Rajesh Rao: Computing a Rosetta Stone for the Indus script

Rajesh Rao: Computing a Rosetta Stone for the Indus script


I’d like to begin with a thought experiment. Imagine that it’s 4,000 years into the future. Civilization as we know it has ceased to exist — no books, no electronic devices, no Facebook or Twitter. All knowledge of the English language and the English alphabet has been lost. Now imagine archeologists digging through the rubble of one of our cities. What might they find? Well perhaps some rectangular pieces of plastic with strange symbols on them. Perhaps some circular pieces of metal. Maybe some cylindrical containers with some symbols on them. And perhaps one archeologist becomes an instant celebrity when she discovers — buried in the hills somewhere in North America — massive versions of these same symbols. Now let’s ask ourselves, what could such artifacts say about us to people 4,000 years into the future? This is no hypothetical question. In fact, this is exactly the kind of question we’re faced with when we try to understand the Indus Valley civilization, which existed 4,000 years ago. The Indus civilization was roughly contemporaneous with the much better known Egyptian and the Mesopotamian civilizations, but it was actually much larger than either of these two civilizations. It occupied the area of approximately one million square kilometers, covering what is now Pakistan, Northwestern India and parts of Afghanistan and Iran. Given that it was such a vast civilization, you might expect to find really powerful rulers, kings, and huge monuments glorifying these powerful kings. In fact, what archeologists have found is none of that. They’ve found small objects such as these. Here’s an example of one of these objects. Well obviously this is a replica. But who is this person? A king? A god? A priest? Or perhaps an ordinary person like you or me? We don’t know. But the Indus people also left behind artifacts with writing on them. Well no, not pieces of plastic, but stone seals, copper tablets, pottery and, surprisingly, one large sign board, which was found buried near the gate of a city. Now we don’t know if it says Hollywood, or even Bollywood for that matter. In fact, we don’t even know what any of these objects say, and that’s because the Indus script is undeciphered. We don’t know what any of these symbols mean. The symbols are most commonly found on seals. So you see up there one such object. It’s the square object with the unicorn-like animal on it. Now that’s a magnificent piece of art. So how big do you think that is? Perhaps that big? Or maybe that big? Well let me show you. Here’s a replica of one such seal. It’s only about one inch by one inch in size — pretty tiny. So what were these used for? We know that these were used for stamping clay tags that were attached to bundles of goods that were sent from one place to the other. So you know those packing slips you get on your FedEx boxes? These were used to make those kinds of packing slips. You might wonder what these objects contain in terms of their text. Perhaps they’re the name of the sender or some information about the goods that are being sent from one place to the other — we don’t know. We need to decipher the script to answer that question. Deciphering the script is not just an intellectual puzzle; it’s actually become a question that’s become deeply intertwined with the politics and the cultural history of South Asia. In fact, the script has become a battleground of sorts between three different groups of people. First, there’s a group of people who are very passionate in their belief that the Indus script does not represent a language at all. These people believe that the symbols are very similar to the kind of symbols you find on traffic signs or the emblems you find on shields. There’s a second group of people who believe that the Indus script represents an Indo-European language. If you look at a map of India today, you’ll see that most of the languages spoken in North India belong to the Indo-European language family. So some people believe that the Indus script represents an ancient Indo-European language such as Sanskrit. There’s a last group of people who believe that the Indus people were the ancestors of people living in South India today. These people believe that the Indus script represents an ancient form of the Dravidian language family, which is the language family spoken in much of South India today. And the proponents of this theory point to that small pocket of Dravidian-speaking people in the North, actually near Afghanistan, and they say that perhaps, sometime in the past, Dravidian languages were spoken all over India and that this suggests that the Indus civilization is perhaps also Dravidian. Which of these hypotheses can be true? We don’t know, but perhaps if you deciphered the script, you would be able to answer this question. But deciphering the script is a very challenging task. First, there’s no Rosetta Stone. I don’t mean the software; I mean an ancient artifact that contains in the same text both a known text and an unknown text. We don’t have such an artifact for the Indus script. And furthermore, we don’t even know what language they spoke. And to make matters even worse, most of the text that we have are extremely short. So as I showed you, they’re usually found on these seals that are very, very tiny. And so given these formidable obstacles, one might wonder and worry whether one will ever be able to decipher the Indus script. In the rest of my talk, I’d like to tell you about how I learned to stop worrying and love the challenge