Wednesday, October 5, 2022

Is Sanskrit really the Best Language for Artificial Intelligence and Coding?

 Hello friends, welcome again to this new episode of Hyper Quest. Whatever I have chosen the topic today, again it is an exciting topic and it is going to be very informative. Today we will talk about the fantastic knowledge hidden in Sanskrit grammar. Since this has spread on the internet, "NASA has claimed that Sanskrit is a very suitable language for artificial intelligence". Many brothers spread this, some brothers are Skeptical they don't know whether this is true or not. That's why they requested me to make a detailed video, so I made this video. The video might be too long because I have tried to cover a single detail. Maybe this video will be of 40-50 minutes. 

So I have broken this episode into two parts again. In the first part, we will try to know whether NASA has said something like this. If it has been said then what's the evidence? which research paper is it? What is given inside that? And in the second part, we will do a practical on Sanskrit. I will provide practical knowledge, and show you by doing practical so that you understand whether Sanskrit can become a coding language or not. 

If you are new to the channel, then subscribe to the channel, now without any further delay. Let's start the video. [Music] it is true that in 1985 a scientist from NASA brought out a research paper named "Knowledge Representation in Sanskrit and Artificial Intelligence", his name was "Rick Briggs" I have read this research paper thoroughly. In this part, I will tell you all the things which he has told in that paper with all the examples and evidence. But before that, there is a misunderstanding. 

We will clear it. The misconception is that when we speak any language whether it is Sanskrit, English, Hindi, Urdu, Punjabi, or Marathi when we say that it can become a good artificial intelligence language then it doesn't mean that, the language of the computer that we hear C++, C#, Java or Python we will replace it. What happens? The computer understands only one language, we all know Binary Language 0 or 1. Now 0 and 1 are nothing, these are the states of hardware such as if a semiconductor chip in it is a transistor, then its 'ON' situation is called 1, or the 'OFF' situation is called 0. Now we can go ahead with it. As in Voltage, we can call +5, -5 as 1. If voltage is zero then it is called 0. The computer only understands 0 and 1. On this, a whole Binary Language was developed. How were these developed? Different combinations of these transistors were made and different types of operations have been developed it has become a language from 0 and 1, so computers only understand 0 and 1. This is called "Low-Level Language". 

Early coders used to do coding in this language and used to write programs but slowly with development and technological advancement came, they started doing layering. So that the coming coder would not have to go directly into that difficult language rather light language means "high-level language" for example, the languages are created C, C++, and Java languages are layered. They have a layer of interpretation means it should be easy, the interface becomes easy, and writing coding becomes easy. In this, whether the language is English, Punjabi, or Spanish all depends on the developer. There is no important role of language in it. Because if you see in coding there are hardly 100-150 words if you pick any language like 'For' and 'duve wa lupe' all these words or keywords, whatever is it. 

Understand like in maths there are X, Y, Z and A, B, C you can assume क, ख, ग from them you can solve math. There is no such role of language, you can remove this misconception that it is said by removing C++ Sanskrit will come. It hasn't been said that. The thing that has been talked about in the research paper is 'interface'. The program that is being developed can be done in any language, means in computer language. Be it any language in the world, unless you convert it to the format of 0 and 1, the computer is not going to understand it. 

That's why it has been talked about the interface, the interface between human and computer will be created. When the computer understands completely human things, then there is a need for Sanskrit. There is no need for Sanskrit in basic and low-level coding. It is needed in Interface development. And what happened is that only Sanskrit is being spoken no other languages are spoken like Hindi, English, Spanish, Portuguese, or neither African language. Now we will understand this, In the 21st Century whatever languages we speak all over the world, they have not remained pure. 

We have become connected globally that one language that has stolen many things from another language. Like if I speak Hindi, I will find Urdu, and English in it. So what happens after so much adulteration, the computer does not understand it. To get rid of it, the scientist needed a pure language, so they went back in time. The further back you go, the less the languages will become. When you go far back in time, there will be very few, five, or six languages left. Like Sanskrit, Greek and Latin are left. there was very little chance of adulteration because there were very few people. Now, from Sanskrit, Greek, and Latin why Sanskrit got so much attention? Because let me explain one important thing to you. Today there are so many languages. 

If I speak Hindi, I don't know English and I want to learn English, then I will find a Hindi-speaking person who knows English. I will go to him, he knows Hindi, I can understand him and he will teach me English. But if I want to learn English and I go to a person who doesn't know Hindi only English is known to him. Neither he will understand my Hindi, nor I will understand his English. And he will not be able to teach me. That's why at that time, today it has become so easy but at that time there were only 3-4 languages. If a greek man has come to India and wants to learn Sanskrit then he needs a saint or sage who knows Greek only then he will make him understood. 

Or he comes to Greek in his childhood then living there he will be able to understand Sanskrit. That's why it was very difficult to learn a new language. To make grammar for a new language means to teach Hindi and if we speak Hindi then how will we teach it? So on this Scholar Panini did very groundbreaking work in Sanskrit that how to teach Sanskrit Grammar. Now you have to teach Sanskrit and only Sanskrit we know. How will you do it, Panini wrote the 'Ashtadhyayi' text means his book in 4,000 Sutras taught how to teach Sanskrit, and how Sanskrit expand. He has written a book, and after reading you can make complete Sanskrit. It condensed into 4,000 Sutras. How did he do that? When scientists and our linguistic experts saw it, they found there is a 'Meta language' in it. What's the 'Meta language'? 

For example, the real language is Sanskrit which has to be taught to teach that Meta language has been created. Panini has developed it. The Meta language has come out from this real language. You can see how wonderful it is. There is a Meta language that has to be taught to real language, and this Meta language itself has come out of this language. 

It was such a great example and coders liked it very much. The coders who are watching this video will know the concept of "Recursion", in which functions call itself, a loop keeps going. Panini's ‘Ashtadhyayi is very much understood by scientists and linguistic experts that it is a great system and when he did further research on this, he also came to know that when there are 4000 Sutras and from that, the whole Sanskrit comes out, which means it has a great structure. This is not a dictionary-based language, from where the word has come do not know, then go see the dictionary, it is not like this. There is a rule for the words that are being formed in it. It got absorbed in 4000 Sutras. 

