I am just now finishing my first year of teaching and the whole time I've been given the shittiest hand I could have been. Let me go through everything that's happened.

1. When I was hired I thought I'd be doing HS chemistry. It's what my degree is in and what I did my student teaching in and it's what I'm certified in. And I love HS juniors and seniors. After it was too late to get something else, the district told me I would be teaching 8th grade science instead. I do not like 8th graders, and I was not familiar with the 8th grade curriculum. All the lessons and labs I made and ran during my student teaching were useless.
   
2. The school I'm in has a messed up system. It bases every section a student is in based on what math class they are in. There are 3 math classes for 8th graders. Geometry, algebra, and transition to algebra. I got all the transition to algebra students. I also got 90% of the students with an IEP and over 80% of the ELL students. I am not certified in either ELL or SPED. Yet in some of my sections over 60% of students had an IEP. I also didn't get an ELL aid until March despite a lot of them being very recent immigrants who speak virtually no English.
   
3. Tying in with 2. Putting all the lower academic kids in the same class together did not allow for much teaching. These kids hate school, and from day 1 they made it their mission to disrupt learning as much as they could. While my classroom management was mostly fine for high schoolers taking chemistry it took me months of trial and error and working with other teachers to get strategies to get the disruptors under control enough that I could somewhat teach. Though I never did more than a few labs because in my 2nd one several students decided it would be fun to dump all their chemicals out onto their lab trays (fortunately the most dangerous thing I used was diluted drain cleaner). And when I tried to do labs a lot of students would sit there doing nothing. After about my 5th dud in a row I just gave up. I wasn't willing to put in the work when the kids weren't even going to try to do it.
   
4. I am a trans woman and many of the kids have throughout the year been really hateful towards my identity. Constant purposeful misgendering. A student telling me I was going into the wrong restroom as I was walking into the faculty woman's restroom. I've had students tell me im a man and a bunch of other things. I did my best to not let it show it got to me. But when I brought these concerns to admin I felt like I was brushed off. The only time something was done was at the end of a bad day a student said something that triggered a full dysphoric episode and I had to leave the class in tears. That student got moved to another teacher. Based on the amount of transphobia I faced you'd think I was teaching in a sundown town. But no, I'm in a deep blue stronghold city.
   

Well today was the state testing. My students had a 22% pass rate. Looking at past data that's the pass rate that my group of students have had throughout their academic career. I feel like this was always going to be the case. And my lead who had this group last year was expecting around that.
I'm just so tired. I'm not returning to the school. This whole year I've felt like a glorified baby sitter and not a teacher. I got bait and switched, abused by students, and ignored by admin. While there are some students that I absolutely love and would give the world for, most of my students are incredibly disrespectful to all their teachers and many of the veteran teachers say they are the worst group they've ever seen.
The biggest bright spot has been the other teachers at the school. My lead always had my back. And my team members were amazing at helping me figure out my classroom management strategies.