posed by the Indus script. I’ve always been fascinated by the Indus script ever since I read about it in a middle school textbook. And why was I fascinated? Well it’s the last major undeciphered script in the ancient world. My career path led me to become a computational neuroscientist, so in my day job, I create computer models of the brain to try to understand how the brain makes predictions, how the brain makes decisions, how the brain learns and so on. But in 2007, my path crossed again with the Indus script. That’s when I was in India, and I had the wonderful opportunity to meet with some Indian scientists who were using computer models to try to analyze the script. And so it was then that I realized there was an opportunity for me to collaborate with these scientists, and so I jumped at that opportunity. And I’d like to describe some of the results that we have found. Or better yet, let’s all collectively decipher. Are you ready? The first thing that you need to do when you have an undeciphered script is try to figure out the direction of writing. Here are two texts that contain some symbols on them. Can you tell me if the direction of writing is right to left or left to right? I’ll give you a couple of seconds. Okay. Right to left, how many? Okay. Okay. Left to right? Oh, it’s almost 50/50. Okay. The answer is: if you look at the left-hand side of the two texts, you’ll notice that there’s a cramping of signs, and it seems like 4,000 years ago, when the scribe was writing from right to left, they ran out of space. And so they had to cram the sign. One of the signs is also below the text on the top. This suggests the direction of writing was probably from right to left, and so that’s one of the first things we know, that directionality is a very key aspect of linguistic scripts. And the Indus script now has this particular property. What other properties of language does the script show? Languages contain patterns. If I give you the letter Q and ask you to predict the next letter, what do you think that would be? Most of you said U, which is right. Now if I asked you to predict one more letter, what do you think that would be? Now there’s several thoughts. There’s E. It could be I. It could be A, but certainly not B, C or D, right? The Indus script also exhibits similar kinds of patterns. There’s a lot of text that start with this diamond-shaped symbol. And this in turn tends to be followed by this quotation marks-like symbol. And this is very similar to a Q and U example. This symbol can in turn be followed by these fish-like symbols and some other signs, but never by these other signs at the bottom. And furthermore, there’s some signs that really prefer the end of texts, such as this jar-shaped sign, and this sign, in fact, happens to be the most frequently occurring sign in the script. Given such patterns, here was our idea. The idea was to use a computer to learn these patterns, and so we gave the computer the existing texts. And the computer learned a statistical model of which symbols tend to occur together and which symbols tend to follow each other. Given the computer model, we can test the model by essentially quizzing it. So we could deliberately erase some symbols, and we can ask it to predict the missing symbols. Here are some examples. You may regard this as perhaps the most ancient game of Wheel of Fortune. What we found was that the computer was successful in 75 percent of the cases in predicting the correct symbol. In the rest of the cases, typically the second best guess or third best guess was the right answer. There’s also practical use for this particular procedure. There’s a lot of these texts that are damaged. Here’s an example of one such text. And we can use the computer model now to try to complete this text and make a best guess prediction. Here’s an example of a symbol that was predicted. And this could be really useful as we try to decipher the script by generating more data that we can analyze. Now here’s one other thing you can do with the computer model. So imagine a monkey sitting at a keyboard. I think you might get a random jumble of letters that looks like this. Such a random jumble of letters is said to have a very high entropy. This is a physics and information theory term. But just imagine it’s a really random jumble of letters. How many of you have ever spilled coffee on a keyboard? You might have encountered the stuck-key problem — so basically the same symbol being repeated over and over again. This kind of a sequence is said to have a very low entropy because there’s no variation at all. Language, on the other hand, has an intermediate level of entropy; it’s neither too rigid, nor is it too random. What about the Indus script? Here’s a graph that plots the entropies of a whole bunch of sequences. At the very top you find the uniformly random sequence, which is a random jumble of letters — and interestingly, we also find the DNA sequence from the human genome and instrumental music. And both of these are very, very flexible, which is why you find them in the very high range. At the lower end of the scale, you find a rigid sequence, a sequence of all A’s, and you also find a computer program, in this case in the language Fortran, which obeys really strict rules. Linguistic scripts occupy the middle range. Now what about the Indus script? We found that the Indus script actually falls within the range of the linguistic scripts. When this result was first published, it was highly controversial. There were people who raised a hue and cry, and these people were the ones who believed that the Indus script does not