\n", + "bal_acc_test = balanced_accuracy_score(y_test['Cluster'], y_pred_test)\n", + "\n", + "print(f'Accuracy Train: {bal_acc_train:.4f}')\n", + "print(f'Accuracy Test: {bal_acc_test:.4f}')\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "M0u3Dv8-VhGr", + "outputId": "3a893f9d-6e2c-4e62-96af-67ff74a96a62" + }, + "execution_count": 109, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Accuracy Train: 1.0000\n", + "Accuracy Test: 0.7988\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Models\n", + "from sklearn.linear_model import RidgeClassifier\n", + "ridge = RidgeClassifier(random_state=SEED)\n", + "\n", + "ridge.fit(X_train_final, y_train['Cluster'])\n", + "\n", + "y_pred_train = ridge.predict(X_train_final)\n", + "y_pred_test = ridge.predict(X_test_final)\n", + "\n", + "# Balanced Accuracy\n", + "bal_acc_train = balanced_accuracy_score(y_train['Cluster'], y_pred_train)\n", + "bal_acc_test = balanced_accuracy_score(y_test['Cluster'], y_pred_test)\n", + "\n", + "print(f'Accuracy Train: {bal_acc_train:.4f}')\n", + "print(f'Accuracy Test: {bal_acc_test:.4f}')\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "NHYIK2YGWINK", + "outputId": "3f2efab8-680e-4841-ef7e-176ec9982438" + }, + "execution_count": 110, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Accuracy Train: 0.9542\n", + "Accuracy Test: 0.8268\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Models\n", + "from sklearn.linear_model import LogisticRegression\n", + "# Instantiate the Logistic Regression model\n", + "logistic_reg = LogisticRegression(random_state=SEED, multi_class='multinomial', solver='lbfgs', max_iter=1000)\n", + "\n", + "# Fit on the training data\n", + "logistic_reg.fit(X_train_final, y_train['Cluster'])\n", + "\n", + "# Make predictions on the training and test sets\n", + "y_pred_train = logistic_reg.predict(X_train_final)\n", + "y_pred_test = logistic_reg.predict(X_test_final)\n", + "\n", + "# Accuracy\n", + "acc_train = accuracy_score(y_train['Cluster'], y_pred_train)\n", + "acc_test = accuracy_score(y_test['Cluster'], y_pred_test)\n", + "\n", + "print(f'Accuracy Train: {acc_train:.4f}')\n", + "print(f'Accuracy Test: {acc_test:.4f}')\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "n7offTgmWxBd", + "outputId": "82eba7d9-96bb-4bc0-c2b5-5659d2c864bf" + }, + "execution_count": 111, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Accuracy Train: 0.9311\n", + "Accuracy Test: 0.8600\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Models\n", + "from sklearn.ensemble import RandomForestClassifier\n", + "\n", + "# Instantiate the Random Forest Classifier model\n", + "random_forest = RandomForestClassifier(random_state=SEED, class_weight='balanced')\n", + "\n", + "# Fit on the training data\n", + "random_forest.fit(X_train_final, y_train['Cluster'])\n", + "\n", + "# Make predictions on the training and test sets\n", + "y_pred_train = random_forest.predict(X_train_final)\n", + "y_pred_test = random_forest.predict(X_test_final)\n", + "\n", + "# Balanced Accuracy\n", + "bal_acc_train = balanced_accuracy_score(y_train['Cluster'], y_pred_train)\n", + "bal_acc_test = balanced_accuracy_score(y_test['Cluster'], y_pred_test)\n", + "\n", + "print(f'Accuracy Train: {bal_acc_train:.4f}')\n", + "print(f'Accuracy Test: {bal_acc_test:.4f}')\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "5i2xU7P-Wz82", + "outputId": "250148ee-9b39-4c2d-81c7-0123ad6438af" + }, + "execution_count": 112, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Accuracy Train: 1.0000\n", + "Accuracy Test: 0.7592\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Models\n", + "from