I've recently completed my third year of computer engineering at UofT, and I wanted to share my thoughts on the courses I've taken. I hope this will be beneficial to incoming first, second, and third-year engineering students. My area of depth is 6 (Software) and my areas of breadth are 4 (Control) and 5 (Computer hardware/networks).
Difficulty: How hard it was to comprehend course material and/or complete practice problems accurately. Keep in mind that difficulty is subjective but I tried to eliminate personal bias and be as objective as possible.
Workload: The amount of work to complete outside of lectures (labs, assignments, homework, studying for tests/exams).
All engineers take the exact same courses in their first year first semester and similar ones in second semester. I took these courses in 2021 during covid so some information might be outdated.
First Year Semester 1:
APS100 Orientation to Engineering:
Difficulty: 1/10 Workload: 3/10 Course Average: N/A
There is no technical material in this course. All coursework consists of Ethics analysis, creating a schedule for time management, creating your resume, and discussion board participation. During tutorials, the TA typically asks behavioral questions to the class and covers slides pertaining to engineering principles, the learning environment, test readiness, and related topics.
APS110 Engineering Chemistry and Materials Science
Difficulty: 6/10 Workload: 5/10 Course Average: B
This course blends elements of chemistry, physics, and mathematics, requiring lots of formulas and memorization. The assignments and online quizzes were moderately difficult. Not sure if he’s still teaching but Scott Ramsay was a really good professor. Really enjoyed watching his video demonstrations.
APS111 Engineering Strategies and Practices I
Difficulty: 3/10 Workload: 6/10 (Variable) Course Average: B
Students are organized into groups of 5-6 and are assigned the task of developing a solution for a client, following the engineering design process. Success in this course heavily relies on your team. Throughout the semester, there are several milestones where you need to submit large reports with your team, making it crucial to have capable teammates. Many teams resorted to last-minute cramming the night before each milestone (not a good idea). Additionally, there are two peer reviews, so make sure you contribute to avoid being perceived as an unproductive member. In most cases, you don’t need to worry about this though. You’d likely all be good friends by that point (and give each other a perfect review).
CIV100 Mechanics
Difficulty: 9/10 Workload: 9/10 Course Average: C+
The consensus among most students in my year was that this was the toughest first year course. It's incredibly calculation heavy, with questions that may appear straightforward in theory but require multiple steps to solve. Even a minor error can screw up your entire calculation process. The assignments are extremely time-consuming, and the quizzes pose significant challenges. I suggest you work in a group for the assignments. Furthermore, both the final exam and midterm were exceptionally difficult.
MAT186 Calculus I
Difficulty: 4/10 Workload: 4/10 Course Average: B
If you’ve taken IB or AP this course will be a breeze. Even without that background, it's still relatively straightforward. Very little on integrals, mostly derivatives, rates of change, and graphs. PCEs and WebWorks were trivial, and the midterm and exam were easy.
MAT188 Linear Algebra
Difficulty: 7/10 Workload: 7/10 Course Average: B-
The majority of the course revolves around relatively straightforward operations on matrices and vectors. However, it does introduce abstract concepts like higher-order dimensions, which may require some deeper thinking to fully grasp. Webwork assignments were slightly more challenging compared to MAT186's, and completing assignments took a while. Once again, you should work with a partner or as a group. Pay attention in the MATLAB practicals because you’ll be using MATLAB pretty often in future courses.
First Year Semester 2:
APS105 Computer Fundamentals
Difficulty: 6/10 Workload: 5/10 Course Average: B-
If you’ve taken programming in high school, you will likely find this course very easy (2/10 difficulty). The course covers simple programming syntax, along with basic sorting algorithms, without delving into more advanced concepts beyond linked lists and binary trees. I think that this was one of the more enjoyable courses of first year.
APS112 Engineering Strategies and Practices II
Difficulty: 5/10 Workload: 7/10 (Variable) Course Average: B+
This course is essentially a continuation of APS111, but with the added component of being assigned an actual client with a real-world problem statement. Each group works with a unique client, and at the end of the term, you present your final report directly to them, along with your supervisors. As with APS111, the quality of your team plays a crucial role in your success. Another thing to note is that unlike APS111, there were multiple individual assignments to complete on top of your team reports.
ECE110 Electrical Fundamentals
Difficulty: 8/10 Workload: 6/10 Course Average: C+
Definitely one of the harder first year courses. This course marks your introduction to circuits. Topics covered include capacitors, Ampere's law, Ohm's law, Kirchhoff's laws, AC/DC circuits, magnetism, Thevenin and Norton equivalents, and more. The material is extensive and requires thorough understanding, as many future courses will build upon its concepts. Make sure that you understand the content well, given its foundational importance in subsequent courses.
ECE191 Introduction to Electrical and Computer Engineering
Difficulty: 0/10 Workload: 1/10 Course Average: N/A
Seminar course. You just need to show up to the lectures (one per week) and submit a 100-ish word report about what you learned.
MAT187 Calculus II
Difficulty: 6/10 Workload: 5/10 Course Average: C+
The workload in this course is comparable to Calc I, but the content is more challenging (obviously). It delves deeper into integrals and introduces concepts like ordinary differential equations and polar coordinates. But again, you’ll manage just fine if you did decently in Calc 1, and especially if you’ve taken AP math or IB HL math.
MIE100 Dynamics
Difficulty: 7/10 Workload 4/10 Course Average: C+
I personally found this to be the most challenging course in first year, but it seems that most people disagree with me. It shares similarities with CIV100, but you’re instead dealing with dynamic systems (moving) rather than static ones (not moving). Some concepts may prove difficult to grasp initially. However, if you focus on memorizing the relevant formulas and understanding when to apply them, you should be okay. Expect an emphasis on physics in this course.
Second year was the worst (for ECE) and a very big step up from first year. If you struggled in first year, you better lock in for second year.
Second Year Semester 1:
ECE201 ECE Seminar Course
Difficulty: 0/10 Workload: 0/10 Course Average: N/A
Another seminar course, except you just need to attend 7/10 lectures to pass. Most students just scan their Tcard at the entrance then leave right after. The lectures are pretty useless except the Magellan one where they show you how to choose courses for 3rd and 4th year.
ECE212 Circuit Analysis
Difficulty: 7/10 Workload: 8/10 Course Average: B+
This course provides a deeper exploration of circuits, extending beyond circuit solving to include frequency and sinusoidal analysis. Questions tend to be long so careless errors will cost you. Personally, I found the labs challenging, particularly because they required working with oscilloscopes at a higher level than I was used to, and I could not for the life of me figure out how to use that thing.
ECE241 Digital Systems
Difficulty: 7/10 Workload: 8/10 Course Average: B-
This hardware course focuses on the foundation of hardware. A lot of the content is at the fundamental level so it’s not too hard to comprehend. However, the main challenge lies in learning Verilog, a hardware description language. I hate Verilog. All the labs are done using Verilog, and frustratingly, the course provides no instruction on the language, nor are there many helpful resources available online. This lack of guidance made what should have been straightforward labs much more difficult. Thankfully if you are in CE, you’ll never need to take another course with Verilog again. The midterm was easy but the final was borderline impossible.
ECE244 Programming Fundamentals
Difficulty: 7/10 Workload: 7/10 Course Average: B-
This course is the sequel to APS105, delving into more advanced concepts like pointers, constructors, polymorphism, and inheritance. Many of these topics may feel familiar if you have prior programming experience, particularly from high school. Consequently, if you're already proficient in programming, as many computer engineering students are, you should be able to navigate through this course well. The labs were generally manageable, although a couple of them were time-consuming.
MAT290 Advanced Engineering Mathematics
Difficulty: 7/10 Workload 8/10 Course Average: B
In this course, you’ll learn a lot of miscellaneous mathematical concepts that will be relevant in future courses. The goal is to establish a strong foundation to facilitate understanding in third and fourth-year courses. There is also a quiz every week. They were terrible from a time management standpoint, but as long as you spent 3-4 hours per week completing the assigned textbook questions, you should be alright since one (out of two) of the questions on the quiz is guaranteed to be an assigned textbook question (at least, that was the case when I took the course).
MAT291 Calculus III
Difficulty: 9/10 Workload 9/10 Course Average: B-
The entire workload comes from studying for those damn weekly quizzes, much like MAT290. Personally, I found it to be one of the most difficult courses I've ever taken. Think of calculus 2, but now everything is in three dimensions, encompassing concepts like surface integrals, flux integrals, and more. Additionally, the course introduces abstract topics that I still struggle to grasp. Balancing the demands of this course alongside everything else was an incredibly stressful experience.
Second Year Semester 2:
ECE216 Signals and Systems
Difficulty: 8/10 Workload:7/10 Course Average: C+