It means its highly structured language and that's why ‘Ashtadhyayi' can be considered the greatest achievement of human beings written by Scholar Panini. Therefore it is seen as a great achievement towards the algorithmic process of the first human. Then more research started in Sanskrit, and different types of things came out from Sanskrit. It has been seen in Sanskrit that coding languages, such as C++, Python, and Java their structure has been found in Sanskrit. Now I will do a practical of it, which I have told you to do in the next part. But the coders who know, what is object-oriented programming, classes, functions, duve wa lupe, primitive data types, and keywords they will understand what I'm going to tell. I will compare that to this which is our computer coding language, which all these words. What are these things in Sanskrit grammar. Then like I told you, the next part is going to come in that we will see examples also. Like in this we can say keywords such as 'Sangya', and Operator in a language called 'Pratyay', and functions are called 'Vidhi' in Sanskrit. 

Then We have the Primitive data type which is called 'Pratyahara' then there is a fundamental alphabet it has been told from the '14 Maheshwar Sutras' means you will get almost everything. Like in your derived class in which overriding of inherited methods are done here you can compare from a process 'Utsargaapravaad'. Almost a highly structured computer language like Sanskrit matched. That's why the scientists found this amazing, these are the same formula. With the limited structure, you have and from it millions of words are being created from it. An Algorithm process we get, that's why scientists started saying that when we already have such a language in our human history, then why are we wasting so much time on an interface and investing money in it? That's why then 'Rick Briggs' wrote this paper and now we will understand what he has given in this paper, and that he tells about Sanskrit with examples. So let's start. In these examples, Sanskrit and English were compared in this. 

You can take any language apart from English, there is no such thing as English but in the paper 'Rick Briggs' has taken English and compared Sanskrit and told all the things. The first thing that has been told is that there is no meaning of order in Sanskrit, no order is needed. Like what happens in English first, the subject will come then the helping verb will come then the object comes, then an order is created and things go wrong. What happens, let's take an example if you say in Hindi that 'Ram jayega'. So what will say in English that 'Ram will go' and if the order is changed to 'will Ram go' then everything will get ruined, means then meaning will change. 

What happened in Sanskrit 'Ram Gachhashyati' now in this if you do 'Gachhashyati Ram' the meaning will not change. The computer will understand that even if the word has changed, its meaning will remain the same. He understood that 'Ram will go'. This is the first very important thing in Sanskrit so the Scholars of Sanskrit do not pay much attention to the syntax, if you read Shloka, Ramayana, Mahabharata, and Vedas, there is nothing like that in it that word comes first or later the meaning will change. Because every word kept a suffix for itself. That's why he gave another example that every word handles more meaning. Like if we take a sentence in Hindi 'Ladke padhyengey' what happens in English 'Boys will read' and in Sanskrit 'Balkaah Pathishyanti'. 

Now 'Pathishyanti' is a word that handles 3-4 things by itself. If you see 'Pathishyanti' it will tell that first, its plural means 'boys' whether there is a subject or not it tells that there will be boys or whoever is the doer is more than one because in it "anti" is coming. Now in this "ashya" is coming means it will be in the future. It is all included in 'Pathishyanti' itself. It told that subject would be plural and it is in the future and by "path" it means 'to read'. The computer hasn't worried about it and in 'Pathishyanti' he is getting three types of information. And what's happening in English we have to apply 'will' and by will understand that it is in the future. And for 'read' we are taking separate verbs and in 'boy' we are adding 's' then there we know it is in the plural. In English, we have to do three different things. And in Sanskrit, you say 'Pathishyanti', and work is done. 

Third, a very important example in which he took the sentence 'John gave the ball to mary' in his research paper, and explain that understanding this sentence is very glitchy. We humans can understand because when sentences are told to us we imagine them. That John will be there, John will have the ball, marry will be there. Then he is holding the ball with his hand, the ball would have moved, and the hand would have moved. After that mary caught the ball, then the ball comes into mary's hand. There are lots of auxiliary actions in it, the main action is giving. But the computer will not be able to understand much from giving and if artificial intelligence has to give feedback on it, then what can it give? He doesn't have too many things so he can't be able to give. Everything is known to humans, as he spoke 'he gave the ball' he understood that the ball will be in his hand, which means he has held the ball. 

His hand must have moved forward, there are mechanics after that mary caught the ball. We are humans we can understand, that's why scientists are facing a problem. The solution was done by the sages. The sages told us that there is "kaarak" in any sentence. And there are seven types of "kaarak", out of which six are the main 'kaarak'. For example, if you have studied Sanskrit, then you would know that 'Karta' - Ne, 'Karm' - Ko, 'Karan' - Se (Ke dwara), 'Sampradan'- Ke liye, 'Apadan' - Se (Alag hone ke liye), then 'Sambandh' comes. These information should be received from a sentence to the computers if it has to understand things well. Now let's see, how from this sentence after applying 'kaarak' we can explain to the computer, and how we can provide extra information which is not there in sentences. For example 'Karta - Ne' Kart means doer, in that john is the doer, he is giving the ball. 'Karm' is the ball, the ball is being given, and it is an object. 'Karan- Se dwara' means why it is being given, out of friendship, it is given. The computer got extra Information that there is something in john and mary due to which he is giving the ball. Then comes 'Sampradan ke liye' means to whom it is giving, for mary. Then comes 'Apadan' means by which it's separating, from where the ball is separating, from the hand. If the computer will go to 'kaarak', the sentence has been given. The computer that has gotten information from the sentence. 

But if it goes from 'kaarak' then it will get extra information. And these things are not understood by scientists, linguistic experts, and coders that how much information the computer needs. Because if you see much information will come out if we can imagine then we will think that both the people can be anywhere in the field, in the stadium, or at their home, then how much information a computer needed. The sages made it easy by telling 'kaarak'. This thing has also been told in a research paper that if the computer understands 'kaarak' then we may get a lot of information. Now the last example is that In English, there is the word 'noun' from that, you can make a verb, adjective, or adverb. For example, there is the word 'beauty' is a noun. Now we have to make a verb then it 'beautify'. Beautify is a verb, an action, then if you did it 'beautifully' it will be an adverb. How it's working? Beautifully, and if we want to make an adjective we will say 'Beautiful'. 