represent language. I even started to get some hate mail. My students said that I should really seriously consider getting some protection. Who’d have thought that deciphering could be a dangerous profession? What does this result really show? It shows that the Indus script shares an important property of language. So, as the old saying goes, if it looks like a linguistic script and it acts like a linguistic script, then perhaps we may have a linguistic script on our hands. What other evidence is there that the script could actually encode language? Well linguistic scripts can actually encode multiple languages. So for example, here’s the same sentence written in English and the same sentence written in Dutch using the same letters of the alphabet. If you don’t know Dutch and you only know English and I give you some words in Dutch, you’ll tell me that these words contain some very unusual patterns. Some things are not right, and you’ll say these words are probably not English words. The same thing happens in the case of the Indus script. The computer found several texts — two of them are shown here — that have very unusual patterns. So for example the first text: there’s a doubling of this jar-shaped sign. This sign is the most frequently-occurring sign in the Indus script, and it’s only in this text that it occurs as a doubling pair. Why is that the case? We went back and looked at where these particular texts were found, and it turns out that they were found very, very far away from the Indus Valley. They were found in present day Iraq and Iran. And why were they found there? What I haven’t told you is that the Indus people were very, very enterprising. They used to trade with people pretty far away from where they lived, and so in this case, they were traveling by sea all the way to Mesopotamia, present-day Iraq. And what seems to have happened here is that the Indus traders, the merchants, were using this script to write a foreign language. It’s just like our English and Dutch example. And that would explain why we have these strange patterns that are very different from the kinds of patterns you see in the text that are found within the Indus Valley. This suggests that the same script, the Indus script, could be used to write different languages. The results we have so far seem to point to the conclusion that the Indus script probably does represent language. If it does represent language, then how do we read the symbols? That’s our next big challenge. So you’ll notice that many of the symbols look like pictures of humans, of insects, of fishes, of birds. Most ancient scripts use the rebus principle, which is, using pictures to represent words. So as an example, here’s a word. Can you write it using pictures? I’ll give you a couple seconds. Got it? Okay. Great. Here’s my solution. You could use the picture of a bee followed by a picture of a leaf — and that’s “belief,” right. There could be other solutions. In the case of the Indus script, the problem is the reverse. You have to figure out the sounds of each of these pictures such that the entire sequence makes sense. So this is just like a crossword puzzle, except that this is the mother of all crossword puzzles because the stakes are so high if you solve it. My colleagues, Iravatham Mahadevan and Asko Parpola, have been making some headway on this particular problem. And I’d like to give you a quick example of Parpola’s work. Here’s a really short text. It contains seven vertical strokes followed by this fish-like sign. And I want to mention that these seals were used for stamping clay tags that were attached to bundles of goods, so it’s quite likely that these tags, at least some of them, contain names of merchants. And it turns out that in India there’s a long tradition of names being based on horoscopes and star constellations present at the time of birth. In Dravidian languages, the word for fish is “meen” which happens to sound just like the word for star. And so seven stars would stand for “elu meen,” which is the Dravidian word for the Big Dipper star constellation. Similarly, there’s another sequence of six stars, and that translates to “aru meen,” which is the old Dravidian name for the star constellation Pleiades. And finally, there’s other combinations, such as this fish sign with something that looks like a roof on top of it. And that could be translated into “mey meen,” which is the old Dravidian name for the planet Saturn. So that was pretty exciting. It looks like we’re getting somewhere. But does this prove that these seals contain Dravidian names based on planets and star constellations? Well not yet. So we have no way of validating these particular readings, but if more and more of these readings start making sense, and if longer and longer sequences appear to be correct, then we know that we are on the right track. Today, we can write a word such as TED in Egyptian hieroglyphics and in cuneiform script, because both of these were deciphered in the 19th century. The decipherment of these two scripts enabled these civilizations to speak to us again directly. The Mayans started speaking to us in the 20th century, but the Indus civilization remains silent. Why should we care? The Indus civilization does not belong to just the South Indians or the North Indians or the Pakistanis; it belongs to all of us. These are our ancestors — yours and mine. They were silenced by an unfortunate accident of history. If we decipher the script, we would enable them to speak to us again. What would they tell us? What would we find out about them? About us? I can’t wait to find out. Thank you. (Applause)

