Best love marriage specialist online The eternal quest for love and understanding has captivated human hearts for centuries. As we navigate the complexities of relationships and the mysteries of the human heart, we often find ourselves seeking answers to the age-old questions: What is the key to a lasting and fulfilling love? How can we overcome the obstacles that stand in our way? And what secrets lie hidden beneath the surface of our personalities and behaviors, waiting to be uncovered? As an expert astrologer, Abdullah Khadim has spent years studying the celestial patterns that govern our lives, and has gained a profound understanding of the intricate web of connections between the stars and our deepest desires. Best love marriage specialist online
In this blog post, we are thrilled to share his insights and expert advice, as he reveals the secrets of love and relationships, and offers a unique perspective on the mysteries of the human heart. From the cosmic influences that shape our romantic destinies, to the practical strategies for building a strong and lasting bond, join us as we delve into the fascinating world of love and astrology with Abdullah Khadim.

1. What is the Science Behind Love?

As we embark on the journey of understanding the mysteries of love, it’s essential to first delve into the fundamental question: what is the science behind love? Love is often perceived as a romantic, emotional, and intangible force, but what lies beneath its surface? From an astrological perspective, love is a complex interplay of celestial bodies, energetic vibrations, and individual personalities. Astrologer Abdullah Khadim, a renowned expert in his field, sheds light on the intricacies of love, revealing that it is not just a feeling, but a multifaceted phenomenon that is rooted in the cosmos.
In this sense, love is not just a product of human emotions, but a cosmic force that is fueled by the alignment of planets, stars, and other celestial bodies. The positions of the planets, moons, and asteroids in our solar system can influence our emotions, desires, and behaviors, ultimately shaping our experiences of love. According to Khadim, the ancient Greeks believed that the gods themselves were responsible for the creation of love, and that the planet Venus, known as the goddess of love, played a crucial role in guiding the hearts of mortals.
As we explore the science behind love, it becomes clear that it is not just a feeling, but a complex interplay of celestial forces, human emotions, and personal experiences. By understanding the astrological dynamics at play, we can gain a deeper understanding of the mysteries of love and unlock the secrets to a more fulfilling and meaningful romantic journey.

1. Understanding the Astrological Connection

The age-old question of love has puzzled philosophers, poets, and scientists alike for centuries. Is it a product of fate, a spark of chemistry, or a carefully crafted art? According to Abdullah Khadim, a renowned astrologer, the answer lies in the celestial realm. The stars and planets that govern our lives hold the key to unlocking the secrets of love. By examining the intricate web of astrological connections, we can gain a deeper understanding of the cosmic forces that shape our romantic journeys. Best love marriage specialist online
Khadim’s expertise lies in deciphering the ancient language of the stars, revealing the hidden patterns and correlations that influence our love lives. He believes that the positions of the planets and their interactions with our birth charts can foretell the ebb and flow of romantic relationships. From the thrill of a new crush to the stability of a long-term partnership, astrology offers a unique perspective on the ever-changing landscape of love.
With Khadim’s guidance, we can explore the mystical realm of astrological connections, where the sun, moon, and planets dance in a celestial ballet, orchestrating the drama of love and relationships. By tuning into the cosmic rhythms, we may uncover the hidden patterns that shape our romantic destinies, and perhaps, just perhaps, discover the secrets to unlocking the love we’ve been searching for. Best love marriage specialist online

1. The Role of Venus in Love and Relationships

As the planet of love and beauty, Venus plays a profound role in shaping our romantic experiences and relationships. In astrology, Venus is often referred to as the “love planet,” and its position in our birth chart can reveal a great deal about our attachment style, what we look for in a partner, and how we express love and affection.
When Venus is strong and well-placed in our chart, we are likely to be charming, affectionate, and sociable individuals who know how to attract and nurture loving relationships. We may be drawn to beautiful things, art, music, and luxury, and we may have a strong sense of beauty and aesthetics.
On the other hand, when Venus is weak or poorly placed, we may struggle with feelings of self-doubt, insecurity, and unworthiness. We may have a tendency to attract partners who are emotionally unavailable or unresponsive, or we may find ourselves in relationships that are one-sided or lacking in intimacy.
In relationships, Venus can also reveal how we show love and affection to our partners. Do we shower them with gifts and romantic gestures, or do we tend to be more reserved and subtle in our expressions of love? How do we respond to conflict and criticism in our relationships, and how do we handle rejection or heartbreak?
By understanding the role of Venus in our birth chart, we can gain valuable insights into our own love patterns and relationships, and we can work to cultivate a more loving, compassionate, and fulfilling connection with others.

1. The Impact of the Moon on Emotional Intimacy

The moon’s mystical influence on our emotions is a concept that has been revered for centuries, and its impact on emotional intimacy is no exception. As the celestial body that governs our emotions, the moon’s cycles can significantly affect our ability to connect with our loved ones on a deep and meaningful level. According to astrologer Abdullah Khadim, the moon’s position in our birth chart can reveal a great deal about our emotional makeup and capacity for intimacy.
During its full and new phases, the moon’s energy can stir up powerful emotions, causing us to feel more intense feelings of love, passion, and attachment. This can be a powerful catalyst for deepening emotional intimacy, as we become more receptive to our partner’s emotions and needs. However, when the moon is in its waning phase, its energy can also bring up feelings of emotional withdrawal and disconnection, making it challenging to maintain a strong emotional bond.
Khadim emphasizes the importance of understanding the moon’s influence on our emotions and using its cycles to our advantage. By being aware of the moon’s position and its impact on our emotional landscape, we can better navigate the ups and downs of our relationships and cultivate a deeper sense of emotional intimacy with our loved ones. Whether you’re seeking to rekindle the spark in your relationship or build a stronger foundation of emotional connection, the moon’s subtle yet profound influence is an essential factor to consider. Best love marriage specialist online

1. The Sun’s Influence on Personal Attraction

The radiant beams of the Sun, often symbolizing warmth, energy, and vitality, play a significant role in shaping our experiences, including those of love and personal attraction. According to expert astrologer Abdullah Khadim, the Sun’s influence on our personalities, desires, and emotional connections can be profound. As the central hub of our solar system, the Sun’s placement in our birth chart can reveal essential details about our inherent nature, including our capacity for attraction and intimacy. Best love marriage specialist online
When it comes to personal attraction, the Sun’s influence can manifest in various ways. For instance, individuals with a strong Sun in their birth chart may radiate confidence, charisma, and a natural ability to draw others to them. This can be attributed to the Sun’s association with the ego and our sense of self-importance. On the other hand, those with a weak or challenging Sun placement may struggle to connect with others on a deep level, feeling uncertain or insecure about their own worth.
Moreover, the Sun’s position in relation to other planets, particularly Venus, can also impact our love lives. A harmonious Sun-Venus alignment can indicate a natural affinity for romantic relationships, while a challenging aspect between the two planets may suggest difficulties in forming and maintaining meaningful connections. As we delve deeper into the mysteries of love and attraction, it becomes clear that the Sun’s influence is just one piece of the celestial puzzle that helps us understand our complex emotions and desires. By exploring the intricacies of our birth charts and the positions of the planets, we can gain valuable insights into our own love stories and unlock the secrets of personal attraction.

1. The Dark Side of Love: The Impact of Mars and Pluto

As we delve deeper into the mysteries of love, it’s essential to acknowledge the darker aspects of this complex and multifaceted emotion. The astrological forces of Mars and Pluto can often exert a profound influence on our relationships, revealing the shadowy corners of our own psyche and the unconscious motivations that drive our desires. Mars, the planet of passion and desire, can bring a fierce and all-consuming energy to our romantic pursuits, but when left unchecked, it can also lead to destructive tendencies, such as possessiveness, jealousy, and even violence.
Pluto, the lord of the underworld, is known for its transformative power, capable of revealing the deepest, most primal fears and desires that lie within us. In the context of love, Pluto’s influence can manifest as a profound attraction to the unknown, a sense of being drawn to the very edges of our own psyche. However, this same force can also lead to an intense and all-consuming obsession, as we become fixated on the object of our desire, often to the point of losing ourselves in the process.
When Mars and Pluto are in alignment, the energies of love can become intense and all-consuming, leading us to confront the darker aspects of our own psyche. It’s essential to recognize these forces within ourselves, and to work with them, rather than against them, in order to cultivate a deeper understanding of the mysteries of love. By embracing the shadows and the light, we can unlock the secrets of love, and discover a deeper connection to ourselves, our partners, and the universe itself. Best love marriage specialist online

1. The Importance of Synastry in Compatibility

As we delve deeper into the mysteries of love and relationships, it’s essential to consider the concept of synastry – the study of the astrological connection between two individuals. Astrologer Abdullah Khadim emphasizes the significance of synastry in understanding the compatibility of two people. According to Khadim, the positions of the planets and their interaction with each other can reveal a wealth of information about the potential for a successful and fulfilling partnership.
Synastry is not just about the compatibility of two individuals, but also about the potential for growth and evolution as a couple. By examining the synastry chart, astrologers can identify areas where the two individuals can learn from and support each other, as well as areas where they may struggle to find common ground. This knowledge can be incredibly powerful in helping individuals make informed decisions about their romantic relationships.
For instance, when two individuals with a strong synastry connection get together, they can create a powerful and supportive environment that fosters growth and development. This can be particularly beneficial for individuals who have experienced past traumas or relationship challenges, as the supportive energy of the synastry connection can help them heal and move forward.
However, it’s also important to note that synastry is not a guarantee of success, and every relationship requires effort and commitment from both partners. As Khadim advises, “Synastry is a powerful tool, but it’s not the only factor that determines the success of a relationship. Ultimately, it’s up to the individuals involved to put in the work and nurture their connection.” By understanding the synastry connection between two individuals, couples can gain a deeper understanding of each other and work together to build a stronger, more resilient bond.

1. The Secrets of the Ascendant in Love and Relationships

As we delve into the mysteries of the zodiac, we arrive at the ascendant, a crucial point in the birth chart that holds the key to understanding one’s outer self and the way they navigate the world of love and relationships. In astrology, the ascendant is often referred to as the “mask” or “outer persona” that we wear, and it plays a significant role in shaping our personality, behavior, and even our romantic inclinations.
According to Abdullah Khadim, a renowned astrologer, the ascendant is a vital indicator of how we approach relationships and what we seek in a partner. For instance, those with a fire ascendant (Aries, Leo, Sagittarius) are naturally drawn to adventure and excitement, often seeking a partner who can match their energetic and passionate nature. On the other hand, those with a water ascendant (Cancer, Scorpio, Pisces) may be more inclined towards emotional intimacy and deep connection, valuing empathy and understanding in their relationships.
As we explore the secrets of the ascendant in love and relationships, we gain a deeper understanding of our own needs and desires, as well as those of our partners. By recognizing the unique energies and patterns that our ascendant brings to the table, we can better navigate the complexities of romantic relationships and cultivate a more authentic and fulfilling love life.