I think everyone hated this course. It was so poorly taught and the midterms felt haphazard and unpredictable. I relied on the power of BS to pass (worked surprisingly). Other than working with many graphs and MATLAB, I don’t remember much about this course because it was so uninteresting.
ECE221 Electric and Magnetic Fields
Difficulty: 8/10 Workload: 5/10 Course Average: C+
This course serves as an introduction to fields, while also expanding on the principles covered in ECE110. Many concepts build upon intuitive ideas, such as the repulsion of identical charges and attraction of opposite charges, which can make seemingly complex topics less intimidating. There are also many procedures that you need to know to solve specific types of questions. The labs are generally straightforward. You just need to follow the steps on the lab worksheet and answer a few simple questions from the TA.
ECE231 Intro to Electronics
Difficulty: 9/10 Workload: 7/10 Course Average: C+
This course is basically circuit analysis but significantly harder. It combines everything you've learned about circuits thus far, introducing new topics on top of that foundation. There are so many new concepts to learn and the final pretty much tests you on all of them. I’ve encountered multiple scenarios where I saw two concepts that I thought were completely separate from each other being integrated into a single question on an exam. Also very calculation heavy. Despite my experience in this course, I must admit Khoman Fang was a great professor.
ECE243 Computer Organization
Difficulty: 7/10 Workload: 6/10 Course Average: B
This course is a direct continuation of ECE241, and surprisingly, I found it a lot more enjoyable than its prerequisite. The focus is on Assembly language programming, which I found to be way more understandable compared to Verilog. Assembly operates at a fundamental level, so you’re technically working with the most basic building blocks in programming. The labs often involved seemingly simple tasks like counting to 10 on a HEX display, but the nature of Assembly meant that achieving this could require hundreds of lines of code. I appreciated these labs as they provided a refreshing change from the usual programming tasks. Final and midterm exams were relatively easy.
ECE297 Software communication and design
Difficulty: 8/10 Workload: 9/10 (Variable) Course Average: B+
Despite the demanding workload, this course was one of my favorites. The main project involved collaborating in teams of three to develop a geographical information system (similar to Google Maps). Unlike other courses where teams are assigned, here you have the freedom to choose your own teammates. Starting off, your team is given only the OpenStreetMap database, and the APIs, granting you complete control over your project's design, functionality, and optimization. Performance enhancement and pathfinding algorithms were key components of the project. It's crucial for all team members to contribute effectively for success in this course; And trust me, this is not a one or two person project. To succeed in this course, all three members must be doing their share.
Third Year:
They say that third year is the easiest year for ECE, but that depends on what courses you choose. For me, it was only slightly easier than second year but still significantly harder than first year.
APS360 Fundamentals of Deep Learning
Difficulty: 8/10 Workload : 8/10 Course Average: B+
This course felt fundamentally very different compared to the other programming related courses. If you’re unfamiliar with deep learning, the content can be overwhelming but the inner workings behind AI are both fascinating and challenging to grasp. Fortunately, much of the coding in the course revolves around preparing data, setting up AI architectures, and training/testing models, rather than building an AI from scratch. While the labs are manageable, the final project can be very time consuming, particularly as training a single model can require hours or even days. Regarding this aspect, make sure you start early. Both the midterm and final exams were quite difficult.
ECE302 Probability and Applications
Difficulty: 7/10 Workload: 3/10 Course Average: B-
The first half of this course is very straightforward. Just an introduction to probability. The second half is where the difficulty quickly ramps up. Make sure you don’t underestimate the second half of the course. I made the mistake of assuming the material was easy after performing well on both midterms (midterms were very easy), leading me to neglect the final third of the course so I flunked the final. FYI, our marks were determined solely by the 2 midterms and the final.
ECE344 Operating Systems
Difficulty: 8/10 Workload: 10/10 Course Average: B
This course had the most difficult and demanding labs I’ve ever seen in my life. They are due every two weeks and some of them took most students more than 15 hours to complete. I’ve seen people staying up all night in the GB computer rooms to finish these labs. One positive aspect of the course if Jon Eyolfson is your professor, is that all lectures are both recorded and live-streamed, allowing attendance in person, online synchronously, or asynchronously. But if you have Ding Yuan, good luck. I heard he is not only bad at teaching, but also makes you program an operating system from scratch. The course content is quite interesting and the Midterm and final exams were fair.
ECE345 Algorithms and Data Structures
Difficulty: 8/10 Workload: 7/10 Course Average: B+
If you're one of those programming geniuses who have been doing Leetcode since like 3 years old, you’d have likely already learned all course content before you’ve even started the course. You could probably write midterm and final exams without attending any lectures. However, if you're not as experienced, attending every lecture, taking detailed notes, and staying focused is crucial. Personally speaking, some algorithms were incredibly difficult for me to grasp, while others were simple. Assignments typically include both coding and long-answer components, which can be time-consuming, but you can work with a partner.
TEP444 Positive Psychology for Engineers
Difficulty: 1/10 Workload: 3/10 Course Average: A-
This course overall was very enjoyable and a nice refreshing experience from the other technical courses. You go on excursions to various locations with your group and write reports. It's an excellent opportunity to expand your social circle and make new friends. If you aim for an A- grade (80-85), you can breeze through with minimal effort. However, achieving a higher grade (A or A+) would require significantly more work (like 5 times more, no joke), which is not worth the extra effort in my opinion.
CSC343 Introduction to Databases
Difficulty: 7/10 Workload: 10/10 Course Average: Unreleased
The content of this course is actually pretty interesting and is taught well. But the assignments were excessively time consuming. There are only three in total, but each one demanded such a significant investment of time to the point where I contemplated dropping the course altogether. You do work with a partner (going solo isn’t even an option if you want to complete the assignments) but even so, be prepared to invest 15-30 hours per person, per assignment (they also mark hard). Despite the workload, I do recommend taking this course because knowing SQL can substantially benefit you in the future. Just start the assignments early. On a positive note, the midterm and final were relatively straightforward.
ECE311 Introduction to Control Systems
Difficulty: 10/10 Workload: 5/10 Course Average: C+
This course didn't come with a heavy workload, consisting only of three labs and two midterms. However, I found the content to be very challenging. It felt like they condensed and combined every concept from every engineering math and physics course into one. Topics ranged from circuits and dynamics to Laplace transforms, matrices, Bode plots, and more. It didn’t help that Prof Scardovi didn’t record any lectures, has messy handwriting, and uses a damn chalkboard instead of modern technology like other profs do. The midterms and final were somewhat lenient compared to the lectures, but this course still ended up being my lowest mark.
ECE361 Computer networks I
Difficulty: 8/10 Workload: 9/10 Course Average: B
This course requires a lot of memorization compared to other courses. You’ll have to understand calculation processes but also memorize a lot of general knowledge about networks. A problem with this course is that some concepts that show up in tests are not adequately explained in lectures. By far the best way to study is to do past exams. Professor Valaee often recycles questions, sometimes even directly copying past midterms and finals (like he did in my cohort). Unlike other courses, there is no big assignment/lab for this course, but it makes up for it with quantity. There’s a quiz every week, a wireshark lab every 2 weeks, a programming lab every 2 weeks, and a midterm. The programming labs are already difficult by themselves, but this cumulative workload felt very overwhelming.
ECE472 Engineering Economics and Entrepreneurship
Difficulty: 7/10 Workload: 5/10 Course Average: B+
This is straight up an economics course, no engineering at all. You’ll learn about investments, equity, financing, and related areas. There are 4 quizzes throughout the semester, with quiz 3 (quiz 3 specifically) being by far the hardest (average in the 50s). Since you're able to bring your textbook to the quizzes and exam, my biggest tip is to write past quiz and exam solutions in your textbook, as there's a limited pool of questions, and new questions often resemble some kind of variation of past ones.
ECE421 Introduction to Machine Learning
Difficulty: 9/10 Workload: 7/10 Course Average: unreleased
While the course content itself may be challenging, surprisingly, the midterm and final exams were pretty easy. There's a slight discorrelation between the lecture material and what appears on the exams, but relying on past exams for preparation should be enough. The course leans heavily on mathematical concepts, much more so than APS360. The assignments were difficult and tedious but I recommend you work with others to complete it.
With that, I've covered my thoughts and tips for all the engineering courses I've completed. Transitioning into your next year in engineering, particularly if you’re transitioning from high school, can feel daunting. However, remember that you're not alone in this experience – many of your peers are facing similar challenges. If you need any more advice or have questions, feel free to reach out to me via DMs!

