Monthly refresh, 2026-11-02

README.md

@@ -26,7 +26,7 @@ configs:
 
 # GitHub Developer Index: reachability and availability by city
 
-Aggregated statistics on **85,938 active GitHub developers** in the United
+Aggregated statistics on **86,656 active GitHub developers** in the United
 States, France and the United Kingdom, broken down by metropolitan area,
 technology and engineering role.
 
@@ -34,7 +34,7 @@ Each row reports how many developers the group contains, what share publish an
 email address on their GitHub profile, and what share have flagged themselves
 as available for hire.
 
-Last updated: **2026-10-02**. Refreshed monthly.
+Last updated: **2026-11-02**. Refreshed monthly.
 
 ## Files
 
@@ -65,29 +65,29 @@ city-by-technology crossings.
 
 | Country | Developers | Public email | Open to work |
 |---|---:|---:|---:|
-| United States | 60,284 | 39% | 22% |
-| United Kingdom | 13,739 | 34% | 21% |
-| France | 11,915 | 31% | 19% |
+| United States | 60,835 | 39% | 22% |
+| United Kingdom | 13,853 | 34% | 22% |
+| France | 11,968 | 31% | 19% |
 
 ## Largest cities
 
 | City | Country | Developers | Public email | Open to work |
 |---|---|---:|---:|---:|
-| San Francisco | United States | 9,844 | 40% | 21% |
-| London | United Kingdom | 7,009 | 35% | 21% |
-| New York | United States | 5,709 | 36% | 22% |
-| Seattle | United States | 4,556 | 39% | 18% |
-| Paris | France | 4,423 | 32% | 18% |
-| Boston | United States | 2,831 | 40% | 19% |
-| Los Angeles | United States | 2,257 | 38% | 21% |
-| Chicago | United States | 1,746 | 38% | 20% |
-| Austin | United States | 1,711 | 40% | 22% |
-| Denver | United States | 1,656 | 39% | 21% |
-| Atlanta | United States | 1,316 | 37% | 22% |
-| Portland | United States | 1,227 | 44% | 21% |
-| Washington | United States | 1,024 | 38% | 23% |
-| Dallas | United States | 885 | 39% | 26% |
-| San Diego | United States | 858 | 39% | 19% |
+| San Francisco | United States | 9,951 | 40% | 21% |
+| London | United Kingdom | 7,053 | 35% | 22% |
+| New York | United States | 5,755 | 36% | 22% |
+| Seattle | United States | 4,619 | 39% | 18% |
+| Paris | France | 4,442 | 32% | 19% |
+| Boston | United States | 2,841 | 40% | 20% |
+| Los Angeles | United States | 2,270 | 38% | 21% |
+| Chicago | United States | 1,752 | 38% | 21% |
+| Austin | United States | 1,732 | 40% | 23% |
+| Denver | United States | 1,662 | 39% | 21% |
+| Atlanta | United States | 1,327 | 37% | 23% |
+| Portland | United States | 1,237 | 43% | 22% |
+| Washington | United States | 1,035 | 38% | 23% |
+| Dallas | United States | 898 | 39% | 27% |
+| San Diego | United States | 860 | 39% | 20% |
 
 ## Method, and what this does not measure
 
@@ -117,6 +117,6 @@ least 50 people.
 Released under [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/).
 Free to reuse, including commercially, with attribution.
 
-> StarHunt, GitHub Developer Index (2026-10-02). https://www.getstarhunt.com/developer-dataset.html
+> StarHunt, GitHub Developer Index (2026-11-02). https://www.getstarhunt.com/developer-dataset.html
 
 Full method and tables: https://www.getstarhunt.com/developer-dataset.html

starhunt-developers-fr.csv

@@ -1,123 +1,148 @@
 country,metro,technology,role,developers,public_email_pct,open_to_work_pct
-France,*,*,*,11915,31,19
-France,*,*,Software engineering,7631,33,21
-France,Paris,*,*,4423,32,18
-France,*,Python,*,2977,29,17
-France,*,*,AI product,2558,34,22
-France,*,TypeScript,*,2397,30,22
-France,*,*,Infrastructure,2175,33,20
-France,*,Node.js,*,2000,33,19
-France,*,*,AI research,1588,33,20
-France,Paris,Python,*,1275,29,18
-France,*,RAG / Retrieval,*,1155,33,21
-France,*,AI Agents,*,1050,35,22
-France,*,LLM Engineering,*,990,35,23
-France,*,PHP,*,902,32,21
-France,*,C++,*,899,32,19
-France,*,Java,*,895,34,17
-France,Paris,TypeScript,*,882,30,22
-France,*,React,*,843,32,22
-France,Lyon,*,*,759,33,16
-France,Paris,Node.js,*,751,32,20
-France,*,Kubernetes / DevOps,*,719,35,21
-France,*,PyTorch / ML,*,621,31,19
-France,*,Go / Golang,*,605,34,19
-France,*,AWS,*,583,32,22
-France,*,Rust,*,546,32,22
-France,Toulouse,*,*,524,31,20
-France,Paris,RAG / Retrieval,*,484,33,20
-France,*,Computer Vision,*,476,31,24
-France,Paris,LLM Engineering,*,443,36,23
-France,*,Terraform,*,439,31,21
-France,Bordeaux,*,*,421,35,15
-France,Paris,AI Agents,*,417,36,24
-France,Nantes,*,*,378,30,16
-France,*,Angular,*,338,30,20
-France,Paris,C++,*,320,35,20
-France,Lille,*,*,319,33,17
-France,Paris,React,*,313,37,23
-France,Paris,PyTorch / ML,*,309,33,20
-France,*,.NET / C#,*,294,32,16
-France,Paris,Java,*,287,38,18
-France,Paris,Kubernetes / DevOps,*,285,35,20
-France,*,Azure,*,283,31,20
-France,*,GenAI Media (Image/Video),*,266,36,20
-France,*,LLM Inference / Serving,*,262,33,25
-France,Paris,PHP,*,254,37,19
-France,Paris,AWS,*,246,32,24
-France,Paris,Computer Vision,*,246,31,24
-France,Paris,Go / Golang,*,242,36,13
-France,*,Docker,*,237,34,23
-France,Montpellier,*,*,235,33,22
-France,Grenoble,*,*,232,34,16
-France,*,OVH,*,230,34,21
-France,Rennes,*,*,226,35,17
-France,*,Ruby,*,211,32,18
-France,Paris,Rust,*,211,32,19
-France,*,Vue.js,*,198,36,23
-France,Marseille,*,*,192,33,21
-France,Nice,*,*,184,32,20
-France,Paris,Terraform,*,184,28,19
-France,*,*,Data science,181,40,20
-France,*,*,Data engineering,178,37,21
-France,Lyon,Python,*,175,31,15
-France,*,Hugging Face,*,174,24,18
-France,Lyon,TypeScript,*,161,30,14
-France,Strasbourg,*,*,153,34,22
-France,*,TensorFlow / ML,*,152,41,23
-France,*,Kotlin / Android,*,146,46,28
-France,Toulouse,Python,*,146,28,18
-France,*,GCP,*,144,43,26
-France,Lyon,Node.js,*,140,34,16
-France,Toulouse,TypeScript,*,120,22,21
-France,*,React Native,*,119,27,24
-France,*,NLP,*,113,29,21
-France,*,Scaleway,*,113,35,18
-France,Paris,Azure,*,113,33,12
-France,*,JAX,*,112,37,21
-France,*,Flutter / Dart,*,111,31,24
-France,Paris,LLM Inference / Serving,*,110,35,25
-France,*,Swift / iOS,*,103,38,19
-France,Bordeaux,Python,*,101,37,22
-France,Paris,Hugging Face,*,100,25,19
-France,*,Reinforcement Learning,*,98,33,20
-France,Paris,GenAI Media (Image/Video),*,98,37,17
-France,*,GraphQL,*,97,43,19
-France,Paris,Angular,*,97,36,21
-France,*,PostgreSQL,*,92,27,21
-France,Nantes,Node.js,*,91,27,18
-France,Lyon,React,*,83,31,22
-France,*,MongoDB,*,81,26,23
-France,Toulouse,Node.js,*,81,36,23
-France,Nantes,TypeScript,*,79,30,16
-France,Paris,.NET / C#,*,79,30,22
+France,*,*,*,11968,31,19
+France,*,*,Software engineering,8002,33,21
+France,Paris,*,*,4442,32,19
+France,*,Python,*,3234,29,18
+France,*,*,Infrastructure,2834,32,21
+France,*,*,AI product,2697,33,22
+France,*,TypeScript,*,2670,30,23
+France,*,Node.js,*,2182,32,20
+France,*,React,*,1769,32,26
+France,*,*,AI research,1710,33,20
+France,Paris,Python,*,1380,29,18
+France,*,RAG / Retrieval,*,1181,33,22
+France,*,AI Agents,*,1155,34,23
+France,*,LLM Engineering,*,1048,34,23
+France,*,Docker,*,1029,33,21
+France,*,Java,*,979,34,17
+France,Paris,TypeScript,*,979,31,23
+France,*,C++,*,960,32,20
+France,*,PHP,*,946,33,22
+France,Paris,Node.js,*,803,32,21
+France,*,Kubernetes / DevOps,*,767,34,20
+France,Lyon,*,*,756,33,16
+France,*,PyTorch / ML,*,742,34,20
+France,*,Go / Golang,*,674,33,20
+France,Paris,React,*,665,34,28
+France,*,AWS,*,610,32,23
+France,*,Rust,*,605,32,23
+France,*,Angular,*,562,34,25
+France,Toulouse,*,*,528,31,21
+France,*,Computer Vision,*,503,31,24
+France,Paris,RAG / Retrieval,*,493,34,20
+France,Paris,LLM Engineering,*,469,36,22
+France,*,Terraform,*,455,31,21
+France,Paris,AI Agents,*,452,35,24
+France,Bordeaux,*,*,427,35,16
+France,Nantes,*,*,381,30,17
+France,Paris,Docker,*,362,34,22
+France,Paris,PyTorch / ML,*,355,33,21
+France,*,Vue.js,*,352,32,23
+France,Paris,C++,*,340,34,19
+France,*,PostgreSQL,*,332,30,27
+France,*,.NET / C#,*,327,33,18
+France,Lille,*,*,323,33,18
+France,Paris,Java,*,315,37,20
+France,*,*,Data engineering,310,38,21
+France,Paris,Kubernetes / DevOps,*,308,34,19
+France,*,Azure,*,295,31,20
+France,*,LLM Inference / Serving,*,290,32,26
+France,*,GenAI Media (Image/Video),*,279,36,20
+France,Paris,Go / Golang,*,274,34,16
+France,Paris,PHP,*,269,38,19
+France,Paris,AWS,*,261,30,24
+France,Paris,Computer Vision,*,259,32,24
+France,*,OVH,*,236,34,22
+France,*,React Native,*,236,28,28
+France,Montpellier,*,*,236,33,22
+France,*,Ansible,*,234,32,24
+France,Grenoble,*,*,233,34,17
+France,Paris,Rust,*,232,32,21
+France,Rennes,*,*,229,34,17
+France,*,Ruby,*,224,32,17
+France,*,Flutter / Dart,*,211,34,23
+France,*,MongoDB,*,211,27,26
+France,*,*,Data science,198,40,20
+France,*,Hugging Face,*,195,26,21
+France,*,GraphQL,*,194,42,24
+France,Marseille,*,*,194,33,22
+France,Paris,Terraform,*,190,28,20
+France,Nice,*,*,183,31,21
+France,*,NLP,*,182,28,24
+France,Lyon,Python,*,180,32,16
+France,Lyon,TypeScript,*,174,32,18
+France,*,GCP,*,169,43,25
+France,*,Kotlin / Android,*,163,44,27
+France,Paris,Angular,*,163,36,28
+France,*,TensorFlow / ML,*,155,41,23
+France,Strasbourg,*,*,154,32,22
+France,Toulouse,Python,*,154,29,18
+France,Lyon,Node.js,*,152,35,17
+France,Lyon,React,*,142,32,21
+France,*,Prometheus,*,133,37,25
+France,Toulouse,TypeScript,*,128,23,25
+France,Paris,PostgreSQL,*,127,26,28
+France,Paris,LLM Inference / Serving,*,124,35,26
+France,Paris,Azure,*,122,31,13
+France,Paris,Vue.js,*,121,32,25
+France,*,JAX,*,120,35,20
+France,*,Swift / iOS,*,120,37,21
+France,*,Scaleway,*,114,34,18
+France,*,Kafka,*,113,34,24
+France,Paris,Hugging Face,*,113,27,23
+France,Bordeaux,Python,*,110,35,21
+France,Nantes,Node.js,*,106,27,15
+France,Paris,GenAI Media (Image/Video),*,105,35,18
+France,*,Redis,*,104,36,23
+France,*,Reinforcement Learning,*,104,32,20
+France,Paris,NLP,*,103,31,25
+France,Nantes,TypeScript,*,99,30,18
+France,*,Helm,*,97,42,31
+France,Bordeaux,TypeScript,*,97,36,21
+France,Bordeaux,Node.js,*,93,34,18
+France,Paris,React Native,*,91,29,31
+France,Paris,.NET / C#,*,89,33,21
+France,Toulouse,Node.js,*,88,34,24
+France,*,Solidity,*,86,37,19
+France,Bordeaux,React,*,82,37,20
+France,*,Web3,*,81,31,23
+France,Paris,Ruby,*,81,38,14
+France,*,Elasticsearch,*,80,42,20
+France,Paris,MongoDB,*,80,20,30
 France,Paris,TensorFlow / ML,*,79,44,29
-France,Bordeaux,Node.js,*,77,35,18
-France,*,Ansible,*,76,33,29
-France,Bordeaux,TypeScript,*,76,38,21
-France,Paris,Ruby,*,76,39,16
-France,Paris,Vue.js,*,76,38,17
-France,Grenoble,Python,*,72,33,7
-France,Paris,Docker,*,71,41,24
-France,Lyon,AI Agents,*,70,31,21
-France,Lyon,PHP,*,65,38,11
-France,Lyon,RAG / Retrieval,*,65,28,23
-France,Paris,GCP,*,64,45,34
-France,Lille,TypeScript,*,63,25,13
-France,Paris,Kotlin / Android,*,63,46,24
-France,Paris,Reinforcement Learning,*,60,32,20
-France,Montpellier,Python,*,59,27,19
+France,Lyon,Docker,*,78,29,12
+France,Paris,GraphQL,*,78,40,18
+France,Nantes,React,*,77,26,19
+France,Grenoble,Python,*,75,33,8
+France,Paris,GCP,*,75,41,27
+France,Paris,Ansible,*,74,35,31
+France,Toulouse,React,*,74,31,34
+France,*,Ethereum,*,73,26,19
+France,Lille,TypeScript,*,71,24,15
+France,Lyon,AI Agents,*,71,32,20
+France,Paris,Kotlin / Android,*,69,43,23
+France,Paris,Flutter / Dart,*,66,32,23
+France,Lyon,PHP,*,65,40,9
+France,Lille,Node.js,*,64,34,17
+France,Lyon,RAG / Retrieval,*,64,28,20
+France,Montpellier,Python,*,63,29,19
+France,Paris,Reinforcement Learning,*,63,32,19
+France,Lille,Python,*,61,30,18
+France,Paris,JAX,*,61,36,25
+France,Lille,Java,*,59,46,15
+France,Lyon,LLM Engineering,*,58,40,17
 France,Paris,Scaleway,*,58,40,16
-France,Paris,JAX,*,57,35,25
-France,Paris,NLP,*,57,28,19
-France,*,Prometheus,*,56,34,29
-France,Lille,Node.js,*,55,38,18
-France,Lyon,LLM Engineering,*,55,35,18
-France,*,Scala / Spark,*,54,35,22
-France,Lille,Python,*,53,28,17
-France,Paris,OVH,*,52,35,21
-France,Bordeaux,React,*,51,35,16
-France,Toulouse,PHP,*,51,22,25
-France,*,Web3,*,50,34,18
-France,Lille,Java,*,50,46,14
-France,Rennes,Python,*,50,30,20
+France,*,Scala / Spark,*,56,38,27
+France,Rennes,Python,*,55,31,20
+France,Lille,React,*,54,30,13
+France,Lyon,C++,*,54,28,20
+France,Nice,Python,*,54,41,28
+France,Paris,OVH,*,54,35,22
+France,Bordeaux,Java,*,53,36,15
+France,Lyon,Angular,*,53,26,19
+France,Marseille,TypeScript,*,53,28,28
+France,Toulouse,PHP,*,53,23,28
+France,Paris,Prometheus,*,51,37,25
+France,Lyon,Java,*,50,44,16
+France,Nantes,Python,*,50,40,16
+France,Paris,Redis,*,50,36,28