1. How to Use Astrology to Improve Your Love Life

As we delve into the mystifying world of astrology, we uncover the secrets to unlocking the mysteries of love and relationships. According to Abdullah Khadim, a renowned astrologer, the positions of the stars and planets can reveal a great deal about our romantic destiny and the dynamics of our love lives.
Armed with the knowledge of our birth charts and planetary transits, we can gain valuable insights into our compatibility with others, the timing of our relationships, and even the potential for long-term commitment. By understanding the astrological influences that shape our personalities, desires, and attachment styles, we can better navigate the complexities of love and relationships.
Abdullah Khadim emphasizes the importance of considering the astrological aspects of our partners, including their rising signs, sun signs, and moon signs. By doing so, we can gain a deeper understanding of their emotional needs, communication styles, and attachment patterns. This knowledge can be used to build stronger, more resilient relationships, and to overcome the challenges that inevitably arise. Best love marriage specialist online
As we explore the intricacies of astrology and its role in shaping our love lives, we will uncover the secrets to attracting and maintaining a fulfilling and meaningful relationship. With Abdullah Khadim’s expert guidance, we will learn how to harness the power of the stars to improve our love lives, and to create a deeper connection with our partners.

1. The Top 5 Signs You’re Meant to Be Together

As astrologer Abdullah Khadim often says, “The stars can reveal the secrets of the universe, but it’s up to us to listen to their whispers.” When it comes to matters of the heart, the universe can be a mysterious and unpredictable place. But, with the guidance of astrology, we can gain a deeper understanding of the cosmic forces that shape our relationships.
In this critical moment of decision-making, it’s essential to pay attention to the subtle signs that the universe is sending our way. Are you wondering whether you’re meant to be with this special someone? Look out for these top 5 signs that you’re destined to be together: Best love marriage specialist online
… (to be continued)

1. The Surprising Role of Chiron in Healing Past Wounds

As we delve deeper into the mysteries of the human heart, we often find ourselves confronting the scars of our past. The wounds that once seemed to define us can still linger, casting a shadow over our present and future. This is where Chiron, the gentle centaur of ancient Greek mythology, comes into play. Often referred to as the “wounded healer,” Chiron’s story is a powerful reminder that our deepest pain can be the catalyst for our greatest growth.
According to Abdullah Khadim, astrologer and expert in the field of love and relationships, Chiron’s role in our zodiac chart is far more significant than we may initially think. “Chiron is not just a symbol of our wounds, but also a key to unlocking our inner healing potential,” he explains. “When we understand the ways in which our past experiences have shaped us, we can begin to release the burdens that have been holding us back, and move forward with greater clarity and purpose.”
As we explore the surprising role of Chiron in healing past wounds, we will discover how this mystical figure can help us to transcend the limitations of our past, and embody the fullness of our true selves. From the healing power of vulnerability to the transformative energy of forgiveness, we will uncover the hidden secrets of Chiron’s wisdom, and learn how to harness its power in our own lives.

1. The Power of the Nodes in Love and Destiny

As we delve into the mysteries of love and destiny, we arrive at the enigmatic realm of the Nodes. These ethereal points, located in the lunar orbit, hold the secrets to our soul’s deepest desires and the trajectory of our relationships. According to Astrologer Abdullah Khadim, the Nodes are a powerful tool for understanding the intricate dance of love and fate.
“These celestial bodies, the North Node and the South Node, are like the threads that weave together the tapestry of our lives,” Khadim explains. “The North Node represents our future, our soul’s purpose, and the path we’re meant to take. The South Node, on the other hand, is a reflection of our past, our karmic debts, and the lessons we need to learn.”
When it comes to love, the Nodes can reveal the underlying dynamics of our relationships. “The Nodes can show us whether our love is a manifestation of our soul’s desire or a repetition of patterns from our past,” Khadim notes. “For example, if someone is stuck in a cycle of codependency, the Nodes may indicate that this pattern is rooted in their past experiences and they need to break free from the cycle to move forward.” Best love marriage specialist online
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Was bummed when I saw my first practice test score (240) as my goal was 260+ so figured I share a few of the things that helped me along the way. Also wanted to give back to this sub after doom-scrolling it for the past 2 months...
For context, USMD, step 1 pass 1st attempt, was always slightly above class average on preclinical tests (P/F preclinical), shelf scores ranged from 74 (surg) to 83 (IM). Had 5 weeks for dedicated. All of 3rd year did a first pass of UWorld while making my own anki cards out of wrongs.
UW1: 240 (5 weeks)
NBME 14: 257 (4 weeks)
NBME 13: 243 (3 weeks)
NBME 12: 260 (2 weeks)
NBME 11: 244 (11 days)
UW2: 255 (1 week)
NBME 10: 255 (4 days)
2024 free 120: 85% (3 days)
2021 free 120: 86% (2 days)
The real deal: 261 (woop woop)
Resources: For dedicated I waffled a bit on doing a second pass of UWorld vs doing amboss, ended up doing about 300 amboss Q back and forth with UWorld before I bailed and just dove into a second UWorld pass. I did this because I felt like I was being bogged down in amboss due to information overload, if I had been doing amboss for all of 3rd year I think it would have been different, but it was difficult to narrow down key points (aka stuff that deserved an anki card). UWorld did a good job of highlighting this info better and I found that all of their explanations were typically critical info. I did end up using amboss to supplement areas I found I was lacking fundamental knowledge. Ex: after getting 3 or 4 leukemia questions wrong on NBMEs, I filtered amboss Qs and did a block of all the leukemia questions and associated readings. Continued to make anki cards of my wrongs, ended up with about 6k cards from 3rd year and dedicated combined.
Listened to a step 2 divine intervention playlist while cooking, driving, etc. One thing about Divine is I tried listening to the podcasts early in 3rd year and found that the info wasn't sticking or was too fast. However, when I revisited it after my first UWorld pass, it was much better when I could anticipate the questions a little more and it served more as a review than a way to learn new material. Got a few questions that had specific vignettes that Divine described on the real test.
NBMEs were a great resources, and while it took longer to make cards, and some of the explanations were wrong/wtf it was worth the time for detailed reviews. Opted to skip NBME 9 as I had read that the info was getting dated. Started with the most recent as I would have more time to see cards from those NBMEs. Also skipped UW3 just due to time, but if I had another week would have used it next.
Schedule: Had a hard rule to do at least 3 blocks per day 6 days a week, and 1 block on my rest day. I would probably average closer to 4 blocks and maxed out at 6. All timed and tutored. The tutored blocks save time so that I don't have to re-read the question on review, and I can identify right away what my thought process was on wrongs. Did not hurt my pacing and made it so I could get more blocks done! I was so anxious the week prior that I could hardly eat, and the only reason I could sleep was because I prioritized getting to the gym almost every day.
Test: I think the reason I scored on the higher end of my predicted score was due to my mentality on test day. I made it a point to meditate for about 15 minutes the morning of and took a break after every block to stretch my legs, sip coffee, and refocus. Kinda sounds ridiculous writing it up, but helps to stay locked in. Also how I approached the questions was different from practice tests. I tried to identify if the question stem triggered any "fast thinking" response. This could be a buzzword in a certain demographic, or a common side effect of a highly tested medication (looking at you, lithium) if something in the question locked me into an answer I'd go with my gut and not look back and not change my answer. If I wasn't sure after a first read, I would pause, re-read the question, and possibly change my answer. Found that the Chart/Tabular format of questions was typically really long and asked a relatively easy question at the end, these questions felt like they were intended to bog you down with info overload. The best approach was to skip to the end and read the answers. Abstract format questions were always saved till the end of the block, these can be pacing destroyers, if I had enough time to sift through the answer would usually be obvious, but no point in getting hung up and then making stupid mistakes on the rest of the block due to time crunch. Only felt rushed on 1 block, left that day overall feeling incredibly ok.
Hope this helps someone! Remember we are all so accomplished to have made it this far, and one stupid test won't stop us!

Solana (SOL) is currently positioned at a crucial juncture, teetering near the upper boundary of its present price channel, with a close proximity to the $146.63 mark.
The cryptocurrency’s price behavior, restricted within the confines of two parallel trendlines, signifies a phase of consolidation, hinting at the likelihood of heightened volatility. Despite the fluctuations, SOL has found stability around the lower trendline while encountering resistance near the upper boundary. Such circumstances often precede a breakout.
Further intensifying interest, volume levels have remained relatively steady, punctuated by occasional surges, indicating increased trading activity. These spikes in volume typically foreshadow substantial price fluctuations, signaling the readiness of market participants to react to potential shifts in SOL’s valuation. Additionally, technical indicators provide valuable insights into SOL’s current status, with the 50-day moving average presenting an additional obstacle above, while the 200-day moving average reflects sustained bullish sentiment.
The RSI hovers near 48, indicating SOL’s position within a neutral zone, devoid of extreme overbought or oversold conditions. Nonetheless, the imminent breakout holds the promise of disrupting this equilibrium, potentially charting a new trajectory for Solana’s price movements.
CoinCodex’s Solana price projection adds to the anticipation, foreseeing a 14.53% increase in SOL’s value, projecting it to reach $181.20 by June 15, 2024. This optimistic outlook is reinforced by bullish technical indicators, while the Fear & Greed Index highlights prevailing market sentiment with a reading of 70, indicating a tilt towards greed among investors.