100 thoughts on “Rajesh Rao: Computing a Rosetta Stone for the Indus script

  1. The part that I 🌟 to disagree was when he said the "bee" "leaf" to explain belief, it makes more sense to say these are signs and not letters, much like what the Chinese civilization use or even the other close to their civilization, the Egyptian, so if you want to write belief you draw a sign of someone praying for example. But it's a huge topic and I don't want to write an essay about it on a YouTube comment…

  2. If only Indians are allowed to look in to it more deeply, it might be deciphered. Here we have Christian Missionaries playing out their agenda. That has got things complicated.

  3. aryan dravidian theory is proved wrong as per my knowledge all indians have same origine and are same people

  4. Speculation, he admit this in the first 30 seconds of his talk, so why put any weight behind these wild speculations of this character?

  5. Indians just can’t present anything properly. This guy is so hurried and jumpy, over excited and having terrible stage fright, that he is not able to present his own research about this vital issue in a detailed way. Drawing wrong conclusions is another mistake. Seals are supposed to be written in a mirror script. So no wonder it appears to be written from right to left, though its actually written from left to right is because it’s a seal you idiots.

  6. Looks strangely like a crossover between Mesopotamian and Nordic cuneiform script. In the Saxon language the one that looks like a fish means "estate" ..ironic since these are for shipping products. Their scope might be too narrow on the "region" of language. The Nords were about that Viking life after-all /:)

  7. Am I the only one thinking they would have Parallel to Egyptian Hieroglyphics ? Since they look similar. Also because both the Indus Valley and Ancient Egyptian Civilization existed around same time.

  8. This kind of research is actually very important. I hope they carries on and achieve more results.

  9. This is so enlightening, for me. I want to become an archaeologist and probably decipher this script

  10. Indo – European ?????
    Sanskrit is mother of all languages proved now
    All languages were born out of sanskritb

  11. Very well put together presentation which is very complex subject to decipher all these mysteries. Job well done Rajesh Rao.

  12. Indus Valley script is read left to right and right to left both, as I found online. However in the first seal, you've mentioned it's written left to right. That is correct. But you're forgetting that it's a seal, meant for casting or printing, which makes it laterally inverted.

    Imagine if you want to create a stamp, and you have to write a word INDUS, it is more than likely that the person will write 'I' first on the right and continue backward to left. We can be sure here because of this fact, that the above seal was written by a person who was used to writing left to write.

  13. They are all from ATLANTIS:
    https://ralbadisole.org

    Rao is an heros fighting against the European-Mediterranean Academic Mafia.

  14. Great and inspiring! Script of Indus Valley civilization can be very helpful to understand evolution, society and culture of this great civilization! Excellent work by Rajesh Rao!

  15. In Tamil, 'Meen means Fish', 'Vin Meen means Star'. Vin(pronounced win) = Space
    Our dravidian ancestors equated 'Space to Sea, Stars to Fish'.

  16. This would be great to figure out. We could find out what level of technology they had and how they communicated over long distances.

  17. Our ancestrals left us with a lot of brainstorming stuff..to find out roots of science and culture. We will be leaving simply garbage for the generations to come

  18. Serious works has been carried out in the recent past while deciphering this ancient script. And what is more inspiring is that exemplary works are being done mostly by hobbyists and not by govt. endorsed professional teams, which is more expected. But kudos to these guys anyways. One of these works was published in Nature's July-2019 edition. https://www.nature.com/articles/s41599-019-0274-1

  19. I read those packing slips and they still didn't put down the Field Order number for our company so I didn't know where to send it.

  20. 4:19 Somewhere in the bible, it'S written "Do not mark your name on your crafts", probably on the bricks Jews molded for egyptian pyramids during exodus.
    I assume these markings might have exactly been makers's names. Stamping their crafts so their name be-remembered. Advertising, in a sense.
    4:52 Kewl! 😛 You guys have got your own Kannada x) Hi from Canada!

  21. 6:02 — This is false. Linear A from the Minoan civilization on Crete is also undeciphered. Linear B, which was used to write an early form of Greek, has been deciphered, and it's clearly a daughter system of Linear A. Linear B is furthermore a syllabary and not actually all that suitable for Greek, so it must have been designed for some other language. It's it's therefore assumed that when signs from Linear A are the same as those from Linear B, they should be pronounced the same way. Unfortunately, when you do this you don't get intelligible texts in any known language, or even in languages that could possibly be related to any known languages. So it's not known whether or not this procedure is correct.

    There's also the Phaistos Disc, a clay disc also from Crete that has been stamped with what are apparently signs from an entirely different script. It may or may not represent the same language as Linear A, but since it's also undeciphered that doesn't help much if true.

