TLDR; I conducted a lot of tests based on community feedback after my first batch of test results (and recommendations) were perceived as controversial. I ran additional simulations and used chi square analysis to see if any equipment stood out.

• The polearm was observed to be the best except in very niche circumstances, where it still does well in general
• Assassin's Rags appears to be the best general armor in the game for melee
• Heavy Armor consistently loses to White Plate & Assassin's Rags
• In field battles you're probably better off not using ranged weapons at all
• For top tier characters KLR limbs remove the need to prioritize a shirt with high coverage; reducing damage to the chest & stomach may be more important even if limbs are less unprotected
• Crossbows don't appear to do very well in field battles

Introduction
Assertions about the best equipment in Kenshi are innumerable, but few of them are driven by data. A previous post based on repeated combat simulations and statistical analysis indicated that the Polearm outperformed other community favorites, sometimes by a remarkable margin.
Additionally, the recommendation to use crab armor was challenged and members pointed that other armor types not included in that round of tests would do better.
Other criticism of that group of tests included:

• The tests were only done with level 100 characters which doesn't reflect practical squad composition for normal players
• Very few enemies in Kenshi actually use heavy armor, let alone masterwork armor and it would make more sense to do weapon tests against more representative armor sets
• White Plate and Assassin's rags weren't considered and believed to outperform heavy armor
• The Shek were deemed the most effective race, but it wasn't clear if this was due to a bug in Forgotten Construction Construction set
• Sabres weren't considered at all, in particular for indoor combat
• Robotic limbs were not tested when determining the recommended equipment loadout or how that would affect how a character should be armored

These points were explored in additional testing. Also considered was how squads that were partially composed of crossbows and melee troops performed against pure melee squads.
Materials and Methods
The Forgotten Construction Set (FCS) is the defacto modding tool for Kenshi. Two squads were created and made to compete against each other many times to see if they differed in any significant way. Squads competed until all the members of one squad were knocked out, at which point the winner and loser were recorded. Fischer's Exact Test was then used to see if the results were significant.
Squads
Squads were composed entirely of Greenlander humans (except when explicitly testing other races). The rational for this was Greenlanders have no combat buffs or debuffs and that this would avoid potentially problematic discrepancies in stats that could be attributed to either a defect in FCS or stats so high that they would be utterly impractical to attain.
The stats of each member of the squad were identical in all simulations, with tests being done on squads all at either level 100 or level 50 depending on the test.
When robotic limbs were being considered all members had masterwork KLR arms and legs.
One squad was created as a starter squad which placed all members directly under the players control. The other squad was created in a modded town on the unamed island named "Chi Town", which was composed of a single building. In each new game, the squad in Chi Town would spawn in its building and begin patrolling the area.
Chi Town was set as a hostile faction to the player controlled squad. On a new game the player controlled squad would spawn in Chi Town adjacent to the hostile squad. Despite having hostile faction relations, Chi Town never initiated combat against the player controlled squad, allowing the player squad to have its members positioned in a variety of ways to ensure an even match up. Combat was then initiated by the player after setup.
Squad Size
To avoid a known problem with the AI in which knocked out members would revive mid combat and begin patrolling the town rather than continue fighting, the squad size was limited to 5 on each side for melee tests.
A squad size of 10 was used for each size when crossbows were being tested.
Initiating Combat
Squads were either loaded by a new game or quick load. After this members of the player controlled squad were positioned in such a way that when combat was initiated all opposing squad members would participate in combat at about the same time.
During combat soldiers were knocked unconscious, but frequently regained consciousness mid combat and rejoined the fight. Combat continued until all members of one squad were knocked unconscious.
When testing indoor combat the members of the opposing squad were spawned in a stationhouse. The player controlled squad then entered the building and initiated combat. If at any time battle caused a member to navigate outside the building the test was discarded and a new iteration conducted.
When testing combined arms a purely melee group was compared against a squad with both crossbows and melee members. The purely melee squad was positioned at maximum distance before initiating attack. This enabled the opposing crossbows to fire off multiple volleys in an attempt to give them maximum utility.
Each squad had 10 members. In the case of the combined arms group 5 had melee weapons and 5 had crossbows.
The crossbows used in the experiments were the Eagle's Cross and Junkbow. The rational for this is that the Eagle's Cross has a very high Damage Per Second when used by a level 100 user. However the humble Junkbow was also considered as some assert that it is superior, despite it's comparably weak damage.
When a player is hit by a crossbow bolt they stagger regardless of the amount of damage. Some postulate that the faster rate of fire with the Junkbow causes opponents to stagger enough that a comparatively smaller group of melee fighters can land more attacks. In other words the expectation is that the weak Junkbow would cause victory by stun-locking opponents.
Regular Soldier Testing
When testing combatants at level 50 mid level quality was used for weapons and armor (Catun No. 3). Additionally the armor set used was the standard kit used by Holy Nation Paladins.
It was speculated that more common, representative armor like this might yield different results for weapon testing. In particular, the abysmal performance of the falling sun in previous testing was attributed to it being used against very heavy armor which would prevent it from severing limbs.
Given that Kenshi's combat mechanics focus more on disabling an opponent, the ability to cause amputation may be more important than being able to do more damage. The Holy Nation kit was arbitrarily selected among the 3 major factions, but deemed suitable because the coverage of the Holy Chest plate is low enough to allow for testing amputation while still being high enough to represent what a player would likely encounter during a base raid.
Fischer's Exact Test
Chi-Squared analysis was done using an online calculator located here using a simple 2x2 contingency table. For all tests the default parameters of a two sided tail, 1:1 odds and a 95% confidence interval were used.
Version
Tests were performed on Kenshi 1.0.68

Animal Care Compliance

No bonedogs were harmed over the course of this research.

Data

Elite Soldier Tests
The following equipment was used in each test unless explicitly stated otherwise:

Factor Type	Factor Used
Helmet	Crab Helmet
Pants	Samurai Legplates
Shirt	Dark Leather Shirt
Footwear	Wooden Sandals
Robotic Limbs	Masterwork KLR arms & legs
Weapon	Polearm
Level	100
Race	Greenlander

Test	Group 1 Loadout	Group 2 Loadout	Group 1 Win:Loss Ratio
Crab Armor - Dark Leather shirt vs Chainmail	Dark Leather Shirt	Blackened Chainmail	24:6
Crab Armor vs Samurai Plate w/ Polearms	Crab	Samurai	9:21
Crab Armor vs Samurai Plate w/ Nodachi	Crab + Nodachi	Samurai + Nodachi	3:13
Crab vs White Plate Jacket	Crab	White Plate Jacket	0:30
Crab vs White Plate w/ Nodachi	Crab + Nodachi	White Plate + Nodachi	9:21
Crab vs Assassin's rags	Crab + Blackened Chainmail	Assassin's Rags + Dark Leather Shirt	3:27
White Plate Jacket vs Assassin's rags	White Plate	Assassin's Rags	7:23
White Plate Jacket vs Samurai	White Plate	Samurai	27:3
White Plate Jacket shirtless vs shirt	White Plate [no shirt]	White Plate [Dark Leather Shirt]	14:16
White Plate Armor, Skeleton vs Human	White Plate Skeleton	White Plate Human	25:5

Combined Arms Tests
The following equipment was used in each test unless explicitly stated otherwise:

Factor Type	Factor Used
Helmet	Crab Helmet
Pants	Samurai Legplates
Armor	Assassin's Rags
Shirt	Dark Leather Shirt
Footwear	Wooden Sandals
Robotic Limbs	Masterwork KLR arms & legs
Weapon	Polearm
Level	100
Race	Greenlander

Crossbows used a longsword as a sidearm in all cases.

Test	Group 1 Loadout	Group 2 Loadout	Group 1 Win:Loss Ratio
Polearms vs Polearms + Eagle's Cross	Polearms	Polearm + Eagle's Cross	17:3
Polearms vs Polearms + Junkbow	Polearms	Polearm + Junkbow	20:0

Regular Soldier (L50) Tests
The following equipment was used in each test unless explicitly stated otherwise:

Factor Type	Factor Used
Helmet	Bucket Zukin
Pants	Stout Hessian Uniform
Armor	Holy Chest Plate
Shirt	Cloth Shirt
Footwear	Plated Longboots
Robotic Limbs	None
Weapon	Polearm
Level	50
Race	Greenlander

Test	Group 1 Loadout	Group 2 Loadout	Group 1 Win:Loss Ratio
Polearm vs Falling Sun	Polearms	Falling Sun	26:4
Indoors 5v5- Polearm vs Desert Sabers	Polearms	Desert Sabers	13:17
Indoors 1v1- Polearm vs Desert Sabers	Polearm	Desert Saber	10:20

Results

All heavy armor tested lost substantially to both White Plate & Assassin's Rags. The polearm continued to outperform the falling sun. Desert Sabres either matched the Polearm in performance or outperformed it when micromanaging.
Additionally, the dark leather shirt outperformed blackened chainmail. This bolsters claims that when robotic limbs are used that limb coverage is less important than total damage reduced to the torso and stomach.
The Assassin's Rags were undefeated in any category. It seems that the stat malus of heavy armor is indeed quite significant and likely responsible for consistent losses. But even when put against medium White Plate armor which has very little stat malus the Assassin's Rags continue to dominate; this is likely due to the bonuses to dexterity, combat speed and melee attack that they provide.
When pitted against identically sized squads, combined arm crossbows squads were utterly defeated by monolithic squads armed with Polearms.
Level 100 Tests

Test	P-Value	Statistically Significant?	Better Equipment
Crab Armor - Dark Leather shirt vs Chainmail	0.0000114	Yes	Dark Leather Shirt

Level 50 Tests

Test	P-Value	Statistically Significant?	Better Equipment
Polearm vs Falling Sun	< 0.0001	Yes	Polearm
Indoors- 5v5 Polearm vs Desert Sabres	0.4389	No	Neither
Indoors- 1v1 Polearm vs Desert Sabres	0.0194	Yes	Desert Sabre

Combined Arms Tests

Test	P-Value	Statistically Significant?	Better Equipment
Polearms vs Polearms + Eagle's Cross	< 0.0001	Yes	Pure Polearm Squad
Polearms vs Polearms + Junkbow	N/A	Yes	Pure Polearm Squad

Discussion

Kenshi has a wide variety of equipment and a great deal of complex calculations behind it. Despite that, there exist god-tier equipment that appears to provide little choice or strategy for a player looking to outfit a squad to be competitive.
Using robotic limbs changed the ideal composition for armor. Previous testing with crab armor indicated that Blackened Chain Mail had an edge over the Leather Turtleneck. This was attributed to crab armor only providing 90% coverage which meant that stronger protection for the arms could change the tide of lengthy battles; A disabled arm was an extreme liability.
However the massive HP boost provided by KLR arms seems to be significant enough that additional coverage at the cost of dexterity penalties is a bigger hindrance than help. After HP becomes substantially greater than the heath of the stomach or torso it makes more sense to forgo that protection if it means you can hit faster.
Players are unlikely in the early game to outfit their squad with masterwork KLR arms. During this phase one could speculate over whether to use chainmail or a leather turtleneck over the dark leather shirt. Previous testing indicated that chainmail was better for crab armor users fighting other crab armor users with leather turtlenecks, but that experimentation never considered light or medium armor which was shown here to be more effective regardless.
This challenges the wisdom of using chain armor at all. The use of a shirt can be forgone entirely if the player chooses to use White Plate Jackets. This armor provides 100% coverage for the torso, stomach and arms making a shirt redundant. Given White Plate Jackets outperformed Crab and Samurai armor and is more accessible and affordable it is difficult to justify the decision to use heavy armor at all, let alone chainmail in combination with it. This refutes the conclusion to use Crab armor in previous testing.
Given the outsized impact Assassin's Rags had (presumably due to the status boons) it is probably inadvisable to use chainmail and its debuffs alongside it. The Assassin's Rags provide relatively poor coverage, so a shirt of some kind is likely useful. What the ideal shirt for an Assassin's Rags user without KLR arms would be is unanswered in this study.
The Assassin's Rags provided adequate protection when dealing with ranged opponents. One plausible weakness would be the scant protection they provide against harpoons, which was not tested. Even if they are unparalleled in melee further research should be done to see if a single shot from a harpoon could kill a character using them. If that turns out to be the case then White Plate Jackets would apparently be preferable to any heavy armor.
White Plate Jackets outperformed both Crab and Samurai armor when using Nodachis which deal purely cut damage and have a penalty against armor. This is perplexing because heavy armor appears to have been intended to be the best choice for mitigating cut damage, but the stat malus associated with it causes light armor to be a better choice (at least against the weapons tested in this study).
The Falling Sun continued to yield mediocre results compared to the Polearm. Oddly, the Falling Sun was noticed to cause amputation semi-regularly in the tests against Polearms. Despite this knocking out the Polearm user, the remaining Polearms managed to win most fights anyway and bandage their crippled comrade post victory. While limb loss after battle is fairly devastating, this has limited utility from the players perspective; there isn't a strong need to amputate an enemies limbs because it doesn't matter how you disable your opponent as long as they are disabled. It probably makes more sense to just use the Polearm because it wins way more often.
The Polearm appears unbeatable with very few exceptions. Previous testing indicated the only weapon observed to outperform the Polearm was the Paladin's Cross and that was contingent on using it against skeletons. This research indicates that the Desert Sabre can be more effective than the Polearm indoors, but only if the Sabre user is not subject to the Polearms area of effect damage; i.e., the Sabre has to fight the Polearm one on one which requires micromanagement.
A particular surprise was how the Polearm performed by level 50 users indoors against Desert Sabre users in squads. Here Polearms have a very strong malus and the Sabers have a strong boon. Despite this there wasn't a statistically significant difference between them.
The Polearm did lose against Sabres frequently when forced to fight one on one indoors. From the players perspective this means that defending indoors with Sabres is a viable strategy early to mid game, although attacking grouped NPC Sabres indoors with Polearms is also surprisingly viable.
Enemies that use polearms are typically the most high level squads in the game (e.g., the skeletal legion and southern hive). But these late game squads almost exclusively use polearms themselves. This means a player's late game Polearm squad would not have any disadvantage indoors as both squads would have the same penalty. Furthermore, by the time a player is encountering late game squads like this they've likely leveled up enough to avoid the need to micromanage regardless.
Whether such a niche use case justifies sinking experience into building up the Sabre skill when they could be leveling up the Polearm is a matter for players to decide. It's difficult to pronounce Sabre's categorically superior, particularly when they appear to break even with Polearms when forced to fight in groups indoors.
Crossbows/Polearm hybrid squads turned out to be unviable against pure Polearm squads. Every crossbow simulation ended with unfavorable results when the competing squad invested in a Polearm instead. Crossbows probably would perform better during sieges where they had a benefit of a wall, but a turret would likely be a better option at that point. The Junkbows ability to stunlock evenly sized forces was insufficient. This strategy is probably only viable when many weak characters are fighting a single strong character, assuming it works at all.
The lack of some rock-paper-scissors mechanics in Kenshi limits how the player can think strategically about squad composition. Modding could plausibly create more interesting, balanced relationships between equipment. For example, increasing the damage of weapons like Katanas while simultaneously increasing the penalty against heavy armor could make them a viable alternative to Polearms in many common situations.
The interplay of armor penetration and raw damage could create a better defined role for light, medium and heavy builds. Additionally, crossbows might be enhanced to have a viable role in the field as they do not appear to excel there or behind allied walls where they could use a turret instead.
Overall if a players goal is to outfit a squad for the highest combat potential, the data indicates the choice is mostly linear- outfit the entire squad the same way, preferring Assassin's Rags or White Plate Jackets along with a Polearm or Paladin's Cross (both weapons can be available via a backpack).
As far as choice of character goes, Skeletons were shown to significantly outperform humans despite having no head protection. No comparison was done between the Shek and Skeletons as it currently unsettled whether a Shek can actually achieve a strength of 120 in vanilla Kenshi or if that is a bug in FCS. Regardless, in Vanilla Kenshi it is impractical to obtain very many skeletons at all without modding. The higher health pool of the Shek would likely make them the most accessible, competitive recruits when trying to build a strong military squad. If creating a squad of 30 soldiers it would be unsurprising if the majority of them needed to be Shek.