Thursday, May 16 Good morning! A 1.2% gain for the S&P 500 sent it to a new record high as meme stock momentum faltered. S&P 5,308: The S&P 500 closed Wednesday at a record high of 5,308, its first time over the 5,300 mark. The Nasdaq and Dow also hit record highs, with the latter moving ever closer to 40,000, which would be its first time reaching a new 10,000-point increment since 2020. ‌ Welcome inflation news: April's Consumer Price Index report served as the stock market's main catalyst Wednesday as consumer prices rose less than expected and grew at the slowest pace in three months. Investors see this as a step in the right direction for the Fed's inflation fight and, taken with slowing retail sales, as a sign the central bank will not only cut rates in 2024 but potentially do so more than once. ‌
Walmart reports: The retail titan reports quarterly results Thursday and investors will be looking for confirmation of both the Commerce Department's flat sales numbers and the consumer slowdown Home Depot's quarterly report suggested. But with the retailer serving the dual role as retail bellwether and value-friendly trade-down option from more expensive stores, that confirmation may be tricky to find. ‌
Everyone is losing with car insurance: The biggest price jump seen in April's CPI report, by far, was in car insurance. Prices are up 22.6% over the past year — yet, perhaps counterintuitively, car insurance companies aren't gouging consumers. Instead, they're on their fourth consecutive year of considerable losses. ‌ GameStop and AMC in the red: GameStop and AMC finished Wednesday back in the red after a hot start to the week. AMC was able to raise $250 million, capitalizing on the meme stock moment, but GameStop's window is closing. One of the reasons? Doing so would have spoiled its favorable balance sheet, which AMC did not have. Still, GameStop stock is up 117% from Friday. Plenty of time to hit the bid. What we're watching Morning Brief is written and edited by Ethan Wolff-Mann. For the web version, click here. Follow all the action throughout the day on Yahoo Finance and on the Yahoo Finance app.
Buffett's Berkshire reveals $6.7 billion stake in insurer Chubb. ‌ AT&T strikes space broadband deal in challenge to Musk's SpaceX. ‌ GameStop tanks as meme rally fades on day three. ‌ FDIC chief rebuffs calls to resign during heated House hearing. ‌ Cisco shares jump on upbeat forecast. ‌ Netflix ad tier reaches 40 million monthly active users. ‌ Chicken is the new beef — and becoming the crown jewel of fast food menus.‌ Google is reinventing itself for the AI age. ‌ Used car prices fall again in April, down nearly 17% from pandemic highs. What we're reading
‌ Wall Street’s biggest bull wishes he'd been even more bullish. But he's making up for it now. ‌ “It has become clear to us that we underestimated the strength of the market momentum,” Brian Belski, BMO Capital Markets chief investment strategist, wrote Wednesday morning in a note revising his 2024 year-end forecast to a Street high of 5,600. ‌ Buoyed by Wednesday's moderating inflation numbers, stocks closed at 5,308, making Belski's target 5.5% away. ‌ Underestimation is not what Belksi is known for. Last November, the strategist’s team had the high-water mark for 2024 predictions with 5,100, one of the few daring to go past the 5,000 mark. ‌ At the time the index stood at 4,550, over 5% off its January 2022 peak of 4,796. ‌ Belksi’s call proved to be prescient. ‌ And before the calendar flipped, Goldman Sachs, Deutsche Bank, and Citi had joined BMO at 5,100, with Oppenheimer and Fundstrat taking pole position at 5,200. And as the S&P 500 blew past the entire Street’s predictions in March, multiple firms adjusted their forecasts. ‌ BMO didn’t, a move that — again — would seem prescient as the index dipped as low as 4,967 in April.
Wall Street’s biggest bull wishes he'd been a bigger bull “In late February we decided to draw a line in the sand with respect to our 2024 S&P 500 price target of 5,100 since we believed market performance had run a little too far, too fast,” Belski wrote, referencing the stock market’s rocket-like trajectory that ran well over 20% in just a few months after its October low. ‌ But this prudence was, in fact, a mistake, the strategist said. ‌ In the three months since, the stock market’s dip and recovery to a new all-time high (pick your index, they’re all peaking) was thanks in large part to an alignment in investor expectations and Fed guidance, which Wednesday's retail sales and CPI keeps in the right direction. ‌
“We are comfortable with this because we believe the market is behaving in a similar fashion to 2021 and 2023 — years where we did not give enough credit to the strength of market momentum, something we are trying to avoid this time around,” Belski added. ‌ BMO's team found that the first two years of this new bull market are lagging the average performance seen during the first two years of new bull runs. So, with little change in terms of fundamentals or general economic conditions, the revised forecast is underpinned by sentiment, expectations, and the more nebulous aspects of the stock market. ‌ Although BMO’s fresh forecast maps out a great destination for bulls, it does contain a notable warning about possible turbulence. ‌ “We are still skeptical that the 5.5% drawdown that occurred during March-April will be the worst for the S&P 500 this year given historical data that shows an average drawdown of 9.4% for the second year of bull markets historically,” Belski wrote. ‌ A 5,600 year-end with a bigger than 5.5% drop between now and then? ‌ That almost feels more bullish than a simple 5,600 target.
The S&P 500 hit a record high on Wednesday, closing above 5,300 for the first time ever as investors cheered softer inflation data and grew more optimistic about the prospect of Federal Reserve interest rate cuts this year. ‌ And while we've been highlighting a rotation in markets to areas like Utilities (XLU) during the latest leg of the rally, the S&P 500's first record since March didn't come without a rise in perhaps the most notable sub-sector of the market over the past year. ‌ The Roundhill Magnificent Seven ETF (MAGS), launched in April 2023, tracks the "Magnificent Seven" stocks: Apple (AAPL), Alphabet (GOOGL, GOOG), Microsoft (MSFT), Amazon (AMZN), Meta (META), Tesla (TSLA), and Nvidia (NVDA). It's up about 5.6% in the past month, outpacing the S&P 500's 4.9% gain and now sitting at its own all-time high. ‌ As seen in the chart below, the Magnificent Seven's rise, coinciding with an increase in the broader market, has been a feature of the market rally over the past year. Chart of the day But what sticks out this time around is another shift in what's driving the Magnificent Seven trade. On Feb. 28, we wrote that Nvidia, Meta, and Amazon were leading, with the other four tech stocks slowly falling off. ‌ This has changed yet again in the past month. Nvidia is still a top gainer, adding 10% in the last month. But Alphabet has been the best performer in the group, gaining more than 11%, while Apple has added north of 10% as well. Even Tesla, which many argued should've been removed from the group long ago, is up more than 7% in the past month. ‌ — Josh Schafer, Markets Reporter
Yahoo Finance's Executive Editor Brian Sozzi got the rare invitation to the White House for an exclusive interview with President Joe Biden minutes before the president announced a fresh wave of tariffs on China. ‌ The breaking news came out, the interview aired, but Sozzi was left with a lot of feelings and thoughts — and many questions from the audience. As Sozzi writes, "Agree or disagree with the president's policies, the office commands the utmost respect." Talking to the most powerful person in the world is a big deal. ‌ You can read his personal reflection in full here, which also includes an FAQ section that answers some of the questions Sozzi's fielded from social media over the past couple of days. Sozzi reflects on his exclusive Biden interview — and gives answers
Thursday ‌ ‌ ‌ Friday ‌ ‌ Earnings and economic calendar Economic data: Initial jobless claims, week ending May 11 (233,000 previously); Housing starts month-over-month, April (8.6% expected, -14.7% prior); Building permits month-over-month, April (+1.6% expected, -3.7% prior); Philadelphia Business Outlook, May (8.7 expected, 15.5 prior); Import prices, month-over-month, April (+0.2% expected, +0.4% previously); Export prices, month-over-month, April (+0.2% expected, +0.3% previously); Industrial production, month-over-month, April (+0.2% expected, +0.4% previously) Earnings: Walmart (WMT), Applied Materials (AMAT), Baidu (BIDU), JD.com (JD), John Deere (DE), Take-Two Interactive (TTWO), Under Armour (UAA) Economic data: Leading index, April (-0.2% expected, -0.3% previously) Earnings: No notable earnings.

Ivaxa has been well known for his high BPM stream plays along with his obscene singletapping skills over the course of a few weeks at the time of writing. His most notable achievement is his S rank on Deceit [pishi’s Extra] +DT (Score) (Replay). However there is some unusual behavior that Ivaxa has that should be looked into. This thread will look into quite a few cases of these weird findings.
As of the current date, May 16th, 2024, we have collected enough information to submit our public review of Ivaxa’s activity. We are asking the osu! staff and other independent researchers to validate our information and proof-check every single aspect of it. If our findings would be proven to be incorrect and/or not substantial - that's completely fine. Our goal is not to just blindly accuse but to establish the truth.
This document contains currently collected information about Ivaxa, his scores, profiles, and potential connections to other “alt” accounts in the game. We, as an independent team, are trying to establish the legitimacy or lack thereof of said player.
As always, harassment of any of the people mentioned/involved in the report is inappropriate. Please be civil when partaking in the discussion.
Replays, and VODs can be found in a google drive at the end of the thread so you can investigate and see moments listed in the thread yourself.
But first, here's a few things to consider:

1. Ivaxa’s mouse is a HyperX Pulsefire Haste 2, he allegedly plays on 800 DPI with a 0.62x sens multiplier on osu!. The only reason as to why it’s alleged is because of his recent streams, his sensitivity seems higher than it actually is.
2. He plays with a Sayu O3C keypad that runs at 8000hz (Peripheral information can be found from Ivaxa’s Twitch channel.)
3. He is able to singletap 191 BPM streams consistently.
4. Ivaxa used to be a DT aim player, not much of a stream player until recently.
5. The player does have skill, however he may be using some sort of outside assistance software-wise like aim assist or relax hacks.
6. All replays in this thread were inspected using Circleguard.
7. Most of the information down below was conducted in the empirical (perceived) sense, so take all of it with a grain of salt.

Section one: Replays

There are a few moments within Ivaxa’s recent replays that felt unusual or very strange; mostly unusual edge hits, but also weird UR bar behavior.
The Deceit +DT
There are a few things to mention about this score. The first is an unusual UR bar behavior from 91076 ms (~1 minute 31 seconds) to 93123 ms (~1 minute 33 seconds). The UR bar looks like this in the end. This type of UR bar behavior is often found in 125 hz keyboards with a map that has a BPM that is a multiple of 125 (125 BPM, 250 BPM, 375 BPM, etc.). However, Ivaxa doesn’t use a 125hz keyboard or keypad, he uses one that is rated at 8000hz. This is rather unusual since this type of UR is only found in this section of the map only. Also, if he were to play on a 125hz keyboard/keypad, the type of UR that was shown above would be all over the map since the Deceit with DT is mostly 375 BPM.
The second would be his aim, particularly at around 1885 combo, his cursor shakes at an abnormal magnitude from the rest of the map. This shake can be caused by nerves, tapping strain of the left hand, or a mix of both. But, Ivaxa’s alleged sensitivity is so low that the shake that has been shown in the replay is either really hard to do or impossible.
Gotta go Fast +DTSO
This score has one thing that is quite suspicious. at 47582 ms (~48 seconds) into the map, an awkward edge hit is found where he over-aimed and seemingly snapped back to the circle. This kind of edge hit is something that a normal osu! player wouldn’t be able to hit entirely, especially at the speed at which the map is being played at. Another edge hit can be found in the same map at 28852 ms (~29 seconds), where the cursor doesn’t naturally curve at the end, instead snapping to the edge of the circle. Both cases may allude to the usage of some sort of aim assist.
Metal Crusher +DT
There are two things to note about this score, the first is some unusual cursor movement at the ending section of the map. Ivaxa’s cursor slightly follows the slider at 59128 ms (~59 seconds), and another right after at 60400 ms (~one minute). Movement like this paired with the speed at which the map is being played at just seems unusual/suspicious.
There are also five edge hits within the map, four out of the five edge hits are at the very edge of a circle. The probability of hitting these types of edge hits is rather low, especially when there are four of them in one map.
Edge Hit #1: https://i.imgur.com/g3VlDoz.png
Edge Hit #2: https://i.imgur.com/vpTKuw7.png
Edge Hit #3: https://i.imgur.com/oQiEwVR.png
Edge Hit #4: https://i.imgur.com/nJyVbiq.png
Edge Hit #5: https://i.imgur.com/MN9MfwN.png
Sendan Life +DTHD
There is something to be said about some of the 100’s that Ivaxa is hitting. More specifically some 100’s within a few of the maps that have been observed so far are very near the barrier of being a 300 hit regardless of whether the note is early or late (https://i.imgur.com/cxFSdjf.png, https://i.imgur.com/bHLurZn.png). The sayu is precise enough to actually hit these types of 100’s, however it feels like these have occurred too often, so much so that this play has half of the 100’s in the map has these “edge 100’s,” for a lack of a better term. There are also two 100’s (100 #1 and 100 #2) that have been hit at exactly the same lateness/timing.
100 #1: https://i.imgur.com/KR4BhWe.png
100 #2: https://i.imgur.com/pzg7zMn.png
100 #3: https://i.imgur.com/z5qIocV.png
100 #4: https://i.imgur.com/pgEBsKK.png
100 #5: https://i.imgur.com/rQ50Uhs.png
100 #6: https://i.imgur.com/oMkQ3O5.png

