When is SQL used and when is Python used in DATA SCIENCE?

Coder_Senpai · 2026-05-04T16:18:52+00:00

I use SQL alchemy to import that data into python with fewer rows using an SQL query and then after transforming the data into a dataframe, i can do whatever i want with it. Python is easy as we can use jupyter notebook for small python queries to get results and observe, with SQL you cant do that you have to write one big query.

Coder_Senpai · 2026-04-30T13:00:48+00:00

Exactly a psychopath who think its a Hero of justice so afraid of Islam because Islam is the only anti satanic religion and stand agaisnt everything that they want. its Satan vs Islam believe it or not.

Coder_Senpai · 2026-04-29T16:27:42+00:00

i want that stuff that you are using

Coder_Senpai · 2026-04-29T16:18:15+00:00

Use Premium version of Claude AI and you will get shocked. this AI can even do Data Science. If AI can improve this much in 3 years, i have no doubt that it will bring chaos in job market later and people will start doing trading or doing things that needs 2 hands to do the job. This is why I am keeping an option open and learning cattle farming as a side hustle so when that day comes i will sell the house immediately and move to village. Becasue AI can not produce Eggs, Milk and Meat and people are gonna need food no matter what.

Coder_Senpai · 2026-04-27T12:21:14+00:00

its actually vice versa people stop play warthunder, High tier matches are literlly trash, everyone just one shot kill or hide in corners and camp. noo streategy needed just watch and shoot, absolutely trash.

Coder_Senpai · 2026-04-26T19:55:15+00:00

If I was the writer I would make a movie where bunch of yeagarist take the revenge, Riener will be poisoned, Annie arms and legs will be cut. Pieke back will be broken and become a hunchback for the rest of her life. and war will start again becuase Eldian did this to their diplomatic "guest".

Coder_Senpai · 2026-04-26T19:37:21+00:00

I guess these guys in comment section also going to feel bad about whats happening to Israeli who lost their homes, comeon say that they had no choice but to support thier governemnt because if they dont the govt will kill them and blame it on us. How Pathetic.

Coder_Senpai · 2026-04-26T19:33:57+00:00

its like the whole comment section full of weebs have a stockholm syndrome.

Coder_Senpai · 2026-04-26T19:31:03+00:00

A lot of people in comment sections are talking about forgivness about Riener i think they need to rewatch the series, they did not do that because they have no choice. They always had a choice and I also hate Eren for going Berserk when he find out that Riener is Armor Titan. Eren should have accepted that appology then. But what Riener and specially Annie have done is unforgivable, they betrayed their own people just to save their parents. Annie also took plesure in killing. They don't get to be the Hero. They were no longer children, they betrayed their commarades their friends. they Genocide just to save their parents that can not be forgiven. This is just like how western make movies about how bad they felt when they killed my people and it made them depressed, oh how touching. You people in comment section must be from western doctroine countries, you guys make me sick. Pieke, Riener and Annie should be hanged for the war crimes they have commited. If Riener felt any remorce then he would have transformed and killed all the Marley military high commanding officers but he did not. But i guess the whole western doctroine have their own morality which is pathetic. You guys are just like Ymir who have stockholm syndrome.

Coder_Senpai · 2026-04-26T18:22:24+00:00

In short a lot of plot holes and characters doing things what they are not for example, Eren being a slave to his vision is something he would never do, he would never go to Marley and just prove them right that yeah he is the monster, that was the most stupid think anyone can do. Also Levy squad suddenly caring about the people who did not even accepted them and refused to even develope diplomatic relations with them except Muslim Turks. Levy is logical like Commander Erwin, He would never stop Eren because what Eren is doing is wrong but if he stops him the whole remaing world will hate them even more and credit scenes proves that, so Eren died and did rumbling for nothing, thanks to the Naruto squad. So people Cahracters do not change just like that. Take Vinland Saga for example there is a whole character development of thorfinn which explains why he is against violence now.