https://preview.redd.it/1w7eerk7y91d1.png?width=650&format=png&auto=webp&s=60a3da9137ef811f9e5419ecc7aa9bc6128c36b5
https://preview.redd.it/4xerzqk7y91d1.png?width=652&format=png&auto=webp&s=cef1f206e75604bc9f0928afee32335a5cfda540
It was shorter, but I've gone through several iterations of it and nothing seems to get me even a single positive response. I'm kind of at my wit's end with the incessant rejection emails without so much as an interview, so any advice is greatly appreciated.
I've also been working to build up my portfolio, including contributing to open-source projects. I haven't been doing that long enough to add it yet, but maybe that'll make a difference.
Thanks in advance!

Sometimes I have to put comparisons like this up to remind myself how important Starship is....
I compared the cost of building a Sumner-Class Destroyer in space using Starship with the cost of the ISS. I chose the Sumner because there is a similar destroyer, but not of the same class, that is a museum ship about 20 minutes from where I live, and my grandpa was stationed on one in the 1960s. I did this to test out the capabilities of ChatGPT4o and I was impressed.
Here is what it said:
To estimate how many launches of SpaceX's Starship would be needed to build a Sumner-Class Destroyer in space and the total cost of the project, we'll need to consider the following key factors:

Step 1: Weight of the Sumner-Class Destroyer

A Sumner-Class Destroyer (e.g., the USS Allen M. Sumner) has a full load displacement of about 2,200 tons (2,200,000 kg).

Step 2: Payload Capacity of Starship

SpaceX's Starship, when fully operational, is expected to have a payload capacity to low Earth orbit (LEO) of about 100 tons (100,000 kg) per launch.

Step 3: Calculating the Number of Launches

To transport the full weight of a Sumner-Class Destroyer to space:
\[ \text{Number of launches} = \frac{\text{Total weight}}{\text{Payload per launch}} = \frac{2,200,000 \text{ kg}}{100,000 \text{ kg per launch}} = 22 \text{ launches} \]

Step 4: Estimated Cost per Launch

Elon Musk has stated that the cost per Starship launch could be as low as $2 million in the long term. However, a more conservative estimate considering current technological and operational factors might be around $10 million per launch.

Step 5: Calculating Total Cost

Using the more conservative estimate of $10 million per launch:
\[ \text{Total cost} = \text{Number of launches} \times \text{Cost per launch} = 22 \times 10 \text{ million USD} = 220 \text{ million USD} \]

Additional Considerations

• **Assembly in Space**: The actual process of assembling a large, complex ship like a Sumner-Class Destroyer in space would require significant additional resources and infrastructure.
  
• **Material Efficiency**: The destroyer would not be built exactly as it would be on Earth due to different environmental constraints, which might reduce the overall weight.
  
• **Human and Robotic Labor**: The cost and logistics of human or robotic labor to assemble the ship in space would also add to the total project cost.
  
• **Engineering and Support Systems**: Development of specialized space-compatible systems and structures could further increase costs.
  

Conclusion

Assuming ideal conditions and no additional complexities, it would take approximately 22 launches of SpaceX's Starship to transport the equivalent weight of a Sumner-Class Destroyer to space. The estimated cost for these launches would be around $220 million. However, the overall project cost, including assembly and additional infrastructure, would be significantly higher.
(Compare this to the cost of building the International Space Station, and explain why this is such a game changer when it comes to developing a space-based civilization.)

Comparison to the International Space Station (ISS)

Cost and Launches of the ISS

1. **Cost**: The International Space Station (ISS) has an estimated total cost of around $150 billion over its lifetime. This includes development, construction, and ongoing operational expenses.
   
2. **Launches**: Constructing the ISS required more than 30 Space Shuttle missions and numerous launches from international partners (Russia, Europe, Japan).
   

Weight and Construction

• **Weight**: The ISS has a mass of about 420,000 kg (420 tons).
  
• **Launches**: Each Space Shuttle launch could carry a maximum payload of around 24,400 kg (24.4 tons), requiring multiple missions to assemble in space.
  

Comparison with Building a Sumner-Class Destroyer Using Starship

1. **Cost**:

• **ISS**: $150 billion.
  
• **Sumner-Class Destroyer** (in space using Starship): Approximately $220 million for launches, with additional costs for assembly and infrastructure likely bringing the total to several billion dollars.
  

1. **Launch Efficiency**:

• **Space Shuttle**: Each launch had a limited payload capacity (24.4 tons) and a cost of about $450 million per launch.
  
• **Starship**: Each launch can carry up to 100 tons at an estimated cost of $10 million per launch.
  

Game Changer for Space-Based Civilization

Cost Reduction

• **Lower Launch Costs**: The drastically reduced cost per kilogram to orbit (from ~$18,400/kg with the Space Shuttle to ~$100/kg with Starship) makes large-scale construction projects in space far more feasible and affordable.

Increased Payload Capacity

• **Higher Payload Capacity**: Starship’s capacity of 100 tons per launch compared to the Space Shuttle’s 24.4 tons means fewer launches are required for similar projects, reducing complexity and increasing efficiency.

Scalability

• **Massive Projects**: The ability to launch heavier and more substantial payloads opens up possibilities for constructing larger and more complex structures in space, including habitats, research stations, and industrial facilities.

Rapid Development

• **Frequent Launches**: With Starship’s potential for rapid turnaround and frequent launches, space projects can progress faster, reducing the time from concept to completion.

Impact on Space-Based Civilization

Infrastructure Development

• **Space Habitats**: Building space habitats and colonies becomes more practical and less costly, accelerating human settlement in space.
  
• **Space Industry**: Manufacturing and industrial activities in space could flourish due to reduced costs and increased material transport efficiency.
  

Scientific Advancement

• **Research Stations**: More affordable construction of research facilities in space could boost scientific discoveries and innovations.
  
• **Interplanetary Missions**: Lower costs and higher payload capacities enhance the feasibility of missions to the Moon, Mars, and beyond, paving the way for a multi-planetary civilization.
  

Conclusion

The dramatic reduction in launch costs and increased payload capacity provided by SpaceX's Starship represents a transformative shift in space development. It lowers financial barriers and logistical challenges, enabling more ambitious projects and rapid expansion into space. This transition from high-cost, low-frequency missions to affordable, frequent launches is a crucial step towards establishing a sustainable and thriving space-based civilization.
Considering the implications like this side by side REALLY REALLY shows that the Artemis Program is being WAY WAY WAY too conservative in what it wants to do. I know that some people say that there is no way we will have a million person city on Mars by 2050 but looking at it like this really puts things into perspective - I think it is totally possible.

Hi everyone! I told myself I'd post on here to pay it forward as someone who has spent a lot of time obsessively lurking on this sub.
I took the GRE last Saturday and got a 163V 168Q. Thought I'd share some of my thoughts/ perspective in case it's useful!
Things I'm glad I did: 1. Giving quant the respect it deserves!!! I took the GRE in college, and as a CS major who had taken really difficult math classes, I had this perception that it would almost be embarrassing if I had to study hard for the quant section. With this approach, I was never able to break 162. This time around, I made sure to give it the respect it deserves and was able to get a higher score.

1. Spending time on the fundamentals This one is controversial, and I'm not sure what the "best practice" is, but for the first three months of studying, I focused most of my efforts on completing TTPs quant course. It was long and it took a while to get through, esp because I was taking diligent notes and completing all the problems / chapter tests, but I found it to be really useful in setting me up for success when I began doing real practice problems.
   
2. Doing timed problems After getting the fundamentals down, I focused on doing a ton of timed problems. I used the 5lb book and the Big Book for this. I would have a stopwatch going on my phone and hit the lap button every time I finished a problem. Then, I would literally log in an excel which ones I got right and wrong, how long they took, and (1) why exactly I got questions wrong and (2) why a question took me a long time if I spent more than 3 min on it. I found timed practice with logging helpful because it helped unearth some of my flaws in test taking. For example, it made me realize how many arithmetic errors I made and how many questions I missed from just not reading the question carefully. So then I was able to make some mental notes on what I wanted my "question protocol" to be (I.e read each question twice, slight pause to make sure arithmetic is correct, etc.)
   
3. Practice hard problems If you want to break a 165, the reality is that a majority of the questions you get will be medium and hard. Which means you have to get good at answering hard questions correctly and quickly. The only way to do this is by more practice. I used the following sources for a repository of hard questions to drill: (1) Advanced quant section of 5lb book and (2) GregMat quant questions.
   

I can't stress this enough because the reality is the actual test was harder than any ETS practice tests so it's important to ensure you over prepare for advanced questions.
Mistakes I made: 1. Not preparing enough for verbal. When I first took the GRE 5 years ago, I got a near perfect verbal score. Additionally, I had gotten a good verbal score when I took a diagnostic GRE so I didn't think it was pertinent. That was a bad decision because the verbal section was REALLY hard and I know I left points on the table by not studying for it

1. Freaking out over everything This whole process was really emotionally draining. I never got great practice test scores and it made me question my value, my intelligence, and my worth throughout. I just want to stress (understood it's way easier than done) to try your best to just enjoy the process and not ruin your mental health over this test!

Other little tips: 1. The first free PP1 is INCREDIBLY deceptive. I am convinced ETS made it way easier than the other practice tests / the actual GRE bc they know people are going to use it as a diagnostic, score higher than they think, and therefore decide to take the GRE over whichever competing exam. I scored a 165 on verbal, which made me think I didn't need to study much verbal BUT THIS IS A TRAP!!! So just keep this in mind before making any big decisions about your study plan.

1. Be judicious with ETS materials. Try your very best not to exhaust them early in your prep journey since there isn't a lot out there
   
2. It is true, the actual GRE is harder than the practice tests. I don't mean to inspire anxiety in anyone, but it is true unfortunately. So it is best to over prepare.
   
3. The GRE big book is helpful but keep in mind the quant is way easier than the actual GRE. I think the book was made at a time when students had less time per problem and there was no calculator involved. So just keep in mind that most quant problems are going to be on the easy side
   

Please let me know if you have any questions, and I'd be happy to answer!

Hi everyone, recently, I have been using GPT-4 a lot to improve my level in SQL, more precisely in terms of querying an existent database, not in creating database from scratch or architecturing it.
Indeed, this gem is very good for generating exercises to push my limits and improve my querying level.
However, recently I haven't been able to find the perfect prompt to encourage GPT to provide me with exercises related to what I'm asking for.
It's mind blowing how he struggles to deliver exactly what I want and he seems to be missing the point.
What I want ChatGPT to do is give me an exercise every time I ask for it. This exercise should push me to use the different functions, clauses, joins, mathematical operations, that is to say everything that is possible to query using SQL. To put it simply, I must be able to provide a complete report, around a single theme, where each step or instruction leads naturally to a next one and this for each exercise with a completely different situation from the previous one.
Obviously, I don't want it to force me to use all the principles at the same time in a single query to answer the exercise. I prefer that he pushes me to use a few at the same time.
Here is examples of typical exercise that I would like to solve and which I thought about 30 minutes ago :
Example 1 :

1.Calculate the turnover of companies for each region. 2.Identify regions that generated over 2 million in revenue. 3.List the top-revenue-generating company within each region that generated over 2 million in revenue. 4.Highlight the highest revenue-generating sale for each of the top company by region that generated over 2 million in revenue. 