In English nouns can take three types of other forms, but in Sanskrit, they can take seven types of forms. Like the inflections, I told you, these forms get increased. That's why it become easier for the computer, and these inflections cover many things. Because of the compact language of Sanskrit, that's why it has been told in the research paper that if you use it in the interface, then the difficulties of the computer will be reduced because its structure is like this. I hope that you must have understood the things, I have told in this video. There are many things that you may not have understood, but when we do practical in the next part which is going to come, you will understand every single thing that I will tell you about sutras from Panini's Ashtadhyayi and using those sutras we will make different types of grammar rules. And from that grammar, we will try to make new words. It will be fun in the next part. If you liked the video, then definitely share it with your friends and your family. Subscribe to the channel, support us, 377 00:16:04,000 --> 00:16:06,000 and will keep bringing more such videos. With that, here I stop. See you soon in the next part of this episode till then, Jai Shri Ram.

Sunday, July 26, 2020

The slogans of the most important institutions in India are in Sanskrit - भारतातील अती महत्वाच्या संस्थांची घोषवाक्ये संस्कृत मधील आहेत

भारतातील अती  महत्वाच्या संस्थांची  घोषवाक्ये संस्कृत मधील आहेत. आवश्य  वाचा.  अशी  माहीती  कोठे  वाचावयास  मिळणार  नाही.

●भारत सरकार👉 सत्यमेव जयते
●लोक सभा👉 धर्मचक्र प्रवर्तनाय
●उच्चतम न्यायालय👉 यतो धर्मस्ततो जयः
●आल इंडिया रेडियो👉 सर्वजन हिताय सर्वजनसुखाय
●दूरदर्शन👉 सत्यं शिवं सुन्दरम्
●गोवा राज्य👉 सर्वे भद्राणि पश्यन्तु, मा कश्चिद् दुःखभाग्भवेत्।
●भारतीय जीवन बीमा निगम👉 योगक्षेमं वहाम्यहम्
●डाक तार विभाग👉 अहर्निशं सेवामहे
●श्रम मंत्रालय👉 श्रम एव जयते
●भारतीय सांख्यिकी संस्थान👉 भिन्नेष्वेकस्य दर्शनम्
●थल सेना👉 सेवा अस्माकं धर्मः
●वायु सेना👉 नभःस्पृशं दीप्तम्
●जल सेना👉 शं नो वरुणः
●मुंबई पुलिस👉 सद्रक्षणाय खलनिग्रहणाय
●हिंदी अकादमी👉 अहं राष्ट्री संगमनी वसूनाम्
●भारतीय राष्ट्रीय विज्ञानं अकादमी👉 हव्याभिर्भगः सवितुर्वरेण्यम्
●भारतीय प्रशासनिक सेवा अकादमी👉 योगः कर्मसु कौशलम्
●विश्वविद्यालय अनुदान आयोग👉 ज्ञान-विज्ञानं विमुक्तये
●नेशनल कौंसिल फॉर टीचर एजुकेशन👉 गुरुर्गुरुतमो धाम
●गुरुकुल काङ्गडी विश्वविद्यालय👉 ब्रह्मचर्येण तपसा देवा मृत्युमपाघ्नत
●इन्द्रप्रस्थ विश्वविद्यालय👉 ज्योतिर्व्रणीत तमसो विज्ञानन
●काशी हिन्दू विश्वविद्यालय:👉 विद्ययाऽमृतमश्नुते
●आन्ध्र विश्वविद्यालय👉 तेजस्विनावधीतमस्तु
●बंगाल अभियांत्रिकी एवं विज्ञान विश्वविद्यालय,
शिवपुर👉 उत्तिष्ठत जाग्रत प्राप्य वरान् निबोधत
●गुजरात राष्ट्रीय विधि विश्वविद्यालय👉 आनो भद्राः क्रतवो यन्तु विश्वतः
●संपूणानंद संस्कृत विश्वविद्यालय👉 श्रुतं मे गोपाय
●श्री वैंकटेश्वर विश्वविद्यालय👉 ज्ञानं सम्यग् वेक्षणम्
●कालीकट विश्वविद्यालय👉 निर्भय कर्मणा श्री
●दिल्ली विश्वविद्यालय👉 निष्ठा धृति: सत्यम्
●केरल विश्वविद्यालय👉 कर्मणि व्यज्यते प्रज्ञा
●राजस्थान विश्वविद्यालय👉 धर्मो विश्वस्य जगतः प्रतिष्ठा
●पश्चिम बंगाल राष्ट्रीय न्यायिक विज्ञान विश्वविद्यालय👉
युक्तिहीने विचारे तु धर्महानि: प्रजायते
●वनस्थली विद्यापीठ👉 सा विद्या या विमुक्तये।
●राष्ट्रीय शैक्षिक अनुसंधान और प्रशिक्षण परिषद्👉
विद्याsमृतमश्नुते।
●केन्द्रीय विद्यालय👉 तत् त्वं पूषन् अपावृणु
●केन्द्रीय माध्यमिक शिक्षा बोर्ड👉 असतो मा सद्गमय
प्रौद्योगिकी महाविद्यालय, त्रिवेन्द्रम👉 कर्मज्यायो हि अकर्मण:
●देवी अहिल्या विश्वविद्यालय, इन्दौर👉 धियो यो नः प्रचोदयात्
●गोविंद बल्लभ पंत अभियांत्रिकी महाविद्यालय, पौड़ी👉 तमसो मा ज्योतिर्गमय
●मदनमोहन मालवीय अभियांत्रिकी महाविद्यालय गोरखपुर👉 योगः कर्मसु कौशलम्
●भारतीय प्रशासनिक कर्मचारी महाविद्यालय, हैदराबाद👉 संगच्छध्वं संवदध्वम्
●इंडिया विश्वविद्यालय का राष्ट्रीय विधि विद्यालय👉 धर्मो रक्षति रक्षितः
●संत स्टीफन महाविद्यालय, दिल्ली👉 सत्यमेव विजयते नानृतम्
●अखिल भारतीय आयुर्विज्ञान संस्थान👉 शरीरमाद्यं खलुधर्मसाधनम्
●विश्वेश्वरैया राष्ट्रीय प्रौद्योगिकी संस्थान, नागपुर👉 योग: कर्मसु कौशलम्
●मोतीलाल नेहरू राष्ट्रीय प्रौद्योगिकी संस्थान,इलाहाबाद👉 सिद्धिर्भवति कर्मजा
●बिरला प्रौद्योगिकी एवं विज्ञान संस्थान, पिलानी👉 ज्ञानं परमं बलम्
●भारतीय प्रौद्योगिकी संस्थान खड़गपुर👉 योगः कर्मसुकौशलम्
●भारतीय प्रौद्योगिकी संस्थान मुंबई👉 ज्ञानं परमं ध्येयम्
●भारतीय प्रौद्योगिकी संस्थान कानपुर👉 तमसो मा ज्योतिर्गमय
●भारतीय प्रौद्योगिकी संस्थान चेन्नई👉 सिद्धिर्भवति कर्मजा
●भारतीय प्रौद्योगिकी संस्थान रुड़की👉 श्रमं विना नकिमपि साध्यम्
●भारतीय प्रबंधन संस्थान अहमदाबाद👉 विद्या विनियोगाद्विकास:
●भारतीय प्रबंधन संस्थान बंगलौर👉 तेजस्वि नावधीतमस्तु
●भारतीय प्रबंधन संस्थान कोझीकोड👉 योगः कर्मसु कौशलम्
●सेना ई एम ई कोर👉 कर्मह हि धर्मह
●सेना राजपूताना राजफल👉 वीर भोग्या वसुन्धरा
●सेना मेडिकल कोर👉 सर्वे संतु निरामया ..
●सेना शिक्षा कोर👉 विद्यैव बलम्
●सेना एयर डिफेन्स👉 आकाशेय शत्रुन् जहि
●सेना ग्रेनेडियर रेजिमेन्ट.👉 सर्वदा शक्तिशालिम्
●सेना राजपूत बटालियन👉 सर्वत्र विजये
●सेना डोगरा रेजिमेन्ट👉 कर्तव्यम् अन्वात्मा
●सेना गढवाल रायफल👉 युद्धया कृत निश्चयः
●सेना कुमायू रेजिमेन्ट👉 पराक्रमो विजयते
●सेना महार रेजिमेन्ट👉 यश सिद्धि?
●सेना जम्मू काश्मीर रायफल👉 प्रस्थ रणवीरता?
●सेना कश्मीर लाइट इंफैन्ट्री👉 बलिदानं वीर-लक्ष्यम्?
●सेना इंजीनियर रेजिमेन्ट👉 सर्वत्र
●भारतीय तट रक्षक-वयम् रक्षामः
●सैन्य विद्यालय👉 युद्धं प्रगायय?
●सैन्य अनुसंधान केंद्र👉 बलस्य मूलं विज्ञानम्
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Sunday, September 8, 2019

