கடுவன்

Long 🧵 என் ஊர் Senthamangalam (AC-093) 2026 சட்டசபை தேர்தல் முடிவுகள் பார்த்து shock ! TVK வெறும் 2,655 votes-ல ஜெயிச்சிருக்கு. ஆனா எப்படி? ஏன்? யார் யாருக்கு ஓட்டு போட்டாங்க? Form-20 booth-level data எடுத்து analyse பண்ணினேன். கதை வேற மாதிரி இருக்கு. @DMKITwing @arivalayam 1/n

@Socail__Media @sudersank Sure I understand. I too had such doubts so have started working on it already. Dashboard is almost done. I will personally tag you once done. It’s quite interesting by the way I mean the results.

@_kaduvan @sudersank Rural la DMK strong ah iruku bro recent Scheme la. But yaru you tube shorts lam pathangaalo avangalam tvk ku vote potu irukanga neriya Peru.. my mother watching YT bro voting tvk but my mil Don't know youtube but she voted DMK before that she is pakka pmk bro. rasipuram mil home

leveraging data and tech to provide such insights .. great bro @_kaduvan

@Socail__Media @sudersank Thanks bro. But Rasipuram is under Senthamangalam only. Doing individually for Rasipuram is not worth the effort I guess. But let me check and create a dashboard.

@_kaduvan @sudersank Really 🔥🔥 Bro Rasipuram apdiye podlame 😅

@ManikandanQA Interesting. Will definitely take it up and keep you posted. But Kolathur is kinda in my thought for long so will finish this and then take it up.

எங்க ஊர், வெறும் 680 வாக்குகளில் தோற்றது! 171 கும்பகோணம்

@gorky1964 @VengatKumar7 @DMKITwing @arivalayam Honestly I have no idea on manipulation or post manipulation. Besides the only data we can get is form-20. Do we even have any other source? I will preparing a dashboard and post in github. Will post asap.

@_kaduvan @VengatKumar7 @DMKITwing @arivalayam Can you repost it in layman terms. ...and also you are interpreting data post evm manipulation. Can you prove there was no manipulation.

Long 🧵 என் ஊர் Senthamangalam (AC-093) 2026 சட்டசபை தேர்தல் முடிவுகள் பார்த்து shock ! TVK வெறும் 2,655 votes-ல ஜெயிச்சிருக்கு. ஆனா எப்படி? ஏன்? யார் யாருக்கு ஓட்டு போட்டாங்க? Form-20 booth-level data எடுத்து analyse பண்ணினேன். கதை வேற மாதிரி இருக்கு. @DMKITwing @arivalayam 1/n

@NChozhan @NamChin_Name Perfect. All the best man. Share us the findings. And unless you need actual voter data I think rest pdf are normal readable and parseable. Of course depends on the type of analysis you want to do. Form 20 is normal table only.

@_kaduvan @NamChin_Name Data is the main problem for me too. I approached local people to get the data. Mostly in scanned pdf. I downloaded some of the data from ECI and Kaggle. Kaggle has previous elections data anyway. Let me try to get my constituency form 20

என் பார்வை: 1) இளம் வாக்காளர்கள் மாற்றம் வேண்டும் என வாக்களித்துள்ளனர். இது வழக்கமாக நடப்பதுதான். 2) பறையர்கள் தவெகவை தங்கள் சாதிக்கட்சியாக பார்க்கின்றனர். இது எப்படி கட்டமைக்கப்பட்டு கடத்தப்பட்டது என்பது ஆய்வு செய்யபட வேண்டியது. 3) கிருத்துவர்கள் (கன்னியாகுமரி நீங்கலாக)

@NChozhan @NamChin_Name I wish if it’s that easy dude. Data collection and cleaning is entirely manual. You have to refer multiple datasets. Form -20 then booth list and do the mapping. It took me 2 days 🤓 And, for charts I used Claude. For that any normal prompt is ok if you give data.

@_kaduvan @NamChin_Name Bro, if you used Claude or any Gen AI share the prompt if you wish. Also, where can I get all the data in a single file?

@gorky1964 @VengatKumar7 @DMKITwing @arivalayam We can do best only with what we have and what we know. We can speculate it to be it’s Pegasus or anything else. But without proofs we can’t complain. Even in this analysis I have considered manipulation as one hypothesis and it doesn’t seem to hold. Of course, we never know.