Example 2 :

1.Gather all book sales that occurred in the last 3 months. 2.Calculate the number of sales for each book within this 3-month period and sort the results by the highest sales count. 3.Determine the total revenue generated by each book from the sales made in the last 3 months. 4.Filter out books that contributed less than 20% of the total revenue. 5.Identify the book with the highest sales count in the last 3 months. Identify the book that generated the most revenue in the last 3 months. Identify the book with the least sale count in the last three months. 

Example 3 :
1.Return the unique IDs and addresses for all stores controlled by our video game company. 2. Return the quantity of each video game in stock for each store. 3. Calculate the actual stock for each video game based on the sales that occurred in each store. 4.Identify videogames with stocks below the safety stock (threshold). 5.Identify stores that have more than three items below the safety stock. 6.Identify stores that have between 3 and 5 items below the threshold as "Not a priority", between 6 and 9 items as "Priority", between 10 and 13 as "Critic", and more than 14 as "Maximum priority"
As you can see, these types of exercises would push me to use as many SQL functions and clauses as possible while at the same time practicing with joins and CTE. When I ask ChatGPT to do these kind of exercices, it goes insane and send me the same exercice with one or two minor differences and keep giving the same type of exercices with a slightly different situation.
I don't wanna give up but it's almost as if I won't find the good prompt that would allow ChatGPT to give me these kind of exercices around a unique theme, a unique situation that would push me to generate a large report based on logical and linked instructions. Because when I ask GPT to give me exercises to train, here is how it looks :
Example of SQL exercise gave by ChatGPT
What it does is separate the instructions, and there is little link between them. It feels strange, and I can't see how it will help me train CTE and have a better grasp of JOINS. This is not the type of exercise and directions I am looking for. I'm not sure how to explain it, but I'm hoping someone would understand. I am confident that if I could create an appropriate prompt, it would provide me with the activities I am looking for.

Hi everyone, recently, I have been using GPT-4 a lot to improve my level in SQL, more precisely in terms of querying an existent database, not in creating database from scratch or architecturing it.
Indeed, this gem is very good for generating exercises to push my limits and improve my querying level.
However, recently I haven't been able to find the perfect prompt to encourage GPT to provide me with exercises related to what I'm asking for.
It's mind blowing how he struggles to deliver exactly what I want and he seems to be missing the point.
What I want ChatGPT to do is give me an exercise every time I ask for it. This exercise should push me to use the different functions, clauses, joins, mathematical operations, that is to say everything that is possible to query using SQL. To put it simply, I must be able to provide a complete report, around a single theme, where each step or instruction leads naturally to a next one and this for each exercise with a completely different situation from the previous one.
Obviously, I don't want it to force me to use all the principles at the same time in a single query to answer the exercise. I prefer that he pushes me to use a few at the same time.
Here is examples of typical exercise that I would like to solve and which I thought about 30 minutes ago :
Example 1 :

1.Calculate the turnover of companies for each region. 2.Identify regions that generated over 2 million in revenue. 3.List the top-revenue-generating company within each region that generated over 2 million in revenue. 4.Highlight the highest revenue-generating sale for each of the top company by region that generated over 2 million in revenue. 

Example 2 :

1.Gather all book sales that occurred in the last 3 months. 2.Calculate the number of sales for each book within this 3-month period and sort the results by the highest sales count. 3.Determine the total revenue generated by each book from the sales made in the last 3 months. 4.Filter out books that contributed less than 20% of the total revenue. 5.Identify the book with the highest sales count in the last 3 months. Identify the book that generated the most revenue in the last 3 months. Identify the book with the least sale count in the last three months. 

Example 3 :
1.Return the unique IDs and addresses for all stores controlled by our video game company. 2. Return the quantity of each video game in stock for each store. 3. Calculate the actual stock for each video game based on the sales that occurred in each store. 4.Identify videogames with stocks below the safety stock (threshold). 5.Identify stores that have more than three items below the safety stock. 6.Identify stores that have between 3 and 5 items below the threshold as "Not a priority", between 6 and 9 items as "Priority", between 10 and 13 as "Critic", and more than 14 as "Maximum priority"
As you can see, these types of exercises would push me to use as many SQL functions and clauses as possible while at the same time practicing with joins and CTE. When I ask ChatGPT to do these kind of exercices, it goes insane and send me the same exercice with one or two minor differences and keep giving the same type of exercices with a slightly different situation.
I don't wanna give up but it's almost as if I won't find the good prompt that would allow ChatGPT to give me these kind of exercices around a unique theme, a unique situation that would push me to generate a large report based on logical and linked instructions. Because when I ask GPT to give me exercises to train, here is how it looks :
Example of SQL exercise gave by ChatGPT
What it does is separate the instructions, and there is little link between them. It feels strange, and I can't see how it will help me train CTE and have a better grasp of JOINS. This is not the type of exercise and directions I am looking for. I'm not sure how to explain it, but I'm hoping someone would understand. I am confident that if I could create an appropriate prompt, it would provide me with the activities I am looking for.

Hi everyone, recently, I have been using GPT-4 a lot to improve my level in SQL, more precisely in terms of querying an existent database, not in creating database from scratch or architecturing it.
Indeed, this gem is very good for generating exercises to push my limits and improve my querying level.
However, recently I haven't been able to find the perfect prompt to encourage GPT to provide me with exercises related to what I'm asking for.
It's mind blowing how he struggles to deliver exactly what I want and he seems to be missing the point.
What I want ChatGPT to do is give me an exercise every time I ask for it. This exercise should push me to use the different functions, clauses, joins, mathematical operations, that is to say everything that is possible to query using SQL. To put it simply, I must be able to provide a complete report, around a single theme, where each step or instruction leads naturally to a next one and this for each exercise with a completely different situation from the previous one.
Obviously, I don't want it to force me to use all the principles at the same time in a single query to answer the exercise. I prefer that he pushes me to use a few at the same time.
Here is examples of typical exercise that I would like to solve and which I thought about 30 minutes ago :
Example 1 :

1.Calculate the turnover of companies for each region. 2.Identify regions that generated over 2 million in revenue. 3.List the top-revenue-generating company within each region that generated over 2 million in revenue. 4.Highlight the highest revenue-generating sale for each of the top company by region that generated over 2 million in revenue. 

Example 2 :

1.Gather all book sales that occurred in the last 3 months. 2.Calculate the number of sales for each book within this 3-month period and sort the results by the highest sales count. 3.Determine the total revenue generated by each book from the sales made in the last 3 months. 4.Filter out books that contributed less than 20% of the total revenue. 5.Identify the book with the highest sales count in the last 3 months. Identify the book that generated the most revenue in the last 3 months. Identify the book with the least sale count in the last three months. 

Example 3 :
1.Return the unique IDs and addresses for all stores controlled by our video game company. 2. Return the quantity of each video game in stock for each store. 3. Calculate the actual stock for each video game based on the sales that occurred in each store. 4.Identify videogames with stocks below the safety stock (threshold). 5.Identify stores that have more than three items below the safety stock. 6.Identify stores that have between 3 and 5 items below the threshold as "Not a priority", between 6 and 9 items as "Priority", between 10 and 13 as "Critic", and more than 14 as "Maximum priority"
As you can see, these types of exercises would push me to use as many SQL functions and clauses as possible while at the same time practicing with joins and CTE. When I ask ChatGPT to do these kind of exercices, it goes insane and send me the same exercice with one or two minor differences and keep giving the same type of exercices with a slightly different situation.
I don't wanna give up but it's almost as if I won't find the good prompt that would allow ChatGPT to give me these kind of exercices around a unique theme, a unique situation that would push me to generate a large report based on logical and linked instructions. Because when I ask GPT to give me exercises to train, here is how it looks :
Example of SQL exercise gave by ChatGPT
What it does is separate the instructions, and there is little link between them. It feels strange, and I can't see how it will help me train CTE and have a better grasp of JOINS. This is not the type of exercise and directions I am looking for. I'm not sure how to explain it, but I'm hoping someone would understand. I am confident that if I could create an appropriate prompt, it would provide me with the activities I am looking for.

Hi everyone, recently, I have been using GPT-4 a lot to improve my level in SQL, more precisely in terms of querying an existent database, not in creating database from scratch or architecturing it.
Indeed, this gem is very good for generating exercises to push my limits and improve my querying level.
However, recently I haven't been able to find the perfect prompt to encourage GPT to provide me with exercises related to what I'm asking for.
It's mind blowing how he struggles to deliver exactly what I want and he seems to be missing the point.
What I want ChatGPT to do is give me an exercise every time I ask for it. This exercise should push me to use the different functions, clauses, joins, mathematical operations, that is to say everything that is possible to query using SQL. To put it simply, I must be able to provide a complete report, around a single theme, where each step or instruction leads naturally to a next one and this for each exercise with a completely different situation from the previous one.
Obviously, I don't want it to force me to use all the principles at the same time in a single query to answer the exercise. I prefer that he pushes me to use a few at the same time.
Here is examples of typical exercise that I would like to solve and which I thought about 30 minutes ago :
Example 1 :

1.Calculate the turnover of companies for each region. 2.Identify regions that generated over 2 million in revenue. 3.List the top-revenue-generating company within each region that generated over 2 million in revenue. 4.Highlight the highest revenue-generating sale for each of the top company by region that generated over 2 million in revenue. 

Example 2 :

1.Gather all book sales that occurred in the last 3 months. 2.Calculate the number of sales for each book within this 3-month period and sort the results by the highest sales count. 3.Determine the total revenue generated by each book from the sales made in the last 3 months. 4.Filter out books that contributed less than 20% of the total revenue. 5.Identify the book with the highest sales count in the last 3 months. Identify the book that generated the most revenue in the last 3 months. Identify the book with the least sale count in the last three months. 

Example 3 :
1.Return the unique IDs and addresses for all stores controlled by our video game company. 2. Return the quantity of each video game in stock for each store. 3. Calculate the actual stock for each video game based on the sales that occurred in each store. 4.Identify videogames with stocks below the safety stock (threshold). 5.Identify stores that have more than three items below the safety stock. 6.Identify stores that have between 3 and 5 items below the threshold as "Not a priority", between 6 and 9 items as "Priority", between 10 and 13 as "Critic", and more than 14 as "Maximum priority"
As you can see, these types of exercises would push me to use as many SQL functions and clauses as possible while at the same time practicing with joins and CTE. When I ask ChatGPT to do these kind of exercices, it goes insane and send me the same exercice with one or two minor differences and keep giving the same type of exercices with a slightly different situation.
I don't wanna give up but it's almost as if I won't find the good prompt that would allow ChatGPT to give me these kind of exercices around a unique theme, a unique situation that would push me to generate a large report based on logical and linked instructions. Because when I ask GPT to give me exercises to train, here is how it looks :
Example of SQL exercice gave by ChatGPT
What it does is, it seperates the instructions and they have not much link between them. It feels weird and I don't see how it would allow me train CTE and have a better understanding of JOINS, This is not the type of exercise and instructions that I am asking for. I really don't even know how to explain it but I guess someone would understand me here. I am pretty sure if I was able to formulate a correct prompt, it would for sure give me exercises I wish to get.

Hi everyone, recently, I have been using GPT-4 a lot to improve my level in SQL, more precisely in terms of querying an existent database, not in creating database from scratch or architecturing it.
Indeed, this gem is very good for generating exercises to push my limits and improve my querying level.
However, recently I haven't been able to find the perfect prompt to encourage GPT to provide me with exercises related to what I'm asking for.
It's mind blowing how he struggles to deliver exactly what I want and he seems to be missing the point.
What I want ChatGPT to do is give me an exercise every time I ask for it. This exercise should push me to use the different functions, clauses, joins, mathematical operations, that is to say everything that is possible to query using SQL. To put it simply, I must be able to provide a complete report, around a single theme, where each step or instruction leads naturally to a next one and this for each exercise with a completely different situation from the previous one.
Obviously, I don't want it to force me to use all the principles at the same time in a single query to answer the exercise. I prefer that he pushes me to use a few at the same time.
Here is examples of typical exercise that I would like to solve and which I thought about 30 minutes ago :
Example 1 :

1.Calculate the turnover of companies for each region. 2.Identify regions that generated over 2 million in revenue. 3.List the top-revenue-generating company within each region that generated over 2 million in revenue. 4.Highlight the highest revenue-generating sale for each of the top company by region that generated over 2 million in revenue. 

Example 2 :

1.Gather all book sales that occurred in the last 3 months. 2.Calculate the number of sales for each book within this 3-month period and sort the results by the highest sales count. 3.Determine the total revenue generated by each book from the sales made in the last 3 months. 4.Filter out books that contributed less than 20% of the total revenue. 5.Identify the book with the highest sales count in the last 3 months. Identify the book that generated the most revenue in the last 3 months. Identify the book with the least sale count in the last three months. 

