The Green Revolution in Our Homes In today's rapidly evolving world, the concept of home renovation has dramatically shifted from merely aesthetic makeovers to embracing sustainable and energy-efficient solutions. The green wave, which initially started as a ripple of environmentally conscious individuals, has now swelled into a formidable current, influencing homeowners globally. This is not just a passing trend. As we face the imminent impacts of climate change and increasing energy costs, the push towards energy efficiency in home designs and renovations has become both a practical necessity and a moral imperative. Why Energy Efficiency Matters in Home Renovations Consider this: buildings, including our homes, account for nearly 40% of global energy consumption. Traditional homes, especially those built in the 20th century or earlier, are often energy sieves, leaking heat in the winter and cool air in the summer. These inefficiencies don't just hurt our wallets but also have broader implications for our environment. Inefficient homes require more energy for heating and cooling, leading to increased carbon emissions and a larger carbon footprint. By retrofitting homes with energy-efficient solutions, we can drastically reduce energy consumption, leading to both financial savings and a positive environmental impact. Tapping into the Pulse of Homeowners To understand this shift towards energy efficiency, it's essential to tap into the pulse of homeowners and gauge their perspectives. Recent surveys, including the dataset at hand, provide invaluable insights into homeowners' opinions, preferences, and inclinations when it comes to home renovations. These insights don't just paint a picture of the present but also hint at future trends, enabling designers, architects, and homeowners to stay ahead of the curve. The Global Perspective on Energy Efficiency The drive for energy-efficient home renovations is not confined to a specific region or demographic. From the skyscraper-filled landscapes of North America to the bustling urban centers of Europe and the vast terrains of Australia, the call for sustainable living resonates. Our dataset provides a window into this global perspective, revealing commonalities and differences in how homeowners across continents view energy-efficient renovations. The Intersection of Aesthetics and Efficiency One might wonder if the push for energy efficiency compromises the aesthetic appeal of homes. However, modern energy-efficient solutions seamlessly blend functionality with design. Solar panels, once considered an eyesore, are now being integrated into roofing materials. Insulated windows come in myriad designs, complementing the architectural style of homes. Energy-efficient appliances, lighting, and fixtures now boast sleek designs that cater to diverse aesthetic preferences. Thus, homeowners no longer have to choose between beauty and efficiency \u2013 they can have both. Geographical Distribution: A Global Embrace of Energy-Efficient Renovations A Global Movement Towards Sustainable Homes The concept of energy-efficient home renovations isn't limited to a specific corner of the globe. It's a movement that transcends borders, resonating with homeowners from diverse backgrounds and regions. While the incentives and motivations might vary \u2013 from soaring energy bills in one region to acute environmental concerns in another \u2013 the collective drive towards sustainable living remains a shared goal. This shift isn't just a testament to the growing awareness about climate change and sustainable practices but also a reflection of the shared global responsibility homeowners feel towards creating a greener planet. The Power of Data in Understanding Trends To truly grasp the scale and spread of this global movement, one needs to delve into the numbers. Data, with its unbiased and revealing nature, provides a clear picture of the geographical distribution of homeowners leaning towards energy-efficient renovations. The dataset we have, comprising opinions from diverse homeowners, offers a rich tapestry of insights that can help decode regional preferences, challenges, and inclinations. For instance, understanding which continents or regions have a higher proportion of homeowners interested in energy-efficient renovations can guide businesses, policymakers, and community leaders in tailoring their strategies and campaigns. North America: A Blend of Modernity and Sustainability North America, with its sprawling urban landscapes and architectural marvels, has been at the forefront of the energy-efficient renovation wave. The reasons are multifold. Rising energy costs, combined with increased awareness about carbon footprints, have driven homeowners to seek sustainable solutions. Moreover, the availability of advanced technology, innovative materials, and skilled professionals makes the transition to energy-efficient homes smoother and more accessible. Europe: History Meets Sustainability Europe offers a unique challenge when it comes to energy-efficient renovations. With its rich historical architecture and centuries-old buildings, retrofitting homes without compromising their historical integrity is crucial. Yet, European homeowners have risen to the challenge, blending the old with the new. Advanced insulation techniques, energy-efficient windows tailored to fit older structures, and the integration of renewable energy sources are just a few ways in which Europe is merging its storied past with a sustainable future. Australia: Battling the Elements with Efficiency Australia's diverse climate, ranging from the tropical regions of the North to the temperate zones of the South, necessitates a unique approach to home renovations. The emphasis here is not just on sustainability but also on creating homes that are resilient to the elements. Be it the scorching heat or the occasional cold snap, energy-efficient solutions in Australian homes are as much about comfort as they are about conservation. Asia, Africa, and Beyond: The Rising Stars of Sustainability While our dataset provides insights primarily into North America, Europe, and Australia, it's essential to acknowledge the strides being made in other continents like Asia and Africa. These regions, with their booming populations and rapid urbanization, are emerging as the new epicenters of sustainable living. Local materials, traditional building techniques, and a renewed focus on passive architectural designs are paving the way for a sustainable revolution in these parts of the world. Awareness of Energy-Efficient Solutions: The Catalyst for Change The Dawn of Energy Awareness In the heart of every significant transformation lies awareness. The global shift towards energy-efficient home renovations is no exception. As our world grapples with the repercussions of climate change and environmental degradation, the collective consciousness about energy consumption and its impact has grown exponentially. Homeowners, once passive consumers of energy, are now actively seeking ways to reduce their carbon footprints, and the home renovation industry is at the epicenter of this change. From Passive to Proactive: The Homeowner's Journey The journey from being merely aware to actively implementing energy-efficient solutions in homes is a compelling narrative. It's not merely about installing solar panels or insulated windows; it's about a profound understanding of the interconnectedness of our actions. When a homeowner opts for an energy-efficient appliance, it's a decision rooted in the knowledge of how reduced energy consumption can lead to lower greenhouse gas emissions, which in turn can mitigate the effects of global warming. Survey Says: Tapping into Homeowner Insights Our dataset provides a fascinating window into this realm of awareness. By analyzing homeowner responses, we can gauge the depth and breadth of their understanding of energy-efficient solutions. Do they know someone who has opted for such renovations? Have they been influenced by the energy-efficient choices of their peers? Such questions not only shed light on current awareness levels but also hint at future trends, given the influential role of social circles in shaping decisions. The Ripple Effect of Energy-Efficient Choices One of the most potent catalysts for change is witnessing the tangible benefits of a particular action. When homeowners see their neighbors or friends reaping the rewards of energy-efficient renovations\u2014be it reduced energy bills, increased property value, or the sheer satisfaction of leading a sustainable lifestyle\u2014it creates a ripple effect. They become ambassadors of change, influencing their circles, and amplifying the movement towards sustainable living. The Role of Media and Education In today's digital age, the role of media\u2014both traditional and social\u2014in shaping awareness cannot be understated. Educational campaigns, success stories, and even government initiatives play a pivotal role in disseminating knowledge about energy-efficient solutions. Homeowners are now equipped with a plethora of resources, from DIY videos to detailed articles, enabling them to make informed decisions about their renovations. Challenges in Awareness and Way Forward While the awareness about energy-efficient solutions is undoubtedly growing, challenges persist. Misinformation, the overwhelming volume of data, and sometimes the higher upfront costs of energy-efficient solutions can deter homeowners. It's essential to address these challenges head-on, simplifying information and emphasizing the long-term benefits, both environmental and financial, of energy-efficient renovations. In the sections to come, we'll delve deeper into the motivations behind homeowners' decisions, the role of pricing in energy-efficient choices, and the balance between aesthetic appeal and sustainability. As we navigate through these insights, the pivotal role of awareness as the cornerstone of this global movement becomes undeniably evident. Purpose of Renovation: Beyond Aesthetic Appeal Understanding Homeowner Motivations Delving into the reasons behind homeowners' decisions to renovate provides a comprehensive understanding of their aspirations, concerns, and priorities. While aesthetics and modernity have traditionally been the driving forces behind renovations, the landscape is rapidly evolving. Today, homeowners are looking beyond mere visual appeal, focusing on functionality, sustainability, and long-term value. The Multifaceted Purposes of Renovations A closer look at our dataset reveals a spectrum of motivations. From enhancing property value for a potential sale to personalizing a newly purchased home, from addressing wear and tear to incorporating energy-efficient solutions, the reasons are as varied as they are profound. Understanding these motivations is pivotal for businesses, architects, and policymakers to tailor their offerings and initiatives. The Green Motivation: Energy Efficiency One notable trend is the increasing emphasis on energy efficiency. As