starhunt-developers-uk.csv

@@ -1,113 +1,143 @@
 country,metro,technology,role,developers,public_email_pct,open_to_work_pct
-United Kingdom,*,*,*,13739,34,21
-United Kingdom,*,*,Software engineering,8708,34,24
-United Kingdom,London,*,*,7009,35,21
-United Kingdom,*,Python,*,3984,33,20
-United Kingdom,*,*,AI product,3368,35,26
-United Kingdom,*,*,Infrastructure,2915,35,23
-United Kingdom,*,TypeScript,*,2536,34,26
-United Kingdom,London,Python,*,2094,34,19
-United Kingdom,*,Node.js,*,2025,35,23
-United Kingdom,*,*,AI research,1889,34,24
-United Kingdom,*,AI Agents,*,1576,34,27
-United Kingdom,*,RAG / Retrieval,*,1368,36,26
-United Kingdom,*,AWS,*,1320,35,25
-United Kingdom,London,TypeScript,*,1292,35,24
-United Kingdom,*,LLM Engineering,*,1227,34,26
-United Kingdom,London,Node.js,*,1061,34,23
-United Kingdom,London,AI Agents,*,873,33,25
-United Kingdom,*,Java,*,864,34,19
-United Kingdom,*,Kubernetes / DevOps,*,839,36,23
-United Kingdom,*,PyTorch / ML,*,782,37,26
-United Kingdom,*,C++,*,754,38,20
-United Kingdom,*,Go / Golang,*,733,36,22
-United Kingdom,London,RAG / Retrieval,*,730,38,25
-United Kingdom,*,React,*,717,36,26
-United Kingdom,London,AWS,*,697,35,24
-United Kingdom,London,LLM Engineering,*,655,37,28
-United Kingdom,*,Azure,*,639,33,20
-United Kingdom,*,Rust,*,635,37,25
-United Kingdom,*,Terraform,*,634,32,20
-United Kingdom,Manchester,*,*,607,33,19
-United Kingdom,*,.NET / C#,*,572,29,20
-United Kingdom,*,PHP,*,490,33,33
-United Kingdom,London,Kubernetes / DevOps,*,459,35,24
-United Kingdom,*,Computer Vision,*,456,36,25
-United Kingdom,London,PyTorch / ML,*,444,39,25
-United Kingdom,Edinburgh,*,*,421,35,14
-United Kingdom,London,Go / Golang,*,395,38,21
-United Kingdom,London,Java,*,394,36,21
-United Kingdom,London,React,*,357,41,24
-United Kingdom,London,C++,*,350,40,21
-United Kingdom,London,Rust,*,344,36,26
-United Kingdom,*,GenAI Media (Image/Video),*,337,32,25
-United Kingdom,*,Ruby,*,337,41,20
-United Kingdom,London,Terraform,*,311,33,22
-United Kingdom,Bristol,*,*,308,31,13
-United Kingdom,London,Azure,*,303,34,21
-United Kingdom,*,*,Data engineering,283,32,21
-United Kingdom,*,*,Data science,275,37,23
-United Kingdom,*,LLM Inference / Serving,*,264,29,26
-United Kingdom,London,Computer Vision,*,249,39,25
-United Kingdom,*,Kotlin / Android,*,248,34,20
-United Kingdom,*,Swift / iOS,*,240,41,27
-United Kingdom,*,Docker,*,237,32,26
-United Kingdom,London,.NET / C#,*,233,31,17
-United Kingdom,*,TensorFlow / ML,*,221,38,29
-United Kingdom,London,PHP,*,221,33,34
-United Kingdom,Glasgow,*,*,216,36,16
-United Kingdom,*,GCP,*,215,38,26
-United Kingdom,*,Angular,*,212,34,16
-United Kingdom,London,Ruby,*,200,40,22
-United Kingdom,*,JAX,*,193,37,23
-United Kingdom,London,GenAI Media (Image/Video),*,190,37,28
-United Kingdom,Leeds,*,*,165,34,18
-United Kingdom,Manchester,Python,*,163,39,15
-United Kingdom,*,Scala / Spark,*,154,27,19
-United Kingdom,Birmingham,*,*,154,34,24
-United Kingdom,Edinburgh,Python,*,148,32,14
-United Kingdom,London,TensorFlow / ML,*,147,45,33
-United Kingdom,London,Swift / iOS,*,146,41,27
-United Kingdom,London,Kotlin / Android,*,141,37,21
-United Kingdom,*,Reinforcement Learning,*,140,40,29
-United Kingdom,London,JAX,*,136,36,23
-United Kingdom,London,LLM Inference / Serving,*,136,31,27
-United Kingdom,London,GCP,*,134,36,27
-United Kingdom,*,NLP,*,133,33,29
-United Kingdom,*,Flutter / Dart,*,132,39,31
-United Kingdom,*,Hugging Face,*,123,34,31
-United Kingdom,Bristol,Python,*,119,35,12
-United Kingdom,Sheffield,*,*,118,37,14
-United Kingdom,Newcastle,*,*,114,44,18
-United Kingdom,*,React Native,*,111,40,30
-United Kingdom,London,Docker,*,109,34,19
-United Kingdom,London,Reinforcement Learning,*,105,41,31
-United Kingdom,London,Scala / Spark,*,105,30,20
-United Kingdom,*,PostgreSQL,*,100,39,29
-United Kingdom,Manchester,TypeScript,*,100,34,19
-United Kingdom,London,Angular,*,94,40,17
-United Kingdom,Manchester,Node.js,*,89,31,20
-United Kingdom,*,Web3,*,86,42,36
-United Kingdom,London,NLP,*,85,39,28
-United Kingdom,Belfast,*,*,82,32,12
+United Kingdom,*,*,*,13853,34,22
+United Kingdom,*,*,Software engineering,9199,35,25
+United Kingdom,London,*,*,7053,35,22
+United Kingdom,*,Python,*,4313,33,21
+United Kingdom,*,*,AI product,3569,35,26
+United Kingdom,*,*,Infrastructure,3463,35,23
+United Kingdom,*,TypeScript,*,2815,34,27
+United Kingdom,*,Node.js,*,2285,35,24
+United Kingdom,London,Python,*,2272,34,20
+United Kingdom,*,*,AI research,2063,34,25
+United Kingdom,*,React,*,1801,35,30
+United Kingdom,*,AI Agents,*,1714,35,27
+United Kingdom,London,TypeScript,*,1428,35,26
+United Kingdom,*,AWS,*,1414,34,26
+United Kingdom,*,RAG / Retrieval,*,1394,35,27
+United Kingdom,*,LLM Engineering,*,1317,35,27
+United Kingdom,London,Node.js,*,1193,35,24
+United Kingdom,London,AI Agents,*,938,33,26
+United Kingdom,*,PyTorch / ML,*,927,36,26
+United Kingdom,London,React,*,919,37,30
+United Kingdom,*,Java,*,917,34,21
+United Kingdom,*,Kubernetes / DevOps,*,899,34,23
+United Kingdom,*,Docker,*,871,35,26
+United Kingdom,*,C++,*,826,38,21
+United Kingdom,*,Go / Golang,*,813,35,23
+United Kingdom,London,AWS,*,751,34,25
+United Kingdom,London,RAG / Retrieval,*,742,37,26
+United Kingdom,*,Rust,*,709,39,26
+United Kingdom,London,LLM Engineering,*,698,38,29
+United Kingdom,*,Azure,*,672,33,21
+United Kingdom,*,Terraform,*,666,32,20
+United Kingdom,*,.NET / C#,*,628,29,20
+United Kingdom,Manchester,*,*,608,33,20
+United Kingdom,London,PyTorch / ML,*,511,38,25
+United Kingdom,*,PHP,*,509,33,32
+United Kingdom,London,Kubernetes / DevOps,*,494,34,24
+United Kingdom,*,Computer Vision,*,485,35,25
+United Kingdom,*,*,Data engineering,471,33,24
+United Kingdom,London,Go / Golang,*,430,37,22
+United Kingdom,London,Docker,*,429,37,23
+United Kingdom,Edinburgh,*,*,428,35,16
+United Kingdom,London,Java,*,418,35,22
+United Kingdom,London,Rust,*,384,37,28
+United Kingdom,London,C++,*,383,39,20
+United Kingdom,*,Ruby,*,360,40,22
+United Kingdom,*,GenAI Media (Image/Video),*,356,33,25
+United Kingdom,*,Angular,*,353,36,26
+United Kingdom,London,Terraform,*,327,33,22
+United Kingdom,London,Azure,*,326,34,22
+United Kingdom,*,*,Data science,310,36,24
+United Kingdom,*,PostgreSQL,*,307,39,36
+United Kingdom,Bristol,*,*,307,32,16
+United Kingdom,*,LLM Inference / Serving,*,303,30,27
+United Kingdom,*,Kotlin / Android,*,268,35,22
+United Kingdom,*,Swift / iOS,*,267,39,28
+United Kingdom,London,Computer Vision,*,267,39,26
+United Kingdom,London,.NET / C#,*,256,33,20
+United Kingdom,*,GCP,*,239,37,26
+United Kingdom,*,React Native,*,236,39,36
+United Kingdom,London,PHP,*,230,33,33
+United Kingdom,*,TensorFlow / ML,*,227,38,30
+United Kingdom,Glasgow,*,*,215,36,19
+United Kingdom,London,Ruby,*,213,39,23
+United Kingdom,*,JAX,*,207,36,24
+United Kingdom,*,Flutter / Dart,*,205,38,34
+United Kingdom,*,NLP,*,201,32,32
+United Kingdom,London,GenAI Media (Image/Video),*,198,37,28
+United Kingdom,*,MongoDB,*,192,34,23
+United Kingdom,*,GraphQL,*,183,44,28
+United Kingdom,*,Ansible,*,180,34,21
+United Kingdom,Manchester,Python,*,176,38,16
+United Kingdom,London,PostgreSQL,*,173,41,31
+United Kingdom,Leeds,*,*,165,34,19
+United Kingdom,*,Hugging Face,*,164,30,35
+United Kingdom,Edinburgh,Python,*,163,33,17
+United Kingdom,London,Angular,*,163,42,27
+United Kingdom,London,Swift / iOS,*,163,40,28
+United Kingdom,*,Scala / Spark,*,160,28,22
+United Kingdom,*,Kafka,*,156,37,25
+United Kingdom,London,LLM Inference / Serving,*,155,30,28
+United Kingdom,Birmingham,*,*,154,35,24
+United Kingdom,London,TensorFlow / ML,*,154,46,34
+United Kingdom,London,Kotlin / Android,*,153,38,23
+United Kingdom,*,Reinforcement Learning,*,151,39,30
+United Kingdom,*,Prometheus,*,150,35,24
+United Kingdom,London,GCP,*,147,36,27
+United Kingdom,London,JAX,*,144,35,23
+United Kingdom,*,Solidity,*,141,33,27
+United Kingdom,*,Vue.js,*,131,40,36
+United Kingdom,London,React Native,*,128,47,36
+United Kingdom,Bristol,Python,*,125,35,17
+United Kingdom,London,NLP,*,123,37,32
+United Kingdom,Sheffield,*,*,120,36,15
+United Kingdom,Manchester,TypeScript,*,118,33,20
+United Kingdom,Manchester,React,*,117,32,26
+United Kingdom,*,Redis,*,116,40,34
+United Kingdom,*,Web3,*,116,41,37
+United Kingdom,Manchester,Node.js,*,115,30,21
+United Kingdom,London,GraphQL,*,113,46,27
+United Kingdom,Newcastle,*,*,113,43,19
+United Kingdom,London,Scala / Spark,*,111,32,24
+United Kingdom,London,Reinforcement Learning,*,109,40,32
+United Kingdom,*,Ethereum,*,108,30,28
+United Kingdom,London,Flutter / Dart,*,104,38,31
+United Kingdom,*,Helm,*,103,29,21
+United Kingdom,*,Haskell,*,102,49,19
+United Kingdom,London,Hugging Face,*,99,27,29
+United Kingdom,London,Kafka,*,94,36,23
+United Kingdom,London,MongoDB,*,90,31,22
+United Kingdom,London,Prometheus,*,88,34,19
+United Kingdom,London,Ansible,*,87,33,18
+United Kingdom,Belfast,*,*,83,31,13
+United Kingdom,*,dbt,*,82,30,24
 United Kingdom,Cardiff,*,*,80,41,31
-United Kingdom,London,Hugging Face,*,76,30,25
-United Kingdom,*,MongoDB,*,74,32,23
-United Kingdom,Glasgow,Python,*,71,35,17
-United Kingdom,London,Flutter / Dart,*,70,40,24
-United Kingdom,Edinburgh,Node.js,*,67,37,12
-United Kingdom,*,Haskell,*,66,41,17
-United Kingdom,*,Vue.js,*,66,45,35
-United Kingdom,London,React Native,*,66,50,30
-United Kingdom,*,Kafka,*,65,42,15
-United Kingdom,*,Prometheus,*,63,33,25
-United Kingdom,Manchester,React,*,62,26,16
-United Kingdom,Cambridge,*,*,59,41,19
-United Kingdom,Manchester,AWS,*,59,42,17
-United Kingdom,Edinburgh,TypeScript,*,58,29,14
-United Kingdom,Manchester,AI Agents,*,57,37,18
-United Kingdom,*,GraphQL,*,56,46,27
-United Kingdom,London,PostgreSQL,*,56,43,29
+United Kingdom,Edinburgh,Node.js,*,78,37,18
+United Kingdom,Glasgow,Python,*,78,38,22
+United Kingdom,*,Elasticsearch,*,77,40,22
+United Kingdom,*,Bitcoin,*,73,29,38
+United Kingdom,*,Clojure,*,72,43,19
+United Kingdom,*,Elixir,*,71,58,30
+United Kingdom,London,Solidity,*,71,32,23
+United Kingdom,Edinburgh,TypeScript,*,69,29,16
+United Kingdom,Edinburgh,React,*,68,29,18
+United Kingdom,Manchester,AWS,*,66,39,18
+United Kingdom,London,Haskell,*,63,52,17
+United Kingdom,London,Helm,*,63,32,24
+United Kingdom,*,Databricks,*,61,34,33
+United Kingdom,London,Redis,*,59,36,31
+United Kingdom,Manchester,AI Agents,*,59,36,22
+United Kingdom,Cambridge,*,*,58,40,19
+United Kingdom,London,Ethereum,*,58,29,21
+United Kingdom,*,Solana,*,57,33,28
 United Kingdom,Nottingham,*,*,54,39,17
-United Kingdom,*,Ansible,*,52,35,19
-United Kingdom,*,Clojure,*,52,46,21
+United Kingdom,*,Airflow,*,53,25,21
+United Kingdom,Bristol,Node.js,*,53,40,19
+United Kingdom,Edinburgh,Java,*,52,38,21
+United Kingdom,Leeds,Python,*,52,33,25
+United Kingdom,London,Web3,*,52,40,38
+United Kingdom,London,dbt,*,52,35,23
+United Kingdom,London,Vue.js,*,51,43,31
+United Kingdom,Glasgow,Node.js,*,50,32,20
+United Kingdom,Manchester,RAG / Retrieval,*,50,32,22