sklearn.tree import DecisionTreeClassifier\n", + "\n", + "# Instantiate the Decision Tree Classifier model\n", + "decision_tree = DecisionTreeClassifier(random_state=SEED, class_weight='balanced')\n", + "\n", + "# Fit on the training data\n", + "decision_tree.fit(X_train_final, y_train['Cluster'])\n", + "\n", + "# Make predictions on the training and test sets\n", + "y_pred_train = decision_tree.predict(X_train_final)\n", + "y_pred_test = decision_tree.predict(X_test_final)\n", + "\n", + "# Balanced Accuracy\n", + "bal_acc_train = balanced_accuracy_score(y_train['Cluster'], y_pred_train)\n", + "bal_acc_test = balanced_accuracy_score(y_test['Cluster'], y_pred_test)\n", + "\n", + "print(f'Accuracy Train: {bal_acc_train:.4f}')\n", + "print(f'Accuracy Test: {bal_acc_test:.4f}')\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "3YCvVts1XJ2S", + "outputId": "bdeebd66-f0b7-4f63-cf01-a81ed1bce90d" + }, + "execution_count": 113, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Accuracy Train: 1.0000\n", + "Accuracy Test: 0.7602\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Models\n", + "from sklearn.ensemble import GradientBoostingClassifier\n", + "\n", + "# Instantiate the Gradient Boosting Classifier model\n", + "gradient_boost = GradientBoostingClassifier(random_state=SEED)\n", + "\n", + "# Fit on the training data\n", + "gradient_boost.fit(X_train_final, y_train['Cluster'])\n", + "\n", + "# Make predictions on the training and test sets\n", + "y_pred_train = gradient_boost.predict(X_train_final)\n", + "y_pred_test = gradient_boost.predict(X_test_final)\n", + "\n", + "# Balanced Accuracy\n", + "bal_acc_train = balanced_accuracy_score(y_train['Cluster'], y_pred_train)\n", + "bal_acc_test = balanced_accuracy_score(y_test['Cluster'], y_pred_test)\n", + "\n", + "print(f'Accuracy Train: {bal_acc_train:.4f}')\n", + "print(f'Accuracy Test: {bal_acc_test:.4f}')\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "E5ujPePeXP2R", + "outputId": "7c3d4624-9a62-4608-c8ea-17424da72554" + }, + "execution_count": 114, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Accuracy Train: 1.0000\n", + "Accuracy Test: 0.7960\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Models\n", + "from sklearn.neural_network import MLPClassifier\n", + "from sklearn.preprocessing import StandardScaler\n", + "\n", + "# Standardize the data (important for neural networks)\n", + "scaler = StandardScaler()\n", + "X_train_scaled = scaler.fit_transform(X_train_final)\n", + "X_test_scaled = scaler.transform(X_test_final)\n", + "\n", + "# Instantiate the MLP Classifier model\n", + "mlp_classifier = MLPClassifier(random_state=SEED, max_iter=500)\n", + "\n", + "# Fit on the standardized training data\n", + "mlp_classifier.fit(X_train_scaled, y_train['Cluster'])\n", + "\n", + "# Make predictions on the standardized training and test sets\n", + "y_pred_train = mlp_classifier.predict(X_train_scaled)\n", + "y_pred_test = mlp_classifier.predict(X_test_scaled)\n", + "\n", + "# Balanced Accuracy\n", + "bal_acc_train = balanced_accuracy_score(y_train['Cluster'], y_pred_train)\n", + "bal_acc_test = balanced_accuracy_score(y_test['Cluster'], y_pred_test)\n", + "\n", + "print(f'Accuracy Train: {bal_acc_train:.4f}')\n", + "print(f'Accuracy Test: {bal_acc_test:.4f}')\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "06ypzyjtXcoW", + "outputId": "e6b374ec-3cf7-4b8f-8e6f-4227877e669e" + }, + "execution_count": 115, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Accuracy Train: 1.0000\n", + "Accuracy Test: 0.8323\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "cf_mx = confusion_matrix(y_test['Cluster'], y_pred_test)\n", + "\n", + "plt.figure(figsize = (9,4))\n", + "sns.heatmap(cf_mx, cmap = \"coolwarm\", annot = True, linewidths = 1.0, fmt = \" \",\n", + " cbar = False, square = True, xticklabels = id2label.values(),\n", + " yticklabels = id2label.values())\n", + "plt.title(\"Confusion Matrix Test\", fontsize = 12, fontweight = \"bold\", color =\"black\")\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 471 + }, + "id": "GfsEnEceX99P", + "outputId": "ee8649a6-b0e3-46b9-8807-d78ff16a0177" + }, + "execution_count": 117, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + } + ] + } + ] +} \ No newline at end of file diff --git a/Google Devices Q and A Analysis/requirements.txt b/Google Devices Q and A Analysis/requirements.txt new file mode 100644 index 000000000..89e5263aa --- /dev/null +++ b/Google Devices Q and A Analysis/requirements.txt @@ -0,0 +1,4 @@ +pandas==1.3.3 +matplotlib==3.4.3 +numpy==1.21.2 +catboost==1.2.2 From 5622729f12656dd1270f0b03b8cc34f85df762b0 Mon Sep 17 00:00:00 2001 From: Keshav Arora <119474193+CoderOMaster@users.noreply.github.com> Date: Sun, 28 Jan 2024 01:15:40 +0530 Subject: [PATCH 2/3] Create README.md --- Google Devices Q and A Analysis/README.md | 83 +++++++++++++++++++++++ 1 file changed, 83 insertions(+) create mode 100644 Google Devices Q and A Analysis/README.md diff --git a/Google Devices Q and A Analysis/README.md b/Google Devices Q and A Analysis/README.md new file mode 100644 index 000000000..c17ede3ec --- /dev/null +++ b/Google Devices Q and A Analysis/README.md @@ -0,0 +1,83 @@ +**GOOGLE Q AND A ANALYSIS** + + +**GOAL** + +To build nlp based ml model for google question and answer dataset to specify category it predicts. + +**DATASET** + +https://www.kaggle.com/datasets/aashidutt3/google-devices-q-and-a-dataset + +**DESCRIPTION** + +To analyze various factors that could possibly lead to an accident and then training all those factors via machine learning. + +**Visualization and EDA of different attributes:** + + +![Alt Text](./Images/1.png) + +![Alt Text](./Images/2.png) + +![Alt Text](./Images/3.png) + +![Alt Text](./Images/4.png) + + + +**MODELS USED** +1) Decision Tree +2) Random Forest +3) Catboost +4) Multivariate Logisitic Regression +5) Gradient Boost +6) Ridge +7) MLP +8) XGBoost + +**LIBRARIES** +1) PANDAS +2) NUMPY +3) CATBOSOT +4) MATPLOTLIB +5) OS +6) SCIKIT-LEARN +7) XGBOOST + +**IMPLEMENTATION** +1) Loaded the dataset with 20 columns having 15000 entries. +2) Implementated EDA with visualisation to check for relationships between data. +3) Model was trained efficiently with different algorithms +4) 50+ risk_score was considered as parameter for accident risk,whereas less than value signified no risk of accident. +4) Different notebooks with different models were used for clear and concise display of information for mentor. + +**RESULT** +1) Decision Tree calculated exceptional accuracy of 0.9996. +2) Whereas rest of the models had perfection of 1.0 +3) Reason was found to be all columns are organised so perfectly that each column has power to change result based on its patterns + for example:almost all speeding column entries having YES result provide >50 risk score. +4) Similar patterns can be observed with respect to other columns. +5) Various HyperParameters and column dropping was implemented to signify no overfitting for such a perfect database. + + +... + +### Models and Accuracies + +| Model | Accuracy | +| ----------------------------- |:----------:| +| Decision Tree | 0.76 | +| Random Forest | 0.7592 | +| Logistic Regression | 0.86 | +| Gradient Boost | 0.796 | +| Ridge | 0.82 | +| MLP | 0.83 | +| XGBoost | 0.798 | +| Catboost | 0.85 | + + +... + +**NAME** +Keshav Arora From 074e2585f3ad51456982abd6cb71a1c75f96f504 Mon Sep 17 00:00:00 2001 From: Keshav Arora <119474193+CoderOMaster@users.noreply.github.com> Date: Sun, 28 Jan 2024 01:26:57 +0530 Subject: [PATCH 3/3] Update README.md --- Google Devices Q and A Analysis/README.md | 31 ++++++++++++----------- 1 file changed, 16 insertions(+), 15 deletions(-) diff --git a/Google Devices Q and A Analysis/README.md b/Google Devices Q and A Analysis/README.md index c17ede3ec..101aa539a 100644 --- a/Google Devices Q and A Analysis/README.md +++ b/Google Devices Q and A Analysis/README.md @@ -3,7 +3,7 @@ **GOAL** -To build nlp based ml model for google question and answer dataset to specify category it predicts. +To build nlp based ml models for google question and answer dataset to specify category of device it predicts. **DATASET** @@ -11,7 +11,7 @@ https://www.kaggle.com/datasets/aashidutt3/google-devices-q-and-a-dataset **DESCRIPTION** -To analyze various factors that could possibly lead to an accident and then training all those factors via machine learning. +To analyze question asked by customer along with device to predict which category problem falls onto wrt google dataset. **Visualization and EDA of different attributes:** @@ -39,26 +39,26 @@ To analyze various factors that could possibly lead to an accident and then trai **LIBRARIES** 1) PANDAS 2) NUMPY -3) CATBOSOT +3) CATBOOST 4) MATPLOTLIB 5) OS 6) SCIKIT-LEARN 7) XGBOOST +8) SPACY **IMPLEMENTATION** -1) Loaded the dataset with 20 columns having 15000 entries. -2) Implementated EDA with visualisation to check for relationships between data. -3) Model was trained efficiently with different algorithms -4) 50+ risk_score was considered as parameter for accident risk,whereas less than value signified no risk of accident. -4) Different notebooks with different models were used for clear and concise display of information for mentor. +1) Loaded the dataset with 3 columns having 997 entries. +2) Implementated EDA with visualisation using wordcloud to get estimate of important labels to be used later on for classification. +3) Duplicate values were taken care of and text cleaning was implemented. +4) Distortion score elbow for K-means was implemented. +5) Tokenization and vectorization of textual data was implemented +6) Model was trained efficiently with different machine learning algorithms + **RESULT** -1) Decision Tree calculated exceptional accuracy of 0.9996. -2) Whereas rest of the models had perfection of 1.0 -3) Reason was found to be all columns are organised so perfectly that each column has power to change result based on its patterns - for example:almost all speeding column entries having YES result provide >50 risk score. -4) Similar patterns can be observed with respect to other columns. -5) Various HyperParameters and column dropping was implemented to signify no overfitting for such a perfect database. +1) Multivariate Logisitic Regression calculated exceptional accuracy of 0.86 +2) Rest of the models performed fairly well wrt to smaller database. + ... @@ -69,7 +69,7 @@ To analyze various factors that could possibly lead to an accident and then trai | ----------------------------- |:----------:| | Decision Tree | 0.76 | | Random Forest | 0.7592 | -| Logistic Regression | 0.86 | +| Logistic Regression(Multi) | 0.86 | | Gradient Boost | 0.796 | | Ridge | 0.82 | | MLP | 0.83 | @@ -80,4 +80,5 @@ To analyze various factors that could possibly lead to an accident and then trai ... **NAME** + Keshav Arora