Example 3 :
1.Return the unique IDs and addresses for all stores controlled by our video game company. 2. Return the quantity of each video game in stock for each store. 3. Calculate the actual stock for each video game based on the sales that occurred in each store. 4.Identify videogames with stocks below the safety stock (threshold). 5.Identify stores that have more than three items below the safety stock. 6.Identify stores that have between 3 and 5 items below the threshold as "Not a priority", between 6 and 9 items as "Priority", between 10 and 13 as "Critic", and more than 14 as "Maximum priority"
As you can see, these types of exercises would push me to use as many SQL functions and clauses as possible while at the same time practicing with joins and CTE. When I ask ChatGPT to do these kind of exercices, it goes insane and send me the same exercice with one or two minor differences and keep giving the same type of exercices with a slightly different situation.
I don't wanna give up but it's almost as if I won't find the good prompt that would allow ChatGPT to give me these kind of exercices around a unique theme, a unique situation that would push me to generate a large report based on logical and linked instructions. Because when I ask GPT to give me exercises to train, here is how it looks :
Example of SQL exercise gave by ChatGPT
What it does is separate the instructions, and there is little link between them. It feels strange, and I can't see how it will help me train CTE and have a better grasp of JOINS. This is not the type of exercise and directions I am looking for. I'm not sure how to explain it, but I'm hoping someone would understand. I am confident that if I could create an appropriate prompt, it would provide me with the activities I am looking for.

A list of all the ideologies (within the game files), including their descriptions. Enjoy.

Conservatism

Conservatism is a political and social philosophy promoting traditional social institutions in the context of culture and civilization. The central tenets of conservatism include tradition, human imperfection, organic society, hierarchy and authority, and property rights. Conservatives seek to preserve a range of institutions such as monarchy, religion, parliamentary government, and property rights, with the aim of emphasizing social stability and continuity.
National Conservatism National conservatism is a variant of conservatism that concentrates more on national interests and upholding cultural or ethnic identity than most other conservatives. In Europe, national conservatives are usually Eurosceptics.
Gaullism
Gaullism is a French political stance based on the thought and action of World War II French Resistance leader General Charles de Gaulle, who would become the founding President of the Fifth French Republic.
Corporatism I do not know where the description for this is. Considering corporatism doesn't exactly fit within conservatism I believe this is a mistake, but I'm including it here anyway.
Republican Party [sic]
The Republican Party is one of the two major political parties in the United States, the other being its historic rival, the Democratic Party. The party is named after republicanism, a major ideology of the American Revolution. Founded by anti-slavery activists, economic modernizers, ex-National Republicans, ex-Free Soilers and Whigs in 1854, the Republicans largely dominated politics nationally and in the majority of northern states between 1860 and 1932.
Religious Zionism Formed as a nationalist opposition and acts as the basis of the Israeli right, Revisionist Zionism envisions territorial integrity over the historical Land of Israel and supports Jewish nationalism. Revisionist Zionists believed that Jews have sovereignty over both banks of the Jordan river and its followers question the legitimacy of the Kingdom of Jordan. Currently, Revisionist Zionism is regarded as a fringe ideology but its proponents have recently began a push to make the ideology more moderate and hence more electable.
Black Conservatism Black Conservatism is a type of conservative ideology popular among Africans in both hemispheres. Individuals which would promote black conservatism would likely be advocates of free market capitalism, promotion of traditional beliefs (generally in regards to Catholic and Protestant Christianity), and Patriotism or Jingoism. Black Conservatism generally is opposed to Pan-Africanism, Socialism, and Anti-Imperialism.

Liberal Conservatism

Liberal conservatism combines conservative policies with liberal stances, especially on economic, social and ethical issues. It incorporates the classical liberal view of minimal government intervention in the economy, according to which individuals should be free to participate in the market and generate wealth without government interference. However, individuals cannot be thoroughly depended on to act responsibly in other spheres of life, therefore liberal conservatives believe that a strong state is necessary to ensure law and order and social institutions are needed to nurture a sense of duty and responsibility to the nation. They also support civil liberties, along with some social conservative positions.
Conservative Liberalism Conservative liberalism is a variant of liberalism, combining liberal values and policies with conservative stances, or simply representing the right-wing of the liberal movement. It is a more positive and less radical variant of classical liberalism.

Christian Democracy

Christian democracy is a form of conservatism and a political ideology which emerged in 19th century Europe under the influence of Catholic social teaching, as well as Neo Calvinism. It was originally conceived as a combination of traditional Catholic beliefs and modern democratic ideas, and it grew to incorporate the social teaching of other Christian denominations, such as the Lutheran Church and the Reformed Church.
Vatican [sic]
The politics of Vatican City take place in a framework of an theocratic absolute elective monarchy, in which the Pope, religiously speaking, the leader of the Roman Catholic Church and Bishop of Rome, exercises ex officio supreme legislative, executive, and judicial power over the Vatican City, a rare case of non-hereditary monarchy.

Socialism

Socialism is a range of economic and social systems characterized by social ownership and workers' self-management of the means of production as well as the political theories and movements associated with them. Social ownership may refer to forms of public, collective or cooperative ownership, or to citizen ownership of equity. There are many varieties of socialism and there is no single definition encapsulating all of them, though social ownership is the common element shared by its various forms. Socialist economic systems can be divided into non-market and market forms. Non-market socialism involves the substitution of factor markets and money, with engineering and technical criteria, based on calculation performed in-kind, thereby producing an economic mechanism that functions according to different economic laws from those of capitalism. Non-market socialism aims to circumvent the inefficiencies and crises traditionally associated with capital accumulation and the profit system. By contrast, market socialism retains the use of monetary prices, factor markets and in some cases the profit motive, with respect to the operation of socially owned enterprises and the allocation of capital goods between them. Profits generated by these firms would be controlled directly by the workforce of each firm, or accrue to society at large in the form of a social dividend. The socialist calculation debate discusses the feasibility and methods of resource allocation for a socialist system.
Democratic Socialism Democratic socialism is a political philosophy that advocates political democracy alongside social ownership of the means of production, with an emphasis on self-management and democratic management of economic institutions within a market or some form of decentralized planned socialist economy.
Market Socialism Market socialism is a type of economic system involving the public, cooperative, or social ownership of the means of production in the framework of a market economy.
Royal Socialism No information in the game files. Probably a scrapped ideology, but still here for showcase purposes.
Neocommunism Ditto to above.
African Socialism African socialism is a belief in sharing economic resources in a traditional African way, as distinct from classical socialism. Common principles of African socialism are social development guided by a large public sector, incorporating the African identity and what it means to be African, and the avoidance of the development of social classes within society.
Ujamaa The Swahili word Ujamaa means 'extended family', 'brotherhood' or 'socialism'; as a political concept it asserts that a person becomes a person through the people or community. Ujamaa was a term made popular by the political philosophy applied under Julius Nyerere's social and economic development policies in Tanzania after it gained independence from Britain in 1961.
Labor Zionism (Mapai) Labor Zionism is the left-wing of the Zionist movement. For many years, it was the most significant tendency among Zionists and Zionist organizations. It saw itself as the Zionist sector of the historic Jewish labor movements of Eastern and Central Europe, eventually developing local units in most countries with sizable Jewish populations. Labor Zionists believe that a Jewish state could only be created through the efforts of the Jewish working class settling in the Land of Israel and constructing a state through the creation of a progressive Jewish society with rural kibbutzim and moshavim and an urban Jewish proletariat.
Kemalism Kemalism is the founding ideology of the Republic of Turkey. Kemalism, as it was implemented by Mustafa Kemal Atatürk, was defined by sweeping political, social, cultural and religious reforms designed to separate the new Turkish state from its Ottoman predecessor and embrace a Westernized way of living, including the establishment of democracy, secularism, state support of the sciences and free education.
Oriental Personalism Oriental Personalism is the official ideology of Ngo Dinh Diem's Can-Lao Party in South Vietnam. Owing as much to the influence of his brother, Ngo Dinh Nhu as Diem himself, Oriental Personalism has diverse ideological influences, including Emannuel Mournier's theory of Personalism, Marxism, and the folk traditions and religions of Vietnam. The Can-Lao manifest calls for the gradual transformation of Vietnamese society through two phase. In the first phase, the Personalist Revolution, the Social and Working Classes will tear their divisions and join as one. Then comes the Social Revolution, where all forms of capitalism and colonial influence will be swept out on a triumphant march to a utopian, socialist, and proudly Vietnamese society.

Social Democracy

Social Democracy is a political, social and economic ideology that supports economic and social interventions to promote social justice within the framework of a capitalist economy, as well as a policy regime involving a commitment to representative democracy, measures for income redistribution, and regulation of the economy in the general interest and welfare state provisions.
Democratic Party [sic]
The Democratic Party is one of the two major contemporary political parties in the United States, along with the Republican Party. Tracing its heritage back to Thomas Jefferson and James Madison's Democratic-Republican Party, the modern-day Democratic Party was founded around 1828 by supporters of Andrew Jackson, making it the world's oldest active political party.
Labor Zionism Functionally the exact same as Labor Zionism (Mapai), with the same description. I have no clue why it's divided as such.

Social Liberalism

Social liberalism is a political ideology that believes individual liberty requires a level of social justice. Like classical liberalism, social liberalism endorses a market economy and the expansion of civil and political rights and liberties, but differs in that it believes the legitimate role of the government includes addressing economic and social issues such as poverty, health care, and education.

Progressivism

Progressivism is the support for or advocacy of improvement of society by reform. As a philosophy, it is based on the idea of progress, which asserts that advancements in science, technology, economic development and social organization are vital to the improvement of the human condition.
Green politics Green politics is a political ideology that aims to create an ecologically sustainable society rooted in environmentalism, nonviolence, social justice and grassroots democracy.

Centrism

Centrism is a political outlook or specific position that involves acceptance or support of a balance of a degree of social equality and a degree of social hierarchy, while opposing political changes which would result in a significant shift of society either strongly to the left or the right.

Classical Liberalism

Democracy (yes, that is the entire description)
Libertarianism Libertarianism is a collection of political philosophies and movements that uphold liberty as a core principle. Libertarians seek to maximize political freedom and autonomy, emphasizing freedom of choice, voluntary association, and individual judgment. Libertarians share a skepticism of authority and state power, but they diverge on the scope of their opposition to existing political and economic systems.
Zionism (General Zionism) Many people and parties chose not to follow any of the distinct Zionist schools of thought and chose to stick to the core ideology of Zionism, settling in Israel and the establishment of the Jewish State. Many of the parties that stick to the 'core' of Zionism are centrist parties that don't associate themselves with either the left nor the right and tend to be economically liberal.

Marxism-Leninism

Marxism-Leninism is the ideology combining Marxist socioeconomic theory and Leninist political praxis, which is the official ideology of the Union of Soviet Socialist Republics and of the Communist International. The purpose of Marxism-Leninism is the revolutionary development of a capitalist state into a socialist state, effected by the leadership of a vanguard party of professional revolutionaries from the working class.
Liberal Communism I can find no reference. I presume this refers to the like of Gorbachev.
Stalinism Stalinism is the means of governing and related policies implemented from around 1927 to 1953 by Joseph Stalin. Stalinist policies and ideas as developed in the Soviet Union included rapid industrialization, the theory of socialism in one country, a totalitarian state, collectivization of agriculture, a cult of personality and subordination of the interests of foreign communist parties to those of the Communist Party of the Soviet Union, deemed by Stalinism to be the leading vanguard party of communist revolution at the time.
Juche Juche is the official state ideology of North Korea, described by the government as Kim Il-sung's original, brilliant and revolutionary contribution to national and international thought. It postulates that the Korean masses are to act as the masters of the revolution and construction and that by becoming self-reliant and strong a nation can achieve true socialism.
Ho Chi Minh Thought Ho Chi Minh Thought is the official ideology of the Communist Party of Vietnam under the leadership of Chairman Ho Chi Minh. Though firmly Marxist-Leninist, Ho believes in a more nationalistic reintepretation of Marxism for the unique conditions of the Vietnamese revolution, even taking some influence from Sun Yat-Sen's "Three Principles of the People" and the American revolutionaries. Ho Chi Minh Thought is as proudly Vietnamese as it is Communist, and calls for a "national democratic revolution" -- a truly Vietnamese path to socialism where worker, peasant, soldier, and merchant will unite against inequality and imperialism in all its forms.