starhunt-developers-us.csv

@@ -1,496 +1,564 @@
 country,metro,technology,role,developers,public_email_pct,open_to_work_pct
-United States,*,*,*,60284,39,22
-United States,*,*,Software engineering,34581,40,24
-United States,*,Python,*,20306,37,21
-United States,*,*,AI product,19148,39,25
-United States,*,*,Infrastructure,12317,40,22
-United States,*,TypeScript,*,11572,38,27
-United States,*,*,AI research,10240,40,24
-United States,San Francisco,*,*,9844,40,21
-United States,*,AI Agents,*,9639,39,26
-United States,*,Node.js,*,9481,39,24
-United States,*,LLM Engineering,*,7711,39,27
-United States,*,RAG / Retrieval,*,7049,41,27
-United States,*,AWS,*,5926,40,25
-United States,New York,*,*,5709,36,22
-United States,*,PyTorch / ML,*,4564,41,23
-United States,Seattle,*,*,4556,39,18
-United States,San Francisco,Python,*,3721,39,22
-United States,*,C++,*,3524,42,18
-United States,*,Go / Golang,*,3367,42,20
-United States,*,Kubernetes / DevOps,*,3125,42,22
-United States,*,Rust,*,2862,44,25
-United States,*,Java,*,2834,41,21
-United States,Boston,*,*,2831,40,19
-United States,*,Azure,*,2678,38,19
-United States,*,Computer Vision,*,2570,37,23
-United States,Los Angeles,*,*,2257,38,21
-United States,*,LLM Inference / Serving,*,2094,40,25
-United States,New York,Python,*,2056,35,22
-United States,*,React,*,2054,41,28
-United States,San Francisco,TypeScript,*,1918,39,25
-United States,*,.NET / C#,*,1903,38,22
-United States,*,Terraform,*,1843,40,24
-United States,Chicago,*,*,1746,38,20
-United States,San Francisco,AI Agents,*,1730,38,24
-United States,Austin,*,*,1711,40,22
-United States,*,Ruby,*,1656,47,22
-United States,Denver,*,*,1656,39,21
-United States,San Francisco,LLM Engineering,*,1612,39,24
-United States,San Francisco,Node.js,*,1536,43,24
-United States,*,*,Data engineering,1414,36,20
-United States,*,GenAI Media (Image/Video),*,1379,43,23
-United States,Seattle,Python,*,1357,39,19
-United States,Atlanta,*,*,1316,37,22
-United States,Portland,*,*,1227,44,21
-United States,*,GCP,*,1224,39,24
-United States,*,Swift / iOS,*,1210,43,25
-United States,Boston,Python,*,1191,38,18
-United States,New York,TypeScript,*,1185,33,25
-United States,San Francisco,RAG / Retrieval,*,1168,42,27
-United States,San Francisco,PyTorch / ML,*,1145,44,21
-United States,*,*,Data science,1107,41,20
-United States,*,PHP,*,1095,43,28
-United States,New York,Node.js,*,1075,38,22
-United States,Washington,*,*,1024,38,23
-United States,*,TensorFlow / ML,*,950,46,29
-United States,San Francisco,AWS,*,927,38,24
-United States,New York,AI Agents,*,917,36,27
-United States,Dallas,*,*,885,39,26
-United States,San Diego,*,*,858,39,19
-United States,*,NLP,*,806,37,27
-United States,Philadelphia,*,*,803,41,23
-United States,Seattle,TypeScript,*,798,39,22
-United States,New York,LLM Engineering,*,756,37,26
-United States,*,Docker,*,753,42,23
-United States,Los Angeles,Python,*,750,37,19
-United States,*,Hugging Face,*,713,39,27
-United States,Seattle,AWS,*,700,41,17
-United States,Seattle,AI Agents,*,677,41,22
-United States,San Francisco,C++,*,675,45,17
-United States,*,Reinforcement Learning,*,671,41,26
-United States,*,Angular,*,664,39,21
-United States,New York,RAG / Retrieval,*,642,38,24
-United States,Seattle,Node.js,*,638,41,21
-United States,Raleigh,*,*,619,46,19
-United States,Seattle,Azure,*,616,35,11
-United States,Chicago,Python,*,612,36,19
-United States,*,JAX,*,601,47,25
-United States,Pittsburgh,*,*,593,36,16
-United States,Phoenix,*,*,592,42,27
-United States,Minneapolis,*,*,587,40,19
-United States,San Francisco,Go / Golang,*,537,46,21
-United States,New York,AWS,*,534,36,28
-United States,San Francisco,LLM Inference / Serving,*,530,39,21
-United States,Houston,*,*,527,39,27
-United States,Austin,Python,*,517,39,24
-United States,Detroit,*,*,516,40,21
-United States,Denver,Python,*,513,37,20
-United States,San Francisco,Rust,*,510,46,24
-United States,Seattle,LLM Engineering,*,509,40,23
-United States,Miami,*,*,507,37,29
-United States,San Francisco,Kubernetes / DevOps,*,496,41,19
-United States,Seattle,RAG / Retrieval,*,495,44,24
-United States,Los Angeles,TypeScript,*,481,38,24
-United States,*,Kotlin / Android,*,477,40,22
-United States,Salt Lake City,*,*,475,43,23
-United States,San Francisco,Computer Vision,*,468,40,22
-United States,New York,PyTorch / ML,*,463,38,21
-United States,Atlanta,Python,*,458,34,20
-United States,San Francisco,Java,*,441,49,21
-United States,Boston,AI Agents,*,435,43,23
-United States,Boston,TypeScript,*,435,39,25
-United States,Orlando,*,*,425,37,23
-United States,Boston,Node.js,*,413,40,22
-United States,Washington,Python,*,407,38,22
-United States,Los Angeles,Node.js,*,395,38,22
-United States,New York,Go / Golang,*,372,37,21
-United States,Boston,LLM Engineering,*,371,37,23
-United States,Charlotte,*,*,369,38,26
-United States,Los Angeles,AI Agents,*,366,36,23
-United States,Seattle,.NET / C#,*,365,37,13
-United States,San Diego,Python,*,355,38,20
-United States,Seattle,PyTorch / ML,*,349,41,19
-United States,*,Scala / Spark,*,343,41,19
-United States,Boston,RAG / Retrieval,*,342,42,27
+United States,*,*,*,60835,39,22
+United States,*,*,Software engineering,37160,40,25
+United States,*,Python,*,21841,37,22
+United States,*,*,AI product,20145,39,26
+United States,*,*,Infrastructure,14327,40,23
+United States,*,TypeScript,*,12660,38,27
+United States,*,*,AI research,11185,40,24
+United States,*,AI Agents,*,10398,39,27
+United States,*,Node.js,*,10365,39,24
+United States,San Francisco,*,*,9951,40,21
+United States,*,LLM Engineering,*,8130,39,27
+United States,*,RAG / Retrieval,*,7235,41,27
+United States,*,React,*,6812,39,29
+United States,*,AWS,*,6196,40,25
+United States,New York,*,*,5755,36,22
+United States,*,PyTorch / ML,*,5368,41,24
+United States,Seattle,*,*,4619,39,18
+United States,San Francisco,Python,*,4014,39,22
+United States,*,C++,*,3823,42,19
+United States,*,Go / Golang,*,3696,41,20
+United States,*,Kubernetes / DevOps,*,3313,42,22
+United States,*,Rust,*,3171,43,25
+United States,*,Java,*,3042,41,23
+United States,*,Docker,*,2994,41,25
+United States,Boston,*,*,2841,40,20
+United States,*,Azure,*,2783,38,20
+United States,*,Computer Vision,*,2740,37,24
+United States,*,LLM Inference / Serving,*,2271,40,26
+United States,Los Angeles,*,*,2270,38,21
+United States,New York,Python,*,2209,35,22
+United States,San Francisco,TypeScript,*,2084,38,25
+United States,*,*,Data engineering,2075,37,22
+United States,*,.NET / C#,*,2048,38,22
+United States,*,Terraform,*,1919,39,24
+United States,San Francisco,AI Agents,*,1882,37,25
+United States,*,Ruby,*,1757,47,22
+United States,Chicago,*,*,1752,38,21
+United States,Austin,*,*,1732,40,23
+United States,San Francisco,LLM Engineering,*,1702,40,25
+United States,San Francisco,Node.js,*,1673,42,24
+United States,Denver,*,*,1662,39,21
+United States,*,GenAI Media (Image/Video),*,1477,43,23
+United States,Seattle,Python,*,1466,39,19
+United States,*,GCP,*,1408,40,24
+United States,*,Swift / iOS,*,1333,42,25
+United States,Atlanta,*,*,1327,37,23
+United States,*,Angular,*,1319,41,27
+United States,*,PostgreSQL,*,1315,40,29
+United States,San Francisco,PyTorch / ML,*,1282,43,22
+United States,New York,TypeScript,*,1281,33,25
+United States,Boston,Python,*,1259,38,18
+United States,Portland,*,*,1237,43,22
+United States,*,*,Data science,1206,41,21
+United States,San Francisco,RAG / Retrieval,*,1199,42,27
+United States,*,NLP,*,1179,37,29
+United States,New York,Node.js,*,1160,38,22
+United States,*,PHP,*,1131,43,28
+United States,Washington,*,*,1035,38,23
+United States,New York,AI Agents,*,997,37,27
+United States,*,TensorFlow / ML,*,982,46,29
+United States,San Francisco,React,*,977,41,27
+United States,San Francisco,AWS,*,971,38,24
+United States,Dallas,*,*,898,39,27
+United States,Seattle,TypeScript,*,861,38,23
+United States,San Diego,*,*,860,39,20
+United States,*,Hugging Face,*,859,41,28
+United States,Philadelphia,*,*,808,42,23
+United States,Los Angeles,Python,*,803,37,19
+United States,New York,LLM Engineering,*,800,38,27
+United States,*,MongoDB,*,792,41,24
+United States,*,Ansible,*,758,41,21
+United States,*,GraphQL,*,747,45,28
+United States,*,React Native,*,747,39,30
+United States,Seattle,AI Agents,*,740,41,22
+United States,San Francisco,C++,*,734,44,18
+United States,Seattle,AWS,*,725,40,17
+United States,*,Reinforcement Learning,*,716,41,26
+United States,New York,React,*,713,37,30
+United States,Seattle,Node.js,*,713,42,22
+United States,New York,RAG / Retrieval,*,669,38,24
+United States,Chicago,Python,*,659,36,20
+United States,Seattle,Azure,*,644,36,11
+United States,*,JAX,*,643,48,25
+United States,Raleigh,*,*,620,46,20
+United States,*,Flutter / Dart,*,619,42,30
+United States,San Francisco,Go / Golang,*,599,45,22
+United States,Phoenix,*,*,598,42,28
+United States,Pittsburgh,*,*,596,36,15
+United States,Minneapolis,*,*,588,40,19
+United States,San Francisco,LLM Inference / Serving,*,578,39,22
+United States,San Francisco,Rust,*,575,45,24
+United States,Austin,Python,*,574,39,25
+United States,New York,AWS,*,557,35,28
+United States,*,Redis,*,556,42,27
+United States,*,Kotlin / Android,*,549,41,22
