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Analyzed about 12 hours ago. based on code collected about 19 hours ago.
Oct 16, 2025 — Oct 16, 2026
Commit Message Contributor Files Modified Lines Added Lines Removed Code Location Date
Section 1659 updated
Srinivasan Kannan
More... 6 months ago
Section 1659 updated
Srinivasan Kannan
More... 6 months ago
Section 1623 updated
Srinivasan Kannan
More... 6 months ago
Oak Ridge National Laboratories LandScan Convex Hull Population Estimates - Examples
Srinivasan Kannan
More... 6 months ago
Section 1659 updated
Srinivasan Kannan
More... 6 months ago
Section 1175 updated
Srinivasan Kannan
More... 6 months ago
ORNL LandScan Convex Hull Population Estimates for 3 urban areas
Srinivasan Kannan
More... 6 months ago
Section 1657 updated
Srinivasan Kannan
More... 6 months ago
Section 1659 updated
Srinivasan Kannan
More... 6 months ago
Section 1659 updated
Srinivasan Kannan
More... 6 months ago
Section 1623 updated
Srinivasan Kannan
More... 6 months ago
Updated BestPractices.txt
Srinivasan Kannan
More... 6 months ago
NeuronRain repositories call graph analysis and graphics by Claude AI
Srinivasan Kannan
More... 6 months ago
Section 1663 updated
Srinivasan Kannan
More... 6 months ago
1663. (THEORY and FEATURE) Ulam Spiral implementation - Pattern in prime numbers - related to 323,345,471,735,1160,1280,1314,1464,1474 and all sections on Complement Diophantines, Complement Functions, Complementary Sets, Quadratic Forms, Riemann Zeta Function, Patterns in Primes, Polynomial Reconstruction Problem, Error correcting codes, Computational Learning Theory - Multivariate Polynomial Reconstruction over Finite Fields, Lagrange-Taylor-Barycentric interpolation, Jones-Sato-Wada-Wiens Theorem, Prime-Composite Complementation, Prime Number Theorem, Ulam Spiral, Ramsey 2-coloring of integers, Hilbert Tenth Problem, Unique Factorization , Matiyasevich-Robinson-Davis-Putnam Theorem, Post's Correspondence Problem, Question-Answering, Circuit Range Avoidance (AVOID), One Way Functions - 9 April 2026
Srinivasan Kannan
More... 6 months ago
-------------------------------------------------------------------------------------------------- 1663. (THEORY and FEATURE) Ulam Spiral implementation - Pattern in prime numbers - related to 323,345,471,735,1160,1280,1314,1464,1474 and all sections on Complement Diophantines, Complement Functions, Complementary Sets, Quadratic Forms, Riemann Zeta Function, Patterns in Primes, Polynomial Reconstruction Problem, Error correcting codes, Computational Learning Theory - Multivariate Polynomial Reconstruction over Finite Fields, Lagrange-Taylor-Barycentric interpolation, Jones-Sato-Wada-Wiens Theorem, Prime-Composite Complementation, Prime Number Theorem, Ulam Spiral, Ramsey 2-coloring of integers, Hilbert Tenth Problem, Unique Factorization , Matiyasevich-Robinson-Davis-Putnam Theorem, Post's Correspondence Problem, Question-Answering, Circuit Range Avoidance (AVOID), One Way Functions - 9 April 2026 -------------------------------------------------------------------------------------------------- 1663.1 New source file python-src/UlamSpiral.py has been added to NeuronRain AstroInfer repositories that implements Ulam Spiral found by Stainslaw Ulam in 1963 - https://web.mae.ufl.edu/uhk/ULAM-SPIRAL-SIMPLIFICATION.pdf 1663.2 Ulam spiral is square-spiral graphical plot of integers that have a strange pattern of prime numbers aligned along diagonals of the square. Function ulam_spiral(iterations) within UlamSpiral.py implements the string version of Ulam Spiral by encoding the 4 directions for each integer on the plot - Right, Down, Left, Up - as literals R,D,L,U and concatenates them to create a large string (that flattens the spiral) whose length is determined by argument "iterations". 1663.3 Logs python-src/testlogs/UlamSpiral.log.9April2026 show the flattened Ulam Spiral string on literals R,D,L,U for 10 iterations. 1663.4 Alignment of prime numbers along diagonals of Ulam spiral is still a mystery that could unravel pattern in distribution of primes - Ulam spiral string has the pattern (R^(2i+1)-D^(2i+1)-L^(2i+2)-U^(2i+2))* 1663.5 Ulam string can be considered as disjoint union of composite and prime numbers that are mutually complementary based on accumulation of primes along diagonals of Ulam spiral and inturn becomes a Circuit Range Avoidance (AVOID) problem when formulated as range avoiding circuits.