Ancient DNA from India’s Rakhigarhi archaeological site is telling volumes about the destiny of the mysterious Indus Valley Civilization.

Ancient DNA from India’s Rakhigarhi archaeological site is telling volumes about the destiny of the mysterious Indus Valley Civilization.

Around 3000 BC, Neolithic hunters in northern Scotland began settling into new sedentary lifestyles and erected vast stone circles and burial chambers, while in Egypt at this time the first pyramids were built. Meanwhile, the Harappans of South Asia, better known as the Indus Valley Civilization , erected massive brick housing complexes connected with extensive canal systems , yet hardly anything was known of the actual people, until now.

At its peak the civilization covered northwestern India and parts of eastern Pakistan and besides ancient Egypt and Mesopotamia it was one of the world’s first urban agricultural societies with five cities holding a population of between 1 million and 5 million. The series of collapses of ancient Egyptian dynasties is relatively well known, but the causes of the fall of the Harappan civilization around 1700 BC are much less understood, and that’s why this new genome research of an ancient Harappan is making the headlines.

Hot Climates Scorch Scientists Efforts
The team of researchers, led by geneticist David Reich from Harvard University and archaeologist Vasant Shinde at Deccan College in Pune, India, published their new study on Cell, based on studies at the Indus site known as Rakhigarhi, about 93 miles (150 kilometers) northwest of modern-day Delhi. “More than 60 skeletal pieces, including numerous petrous bones” were tested before the scientists successfully found and extracted a sample of ancient DNA, according to the scientists report.


Rakhigarhi archaeological site, India. (Homeric Origins / YouTube)

Rakhigarhi archaeological site, India. (Homeric Origins / YouTube)

An article in Science Mag explains that the region’s hot climate quickly degrades genetic material and while hundreds of skeletons have been unearthed in the Indus Valley this is the first one to hold valuable DNA, which the report says was sequenced more than 100 times to piece together what was called a “relatively complete genome”. Reich said, “There’s no doubt this is the most intensive effort we’ve ever made to get ancient DNA from a single sample.” While the findings say little about ‘why’ the society collapsed a new story is revealed about its continuing genetic legacy in modern Indians.

5,000-Year-Old Harappan Migrants
The DNA was sampled from an individual that was most likely female, who was found buried among dozens of ceramic bowls and vases dated to between 2800 and 2300 BC. Her genome closely matched DNA samples from 11 other individuals who had been found in Iran and Turkmenistan, with whom the Harrapans traded. Because the 11 individuals had ”little in common genetically with others buried in their regions,” Reich and researchers concluded that they were most likely Harappan migrants .


The Helpful Harappan Explains How Ancient Indus Valley Technology Could Solve Many of Today’s Problems
Archaeologists may have located ancient port dating back 4,500 years in Goa
Ancient City of Mohenjo Daro Has Survived 5 Millennia but May Disappear in 2 Decades
The Bronze Age spread of Yamnaya Steppe pastoralist ancestry into two subcontinents—Europe and South Asia. (Science / Fair Use)

The Bronze Age spread of Yamnaya Steppe pastoralist ancestry into two subcontinents—Europe and South Asia. (Science / Fair Use )

The researchers next compared these genetic signatures against DNA from ancient Eurasians as well as modern populations and the researchers made an ‘Indus family tree’ which reveals in its bowers that “genetic stock from the ancient Harrapan civilization can be found in most of today’s Indian population ”, according to the report in  Cell.

Ancient Origins of Harappans Rewritten
What’s more, the paper also says that modern people from north India have “the genetic marks” of Harappans having interbreed with animal herders living on the Eurasian steppe , “moving southward around 2000 BC”. And explaining the once-perplexing genetic link between Europeans and South Asians those steppe herders must have carried European DNA, from previous interbreeding events, and over the next three millennia the groups in north and south India intermixed, leading to the current population’s “complex ancestral mix”.

Evidence suggests Rakhigarhi was a major Harappan city center. (Homeric Origins / YouTube)

Evidence suggests Rakhigarhi was a major Harappan city center. (Homeric Origins / YouTube)

A side observation which excites scientists provides new answers for why ancient Iranian DNA is found in modern South Asians, and how agriculture got to the Indian subcontinent. Contrary to the current belief that the world’s first farmers emerged from what is today Iran, about 10,000 years ago, and integrated with South Asian hunter-gatherers, the new study suggests the Iranian-related DNA “predates the rise of agriculture in Iran by some 2000 years”.