+United States,Denver,Python,*,548,37,20
+United States,Seattle,LLM Engineering,*,537,41,24
+United States,New York,PyTorch / ML,*,535,39,22
+United States,Houston,*,*,532,39,27
+United States,*,Solidity,*,531,37,26
+United States,San Francisco,Kubernetes / DevOps,*,529,41,18
+United States,Detroit,*,*,520,40,21
+United States,Los Angeles,TypeScript,*,512,38,24
+United States,Miami,*,*,511,36,30
+United States,San Francisco,Computer Vision,*,511,41,23
+United States,Seattle,RAG / Retrieval,*,506,44,24
+United States,Atlanta,Python,*,502,35,22
+United States,*,Kafka,*,497,39,23
+United States,Salt Lake City,*,*,478,42,23
+United States,Boston,TypeScript,*,476,40,25
+United States,San Francisco,Docker,*,469,43,22
+United States,San Francisco,Java,*,469,47,21
+United States,Seattle,React,*,467,38,27
+United States,Boston,AI Agents,*,466,43,22
+United States,Boston,Node.js,*,441,40,24
+United States,Orlando,*,*,436,37,23
+United States,Washington,Python,*,436,38,23
+United States,*,Ethereum,*,435,41,26
+United States,Los Angeles,Node.js,*,424,38,23
+United States,New York,Go / Golang,*,407,37,21
+United States,*,Elasticsearch,*,401,41,20
+United States,Seattle,PyTorch / ML,*,398,41,21
+United States,Los Angeles,AI Agents,*,396,37,23
+United States,Boston,LLM Engineering,*,389,37,24
+United States,*,Prometheus,*,386,44,27
+United States,Seattle,.NET / C#,*,382,37,13
+United States,*,Databricks,*,379,37,20
+United States,San Diego,Python,*,375,37,20
+United States,Charlotte,*,*,373,38,25
+United States,*,Bitcoin,*,365,45,29
+United States,*,Scala / Spark,*,362,40,20
+United States,*,Vue.js,*,362,43,37
+United States,Austin,TypeScript,*,360,41,28
+United States,*,Elixir,*,359,46,27
+United States,Boston,RAG / Retrieval,*,352,41,28
+United States,Seattle,Go / Golang,*,349,44,12
 United States,Indianapolis,*,*,342,45,22
-United States,Nashville,*,*,332,39,21
-United States,*,PostgreSQL,*,329,36,27
-United States,*,Flutter / Dart,*,328,41,30
-United States,Seattle,Go / Golang,*,327,43,12
-United States,Austin,TypeScript,*,319,43,29
-United States,Portland,Python,*,309,40,19
-United States,San Francisco,TensorFlow / ML,*,303,47,27
-United States,*,GraphQL,*,301,46,26
-United States,Chicago,Node.js,*,300,38,24
-United States,Chicago,TypeScript,*,299,35,23
-United States,Austin,Node.js,*,298,40,23
-United States,Baltimore,*,*,297,41,21
-United States,*,MongoDB,*,296,43,16
-United States,Seattle,Kubernetes / DevOps,*,294,42,17
-United States,*,React Native,*,291,38,24
-United States,Seattle,C++,*,291,39,15
-United States,Seattle,Rust,*,290,41,22
-United States,Tampa,*,*,288,41,27
-United States,Philadelphia,Python,*,287,41,19
-United States,San Francisco,Swift / iOS,*,287,47,24
-United States,Denver,TypeScript,*,285,42,24
-United States,Boston,AWS,*,284,44,24
-United States,Los Angeles,LLM Engineering,*,284,40,26
-United States,Austin,AI Agents,*,281,36,29
-United States,New York,Rust,*,278,41,20
-United States,Dallas,Python,*,277,35,28
-United States,Columbus,*,*,275,39,24
-United States,Los Angeles,RAG / Retrieval,*,272,42,25
-United States,*,Ansible,*,269,41,20
-United States,Kansas City,*,*,266,45,17
-United States,New York,Kubernetes / DevOps,*,264,41,27
-United States,New York,Computer Vision,*,262,37,22
-United States,San Francisco,Azure,*,257,43,23
-United States,Portland,Node.js,*,256,44,25
-United States,San Francisco,GenAI Media (Image/Video),*,256,43,24
-United States,Denver,Node.js,*,255,38,26
-United States,Pittsburgh,Python,*,255,36,14
-United States,San Francisco,Terraform,*,254,41,22
-United States,San Francisco,React,*,251,43,28
-United States,San Francisco,Ruby,*,249,47,20
-United States,Chicago,AI Agents,*,248,43,30
-United States,Madison,*,*,248,42,21
-United States,Seattle,Java,*,248,42,19
-United States,Denver,AI Agents,*,245,45,26
-United States,"Washington, D.C.",*,*,245,40,16
-United States,New York,C++,*,241,39,18
-United States,San Francisco,GCP,*,236,36,19
-United States,*,Elasticsearch,*,232,38,17
-United States,*,Web3,*,232,38,27
-United States,Boston,PyTorch / ML,*,228,42,21
-United States,Portland,TypeScript,*,223,40,30
-United States,Atlanta,TypeScript,*,222,41,28
-United States,New York,Java,*,215,36,25
-United States,Los Angeles,AWS,*,214,39,26
-United States,*,Kafka,*,213,39,17
-United States,Atlanta,Node.js,*,210,40,26
-United States,*,Databricks,*,207,33,16
-United States,Chicago,RAG / Retrieval,*,200,42,26
-United States,Dallas,TypeScript,*,200,43,32
-United States,Houston,Python,*,200,40,26
-United States,Austin,RAG / Retrieval,*,198,39,29
-United States,New York,LLM Inference / Serving,*,197,36,26
-United States,San Francisco,Reinforcement Learning,*,197,43,26
-United States,*,Elixir,*,196,46,28
-United States,Austin,LLM Engineering,*,195,44,32
-United States,Chicago,LLM Engineering,*,195,35,29
-United States,Phoenix,Python,*,194,44,23
-United States,*,Clojure,*,193,49,21
-United States,Raleigh,Python,*,193,43,16
-United States,San Francisco,NLP,*,189,35,37
-United States,St. Louis,*,*,189,40,19
-United States,Cleveland,*,*,188,43,18
-United States,*,Haskell,*,187,53,26
-United States,Austin,AWS,*,183,41,29
-United States,Dallas,AI Agents,*,183,35,31
-United States,Las Vegas,*,*,182,40,31
-United States,New York,React,*,178,42,32
-United States,Denver,RAG / Retrieval,*,177,47,25
-United States,Atlanta,AI Agents,*,176,46,27
-United States,Denver,AWS,*,176,45,22
-United States,Portland,AI Agents,*,176,44,30
-United States,Washington,AI Agents,*,176,41,26
-United States,Washington,TypeScript,*,176,44,30
-United States,San Francisco,Hugging Face,*,175,37,26
-United States,*,Snowflake,*,174,33,11
-United States,New York,Azure,*,174,34,24
-United States,Detroit,Python,*,173,35,18
-United States,*,dbt,*,170,29,15
-United States,Denver,LLM Engineering,*,168,40,35
-United States,Los Angeles,PyTorch / ML,*,166,43,25
-United States,New York,Terraform,*,164,36,18
-United States,Seattle,Computer Vision,*,163,36,16
-United States,New York,GCP,*,161,35,26
-United States,Atlanta,LLM Engineering,*,160,42,29
-United States,Miami,Python,*,158,35,25
-United States,*,Solidity,*,157,35,29
-United States,Boston,Java,*,156,39,18
-United States,San Diego,Node.js,*,156,37,26
-United States,Minneapolis,Python,*,155,39,18
-United States,Sacramento,*,*,155,39,25
-United States,Washington,Node.js,*,155,40,28
-United States,Chicago,AWS,*,154,34,27
-United States,*,Prometheus,*,153,50,26
-United States,Boston,C++,*,153,48,13
-United States,Boston,Computer Vision,*,152,38,20
-United States,San Francisco,JAX,*,152,44,25
-United States,Seattle,GCP,*,152,45,16
-United States,Cincinnati,*,*,151,36,26
-United States,New York,Swift / iOS,*,151,40,23
-United States,Philadelphia,TypeScript,*,151,40,28
-United States,Seattle,Terraform,*,150,46,19
-United States,*,Bitcoin,*,148,45,24
-United States,San Antonio,*,*,148,42,26
-United States,Durham,*,*,147,37,14
-United States,Seattle,Ruby,*,147,48,18
-United States,Seattle,React,*,146,40,19
-United States,*,Redis,*,145,43,25
-United States,Atlanta,RAG / Retrieval,*,144,42,27
-United States,New York,Ruby,*,144,42,24
-United States,Portland,RAG / Retrieval,*,144,51,22
-United States,Richmond,*,*,144,48,23
-United States,Atlanta,AWS,*,143,32,20
-United States,Miami,TypeScript,*,143,38,30
-United States,Milwaukee,*,*,143,45,29
-United States,San Diego,TypeScript,*,143,42,25
-United States,Phoenix,TypeScript,*,141,45,32
-United States,San Diego,AI Agents,*,140,34,29
-United States,Boston,Kubernetes / DevOps,*,138,41,20
-United States,Salt Lake City,Python,*,138,41,22
-United States,Washington,AWS,*,138,46,24
-United States,San Diego,LLM Engineering,*,137,34,19
-United States,Dallas,Node.js,*,136,34,24
-United States,Portland,LLM Engineering,*,134,51,30
-United States,*,Helm,*,133,48,19
-United States,Indianapolis,Python,*,133,45,21
-United States,Los Angeles,C++,*,133,38,15
-United States,San Francisco,Docker,*,133,43,14
-United States,Austin,PyTorch / ML,*,131,44,21
-United States,Los Angeles,Go / Golang,*,129,39,23
-United States,Baltimore,Python,*,128,38,19
-United States,Washington,RAG / Retrieval,*,128,35,20
-United States,Dallas,LLM Engineering,*,126,41,32
-United States,Washington,LLM Engineering,*,126,45,30
-United States,*,Vue.js,*,125,49,34
-United States,Dallas,RAG / Retrieval,*,124,38,29
-United States,Orlando,Python,*,124,33,19
+United States,*,Web3,*,340,37,29
+United States,Nashville,*,*,336,39,21
+United States,Chicago,TypeScript,*,335,36,24
+United States,Portland,Python,*,327,39,20
+United States,Seattle,Rust,*,325,41,23
+United States,Chicago,Node.js,*,319,37,24
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+United States,San Francisco,TensorFlow / ML,*,316,48,27
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+United States,Denver,TypeScript,*,307,42,24
+United States,*,Helm,*,305,44,19
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+United States,New York,Rust,*,304,42,21
+United States,Philadelphia,Python,*,304,41,18
+United States,*,Haskell,*,302,55,22
+United States,Dallas,Python,*,302,36,30
+United States,Denver,Node.js,*,299,35,26
+United States,Los Angeles,LLM Engineering,*,298,38,26