Srinivasan Kannan
More... 6 months ago
Updated index.rst
Srinivasan Kannan
More... 6 months ago
Section 1662 updated
Srinivasan Kannan
More... 6 months ago
1662. (THEORY and FEATURE) Social Network Analysis - OpenAI GPT-5.4 news article opinion mining and sentiment analysis - related to Section 588,1380,1406,1407,1408,1409,1410,1411,1430,1483 and all sections on Majority Voting, Approximate Majority,Election analytics-Psephology-Opinion polls,Reservoir Sampling,Topic detection and tracking,Social network analysis and People analytics from Twitter-Facebook-LinkedIn-PIPL streams, Large Scale Visuals-Analyzing Audio-Visuals for sentiment (Movies,YouTube) by LIWC-Empath, Drone Electronic Voting Machines-Multipolar voting, KLL Sketch-Quantile and Histogram Approximations, Opinion poll sampling - 7 April 2026
Srinivasan Kannan
More... 6 months ago
------------------------------------------------------------------------------------------------- 1662. (THEORY and FEATURE) Social Network Analysis - OpenAI GPT-5.4 news article opinion mining and sentiment analysis - related to Section 588,1380,1406,1407,1408,1409,1410,1411,1430,1483 and all sections on Majority Voting, Approximate Majority,Election analytics-Psephology-Opinion polls,Reservoir Sampling,Topic detection and tracking,Social network analysis and People analytics from Twitter-Facebook-LinkedIn-PIPL streams, Large Scale Visuals-Analyzing Audio-Visuals for sentiment (Movies,YouTube) by LIWC-Empath, Drone Electronic Voting Machines-Multipolar voting, KLL Sketch-Quantile and Histogram Approximations, Opinion poll sampling - 7 April 2026 -------------------------------------------------------------------------------------------------- 1662.1 python-src/SocialNetworkAnalysis_OpinionMining.py has been updated to import OpenAIQuestionAnswering() from NeuronRainApps/QuestionAnswering/QuestionAnswering.py 1662.2 New function opinion_mining_from_AI_models(query="",fromdate="01/01/2025",todate="07/04/2026",aimodel="OpenAI") has been defined to invoke respective AI model based on argument "aimodel" which at present defaults to "OpenAI". OpenAI wrapper OpenAIQuestionAnswering() call with augmented prompt argument fetches all news articles over the daterange fromdate-todate and analyzes their sentiment polarity scores (classified under Positivity, Objectivity-Neutrality and Negativity). 1662.3 ChatGPT natural language prompt template has been augmented to automatically answer all followup questions as: sentimentanalysis=OpenAIQuestionAnswering("List and Perform sentiment analysis of news articles from " + fromdate + " to " + todate + " on: "+ query +". Assume \"all of the above\" as answer for your followup questions") 1662.4 News articles for following 3 queries are sentiment analyzed for daterange 1/1/2026-7/4/2026: opinion_mining_from_AI_models(query="India",fromdate="01 January 2026",todate="07 April 2026",aimodel="OpenAI") opinion_mining_from_AI_models(query="Tamilnadu",fromdate="01 January 2026",todate="07 April 2026",aimodel="OpenAI") opinion_mining_from_AI_models(query="Chennai metropolitan area",fromdate="01 January 2026",todate="07 April 2026",aimodel="OpenAI") 1662.5 ChatGPT cautions sentiments analyzed earlier with caveat: "Global media trend: Negative news are widely reported (scoop) and magnified while Positive news are relegated. This results in high negative and low positive news sentiments overall" 1662.6 More information in logs for earlier prompts: testlogs/SocialNetworkAnalysis_OpinionMining.log.7April2026
Srinivasan Kannan
More... 6 months ago
Updated Requirements.txt
Srinivasan Kannan
More... 7 months ago
