import numpy as np from sklearn.cluster import KMeans import matplotlib.pyplot as plt # Sample data: customer_id, total_purchases, avg_time_between_purchases (hours) customer_data = np.array([ [1, 25, 0.5], [2, 10, 5], [3, 15, 2], [4, 30, 1], [5, 7, 10], [6, 20, 3], [7, 12, 7], [8, 28, 0.8], [9, 6, 12], [10, 18, 1.5] ]) # Extract customer IDs and feature data customer_ids = customer_data[:, 0].astype(int) features = customer_data[:, 1:] # Perform k-means clustering n_clusters = 2 kmeans = KMeans(n_clusters=n_clusters, random_state=42) cluster_labels = kmeans.fit_predict(features) # Find the cluster with the lowest average time between purchases impulsive_cluster = np.argmin(kmeans.cluster_centers_[:, 1]) # Get the customer IDs in the impulsive cluster impulsive_buyers = customer_ids[cluster_labels == impulsive_cluster] print("Impulsive buyers:", impulsive_buyers) # Visualize the clustering results (optional) plt.scatter(features[:, 0], features[:, 1], c=cluster_labels, cmap='viridis') plt.scatter(kmeans.cluster_centers_[:, 0], kmeans.cluster_centers_[:, 1], c='red', marker='x') plt.xlabel('Total Purchases') plt.ylabel('Average Time Between Purchases (hours)') plt.show()
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Travon Brown
Jan 08, 2023
In Music Forum
It’s, not news that the major record labels—Warner Music Group, Sony Music Entertainment, and Universal Music Group—have come to monopolize much of the music industry. These labels are heavily funded corporate giants capable of tapping into vast resources for marketing and promotion which makes it incredibly difficult for smaller indie labels to compete fairly in today’s market. However, what many may forget is that these powerhouses weren't always this way; at one time they too were small-time local players just like most other independent labels starting out today. Thankfully there has been a shift over recent years towards increased support from larger companies helping even up the odds somewhat– but this still doesn’t take away from how tough life can be as an indie label trying to find their legs amongst such powerful competitors.If we want our scenes with real diversity in sound or genre then we need more platforms available than those already established by big names alone – after all, yours won't get you everywhere! Smaller artists rely on DIY approaches such as collaborations between likeminded peers within communities spread across genres (think SoundCloud rap) - who understand each others struggles better than anyone else since they experience them first hand every day when going head-to-head against global majors with deeper pockets Than ours ever could have expected before now . This type of team work can actually become hugely beneficial due to leverage gained through collective emancipation rather than solo efforts done independently without any solid backing/support networks behind them leading up until recently though thankfully things seem different nowadays where individuals do generally stand a valid chance despite giant entities drowning everyone beneath unbeatable catalogues full same sounding recycled formulas over saturated aforementioned spaces mentioned earlier unfortunately however regardless both cases require hard work dedication determination patience committed action plans longterm visions goals etc...in order create & maintain success while still remaining competitive vs mega influential houses !In summary: Though times may be tough competing against Warner SONY Universal et alia don?t let fear stop us acting together – reach out introduce yourself collaborate make contacts promote your own Local scene because if nothing else unity means strength so never underestimate importance supporting fellow independents engage dialogue resource share brainstorming solutions working common aims improving prospects survival chances sustainably responsibly nurture ingenuity soulful passion creativity honesty integrity quality originality outside standardised box hegemony holds dear providing willing ear alternative voices perspectives musical artistic visions culture shaping ethos ultimately deserved longevity once secure place vivid imaginations belong enrich lives bring lasting happiness joy smiles potential empower freedom expression liberation future generations enjoy listening sounds indelibly ingrained personality.. The effects of increased collaboration amongst smaller labels and independents can be far-reaching. This kind of team work could help create a more balanced music industry that is better equipped to properly represent the full spectrum of musical styles and genres, rather than just those approved by the major label powerhouses. That would make for a much wider variety fun fresh sounds discover reach heights no one ever dreamed was achievable before! Not only this but it provides exciting opportunities put spotlight underrated talents may have gone unnoticed long time let their unique ideas thrive where they'd otherwise not been given opportunity express themselves due aforementioned reasons mentioned earlier now changed significantly modern society come realise undeniable potential independent communities develop sizeable consumer bases receive mainstream attention recognition grow sustainably responsibly alike - our contributions art form shouldn't go without being noticed acknowledged either as sure deserves respects highly talented producers etc... working behind scenes deserve acclaim acknowledgement awarded deservedly right way too tracklists documentaries dedicated brilliant unsung heroes industry equally celebrating successes achieved us all shining light parts joys nobody else goes amount values empathises back towards own people's causes projects hopes dreams moving forwards allowing beautiful forms culture flourish stories told felt similarly appreciate together cooperate move mountains bring best balance game playing field globally so artists might finally get chance shine show learnt craft talent world wide stage what don’t stop here further then capabilities small teams extend expand range even include entire nations continents eventually achieving unpredictable results we hadn't anticipated prior.