+United States,Baltimore,*,*,296,40,21
+United States,Tampa,*,*,294,40,27
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+United States,Los Angeles,RAG / Retrieval,*,279,41,25
+United States,Portland,Node.js,*,279,46,25
+United States,Columbus,*,*,276,39,23
+United States,San Francisco,GenAI Media (Image/Video),*,276,43,24
+United States,Pittsburgh,Python,*,269,38,13
+United States,Denver,AI Agents,*,268,46,27
+United States,Kansas City,*,*,268,44,17
+United States,San Francisco,Ruby,*,268,49,19
+United States,Boston,PyTorch / ML,*,266,42,21
+United States,Chicago,AI Agents,*,266,43,30
+United States,San Francisco,Terraform,*,266,40,23
+United States,San Francisco,Azure,*,265,44,23
+United States,Los Angeles,React,*,262,42,28
+United States,New York,C++,*,262,39,18
+United States,San Francisco,NLP,*,262,38,38
+United States,Seattle,Java,*,262,42,20
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+United States,*,Snowflake,*,256,30,13
+United States,Madison,*,*,256,41,21
+United States,Seattle,Docker,*,253,43,20
+United States,Denver,React,*,249,42,30
+United States,Portland,TypeScript,*,247,40,29
+United States,"Washington, D.C.",*,*,247,40,17
+United States,Atlanta,Node.js,*,245,38,27
+United States,New York,Java,*,242,38,24
+United States,Austin,React,*,229,39,28
+United States,Los Angeles,AWS,*,222,39,26
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+United States,*,Solana,*,220,35,29
+United States,Chicago,React,*,220,34,25
+United States,Dallas,TypeScript,*,220,43,34
+United States,New York,Docker,*,218,34,26
+United States,Austin,LLM Engineering,*,210,43,33
+United States,New York,LLM Inference / Serving,*,210,36,26
+United States,Raleigh,Python,*,209,44,16
+United States,San Francisco,Reinforcement Learning,*,208,43,26
+United States,Chicago,LLM Engineering,*,207,37,29
+United States,Houston,Python,*,207,40,27
+United States,Austin,RAG / Retrieval,*,206,40,30
+United States,Phoenix,Python,*,205,44,24
+United States,Chicago,RAG / Retrieval,*,202,41,26
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+United States,*,Spark,*,195,42,28
+United States,Austin,AWS,*,194,41,28
+United States,Portland,React,*,194,42,27
+United States,Washington,TypeScript,*,193,42,27
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+United States,St. Louis,*,*,190,41,18
+United States,Washington,AI Agents,*,189,41,26
+United States,Cleveland,*,*,188,44,18
+United States,Atlanta,AI Agents,*,187,45,27
+United States,Denver,AWS,*,184,47,22
+United States,Las Vegas,*,*,183,39,32
+United States,Detroit,Python,*,182,37,19
+United States,New York,Azure,*,182,35,25
+United States,San Francisco,PostgreSQL,*,182,43,21
+United States,Denver,RAG / Retrieval,*,179,48,25
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+United States,Seattle,Computer Vision,*,177,36,17
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+United States,Miami,Python,*,171,32,26
+United States,San Francisco,JAX,*,170,45,26
+United States,San Diego,Node.js,*,169,37,25
+United States,Boston,Java,*,168,39,24
+United States,New York,Swift / iOS,*,168,38,21
+United States,Seattle,GCP,*,168,46,17
+United States,Boston,C++,*,167,47,14
+United States,Minneapolis,Python,*,167,40,19
+United States,Philadelphia,TypeScript,*,166,40,28
+United States,New York,NLP,*,165,39,28
+United States,New York,Terraform,*,165,35,18
+United States,San Diego,TypeScript,*,162,43,25
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+United States,Sacramento,*,*,157,40,25
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+United States,Cincinnati,*,*,153,35,27
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+United States,Seattle,Terraform,*,152,46,19
+United States,Durham,*,*,151,37,14
+United States,Seattle,Ruby,*,151,46,17
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+United States,Atlanta,AWS,*,148,32,23
+United States,Boston,Kubernetes / DevOps,*,147,43,20
+United States,Los Angeles,Go / Golang,*,147,37,24
+United States,San Francisco,Angular,*,147,49,20
+United States,Salt Lake City,Python,*,146,38,22
+United States,Milwaukee,*,*,145,45,29
+United States,Portland,RAG / Retrieval,*,145,51,21
+United States,Richmond,*,*,144,48,24
+United States,New York,MongoDB,*,143,38,21
+United States,Washington,AWS,*,142,44,24
+United States,Indianapolis,Python,*,141,47,21
+United States,Orlando,Python,*,141,32,21
+United States,San Diego,LLM Engineering,*,140,35,20
+United States,Los Angeles,C++,*,139,38,15
+United States,Portland,LLM Engineering,*,138,50,30
+United States,Boston,Go / Golang,*,137,39,24
+United States,Seattle,LLM Inference / Serving,*,137,43,20
+United States,Denver,PyTorch / ML,*,136,42,18
+United States,Boston,Rust,*,135,47,26
+United States,Chicago,PyTorch / ML,*,135,39,21
+United States,Philadelphia,Node.js,*,135,39,24
+United States,Dallas,React,*,134,38,30
+United States,San Francisco,Databricks,*,134,34,17
+United States,Washington,LLM Engineering,*,134,43,31
+United States,Baltimore,Python,*,133,37,17
+United States,Dallas,LLM Engineering,*,132,41,36
+United States,Dallas,RAG / Retrieval,*,132,38,33
+United States,San Francisco,GraphQL,*,132,55,24
+United States,Salt Lake City,TypeScript,*,131,42,24
+United States,*,Polkadot,*,129,39,30
+United States,Houston,TypeScript,*,129,42,36
+United States,New York,PostgreSQL,*,129,37,29
+United States,Austin,C++,*,128,41,20
+United States,Boston,Docker,*,128,45,23
+United States,Miami,AI Agents,*,128,35,30
+United States,New York,GenAI Media (Image/Video),*,128,34,16
+United States,San Francisco,Scala / Spark,*,128,45,17
+United States,Washington,RAG / Retrieval,*,128,34,20
+United States,Phoenix,AI Agents,*,127,35,31
+United States,San Francisco,Kafka,*,127,43,23
+United States,Austin,Java,*,125,36,26
+United States,Denver,Go / Golang,*,125,40,24
 United States,Rochester,*,*,124,41,23
-United States,New York,GenAI Media (Image/Video),*,123,33,15
-United States,Philadelphia,Node.js,*,123,37,24
-United States,Austin,C++,*,122,42,20
-United States,Boston,Go / Golang,*,122,40,20
-United States,Salt Lake City,TypeScript,*,122,42,25
-United States,Seattle,LLM Inference / Serving,*,122,44,16
-United States,Boston,Rust,*,121,48,28
-United States,Phoenix,AI Agents,*,120,36,33
-United States,San Francisco,Scala / Spark,*,120,44,17
-United States,Miami,AI Agents,*,118,33,31
-United States,Austin,Java,*,117,36,22
-United States,Denver,Go / Golang,*,117,40,25
+United States,Seattle,Angular,*,123,39,23
+United States,Nashville,Python,*,121,40,20
+United States,Orlando,TypeScript,*,121,38,28
+United States,Austin,Go / Golang,*,120,37,19
+United States,San Francisco,Redis,*,119,48,31
+United States,Philadelphia,AI Agents,*,118,38,23
 United States,Boise,*,*,116,46,17
-United States,Denver,PyTorch / ML,*,116,42,21
-United States,Denver,React,*,115,39,20
-United States,Nashville,Python,*,112,41,18
-United States,Honolulu,*,*,111,39,14
-United States,New York,NLP,*,111,40,28
-United States,*,Ethereum,*,110,36,24
-United States,Chicago,PyTorch / ML,*,110,40,20
-United States,Houston,TypeScript,*,109,39,36
-United States,Philadelphia,AI Agents,*,109,36,23
-United States,Boston,Azure,*,108,41,19
-United States,Austin,Go / Golang,*,107,35,18
-United States,Grand Rapids,*,*,105,48,20
-United States,*,Spark,*,104,46,22
-United States,Orlando,TypeScript,*,104,39,30
-United States,Detroit,TypeScript,*,103,39,30
-United States,Los Angeles,Computer Vision,*,103,35,33
-United States,Madison,Python,*,103,38,18
-United States,Raleigh,AI Agents,*,102,48,22
-United States,Boston,LLM Inference / Serving,*,101,34,22
-United States,Chicago,C++,*,101,41,19
-United States,Jacksonville,*,*,100,40,26
-United States,Oklahoma City,*,*,100,54,29
-United States,Portland,AWS,*,100,49,22
-United States,Atlanta,React,*,99,37,28
-United States,Dallas,AWS,*,99,40,35
-United States,Raleigh,TypeScript,*,99,49,24
-United States,Des Moines,*,*,98,38,30
-United States,New York,TensorFlow / ML,*,98,52,29
-United States,Austin,Kubernetes / DevOps,*,97,42,23
-United States,Minneapolis,Node.js,*,97,37,25
-United States,Portland,React,*,97,45,30
-United States,Portland,Ruby,*,97,44,23
-United States,"Washington, D.C.",Python,*,97,40,19
-United States,Los Angeles,Kubernetes / DevOps,*,96,41,24
-United States,Boston,Terraform,*,94,44,29
-United States,Denver,Rust,*,94,52,30
-United States,Phoenix,RAG / Retrieval,*,94,44,32
-United States,San Diego,RAG / Retrieval,*,94,50,32
-United States,New Orleans,*,*,93,35,24
-United States,Pittsburgh,LLM Engineering,*,93,42,16
-United States,Pittsburgh,TypeScript,*,93,34,26
-United States,Minneapolis,TypeScript,*,92,45,22
-United States,New York,Hugging Face,*,92,26,23
-United States,Portland,C++,*,92,49,14
-United States,Raleigh,Node.js,*,92,42,24
-United States,Charlotte,Python,*,91,41,22
-United States,Denver,Kubernetes / DevOps,*,91,41,19
-United States,Houston,LLM Engineering,*,91,35,34
-United States,Los Angeles,Java,*,91,41,19
-United States,Phoenix,Node.js,*,91,46,32
-United States,*,Solana,*,89,29,26
-United States,Louisville,*,*,89,46,25
-United States,Philadelphia,RAG / Retrieval,*,89,46,19
-United States,Salt Lake City,AI Agents,*,89,42,31