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

Asian male, top 10% ranked in class from top competitive school( Texas Dallas)
12 AP, 5 Post AP courses.
5s in AP BC, AP CS, AP CSP
GPS 3.94 UW
Additional 3 post AP CS courses and Linear Alg, Multivariate ( grade A+)
Also University level online courses from Stanford on Number theory and Differential Equations.
SAT
1580 ( Math 800, RW 780) ( superscore)
1550 single test( Math 770, RW 780)
USACO Platinum division
USAMO qualifier ( twice)
USAJMO qualifier
USAPho Qualifier
Several global , national and state entrepreneurial contests ( Semifinalist/finalist/honorable mention)
ceo of my startup company with three products(one of the products patent in published status)
Fellowship on emerging technologies cohort from a VC firm ( owned by Stanford professor /MIT angel investment )
Presented my idea more than 100 entrepreneurs investors from silicon valley
Invited to pitch for funding after submitting my product idea and proof of concept demo to Citadel securities top professional veterans
Independent research paper published ( AI/ML)
Math Research from University Professor
Internship in a tech company ( work appreciated and highlighted on their company website) > 5000 employed , revenue > 180M
National Honor society member , National Honor society Latin club officer, Mu alpha theta officer, founder of a tech club
Creative writer , book published >100 pages available in Barnes and nobles, amazon etc.
Scholastic silver key award and several other national and state award for my creative writing.
Starting anchor in a news channel with > 15K subscribers
Help on what I need to work on to improve my chance in Stanford /MIT/UT turing/UT CS
community hours for a dedicated cause > 174 hours

Hey so I'm in the 2nd semester of a college in DU ( I won't disclose the name) but the experience has been down bad!! I'm sorry but the talks about the reputation and the fantasy that they feed us with while joining the college is invalid
My 2nd sem internals were marked recently and I found out few things while signing my IA
I noticed that. I was given low marks in my tests, assignments. Which made me wonder why because ..... I FUCKING CHEATED SOME OF THE ANSWERS.
But my friend who sat behind me she didn't cheet neither was she prepared for the paper and didnt answer most of the questions and left in the middle of the test, she submitted her assignmnets after the due date and she got FULL MARKS IN HER TEST AND HER ASSIGNMNETS.
✋️SO THIS BRINGS US TO THE CONCLUSION THAT THE TEACHERS ARE NOT EVEN BOTHERED TO CHECK THE PAPERS .
I DONT KNOW ON WHAT BASIS THEY ARE INCERTING THIS MARKS AND GRADING US.

