From grok US Deficit & Tariffs in FY 2025 — The Numbers1/ Deficit: $1.8T Down $8B from 2024 — but still ~6% of GDP. Interest on debt? Over $800B and rising. Source: US Treasury / CBO2 Tariffs: Record $195B collected 153% from $77B in 2024 Now ~3.7% of all federal revenue. Source: Monthly Treasury Statement3/ Did tariffs fix the deficit? $195B in → only covers ~11% of the $1.8T gap. Economic drag offset ~25% of gains via lower growth/taxes.4/ Risk: Supreme Court may rule many tariffs illegal → up to $90B in refunds possible.5/ Bottom line: Tariffs brought in cash — but entitlements & interest drive the red ink. Deficit projected to hit $1.9T in 2026. Data: Treasury.gov | CBO.gov#FiscalPolicy #Tariffs #USDebt

Stupid people are a danger to us all. Y’all empty heads are so easy to fill. Someone would make a stupid statement3 “the sun ain’t no damn source of energy, that’s a lie..” Stupid people: “facts, that sun a whole damn fraud” Y’all are dangerous asl and need to be regulated

เกี่ยวกะแอคปั่นนะ สั้นๆ เป็นฟค.ศิลปิน ไม่เชื่อศิลปิน ก็ไม่รู้ว่าคุณจะมาเป็นฟค.ทำไม มันย้อนแย้งอะคุณ แถมด้วยน้องพูดชัดเจนทุกอย่างแล้ว หลิงออก statement3ภาษา สัมงาน oppo ออมไลฟ์พูดเคลียร์คสพ.กับบุคคลคนนั้น ไม่ต้องมาทำเป็นผู้รู้ผู้ตื่น ต้องแฉน้องๆ มันตลกค่ะ privacy life น้องค่ะ

CFAIさん、頼むからPractice Problemsの選択肢で意味もなく A. Statement3 B. Statement2 C. Statement1 とか謎の順番にするのやめてくれ…

Here is pseudocode of multiple chained if / else if statements: if (condition1) { statement1 } else if (condition2) { statement2 } else if (condition3) { statement3 . . . } else { statementN }

Happiness is a habit I am developing. Happiness is created, not waited for. #WFS #NewLifeProgram #Statement3 #WomenForSobriety #WFS2024Conference For more info: linktr.ee/wfsinc

Happiness is a habit I am developing. Happiness is created, not waited for. #WFS #NewLifeProgram #Statement3 #WomenForSobriety For more info: linktr.ee/wfsinc

Lets understand the Internals of Caching in Pyspark Caching DataFrames in PySpark is a powerful technique to improve query performance. However, there's a subtle difference in how you can cache DataFrames in PySpark. cached_df = orders_df.cache() and orders_df.cache() are two common approaches & they serve different purposes.The choice between these two depends on your specific use case and whether you plan to reuse the cached DataFrame in your code. Let's discuss with the sample example : Consider there is an dataframe named orders_df with 9 partitions Approach 1 : 1. orders_df.select("order_id","order_status").filter("order_id > 10").cache() When the statement1 is executed, the cache will happen by storing only one partition because cache is a lazy operation. 2. orders_df.select("order_id","order_status").filter("order_id > 10").count() Here, in this statement2 it hits the cache() and it will do complete caching as count() operation is performed. 3. orders_df.select("order_id","order_status").filter("order_id > 100").count() Here, in this statement3, it should ideally hit the cache() because we are trying to get the subset of data which already got cached in the statement2 but the statement3 won't hit the cache(). This happens due the "Analyse Logical plan" which is different for both statement2 & statement3 and Analyse Logical Plan is one of the operations in Spark Execution plan. 4. orders_df.select("order_id","order_status").filter("order_id > 100").cache() 5. orders_df.select("order_id","order_status").filter("order_id > 100").count() Now in statement5, it'll hit the cache because the "Analyse Logical plan" is same for both statement4 & statement5 In short, when a dataframe is cached & later any operation is invoked related to the cached dataframe, then, at that point of time, sparks checks for matches in "Analyse Logical Plan" of them before hitting the cache(). Approach 2 : Now, let's check how the storing of cached data frame to a new variable helps : cached_df = orders_df.select("order_id","order_status").filter("order_id > 10").cache() here if we say, cached_df.select("order_id","order_status").filter("order_id > 10").count() cached_df.select("order_id","order_status").filter("order_id > 100").count() Here, in both the cases it'll hit the cache() In the second approach, it's clear that cached_df is the cached DataFrame, and we can easily reuse it without worrying about calling cache() again & again. So this approach promotes code clarity, maintainability, and reduces the risk of errors related to caching. PS~ I teach big data. visit my website lnkd.in/gt_jpCyE to know more about my big data program. The new batch just started on Saturday. #bigdata #dataengineering #apachespark #interview

Happiness is a habit I am developing. Happiness is created, not waited for. #WFS #NewLifeProgram #Statement3 #WomenForSobriety #RecoveryMonth For more info: linktr.ee/wfsinc

หายไปนานขนาดนี้ ขอstatement3ภาษานะคะ @luv_goodstudio @wodknow @YamMoonbeam @lopiinnn @knb15lyn @AllaboutpagentT

Happiness is a habit I am developing. Happiness is created, not waited for. #WFS #NewLifeProgram #Statement3 #WomenForSobriety #WFS2023VirtualConference For more info: linktr.ee/wfsinc

สู้ชีวิตพอๆกับเพื่อไทยลงstatement3รอบก็ก้าวไกลตอบเรื่องม.112ไม่อยู่ในmouนี่แหละ เห็นคนตอบมีมายาทหน่อยไม่ได้ ถามบ่อยเลยนะ #ตั้งรัฐบาล #MOU8พรรคร่วมรัฐบาล

Happiness is a habit I am developing. Happiness is created, not waited for. #WFS #NewLifeProgram #Statement3 #WomenForSobriety #WFS2023VirtualConference For more info: linktr.ee/wfsinc

Happiness is a habit I am developing. Happiness is created, not waited for. #WFS #NewLifeProgram #Statement3 #WomenForSobriety #ProgramBooklet #Kindle For more info: linktr.ee/wfsinc

Los que usan un salto entre cada línea de código son peores aún porque eso el autoformateador no lo suele tocar: def func: statement1 statement2 statement3 Las líneas en blanco son para separar unidades lógicas de código, no para añadir verticalidad sin sentido.

About GST, Turnover of 10 cr doing B2B should do compulsory E invoice from GST portal 2) payments made online to any business A/C would make bill to match bank account statement3) Any business having overdraft facility of 3 cr can't hold multiple current A/c in different banks.

LOTO: <statement1> Chorus: "GONE" LOTO: <statement2> Chorus: "GONE" LOTO: <statement3> Chorus: "GONE" Reminds me of choir practice #PMQs

さすがにいい加減なことはできんのでちゃんとモノカートリッジ装着したった。GradoのStatement3 mono

I use semicolons in short functions or if statements (ones that have 2 line or 3 very small ones) if condition: statement; statement1; statement3 def function(): statement; statement2

Happiness is a habit I am developing. Happiness is created, not waited for. #WFS #NewLifeProgram #Statement3 #WomenForSobriety #ProgramBooklet #Kindle For more info: linktr.ee/wfsinc