Section Two: Twitch Streams

The two pieces of information down below are more focused on his single tapping skills, along with some weird/suspicious moments during his stream.
Stream title: #18 #2PL we back boys PL/ENG
At 15:37, Ivaxa is seen to be double tapping 270 bpm streams even though he S ranked the Deceit with DT around three days after said stream (390 BPM). At 49:15 mins of the same stream: he is seen to singletap 191 BPM streams, probably because he was warm when playing at his point.
Stream title: #17 #2PL Yomi yori 3 mod pass happening right now wtf,
On March 31st, 2024, on the VOD where he S ranked The Deceit +DT, at the end of the VOD at 2:58:42 Ivaxa is seen singletapping a 390 BPM burst. After which he paused the game and blamed Steam notifications. Despite the bottom half of his monitor being visible on stream through the webcam, where no steam notifications or pop-ups are visible, he then opened Steam to "change notifications settings.'' After allegedly changing the settings, his cursor trajectory on the visible parts of the monitor on stream tells us that he moved the mouse from the top most left corner, while usually Steam settings are located in a pop-up window at the center of the screen. Afterwards His stream allegedly "crashed."
To see the moment, play the following .mp4 file: 20240331 #17 #2PL Yomi yori 3 mod pass happening right now wtf Part 3 and go to the near end.
Stream title: #9 #2PL if i want to i'll farm req closed
On April 7th, 2024 Ivaxa showed on the osu! Game discord server that he is able to singletap 191 BPM (better picture of the graph), however six days later after the message, on his stream on April 13th, 2024 Ivaxa showed that he was able to singletap PoNo’s Yomi Yori 220 BPM streams at the end. This type of BPM jump in such a short amount of time can only be reasoned with by hardware abuse via rapid trigger. Either that, or some sort of relax hack that assists the player in tapping.

Section Three: Multiaccounting

There are many pieces of information that suspect that Ivaxa is multiaccounting, however there is currently no concrete evidence on whether or not he is indeed multiaccounting. Please keep this in mind when reading this section of the thread.
The Mulitiaccount & Play Count Graphs
Pipecat is the suspected multiaccount. First of all, both Pipecat and Ivaxa are placed 1st and 2nd on the osu!mania leaderboard in Lower Silesian Voivodeship, Poland (This is done by using osu! subdivide nations). Both play count graphs also seem to compensate for each other as of 2024, April 4th (the graph for Ivaxa has been warped in order to have a better visualization).
Time-pp Scatter Chart & Best Performances
The same thing happens with their Best Performance Time-pp Scatter Chart from ameobea/osu!track (Pipecat's Mania Chart and Ivaxa's Mania Chart non warped). Both graphs seem to compensate for each other, especially at around the month of March, as of 2024, April 5th (again, Ivaxa's chart has been warped for better visualization of score submissions).
Speaking of pp, both accounts have similar maps in their best performances list (Ivaxa is on the left, Pipecat on the right). If you want to see more, just check their mania profiles.
This may ask the reason as to why Ivaxa hasn’t played any vsrg (Vertical Scrolling Rhythm Game), and yet his performance in mania is abnormal for his time played. As seen from the play count graph from above, Ivaxa would’ve most likely played mania first on the Pipecat account, and then proceeded to play mania again on the other.
Names/Naming Scheme & Last Seen
Their naming scheme can also be taken into account as, Ivaxa’s name was inspired by Vaxei, and Pipecat was inspired by Whitecat.
It is also worth noting that Ivaxa and Pipecat’s Last Seen times are near each other, being more or less one hour apart from each other.
https://i.imgur.com/uVucqXr.png
https://i.imgur.com/lYh4Gbb.png

Section Four: Misc, additional “facts,” and Speculations

This section is dedicated to the additional miscellaneous information and our speculation formed from the data we discovered during the process of the investigation. These entries are not verbosely written due to us not finding enough evidence/information to make them included in the previous sections.
For ease of understanding the entry's level of absurdity, we marked them with color tags. The marking process for each entry was completely subjective so even the most absurd ones could be a potential aid for independent investigators/osu! staff as an additional lead where we “hit the wall.”
Fact: Could be used as a potential lead
Fact + Assumption: Not substantial enough to be included in previous sections/Assumption
Pure Speculation: Completely speculative fact/information
Fact: BayOfEvil (Ivaxa’s old username), does have an osu!report on it, although the report isn’t very helpful. One of the thread's replies includes a Discord recording with Ivaxa playing as “proof” of him being legit. This should be investigated further (https://www.youtube.com/watch?v=cVQDdw1SSLs).
Fact: Ivaxa’s Mania score on Ne uchi +DT was set 22 days after his no-mod score.
Fact: In Pipecat's osu profile a discord server can be found (https://discord.gg/jkMydV3PTB), upon searching "Ivaxa" the only two mentions of the name is from the user Pipecat (https://cdn.discordapp.com/attachments/577365869949354025/1225631393820708914/image0.jpg?ex=6621d52f&is=660f602f&hm=e3589cb93e9ffb2b7c0ef7ffbdedcc3b09df919a7082d11468035ff4f4f6e65e&).
Fact: Guitar to Kodou to Aoi Hoshi: Edge hit at the very edge at 202358 ms (~3 minutes 22 seconds) (https://i.imgur.com/PAWsyh7.png) Similar to the edge hit on FUCK YOU.
Fact + Assumption: FUCK YOU: Very erratic cursor movement at 4485 ms (~4.5 seconds) (https://i.imgur.com/mkRw4Ki.png) combined with his sensitivity and the map’s speed, this is basically impossible. Also he's been under-aiming a lot in this map but that might just be me. There is also an edge hit at the very edge at 60301 ms (~1 min) (https://i.imgur.com/GFxZctS.png), which can be questioned.
Fact + Assumption: Gotta go Fast HDDTHR: The UR bar is acting the same way that was observed with the deceit score from above (Gotta go Fast: https://i.imgur.com/ywA8XAu.png, Deceit: https://imgur.com/cbUtzya). With both maps being 375 BPM with DT, Ivaxa may or may not have used the same method of cheating if he is.
Fact + Assumption: Stream title: #18 #2PL we back boys PL/ENG, at 15:37 mins, Ivaxa is seen to be double tapping 270 bpm streams even though he S ranked the Deceit with DT around three days after said stream (390 BPM).
Fact + Assumption: A Thread created by sampierat on twitter: https://vxtwitter.com/sampierat/status/1775216723743875457?s=20

• https://imgur.com/pC3DBMq

Pure Speculation: During a congregation, several people have noted/proposed that Ivaxa may or may not be using three keys in order to stream higher bpm’s, using a software that alternates the middle key (since he plays ring-index) between key 1 and key 2 to insure that nothing is suspicious with his tapping count.
Pure Speculation: We condone an anonymous survey inside the mania community, including some of the top players, regular 4k, 7k, and 8k players, and some tournament organizers. Most of the participants agree that Ivaxa’s progression and improvement curve is abnormal.
Pure Speculation: Stream title: #18 #2PL we back boys PL/ENG, within the first hour of the stream, Ivaxa is seen to have completely lost his aim (44:46 min), even though he nearly fc'd Brazil on Fiery's Extreme with HDHRDT ten days prior to the stream. Although this evidence may not be as substantial as the others because of retry spamming Brazil.
Pure Speculation: The earliest known screenshots of Ivaxa grinding The Deceit Pishi's Extra, was on 2023, December 22nd (https://twitter.com/Ivaxaosu/status/1738245663631024453, https://twitter.com/Ivaxaosu/status/1738268599129632811, He later achieved an S rank on 2024, March 31st. He would've grinded the map for the past 3 months, however his play count seems to not reflect the grind, only having 237 plays as of 2024, April 5th (https://i.imgur.com/dg4HdSl.png).
Pure Speculation: https://youtu.be/Isp233epRAA the hands, and tapping technique may be similar to Ivaxa.
Pure Speculation: Potential lead/connection between Ivaxa and Pipecat could be found via steam accounts.
Ivaxa’s has two steam accounts (Both Steam profiles were sent to aknzx at one point):

• Main account https://steamcommunity.com/profiles/76561199027517248
• Alt (thanks for Ivaxa posting it on one of the discord servers) https://steamcommunity.com/profiles/76561199081700184
  • Has a VAC ban on it
• Pipecat’s steam account:
  • “Main account” https://steamcommunity.com/profiles/76561199389486073

Pure Speculation: Additional platforms related to Pipecat:

• Their youtube channel https://www.youtube.com/@pipe_cat (We tried to use it compare Ivaxa’s voice and Pipecat’s voices already, not enough information)
• Their GD (GeometryDash) profile: https://gdbrowser.comNotPipeCat

Pure Speculation: Pipecat’s Windows username https://imgur.com/a/DCgtC82 (from this video https://www.youtube.com/watch?v=mNTTpSl1hHo ) If it could be proven that Ivaxa’s real name is Krzys, it could be a potential lead (despite it being a very popular name in Poland).
Pure Speculation: Pipecat is recording videos on his Youtube channel using both a PC and a Laptop. The PC is running Windows 11, and the Laptop is running Windows 10. This Could be a potential lead.

Verdict

Ivaxa’s single tapping speed is very abnormal, especially considering that he was able to stream 220 BPM in just six days, starting from 191 BPM, all singletapped. His aim on some maps feels weird, and some edge hits are questionable in terms of legitimacy. The incident on his stream on March 31st of this year also felt suspicious and weirdly timed, as if he was covering something up. And Pipecat’s graphs line up in such a way that it seemingly compensated for Ivaxa’s play count, and pp-scatter chart. From the information that was gathered about Ivaxa, there is a likelihood that the player is cheating, via aim assist, partial relax, or a mix of both.
It is suggested/encouraged that you look into this yourself.

Files and Documents

For Ivaxa stream mp4’s, each “part” is in one hour segments (because untwitch). So part 1 would be the first hour of a stream, part 2 would be the second hour of a stream, etc. There are some parts where it didn’t download the full hour, so be aware of that.
We’ve also included one of the “VOD analyzer” test result files, which includes cursor positions from an analyzed stream segment (#11 #2PL 1.3k pp achieved). It was a completely custom-coded solution that analyzed the video frame by frame but it wasn’t used during the investigation, so we are unsure about the accuracy of the cursor detection.
Input data:
Approximate osu! playfield area on a 1920x1080 monitor:

-Top left of playfield area: (384, 126) -Bottom right of playfield area: (1536, 990) 

Ivaxa's Approximate playfield area on stream:

-Top left of playfield area: (329, 120) -Bottom right of playfield area: (1283, 835) 

Analyzed segment: https://drive.google.com/file/d/1UOceGo6udbGH0p7jbZKvst4wqsIVWIWF/view?usp=drive_link
Google Drive: https://drive.google.com/drive/folders/1LTDABXcFHSJnk5KNfHWdH1XPJwcdf4S1?usp=sharing
Streams Timeline

Date	Stream Title	VOD Links
March 20th 2024	we back boys	https://drive.google.com/drive5/folders/1xFtwoU82d_qAKPyp7qEm2v4JVd8m-PDF
March 31st 2024	Yomi Yori 3 mod pass	https://drive.google.com/drive5/folders/1PJQOhrao4CFsaeLg4wcwFPtBybdocAnB
March 31st 2024	1.3k pp achieved	https://drive.google.com/file/d/1UOceGo6udbGH0p7jbZKvst4wqsIVWIWF/view
April 1st 2024	play game and then deceit farming	https://drive.google.com/drive5/folders/1TsTmiNzDRIMpFn4lmUzwzS6n3AjyE3rY
April 9th 2024	Yomi Yori DT Farming Right now	N/A
April 13th 2024	singletap practice	N/A

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Coffee in hand ☕️ . ... looking at charts. Not much to say other than weekly charts are still intact... trajectory still is optimistic.
2400 is now the support line. We should stay above that. 2700 is the next resistance line. We will probably get some consolidation to mid 2400s before next leg up as us small frys sell for lunch money.
Good luck! Dyodd

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• Natal Mercury, Uranus, and Saturn: Their placements can reveal your natural aptitude for technology, innovation, and disciplined work.
• Aspects to the Midheaven: Can influence your professional trajectory and public reputation in tech.