Bank of America Health Care Conference 2024 Presentation
Exact Sciences' Mission is to help eradicate cancer by preventing it, detecting it earlier and guiding treatment. In the early innings of how genomics will transform cancer prevention, diagnosis and treatment
Exact Sciences' Cologuard and Oncotype DX are two of the top brands ever in cancer diagnostics. They are helping to build a platform company through which other innovative cancer diagnostics will help patients.
Guided to 15% growth (CAGR) through 2027. Projecting over 20% adjusted ebitda margins by 2027.
Near-term growth drivers - Cologuard and Oncotype DX globally. Future drivers - pipeline.
Reiterated 2024 Revenue and EBITDA guide.
60 million Americans not up to date with colon cancer screening - huge unscreened population
Q4 2023 - highest dollar growth in screening in history. Sequential decrease in Cologuard screening revenue due to normal Q1 seasonal weakness. Despite sequential screening revenue decline, screening revenue still increased 7% YOY, and management confident in achieving 2nd Quarter and 2nd Half Guide revenue guides.
Cologuard will have steady predictable growth based upon # of sales calls to primary care physicians and increasing Health System Orders.
New Cologuard business opportunity starting last year - screening in Medicare Advantage population and gap closure programs in large health systems.
CEO Kevin Conroy: "We are confident in our ability to meet our 2nd quarter and 2nd half sales guidance."
Q1 2024 was in-line with expectations. Q1 of 2023 was an anomaly.
Sales and Marketing Spend - Spent about $800 million in sales and marketing in 2023 (sales force a relatively small component of this, sales force being brought back to levels of 2022) - High ROI from investment in additional sales people.
Last 5 quarters added 50,000 new primary care providers - docs, pa’s and nurses
As docs order more, amount of orders increases. As sales calls increase in frequency, pcp’s order more.
Calling on a doc once per quarter will result on average in six orders. Calling on a doc six times per quarter will result on average in 24 order. Sales reps provide pcp's tools, education, motivation to increase colon cancer screening numbers.
Priorities for CFO - Maintain Growth Engine not only of CG and Oncotype, but also new product pipeline - Flywheel of innovation needs to keep spinning. Will expand over 300 basis points of leverage in 2024. Increasing leverage in G&A going forward. Clear and credible pathway to adjusted ebitda margins of 20% in 2027
CFO Aaron Bloomer: Exact Sciences will show FCF growth and positive FCF delivery for each of the next three quarters in 2024.
17% CG growth embedded in 15% CAGR through 2027. (Compound Annual Growth Rate)
Impressive CAGR over the past few years. Seeing increasing opportunities to enhance the use of Cologuard as a frontline screening tool.
Over a billion dollars invested in EXACT NEXUS - Electronic Ordering, Result Delivery, Prior Authorization, Reimbursement embedded into physician's EPIC electronic record. Huge amount of customer satisfaction - makes using Cologuard easy.
Long arduous process of including Cologuard into the Quality Measures (2-3 years from being included in USPSTF guidelines), which can help health systems and plans increase their star rating in order to get quality bonuses, which is a key to their success.
130,000 new cases/year, 50,000 deaths/year from Colon Cancer, with 60 million people in U.S. not current with CRC screening guidelines.
Colonoscopy capacity in US is 12,000,000. Half screening, half diagnostic. Cologuard is helping health system and GI’s getting more people screened.
Re-screening now mid 20's as a % of revenue - aiming for 50%
Because of Covid, for two years in a row, only 1.2 million people have been eligible for re-screens. This year 1.6 million eligible for re-screen, and that number will increase annually. Also, 20 million new prospective customers in the 45-49 age group - want them to be happy customers for next 30 years. The 45-49 age group rescreens are starting to kick off this year (USPSTF guideline to include that age group updated in 2021).
Cologuard Plus - 10 Years of R&D and Clinical Trials - Improved False Positive Rate, Cancer Detection, Advanced Adenoma Detection. Improvement on all levels, and Cologuard 3.0 already in development.
Looking for a modest price increase for Cologuard Plus rolling in over a couple years period of time. Because false positives are lower - 30% fewer false positives - more people will stay in Cologuard Testing Family
Cologuard Plus also benefits from 5-7% Lower COGs = margin expansion.
20th Anniversary for Oncotype in US. 1 billion cumulative investment in Oncotype infrastructure. Quality of Science and Clinical Evidence behind it is unmatched. Company is deeply rooted in being patient and customer-centric.
Question to Brian Baranick, General Manager of Precision Oncology - How are you gonna catch up in MRD?
With respect to MRD, have never seen such a fast developing market - real clinical unmet need - enthusiasm among patients and physicians - excited to be apart of this market. Exact Sciences will catch up in MRD due to the following:
1) World class commercial capabilities - precision oncology reps are experienced, know physicians/territories, how to sell and how to get access to leverage these relationships to launch CRC MRD next year.
2) Exact Sciences' Nexus Platform - IT infrastructure to help providers save time obtaining prior use authorizations. This billion dollar company investment will allow providers to obtain prior use authorizations and order MRD tests more quickly and easily.
3) Better Performing Product - Partnering with West German Study Group and NSABP (National Surgical Adjuvant Breast and Bower Project) To build out evidence around MRD tests - Goal is for Exact Sciences' MRD tests to have best in Class Evidence. Exact Sciences' MRD tests measure more mutations in blood than some of the first mover companies in space, and will have best in class evidence. Investors will hear more about performance of MRD assays and evidence in the back half of this year.
Blood-based screening assets - crowded marketplace - Use case for Cologuard Blood will be limited.
Great idea in concept - Bert Vogelstein is a pre-eminent researcher in the field and wrote a 2005 paper on the subject of CRC screening blood test. He concluded that detecting circulating tumor dna from precancerous lesions/polyps is impossible - you can’t find what’s not there. According to Kevin Conroy, if you’re not finding pre-cancer, you don’t have a true screening test.
The real power of colon cancer screening is finding and removing pre-cancerous polyps which may result in Stage 1 disease - that is the goal. As a result, it is highly unlikely that blood tests to screen for CRC will end up in the USPSTF guidelines and quality measures b/c they are unable to detect precancer. CRC screening blood test will end up being more of a niche market. Commercial payers will not be too excited to pay for something which is not in the quality measures. Probably won’t find out if blood CRC screening will be in the quality measures until 2028-29 (After likely USPSTF in 2027). Howver, fee for service medicare advantage has agreed to pay for blood based crc. USPSTF meets every 5-8 years on CRC screening (August, 2014 - May, 2021). Predict next Meeting in 2027. This cycle think 6 years until USPSTF and then quality measures 2-3 years later
Management expects two or three blood tests to be approved by the FDA, including Cologuard Blood. Don't believe blood tests will ultimately be a big overhand for investors as Cologuard will still grow market share even with other FDA approved CRC blood tests as it is the most effective CRC screening test. GI societies recently weighed in - not recommending blood tests for frontline CRC screening. The growth of Cologuard over the coming years will be what excites investors, not CRC blood test.
Question to CFO Aaron Bloomer: What is most underappreciated or misunderstood about the company?
CFO is excited about pipeline. The company has spent many years developing these pipeline products, a number or which are slated to launch over the next few years. Don’t think investors appreciate the impact these pipeline products will have on patients, on revenue and the Company's growth profile, as well as on margins.
Excited about mid-teens growth in Cologuard and along with MRD and other new products coming online in the next few years which will provide both the Company with both leverage and diversification.

DAY: MAY 15, 2024

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SpaceX Starship page

FAQ

1. IFT-4 as of May 11th, NET end of May or some time in June 2024 according to Elon Musk which ties in with Kathy Leuders saying on May 14th that they could have the FAA licence the last week in May or June. Expected to use Booster 11 and Ship 29. A licence modification is needed because they are planning to do "some different things."
   
2. IFT-3 launch consisted of Booster 10 and Ship 28 as initially mentioned on NSF Roundup. SpaceX successfully achieved the launch on the specified date of March 14th 2024, as announced at this link with a post-flight summary. The IFT-2 mishap investigation was concluded on February 26th. Launch License was issued by the FAA on March 13th 2024 - this is a direct link to a PDF document on the FAA's website. Propellant transfer was successful.
   
3. When was the previous Integrated Flight Test (IFT-2)? Booster 9 + Ship 25 launched Saturday, November 18 after slight delay.
   
4. What was the result of IFT-2 Successful lift off with minimal pad damage. Successful booster operation with all engines to successful hot stage separation. Booster destroyed after attempted boost-back. Ship fired all engines to near orbital speed then lost. No re-entry attempt.
   
5. Did IFT-2 fail? No. As part of an iterative test program, many milestones were achieved. Perfection is not expected at this stage.
   
6. Goals for 2024 Reach orbit, deploy starlinks and recover both stages
   
7. Currently approved maximum launches 10 between 07.03.2024 and 06.03.2025: A maximum of five overpressure events from Starship intact impact and up to a total of five reentry debris or soft water landings in the Indian Ocean within a year of NMFS provided concurrence published on March 7, 2024
   

/SpaceX Official IFT-3 Discussion Thread

​

Quick Links

^{RAPTOR ROOST LAB CAM SAPPHIRE CAM SENTINEL CAM ROVER CAM ROVER 2.0 CAM PLEX CAM NSF STARBASE}
Starship Dev 55 Starship Dev 54 Starship Dev 53 Starship Thread List
Official Starship Update SpaceX Update Thread

Status

Road Closures

Road & Beach Closure

Type	Start (UTC)	End (UTC)	Status
Backup	2024-05-16 13:00:00	2024-05-17 01:00:00	Concluded. Hwy 4 and Boca Chica now Open.
Primary	2024-05-17 13:00:00	2024-05-18 01:00:00	Possible