1661. (THEORY and FEATURE) Social Network Analysis - AI people analytics by OpenAI prompt - GPT-5.4 model upgrade and some minor refactoring - related to 14,365,626,711,727,753,876,1127,1128,1129,1130,1204,1263,1269,1427,1442,1452,1532,1534,1547,1555,1571,1592,1605,1645,1657 and all sections on People Analytics, Intrinsic Merit Versus Fame Equilibrium, BKS Conjecture, Stability and Noise Sensitivity of Interview LTF/PTF,Peres Theorem,Unique Identification,Talent Analytics,Code search of opensource repositories,HR Analytics and Automated Recruitment,Question-Answering,Majority Voting,Condorcet Jury Theorem Variants,Margulis-Ruzzo Thresholds,Novelty Detection,Recommender Systems,AI Question-Answering, Partial Ordered Ranking, Fame-Merit equilibrium, Intrinsic Merit as Query Complexity,Software Analytics-Mythical Manmonth-CathedralAndBazaar,Birthday Paradox,Matching in Matrimony-Professional-Personal Social Media Network Profiles,Tree matching - 5 April 2026
Srinivasan Kannan
More... 7 months ago
-------------------------------------------------------------------------------------------------- 1661. (THEORY and FEATURE) Social Network Analysis - AI people analytics by OpenAI prompt - GPT-5.4 model upgrade and some minor refactoring - related to 14,365,626,711,727,753,876,1127,1128,1129,1130,1204,1263,1269,1427,1442,1452,1532,1534,1547,1555,1571,1592,1605,1645,1657 and all sections on People Analytics, Intrinsic Merit Versus Fame Equilibrium, BKS Conjecture, Stability and Noise Sensitivity of Interview LTF/PTF,Peres Theorem,Unique Identification,Talent Analytics,Code search of opensource repositories,HR Analytics and Automated Recruitment,Question-Answering,Majority Voting,Condorcet Jury Theorem Variants,Margulis-Ruzzo Thresholds,Novelty Detection,Recommender Systems,AI Question-Answering, Partial Ordered Ranking, Fame-Merit equilibrium, Intrinsic Merit as Query Complexity,Software Analytics-Mythical Manmonth-CathedralAndBazaar,Birthday Paradox,Matching in Matrimony-Professional-Personal Social Media Network Profiles,Tree matching - 5 April 2026 -------------------------------------------------------------------------------------------------- 1661.1 python-src/NeuronRainApps/QuestionAnswering/QuestionAnswering.py has been updated to remove hardcoded OpenAI model and make it a parameter in OpenAIQuestionAnswering(question,model="gpt-5.4") 1661.2 OpenAI model has been upgraded to GPT-5.4 in argument to OpenAIQuestionAnswering(). ChatGPT response is pretty printed from chat_completion.choices[0].message.content and returned for processing by all dependendent code - AI people analytics, AI opinion sentiment mining etc., 1661.3 An example query - python3.7 QuestionAnswering.py "List of all Manufacturing and IT R&D companies in Chennai metropolitan area" - is answered in testlogs/QuestionAnswering.OpenAI.log.5April2026
Srinivasan Kannan
More... 7 months ago
Section 1488 updated
Srinivasan Kannan
More... 7 months ago
Section 1488 updated
Srinivasan Kannan
More... 7 months ago
Section 1488 updated
Srinivasan Kannan
More... 7 months ago
1659. (THEORY and FEATURE) Set Partition Histogram VREPAT Electronic Voting Machines - Enhancemen ts for Digital Indelible Ink and EVM Counting - 31 March 2026 - related to 651,1213,1215,1217,1221 ,1226,1227,1484,1485,1563,1564 and all sections on Set Partitions and Histogram Analytics, Merit o f Large Scale Visuals, GIS Urban Sprawl Analytics - minimum rectangular bounding box of an urban s prawl, Computational Geometric Integer Factorization,Neuro Cryptocurrency Proof-Of-Work Hardness,E conomic Merit,Poverty Alleviation,Money Changing Problem,Integer Linear Programming,Pell Diophanti ne for Factorization,Perfect Numbers,N-dimensional ball,Lebesgue-Borel measure,Chinese remainderin g theorem,Kernel lifting,Shell Turing Machines, Survival Index OS Scheduler timeout algorithm