-United States,Charlotte,TypeScript,*,88,41,32
-United States,Denver,Java,*,88,41,16
-United States,Denver,C++,*,86,43,19
-United States,Birmingham,*,*,85,42,19
-United States,Phoenix,LLM Engineering,*,85,46,33
-United States,Raleigh,RAG / Retrieval,*,85,45,26
+United States,Boston,Azure,*,113,40,22
+United States,Honolulu,*,*,113,38,14
+United States,San Francisco,React Native,*,113,47,33
+United States,Los Angeles,Computer Vision,*,112,34,35
+United States,San Francisco,MongoDB,*,112,48,21
+United States,Madison,Python,*,108,39,19
+United States,Detroit,TypeScript,*,107,39,30
+United States,Raleigh,AI Agents,*,107,50,23
+United States,Austin,Kubernetes / DevOps,*,106,42,22
+United States,Boston,LLM Inference / Serving,*,106,34,20
+United States,Grand Rapids,*,*,106,47,19
+United States,San Francisco,Flutter / Dart,*,106,47,20
+United States,Dallas,AWS,*,105,40,36
+United States,Raleigh,TypeScript,*,105,48,25
+United States,"Washington, D.C.",Python,*,105,38,20
+United States,Chicago,C++,*,104,40,18
+United States,Denver,Docker,*,104,41,28
+United States,Portland,AWS,*,104,49,22
+United States,Portland,Ruby,*,104,44,21
+United States,Los Angeles,Kubernetes / DevOps,*,103,40,24
+United States,Minneapolis,Node.js,*,103,38,23
+United States,Minneapolis,TypeScript,*,103,45,24
+United States,New York,Hugging Face,*,102,30,25
+United States,Jacksonville,*,*,100,40,27
+United States,New York,TensorFlow / ML,*,100,52,28
+United States,Oklahoma City,*,*,100,55,31
+United States,Atlanta,PyTorch / ML,*,99,34,24
+United States,Des Moines,*,*,98,38,31
+United States,Phoenix,RAG / Retrieval,*,98,44,33
+United States,Boston,Terraform,*,97,42,28
+United States,Denver,Rust,*,97,51,29
+United States,Los Angeles,Docker,*,97,37,25
+United States,Raleigh,Node.js,*,97,42,24
+United States,Seattle,PostgreSQL,*,97,42,28
+United States,Charlotte,Python,*,96,42,24
+United States,Denver,Kubernetes / DevOps,*,96,43,18
+United States,Phoenix,Node.js,*,96,45,31
+United States,Pittsburgh,TypeScript,*,96,34,25
+United States,San Francisco,.NET / C#,*,96,41,25
+United States,Charlotte,TypeScript,*,95,39,31
+United States,Denver,Java,*,95,41,16
+United States,Los Angeles,Java,*,95,38,20
+United States,Pittsburgh,LLM Engineering,*,95,43,15
+United States,San Diego,RAG / Retrieval,*,95,48,32
+United States,Portland,C++,*,94,49,13
+United States,Austin,Docker,*,93,49,29
+United States,Houston,AI Agents,*,93,43,41
+United States,Houston,LLM Engineering,*,93,35,33
+United States,Houston,Node.js,*,93,42,31
+United States,New Orleans,*,*,93,33,24
+United States,New York,Reinforcement Learning,*,93,35,34
+United States,Salt Lake City,AI Agents,*,93,42,30
+United States,Austin,Rust,*,91,42,27
+United States,Denver,C++,*,91,44,20
+United States,Louisville,*,*,90,46,24
+United States,Columbus,Python,*,89,35,21
+United States,New York,Angular,*,89,39,21
+United States,New York,GraphQL,*,89,38,33
+United States,Philadelphia,LLM Engineering,*,89,39,26
+United States,Philadelphia,RAG / Retrieval,*,89,45,18
+United States,Philadelphia,React,*,89,39,24
+United States,Portland,Go / Golang,*,89,45,15
+United States,Washington,React,*,89,45,36
+United States,New York,React Native,*,88,42,33
+United States,Phoenix,LLM Engineering,*,88,45,34
+United States,*,Zero-knowledge,*,87,36,16
+United States,Birmingham,*,*,87,43,18
+United States,Miami,Node.js,*,87,43,31
+United States,Salt Lake City,Node.js,*,87,48,21
+United States,Seattle,NLP,*,87,45,24
+United States,Atlanta,Java,*,86,33,16
+United States,Chicago,Rust,*,86,43,24
+United States,Phoenix,React,*,86,36,34
+United States,Chicago,Go / Golang,*,85,46,28
+United States,Denver,Ruby,*,85,45,22
+United States,Los Angeles,LLM Inference / Serving,*,85,40,25
+United States,New York,.NET / C#,*,85,32,18
+United States,Raleigh,RAG / Retrieval,*,85,44,26
+United States,Seattle,GenAI Media (Image/Video),*,85,35,19
 United States,Washington DC,*,*,85,45,18
-United States,San Francisco,Databricks,*,84,27,13
-United States,Austin,Rust,*,83,43,25
-United States,Columbus,Python,*,83,36,20
-United States,Houston,AI Agents,*,83,39,37
-United States,New York,Reinforcement Learning,*,83,34,34
-United States,San Francisco,.NET / C#,*,83,42,25
-United States,Austin,Computer Vision,*,81,21,7
-United States,New York,MongoDB,*,81,38,16
-United States,Portland,Go / Golang,*,81,44,17
-United States,San Diego,AWS,*,81,43,22
-United States,Atlanta,Java,*,80,31,11
-United States,Atlanta,PyTorch / ML,*,80,34,22
-United States,Austin,Ruby,*,80,41,25
-United States,Chicago,Kubernetes / DevOps,*,80,40,18
-United States,New York,.NET / C#,*,80,30,20
-United States,Salt Lake City,Node.js,*,80,49,21
+United States,Austin,Computer Vision,*,84,21,10
+United States,Los Angeles,Rust,*,84,45,33
+United States,Philadelphia,AWS,*,84,37,23
+United States,San Diego,AWS,*,84,43,24
+United States,San Diego,PyTorch / ML,*,84,43,24
+United States,Atlanta,Computer Vision,*,83,23,22
+United States,Austin,Ruby,*,82,43,24
+United States,Boston,NLP,*,82,35,16
+United States,Chicago,Kubernetes / DevOps,*,82,39,17
+United States,San Diego,React,*,82,40,35
+United States,San Francisco,Kotlin / Android,*,82,45,22
+United States,Boston,GCP,*,81,42,28
+United States,Miami,React,*,81,30,42
+United States,Pittsburgh,Node.js,*,81,35,17
+United States,Portland,PyTorch / ML,*,81,49,25
+United States,Austin,Terraform,*,80,48,26
+United States,San Francisco,Snowflake,*,80,34,15
 United States,Charleston,*,*,79,46,25
-United States,Chicago,React,*,79,24,23
-United States,Chicago,Rust,*,79,46,27
-United States,Houston,Node.js,*,79,42,28
-United States,Los Angeles,LLM Inference / Serving,*,79,43,24
-United States,Philadelphia,LLM Engineering,*,79,39,24
-United States,*,Airflow,*,78,35,27
-United States,Atlanta,Computer Vision,*,78,23,19
-United States,Boston,React,*,78,37,37
-United States,Chicago,Go / Golang,*,78,49,29
-United States,Philadelphia,AWS,*,78,36,22
-United States,Dallas,Azure,*,77,29,25
-United States,Houston,RAG / Retrieval,*,77,35,29
-United States,Miami,Node.js,*,77,40,29
-United States,Seattle,GenAI Media (Image/Video),*,77,34,17
-United States,Austin,React,*,76,38,25
-United States,Seattle,Angular,*,76,29,12
-United States,*,DeFi,*,75,36,19
-United States,Albuquerque,*,*,75,48,21
-United States,Austin,Terraform,*,75,48,25
-United States,Charlottesville,*,*,75,40,11
-United States,San Francisco,Kotlin / Android,*,75,44,19
-United States,Boston,GenAI Media (Image/Video),*,74,59,22
-United States,Buffalo,*,*,74,30,23
-United States,Miami,LLM Engineering,*,74,36,32
-United States,San Francisco,Angular,*,74,45,15
-United States,Seattle,Docker,*,74,41,14
-United States,Austin,Azure,*,73,37,21
-United States,Denver,Ruby,*,73,44,21
-United States,Pittsburgh,Node.js,*,73,34,15
-United States,Raleigh,Kubernetes / DevOps,*,73,55,23
-United States,San Diego,PyTorch / ML,*,72,43,24
-United States,Tampa,Python,*,72,39,25
-United States,Detroit,AI Agents,*,71,49,30
-United States,Detroit,Node.js,*,71,35,30
-United States,Minneapolis,AI Agents,*,71,39,24
-United States,Raleigh,LLM Engineering,*,71,54,24
-United States,San Diego,LLM Inference / Serving,*,71,35,15
-United States,Los Angeles,Rust,*,70,41,31
-United States,Nashville,TypeScript,*,70,36,29
-United States,Portland,PyTorch / ML,*,70,49,24
-United States,Tucson,*,*,70,43,17
-United States,Atlanta,Azure,*,69,35,17
-United States,Boston,GCP,*,69,43,28
-United States,Miami,RAG / Retrieval,*,69,29,32
-United States,Orlando,AI Agents,*,69,41,20
-United States,Charlotte,Node.js,*,68,31,32
-United States,Kansas City,Python,*,68,46,16
+United States,Chicago,Docker,*,79,43,23
+United States,Miami,LLM Engineering,*,79,37,33
+United States,Dallas,Azure,*,78,28,24
+United States,Tampa,Python,*,78,38,27
+United States,Tampa,TypeScript,*,78,31,23
+United States,Detroit,AI Agents,*,77,47,31
+United States,Houston,RAG / Retrieval,*,77,35,27
+United States,Charlotte,Node.js,*,76,32,30
+United States,Charlottesville,*,*,76,41,11
+United States,Kansas City,Python,*,76,43,17
+United States,Minneapolis,AI Agents,*,76,41,22
+United States,Orlando,Node.js,*,76,45,24
+United States,Seattle,Swift / iOS,*,76,47,18
+United States,Atlanta,Azure,*,75,35,17
+United States,Austin,Azure,*,75,36,20
+United States,Boston,GenAI Media (Image/Video),*,75,60,23
+United States,Detroit,Node.js,*,75,32,28
+United States,Orlando,AI Agents,*,75,39,20
+United States,Washington,PyTorch / ML,*,75,40,28
+United States,Albuquerque,*,*,74,47,22
+United States,Dallas,PyTorch / ML,*,74,38,31
+United States,Raleigh,Kubernetes / DevOps,*,74,54,23
+United States,*,Cosmos,*,73,25,23
+United States,Buffalo,*,*,73,30,23
+United States,San Diego,LLM Inference / Serving,*,73,37,16
+United States,San Francisco,Solidity,*,73,34,22
+United States,Boston,Ruby,*,72,40,21
+United States,Chicago,Java,*,72,40,25
+United States,Denver,Terraform,*,72,47,28
+United States,Nashville,TypeScript,*,72,35,26
+United States,Raleigh,LLM Engineering,*,72,53,22
+United States,Atlanta,Kubernetes / DevOps,*,71,38,27
+United States,Charlotte,AI Agents,*,71,39,25
+United States,Durham,Python,*,71,34,13
+United States,San Francisco,Ethereum,*,71,39,30