"Small Labels Unite: A Call to Create a More Equitable Music Industry” content media
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Travon Brown
Jan 08, 2023
In Music Forum
As independent artists, it is important to explore the potential of technology as a tool for creativity. Technology offers an array of tools and resources which can be used in new and innovative ways when creating art or music. From programs such as Pro Tools, Logic Pro X, GarageBand, and Ableton Live – these powerful audio engineering suites provide us with access to state-of-the-art production capabilities right at our fingertips allowing us to transform sound into something special that only we could create. When exploring digital artwork there are many software packages available including Adobe Photoshop, CorelDraw Painter and GIMP - each providing different functions designed specifically for graphic design craftsmen seeking creative freedom outside traditional photography techniques enabling them manipulate pictures like never before! Furthermore, 3D modeling programs offer amazing opportunities through techniques such as sculpting realistic objects from clay whilst motion graphics/animation provides endless possibilities when designing short films or even video game assets giving you unique control over every aspect from textures & physics engine up until its final stages being mastered on a media platform ready for public viewing! Overall Utilizing modern-day technologies has exposed Unlimited possibilities previously unattainable by those utilizing older analog formats rendering current creatives more efficient; resulting in imaginative projects taking less time making room for fresh ideas not limited catered by technology alone but further enhancing your own vision leaving traces all around celebrating personal expression driven upon future generations conceptually preserved forever… Technology has also opened up many opportunities for independent artists to reach an international market with the power of the internet. Music streaming services such as Spotify and Apple Music have become a popular way for musicians to promote their music globally, allowing them access to larger audiences around the world. Social media platforms like YouTube, Instagram and Twitter offer easy ways in which users can share artwork quickly while building relationships with potential fans all over! Videos games are another avenue that is growing rapidly within this sector - indie developers now having high-end production tools available at their disposal providing unique worlds & experiences crafted specifically tailored using technology fueling interactive designs first produced on computers replicating features previously limited by hardware technologies eliminating boundaries constricted upon either analog or digital formats converging essential components together requiring user input through state of art devices permitting total immersion displaying series frames directed dynamically line per line forming mesmerizing visual displays creating complete immersive environments quite possibly containing elements never seen before previously unattainable dreamscapes from long ago imagined; made possible today courtesy along side modern day advances in computer science related fields inspiring artist far beyond broadening people’s awarenesses collectively preserving content across diverse mediums capturing attention throughout entire communities driven forward towards bold new discoveries unprecedented paradigms enabling participants worldwide interactively take part further expanding unified global connections professionally propelling ones own creativity feeding off others concepts paving way expressional freedom...
"Exploring Modern Technology: Unleashing the Unlimited Creative Potential of Independent Artists." content media
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Travon Brown
Dec 24, 2022
In Music Forum
The music industry has been transformed in recent years as artists are increasingly relying on streaming services, digital platforms, and other new methods to reach their fans. Unfortunately, many of these avenues don't offer the same level of support that a traditional record deal does, leaving artists more vulnerable to exploitation. That's why Avos Records is such an important option for musicians looking for real protection and financial backing – it offers the resources necessary for success without sacrificing control or creative freedom. In this blog post, we'll discuss how artists can be taken advantage of in the music industry when they don't have the proper representation and explain why Avos Records is such a great choice for those who want long-term stability while maintaining artistic independence. We'll look at some common scenarios where underrepresented musicians lose out financially – from misleading contracts to unfair compensation – as well as examine what makes joining Avos Records different from past labels; specifically offering both synch licensing opportunities along with direct advances so that creators can see their hard work rewarded no matter what stage they're at in their career path. Ultimately this piece aims to inspire trust between artist and label by highlighting the unique benefits availed through a partnership with Avos instead of submitting blindly to major labels without recognition or returns coming back your way! Artists can also be taken advantage of when they are offered an inadequate advance on the sale of their music. Often these advances fail to cover the cost involved in producing and releasing a record, leaving artists out-of-pocket for thousands or even tens of thousands once all is said and done. Furthermore, producers may take money from session fees which should otherwise go straight into artists’ pockets as payment for work that has been completed by them. Lastly, promoters committing fraud such as offering concert tickets at above market value or taking too high percentages off ticket sales revenue unfairly limit musicians' ability to make profits from gigs performed live shows which inhibits further investment back into pursuing artistic careers long term making up single one-way artists get taken advantage within the industry today. The 360 deal is a contract between an artist and a recording label in which the record company takes a percentage of revenue from multiple income sources. These include traditional music sales, as well as digital downloads; live tours ticketing fees, royalties from merchandise sold with association to that act's name, and endorsements or sponsorships who may use the musicians image for marketing purposes. The downside of these agreements are they allow labels too much control over how artists are promoted while limiting their ability to achieve financial autonomy because money generated through any other source gets taken up by commissions before it even reaches them, relegating many acts into more financially precarious positions than if they were working without such deals One example of a major artist suing their label to get compensated is Beyoncé with her landmark lawsuit against Sony Music and its affiliates. In 2013, she sought full ownership rights over master recordings while taking control back from the record company on how they wanted to release certain tracks & albums along other creative items such as videos or merchandise designations in order for them too be successful without unfair outside influence involved at the same time financially benefiting off copyrights generated successfully by before any going into band’s wallet cuts, ultimately allowing much more freedom when would later become increasingly important through services like streaming music platforms today where so many different companies profit unless independent deals are established beforehand.
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