Revolutionary Socialism

Revolutionary socialism is the socialist doctrine that social revolution is necessary in order to bring about structural changes to society. More specifically, it is the view that revolution is a necessary precondition for a transition from capitalism to socialism.
Revolutionary Islamic Socialism Your guess is as good as mine.
Trotskyism Trotskyism is the theory of Marxism as advocated by Russian Leon Trotsky. Trotsky identified as an orthodox Marxist and Bolshevik-Leninist. He supported founding a vanguard party of the proletariat, proletarian internationalism and a dictatorship of the proletariat based on working class self-emancipation and mass democracy.
Sartre Thought No description given.
Anarcho-Communism Anarcho-communism is a theory of anarchism which advocates the abolition of the state, capitalism, wage labor and private property in favor of common ownership of the means of production, direct democracy and a horizontal network of workers' councils with production and consumption based on the guiding principle: From each according to his ability, to each according to his needs.
Posadism No description. Another relic.
Titoism Titoism is described as the post-World War II policies and practices associated with Josip Broz Tito during the Cold War, characterized by an opposition to the Soviet Union. It usually represents Tito's Yugoslav doctrine in Cold War international politics. It emerged with the Yugoslav Partisans' liberation of Yugoslavia independently of the Red Army, resulting in Yugoslavia being the only Eastern European country to remain socialist, but independent after World War II as well as resisting Soviet Union pressure to become a member of the Warsaw Pact.
Left-wing Military Dictatorship a Left-wing Military Dictatorship is a government which may espouse specific socialistic beliefs to gain second world support, but is however a military-controlled oppressive autocratic state. [sic]
Person Dignity Theory (Nhuism) Person Dignity Theory, also known as Spiritualistic Marxism, describes the more radical worldview of Ngo Dinh Nhu. Influenced by his involvment with French syndicalism in the 1930s and the left-wing nationalism of the Viet Minh, Nhu's views are significantly to the left of his older brother. Nhu's interpretation of \"True Marxism\" calls for a total centralization of state power in the Can Lao Party and the complete destruction of traditional society in favor of the strict regimentation of the peasants in collectivist \"Strategic Hamlets\" and the city dwellers through \"Urban Revolutionary Syndicates\". Some believe Nhu's ambitions may lie beyond Vietnam, given his calls for a worldwide crusade against \"Materialistic Capitalism\". [sic]

Maoism (Mao Zedong Thought)

Actually clumps together "anti-revisionist" ideologies, but for our purposes we'll start with Mao Zedong Thought.
Mao Zedong thought is the product of the combination of the basic principles of Marxism Leninism and the specific reality of the Chinese revolution. It is the crystallization of the collective wisdom of the Chinese Communists. It is a political, military and development theory advocated by Mao Zedong and widely practiced in the Chinese revolution in the 20th century. It is generally considered to be the development of Marxism Leninism in China.
Anti-Revisionism A Marxist-Leninist position emerging after the XXth Congress of the Communist Party of the Soviet Union. Anti-revisionist movements oppose the reforms of the Khrushchev period and uphold Stalinist and Maoist developments in Marxism.
Marxism-Leninism-Maoism The synthesis of Marxism–Leninism–Maoism did not occur during the life of Mao Zedong. From the 1960s, groups that called themselves Maoist or which upheld Maoism were not unified around a common understanding of Maoism and had instead their own particular interpretations of the political, philosophical, economical and military works of Mao; these disorganized ideological trends comprised, and still comprise, Mao Zedong Thought.
Scientific Socialism Scientific Socialism was founded by Friedrich Engels and Karl Marx, but was widely used by Deng Xiaoping of the PRC to reform Maoism. It is often Maoism, but with a few reforms that add more emphasis on science, industrialization, and overall a new focus on the economy.
Hoxhaism Hoxhaism is a variant of anti-revisionist Marxism-Leninism that developed in the late 1970s due to a split in the Maoist movement, appearing after the ideological dispute between the Communist Party of China and the Party of Labor of Albania. The ideology is named after Enver Hoxha, a notable Albanian communist leader.
Guevarism Guevarism is a theory of communist revolution and a military strategy of guerrilla warfare associated with communist revolutionary Ernesto \"Che\" Guevara. The ideology promotes exporting revolution to any country whose leader is supported by the empire (United States) and has fallen out of favor with its citizens. The ideology has three main points, namely that the people can win with proper organization against a nation's army; that the conditions that make a revolution possible can be put in place by the popular forces; and that the popular forces always have an advantage in a non urban setting. [sic]

Third Positionism

Encompassing a variety of ultra-nationalist movements, third positionism typically venerates devotion to the state and uniting the people under a strong leader. Third Positionism is presented as its own unique ideology as a third option to capitalism or communism.
Falangism An authoritarian ideology with traits of fascism and conservatism, Falangist values national and Catholic identity.
Rexism Strongly opposed to both liberal and communist ideals, Rexism is a staunchly conservative nationalist movement who advocate a corporatist economic policy. Employing increasingly populist and authoritarian rhetoric, their ideals are shifting closer to other fascist movements.
Hindu Nationalism Hindu nationalism has been collectively referred to as the expression of social and political thought, based on the native spiritual and cultural traditions of the Indian subcontinent.
Salazarism Salazarism is a nationalist authoritarian ideology focusing on 'God, Fatherland and Family' and emphasizing the social role of Catholicism - setting it apart from mainstream variations of Fascism.
Neo-Nazism Neo-Nazism consists of post-World War II militant, social or political movements seeking to revive the ideology of Nazism. It borrows elements from Nazi doctrine, including ultranationalism, racism up to xenophobia, ableism, homophobia, anti-Romanyism, antisemitism, anti-communism and initiating the Fourth Reich. Holocaust denial is a common feature, as is the incorporation of Nazi symbols and admiration of Adolf Hitler.
National Bolshevism National Bolshevism is a political movement that combines elements of nationalism and Bolshevism.
Baathism Baathism is an Arab nationalist ideology that promotes the development and creation of a unified Arab state through the leadership of a vanguard party over a progressive revolutionary government.
Ku Klux Klan The Ku Klux Klan is an American white supremacist hate group. The Klan has existed in three distinct eras at different points in time during the history of the United States. Each has advocated extremist reactionary positions such as white supremacy, white nationalism, anti-immigration and-especially in later iterations-Nordicism and anti-Catholicism.
Kahanism No information.
Authenticité Ditto.
Trujillism Ditto.
Peronism Ditto.

Nationalism

Encompassing a variety of ultra nationalist movements, Nationalism typically venerates devotion to the state and uniting the people under a strong leader.
National Democracy no desc.
Pan-Africanism Pan-Africanism is a worldwide movement that aims to encourage and strengthen bonds of solidarity between all people of African descent. Based on a common fate going back to the Atlantic slave trade, the movement extends beyond continental Africans, with a substantial support base among the African diaspora in the Caribbean, Latin America and the United States.
Leftwing Nationalism Leftwing Nationalism is a form of nationalism which promotes the raising of societal standards for one's own national people generally through the introduction of social equality and government nationalization. Leftwing Nationalism is often anti-imperialist and can commonly represent national liberation fronts. Generally, Leftwing Nationalism will be a response to repeated exploitation of a nation by outside factors.
Bourguibism No desc.
Nasserism Nasserism is a revolutionary ideology, inspired by the second Egyptian President, Gamal Abdel Nasser; espousing the unification of what is referred to as the Arab world. It asserts that the Arab people constitute a single nation or federation, based upon a shared language and culture, transcending Islam and Christianity. Advocates of Nasserism have often been described representing political and economic positions which are secular, socialist, nationalistic, socially progressive, and anti-imperialist.
Revisionist Zionism See above.

Monarchism

A monarchy is a form of government in which a group, generally a family representing a dynasty, embodies the country's national identity and its head, the monarch, exercises the role of sovereignty.
Islamic Monarchy Islamic monarchies are a type of Islamic state which are monarchies. They are historically known by various names, such as Mamlakah, Caliphate, Sultanate, or Emirate.
Negusa Nagast
Negusa Nagast, or king of kings, is a type of selective hereditary imperial monarchy that became the prevalent leadership of Ethiopia since Negus Zemene Mesafint ended the Age of Princes period where Ethiopia was fractured between small principalities, kindoms, and sultanates.

Reactionary (also Neutrality)

In political science, a reactionary is a person who holds political views that favor a return to the status quo ante, the previous political state of society, which he or she believes possessed characteristics that are negatively absent from the contemporary status quo of a society.
Despotism Despotism is a form of government in which a single person rules with absolute power.
Military Dictatorship A military dictatorship is a form of government wherein a military force exerts complete or substantial control over political authority.
Oligarchic Oligarchy is a form of government in which a group of people rule with absolute power.
Colonialism Colonialism is the policy of a foreign polity seeking to extend or retain its authority over other people or territories, generally with the aim of opening trade opportunities. The colonizing country seeks to benefit whilst the colonized country or land mass, as many of the colonized countries were not countries at all, modernize in terms defined by the colonizers, especially in economics, religion, and health.
Independent An independent politician is an individual politician not affiliated with any political party.
Haredi no desc.
Vennamoism Vennamolaisuus, or Vennamoism in english is name given to the ideology and political movement of Veikko Vennamo, the leader of Finnish Rural Party. It is categorized by populism, reliance on slogans and support for agriculture.

Islamism

Sunni Islam is the largest denomination of Islam. Its name comes from the word Sunnah, referring to the exemplary behavior of the Islamic prophet Muhammad
Democratic Islamism Islamic democracy is a political ideology that seeks to apply Islamic principles to public policy within a democratic framework. Islamic political theory specifies three basic features of an Islamic democracy: leaders must be elected by the people, subject to sharia and committed to practicing \"shura\", a special form of consultation practiced by Prophet Muhammad
Ibadi Imamate no desc.

Radical Shiaism

Shia is a branch of Islam which holds that the Islamic prophet Muhammad designated Ali ibn Abi Talib as his successor (Imam).
Shia Monarchy no desc.
Houthiism
Houthiism is an armed movement stemming from a sect of Shia Islam, Zaidiism. Houthiism is almost nonexistent outside of Yemen. The Houthi movement strongly opposes Saudi Arabia, the US, and Israel and seeks to combat the 'underdevelopment and marginalization' of Yemen.

Salafism

Salafism is a reform branch or revivalist movement within Sunni Islam that developed in Egypt in the late 19th century as a response to Western European imperialism, with roots in the 18th-century Wahhabi movement that originated in the Najd region of modern day Saudi Arabia.
"Eereerhmm... where are the ideology tags?" NOWHERE! I will not add them.

Context:

Three of my friends asked me about Teslas this month, so I compiled all my thoughts and information into an analysis. Hopefully, it's useful. I have a 2023 Model 3 Long Range. Something I won't go into in the Analysis, but is the key factor for my purchase was the self-driving capabilities. I used Autopilot until Full Self-Driving (FSD) was available for $99/month, then used the free trial and subscribed. I believe this feature is better than any of the competitors (mostly luxury brands) at a significantly better price. Teslas are cheaper than those cars, and the best self driving alternative I found was a Mercedes at $100k+.

Data Driven Analysis of Tesla Model 3 and Model Y Costs and Financing May 2024

Tesla's electric vehicles (EVs) have made significant strides in the automotive market. This analysis focuses on the financial aspects of purchasing a Tesla Model 3 or Model Y, with particular attention to the long-range all-wheel-drive (AWD) options and current financing offers. The aim is to provide a clear, data-driven perspective to assist in making an informed decision.

Cost Comparison

Tesla Model 3

For the 2024 Model 3 Rear-Wheel Drive (50 miles), the cost details are as follows:

• Total Cost of Vehicle: $44,015.52
• Additional Non-Tesla Fees: $1,790.52
• Total Amount Due at Delivery: $43,765.52
• Finance Amount: $36,765.52
• Monthly Payment: $619.84 (72 months at 6.49% interest)

Tesla Model Y

For the 2024 Model Y Long Range Rear-Wheel Drive (50 miles), the cost details are:

• Total Cost of Vehicle: $50,270.52
• Additional Non-Tesla Fees: $2,045.52
• Total Amount Due at Delivery: $50,020.52
• Finance Amount: $43,040.52
• Monthly Payment: $616.22 (72 months at 0.99% interest)

Financing Analysis

Tesla’s current offer of a 0.99% interest rate for financing until the end of May 2024 presents a significant financial advantage. This low interest rate minimizes the cost of financing over the loan term. This option seems to only be for the Model Y which makes it a very strong value which I will outline below.

Loan Term Comparison

Using an auto loan calculator, we can evaluate the impact of different loan terms on the overall cost:

• 64-month loan:
  • Principal: $47,990
  • Interest Rate: 0.99%
  • Monthly Payment: $750.00
  • Total Interest Paid: $1,294.85
  • Loan Calculator
• 72-month loan:
  • Principal: $47,990
  • Interest Rate: 0.99%
  • Monthly Payment: $616.22
  • Total Interest Paid: $1,373.22
  • Loan Calculator
• 84-month loan:
  • Principal: $47,990
  • Interest Rate: 0.99%
  • Monthly Payment: $499.12
  • Total Interest Paid: $1,617.84
  • Loan Calculator

The minimal difference in total interest paid between the 64-month, 72-month, and 84-month terms suggests that extending the loan term can significantly reduce monthly payments with a negligible increase in total cost.

High-Yield Savings and Investment Considerations

Given the current high-yield savings account rates of 5% or more, taking advantage of Tesla’s 0.99% loan rate can be financially beneficial. By extending the loan term to 72 or 84 months, you can reduce your monthly payments significantly. This frees up more money that can be saved in high-yield accounts, effectively reducing the overall amount spent due to the low interest cost on the loan.

Practical Considerations

Vehicle Comparisons

When evaluating Teslas, I compare them to luxury brands like Audi, Volvo, Mercedes, and BMW. While a Toyota might be cheaper upfront, Teslas save you money compared to luxury brands both upfront and in the long run with lower maintenance and fuel costs. Plus, they’re reliable with fewer parts that can fail compared to the luxury gas cars.

Model 3 vs. Model Y

From my experience and preference, I only consider the long-range AWD options for both the Model 3 and Model Y. The Model Y offers more space and versatility, making it suitable for those with additional cargo needs, such as transporting a dog. Despite the minimal range difference, the Model Y's value as an SUV is compelling. However, the Model 3's design and efficiency make it a great choice for those prioritizing aesthetics and performance.

Resale Value and Depreciation

Recent studies indicate that Tesla vehicles depreciate faster than some luxury brands, such as Maserati. This depreciation can be attributed to frequent price adjustments and incentives offered by Tesla. While this may be a concern for some buyers, the overall savings on maintenance and fuel costs should also be considered. The Tesla price cuts in early 2024 devalued my December 2023 car overnight by ~$8-$10k.

Charging Infrastructure

Tesla’s extensive Supercharger network is a key advantage for EV owners. However, for those without home charging capabilities, managing battery levels becomes more crucial. Features like Sentry Mode drain the battery ~3-5% per day, so be mindful of charging and usage habits to maintain your battery levels. I do not use Sentry Mode when I know I am leaving the car for long periods without charging.

Customization Strategy

For those considering vehicle customization, opting for a free color and then applying a Paint Protection Film (PPF) in the desired color can be a cost-effective strategy. This approach allows for color flexibility and protects the vehicle’s original paint which is notoriously weak.