This means ancient Iranian DNA came from “interbreeding with 12,000-year-old hunter-gatherers, not more recent farmers”, Reich explains in the paper. All this, from one tiny sample of DNA.

A 4,500-old woman from Rakhigarhi spoke this week, and made Indians ask ‘Who are we?’
New DNA study results from Rakhigarhi remains set off a debate about Indian history, politics, and British colonialism online.

Awoman’s skeleton from 2500 BC has finally spoken. A team of Indian and international scientists and archaeologists — who conducted a genetic analysis of the remains of a woman buried in Rakhigarhi, a Harappan site in Haryana — have found no traces of the R1a1 gene, which is often loosely called the ‘Aryan gene’.

This new finding has set off a debate about history, politics and British colonialism online. The enduring “Who we were” question is not a simple one in India anymore. Which is why the ancient Rakhigarhi skeleton is our newsmaker of the week.


What are the findings
The DNA study titled ‘An ancient Harappan genome lacks ancestry from Steppe pastoralists or Iranian farmers’, published Thursday in the science journal Cell, shows that there is no “detectable ancestry from Steppe pastoralists or from Anatolian and Iranian farmers” in the remains of the woman’s skeleton.

It indicates that farming in the Indus Valley Civilisation started locally among indigenous populations and was not a lifestyle brought by those who migrated from the West and Central Asia.

It also indicates the Steppe pastoralists migrated to India after the decline of the Harappan civilisation and brought with them the Indo-European group of languages.


The Aryan ‘invasion’ debate
The finding is being called by many on the internet as a ‘setback’ to what is known as the ‘Aryan invasion theory’.


This theory is said to have been proposed during the British colonial rule to deepen the caste divide in India by claiming that members of the ‘high castes’ were the scions of Aryan invaders from Central Asia who conquered the Harappan Civilisation, and who are also the predecessors of modern Europeans.

Proponents of the Hindutva school of thought, however, argue that the ancestors of Indians were natives of this land, and established Vedic Hinduism. Hindutva ideologues argue that the entire Indian population has a unifying factor in its ancestry in the sense that ancient Indians developed farming and carried forward their civilisation on their own — and were not foreign invaders or migrants.

However, to reduce the study to say it is debunking the Aryan invasion theory is inaccurate and a misreading of history.

When the draft of the study was published earlier last year, Niraj Rai, one of the researchers in the project, told ThePrint that their findings simply implied that “Rakhigarhi residents hadn’t mixed with the central Asians till then”.

What the study really focuses on

The history of how humans advanced from being hunter-gatherers to settled farming communities has always been a question of enormous interest to anthropologists. This is because the shift signifies the birth of close-knit human communities, which led to the rise of civilisations, and eventually modern life as we know it.

The Rakhigarhi DNA study, using genetic data, also tries to establish how farming began in India. Since the Central Asian ‘Steppe’ gene — found in a majority of India’s populace today — was not detected in the Rakhigarhi skeleton, the researchers came to the conclusion that farming in South Asia arose from “local foragers” rather than from migrants from the West.


Interpretations of genetic data are never straightforward or incontestable, which makes them difficult to cram into tweets or headlines that more often than not have a character limit.

A number of news reports chose to devote their headlines on the news study to the Aryan invasion theory, which does not find a single mention in the actual study. Some of the headlines were: “Rakhigarhi DNA study questions Aryan invasion theory” or “New DNA study debunks Aryan invasion theory”, “New Report Based On Genetic Study Questions Aryan Migration Theory, Draws Flak”, “DNA analysis of Rakhigarhi remains challenges Aryan invasion theory”, etc.

This question of ‘Who we really are’, an irrevocable consequence of the Rakhigarhi study, thus triggered the Twitterverse to erupt in outrage.

Tarun Vijay, an RSS and BJP worker, used the findings to say that “All #Indians belong to #India, #Harappan Civilisation”.

2500 BC Rakhigarhi skeletons have no traces of ‘Aryan gene’, finds DNA study
Study examined DNA of skeletons found in Rakhigarhi, an Indus Valley Civilisation site in Haryana, and found no traces of R1a1, or Central Asian ‘steppe’, gene.

The study of DNA samples of the skeletons found in Rakhigarhi, an Indus Valley Civilisation site in Haryana, has found no traces of the R1a1 gene or Central Asian ‘steppe’ genes, loosely termed as the ‘Aryan gene’.

The study — titled ‘An ancient Harappan genome lacks ancestry from Steppe pastoralists or Iranian farmers’ — examined the DNA of the skeletal remains of an individual in Rakhigarhi dating back to around 2500 BC, which was part of the ‘mature Harappan civilisation’ or the Indus Valley Civilisation (IVC).


“The population has no detectable ancestry from Steppe pastoralists or from Anatolian and Iranian farmers, suggesting farming in South Asia arose from local foragers rather than from large-scale migration from the West,” said the study published Friday.

The Central Asian ‘steppe’ gene is found in much of the Indian population today.

“These individuals (in Rakhigarhi) had little of any Steppe pastoralist-derived ancestry, showing that it was not ubiquitous in north-west South Asia during the IVC as it is today,” according to the study.

It added, “While there is a small proportion of Anatolian farmer-related ancestry in South Asians today, it is consistent with being entirely derived from Steppe pastoralists who carried it in mixed form and who spread into South Asia from 2000–1500 BCE.”

The study, led by archaeologist Vasant Shinde, concluded: “Our analysis of data from one individual from the IVC…demonstrates the existence of an ancestry gradient that was widespread in farmers to the northwest of peninsular India at the height of the IVC, that had little if any genetic contribution from Steppe pastoralists or western Iranian farmers or herders, and that had a primary impact on the ancestry of later South Asians.”

However, towards the end of the study, there is a disclaimer, stating, “While our study is sufficient to demonstrate that this ancestry profile was a common feature of the IVC, a single sample — or even the gradient of 12 likely IVC samples we have identified — cannot fully characterise a cosmo-politan ancient civilisation.”

The Aryan invasion theory is said to be the brainchild of India’s former colonial rulers, who peddled the idea that members of the country’s high castes were descendants of Aryan invaders from Central Asia who are also the forebears of the Europeans.