For those in or aspiring to be in the tech industry, astrocartography and relocation astrology offer valuable insights for career advancement. By understanding the astrological influences of different locations and their interplay with your natal chart, you can find environments that support your technological skills and professional growth. However, success in tech also depends on continuous learning, adaptability, and staying abreast of the latest industry trends. Balancing astrological guidance with practical career strategies can lead to fulfilling and successful endeavors in the dynamic world of technology.

Preface: This is for Vedic, Sidereal Astrology.
This took a super long time to finish, but I've finally reached a point where I think I'm done trying to improve it. This part will focus more on how Purva Bhadrapada manifests for individuals.
Reminder that Purva Bhadrapada spans from 20° sidereal Aquarius to 3°20’ sidereal Pisces.
Nature
Purva Bhadrapada reminds me a lot of Kali Yuga. In Hindu cosmology, Kali is the final of the four ages that the world goes through as part of a continuous cycle of creation, maintenance, and dissolution. It is the final stage before the onset of a new cycle, promising the destruction of the old order and the eventual merging of all into a unified whole. It signifies a time of dual balance before dissolution of individual identities and the reunification of all existence with the divine source. This can be viewed as being similar to the process of individual death, but it is on a universal scale. Kali Yuga is considered the age of darkness and moral decline, where spiritual values deteriorate and materialism prevails. According to Hindu scriptures, Kali Yuga is characterized by widespread social, political, and moral corruption, as well as a decline in virtue and Dharma (righteousness). It is believed that, during this age, human beings face numerous challenges and spiritual tests, and the pursuit of higher consciousness becomes increasingly more difficult compared to the previous Yugas. Just as Kali Yuga tests individuals with challenges to their spiritual resolve amidst the prevailing degeneration of values, Purva Bhadrapada is a cosmic stage where one's truest nature is tested through the weakening separation of the spiritual and the material. Here, individuals are made to confront their deepest fears and desires, burdened with the challenge of facing their true nature and purifying their souls. The emphasis of this nakshatra lies in releasing attachments amidst the seduction of outer freedom and power, mirroring the spiritual trials inherent to Kali Yuga. Yet, despite challenges of degeneration, there exists a unique opportunity during the stages of both Kali and Purva Bhadrapada. Kali is believed to be the best time for spiritual progress and true liberation because individuals can attain spiritual growth more rapidly due to the intensity of the challenges they face during this period, and the same is true of Purva Bhadrapada nakshatra. Both Kali and Purva Bhadrapada emphasize the importance of transcending mundane concerns and dedicatedly seeking spiritual truth amidst the backdrop of pervading ignorance.
The primary nature of Purva Bhadrapada is that of penance and disequilibrium. Purva Bhadrapada is the stage of evolution where individuals are made to undergo intense internal transformation and dissolution, shedding layers of their being in preparation for spiritual renewal and divine return. This process of metamorphosis can be seen as a type of penance, whether embraced willingly or thrust upon them. It offers eventual rewards as they journey towards enlightenment. As the primary nature of Purva Bhadrapada revolves around penance and transformation, individuals heavily influenced by this Nakshatra are oriented towards personal introspection and societal purification, viewing their lives as both a personal quest for growth and an opportunity to contribute to something greater. Individually, they seek to cleanse themselves of past transgressions and strive for spiritual redemption, and they feel personally responsible for their impact on others. At a broader societal level, they are driven by a strong sense of justice and a duty to rectify societal wrongs of the past and present in order to contribute to the collective upliftment and purification of their community. As such, they often subject themselves and others to extreme physical, mental, and spiritual challenges. They are presented with a kind of spiritual trial of sacrifice: either they can willingly embrace self-denial and endure while remaining detached, or they can create so much desire and fear that it causes them to lose the direction of their souls in the process. While the primary manifestation of Purva Bhadrapada energy is inwardly focused on cultivating self-discipline and perfection, oftentimes to an unhealthy degree, sometimes the focus can instead shift outward. This is where Purva Bhadrapada gains a lot of its infamy; Purva Bhadrapada is revered as one of the most "difficult" and "intense" nakshatras among Vedic astrologers. It is an asterism that gets approached with trepidation due to its somber imagery and associations with themes of violence, debauchery, and malevolence. The negative traits linked to Purva Bhadrapada, such as paranoia, pessimism, and hedonism, contribute to its daunting reputation. And for the most part, the fear of this nakshatra is justified. Not only are these individuals capable of doling out punishment themselves through various means like violence, manipulation, curses, etc., but they can also inadvertently bring out the self-destructive or uncontrolled nature of others. They are the types to cause deep introspection and confrontation with one's own shortcomings and fears, often acting as catalysts for irreversible transformation of character.
In terms of Purva Bhadrapada's inherently unbalanced nature, the trajectory is quite clear. These natives are not the type to do anything in moderation and often have an unstable demeanor and sense of self. They will always be pulled towards the polar extremes of anything, but they can flip on their values rapidly following any transformative event. They may occupy the deepest levels of material saturation, completely lost in chasing fame, drugs, sex, and uncontained immoral activities. Yet, paradoxically, they can also find themselves drawn to the heights of spiritual austerity, sometimes even at the same time they are trying to maximize their material standing. This innate propensity for extremes and contradiction manifests in every aspect of their lives, from their relationships, to their goals, to their beliefs, and to their actions. They are esteemed for their amiable disposition, characterized by warmth, thoughtfulness, and a selfless inclination to assist others without seeking acknowledgment. Yet, concurrently, they are often perceived as self-serving, prone to bouts of ill temper, and housing a proclivity towards ego-centricity. Despite appearing outwardly normal a lot of the time, they can be very eccentric. They are the types to lead clandestine lives, harboring secrets and maintaining hidden facets of their personalities and activities, even to those closest to them. This can make them seem nefarious and untrustworthy. Sometimes this is the case, but despite having a reputation for deceit, many of them are known to be sincere and honorable. Yet, underlying however they are being perceived is a deeper struggle to fully identify with anything. This challenge leads to inner conflicts and uncertainties, as they grapple with their sense of self and their place in the world. They are up and down, left and right, constantly in a state of internal conflict that leaves them questioning who they really are. They can feel like they don't know themselves while still being hyper-individualistic and defensive over whatever their current sense of identity is, even though it is likely to change. These contradictions reveal the complexity of their psyche, where outer appearances often mask inner conflicts and contradictory emotions and experiences. Purva Bhadrapada natives navigate the space where boundaries are starting to blur, reflecting the burgeoning singularity of existence in their minds. Due to this, sometimes they can seem like walking contradictions, embodying multiple clashing characteristics at once. For example, while they may harbor a sense of superiority over others, they can also experience deep-seated insecurity and jealousy. They can like to be critical, but cannot handle criticism. Additionally, they might demonstrate a strong desire for independence and self-reliance, yet simultaneously crave validation and approval from those around them. These conflicting traits contribute to their complex and enigmatic nature, making them intriguing yet challenging individuals to understand to others and themselves.
Purva Bhadrapada's inclination towards extremes extends to their pursuit of goals, as they approach certain tasks with unwavering ambition and dedication. They set high standards and are willing to push themselves to extreme limits to get what they want. This relentless drive for perfection and attainment can sometimes lead them to engage in behaviors that are harmful to the well-being of themselves or others, as they struggle to find balance and moderation. At this point, you may be asking, "how is that penance if they are only striving to selfishly get what they want?" Well, the painful truth about this is that they do not really want these things. They are told by others ignorant to their situation that they will be happy when they achieve some kind of abstruse goal set forth for them by society, and they are sent on a goose-chase of material ambition to achieve happiness, but this inevitably only leads to further dissatisfaction. They are met with pain, humiliation, and harsh transformation, but they keep pushing towards their aspiration of material fulfillment. It is only when they get that job, marry that partner, become famous, etc. that they realize it does not bring them happiness or fill them with the sense of purpose they crave. In fact, this realization often leads to intense anger as they confront the worthlessness of what they spent all their time chasing. The journey through Purva Bhadrapada is undeniably arduous, but that is to be expected with such a potent force. They are called to transcend their attachments, lest they be forcefully ripped away. They begin to grapple with an inescapable emptiness they feel when interacting with the world, and this can often lead them to deep feelings of nihilism. Purva Bhadrapada natives are predisposed to being unhappy, and this is not a shallow kind of unhappiness that fades based on external circumstances. Rather, it is a deeply existential depression– a feeling of confused worthlessness and dissatisfaction they often battle with for the duration of their lives. Their experiences and attachments become increasingly burdensome as they grow more aware of the fleeting nature of life. These natives will openly acknowledge the impermanence of worldly intentions, and while this can be both good or bad, it ultimately makes their minds unpredictable and unstable. With the recognition that nothing lasts forever, a new philosophy can be used to justify any action according to moral relativism. If nothing matters in the grand scheme – where whatever you do will eventually fade into obscurity, wiped away with the start of a new cycle – then anything you do doesn’t really matter in the end. This gives these natives a sense of untouchability, a feeling to do whatever they please at their most uninhibited. And it is in this stage of recognizing one’s freedom to do whatever they want is that the test to discern their one’s nature begins. When there is total freedom, the only real concern becomes about what one chooses to do with their freedom. After all, the only harm that can come from doing what you want is ultimately the result of wanting to do something harmful. Sadly, the reality is that most people are not strong enough to fully resist the temptation of evil and would fail this test. It is for this reason that this trial is exclusively administered to individuals who possess a high level of spiritual advancement found under Purva Bhadrapda. Regardless of the difficulties they face, those governed by Purva Bhadrapada have tremendous inner strength and personal resilience, which often manifests in worldly and spiritual achievement and prosperity in various facets of their lives.
Individuals born under the influence of the Purva Bhadrapada Nakshatra are inherently inclined towards detachment from external influences. This detachment often leads them down two distinct paths. Some choose to embrace a life unbound by societal norms, driven solely by their inner convictions. These individuals seek to experience life to the fullest, embracing both its joys and challenges. However, if they feel unfulfilled, they may turn to darker pursuits in search of excitement. Conversely, others utilize their detachment for spiritual advancement, renouncing materialism in favor of a disciplined quest for higher truths. In both cases, detachment becomes a defining trait, shaping their lives in divergent yet meaningful ways. Whether they become revolutionary leaders or appear lazy due to their selective motivation, their actions are stirred only by what truly invigorates their souls. Their inner character often changes with time. They can start out seeming quite innocent and fragile, and a lot of the time they will have something about them that invites torment, be it their big and eccentric personalities, their height, their weight, their looks, etc. This often leads people to perceive them as different and vulnerable. Unfortunately, this vulnerability often attracts individuals who seek to exploit, victimize, or corrupt them. There's a noticeable pattern of others attempting to take advantage of their perceived weakness, whether it be through just trying to make them feel bad, manipulating them, coercing them to do things they do not want to, or forcing them to be alone by treating them as outcasts. This predatory behavior can leave these individuals feeling isolated, betrayed, and miserable, further fueling their inner turmoil and sense of disillusionment with the world around them. However, this also serves to strengthen them. During the course of their lives, they will experience a series of external transformations that will change who they are. While their soft and innocent demeanor may still be present in some ways, there will be a new darker side to their nature. The inner transformations that Purva Bhadrapada natives undergo change them into stronger, more hardened versions of themselves. This alteration can manifest in tendencies towards violence, aggression, deceit, manipulation, etc., yet at the same time, it also equips them with the strength and capability to protect others when needed. As they navigate the complexities of life, they become formidable forces, possessing the resilience and detachment to confront challenges head-on along with the capacity to wield their strength for both good and evil.
Purva Bhadrapada natives exhibit a curious mix of flippancy and seriousness, often displaying a casual attitude towards many topics yet simultaneously exuding an air of solemnity in regards to topics concerning things like philosophical and existential inquiries. They possess a keen intellect characterized by innovation and depth of gnosis, which lends to their excellence in fields like science and research. Additionally, they are known to have an insatiable thirst for knowledge and information gathering brought about by a powerful yearning for deeper truth. While they may have a religious inclination, their focus lies more on unraveling the essence of spirituality rather than adhering rigidly to dogma. As a result of their approach to religion, they can sometimes be critical of conventional religious practices, which rely heavily on dogmatic rules and rituals. These natives are generally liberal and disdain hypocrisy as well as superficiality, valuing authenticity and depth in both thought and action, regardless of how much it clashes with anything else. Despite their show of outward confidence, they often wrestle with inner self-doubt and a crippling fear of failure, which leaves little room for optimism when they are faced with setbacks. While they typically prefer to be alone, they may inadvertently rely on others when seeking to escape the monotony of their everyday lives. This can make them seem unreliable or inconsistent when it comes to their relationships. They are driven by an innate desire to transcend mediocrity and to be perceived as exceptional. This drive for superior distinction stems from underlying feelings of insecurity and a fear of judgment, compelling them to constantly push the boundaries and strive for success through originality in all aspects of their lives. In their personal relationships, Purva Bhadrapada natives may struggle to balance their need for independence with their desire for connection. Generally, in their interactions with others, Purva Bhadrapada natives are intense yet detached. Despite their desire for authenticity and closeness in relationships, they may struggle to express their openly, fearing rejection or misunderstanding. This internal conflict between their need for connection and their fear of vulnerability can create barriers to intimacy, causing them to retreat through self-imposed isolation. Additionally, their critical nature and high standards can sometimes alienate others, as they can come across as overly judgmental or demanding of their fitness, partners, colleagues, etc. They value depth and sincerity in relationships, but sometimes it can be too much to where they end up pushing others away with their intensity. Despite these challenges, they are still often very empathetic and understanding, and they can offer support to people when needed.