Government Incentives

The federal tax rebate of up to $7,500 for Tesla vehicles remains an important factor in reducing the effective purchase cost. This rebate, combined with the 0.99% financing rate, enhances the overall value proposition of Tesla cars.
My state also offers 0% sales tax on EVs, a rebate incentive, home charger install incentive, and EZPASS has a discount for EVs.

Conclusion

My analysis of the Tesla Model 3 and Model Y indicates that both offer substantial value, particularly with the current 0.99% financing rate on the Model Y. The low interest rate allows for extended loan terms with minimal additional cost, making the monthly payments more manageable. Despite potential concerns about depreciation, the long-term savings on maintenance and fuel, combined with government incentives, make Tesla a financially sound choice for many buyers who are already looking for a car like Audi, Volvo, Mercedes, and BMW.

Some Final Information

To do a detailed evaluation of your specific situation, consider using the loan calculator links to explore different financing scenarios and determine the best options. Taking advantage of the 0.99% interest rate by extending the loan term can significantly reduce monthly payments and allow you to save more in high-yield savings accounts, further mitigating the amount spent when buying a Tesla.

1.Calculate the turnover of companies for each region. 2.Identify regions that generated over 2 million in revenue. 3.List the top-revenue-generating company within each region that generated over 2 million in revenue. 4.Highlight the highest revenue-generating sale for each of the top company by region that generated over 2 million in revenue. 

1.Gather all book sales that occurred in the last 3 months. 2.Calculate the number of sales for each book within this 3-month period and sort the results by the highest sales count. 3.Determine the total revenue generated by each book from the sales made in the last 3 months. 4.Filter out books that contributed less than 20% of the total revenue. 5.Identify the book with the highest sales count in the last 3 months. Identify the book that generated the most revenue in the last 3 months. Identify the book with the least sale count in the last three months. 

Hello! After a lot of research and comparisons, I settled on Try Eden. I ordered it on Sunday 4/14 and received the package on 4/18 - a four day turnover between communicating with the doctor and receiving the medicine from the pharmacy (Precision Pharmacy in Bellmore, NY).
It came in a well insulated envelope and packaged with a coldpack. It arrived with everything, including instructions. I did the initial 10 units (.1mL) and will titrate up each month as recommended by the doctor. It wasn't as painful, I placed it into my lower right belly region. My next follow-up is on 5/9. I intend on doing updates on this thread.!
To ensure the compounding pharmacy is licensed without issue in your state or elsewhere you can go here: FDA BeSafeRx Lookup Portal
I'm on the 31G 5/16 1mL Schedule:
Acclimation Phase (Month 1 - April start) Commonly Prescribed Dosage: Semaglutide 2.5 mg / Methylcobalamin 100 mcg/mL - 0.1 mL per dose - (0.25mg/0.1mg) - injection 10IU
Titration Phase (Months 2-3) Dosage: Gradual increase as determined by doctor.
Reduction Phase (Months 4-5) Dosage: Further dose escalation as outlined by doctor.
Normalization Phase (Post Month 5) Dosage: Maintenance or as advised by doctor.
5'5F SW: 178lbs GW: ~135lbs (will also go by how my clothes fit overall but will also monitor my weight to give myself and others an idea of scale progress.)
Weight Log (Using Etekcity Body Scale which is HSA eligible)
4/18 178 SW (Injection day 10iu - right belly)
4/20 176.4 -1.6lb
4/25 176.4 same (Injection day 10iu - right thigh)
4/27 175.2 -1.2lb
5/01 174.2 -1lb
5/02 174 (Injection day 10iu - left thigh)
5/03 173.4
5/09 173 (Injection day 10iu - right thigh)
5/17 173 (Injection day 20iu - right thigh)
4/18 Week 1 Day 1: I felt slightly nauseous approximately 5 hours after the injection but dissipated after I ate dinner. No additional symptoms to report.
4/20 Week 1 Day 3: Down to 176.4lbs. Can most likely be equated to water weight fluctuation. No side effects to report. My appetite especially cravings are blunted.
4/25 Week 2 Day 1: Almost 2 lbs down. Injected in my right thigh. No nausea today, but a bit of acid reflux upon taking the shot. Slight sore throat, which may be due to the acid reflux. Protein and fiber intake is high and haven't had many side effects besides some headaches here and there. Nothing thar couldn't be solved with electrolytes and some advil.
4/26 Week 2 Day 2: Woke up with a headache and has been lingering. Took in fluids, ate, and finally some advil. I'll be supplementing with Sublingual B12 Drops for added energy, Electrolytes , and a Liquid Multivitamin which helps a great deal. I bought this Soda Stream to help ease any stomach wooziness throughout the day. For some reason it the cold fizzles just helps calm my stomach and feels better. If anyone has any insight as to why I'd love to know!
4/27 Week 2 Day 3: Down to 175.2. 2.8lbs overall. No side effects to report and appetite is suppressed. I've been getting in over 100g of protein everyday (1g for every pound of lean mass). I supplement with Optimum Nutrition Protein and Isopure Clear Whey Protein (tastes like juice and has 20g of protein). I've been getting in as close to 1800 a day as possible per my TDEE calculations.
5/2 Week 3 Day 1: Down to 174lbs. 4lbs overall. No side effects to report. The last three weeks headaches were overall the main side effect I experienced, which lingered for about 36hrs or so. Appetite was suppressed all week and I wasn't really fatigued compared to the first shot. No naps needed, yay! Maintaining an easy to sustain diet with high protein and adjust as necessary.
5/9 Week 4 Day 1: Down to 173lbs. 5lbs overall. Aside from a headache, there are no other symptoms to report. My headaches go away within 36hrs or so. I keep up my workouts and proper nutrition/protein intake. Appetite is suppressed and I tend not to finish my meals, leaving it for later these days.
5/17 Week 5 Day 1: Officially still down 5lbs at 173lbs. First week moving up to 20iu and no side effects whatsoever. Although I'm down 5lbs, I do feel my clothes fitting better and working out with maintaining proper nutrition is still a part of my daily schedule. Will be updated every month from here on out.

Surviving mathematical statistics with a weak math background requires strategic effort and resourcefulness.
If you are unable to Pass your Stat Exams, Quizzes, Tests or Unable to Handle Homework Assignments or full course online, Get paid help from Online Helpers at Hiraedu!
Contact Details for Hiraedu Helper:
WhatsApp: +1 (213) 594-5657
Call: +1 727 456 9641
Website: hiraedu. com
Email: info@hiraedu. com
Here are some tips to help you succeed:

1. Start with basics: Review fundamental concepts like algebra, calculus, and probability.
2. Use online resources: Khan Academy, MIT OpenCourseWare, and Wolfram Alpha offer excellent math refreshers.
3. Focus on concepts: Understand statistical ideas and interpretations rather than just formulas.
4. Visualize and graph: Use plots and graphs to comprehend complex concepts.
5. Practice with real-world examples: Apply statistics to everyday situations or interests.
6. Seek help: Join study groups, ask instructors or tutors for support.
7. Use statistical software: Tools like R, Python, or Excel can aid calculations and visualization.
8. Take your time: Pace yourself, and don't hesitate to revisit topics.
9. Collaborate: Work with classmates or online communities for shared understanding.
10. Embrace challenges: Persist and learn from mistakes.

Remember, mathematical statistics is a skill that can be developed with dedication and the right resources. Stay motivated, and you'll thrive!

Mastering Statistics: Top Online Resources for Success
If you are unable to Pass your Stat Exams, Quizzes, Tests or Unable to Handle Homework Assignments or full course online, Get paid help from Online Helpers at Hiraedu!
Contact Details for Hiraedu Helper:
WhatsApp: +1 (213) 594-5657
Call: +1 727 456 9641
Website: hiraedu. com
Email: info@hiraedu. com
Statistics can be a tough subject, but with the right resources, you can conquer it! Whether you're a student or a professional, online statistics classes offer flexibility and convenience. In this blog, we'll explore the best online statistics class help, covering resources, courses, and tips for success.Resources:

1. Khan Academy (khanacademy.org): Free statistics courses, video lectures, and practice exercises.
2. Coursera (coursera.org): Offers statistics courses from top universities like Stanford and Duke.
3. edX (edx.org): Provides statistics courses and certifications from leading institutions.
4. Statisticshelp.com: Offers online tutoring, homework help, and study resources.
5. DataCamp (datacamp.com): Interactive statistics and data science courses.

Courses:

1. "Introduction to Statistics" by Khan Academy
2. "Statistics in Medicine" by University of London on Coursera
3. "Data Analysis" by Microsoft on edX
4. "Statistical Inference" by Stanford University on Coursera
5. "Data Visualization" by DataCamp

Tips for Success:

1. Practice regularly with online resources and exercises.
2. Join online communities and forums for support and discussion.
3. Use visual aids like graphs and charts to understand complex concepts.
4. Apply statistical concepts to real-world problems.
5. Seek help from instructors or tutors when needed.

Mastering statistics requires effort, but with the right online resources and support, you can achieve success. Utilize these top online statistics class helps, courses, and tips to improve your understanding and application of statistical concepts. Embrace the power of statistics and unlock new possibilities in your academic and professional journey!
Paid Help from Hiraedu: If You're struggling to handle your comptia or any other WGU Exam or any other coursework, get help from Hiraedu and pay after the exam. Contact details for Hiraedu is: WhatsApp: +1 (213) 594-5657 OR Call: +1 727 456 9641
ACADEMIC TASKS MY TEAM AND I CAN COMPLETE:

• Entire Degree Programs
• Full Online Classes (1 - 20+ Weeks Long)
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• Employment Assessments
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MY TEAM'S CLASSES OF EXPERTISE:

• Statistics: AP Statistics Biostatistics Business Statistics Elementary Statistics Intro to Statistics Psychology Statistics Social Science Statistics Statistics & Probability Statistical Methods Statistical & Probability Models
• Math: Advanced Functions Algebra Calculus 1, 2, 3 (and 4 in some schools) Vector Calculus Differential Calculus Integral Calculus Multivariable Calculus Differential Equations Discrete Math Discrete Structures Finite Mathematics Functions Geometry Linear Algebra Precalculus Probability Real Analysis Statistics Trigonometry Quantitative Methods & Reasoning
• Science: Anatomy & Physiology Astronomy Biochemistry Biology Chemistry (General, Inorganic & Organic) Dental / Pre-Dental Earth Science Engineering (Almost All Types) Environmental Science Epidemiology Fluid & Mechanics Geology Geophysics Medicine / Pre-Med Microbiology Neuroscience Physics Physical Science
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• Humanities & Social Sciences: Architecture Anthropology Art History Communication Criminal Justice Forestry Ethnic Studies Film History Law Pre-Law Music Philosophy Political Science Psychology Psychiatry Religious Studies Sociology Theology Women Studies
• Computer Science & Programming: Android AWS Azure Blockchain Cryptocurrency Smart Contracts C C# C++ Cloud Computer Organization and Assembly Languages CSS Data Science Data Structures and Algorithms Deep Learning Design Patterns Game Design and Development iOS Java Javascript Machine Learning MATLAB MySQL Networking NoSQL Object Oriented Programming Operating Systems PHP Principles of Computer Science Programming for Virtual Reality Programming Languages Python R Robotics Ruby Software Engineering SQL Swift Web Development

MY EDUCATIONAL SOFTWARE OF EXPERTISE:

• Acellus ALEKS Aplia APEX Learning Badgr Blackboard Blink Learning Brightspace / D2L Canvas Cengage CengageNow Childsmath Cisco ConnectMath Connexus CPM Crowdmark EViews Edmentum Examity Excel Garch Google Classroom Google Education Gradescope Hawkes Learning Honorlock iClicker InQuizitive (Norton) Java Kaltura Khan Academy Knewton Kryterion LaunchPad MATLAB Maple MasteringChemistry MasteringPhysics MathXL Mathematica McGraw-Hill Connect MegaStat Microsoft Teams Microsoft Access, Word, Excel, PowerPoint Mindtap Minitab MonitorEDU Moodle MyAccountingLab MyEconLab MyFinanceLab MyITLab MyMathLab MyOpenMath MyPsychLab MySocLab MyStatLab NCSS Outlier Pearson MyLab and Mastering Piazza PlatoWeb Prezi Proctor360 Proctorio Proctortrack Python R Respondus Lockdown Browser with Webcam SAM Sapling SAS SPSS Socrative Stata StraighterLine Turnitin VoiceThread WebAssign WebEx WebWork Wiley WileyPlus Zoom

TOP 20 REASONS WHY I'M THE MOST LEGIT EXAM, HW, ONLINE CLASS TUTOR ON REDDIT:

1. Team of U.S. Academic Experts: I and my team of dedicated academic experts complete all types of academic coursework for students in most math, English, science, business, humanities, social Sciences, computer programming, and foreign language classes on a 24/7/365 full-time round-the-clock basis. This is not some part-time gig for me. It’s literally my primary source of income. I can regularly make myself available to help students with last-minute & same-day academic requests.
2. Essay Writing Skills: I can write essays & research papers in native U.S. American English and fluent Canadian English using APA MLA Harvard Chicago Vancouver OSCOLA IEEE formatting & citations.
3. 75+ Types of Academic Software: I am highly skilled & experienced in using over 75+ types of academic software and educational platforms including the following: ALEKS, Blackboard, Brightspace, Canvas, Cengage, WebAssign, ConnectMath, Crowdmark, D2L, Moodle, Pearson MyLab and Mastering, MyMathLab, MyStatLab, MyOpenMath, StraighterLine, WebWork, and Wiley.
4. Can Change IP Address: I have multiple reliable VPN software including: NordVPN, SurfShark & ExpressVPN that allows me to successfully change my computer’s original New Jersey IP address to any major city in the U.S. & Canada to avoid raising red flags with students’ online class software.
5. Proctored Exam Help: I have developed multiple highly effective methods of helping students with exams, tests, and quizzes that are proctored by software like: Respondus Lockdown Browser with Webcam, Honorlock, Examity, Proctorio, Proctor360, Proctortrack, and ProProctor using 3 highly effective proven methods. Option 1 - WhatsApp: I use WhatsApp to have the student discreetly text me photos of the exam questions outside of the webcam’s view and I text them the correct solutions to the exam questions. Option 2 - Screen Share: Using screen share software like Zoom to see the student’s screen displaying the exam questions and I text the correct solutions. Option 3 - Remote PC Access & Control: Using remote computer access software like to control the student’s mouse and keyboard from my own computer.
6. Study Help Apps: I have over 15+ paid subscriptions to a wide range of study help apps, software, websites, and programs to help me solve exam & homework questions faster and more efficiently. Some of these resources include: Brainly, Chegg, CourseHero, Quizlet, SymboLab & WolframAlpha.
7. Calculators & Math Software: I have access to a very sophisticated graphing calculator and various mathematical software that provides step-by-step solutions to complex mathematical problems within seconds, allowing me to provide exact solutions to the student in a timely manner.
8. Test Taking Techniques: I have developed highly effective methods to determine the correct answers to questions that I’m not already familiar with including process of elimination, working backwards, quickly searching for similar questions online, and utilizing standardized test taking techniques taught only in elite standardized test prep tutoring programs.
9. Handwriting & Scanning Apps: I have impeccable handwriting and a high-quality mobile scanner app that allows me to scan written solutions in very legible high-definition JPG, PNG, and PDF formats.
10. Live Exam Help Videos: I am the only verified U.S.-based online exam hw online class help tutor with a highly successful YouTube Channel where I regularly upload live unedited videos of me actually completing exams, quizzes & homework assignments for other students and clearly explain my entire thought process and display on-screen all the steps, apps, websites, and software I use to compute the correct answers.
11. Flexible Payment Methods: I offer negotiable rates, multiple payment methods (PayPal, Venmo, Cash App, Zelle, anonymous credit & debit card payments via online invoice), and flexible payment plans: weekly (most expensive), monthly, half-now / half-later, and all-up-front (least expensive).
12. Money Back Guarantee: I have won multiple academic awards for my exceptional skills & expertise in math. I guarantee overall A & B grades for all coursework completed. Plus. I also offer a 50% refund for C+, C, and C- scores, and a full 100% refund for D+, D, D-, and F scores.

HOW I CALCULATE FINAL RATES:

• Exams & Quizzes: Final rates for exams and quizzes depend on various factors including: whether or not there is proctoring, how many hours the exam is, total number of questions including sub-parts, preferred method of me delivering solutions, whether it's show all work or just the answer only, and whether the assessment has a flexible window of time to complete or a fixed & rigid start and end time.
• Full Courses: Final rates for full class help depend all the foregoing plus: total number of hw, quizzes, exams, discussion posts, and other academic tasks left that need to be completed, total number of weeks or modules left in the class to complete, and whether there is required multi factor authentication for logging in like Duo Push or text passcode.
• Essays Papers Discussion Posts: Final rates for writing tasks depend on the required number of words or pages. topic of interest, type of citations, required number and type of sources & bibliography style , level of research required, and type of additional software required to complete the essay like: Excel, R, or Minitab.

Paid Help from Hiraedu: If You're struggling to handle your comptia or any other WGU Exam or any other coursework, get help from Hiraedu and pay after the exam. Contact details for Hiraedu is: WhatsApp: +1 (213) 594-5657 OR Call: +1 727 456 9641
ABOUT MY RATES & PAYMENT OPTIONS:

• Rationale for My Rates: I sincerely believe my rates are more than fair considering my education, skills, native born U.S. resident status, legitimacy, and the substantial amount of value, stress relief, and saved time & energy I’d be providing you in exchange for my valuable, irretrievable time, energy, and effort.
• Disclaimer About Rates: Completing someone else's exam, essay, or homework assignment is obviously NOT something you can just freely ask anyone to do, especially on the internet. Therefore, such help should be well-compensated. Services that are reliable and deliver high-quality results are difficult to find and are very high in demand. Thus, I expect to be compensated fairly for all the value, stress relief, and saved time & energy my services provide. However, I may be willing to negotiate rates if necessary.
• Payment Methods: I accept PayPal (required for all Canadian students), Venmo, Zelle, Cash App, and anonymous credit & debit card payments via online invoice.
• Payment Plans: I offer the following payment plans for my services: weekly (most expensive), monthly, half-now / half-later, and all upfront (least expensive).
• Money Back Guarantee: I guarantee the following grades for coursework completed: A+. A, A-, B+, B. and B-. However, I offer a 50% refund for C+, C, and C- grades, and a full 100% refund for D+, D, D-, and F grades.

CURRENT RATES -- AS OF SUMMER / FALL 2022 -- SUBJECT TO CHANGE:

• Full Class Help Rates: $595 – $2495 USD
• Exam & Test Help Rates: $150 – $350 USD
• Quiz Help Rates: $60 – $180 USD
• HW Assignment Help Rates: $60 – $420 USD
• Essay & Paper Writing Help Rates: $19 – $29 USD per 300 words

THE OBLIGATORY "IS THIS A SCAM?" QUESTION:
Considering the fact that you found my contact information online, it’s understandable to be skeptical regarding the legitimacy of my services. Therefore, I’m willing to do all of the following to help you feel more secure in trusting me with your academic needs:

• Engage in a Telephone interview: Speak with you on the phone and answer any questions you may have so that you have the opportunity to assess and analyze my tone, articulation, and accent. I’m a New Jersey-born Irish/Italian-American, but I have been told that I speak in an erudite & articulate suburban American accent with a “professor style” voice somewhat resembling the voice of actor: Ben Stein.
• Provide Telephone References: Provide you with the contact information of students who have utilized my services in the past who would be more than willing to vouch for my skills.

MY REBUTTAL TO THE OBLIGATORY “IS THIS A SCAM?” QUESTION:
At the risk of sounding arrogant, I consider myself to be at least marginally more intelligent (both academically & socially) than the average person. Therefore, if I ever decided to suddenly risk prison time, risk my reputation, and risk enduring the wrath of modern-day “cancel culture” by scamming people out of their money:

• Not Worth the Money: I certainly wouldn’t do it for such paltry amounts of money. (i.e., anything less than $1,000 per victim.)
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Hello
Could I get some advice and guidance on what all these tests might mean and what I need to learn and know should my Endocrinologist head down the route of TRT, which is where she has indicated over the past couple of months whilst doing tests?
I apologise for the length, but I have tried to cover it as much as possible, as I accept nothing is simple. If more information is needed that I have missed, please ask.
Thanks

Stats

• Age: 45
• Height: 6ft 7
• Waist: 50 inches
• Weight: 25 stone / 159kg
• Body fat: 29.3% (using https://www.calculator.net/body-fat-calculator.html)
• BMI: 39.7

History
I was overweight for a good 20 years; we think this was when my thyroid started causing issues, and it took many years for the NHS to even consider that a problem. I also had no morning erections for a good ten years. I honestly cannot remember the last time I felt hungry, and that was after either an hour of weight lifting or hiking for a full day in the Austrian Alps (the longest one was a 10km round trip and a 1200m climb and then descent).
It took several years to sort the thyroid, and I was still unable to lose weight, although other things had resolved themselves. My GP refused to investigate further, saying simply I was too young. Plus, back in 2019, my Testosterone level was 17.1nmol/L, and now it is down to 7.5, and apart from being a few years older, nothing else has changed weight-wise or fitness, etc. I have had many Covid jabs as my father was extremely vulnerable, and I was his carer.
I am now under a different GP practice that started from scratch and said that, in their opinion, something underlying was causing the myriad of symptoms. They started testing and thought she knew what was wrong. It was agreed that, in computer terms, there was a tick box that needed ticking, but finding which one would take time.
However, their final idea saw her ask for guidance from Endocrinology; they said to do nothing and that they would take over. This was in 2023. However, Testosterone issues are an ultra-low priority in my area, so my expected appointment is in 2025.
For the past few months, I have seen an Endocrinologist privately with the agreement of my GP, who has done all the requested tests and agreed that if any prescriptions are needed, they will do it.
In addition to the above, dieticians have cleared me, having seen them privately and on the NHS.
I spent a year with a personal trainer at a bodybuilder gym, working out with him three times a week with no results and stopped through no results but with growing mental and physical fatigue. Walking 10,000 steps a day is not a problem for me.
I have had this all on hold for a while, what with COVID-19 and then a relative's very poor health. It is now time to focus back on myself, I think. I sleep a good 8 hours a night and get up feeling worse than going to bed – although randomly, I do have bouts of insomnia.
As mentioned to my GP and Endocrinologist, I have no problem putting in the hard work at the gym, but when that hard work does absolutely nothing for muscle mass or body shape, etc., it gets very depressing. I guess that does give me one direct question: How long do I need to leave it before going back if my Endocrinologist prescribes TRT—do I need to let my body recover a bit before stressing it by doing weights, etc.?
Tests (Using UK NHS Scales)
Testosterone has been done now 6 or 7 times, always within 0.2 or below and always done between 08:50 and 09:10 in the morning.
In addition, she requested an ultrasound, and the results came back as 29mm AP diameter and 19mm AP diameter, respectively, for the testes.
TestResultNHS Reference Range Testosterone7.5 nmol/L8.6 – 29.0 Calculated Free Testosterone180 pmol/L SHBG25 nmol/L18.3 - 54.1 Free T4 level21.7 pmol/L11 - 23 TSH level0.49 miu/L0.27 - 4.5 Haematocrit0.4190.387 – 0.492 Creatinine level71 umol/L59 - 104 Urea level3.9 mmol/L2.5 - 7.8 Potassium level4 mmol/L3.5 - 5.3 Albumin level39 g/L35 - 50 Total Protein level7460 - 80 Sodium level142 mmol/L133 - 146 Insulin-like growth factor 1 level11.5 nmol/L11.1 - 27.7 Growth hormone level0.1 ug/L Prolactin level241 mu/L86 - 324 Cortisol level Dexamethasone suppression test19 nmol/L Cholesterol level5.0 mmol/L Triglyceride level2.4 mmol/L HDL1.1 mmol/L LDL2.8 mmol/L Cholesterol / HDL ratio4.5 mmol B12563ng/l197 – 771