global awareness about sustainability grows, homeowners recognize the dual benefits of energy-efficient renovations: reduced environmental impact and significant cost savings in the long run. This green motivation is set to shape the future of home renovations, merging functionality with responsibility. Neighborhood Types and Energy Efficiency: The Urban-Suburban Dynamics The Influence of Locale Where one lives often dictates how one lives. The type of neighborhood\u2014be it urban, suburban, or commercial\u2014plays a significant role in influencing homeowners' renovation decisions, especially regarding energy efficiency. Each neighborhood type presents its unique challenges and opportunities, shaping the way homeowners approach renovations. Urban Spaces: Compact and Efficient Urban areas, with their space constraints, push homeowners to think innovatively. The focus here is on maximizing utility within limited spaces, often leading to multi-functional designs. Energy efficiency in such settings translates to solutions that are both space-saving and energy-saving. Suburban Homes: Balancing Space and Sustainability In contrast, suburban homes, with their larger spaces, present opportunities for expansive renovations. While the sheer size of suburban homes might suggest higher energy consumption, the trend is towards making these spaces as energy-efficient as possible, from solar panel installations to landscaped gardens that naturally regulate home temperatures. Family Size and Renovation: Tailoring Homes to Fit The Personal Touch in Renovations Homes are personal sanctuaries, reflecting the identities and preferences of their inhabitants. The size of a family or household significantly influences renovation decisions, with designs and functionalities tailored to accommodate the specific needs and dynamics of the family members. Smaller Families, Bigger Opportunities Smaller families or single occupants might lean towards open-plan designs, converting spaces into multi-functional areas. Energy efficiency for them might mean smart home systems that regulate energy consumption based on usage patterns. Larger Families: Spaces for Everyone In contrast, larger families might prioritize individual spaces for members, leading to distinct room designs. Their approach to energy efficiency would involve solutions that cater to varied needs, ensuring comfort without compromising on sustainability. Types of Houses Being Renovated: Reflecting Modern Needs Diverse Homes, Unified Aspirations The architectural landscape of neighborhoods is as varied as the inhabitants themselves. From charming cottages and vintage townhouses to modern apartments and sprawling mansions, the tapestry of homes is diverse. However, beneath these structural differences lies a unified aspiration: the desire for transformation. As homeowners embark on renovation journeys, understanding the types of homes being renovated provides invaluable insights into prevailing trends and preferences. The Appeal of the Vintage Historical homes, with their unique designs and intricate details, often beckon homeowners towards renovation. These structures, bearing witness to eras gone by, are often renovated to preserve their charm while infusing them with modern conveniences. Whether it's restoring woodwork, updating fixtures, or enhancing insulation, the challenge is to balance history with modernity. Modern Homes: A Canvas of Possibilities In contrast, modern homes, especially apartments, and contemporary houses, present a different renovation narrative. With their modular designs and open spaces, they offer a canvas of possibilities. Homeowners often aim to personalize these spaces, reflecting their personalities and preferences. Energy efficiency, smart home integrations, and aesthetic upgrades are common themes in such renovations. This bar chart provides a clear overview of homeowner preferences, with apartments and individual houses taking the lead in renovation projects. Primary Reasons for Renovation: Decoding Homeowner Intent Beyond the Surface: Digging Deeper into Renovation Reasons While the visible outcomes of renovations are new designs, enhanced spaces, and updated fixtures, the motivations driving these changes often run deeper. Understanding the primary reasons homeowners opt for renovations can offer a holistic view of market dynamics, emerging trends, and potential future trajectories. Economic Considerations: Value Enhancement For many, the driving force behind renovations is economic. Enhancing the value of a property, especially in a buoyant real estate market, can offer substantial returns. Whether it's updating a kitchen, adding a room, or modernizing a bathroom, these changes can significantly uplift a property's market value. Personal Touch: Making a House a Home Then there are homeowners for whom renovations are deeply personal. Maybe it's a newly purchased house they want to mold into their dream home, or perhaps it's their ancestral property they wish to modernize while retaining its essence. For these individuals, renovations are less about economic value and more about emotional value. Awareness and Education: The Pillars of Informed Renovation Choices The Power of Knowledge in Home Renovations In the realm of home renovations, especially those leaning towards energy efficiency and sustainability, awareness and education are paramount. An informed homeowner is not just a discerning customer but also an ambassador of sustainable living. As they make choices rooted in