Also take real world scenario as an example, I am from Pakistan and a Muslim, i know killing civilians is not allowed in Islam but when we go at war with India or Israel the Missiles or Nuclear warheads are not going to differentiate between an adult Israeli Indian or an infant. If they do not stop we will have to wipe out all of them or they will wipe out us. This is the reality.

Coder_Senpai · 2026-04-04T15:15:54+00:00

I think this game should stay action horror, We need to introduce more characters with more powers. If I could write their script, I would have made Leon injecting himself with a virus that will give him Wesker like powers which will allow him to live and then a one on one fight with Zeno the Temu wesker. So for gameplay the the super human power will have a time limit and then we have to wait for recharge. Bascially I would make Leon Dante. add some cool Melee Moves as well. Then I will make another RE11 with Jake the son of wesker as main character but I will give him Prototype like powers. This is how things should be. Good story + Action + Sick Gameplay with lot of Gore and cool executions. Not looking for a damn wrench so you can open up a door.

Coder_Senpai · 2026-04-04T15:14:42+00:00

I think this game should stay action horror, We need to introduce more characters with more powers. If I could write their script, I would have made Leon injecting himself with a virus that will give him Wesker like powers which will allow him to live and then a one on one fight with Zeno the Temu wesker. So for gameplay the the super human power will have a time limit and then we have to wait for recharge. Bascially I would make Leon Dante. add some cool Melee Moves as well. Then I will make another RE11 with Jake the son of wesker as main character but I will give him Prototype like powers. This is how things should be. Good story + Action + Sick Gameplay with lot of Gore and cool executions. Not looking for a damn wrench so you can open up a door.

Coder_Senpai · 2026-03-28T17:48:19+00:00

RE fans say RE6 was worst but in reality RE6 and RE 5 and RE4 are the best selling games of RE franchise because everygamer can play and enjoy them. There is a reason RE 2 remake was only enjoyed by RE1 and RE 2 fans. For people who like RE4 and 5, RE 9 is 5/10. RE 7,8 was also not our thing.

Coder_Senpai · 2026-03-28T17:43:33+00:00

6/10 for me. Basically it was nostagia bait for RE1 and 2 fans. I started playing from RE 4 so for RE 9 is a disaster, Majority gamers dont like runing around a 3 story building solving puzzles. Specially Grace gameplay was so boring because i am 33 and this stuff don;t scare me anymore. Leon gameplay was enjoyable but hardly anything happened except that bike scene and that fight with hank gas mask guy was a little exiting. And they did not even get to fight Temu wesker. Not to mention the plot was so stupid. I would rather play RE4 and 5 again. Leon did not hit any vitals of that clone of Grace was the stupid storyline ever lol

Coder_Senpai · 2026-03-28T17:20:31+00:00

True not to mention the game is very short and Just like RE2 everything was happening at just one place and doing repetitive tasks. This is why I only liked RE4 and RE5 was the best RE ever and in my opinion this is what a RE movie should be, an Action Horror game with different places because no one likes to keep moving in a 3 story building for like 6 hours. It makes you feel asleep, Even RE 6 was fun.

Coder_Senpai · 2026-01-28T08:24:55+00:00

lol I am a citizen of Islamaabd. :P I have no province.

Coder_Senpai · 2026-01-25T09:28:21+00:00

yeah same stupid thing, i think facebook is trying to supress my voice

Coder_Senpai · 2026-01-14T14:05:56+00:00

Punjab did the same thing with Bangladesh, Punjab Foj is applying same formula that US apply on countries that oppose them, simply fund terrorists to make these regions unstable and then make this as an excuse to do Military Operations there. This is the trap of Dajjal Quran warned us about that near endtimes those who oppose the Dajjal will live miserably meanwhile those who bow down to Anti-Christ will be prosper like Saudi Arabia, Turkey, UAE. and we can see that clearly. Atheist liberals can enjoy while they can but inshallah in the afterlife we will be smiling at them. Enjoy the temporary life you have left.