A/N: yeah I changed up the Alliance admiral's name from Shepard Adama to Sheparda Dama (so creative i know) because the old one was going to fuck me over badly at some point. It would be like trying to make a legitimate, serious fantasy novel with a wizard named Albus Gandalf. I was NOT cooking when I came up with that shit.
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It was said that no plan ever survived contact with the enemy. That, at least in the case of Marcus Wayne’s infiltration of Neldia, was proven entirely true.
His ship, the Peacemaker, had undergone an extensive refit before its jump to Neldia to both modify its sensor signature and repair its failing Aegis barrier. The first objective succeeded. The second did not.
One day later, leaving the derelict Ultimate Vigil behind in deep space, the United Human Alliance courier ship Winged Deliverance logged a real space entry at the edge of the Neldia system. Its crew, having spent their waking hours plagued by hallucinations and enduring horrible nightmares as they slept, found this shift very welcome. The worst, though they could hardly believe it, was still yet to come.
“The Neldian fleet is mustering for war,” rumbled the man who had once held the title and security codes of an Alliance sector admiral. Now, he was a traitor to his homeland. “Security will be high.”
“No need to worry, Admiral,” said Marcus Wayne. “Your code will get us through.” It would not.
It took two hours for the Peacemaker, disguised as the Winged Deliverance, to be challenged by the Neldian Armada. “Transmit clearance code,” said an automated voice. Marcus took out a data disc with the admiral's clearance code on it.
“Hold,” said Terris. She was clad in black, her active camouflage offline to save battery, and she had been sitting at the passive sensor console for the past three hours. “Look at this.” A news broadcast popped up in front of Marcus Wayne and his officers. Sector Admiral Sheparda Dama, or at least he was once a sector admiral, had been tried and convicted of high treason.
“It was a secret trial,” Dama said, still in shock at the revelation. “I had no knowledge of this.”
“Well, that tracks, but what do we do now? What code gets us through?”
“Transmit clearance code,” the voice said again, “or adjust course.”
Dama thought for a moment. “Change course,” he said. “We’re not getting through.”
They did. A great sense of defeat took hold in the hearts of the crew. They would never reach the Neldian hypercom. Sheparda Dama, who would have gladly given his life in defense of humankind, would never get the chance to be the man who broke their chains.
The Peacemaker was halfway out of the Neldia system before Terris spoke again. “Hold it,” she said. “I have an idea.”
That was why she had been placed where she was. Clad in an airtight stealth suit. Inside a hollowed-out asteroid. On a ballistic journey to the heart of Neldian space. It was the most insane idea that Marcus Wayne had ever seen.
But, sometimes, insanity was a symptom of genius.
Terris flew past the Neldian Armada undetected. Many asteroids entered the inner system this way, flung by outer-system prospecting ships to the foundries and shipyards in Neldian orbit, and they were thrown and caught so frequently that only the most cursory of inspections was put upon each one. Terris passed the Alliance fleet entirely undetected.
Terris’ chameleon suit could mimic the sensor return of the precious metals it was buried in, at least enough to fool a probing scan, and the cuts made by Protectoral engineers had been so precise that Terris had fit inside there with barely a centimeter of space to spare. She was effectively entombed inside sixty meters of solid rock.
Interstellar espionage was not a job for the claustrophobic.
Finally, after days of waiting, the signal came. She was in range. A mental command triggered a series of shaped charges in the rock above her, if such directions existed in microgravity, and forty pea-sized explosives blasted a circular tunnel all the way to the asteroid surface. If just one of them had failed, that rock might have been her tomb.
Terris tried not to think about that as she began climbing her way out. A brief burst from her suit’s EVA thrusters was enough to start her on her way, and the tunnel out was wide enough for her to use her arms and legs to speed things up. Finally, after too long a wait, Terris saw the Neldian sun for the very first time.
There was fire in the distance. Comm chatter on every band. Warships burning hard for the outer system. The Coalition fleet was here.
She zoomed in, far more than she had ever had to before, and she could pick out the faintest flashes of blue as warships exploded in the black. A brief crawl around the asteroid, which also helped to warm up her muscles after days of inactivity, let her discern an attack force engaging the Alliance fleet. After a moment’s hesitation, weighing the risks, Terris activated her passive sensor suite to try and decrypt Alliance military chatter.
Instantly, her sensors were flooded with noise from the defensive bastions. The fleet base at the L5 point was loudest, its comm operators screaming indecipherably at fellow Alliance elements fighting in the black. Neldian orbit, where the hypercom station was, seemed to be the centerpiece of all the communications traffic. The hypercom, unsurprisingly, was being used as a relay for comm traffic all across the system. Terris made a note to hack its server banks for intelligence, and perhaps leave a timed virus or two to shut down the system after she was gone.
Her suit bleeped, alerting her that she was in optimum position to make the leap to the hypercom. She zoomed in on it, a red and spiked thing just like everything else the Alliance made, and calculated the right trajectory to land right on its metal surface.
Trying to jump from a moving asteroid out past Neldia’s rings and hit a hypercom station barely three hundred meters in diameter was like shooting a rifle from a jumbo jet in hopes of hitting a mosquito down on Earth. A nearly impossible shot, even with Coalition computers to help make the jump, and anyone lucky enough to make it would have been better served bankrupting their local casino at the slot machines.
Terris gave a command to her suit, activating a set of ion thrusters to boost her off the asteroid and adjust her course mid-flight. She’d never believed in luck.
She coasted silent and graceful past the particle guns in high orbit, like a majestic swan flying on a summer wind. Their sensor arrays were directed out, past her, to the far distant parts of space where a trillion tons of steel were locked in deadly battle. Terris really did wish she could smile at the moment. She was about to have unrestricted access to the biggest communications relay in the star system, able to send out viruses and receive vital intelligence that could cripple the Alliance fleet if placed in the right hands. Terris, confident as ever, knew they would be.
She would make the Neldian Armada burn, and they had no idea she was even coming.
She reached the hypercom station in just under a day, agonizingly slow for a woman like her, hovering just above its surface to avoid triggering pressure sensors. After that, it was simple enough to get inside. Terris found it almost trivial to bypass the airlock sensor grid and trigger the outer bulkhead to open unnoticed, its report to the command room destroyed before it ever arrived. Entering the station itself was easy after that.
Here, there was gravity. She could not hover like she had on the outside of the station. But here, there were no pressure sensors. She really had no need to hover.
The corridor she found herself in was large enough, though nothing like the expansive halls of a dreadnought, and a patrol of marines in powered suits trundled towards her obliviously. Terris had made the right call not to wear a Phantom powered suit. She ducked into an alcove, the chameleon suit concealing her from even their impressive sensor batteries, and they passed by with no clue at all.
Terris made it to the server banks with ease. Most of the hypercom’s security measures took the form of warships in orbit, clustered tightly around the planet to prevent exactly this scenario from happening, but those warships were off waging war. The station defenses were hopeless now that she was actually inside.
The data was encrypted, and she could neither access it nor copy it without potentially fatal consequences, but she wasn’t there to steal data. A brief, milliseconds-long connection to the primary server was all it took to riddle the entire system with custom-tailored computer viruses. The viruses were self-replicating, rather like an electronic version of the biological ones on Earth. They worked similarly, too, meant to latch onto outgoing communications signals and remain inert for a certain amount of time before activating and wreaking havoc across cyberspace.
The program would be scoured from the net in seconds once it began its assault, but it would cause plenty of chaos before then. And, with another critical transmission being scheduled to send at around that time, Terris knew her mostly-ineffective virus attack would be just enough of a distraction to make sure its message was heard.
Terris planned to leave the station in approximately thirty minutes. Shortly after that, the fireworks would begin. It was going to be beautiful.
She heard footsteps. A maintenance worker, no doubt. It was time for her to go. She disconnected from the server, taking pains to hide her involvement, and snuck out of the server room like a ghost in the night.
Next was the transmission array. This room was better-guarded, its door being flanked by marines, but Terris slipped inside by trailing behind an officer as he entered on some unknown pretext. After that, her daring and sleight of hand made sure Admiral Dama’s pre-recorded propaganda transmission was uploaded to the hypercom transmitter. It came with a set of instructions bearing the Admiralty’s seal, changed to be anonymous, to ensure as many people as possible heard his message.
In just under one standard hour, the United Human Alliance would be shaken to its very core. Terris had just made sure of it.
It took longer than she had expected for the door to open again and give her a chance to slip out. Terris had spent that time quite productively, downloading as many incoming and outgoing messages as she could to the internal hard drive just by her spinal cord. Even if they were encrypted, they’d be useful intelligence once Coalition codebreakers took a crack at them.
After that, it was trivial to slip past marine patrols and escape to the hull of the hypercom station. Terris found her ride, an Alliance warship by the name of Brightest Thunder, holding orbit just near the hypercom station. Admiral Dama, even if he was no longer an admiral, still had connections.
She charged her ion thrusters by tapping into the station reactor, an act which did not go unnoticed, but by then it was too late to respond. She had completed her incursion. The damage had been done. Perhaps if the Alliance acted swiftly and accurately, they could undo it, but Terris was a careful woman. She had covered her tracks well.
Waving one final goodbye to the crew of the hypercom station, Terris triggered her thrust pack and shot off into the ink.
“You must be my passenger.” A man in an Alliance captain’s uniform was waiting for her in the Brightest Thunder’s airlock. He wore a helmet and gloves, hermetically sealed to his airtight outfit, so he felt no effects from the vacuum of space. “I was sent by Sector Admiral Sheparda Dama,” he announced after a period of silence, “To transport you and whatever you may have safely to the Coalition fleet.” Nothing. Apart from the dull thudding of the ship’s railgun batteries, firing missiles at range to ward off a strike force of Coalition ships, the airlock was quiet as a ghost.
“You cannot expect me to endanger my life and the lives of my crew without at least some identification that you are who you claim to be!” Silence. Captain Senar Trevy had been standing in that airlock for three and a half hours, while his ship was tasked with screening Neldia and her eighteen billion inhabitants from harm, and he was just now wondering if he had been talking to a ghost.
“I am,” came a voice. Cold. Sterile. Inhuman. Exactly the kind Trevy expected from the secret spies of his former admiral.
“So you are.” Captain Trevy thought for a moment. He cycled the airlock. If his guest held hostile intent, one steel bulkhead would make no difference. “I’ve been stocking the crew with handpicked men and women since I received word of the operation,” he explained as they walked through the ship’s corridors. The crewmen he passed thought him insane. “I can’t vouch for them all, but the ship as a whole will obey me.” No response. Sometimes, Captain Trevy thought himself insane as well.
“This is my personal quarters,” he told the specter, stepping inside and sealing the door behind him. “I must warn you, for your own safety, it would be best not to leave it. The crew are mostly still Alliance loyalists.” He looked around, paying no heed to the decorated furniture or artificial sky, and finally shrugged and sighed. “Are you even here, still?”
Terris decloaked. She stood between him and the door, winged and cloaked in black like a demon of ancient myth. “I am.”
“You’re a black angel.” Senar Trevy, to his credit, kept his composure well. “A spy for the Ierad Republic.” He questioned her purpose here. They both knew it.
“You weren’t told?”
“I was told an alien would be coming aboard, but…” Trevy shrugged again, as if to say ‘what am I supposed to do?’ “The admiral vouched for you. That much is enough for me.” He also knew he had no choice in the matter. From what he knew about black angels, his ship had been lost the moment she boarded.
“I could have impersonated him,” said Terris, voice a perfect replica of Captain Trevy’s own. Even his own mother could not have told the difference. “And I’m trained to lie.” She was testing him, gauging his reaction to assess his personality. She was good at that.
“I could have you screened for deception,” Trevy countered, pointing up at a pearl-sized camera in the ceiling. Terris made a note that it was disabled. “And I could have had the technology officers vet your transmission.”
“I’m trained to lie well.” Terris sat down on Captain Trevy’s bed, a spartan thing compared to the sleeping quarters of most officers. There were no chairs in the room, so her options were few. She took off her helmet and tried to at least appear relaxed. In reality, she was anything but. “It comes with the job, really.”
“Fair,” Trevy chuckled, feigning calm. “I suppose the question now becomes whether or not you can trust me.”
“It’s a safe gamble.” Terris made a mental calculation. It would take her between thirty and fifty seconds to kill Captain Trevy, take the bridge, and vent the ship. That was a very safe gamble. “Besides, that’s what a peace treaty is.” Trevy looked confused. “A leap of faith. You trust your enemy to back their word, and you trust them to trust you as well. If we can’t get along here, can’t put aside our differences to work toward a common goal, then the Alliance will be right. And I hate it when they’re right.”
“I’m speaking to you now because I know they are wrong.” That came as no surprise to either of them. “You know, I was once a foreman of a labor crew in the munitions factories. The most productive unit in my sector.” That one did come as a surprise. “As a foreman, you get leeway to make certain decisions regarding the… well, I suppose they are slaves, under your command. Food intake and the like.” Captain Trevy looked pained when he brought up such memories. Terris wasn’t convinced that was how he really felt. “They use it to weed out any potential xeno sympathizers from the populace. Of course, at the time, I wasn’t so empathetic.”
“So you were a slave driver, and you beat your slaves to make them work. I hope every one of those shells was sabotaged.” Terris’ voice dripped with disdain. She had almost forgotten the Alliance captain was her enemy.
“No, I showed mercy,” Trevy defended himself. “I was generous.” This made Terris reconsider. Perhaps Senar Trevy could be an ally, if not a friend. “I won’t say I was a good man, but I wasn’t cruel. I was practical. Strong, healthy, well-treated workers are more productive than the beaten sacks of flesh in the other factories. My crew’s output was unmatched.”
“And?” Terris cocked her head inquisitively. For a high-ranking officer in the space navy of a genocidal regime, Senar Trevy really did not seem so bad. To be fair, however, she had set the bar pretty low.
“I was investigated for anti-human activity.” Terris could have predicted that. She almost did, too. “They sent me to the fleet, and my labor crew was reacquainted with the energy whips and pain beams.” There was no carrot for an Alliance labor slave. Only the stick. “Their productivity fell thirty percent in the first two weeks alone.” He sounded almost mournful as he said that. He was not lamenting the loss in productivity.
“You see,” said Trevy, “Hatred is not natural. It has to be caused, sustained, nurtured from the day a man is born until the day he dies.” With that, at least, Terris agreed. “And, as you’re about to see, a nation built around cruelty or prejudice cannot sustain itself. It will have to apply pressure to maintain its flawed status quo, like it did with me, and the pressure will build and build until it cannot build anymore.” He tapped a few buttons on the data disc in his hand. It began projecting an image of the battle for Neldia. He placed it on the bed next to Terris. “Now it’s breaking.”
“I wonder if they’ll find themselves in need of more shells.” Terris knew it wasn’t just shells. Every time a slave driver prioritized hatred over hard work, put cruelty over their quota, or even just bowed their head and obeyed the traditional dogma, they hurt the Alliance. Across nine worlds, with billions of slaves not working as they could have, things started to add up. “You know, for a superior species, your fleet is really getting its ass kicked right now. Might want to work on that.”
Captain Trevy nodded. His data disc beeped. He was needed on the bridge. “Agreed,” he said. “I hope this war ends soon, and to our mutual benefit. I’d hate to face you on the battlefield.” He picked up the data disc and turned to leave.
“Oh, forgot to mention, there’s a virus embedded in the transmissions you’ve received. Self-replicating. Nasty piece of work.” Terris shifted a bit in her seat. “Almost forgot about that.”
“Well, better to know now than when it’s activated,” Trevy smiled. “I’ll have Technology Officer Galdir investigate it.” With that, he left. His duty to the Alliance was nonexistent, but the men and women under his command still needed him. He had waited too long in the stateroom.
Terris, with nothing better to do, got to work on cracking the encryption in the transmissions she had copied. She failed. A transmission from deep in unknown space, sent from a dreadnought at the head of a task force known only as the Deep Expedition Fleet, was the only message she could read. Its contents, while troubling, mattered little at the moment. What was far more crucial, however, was the message Terris could not decipher. The military battle plan of Janus Ora’s personal armada.
The battle plan that, when analyzed on a Republic starship, would reveal its terrible secret too late.
The Coalition fleet was walking into a trap.
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I am trying to understand how to build gauge chart from scratch. Since it's complex and I have not been able to build on real life data easily. I have gone thru data densification blog of flerlage twins and toan Hoang. Both blogs don't provide much practical knowledge as the methods double the data or use table calculations/bins that would impact performance if there is millions of records or use cartesian or cross joins that amplify amplify data greatly..
Any resources for data densification or helpful guides to create the gauge chart no matter how complex it gets ?
I have been thru a lot of resources for gauge charts and followed step by step - it didn't help with real-life datasets much. Kindly suggest practically useful ones. Thanks