knowledge, they inspire communities, setting off a ripple effect of informed decisions. The Digital Age: A Boon for Awareness Today, homeowners are not reliant solely on contractors or architects for information. The digital age, with its plethora of online resources, videos, blogs, and forums, has democratized information access. Whether it's understanding the benefits of solar panels, the nuances of thermal insulation, or the aesthetics of sustainable materials, knowledge is just a click away. Navigating the Information Deluge However, this information abundance also poses challenges. How does one differentiate between genuine information and marketing hype? How can homeowners ensure that their choices, while being sustainable, also align with safety standards and regulations? This is where structured educational campaigns, awareness drives, and trusted platforms play a crucial role, guiding homeowners towards informed, safe, and sustainable renovation choices. Homeowner awareness of energy-efficient materials used in home decor\/renovation. The pie chart provides a clear breakdown of homeowners who have knowledge versus those who don't. Professional Consultation: Harnessing Expertise for Renovation Success The Value of Expert Guidance Home renovation, while exciting, is a journey fraught with challenges. Each decision, from selecting the right materials and understanding building codes to ensuring energy efficiency and aesthetic appeal, requires expertise. This is where professional consultation steps in. By harnessing the knowledge and experience of experts, homeowners can navigate the renovation maze with confidence, ensuring not just a successful outcome but also a process that's smooth and hassle-free. From Vision to Reality A professional consultant acts as a bridge, translating a homeowner's vision into tangible results. They bring to the table a wealth of industry knowledge, a network of trusted suppliers and contractors, and a keen eye for design. Whether it's integrating the latest smart home technology, ensuring structural integrity, or maximizing space utility, their insights are invaluable. Mitigating Risks, Maximizing Value One of the standout benefits of professional consultation is risk mitigation. Renovations can often uncover unexpected challenges\u2014structural issues, outdated wiring, or even pests. A consultant, with their experience, can anticipate these challenges, offering solutions that save both time and money. Moreover, their guidance can also enhance the property's value, ensuring that every dollar invested reaps multiple in returns. Here's the visualization representing homeowners' preferences for professional consultation despite having prior experience or knowledge about energy-efficient materials used in home decor\/renovation. Do-it-Yourself vs. Professional Help: Weighing the Scales The DIY Appeal: Personal Touch and Cost Savings The DIY (Do-it-Yourself) approach to home renovation has gained immense popularity, especially with the proliferation of online tutorials and home improvement shows. For many homeowners, DIY is not just about cost savings but also about adding a personal touch. There's a sense of accomplishment in seeing a space transform through one's efforts. Professional Help: Precision and Efficiency However, professional help brings to the table a level of precision, efficiency, and expertise that's hard to match. Professionals are equipped to handle complex projects, ensure adherence to safety norms, and deliver results that stand the test of time. While the initial costs might be higher compared to DIY, the long-term value derived\u2014both in terms of quality and durability\u2014often justifies the investment. Striking the Right Balance For many homeowners, the ideal approach lies in striking a balance. Undertaking smaller projects themselves while roping in professionals for more intricate, large-scale renovations. This hybrid approach ensures cost efficiency while not compromising on quality. Influences on Renovation Choices: Navigating the Decision Matrix A M\u00e9lange of Factors: From Practical to Aesthetic When it comes to home renovation, the decision matrix is influenced by a m\u00e9lange of factors. Practical considerations like enhancing space utility or upgrading outdated fixtures merge seamlessly with aesthetic aspirations, be it a desire for a minimalist look or a penchant for vintage charm. The Sustainability Wave An emerging and significant influence on renovation choices is sustainability. As homeowners become increasingly eco-conscious, choices are being guided by the principles of energy efficiency, waste reduction, and the use of sustainable materials. Whether it's opting for solar installations, rainwater harvesting systems, or materials that have a reduced carbon footprint, sustainability is no longer a buzzword; it's a decisive factor. The Role of Digital Influence In today's digital age, online platforms\u2014from decor blogs and YouTube tutorials to Instagram pages and Pinterest boards\u2014are playing a pivotal role in shaping renovation choices. Homeowners draw inspiration, learn about the latest trends, and even connect with professionals through these platforms, making the digital realm a significant influencer in the renovation journey. Pricing Sensitivity: Striking a Balance between Quality and Cost The Cost-Quality Conundrum When it comes to home renovations, one of the most pivotal considerations for homeowners is cost. However, pricing isn't just about the monetary