+United States,Tucson,*,*,71,42,17
+United States,Atlanta,Docker,*,70,53,30
+United States,Minneapolis,LLM Engineering,*,70,44,33
+United States,New York,Ethereum,*,70,41,33
+United States,Seattle,PHP,*,70,43,26
+United States,Miami,RAG / Retrieval,*,69,25,35
+United States,New York,Solidity,*,69,29,28
+United States,*,Move,*,68,41,19
 United States,Memphis,*,*,68,38,28
 United States,Providence,*,*,68,41,18
-United States,Seattle,PHP,*,68,41,25
-United States,Tampa,TypeScript,*,68,31,28
+United States,San Francisco,Ansible,*,68,50,24
+United States,Seattle,Elasticsearch,*,68,49,19
+United States,Seattle,Hugging Face,*,68,35,28
+United States,Atlanta,C++,*,67,51,21
+United States,Austin,LLM Inference / Serving,*,67,46,33
 United States,Ithaca,*,*,67,34,18
-United States,San Francisco,Flutter / Dart,*,67,48,15
-United States,Charlotte,AI Agents,*,66,39,27
-United States,Chicago,Java,*,66,42,23
-United States,Denver,Terraform,*,66,47,29
-United States,Washington,PyTorch / ML,*,66,42,26
-United States,Boston,Ruby,*,65,42,22
-United States,Durham,Python,*,65,35,12
-United States,Los Angeles,Azure,*,65,38,15
-United States,Atlanta,Kubernetes / DevOps,*,64,36,22
-United States,Los Angeles,Ruby,*,64,53,17
-United States,Minneapolis,LLM Engineering,*,64,44,36
-United States,Pittsburgh,RAG / Retrieval,*,64,28,16
-United States,San Francisco,PHP,*,64,44,22
-United States,Seattle,Swift / iOS,*,64,47,20
-United States,Chicago,Computer Vision,*,63,27,21
-United States,Orlando,Node.js,*,63,43,25
-United States,Portland,Kubernetes / DevOps,*,63,54,17
-United States,Tulsa,*,*,63,46,19
-United States,Austin,LLM Inference / Serving,*,62,50,32
-United States,Champaign,*,*,62,55,11
-United States,Eugene,*,*,62,34,19
-United States,Los Angeles,GenAI Media (Image/Video),*,62,40,24
-United States,New York,PHP,*,62,40,27
-United States,San Francisco,Kafka,*,62,40,18
-United States,Tampa,AI Agents,*,62,42,26
-United States,Miami,AWS,*,61,43,41
-United States,Minneapolis,AWS,*,61,34,23
-United States,Seattle,NLP,*,61,46,23
+United States,Los Angeles,PostgreSQL,*,67,36,27
+United States,Salt Lake City,React,*,67,49,37
+United States,Boston,.NET / C#,*,66,53,21
+United States,Chicago,Computer Vision,*,66,26,21
+United States,Los Angeles,Azure,*,66,38,14
+United States,Portland,Kubernetes / DevOps,*,66,55,18
+United States,San Francisco,Haskell,*,66,56,17
+United States,San Francisco,PHP,*,66,42,21
+United States,Seattle,GraphQL,*,66,50,24
+United States,Atlanta,Go / Golang,*,65,34,25
+United States,Houston,React,*,65,43,35
+United States,Los Angeles,GenAI Media (Image/Video),*,65,40,28
+United States,Los Angeles,Ruby,*,65,52,18
+United States,Minneapolis,AWS,*,65,31,22
+United States,New York,Flutter / Dart,*,65,46,29
+United States,Pittsburgh,AI Agents,*,65,38,26
+United States,Pittsburgh,RAG / Retrieval,*,65,29,15
+United States,Portland,Rust,*,65,55,37
+United States,Tampa,AI Agents,*,65,40,25
+United States,Boston,Angular,*,64,39,30
+United States,Miami,AWS,*,64,41,41
+United States,New York,PHP,*,64,39,27
+United States,Pittsburgh,PyTorch / ML,*,64,42,19
+United States,Dallas,Kubernetes / DevOps,*,63,25,24
+United States,Los Angeles,Swift / iOS,*,63,43,25
+United States,Portland,Docker,*,63,49,22
+United States,Raleigh,Go / Golang,*,63,59,17
+United States,Chicago,Azure,*,62,42,26
+United States,Kansas City,TypeScript,*,62,48,18
+United States,Omaha,*,*,62,31,26
+United States,Philadelphia,PyTorch / ML,*,62,34,31
+United States,Seattle,TensorFlow / ML,*,62,53,27
+United States,Tulsa,*,*,62,45,18
+United States,Charlotte,React,*,61,34,31
+United States,Detroit,LLM Engineering,*,61,33,39
+United States,Eugene,*,*,61,34,18
+United States,Boston,PostgreSQL,*,60,47,33
 United States,Boston,TensorFlow / ML,*,60,33,22
-United States,Chicago,Azure,*,60,40,25
-United States,Detroit,LLM Engineering,*,60,32,38
-United States,Omaha,*,*,60,32,27
-United States,San Francisco,Snowflake,*,60,37,13
-United States,Atlanta,C++,*,59,49,19
-United States,Boston,.NET / C#,*,59,49,20
-United States,Detroit,RAG / Retrieval,*,59,42,27
-United States,Pittsburgh,AI Agents,*,59,39,25
-United States,Seattle,TensorFlow / ML,*,59,54,25
-United States,Dallas,Kubernetes / DevOps,*,58,26,22
-United States,Dallas,PyTorch / ML,*,58,43,26
-United States,Detroit,AWS,*,58,29,26
-United States,Kansas City,TypeScript,*,58,48,19
-United States,Los Angeles,Swift / iOS,*,58,45,24
-United States,Los Angeles,Terraform,*,58,41,19
+United States,Champaign,*,*,60,55,10
+United States,Detroit,RAG / Retrieval,*,60,43,27
+United States,New York,JAX,*,60,62,25
+United States,Salt Lake City,LLM Engineering,*,60,38,33
+United States,San Francisco,Bitcoin,*,60,42,30
+United States,San Francisco,Prometheus,*,60,53,35
+United States,San Francisco,Spark,*,60,50,28
+United States,Detroit,AWS,*,59,29,25
+United States,New York,Web3,*,59,29,19
+United States,San Francisco,Elasticsearch,*,59,41,19
+United States,Seattle,React Native,*,59,54,29
+United States,Tampa,Node.js,*,59,44,32
+United States,Austin,.NET / C#,*,58,47,16
+United States,Chicago,Terraform,*,58,40,19
+United States,Denver,Computer Vision,*,58,29,19
+United States,Los Angeles,Terraform,*,58,40,19
+United States,Minneapolis,React,*,58,36,33
+United States,Phoenix,AWS,*,58,36,26
 United States,Raleigh,AWS,*,58,53,22
-United States,Atlanta,Go / Golang,*,57,35,19
+United States,Raleigh,React,*,58,50,38
 United States,Austin,PHP,*,57,44,23
-United States,Denver,Computer Vision,*,57,28,19
-United States,Pittsburgh,PyTorch / ML,*,57,42,19
-United States,Portland,Rust,*,57,51,37
-United States,Salt Lake City,LLM Engineering,*,57,40,35
-United States,Ann Arbor,*,*,56,39,20
-United States,Austin,.NET / C#,*,56,46,16
-United States,Knoxville,*,*,56,38,14
-United States,Raleigh,Go / Golang,*,56,57,14
-United States,Chicago,Terraform,*,55,40,20
-United States,Cleveland,Python,*,55,33,13
-United States,Denver,PHP,*,55,40,22
+United States,Cleveland,Python,*,57,33,11
+United States,Denver,PHP,*,57,39,21
+United States,Detroit,PyTorch / ML,*,57,30,16
+United States,Orlando,LLM Engineering,*,57,35,25
+United States,San Francisco,dbt,*,57,33,26
+United States,Seattle,Ansible,*,57,49,25
+United States,Seattle,Scala / Spark,*,57,37,26
+United States,Tampa,React,*,57,39,26
+United States,Washington,Computer Vision,*,57,39,16
+United States,Columbus,TypeScript,*,56,45,21
+United States,Detroit,React,*,56,43,23
+United States,Los Angeles,.NET / C#,*,56,36,27
+United States,Nashville,Node.js,*,56,36,20
+United States,Seattle,MongoDB,*,56,36,18
+United States,Washington,Java,*,56,32,21
+United States,Ann Arbor,*,*,55,38,20
 United States,Huntsville,*,*,55,45,16
-United States,Los Angeles,.NET / C#,*,55,36,27
+United States,Knoxville,*,*,55,38,15
+United States,Nashville,AI Agents,*,55,40,20
 United States,Salt Lake City,AWS,*,55,40,25
-United States,New York,Docker,*,54,41,37
-United States,New York,JAX,*,54,63,24
-United States,Phoenix,AWS,*,54,39,22
-United States,Seattle,Hugging Face,*,54,33,24
-United States,Seattle,Scala / Spark,*,54,39,22
-United States,Tampa,Node.js,*,54,48,31
-United States,Boston,NLP,*,53,30,21
+United States,San Diego,C++,*,55,38,20
+United States,St. Louis,Python,*,55,38,22
+United States,Atlanta,Terraform,*,54,31,28
+United States,New York,Kotlin / Android,*,54,43,22
+United States,Orlando,React,*,54,41,28
+United States,Pittsburgh,C++,*,54,43,4
+United States,Washington,Go / Golang,*,54,26,9
+United States,Atlanta,PHP,*,53,47,21
+United States,Chicago,Angular,*,53,32,15
 United States,Houston,AWS,*,53,32,47
+United States,Indianapolis,TypeScript,*,53,42,28
+United States,Minneapolis,RAG / Retrieval,*,53,38,23
 United States,New Haven,*,*,53,36,4
-United States,Pittsburgh,C++,*,53,43,4
-United States,Seattle,Elasticsearch,*,53,42,21
-United States,Washington,Computer Vision,*,53,36,11
-United States,Atlanta,PHP,*,52,46,21
-United States,Los Angeles,React,*,52,48,29
-United States,Minneapolis,RAG / Retrieval,*,52,38,25
-United States,Orlando,LLM Engineering,*,52,37,25
-United States,Philadelphia,PyTorch / ML,*,52,37,29
-United States,San Diego,Computer Vision,*,52,38,19
-United States,*,Move,*,51,45,22
-United States,Atlanta,Terraform,*,51,33,27
-United States,Indianapolis,TypeScript,*,51,41,29
-United States,Nashville,AI Agents,*,51,37,22
-United States,Nashville,Node.js,*,51,37,22
-United States,Saint Louis,*,*,51,37,33
+United States,Saint Louis,*,*,53,36,34
+United States,Chicago,Ruby,*,52,46,10
+United States,Denver,Azure,*,52,50,8
+United States,Denver,LLM Inference / Serving,*,52,48,27
+United States,San Diego,Computer Vision,*,52,40,19
+United States,Phoenix,PyTorch / ML,*,51,47,22
+United States,Portland,Angular,*,51,37,35
+United States,Sacramento,Python,*,51,31,24
 United States,Salt Lake City,RAG / Retrieval,*,51,45,25
-United States,San Diego,C++,*,51,41,22
-United States,St. Louis,Python,*,51,35,20
-United States,Denver,LLM Inference / Serving,*,50,48,28
-United States,Washington,Go / Golang,*,50,24,10
+United States,Atlanta,Angular,*,50,42,18
+United States,Austin,NLP,*,50,14,6
+United States,New York,Ansible,*,50,30,16
+United States,Raleigh,Docker,*,50,46,30