Before I get into the padas, I want to give some examples. I do not want to go into much detail or take up too much time with this, but given the very complicated nature of this nakshatra, I feel that it is necessary to provide media representations for people to look into if they are interested in knowing more about how it manifests: Martin Scorsese PB Moon and Andrew Garfield PB ASC (Silence Official Trailer (2016) - Paramount Pictures), Billie Eilish PB ASC (Billie Eilish - bury a friend (Official Music Video)), Jack Black PB Moon (School of Rock (2003) Trailer #1 Movieclips Classic Trailers), Dylan O'brien PB Moon (AMERICAN ASSASSIN - Official Trailer - HD (Dylan O'Brien, Michael Keaton), Logan-Marshall Green (Upgrade Trailer #1 (2018) Movieclips Trailers), Paul Walker PB Moon (Hours TRAILER (2013) - Paul Walker Movie HD), Bill Skarsgard PB Moon (The Crow - Official Trailer (2024) Bill Skarsgård, FKA twigs, Danny Huston), Olivia Wilde PB Sun (A VIGILANTE Official HD International Trailer Starring Olivia Wilde) & (The Lazarus Effect Official Trailer #1 (2015) - Olivia Wilde, Mark Duplass Movie HD), John Stamos PB ASC (John Stamos Stars in "Secrets of Eden" Lifetime), Hozier PB Sun (the lyrics and imagery of this video are extremely Purva Bhadrapada) Hozier - Take Me To Church), Kaya Scoledario PB Sun (Spinning Out Official Trailer Netflix), Ryan Gosling PB ASC (THE FALL GUY Official Trailer 2 (Universal Studios) - HD), Camila Mendes PB Moon (Do Revenge Official Trailer Netflix), Bryan Cranston PB Sun (Breaking Bad Trailer), Sabrina Carpenter PB Moon and Milo Manheim PB Sun (Sabrina Carpenter - Feather (Official Video) Alexandra Daddario PB Sun (Anne Rice's Mayfair Witches Trailer: Starring Alexandra Daddario AMC+), Jacob Elordi PB Moon (2 HEARTS Official Trailer (2020) Jacob Elordi, Tiera Skovbye), Tom Blyth PB Moon (Billy The Kid (EPIX 2022 Series) Official Trailer), Daniel Gillies PB Sun (COMING HOME IN THE DARK Trailer (2021) Daniel Gillies Suspense Thriller Movie), Matthew Gray Gubler PB Sun (KING KNIGHT Trailer (2022) Angela Sarafyan, Matthew Gray Gubler), Jon Hamm (Corner Office (2023) Official Trailer - Jon Hamm, Danny Pudi, Sarah Gadon), Rachel Weisz PB Sun + Moon and Sam Claflin PB Moon (MY COUSIN RACHEL Official Trailer FOX Searchlight), Chris Pine PB Moon (Jack Reacher Movie Trailer), Madison Beer PB Sun (Madison Beer - Make You Mine (Official Music Video), Sharon Stone PB Sun (Basic Instinct - Trailer (1080p)), Michael Jackson PB Moon (Michael Jackson - Thriller (Official 4K Video), and Jenna Ortega PB Ascendant (most of her depictions in media emphasize her Rohini Moon, but this movie in particular was very emphatic of her Purva Bhadrapada rising: https://youtu.be/_fZXEMNG8Zg?si=hW8mPhAvXIqYxOQU).
Padas
(mostly for Moon) They all tend to be skinny to middle weight until they get older, where they either become more muscular or plump/curvy.
1st – The first pada of Purva Bhadrapada, falling in the Aries Navamsa, signifies a stage of primal energy and raw ambition. With Mars as their guiding force, they exhibit a relentless drive to achieve their goals, refusing to be deterred by obstacles or setbacks. However, being the initial pada of the nakshatra just leaving the stage of Shatabhisha, this quarter is the least spiritually developed. While they may possess great worldly ambition and the capacity for success, they may also be prone to ego-driven actions and an overly narrow focus on material pursuits. They can get into occultism or spirituality, but it is usually an attempt to further themselves in the material realm. Natives born under this pada possess a combative nature, always ready to engage in confrontations to defend their beliefs or assert their dominance. They tend to be more mentally aggressive than physically, but nonetheless their volatile temperament can lead to physical disputes as well when they are provoked enough. They know they can be very damaging when they lose control, so they will do everything in their power to prevent escalation. Ironically, this can make them seem passive. They typically exhibit anxious tendencies while attempting to conceal or downplay their feelings of worry. Natives of this pada are extremely passionate, but they have a tendency to constantly compare themselves to others, which ultimately can lead them to disregard their efforts to focus on surpassing someone else's. This propensity of theirs for aggression, envy, and competitiveness can strain relationships and hinder their personal growth, as they become consumed by their own desires for dominance and validation. They are usually medium tall with a wide forehead and low eyebrows.
2nd – The second pada of Purva Bhadrapada, ruled by Venus in the Taurus Navamsa, embodies a stage of sensual indulgence and creative expression. Individuals born under this pada are drawn to the occult and mysteries of the unseen, often delving into practices such as astrology and black magic. There is a bit of detachment from the mysticism of it at this stage though. They may prefer to look at it through a scientific or philosophical perspective as opposed to one that embraces faith in the divine. While their interest in these esoteric realms may lead to proficiency in such arts, it also heightens their propensity to lose track of their life's direction, becoming absorbed in the pursuit of hidden knowledge and power. Natives of this pada are characterized by their attractive physique, with beautiful broad teeth and strikingly captivating eyes that draw others to them. They possess an innate charm that makes them highly appealing to the opposite sex, and they are not hesitant to indulge in their darker desires and fantasies. Their creativity knows no bounds, as they constantly innovate and explore new avenues of expression. However, despite their magnetic allure and creative flair, individuals of this pada are prone to indulgence and excess, particularly when it comes to satisfying their sensual appetites. Their pursuit of pleasure and gratification can sometimes lead them astray, causing them to lose sight of their responsibilities and priorities. This stage of Purva Bhadrapada is more spiritually evolved than the prior, but it is still in the accumulation phase of Aquarius and the 11th house. Despite their outward charm, they may struggle to find stability and balance in their lives. They are prone to accidents.
3rd – The third pada of Purva Bhadrapada falls in the Gemini Navamsa and is ruled by Mercury. Natives born under this pada embody the mental side of Purva Bhadrapada, which is very focused on cultivating critical reasoning and gathering information, emphasizing communication, learning, and adaptability. Individuals born under this pada are intellectually inclined, constantly seeking to expand their knowledge and understanding of the world around them. They are playful and curious by nature, approaching life with a sense of wonder and exploration. Their energy is expressed through communication and expression, as they excel in articulating their thoughts and ideas. They have a natural gift for language and may find success in fields such as writing, teaching, or public speaking. Despite their playful demeanor, they are still very serious about their pursuits, driven by a deep-seated desire for personal growth and self-improvement. Natives of this pada tend to be peaceful and honorable, seeking harmony and balance in their interactions with others. However, their mercurial nature can sometimes manifest as manipulation or deceit, particularly when they perceive it necessary to achieve their goals. Nonetheless, they are skilled at navigating social situations and may possess a knack for making money through their cleverness and resourcefulness. In terms of appearance, individuals of this pada may have gaunt lower cheeks, high cheekbones, a narrow and defined jawline, and a medium stature. These physical characteristics complement their sharp wit and agile minds, making them engaging in social settings.
4th – The fourth pada of Purva Bhadrapada is ruled by the Moon in Cancer Navamsa. This is the most spiritually advanced of all the padas and tends to be among the most intense. At this stage, individuals born under this pada have either undergone profound inner transformation, shedding their attachment to worldly desires and material gains for the sake of aligning with the cosmic order, or they have fallen for the empty temptations of material life, leading them to a deeper state of moral decay. This pada in the sequence of this nakshatra symbolizes the finalization of death, and just like when we die, the impact of our lives can no longer be altered. You are called to surrender all you have acquired to the purifying flames of the spiritual fire, relinquishing personal benefit for the greater good, and if you fail, your soul will be lost to another cycle of rebirth. This represents the height of the nakshatra's power to manifest, it can come to be either an uplifting force for individuals and humanity as a whole, or as a potentially dangerous influence. Those born under this pada are deeply engaged in their own spiritual pursuits, usually guided by a sense of purpose and higher calling. They possess an innate magnetism and power that exerts influence over others and the world around them. Despite the intensity of their spiritual journey, individuals of this pada tend to enjoy good longevity and robust health, thanks to their deep connection with the cosmic energies. They are often perceived charismatic individuals, drawing others to them with their presence. However, their innate power comes with a responsibility to wield it wisely, as they hold the potential to bring about significant positive change or destruction, depending on how they choose to channel it.
Caste
Purva Bhadrapada belongs to the Brahmin or priestly/scholarly caste. This classification is based on the inherent qualities and tendencies of individuals born under this nakshatra, rather than their family lineage, as seen in contemporary caste systems. In Vedic astrology and Hindu tradition, each nakshatra is associated with as caste, thereby linking them to specific attributes, occupations, and societal roles. Brahmin is positioned as the highest caste and is given the most power and responsibility, both socially and spiritually. In classical texts, the Brahmin caste is exalted for its dedication to scholarship, spirituality, and moral rectitude. Brahmins are depicted as the keepers of sacred knowledge, entrusted with the preservation and dissemination of ancient scriptures and teachings. They are revered for their intellectual prowess, philosophical insights, and commitment to upholding the highest ethical standards. Brahmins are expected to lead lives of austerity, simplicity, and self-discipline, setting examples of virtue and righteousness for society. Additionally, they play important roles in leading religious rituals, ceremonies, and spiritual practices, acting as intermediaries between individuals and the divine. Their contributions also extend beyond religious and intellectual realms though, as they also provide guidance, counseling, and healing to individuals and communities. Overall, Brahmins are portrayed as paragons of virtue, wisdom, and enlightenment, embodying the highest ideals of human excellence and divine knowledge as described in classical texts, acting as oases of wisdom by guiding society not only in matters of spirituality but also in areas such as literature, philosophy, and science. Their primary occupations are mostly associated with administration of all sectors of society, teaching, healing, and providing spiritual guidance. Its intersection with Aquarius Rashi on the ecliptic plane may also relate it to Kshatriya and Shudra.
Gunas
The nakshatras each represent the different gunas at different levels of functioning. For this asterism, it might be confusing to find out that, despite all of its negative connotations, it is associated primarily with Sattva or purity/balance. This mainly stems from this Nakshatra's capacity for penance, spiritualism, and generosity. Overall, Purva Bhadrapada is associated with two levels of Sattva and one of Rajas. Sattva prevails at the physical and mental levels, while Rajas predominates at the spiritual level. At the physical level, individuals born under Purva Bhadrapada exhibit qualities of purity, harmony, and balance. They are often composed, grounded, and possess a sense of stability in their physical endeavors. Mentally, they tend to exhibit clarity, wisdom, and a penchant for introspection when they are only focused on engaging their rational mind. This can get muddy when they try to incorporate less tangible aspects into their thinking though. At the spiritual level, the influence of Rajas emerges, driving them towards spiritual growth and evolution but also threatening them with the struggle of inner turmoil. With Rajas at the most personal level of the spirit, this can cause a onstant seeking pf external validation and gratification, which leads to things such as constantly chasing after fleeting desires and pleasures from their lack of contentment. Additionally, the intense drive associated with Rajas may result in overexertion, burnout, and a disregard for self-care. It can lead to an inflated ego, arrogance, and a tendency towards manipulative or self-serving behavior. Therefore, while Rajas can propel individuals towards spiritual evolution, it also poses challenges that need to be navigated with mindfulness and self-awareness. Together with the heavy influence of Sattva, Rajas in this nakshatra creates a spiritual restlessness that works to propel these natives to actively engage in spiritual practices, seeking to transcend worldly limitations and attain spiritual liberation. It comes with risk, but this is a necessary trial.
Gana
Purva Bhadrapada Nakshatra falls under the category of Manushya Gana, or "human/mixed species." This designation speaks to the inherent qualities and tendencies of individuals born under this nakshatra, aligning them with human characteristics and behaviors. People belonging to the Manushya Gana Nakshatras, including Purva Bhadrapada, place value on their self-worth and esteem. They often enjoy good physical attributes and are blessed with fortune, leading comfortable lives. With warm and friendly personalities, they exhibit care and affection towards their family, friends, and loved ones, readily offering assistance to those in need. However, they also prioritize their own interests and benefits. They are known for their warm and caring nature, and while they may appear busy if approached, they are capable of balancing their personal and professional lives effectively. The path of those born under Manushya Gana nakshatras is undefined. They possess the potential to exhibit both positive and negative qualities, akin to the diverse nature of humanity itself. They have the potential to be even more evil than the Rakshas and even more good than the Devas. While some may lean towards acts of kindness and generosity, others may display tendencies that are less altruistic. This blend of qualities makes them a complex combination qualities you might see for the Deva and Rakshasa Ganas. Keep in mind that you should look at the dominant Gana in your chart to gain a better understanding of how this may apply to you.
Thank you for taking the time to read this if you did. I will have to continue this in a third part because I'm out of room on this post. Afterwards, I will be starting on Shravana Nakshatra soon, and then later on Anuradha.