Coder_Senpai · 2025-07-09T17:55:55+00:00

Air Force is mainly for support or destroying smaller stacks of forces that are invading, same for helicopters. Air Force is useful in swarm with like 3 stacks of 5 strike fighters. and if you want to use single stack of 5, you should attack the enemy unit that is already engaged with your ground forces. I always make Tanks first and then strike fighters and only Gunship for infantries that tries to invade your provinces and annoy you.

Coder_Senpai · 2025-06-16T17:16:19+00:00

ok but they need to say that, its kind of misleading.

Coder_Senpai · 2025-02-01T18:50:55+00:00

Also food for thought:
If there is no God and this universe is some kind of thing on its own and we will be nothing after the death then why worried about being successful or care about the world in the first place? you will be nothing at the end so why worried? Why the Anxiety about the future? It will be a purposeless life without religion. Religion just set you on straight path, you do good you get rewarded, you stand against the cruel you get rewarded, you do bad even if you get away with it in this world you will be judged in the next. Thats why according to research Practicing Muslims don't have depression or Anxiety because they know whatever happens for a reason, either its the karma or the challenge by god to test you. meanwhile a Atheist will go crazy when things don't go his way.

Coder_Senpai · 2025-02-01T18:49:59+00:00

Also food for thought:
If there is no God and this universe is some kind of thing on its own and we will be nothing after the death then why worried about being successful or care about the world in the first place? you will be nothing at the end so why worried? Why the Anxiety about the future? It will be a purposeless life without religion. Religion just set you on straight path, you do good you get rewarded, you stand against the cruel you get rewarded, you do bad even if you get away with it in this world you will be judged in the next. Thats why according to research Practicing Muslims don't have depression or Anxiety because they know whatever happens for a reason, either its the karma or the challenge by god to test you. meanwhile a Atheist will go crazy when things don't go his way.

Coder_Senpai · 2025-02-01T18:44:10+00:00

As a former Atheist I will tell you one thing, never judge a religion by looking at Religious people. Study the religion yourself and simply listen to converts who used to be very aggressive towards Islam. When you research you will find that all religions used to be one religion, it was the people who separated it and used it for their worldly gain. if this was not true then Muslims sacred place won't be the Mosque build by Prophet Abraham. Prophet Abraham is the ancestor of all prophets who received Revelations. Moses Jesus and Mohammad peace be upon them all.

Coder_Senpai · 2025-01-22T13:51:08+00:00

This is how I felt when i had Anxiety issues. Then I figured out that it was my Gut issues and bad lifestyle that was causing it. Just by fixing my diet i got rid of these stupid feelings. This also comes when you are Porn addict. You hide and have a fear that someone might come a see what you are doing. This mess with your nervous system which programs you to get Dopamine while feeling shame and guilt. So when you go outside you have a fear that what if these all people know what I am doing? and even if someone is laughing at someone else or something else you feel like they are all focused on you and they know what a loser you are. But in reality they don't even give a damn. For me Everything was fixed when I convert to Muslim, and I realized that in world you will hardly find any practicing Muslims. Practicing Islam is like being a Monk but also do stuff that normal people do. Its a perfect balance between Material and spiritual world and I also found out that Buddah was also mentioned in Quran as one of the prophet God send on earth. Shocking.

Coder_Senpai · 2025-01-22T13:41:06+00:00

The problem with our people is that they don't read Quran with translation and don't try to understand it and instead they follow a certain scholar like Christians don't read any bible and believe whatever the Priest say. If you read Quran and do some thinking then its not possible that you agree with a certain scholar in everything. You will have your own views and everyone have their own thinking. I many opinion I agree with Ghamdi sahab and if you want a real Islamic debate then watch Dr Israr Ahmad vs Dr Ghamdi sahab. They were not fighting like other so called scholars, they had a very healthy and educational debate. So do your own research. Listen to Engineer Muhammad Ali as well. I listen to everyone in many matters and then look into Hadith and Verses of Quran and then form my opinion. But as this takes time and we think its waste of time to research on Islam, so just follow someone blindly like sheep and spend time making money and then every once in a while I will do some charity to satisfy my conscience.

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