value; it's a complex interplay between the desired quality, the scope of the renovation, and the available budget. For many, striking the right balance between getting quality work done and not overspending becomes the central challenge. Perceived Value vs. Actual Cost The concept of perceived value plays a significant role in pricing sensitivity. Homeowners often weigh the long-term benefits of a renovation against its immediate cost. For instance, investing in energy-efficient fixtures might seem costly upfront, but the long-term savings in energy bills and the added property value can justify the initial expenditure. Budgeting: Planning for the Expected and Unexpected A prudent approach to managing pricing sensitivity is effective budgeting. This doesn't just mean allocating funds for planned activities but also setting aside a contingency for unexpected costs. Renovations can sometimes unveil structural issues or other challenges that weren't apparent initially, leading to additional expenses. Here's the visualization representing homeowners' budget allocation for renovation. This bar chart provides a clear view of the distribution of homeowners across different budget ranges. Design Preferences: Reflecting Personalities and Aspirations The Canvas of Personal Expression At its core, home renovation is a deeply personal endeavor. It's about transforming spaces to reflect individual personalities, aspirations, and lifestyles. Design preferences, therefore, become a canvas of personal expression. Whether it's the allure of minimalist designs, the warmth of rustic themes, or the sophistication of contemporary styles, every choice speaks volumes about the homeowner. Incorporating Functionality with Aesthetics While aesthetics drive design preferences, functionality is equally paramount. In the modern world, where space is often at a premium, homeowners look for designs that not only look good but also optimize space, provide storage solutions, and enhance the overall livability of the space. Trends vs. Timelessness Another interesting facet of design preferences is the interplay between trends and timelessness. While many homeowners are keen to infuse their spaces with the latest design trends, there's also a discerning group that leans towards timeless designs\u2014those that remain relevant and appealing across eras. Timing and Renovation: The When is as Crucial as the How Seasonal Considerations Timing is a crucial aspect of home renovations, often influenced by practical considerations. For instance, certain renovations, like roof repairs or exterior paint jobs, are best done in specific seasons to ensure quality and longevity. Similarly, indoor renovations might be scheduled during times when the family can make alternative living arrangements, ensuring minimal disruption. Aligning with Life Events For many homeowners, renovations are timed around significant life events. Be it preparing for the arrival of a new family member, transitioning to a home office, or downsizing after children move out, these life milestones often dictate the timing and nature of renovations. Financial Planning and Timing Lastly, financial considerations play a pivotal role in timing decisions. Homeowners might time their renovations around bonuses, financial windfalls, or after achieving certain savings milestones. Additionally, the availability of attractive financing options or seasonal discounts can also influence the timing of renovation projects. The Renovation Process: A Journey of Transformation Mapping Out the Blueprint The home renovation process, much like any significant project, begins with meticulous planning. This phase involves homeowners identifying their primary motivations for the renovation\u2014be it aesthetic upgrades, functional enhancements, or both. Additionally, setting a clear budget and timeline during this phase can significantly streamline the subsequent stages of the process. Assembling the Right Team Once the blueprint is ready, the next critical step is assembling the right team. This could mean hiring an architect, interior designer, contractor, or a combination of these professionals, depending on the scale and complexity of the renovation. Ensuring that the team shares the homeowner's vision and can work within the stipulated budget is paramount. Execution: Bringing the Vision to Life The execution phase is where plans materialize into tangible changes. Whether it's tearing down walls, redoing the flooring, or installing new fixtures, this phase demands constant supervision to ensure quality and adherence to the design blueprint. It's also the stage where unforeseen challenges might arise, necessitating adjustments to the original plan. Post-renovation Satisfaction: Measuring the Outcome The Emotional Payoff Completing a home renovation is not just about physical transformations; it's also about the emotional satisfaction homeowners derive from seeing their vision come to life. This emotional payoff, characterized by a renewed sense of pride and attachment to the space, is often the most significant metric of post-renovation satisfaction. Functional Enhancements and Livability While aesthetics play a crucial role, the functionality and increased livability resulting from the renovation significantly influence satisfaction levels. This could manifest as more storage space, better lighting, improved ventilation, or any other functional upgrade that enhances the homeowners' daily living experience. Return on Investment (ROI) From a more pragmatic perspective, homeowners also gauge post-renovation satisfaction in terms of ROI. This includes both tangible returns, such as increased property value, and intangible returns like improved energy efficiency leading to reduced utility bills. The first chart provides insights into how frequently homeowners consider undertaking a home renovation. This frequency can shed light on the homeowners' perception of the renovation process and its importance. The second chart delves into the expected duration homeowners allocate for their renovation projects. This can provide insights into the scale and complexity of the projects homeowners typically undertake. Longer durations may imply extensive renovations or intricate design aspirations.