@_kaduvan @VengatKumar7 @DMKITwing @arivalayam Most of us believe that it is s democratic verdict and peoples mandate. You analyse data with this presumption. From 0 to 108 is a big victory. Did people celebrate it anywhere ? Pls understand that we live in a " Pegasus " era. 2026 is a big fraud committed on the people of tn

@kailashganesh @DMKITwing @arivalayam @dmk_youthwing @ptrmadurai @mkstalin In my area NTK loss was diverted to TVK almost 98%. Also the general thing that DMK lost more to TVK was debunked. More importantly no TVK wave. 🤓 We need to do deep dives individually to know exactly why.

@_kaduvan @DMKITwing @arivalayam @dmk_youthwing @ptrmadurai @mkstalin Every1 assumed TVK range is within 10,if v give publicity then it ll increase. wo official advt from party n failure to expose TVK Cand., votes went automatically to TVK thru SM Manipulation.Till now TVK guy who won with 60k+ in Maduravoyal dint visited constituency pre/post poll

@kailashganesh @DMKITwing @arivalayam @dmk_youthwing @ptrmadurai @mkstalin Yes. I initially thought this. But then running 300 scanned pages of 1000 voters each would be anything but impossible without llm just for my constituency alone. And it’s super expensive as well in vps. But on the other side, i doubt if v get anything remarking discovered.

@_kaduvan @DMKITwing @arivalayam @dmk_youthwing @ptrmadurai @mkstalin Excellent Analysis , at the same time we focus on 18-29 alone we need to factor in 29-39 category which was influenced by kids and most of this category has kids btw 5-15 years who are fans and also easy symbol helped TVK to reach wider audience

@kailashganesh @DMKITwing @arivalayam It’s available in eci website itself. Of course we need to do a lot of data mapping in the background. 👍

@_kaduvan @DMKITwing @arivalayam Is form 20 Available anywhere or do we need to check with Party ?

@cuckoos_nest8 @DMKITwing @arivalayam Thanks dude.

@_kaduvan @DMKITwing @arivalayam Good analysis 👍

@Moviepatti No. Avoid avoid avoid. Unless you have kids pampering to take them out never go. Shabba mudiyala.

#கருப்பு எப்படி இருக்கு? படம் பார்க்காதவங்களும் பதில் சொல்லிட்டு போங்க

His only job is to see every citizen as deserving of dignity and a fair hearing. That's the deal. That's the whole point of his chair. He made it in life, but many haven't. They're searching for jobs. Many of them hold law degrees. They are unemployed not because they lack, they're jobless because there are not enough jobs. Calling them cockroaches and parasites is not a slip of tongue. It comes from a mentality of deep contempt for those who have been left behind. Those words to describe another human being cannot come out as a casual utterance. One has to really believe in such abominable discrimination to publicly announce who deserves to live in drains. This is not a lack of sobriety. This is a verdict given after much consideration. Forcing every sane mind to make a judgment about this man's intent.

@muthuraj_67 Thanks. 🙏 Sometimes all we need is answer and this helped to calm me down a bit.

சிறப்பு 🖤

We already have PM who doesn't sleep. Now we also have CM who doesn't eat. #Blessed

@paakittadnya @pasumai And yet. Indians travel and die like cockroaches daily in the trains. No use having 100% electrification if people can’t get a dignified travel. Wake up to reality instead of basking under illusion.

India has almost 100% Electrification for Railways and it also has the lowest fare per km in the top 10 economies. We Indians take a lot of things for granted and are a thankless people. All the other countries listed revise rail fares unlike us. Yet we complain the most.

@VengatKumar7 @DMKITwing @arivalayam No that’s not possible. Honestly, Data won’t lie. If it had been EVM manipulation then such correlation wouldn’t be possible. Guess after all it’s the people s mandate. We have to accept the fact and try to make it up next time.

@_kaduvan @DMKITwing @arivalayam இதையெல்லாம் பாத்தா ஜனநாயகத்துக்கு மேல நம்பிக்கை இல்லாம போச்சு EVM வச்சு என்ன வேணா பண்ணலாம் யாரு வேணா ஆட்சியில் இருந்து கவுக்கலாம் அப்படிங்கற மாதிரி இருக்கு இதுக்கு என்னதான் பண்றதுன்னு தெரியல..

@tjshanmugam @DMKITwing @arivalayam Yes. And now that’s established via data analysis. I’m intending to do a similar one for Kolathur. Need to understand why such a thing could even happen. Let’s see.

@_kaduvan @DMKITwing @arivalayam Poor candidate selection costs 10 MLAs for DMK at least. Example Thanjavur.