Srinivasan Kannan
More... 7 months ago
<pre>------------------------------------------------------------------------------------------------ 1659. (THEORY and FEATURE) Set Partition Histogram VREPAT Electronic Voting Machines - Enhancements for Digital Indelible Ink and EVM Counting - 31 March 2026 - related to 651,1213,1215,1217,1221,1226,1227,1484,1485,1563,1564 and all sections on Set Partitions and Histogram Analytics, Merit of Large Scale Visuals, GIS Urban Sprawl Analytics - minimum rectangular bounding box of an urban sprawl, Computational Geometric Integer Factorization,Neuro Cryptocurrency Proof-Of-Work Hardness,Economic Merit,Poverty Alleviation,Money Changing Problem,Integer Linear Programming,Pell Diophantine for Factorization,Perfect Numbers,N-dimensional ball,Lebesgue-Borel measure,Chinese remaindering theorem,Kernel lifting,Shell Turing Machines, Survival Index OS Scheduler timeout algorithm ------------------------------------------------------------------------------------------------ 1659.1 python-src/Streaming_SetPartitionAnalytics.py has been updated to tighten voting clause to check if a voter credentials are within a conceptual digital indelible ink array that remembers the tuple (unique id, currency One Time Password serial number of the voter, VREPAT QR receipt password of the voter) combination of all voters so far. This array modernizes the old school physical indelible ink finger marking for voters followed as convention to prevent duplicate votes by same voter. 1659.2 Earlier array DigitalIndelibleInkMarked could be construed as a digital ink that &quot;fades&quot; after sometime - &quot;fading&quot; has to be implemented by a timeout algorithm (similar to Survival Index OS Scheduler envisaged in section 751 of NeuronRain Grafit repositories - course_material/NeuronRain/AdvancedComputerScienceAndMachineLearning/AdvancedComputerScienceAndMachineLearning.txt). 1659.3 Digital Indelible Ink array at present is a local array but in theory has to be globally readable (e.g memcache,redis object). Voter is looked up in global cache and blocked from voting if present till Digital Ink for a voter id expires by timeout. 1659.4 New function count_votes() implements the counting of VREPAT EVMs post-elections by iterating through EVM set partitions and printing the candidates and number of votes polled for them. 1659.5 Logs testlogs/Streaming_SetPartitionAnalytics.log.31March2026 demonstrate a voting simulation for earlier digital ink clause. 1659.6 Following security features ensure voting uniqueness: 1659.6.1 Paper or Digital Currency serial number OTP - nationwide unique per voter unless counterfeits are in circulation 1659.6.2 VREPAT QR code receipt password - private to voter 1659.6.3 Digital Indelible Ink global array - not applied physically, prevents double voting by a global blockchain-like hyperledger 1659.7 A parallel can be drawn between (*) AI recruitment usecase in section 1657.6 in the context of FOSS (which removes plagiarism as a factor and makes original talent selection easy by ensuring entire codebase to be in public domain) and (*) replacing EVM process altogether by AI elections wherein votes are not cast in EVMs but instead computed from opinion mining of social media sentiments - for example MCQ VoterSAT in section 1648 could be automated by an AI workflow that converts social media opinions to votes based on MCQ answers.
Srinivasan Kannan
More... 7 months ago
Section 1657 updated
Srinivasan Kannan
More... 7 months ago
Section 1449 updated
Srinivasan Kannan
More... 7 months ago