    One last undeciphered system, which he should not have ignored because it may well bear on the problem of the IVC script, is Proto-Elamite. One hypothesis is that Elamite was a Dravidian language. If so, then it may be related to the language of the IVC script and finding the key to one might therefore provide insight into the other.

  22. I think the Indus Script are symbols like labels on products, like on a box of tomatoes.
    eg:
    https://images.app.goo.gl/qeRW9pNkkM7BrEEe7

    This one would be fine tea leaves from the land of the unicorn.
    This one
    https://images.app.goo.gl/qTyhnhHeV8Eat2pr9

    From right to left says the Orion people are not hunter gatherers they are farmers. And they have been since the flood.

    Notice the unicow, not unicorn there. So they are selling farm raised beef.
    https://ibb.co/KNWWG1M

    This one refers to the fact that it is raised a certain way like we would say this is Angus beef grain fed, and pure bred cattle. They had to add a symbol on the far right after or wrote that one left to right. But labels are like art where direction isn't important.
    This one is selling ivory
    https://images.app.goo.gl/nsqcSk9jWj8nVsco7
    This would be from China, and be herbs and medicine or similar.

    https://images.app.goo.gl/7RjSQMfAbX8Z56nC6

    So they are not cylinder seals protecting the purity of goods they are labels for dock workers and middle men.

  23. Oh the English are TOO modest. They should have blown the control over cricket from still, superstitious India, and declared TEST CRICKET A PRIVATE CULT. Where Beefy carried more character than the Mountbattens combined. Hope CHANDRA and BOSE get recognition in India some day!

  24. I do wish we knew more about the Harappans and other Indus River Valley peoples.. some of the world’s first plumbing started there. Cities were planned out down to the tee. Streets were uniform, and buildings were designed in a way to keep the streets windy and shady so the inhabitants of the city could stay cool. A very interesting society that we know much too little about

  25. I wish Rsjesh Rao successfully decipher the language of Indus civilization. As being an American Pakistani this really excites me.It can than be used to hold a place in history and be proud of ancestors as Pakistanis.

  26. Someone commented that if they were seals the symbols would be in reverse also he said the bull was a unicorn like creature but it was a side-on therefore one horn. alarming lack off perception but very interesting talk and process.

  27. YouTube algorithm back at it again.
    This is a decade old video but most comments are from a few days ago.

  28. at 13:34 looks like 1-after delivery 2- delivered/paid 3- to deliver 4- full of stuff 5-?? 6- address list or message? 7- price per weight for package OR sales 13 to 22 look like numbers 0 to 10(with the 15th symbol being a two-symbol "10"). VERY fedex, it's low entropy because FEDEX doesn't do random barter or philosophy, LOL

  29. This work can also reveal why they went missing even after being the most modern civilization at that period

  30. An amateur linguist from Turkey recently started translating the Voinich manuscript helped by his two sons. Now they have entire pages translated and it's only a matter of time until all of it will be translated. I am sure that someone will figure out the indus script soon too.

  31. Dear sir. May i humbly suggest tjat you seek out a dr irving finkel of the british museum. The video i intended to link but was unable is an explanation in regard of how to read cuneiform. Of which he is well aquainted . A beautiful speaker and expert in the sumarian script. He may be of assistance. One of your slides seemed to use the same tool. Similar to the mesopotamian at the end but impressed with a chosick like instument. Also have you considered that they may be delivery addresses. The creatures could be instructions to direct the transport. Ie. Head towards the unicorn constelation. If the cuneiform style script corresponds to the direction of the constellation that should confirm it ? I very much enjoyed your talk . Thank you may fortune guide you and inspiration whisper the questions.

  32. Sorry. I couldnt leave it. I just had a vision of this guy rolling up to a U.P.S. Distribution centre on an ox cart with loads of parcels sealed with clay tags. Juat follow that star and you cant go far wrong. Never mind the other bits. Theyre for the local delivery guy.

  33. How can one become an archeologist if most sites are now in other countries? If ur research is correct, a North Indian can never contribute…?

  34. Small mistake. It is a seal . when you print/stamp it ,you will able to read left to right. Yes it is craved from right to left.

  35. From this i can say two sentences, first, the entropy of those sentences are equal to 4 grde student , this means they dont have memory or understanding ability upper than 4 grade.
    Second, we never reference someone from its zodiac sign , this hardly make sense, however we reference someone from the country they belong, this might be like they from planet or somewhere, and that was their idcardd.