Data science skills have become even more crucial today with the massive growth and revolution of AI technologies. We have witness in the recent few years a significant growth of the data volume. Building a data science career today means crafting a prospective future. Businesses, individuals and government agencies today require enhanced and informed decision-making, which is facilitated by data science professionals. It takes professional skills and expertise to turn data into relevant information, and this is where a data science skills become critical. To break into a data science career, it's crucial that one have a fair idea of what skills they may expect to learn in their training, like a master of science in data science. If you are seeking to attain data science skills through a well-structured training like a master of science in data science, this post will be of crucial help. Let's delve into the top skills that will remain critical in 2024.

Top skills for a data science career in 2024

To thrive with a data science career, it's essential to develop the following key skills. While self-learning can be an option, acquiring these essential skills from a well-structured and formal training such as a Master of science in data science is often the most ideal trajectory. Let us explore the top data science skills:
Programming Language: Programming languages is one of the most critical data science skills. Among the many languages, Python is the most preferred and suitable language given its powerful and ready-made libraries like NumPy, Pandas, and Matplotlib. It enables programmers and data science professionals to perform all sorts of data activities like cleaning, manipulation, statistical analysis and visualization with ease. Learning Python will be a big boost to your data science career.
Mathematics and Statistics: Although it may seem less critical in the initial stage, one cannot go far in a data science career without knowledge and good foundation in mathematical and statistical concepts. Statistical knowledge is essential to choose and apply the varied data techniques, to build strong data models and to accurate comprehend the data. Mathematical concepts of probability, calculus and linear algebra are critical data science skills.
SQL: This remains a must-have skill for data science professionals. SQL is the industry's standard tool for managing and communicating with relational databases, which allows storing of structured data in tables. Companies across the globe own huge amounts of data that are typically stored in relational databases. Hence, SQL is one of the critical data science skills that one must expect to learn in a degree programme like a master of science in data science to prepare for the future of data science. In additional, having knowledge of NoSQL is essential to handle various types of unstructured data.
Data Visualization: This is the most effective technique to communicate critical findings in the most comprehensible manner. It is only when stakeholders or decision-makers understand the data findings thoroughly, effective actions could be generated. Hence, building a data science career must entail attaining data visualization skills. Data Visualization is the art of representing data in a graphical manner like charts, graphs and maps. These representations enable data science professionals to manage numerous rows and columns of complex data and prepare them in a comprehensible and accessible format.
AI and Machine Learning: If you intend to build a data science career, attaining AI and Machine learning skills is an indispensable step in today's time. Almost every professional degree, like a master of science in data science, include these concepts as core areas. AI and ML are among the hot topics in data science. It's crucial for aspiring professionals to build competencies in the fundamental of AI and ML.
Deep Learning: Another trending concept that has brought several disruptive innovations in technology is Deep learning that is based on neural networks. Familiarising the theory and practice of Deep learning would be a game-changer for data science professionals. A master of science in Data science programme will effectively help in learning how to build neural networks.
NLP: Natural Language Processing is an emerging technique based on Deep learning and Machine Learning. For today's data scientists, NLP is one of the data science skills they must develop. As innovative technologies like Chatbots, Search Engine etc are powered by NLP.
Cloud Computing: Cloud computing technology and services have emerged as an innovative technology that enables enterprises to store their data efficiently. Data Science professionals must develop expertise in cloud computing to help companies make the most out of their organization's data
Besides these technical data science skills, there are a few interpersonal skills that essential for every data science professional, such as

• Business Acumen
• Communication Skills
• Data Ethics skills
• Problem-solving

I’m not savvy with the lingo, but it’s jarring looking at the chart - there’s this gradual diagonal line marching upward. Some crazy price action happens. The line appears again.
If you ignore the spikes and plunges, what remains is that steady upward trajectory at roughly the same angle.
It’s beautiful. It’s unyielding. It’s like it’s lurking behind the upward and downward swings - the one true price slowly revealing itself. Upwards forever.

Understanding the Significance of Niche Selection

Selecting the right niche is akin to laying a sturdy foundation for a skyscraper. It forms the backbone of your Amazon FBA business and influences every aspect of its growth and profitability. A well-chosen niche sets the stage for targeted marketing, seamless inventory management, and sustainable long-term success.

Assessing Market Demand

Before delving into the intricacies of niche selection, it's imperative to conduct thorough market research. Start by identifying trending products and analyzing their demand trajectory. Leverage tools like Jungle Scout, Helium 10, and AMZScout to gain valuable insights into market trends, competition levels, and consumer preferences.

Passion versus Profit: Striking the Right Balance

While passion is undeniably important, it shouldn't overshadow profitability considerations. Strive to find a niche that aligns with your interests and expertise while also boasting ample profit potential. Conduct a SWOT analysis to evaluate each niche's strengths, weaknesses, opportunities, and threats, ensuring a balanced approach to decision-making.

Analyzing Competition Landscape

Competitor analysis is a cornerstone of niche selection. Evaluate existing competitors within your chosen niche, scrutinizing their product offerings, pricing strategies, and customer engagement tactics. Identify gaps and untapped opportunities that you can leverage to carve out your unique value proposition.

Leveraging Keyword Research Tools

Harness the power of keyword research tools like Jungle Scout to unearth high-potential keywords within your target niche. Pay close attention to search volume, keyword difficulty, and relevance metrics to identify low-competition, high-conversion keywords that can fuel your SEO and marketing efforts.