Some Hindu groups subsequently argued that Aryans were not invaders at all, but native to the land, and that these indigenous people developed Vedic Hinduism. The invasion theory suggests that Vedic Hinduism was developed by European migrants, and came after the Indus Valley civilisation.

Ancient DNA from India’s Rakhigarhi archaeological site is telling volumes about the destiny of the mysterious Indus Valley Civilization.

Around 3000 BC, Neolithic hunters in northern Scotland began settling into new sedentary lifestyles and erected vast stone circles and burial chambers, while in Egypt at this time the first pyramids were built. Meanwhile, the Harappans of South Asia, better known as the Indus Valley Civilization , erected massive brick housing complexes connected with extensive canal systems , yet hardly anything was known of the actual people, until now.

At its peak the civilization covered northwestern India and parts of eastern Pakistan and besides ancient Egypt and Mesopotamia it was one of the world’s first urban agricultural societies with five cities holding a population of between 1 million and 5 million. The series of collapses of ancient Egyptian dynasties is relatively well known, but the causes of the fall of the Harappan civilization around 1700 BC are much less understood, and that’s why this new genome research of an ancient Harappan is making the headlines.

Hot Climates Scorch Scientists Efforts
The team of researchers, led by geneticist David Reich from Harvard University and archaeologist Vasant Shinde at Deccan College in Pune, India, published their new study on Cell, based on studies at the Indus site known as Rakhigarhi, about 93 miles (150 kilometers) northwest of modern-day Delhi. “More than 60 skeletal pieces, including numerous petrous bones” were tested before the scientists successfully found and extracted a sample of ancient DNA, according to the scientists report.


Rakhigarhi archaeological site, India. (Homeric Origins / YouTube)

Rakhigarhi archaeological site, India. (Homeric Origins / YouTube)

An article in Science Mag explains that the region’s hot climate quickly degrades genetic material and while hundreds of skeletons have been unearthed in the Indus Valley this is the first one to hold valuable DNA, which the report says was sequenced more than 100 times to piece together what was called a “relatively complete genome”. Reich said, “There’s no doubt this is the most intensive effort we’ve ever made to get ancient DNA from a single sample.” While the findings say little about ‘why’ the society collapsed a new story is revealed about its continuing genetic legacy in modern Indians.

5,000-Year-Old Harappan Migrants
The DNA was sampled from an individual that was most likely female, who was found buried among dozens of ceramic bowls and vases dated to between 2800 and 2300 BC. Her genome closely matched DNA samples from 11 other individuals who had been found in Iran and Turkmenistan, with whom the Harrapans traded. Because the 11 individuals had ”little in common genetically with others buried in their regions,” Reich and researchers concluded that they were most likely Harappan migrants .


The Helpful Harappan Explains How Ancient Indus Valley Technology Could Solve Many of Today’s Problems
Archaeologists may have located ancient port dating back 4,500 years in Goa
Ancient City of Mohenjo Daro Has Survived 5 Millennia but May Disappear in 2 Decades
The Bronze Age spread of Yamnaya Steppe pastoralist ancestry into two subcontinents—Europe and South Asia. (Science / Fair Use)

The Bronze Age spread of Yamnaya Steppe pastoralist ancestry into two subcontinents—Europe and South Asia. (Science / Fair Use )

The researchers next compared these genetic signatures against DNA from ancient Eurasians as well as modern populations and the researchers made an ‘Indus family tree’ which reveals in its bowers that “genetic stock from the ancient Harrapan civilization can be found in most of today’s Indian population ”, according to the report in  Cell.

Ancient Origins of Harappans Rewritten
What’s more, the paper also says that modern people from north India have “the genetic marks” of Harappans having interbreed with animal herders living on the Eurasian steppe , “moving southward around 2000 BC”. And explaining the once-perplexing genetic link between Europeans and South Asians those steppe herders must have carried European DNA, from previous interbreeding events, and over the next three millennia the groups in north and south India intermixed, leading to the current population’s “complex ancestral mix”.

Evidence suggests Rakhigarhi was a major Harappan city center. (Homeric Origins / YouTube)

Evidence suggests Rakhigarhi was a major Harappan city center. (Homeric Origins / YouTube)

A side observation which excites scientists provides new answers for why ancient Iranian DNA is found in modern South Asians, and how agriculture got to the Indian subcontinent. Contrary to the current belief that the world’s first farmers emerged from what is today Iran, about 10,000 years ago, and integrated with South Asian hunter-gatherers, the new study suggests the Iranian-related DNA “predates the rise of agriculture in Iran by some 2000 years”.

This means ancient Iranian DNA came from “interbreeding with 12,000-year-old hunter-gatherers, not more recent farmers”, Reich explains in the paper. All this, from one tiny sample of DNA.




Indians came from a genetic pool predominantly belonging to an indigenous ancient civilisation

The first study of the DNA samples of the skeletal remains excavated from Rakhigarhi, an Indus Valley Civilisation (IVC) site in Haryana, has found no traces of Iranian farmer or steppe pastoralist ancestry, which according to the lead archaeologist in the team raises doubt over the long-held theory of Aryan invasion or migration into South Asia.

“The paper indicates that there was no Aryan invasion and no Aryan migration and that all the developments right from the hunting-gathering stage to modern times in South Asia were done by indigenous people,” Prof Vasant Shinde, lead author of the paper, told ET.

The findings of the study, which took over three years to complete, authored by a team of Indian archaeologists and DNA experts from Harvard Medical School was published on Thursday in the scientific journal ‘Cell’ under the title: ‘An Ancient Harappan Genome Lacks Ancestry from Pastoralists and Iranian Farmers’. The paper concludes Indians came from a genetic pool predominantly belonging to an indigenous ancient civilisation. The findings are based on the study of the ancient genome in the skeletons excavated from a burial site at Rakhigarhi, which is among the biggest Indus Valley locations, spread across 300 hectares near Hisar. It belongs to the mature phase of the Harappan period, dating back to about 2800-2300 BC.

The paper makes three key points: The skeletal remains from the Rakhigarhi individual was from a population that is “the largest source of ancestry for South Asians”; the “Iranian related ancestry in South Asia split from Iranian plateau lineage over 12,000 years ago”; the “first farmers of the fertile crescents contributed little to no ancestry to later south Asians”.