Temporary Road Delay

Type	Start (UTC)	End (UTC)
Primary	2024-05-18 03:00:00	2024-05-18 07:00:00
Primary	2024-05-20 03:00:00	2024-05-20 07:00:00
Primary	2024-05-21 03:00:00	2024-05-21 07:00:00

Up to date as of 2024-05-16

Vehicle Status

As of May 16th, 2024.
Follow Ring Watchers on Twitter and Discord for more.
Future Ship+Booster pairings: IFT-4 - B11+S29; IFT-5 - B12+S30; IFT-6 - B13+S31; IFT-7 - B14+S32

Ship	Location	Status	Comment
S24, S25, S28	Bottom of sea	Destroyed	S24: IFT-1 (Summary, Video). S25: IFT-2 (Summary, Video). S28: IFT-3 (Summary, Video).
S26	Massey's	Testing	Static fire Oct. 20. No flaps or heat shield, plus other changes. 3 cryo tests, 1 spin prime, 1 static fire. October 27th: Moved to Rocket Garden where it was modified for unknown reasons. May 5th (2024): Moved from Rocket Garden to MB2, current fate unknown. May 8th: Rolled out to Massey's on the new ship static fire test stand.
S29	Launch Site	Final Testing before IFT-4	Fully stacked, completed 3x cryo tests. Jan 31st: Engine installation started, two Raptor Centers seen going into MB2. Feb 25th: Moved from MB2 to High Bay. March 1st: Moved to Launch Site. March 2nd: After a brief trip to the OLM for a photo op on the 1st, moved back to Pad B and lifted onto the test stand. March 7th: Apparently aborted Spin Prime - LOX tank partly filled then detank. March 11th: Spin Prime with all six Raptors. March 12th: Moved back to Build Site and on March 13th moved into the High Bay. March 22nd: Moved back to Launch Site for more testing. March 25th: Static Fire test of all six Raptors. March 27th: Single engine Static Fire test to simulate igniting one engine for deorbit using the header tanks for propellant. March 29th: Rolled back to High Bay for final prep work prior to IFT-4. April 1st: All of the tiles removed from the tip of the nosecone, the next day workers started to add new ones. Many other loose and broken tiles also removed from other places on the ship, replacement process ongoing. May 10th - moved from HB to MB2, also most of the problem tiles have been replaced, only a few gaps remain. May 12th: Rolled out to Launch Site for stacking onto B11 and subsequent WDR (possibly on May 16th). May 15th: Stacked onto B11. May 16th: Partial propellant load of LOX and LCH4 then detank (note: NOT a failed WDR, there were no indications that a WDR was planned).
S30	High Bay	Finalizing	Fully stacked, completed 2 cryo tests Jan 3 and Jan 6. April 4th: Moved to MB2 for engines installation. April 8th: Two RVACs and one Raptor Center were taken inside MB2 and installed. April 9th: Another Raptor Center moved into MB2 then an RVAC. Note: it's being said that all six Raptors are now installed, one Raptor Center was missed when Rover Cam was down for some hours prior to the first RVAC being moved inside MB2. May 1st: Moved to Launch Site for testing. May 7th: Small cryo test then later appeared to be going for a static fire, but after filling with LOX S30 was detanked, so an apparent abort. May 8th: Static Fire of all six Raptors. May 10th: Rolled back to the Build Site where it sat outside the High Bay all night and was then moved inside on May 11th.
S31	High Bay	Repair	Fully stacked and as of January 10th has had both aft flaps installed. TPS incomplete. May 11th: Placed on ship thrust simulator and rolled out to Massey's Test Site for thrust puck plus cryo testing. May 12th: Cryo test performed but there was an anomaly which caused a brief electrical fire on the raceway. May 15th: Rolled back from Massey's to the High Bay for inspection and, hopefully, repair work.
S32	Rocket Garden	Under construction	Fully stacked. No aft flaps. TPS incomplete.
S33+	Build Site	In pieces	Parts visible at Build and Sanchez sites.

​

Booster	Location	Status	Comment
B7, B9, B10	Bottom of sea	Destroyed	B7: IFT-1 (Summary, Video). B9: IFT-2 (Summary, Video). B10: IFT-3 (Summary, Video).
B11	Launch Site	Final testing before IFT-4	Completed 2 cryo tests. All engines have been installed according to the Booster Production diagram from The Ringwatchers. Hot Stage Ring not yet fitted but it's located behind the High Bay. April 3rd: Rolled out to Launch Site for some testing. April 5th: Static Fire. April 7th: Rolled back to Mega Bay 1 for final prep work prior to IFT-4. May 3rd: HSR has been spotted as having been installed. May 10th: Rolled out to Launch Site for WDR. May 15th: S29 stacked on top. May 16th: Partial propellant load of LOX and LCH4 then detank (note: NOT a failed WDR, there were no indications that a WDR was planned).
B12	Mega Bay 1	Finalizing	Appears complete, except for raptors and hot stage ring. Completed one cryo test on Jan 11. Second cryo test on Jan 12.
B13	Mega Bay 1	Finalizing	As of Feb 3rd: Fully stacked, remaining work ongoing. April 25th: New temporary protective cap installed on top to protect the grid fin components (note: grid fins not yet installed) then rolled out to Massey's Test Site for thrust puck and cryo testing. April 27th: First cryo test (Methane Tank only). April 29th: Second cryo test (LOX tank). May 3rd: Rolled back to Mega Bay 1 for final work (grid fins, Raptors, etc have yet to be installed).
B14	Mega Bay 1	LOX Tank under construction	Feb 9th: LOX tank Aft section A2:4 staged outside MB1. Feb 13th: Aft Section A2:4 moved inside MB1 and Common Dome section (CX:4) staged outside. Feb 15th: CX:4 moved into MB1 and stacked with A2:4, Aft section A3:4 staged outside MB1. Feb 21st: A3:4 moved into MB1 and stacked with the LOX tank, A4:4 staged outside MB1. Feb 23rd: Section A4:4 taken inside MB1. Feb 24th: A5:4 staged outside MB1. Feb 28th: A5:4 moved inside MB1 and stacked, also Methane tank section F2:3 staged outside MB1. Feb 29th: F3:3 also staged outside MB1. March 5th: Aft section positioned outside MB1, Forward section moves between MB1 and High Bay. March 6th: Aft section moved inside MB1. March 12th: Forward section of the methane tank parked outside MB1 and the LOX tank was stacked onto the aft section, meaning that once welded the LOX tank is completely stacked. March 13th: FX:3 and F2:3 moved inside MB1 and stacked, F3:3 still staged outside. March 27th: F3:3 moved into MB1 and stacked. March 29th: B14 F4:4 staged outside MB1. April 1st: B14 F4:4 moved inside MB1 and stacked, so completing the stacking of the methane tank. April 26th: The ring stand that the methane tank was on was removed from MB1 so indicating that B14 is now fully stacked. May 8th onwards - CO2 tanks taken inside for B14.
B15+	Build Site	Assembly	Assorted parts spotted through B17.