\u200b Challenges in Energy-Efficient Renovations: Navigating the Green Maze Deciphering the Technicalities One of the foremost challenges homeowners face when opting for energy-efficient renovations is understanding the technicalities. With a myriad of green certifications, energy ratings, and technical jargon to decipher, making informed decisions can be daunting. Balancing Costs with Long-term Benefits While energy-efficient solutions promise long-term savings, their initial installation cost can be higher than traditional alternatives. Homeowners often grapple with justifying these higher upfront costs against the projected long-term benefits. Availability of Green Materials and Professionals The green renovation industry, though growing, is still nascent in certain regions. This can lead to challenges in sourcing quality green materials or finding professionals with the requisite expertise in energy-efficient renovations. The chart provides insights into the familiarity and awareness of homeowners regarding energy-efficient materials, which can be a significant factor when considering challenges in energy-efficient renovations.\u200b Future of Energy-Efficient Renovations: A Green Horizon The Pivotal Role of Technology As we continue to advance technologically, the domain of home renovations is not left untouched. With the advent of smart homes and AI-driven solutions, the future of energy-efficient renovations looks promising. From automated heating and cooling systems to AI-powered home energy management tools, the blend of technology and energy efficiency is set to redefine the renovation landscape. Technologies such as Internet of Things (IoT) devices not only promise convenience but also ensure optimal energy usage, transforming homes into eco-friendly havens. Sustainability as a Norm The rising awareness of climate change and its repercussions is steering homeowners towards more sustainable choices. The future will likely witness energy-efficient renovations transitioning from being a 'choice' to a 'necessity'. With governments across the globe rolling out incentives for green renovations and imposing stricter environmental regulations, the emphasis on energy-efficient home improvements is bound to grow. Holistic Approach to Renovations As the world pivots towards a more holistic approach to sustainability, energy-efficient renovations will encompass more than just energy savings. It will consider the entire lifecycle of renovation materials, emphasizing recyclability and reduced carbon footprints. The focus will shift from just energy conservation to water efficiency, waste reduction, and overall environmental impact, making renovations a comprehensive green endeavor. The chart can serve as an indicator of the potential trend and the future of energy-efficient renovations. A higher number of informed homeowners might suggest a shift towards more sustainable and energy-efficient renovation practices in the coming years.\u200b Conclusion: Reflecting on the Green Journey The narrative of home renovations has seen a significant shift in recent years. From purely aesthetic and functional makeovers, the emphasis has seamlessly transitioned to sustainability and energy efficiency. This shift is not just a testament to the evolving tastes and preferences of homeowners but is also reflective of the global urgency to adopt greener practices. Renovations, in essence, are a symbol of change and improvement. When this transformative process integrates sustainability, it not only augments the physical space but also resonates with a broader environmental purpose. As we stand at the cusp of this green revolution in home renovations, it's heartening to envision a future where every brick laid, every wall painted, and every fixture installed echoes the ethos of sustainability. Homeowners' Knowledge on Energy Efficiency Materials: This chart displays the distribution of homeowners based on their familiarity with energy-efficient materials used in home decor and renovation. Consultation Preferences Among Knowledgeable Homeowners: The second chart provides insights into the preferences of homeowners who are already familiar with energy-efficient materials. It showcases whether they would still consider consulting professional services for their renovation projects. This can provide a perspective on the perceived complexity and importance of implementing energy-efficient solutions effectively.\u200b Data Source Acknowledgment: The data used in this article was sourced from the dataset "Home Renovation Data America Europe Australia" available on Kaggle. We would like to extend our gratitude to the dataset creator and contributors for their invaluable work. For those interested in exploring the dataset further, it can be accessed here.