The paper is authored by Vasant Shinde of Deccan College of Pune, Vageesh Narasimhan and David Reich of Harvard Medical School and Niraj Rai of the Birbal Sahni Institute of Palaeosciences among others. The paper claims Iranian genetic traits in the Indus Valley period and in present day South Asians come from ancient Iranian and South East Asian hunter-gatherers, much before the advent of large-scale farming. “The Iranian related ancestry in IVC derives from a lineage leading to early Iranian farmers, herders and hunter-gatherers before their ancestors separated, contradicting the hypothesis that the shared ancestry between early Iranians and South Asians reflects a large-scale spread of western Iranian farmers east. Instead, sampled ancient genomes from the Iranian plateau and IVC descend from different groups of hunter gatherers who began farming without being connected by substantial movement of people,” the paper states.

The study suggests farming skills have been developed indigenously contrary to prevalent theories that these came with migrants from the Steppes and Anatolian farmers. As the paper states: “(These findings) in South Asia as in Europe, the advent of farming was not mediated directly by descendants of the world’s first farmers who lived in the fertile crescent. Instead populations of hunter-gatherers — in Eastern Anatolia in the case of Europe and in a yet unsampled location in the case of South Asia — began farming without large-scale movement of people into these regions.”

The paper claims: “Multiple lines of evidence suggest the genetic similarity of I6113 (the Rakhigarhi burial DNA) to the Indus Periphery Cline individuals is due to gene flow from South Asia rather than in the reverse direction.”

राखीगढी डीएनए अभ्यासानुसार आर्यन आक्रमण सिद्धांतावर प्रश्न पडतात, असा दावा लेखक करतात
राखीगढीपासून उत्खनन केलेल्या कंकालमधील प्राचीन जीनोमच्या अभ्यासावर आधारित हे निष्कर्ष आहेत.

कंकालच्या डीएनए नमुन्यांचा पहिला अभ्यास हरियाणातील सिंधू घाटी सभ्यता (आयव्हीसी) साइट राखीगढीपासून उत्खनन केलेला आहे, इराणी शेतकरी किंवा गवताळ प्रदेशातील पशुपालकांच्या वंशजांचा कोणताही शोध आढळला नाही. टीममधील अग्रगण्य पुरातत्वशास्त्रज्ञांच्या मते संशयास्पद स्थिती निर्माण झाली आहे. आर्यन आक्रमण किंवा दक्षिण आशियात स्थलांतर करण्याचा दीर्घ-काळाचा सिद्धांत.

पेपरचे आघाडीचे लेखक प्रा. वसंत शिंदे यांनी सांगितले की, “पेपरात असे सूचित केले गेले आहे की आर्य आक्रमण झाले नाही आणि आर्य स्थलांतर झाले नाही आणि शिकार-मेळाव्यापासून दक्षिण आशियातील आधुनिक काळापर्यंतच्या सर्व घडामोडी स्वदेशी लोक घेतल्या आहेत. ईटी.

भारतीय पुरातत्वशास्त्रज्ञ आणि हार्वर्ड मेडिकल स्कूलच्या डीएनए तज्ज्ञांच्या पथकाने पूर्ण केलेल्या या अभ्यासाचे निष्कर्ष गुरुवारी 'सेल' या वैज्ञानिक जर्नल मध्ये प्रकाशित केले गेले होते: 'अ‍ॅन अ‍ॅडिएंट हडप्पा जनुम लॅक्स अँसेस्ट्री' पशुपालक आणि इराणी शेतकरी यांचेकडून. भारतीय लोक प्रामुख्याने स्वदेशी प्राचीन संस्कृतीशी संबंधित अनुवांशिक तलावावरून आले असा निष्कर्ष काढला होता. हे निष्कर्ष हिसार जवळील hect०० हेक्टर क्षेत्रामध्ये पसरलेल्या सिंधू खो Valley्यातील सर्वात मोठ्या ठिकाणी असलेल्या राखीगढी येथील दफनस्थानावरून उत्खनन केलेल्या प्राचीन सांगाड्याच्या प्राचीन जीनोमच्या अभ्यासावर आधारित आहेत. हे हडप्पाच्या काळाच्या परिपक्व अवस्थेचे आहे, जे इ.स.पू. सुमारे २00००-२3०० पूर्वीचे आहे.

कागदावर तीन महत्त्वाचे मुद्दे आहेत: राखीगढीच्या व्यक्तीचे सांगाडे अवशेष “दक्षिण एशियाई लोकांसाठी सर्वात मोठा स्त्रोत” असलेल्या लोकसंख्येचे होते; "दक्षिण आशियातील इराणीशी संबंधित मूळ वंश 12,000 वर्षांपूर्वी इराणी पठाराच्या वंशापासून विभक्त झाला"; “सुपीक चंद्राच्या पहिल्या शेतकर्‍यांनी नंतरच्या दक्षिण आशियाई लोकांमध्ये काही वंश नव्हता”.

पेपरचे लेखन पुण्यातील डेक्कन कॉलेजचे वसंत शिंदे, हार्वर्ड मेडिकल स्कूलचे डेव्हिड रेच आणि बीरबल साहनी इन्स्टिट्यूट ऑफ पॅलेओसियन्सचे नीरज राय यांनी केले आहे. सिंधू खो Valley्यातील काळातील इराणी अनुवंशिक गुणधर्म आणि वर्तमानकाळात दक्षिण आशियाई लोक मोठ्या प्रमाणात शेती करण्याच्या अगोदर प्राचीन इराणी आणि दक्षिण-पूर्व आशियाई शिकारी जमतात. “आयव्हीसीमधील इराणी संबंधित वंशज वंशाच्या वंशजातून सुरुवातीच्या इराणी शेतकरी, कळप आणि शिकारी जमले त्यांचे पूर्वज विभक्त होण्यापूर्वी, इराणी आणि दक्षिण आशियाई लोकांमधील सामायिक वंशज पश्चिम इराणी शेतक farmers्यांचा मोठ्या प्रमाणात प्रसार प्रतिबिंबित करतात या कल्पनेला विरोध करतात. पूर्व. त्याऐवजी, इराणी पठार व आयव्हीसी मधील नमुनेदार प्राचीन जीनोम लोकांच्या मोठ्या हालचालीने न जुळता शेती करण्यास सुरवात करणारे शिकारी गोळा करणारे वेगवेगळे गट आहेत. ”