​
Something wrong? Update this thread via wiki page. For edit permission, message the mods or contact u/strawwalker.

Resources

• LabPadre Channel NASASpaceFlight.com Channel
• NSF: Booster 10 + Ship 28 OFT Thread Most Recent
• NSF: Boca Chica Production Updates Thread Most recent
• NSF: Elon Starship tweet compilation Most Recent
• SpaceX: Website Starship page Starship Users Guide (2020, PDF)
• FAA: SpaceX Starship Project at the Boca Chica Launch Site
• FAA: Temporary Flight Restrictions NOTAM list
• FCC: Starship Orbital Demo detailed Exhibit - 0748-EX-ST-2021 application June 20 through December 20
• NASA: Starship Reentry Observation (Technical Report)
• Hwy 4 & Boca Chica Beach Closures (May not be available outside US)
• Production Progress Infographics by @RingWatchers
• Raptor 2 Tracker by @SpaceRhin0
• Acronym definitions by Decronym
• Everyday Astronaut: Starbase Tour with Elon Musk, Part 1 Part 2 Part 3
• Everyday Astronaut: 2022 Elon Musk Interviews, Starbase/Ship Updates Launch Tower Merlin Engine Raptor Engine

SpaceX Discuss Thread for discussion of subjects other than Starship development.

Rules

We will attempt to keep this self-post current with links and major updates, but for the most part, we expect the community to supply the information. This is a great place to discuss Starship development, ask Starship-specific questions, and track the progress of the production and test campaigns. Starship Development Threads are not party threads. Normal subreddit rules still apply.

good afternoon po! currently a senior high student and will take upcat this year, ask ko lang po if mababa yung chance kong makapasa if ang 1st choice ko is uplb then 2nd is upd since wala po talaga kong alam na it's advisable to put upd first before uplb TAT tsaka another factor pa po na baka humila sa'kin pababa is my grades, I didn't take my "pandemic era" school year (g8-g9) seriously po kasi because of personal and financial problems:') pero I'm trying to get back to my old hardworking self and currently, I've been getting decent grades and still part of the achievers :>

Hey there! I want to create a detailed guide for learning about archaeogenetics, specifically tailored for complete beginners with limited genetics knowledge beyond high school (grades 10-12). I've noticed that many people feel lost in this area, with few beginner-friendly resources available. I've put together this guide for myself, but I'd love to share it with you. Please let me know if there's anything that needs correction, addition, or removal.

 ✰✰✰ 

Archaeogenetics 101 (A)
1. Beginner Level:
Topics: Basic DNA structure, cell biology, Mendelian genetics, evolution, natural selection
🔖 Resources:

• High school biology textbooks - NCERT XI - XII
  
• Online Course: "Introduction to Genetics and Evolution" on Coursera or edX (covering DNA, cells, heredity, evolution concepts)
  📖 Books:
  
• "The Selfish Gene" (retrospect) by Richard Dawkins (introducing gene-centric view of evolution)
  
• "Your Inner Fish" by Neil Shubin (exploring evolutionary evidence)
  
• "The Violinist's Thumb" by Sam Kean (DNA and genetics stories)
  

2. Intermediate Level:
Topics: Molecular genetics, gene regulation, population genetics, human origins, DNA sequencing

Add a primer on basic statistics concepts relevant for population genetics (e.g., measures of central tendency, distributions, hypothesis testing)

🔖 Resources:

• Online Course: "Genetics and Society" (molecular genetics, genomics)

📖 Books:

• "The Seven Daughters of Eve" (review) by Bryan Sykes (European mtDNA lineages)
  
• "The Journey of Man" by Spencer Wells (human migrations via Y- chromosome)
  
• "Deep Ancestry" by Spencer Wells (combining genetics and anthropology)
  
• "Molecular Biology of the Gene" by Watson et al. (molecular genetics textbook)
  Journal Articles on population genetics concepts, human evolution
  

3. Transition to Advanced:

• "Genes, Culture, and Human Evolution: A Synthesis" by Luigi Luca Cavalli-Sforza (history of human diversity)
  
• "The History and Geography of Human Genes" by Cavalli-Sforza
  
• "Who We Are and How We Got Here" by David Reich (ancient DNA studies)
  

📃 Research Articles:

• review articles summarizing major ancient DNA findings from the last 5 years
  
• "Tracing the peopling of the world through genomics" (Nature)
  
• "Population genomics of post-glacial western Eurasia" (Nature)
  
• Other "nature human genomics history" articles
  

4. Advanced Level:
Topics: Ancient DNA methods, next-gen sequencing, bioinformatics, admixture, ancient migrations
🔖 Archaeological/Historical Context:

• "Indo European Puzzle Revisited" (2023)
  
• Mallory 1989, Anthony 2007 (on Indo-European cultures)
  
• Lectures by David Reich
  

📃 Seminal Genetics Papers & Supplements: - seminal genetics papers list with most recent high-impact publications from 2020-2023
• Ancient DNA lab methods (sampling, extraction, library prep)
• Computational tools for ancient genome analysis (e.g. ANGSD, EIGENSOFT)
• Ancient pathogen detection and evolution

• Haak 2015 (genomics of ancient Europeans)
  
• Lazaridis 2016 (genetic discontinuity in Bronze Age Europe)
  
• Mathieson 2018 (genetic origins of the world's first farmers)
  
• Saag 2020 (massive migration from the steppe was a source for Indo- European languages in Europe)
  
• Narasimhan 2019 (formation of human populations in South and Central Asia)
  
• Damgaard 2018 (cautionary – results outdated)
  
  • "Ancient DNA" by Michael Hofreiter (aDNA methods)
  • "Origins of Modern Humans" by Fred H. Smith

Research from Nature, Science, PLOS Genetics journals
5. Analysis Tools:

•Start with basic command line skills, data wrangling with shell scripting
•Learn R for data visualization, statistics before population genetics software
•Introduce common datasets used for method testing (e.g. SGDP, HGDP)

• Narasimhan 2019 supplement (explaining qpAdm, Fst, F2, F3, qp3Pop etc.)
  