Validating Market Viability

Before finalizing your niche selection, it's crucial to validate its market viability. Consider conducting a small-scale test launch or pre-selling campaign to gauge consumer interest and demand. Solicit feedback from early adopters and iterate based on their insights to refine your product offering further.

Future-Proofing Your Niche Selection

In an ever-evolving marketplace, adaptability is key to long-term success. Anticipate future trends and disruptions within your chosen niche, ensuring that your product offerings remain relevant and competitive. Stay abreast of industry developments, consumer preferences, and technological advancements to future-proof your Amazon FBA venture.

Conclusion

Selecting the right product niche for your Amazon FBA venture is a multifaceted process that requires meticulous research, strategic foresight, and a dash of entrepreneurial intuition. By understanding market dynamics, analyzing competition, and leveraging data-driven insights, you can unearth lucrative opportunities and chart a course towards sustainable growth and profitability.
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Rituals are the bread and butter of any magical practitioner worth their salt. But an issue that many people run into is that they read a ritual in a book or online, complete it, and then don't get any results. One main reason for this is that they fundamentally misunderstand what they are doing.
Rituals aren't a beckoning call to the Universe; they are setting a boundary for you to walk through.
Let me demonstrate this:
The average Joe actually does a number of rituals in his life. There's a ritual when he completes school, there's a ritual in which he declares his love for another person, and there is a ritual when a loved one passes aways. All of these things are major changes in his life, and the rituals serve to bookmark one phase of life as he walks into another. The sky doesn't change color when your mom dies, nor do you gain ten pounds (at least not immediately.)
So, we have a prescribed set of actions we do together to mark this change. This means that rituals are doorways. They make intangible changes in the world tangible.
Then, there's the second level of ritual; the kind that marks time as it passes. These are your Christmases, your Halloweens, your Yom Kippurs, your Ramadans, and if you want to get more frequent, the solstices, esbats, Shabbats, and daily prayers. These all take a thing that's happening in the world externally (usually astrologically), and then tie it to an action, be it as large as throwing a party, or a small as taking a moment to self-reflect. These actions become boundaries.
If you reflect on your place in life every new moon, you develop a backlog of times you do this, and every month is adding another point to the log. You break your time up into chunks, which charts your trajectory in life, and that alone will give you the energy to change it. We are already talking powerful stuff here, and I haven't even gotten to the magic!
But we see where this is going, right? Casting a spell is walking through a boundary between the life you have and the life you want. In order for it to work, you need to believe in it as much as you did when you graduated or when you got married. The door doesn't become real until you believe in it. And being able to believe in any door you wish to walk through will unlock so many possibilities for you in your lifetime.
So my advice: Do as many rituals as you can. As you brush your teeth, thank God for fresh breath. As you drive to work, plead with God not to get hit by an accident. Recite your favorite poem every morning, afternoon, and evening. Charge your coffee with good energy and feel it coursing through you as you drink it.
You walk through thousands of potential doorways every day, you just need to do a bit of work to notice them and walk through them consciously.
But if you build the habit, and you want something... All you need to do is walk through a new door.

The ascent to educational entrepreneurship is a path not often taken lightly. The pillars of play school establishment are grounded in fostering the foundation of future innovators, creators, and leaders. For those who venture into the world of educational franchise, success is rooted in a rare blend of vision, execution, and pedagogy that resonates beyond the classroom. Makoons Preschool is a beacon of exemplary success in this domain, where each franchisee’s tale is a testament to the brand’s ethos and individual pursuit of excellence.
Here, we shine a light on the journeys of Makoons Kids School franchise owners. Their narrative underscores the essence of educational investment and community building. For entrepreneurs looking to make a meaningful foray into the preschool sector, these insights offer a compass, guiding you to chart a course toward your aspirations.

Empowering Entrepreneurs in Education

Entrepreneurship in education is a distinctive pursuit, woven from threads of aspiration and societal impact. Makoons Preschool has championed this cause by empowering individuals to build not just a business, but a sanctuary of learning and personal development.

The Vision that Sparks a Venture

The collective experience of over a decade in setting up bespoke nurseries tailored for each child’s unique identity is the foundational stone of the Makoons legacy. A visionary approach, catering to holistic growth through a comprehensive curriculum, has been pivotal in stirring entrepreneurship in education.

Nurturing a Growth Mindset

At the heart of Makoons philosophy lies the belief that the role of education extends beyond mere instruction; it is the catalyst for intelligence development. This mindset has permeated the venture strategies of its franchise owners, igniting a spirit of continuous learning and adaptation in the often-stagnant realm of play school education.
The trajectory of success for small franchise businesses in India is vividly illustrated through the expanding network of Makoons Preschool, a testament to how localized businesses can thrive on a national scale through dedication and an evolved educational ethos.

Cultivating a Community of Learning

Teaching is a communal enterprise, and Makoons franchisees understand the importance of fostering a familial environment within their establishments. The tactile and emotional investments in community building have been fundamental in the replication of the brand’s core values in each franchise.

Music, Art, and the Masters of Tomorrow

Makoons pupils are not just children; they are the composers of their operas, the artists of their exhibits, and the budding scholars ready to thread their tapestries of knowledge. The curriculum instills a fine blend of the arts with science, technology, literacy, and numeracy, ensuring a holistic developmental experience.

The Prep School Push

Success is often measured in the milestones achieved, and for Makoons alumni, that translates to a seamless transition into primary education. The playschool serves as a preparatory ground for the rigors of formal schooling, ensuring that the children maintain their love for learning as they become responsible members of a broader social fabric.

A Spectrum of Supportive Staff

In the orchestration of a successful play school, it is the staff that sets the tempo. The dedicated team behind the Makoons franchisees forms the bedrock of the institution, offering a nurturing environment that is second only to a parent’s care.

Knowledge, Dedication, and Enthusiasm

The staff at Makoons are not just educators; they are mentors, guardians, and confidants. Their mastery of the curriculum is exceeded only by the warmth and love they provide, creating a harmonious environment that encourages each child’s self-confidence and introspective exploration.

Gateway to Growth and Responsibility

The staff’s pedagogical competence extends to more than just academics; they are sculptors of character, guiding the youngsters to realize their full potential while instilling the values of compassion and social responsibility.

The Franchise Investment and Future Prospects

Investing in a Makoons franchise is akin to sowing the seeds of a perennial plant — a venture that promises longevity and stability. The low preschool franchise cost in India, coupled with a robust support system from Makoons, makes it an enticing proposition for budding entrepreneurs in the education sector.

Play School Franchise Cost

The initial investment for a Makoons Kids School Franchise is designed to be accessible, ensuring a democratic entry point for individuals with varied financial capacities. The brand’s commitment to quality remains unassailable, with the relatively small outlay promising a high return on investment.
With an investment range of 10 to 15 lakhs, becoming a part of the Makoons Play School franchise family is both an attainable and wise decision for aspiring educational entrepreneurs, offering a balanced pathway to enter the rewarding realm of preschool education.

Support and Sustainability

Every step of the way, Makoons supports its franchisees with operational guidelines, marketing assistance, and continuous curriculum updates. This support system is designed to ensure the long-term sustainability and growth of the franchised establishments, thereby securing the future of the investment in the competitive educational landscape.

The Roadmap to Your Preschool Franchise

For those looking to venture into the world of play school franchises, Makoons stands as a model to emulate. It is an institution that not only imparts knowledge to its young charges but also enriches the lives of its franchise owners, equipping them with the tools to succeed in a field that is as challenging as it is rewarding.

Envisioning Success in Education

Success in education franchise is not merely a statistic or a balance sheet figure; it is the collective attainment of milestones that reflect measurable impact and transformation. With Makoons, these successes are not just a dream but a tangible outcome that is replicated across each of its franchises.

Joining the Makoons Family

Becoming a part of the Makoons family signifies a commitment to the educational ethos and a partnership poised for growth. As you consider the prospect of owning a Makoons Play School franchise in India, you are not just investing in a business venture; you are initiating a ripple effect of positive change that spans generations.
With a legacy underpinned by passion, compassion, and purpose, the franchisees of Makoons Play School have etched their stories in the annals of educational entrepreneurship. Their achievements are a beacon for those who dare to dream and an invitation to join a community that thrives on the principles of learning, leading, and legacy-building in the dynamic world of preschool education.
For more information on how you can be a part of the Makoons family, visit our website or connect with us to explore the possibilities of educational entrepreneurship that await you. Make your entrepreneurial story not just about your success, but the futures you help shape through the power of quality education.

QYResearch released the latest report Global E-cigarette Market Outlook: 2024-2030 that presents a grand panorama of a thriving e-cigarette market. In the coming years, the e-cigarette market is projected to continue its robust growth trajectory at a steady annual rate of 8.7%. By 2030, its size is expected to soar to a remarkable $44.87 billion, showcasing the thriving potential and boundless business opportunities in the e-cigarette industry. The research data reveals the competitive landscape of the global e-cigarette market in 2023. In 2023, those top ten e-cigarette manufacturers collectively hold a significant share of 43.0% in the global e-cigarette market. Among them, these renowned brands include British American Tobacco, ELFBAR, Altria (Juul Labs), SKE Crystal, Imperial Tobacco, RELX, Japan Tobacco, MOTI, Boulder, and Smoore International, etc. The following chart illustrates the specific percentage of each global leading market share:
In 2024, which e-cigarette brand will make it to the list, and which one will drop off?
SMOANT and ANTBAR, two best vape brands with a decade-long history in e-cigarette research, production, and sales, which have a great potential and change to catch attention and make the ranking!
In terms of the division of the global e-cigarette market based on QYResearch’s research data, the offline channels have become the main driver of demand, accounting for approximately 82.8% of the market share indicating the core position and significant influence of offline channels in e-cigarette sales.

This is the daily discussion, so anything stocks related is fine, but the theme for today is on technical analysis (TA), but if TA is not your thing then just ignore the theme.
Some helpful day to day links, including news:

• Finviz for charts, fundamentals, and aggregated news on individual stocks
• Bloomberg market news
• StreetInsider news:
  • Market Check - Possibly why the market is doing what it's doing including sudden spikes/dips
  • Reuters aggregated - Global news

Technical analysis (TA) uses historical price movements, real time data, indicators based on math and/or statistics, and charts; all of which help measure the trajectory of a security. TA can also be used to interpret the actions of other market participants and predict their actions.
The main benefit to TA is that everything shows up in the price (commonly known as "priced in"): All news, investor sentiment, and changes to fundamentals are reflected in a security's price.
TA can be useful on any timeframe, both short and long term.
Intro to technical analysis by Stockcharts chartschool and their article on candlesticks
If you have questions, please see the following word cloud and click through for the wiki:
Indicator - Trade Signals - Lagging Indicator - Leading Indicator - Oversold - Overbought - Divergence - Whipsaw - Resistance - Support - Breakout/Breakdown - Alerts - Trend line - Market Participants - Moving average - RSI - VWAP - MACD - ATR - Bollinger Bands - Ichimoku clouds - Methods - Trend Following - Fading - Channels - Patterns - Pivots
See our past daily discussions here. Also links for: Technicals Tuesday, Options Trading Thursday, and Fundamentals Friday.