या अभ्यासानुसार शेतीची कौशल्ये स्थानिक पातळीवर विकसित केल्या गेलेल्या प्रचलित सिद्धांताच्या विपरीत विकसित केल्या गेल्या आहेत जे स्टेप्स आणि atनाटोलियन शेतक .्यांकडून आलेल्या परप्रांतीयांसोबत आले आहेत. पेपरात म्हटल्याप्रमाणे: “(हे निष्कर्ष) युरोपप्रमाणे दक्षिण आशियात, शेतीची सुगंध जगातील प्रथम शेतकरी सुपीक चंद्रकोरात राहणा directly्यांद्वारे थेट मध्यस्थी केली गेली नव्हती. त्याऐवजी शिकारी गोळा करणार्‍यांची लोकसंख्या - युरोपच्या बाबतीत पूर्वीच्या olनाटोलियामध्ये आणि दक्षिण आशियाच्या बाबतीत अद्याप न वापरलेल्या ठिकाणी - या प्रदेशात मोठ्या प्रमाणात लोकांची हालचाल न करता शेती करण्यास सुरवात केली. ”

पेपर दावा करतो: “पुष्कळ पुरावे सिंधु परिघीय क्लाइन लोकांकडे आय 6113 (राखीगढ़ी दफन डीएनए) ची अनुवांशिक समानता सूचित करतात उलट उलट दिशेने न जाता दक्षिण आशियातून जनुक वाहतात.”

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कंकाल के डीएनए नमूनों के पहले अध्ययन में हरियाणा में सिंधु घाटी सभ्यता (IVC) स्थल राखीगढ़ी से खुदाई की गई, जिसमें ईरानी किसान या स्टेपी देहाती वंश का कोई निशान नहीं मिला है, जिसके अनुसार टीम के प्रमुख पुरातत्वविद् ने संदेह जताया है आर्यन के आक्रमण या दक्षिण एशिया में प्रवास के लंबे समय से आयोजित सिद्धांत।

"कागज इंगित करता है कि कोई आर्यन आक्रमण और कोई आर्यन प्रवास नहीं था और दक्षिण एशिया में शिकार-सभा के मंच से आधुनिक काल तक के सभी घटनाक्रम स्वदेशी लोगों द्वारा किए गए थे," प्रोफेसर वसंत शिंदे, कागज के प्रमुख लेखक, ने बताया ईटी।

अध्ययन के निष्कर्ष, जिसे पूरा करने में तीन साल लगे, हार्वर्ड मेडिकल स्कूल के भारतीय पुरातत्वविदों और डीएनए विशेषज्ञों की एक टीम द्वारा गुरुवार को वैज्ञानिक पत्रिका 'सेल' में शीर्षक के तहत प्रकाशित किया गया था: 'एन एंशिएंट हड़प्पा जीनोम लीन एनेस्ट्री पादरीवादियों और ईरानी किसानों से '। यह निष्कर्ष निकाला गया है कि भारतीय मूल रूप से एक आनुवांशिक पूल से आते हैं जो एक स्वदेशी प्राचीन सभ्यता से संबंधित है। निष्कर्ष राखीगढ़ी में एक दफन स्थल से खुदाई किए गए कंकालों में प्राचीन जीनोम के अध्ययन पर आधारित हैं, जो हिसार के पास 300 हेक्टेयर में फैले सबसे बड़े सिंधु घाटी स्थानों में से एक है। यह हड़प्पा काल के परिपक्व चरण का है, जो लगभग 2800-2300 ईसा पूर्व का है।

कागज तीन प्रमुख बिंदु बनाता है: कंकाल राखीगढ़ी से रहता है, जो एक आबादी से था, जो "दक्षिण एशियाई लोगों के लिए वंश का सबसे बड़ा स्रोत" है; "दक्षिण एशिया में ईरानी संबंधित वंशावली 12,000 साल पहले ईरानी पठार वंश से विभाजित"; "उपजाऊ अपराधियों के पहले किसानों ने बाद में दक्षिण एशियाइयों के लिए कोई वंश नहीं होने में योगदान दिया"।

इस पेपर के लेखक हैं पुणे के डेक्कन कॉलेज के वसंत शिंदे, हार्वर्ड मेडिकल स्कूल के वगेश नरसिम्हन और डेविड रीच और बीरबल साहनी इंस्टीट्यूट ऑफ पलायोसाइंसेस के नीरज राय। कागज सिंधु घाटी अवधि में ईरानी आनुवंशिक लक्षणों का दावा करता है और वर्तमान में दक्षिण एशियाई लोग बड़े पैमाने पर खेती के आगमन से बहुत पहले प्राचीन ईरानी और दक्षिण पूर्व एशियाई शिकारी इकट्ठा से आते हैं। "IVC में ईरानी संबंधित वंश वंश से पूर्व ईरानी किसानों, चरवाहों और शिकारी कुत्तों के लिए उनके वंशजों के अलग होने से पहले का है, जो इस परिकल्पना का खंडन करता है कि शुरुआती ईरानी और दक्षिण एशियाई लोगों के बीच साझा वंश पश्चिमी ईरानी किसानों के बड़े पैमाने पर प्रसार को दर्शाता है। पूर्व। इसके बजाय, ईरानी पठार और IVC के प्राचीन जीनोमों को शिकारी इकट्ठा करने वालों के विभिन्न समूहों से उतारा जाता है, जो लोगों के पर्याप्त आंदोलन से जुड़े बिना खेती शुरू करते हैं, “पेपर बताता है।

अध्ययन से पता चलता है कि खेती के कौशल को विकसित सिद्धांतों के विपरीत स्वदेशी रूप से विकसित किया गया है जो कि स्टेपीज़ और अनातोलियन किसानों के प्रवासियों के साथ आए थे। जैसा कि कागज में लिखा है: "(ये निष्कर्ष) दक्षिण एशिया में यूरोप की तरह, खेती का आगमन सीधे दुनिया के पहले किसानों के वंशजों द्वारा मध्यस्थता से नहीं किया गया था जो उपजाऊ वर्धमान में रहते थे। यूरोप के मामले में पूर्वी अनातोलिया में और दक्षिण एशिया के मामले में अभी तक अपरिचित स्थान पर - इन क्षेत्रों में लोगों के बड़े पैमाने पर आंदोलन के बिना खेती शुरू हुई।

कागज़ का दावा है: "सबूतों की कई लाइनें I6113 (राखीगढ़ी दफन डीएनए) की आनुवंशिक समानता का संकेत सिंधु परिधि सेलीन व्यक्तियों को देती हैं, क्योंकि यह रिवर्स दिशा के बजाय दक्षिण एशिया से जीन प्रवाह के कारण है।"

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