  36. When he said that Indus civilization doesn't just belong to the South Indians, North Indians or Pakistanis but the entire world, I felt a bit sorry for ourselves. Some Indian descent dude had to evangelize IVC and ask European foreigners for help because the Indian government or citizens don't really care (forget Pakistan)!

  37. same will be the fate of today's civilization, we are in hurry to convert everything in digital form, after 40 years everything will be in digital form we already converted our shares and stock markets in digital form and nothing exist in physical form, all books are digitized, all documents are digitized.. on the magnetic devices , our civilizations like any other civilization will be destroyed in 50 yrs or 100 yrs or 1000 or 10,000 or 50000 yrs.. but after that when humans of that time when they will discover our lost civilization will not be able to understand us.. because our magnetic devices on which we store our information will not be readable at any cost , at that time… so we are already a lost civilization. !!!

  38. It’s signs an symbols of the material world for meditations and different information regarding the energy structures of the invisible world.

  39. If this indian language is not deciphered so how history channel ancient aliens so called scientists or archeologists reach on conclusion of nuclear attack on this civilization…. I think reason something we need to know like ted talks… Thanks

  40. To decipher Indus valley civilisation, we need to relate it to Keezhadi (Keeladi) in Tamil Nadu. there are so many similarities between the archealogical findings. Tamil people had to protest with Indian Central govt. to reopen the excavation in Keezhadi. Indian govt. does not want it to happen as it will prove Tamil civilization is related to Indus valley civilization and Tamil people lived all over Indian sub continent.

  41. Good argument for preserving any and all historical and religious monuments or books, regardless of how it may insult someone’s tender sensibilities. We still learn everyday from history. So many religious and civil monuments and written text are being destroyed. And worse, people are attempting to change and/or alter history to fit their political agenda. How do we learn from mistakes or, better still, avoid making the same mistakes, if we don’t learn the truth, regardless of our political views? Sometimes we humans are our own worst enemies. Anyone who has committed the destruction of history to push a political agenda, is dangerous to our future if we hope to progress.

  42. I feel these objects were poured into a mold carved into wood. They figured out how to create multiple forms of concrete using sandstone and whatever other stones they had.

  43. Maybe your ancestors 'Indus' were too busy working more than thinking of documenting. NOT ALL CIVILIZATIONS ARE EGYPT.

  44. 😂😂 Please give some protection to speaker coz as soon as ruling party came to know about his theory of Right to Left, they will attack him coz they believe that sanskrit is oldest n it is Left to Right

  45. It is now time to understand deeply the Harappan Civilization so that we know the true amazing history of India and its relation to others in the ancient world. Hope people like Rajesh succeed in their mission. Indian government also need to put in effort on reviving our ancient knowledge and practises.

  46. They were fish sellers dude, the fish symbols with bars 7 n 6 next to fish n fish with a roof symbols, it simply means a guy caught 7 fishes , sold 6 fish n the fish with roof on it which means he took 1 fish home.. Simple. Stop taxing your brain

  47. He is doing partiality. He is Dravidian and diverting the Indus civilization to Tamil language. Open you eyes you Madrasi. It's Punjabi, Sindhi and Gujarati Heritage

  48. In the land of Dilmun (Bahrain) would be the best place to look for a rosetta stone of sorts for this language. Being the intermediary between the Indus and the Mesopotamian civilizations, and the one place where standard weights from both cultures were found, perhaps their version of a trilingual Xerses I inscription could be found. Great talk!

  49. by applying todays analogy like bee + leaf we may be tainting the meaning of symbols, we need to understand that these symbols where created thousands of years ago when modern languages had not born with todays complexity what if the symbols just display basic observation like a hunter, guard, a tool maker ( Black smith ), book keeping, farmerand for the birds and fish what if they represent seasons or density of game/fish/birds as per season or location.

  50. Great Research sir,

    BUT I HAVE SOME QUESTIONS RELATED TO THAT

    1) why it cant be any of the species of DEER

    2) As it is figured out by side Angle, why it cant have two horns ??

    3) if it is in Large number then it may token for Barter Exchange , or if it is Lower number then it may be Gate Pass for authorized Traders & if it is found in very Low numbers then can we say it is for special People with any special Task??

    I think star can be replaced by FISH & Numbers can be replaced by that 6-7 Lines.. & can say 6 star person or 7 star person as per their importance

    In one symbol it seems that it has a Bow & arrow stretched by Human being..

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