• Nick Patterson 2012 paper & lectures1, 2, etc (theory behind qpTools)
  
• Tutorials on running qpAdm, F2, qp3Pop etc.
  
• Learning Plink from documentation (data handling)
  
• Practicing analysis tools for population genetics studies
  

   ✰✰✰ 

So, that's it for now. Let me know what you think—any suggestions, especially from the experts?

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.
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)), and Michael Jackson PB Moon (Michael Jackson - Thriller (Official 4K Video).
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.

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Are you ready to revitalize your home's exterior and give it that fresh, clean look? Power washing is a highly effective method to remove dirt, grime, mold, and mildew from surfaces like siding, driveways, decks, and fences.
However, achieving professional-grade results requires more than just blasting away with high-pressure water. Here are some expert tips from a seasoned pro to ensure your residential power washing project is a success:

1. Assess the Surface: Before starting, carefully inspect the surfaces you plan to power wash. Note any areas with heavy buildup, cracks, or damage that may require special attention or repairs before cleaning.
2. Choose the Right Equipment: Invest in a high-quality pressure washer suitable for residential use. Consider factors like pressure settings, flow rate, and nozzle options to match the equipment to the specific surfaces you'll be cleaning.
3. Use Proper Technique: Maintain a consistent distance between the nozzle and the surface being cleaned to avoid damage. Start with a wider spray pattern for larger areas, then switch to a narrower pattern for stubborn stains or detailing work.
4. Prep the Area: Clear the area of obstacles, debris, and fragile items that could be damaged by the force of the water. Cover delicate plants and landscaping with plastic sheeting or tarps to protect them from overspray.
5. Use the Right Cleaning Solution: For tough stains, mold, or mildew, pre-treat the surface with a suitable cleaning solution before power washing. Be sure to follow the manufacturer's instructions and test the solution on a small, inconspicuous area first.
6. Work from the Bottom Up: Start at the bottom of the surface and work your way up to prevent streaking or drip marks. This allows the cleaning solution to effectively loosen dirt and grime as you progress.
7. Rinse Thoroughly: After applying the cleaning solution and power washing, thoroughly rinse the surface with clean water to remove any remaining residue. Pay close attention to corners, crevices, and textured surfaces to ensure a uniform clean.
8. Practice Safety Precautions: Wear appropriate protective gear, including safety goggles and gloves, to shield yourself from flying debris and chemicals. Use caution when working on elevated surfaces or near electrical outlets and fixtures.
9. Regular Maintenance: Keep your home's exterior looking its best by scheduling regular power washing sessions, especially after seasons with heavy rainfall, pollen, or other environmental factors that can cause buildup.

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A lil background lang. I'm a 3rd year medtech student and 1 sem na lang, intern na ako. I'm a transferee dito sa current school ko so as usual, overload ako this sem because I really wanna be an intern na. Tinake ko minors and majors ko na hindi pwedeng buksan ng summer.
My schedule is Monday to Saturday, 7am-5pm, and afternoon lang ng Monday ang free time ko kasi morning lang naman pasok ko. Kapwa ko MT students know that 3rd year is TIRED year for us. Nakakabaliw 2nd sem subjects lalo na CC2 and HEMA2. I'm surprised that I'm not yet crazy but all I know is I put all my worries and trust in God because without Him, it would be impossible to survive this sem without failing one of my subjects.
Prelims, I slacked off kasi I don't know what to do and my body and mind are still adjusting to this new schedule of mine. I failed most of my exams and yeah, I failed most of my subjects, too. Then here comes the testimony of our newly passed alumna. Ang tumatak talaga sa'kin ay yung sinabi niyang, "Ma, gagawin ko best ko kasi ayokong my pagsisihan." And that's the time I told myself, "Ngayon lang 'to and everything will be okay na after. Need ko lang tiisin."
From laging absent nung prelims due to anxiety and fatigue to always showing up no matter how tired I am. Walang tulog? Papasok. Pagod galing community? Papasok. Anxious kasi parang hindi enough yung inaral ko? Papasok. I am confident to say na not once did I miss my classes this midterm. Even in my Saturday class, I always show up. And believe me, may mga opportunities akong nakuha just because I showed up. Yung pag-aaral ko for exams, sinisiksik ko sa time ko kahit 3 hours na lang tulog ko. Sabi nga nila, "Ang tulog, mababawi, pero ang grades, hindi."
I was fucking losing it during our exams nitong midterms and after my last exam, nasa gate pa lang ako ng bahay namin, nag breakdown na ako due to pent up pagod and frustrations tapos sinalubong oa ako ng dalawa kong chanak, edi hagulgol so much na ako. 😭 I hugged them until I felt better. Good thing I have them kasi seeing them being all happy pag umuuwi ako from school is such a boost of serotonin for me. They're one of the reasons din naman why I'm doing my best.
Yesterday, I got the result of my HEMA2 major exam and long quiz. Kabado pa ako niyan kasi I'm overthinking baka bagsak ako and di ko na ma-clutch hema ko kasi super baba ng grade ko nung prelims. Nasa line of 6 ako that time and I even asked my prof if kaya pa ba mahabol and she just said, "Wag ka lang ma-late." Meaning, was ma-late at be always present para walang ma-miss na quizzes and activities. Tinignan ko and boom! 28/40 LQ ko and 64/90 major exam ko with 67 as our highest and tumaas ng 10 yung overall grade ko this midterm. From line of 6 to line of 7! Iiyak narin sana ako sa harap ng class namin kasi sobrang proud daw ni ma'am sa'kin. 😭
Ang daming bagsak sa major exam namin dahil sa malalang pa-case analysis ni prof and sobrang naiiyak na ako during and after exam that day. Lahat kami nahirapan at sabi nga ni prof, marami raw ang bumababa ang grades this midterm at kakaunti lang ang tumaas. I prayed to God na kahit 60% lang but voila! He gave me more than what I asked for! My hard work paid off. 😭 Hindi ko shinare sa family ko kasi I'm working hard in silence. Only my bf knows how hard I'm working to pass this sem and this achievement of mine.
Mas lalo akong ginanahan hahahaha! And I pray na yung ibang exams ko ay pasado rin!
Kahit pagod na pagod na kayo, if you really want to reach your goal, always show up! Not for others but for yourself. God can see your efforts and He will not let it go into waste. Pipilitin at kakayanin para sa pangarap kasi ayokong may pagsisihan. Padayon, future RMTs and believers of theirselves! ♥️