starhunt-developers.csv

@@ -1,730 +1,853 @@
 country,metro,technology,role,developers,public_email_pct,open_to_work_pct
-France,*,*,*,11915,31,19
-France,*,*,Software engineering,7631,33,21
-France,Paris,*,*,4423,32,18
-France,*,Python,*,2977,29,17
-France,*,*,AI product,2558,34,22
-France,*,TypeScript,*,2397,30,22
-France,*,*,Infrastructure,2175,33,20
-France,*,Node.js,*,2000,33,19
-France,*,*,AI research,1588,33,20
-France,Paris,Python,*,1275,29,18
-France,*,RAG / Retrieval,*,1155,33,21
-France,*,AI Agents,*,1050,35,22
-France,*,LLM Engineering,*,990,35,23
-France,*,PHP,*,902,32,21
-France,*,C++,*,899,32,19
-France,*,Java,*,895,34,17
-France,Paris,TypeScript,*,882,30,22
-France,*,React,*,843,32,22
-France,Lyon,*,*,759,33,16
-France,Paris,Node.js,*,751,32,20
-France,*,Kubernetes / DevOps,*,719,35,21
-France,*,PyTorch / ML,*,621,31,19
-France,*,Go / Golang,*,605,34,19
-France,*,AWS,*,583,32,22
-France,*,Rust,*,546,32,22
-France,Toulouse,*,*,524,31,20
-France,Paris,RAG / Retrieval,*,484,33,20
-France,*,Computer Vision,*,476,31,24
-France,Paris,LLM Engineering,*,443,36,23
-France,*,Terraform,*,439,31,21
-France,Bordeaux,*,*,421,35,15
-France,Paris,AI Agents,*,417,36,24
-France,Nantes,*,*,378,30,16
-France,*,Angular,*,338,30,20
-France,Paris,C++,*,320,35,20
-France,Lille,*,*,319,33,17
-France,Paris,React,*,313,37,23
-France,Paris,PyTorch / ML,*,309,33,20
-France,*,.NET / C#,*,294,32,16
-France,Paris,Java,*,287,38,18
-France,Paris,Kubernetes / DevOps,*,285,35,20
-France,*,Azure,*,283,31,20
-France,*,GenAI Media (Image/Video),*,266,36,20
-France,*,LLM Inference / Serving,*,262,33,25
-France,Paris,PHP,*,254,37,19
-France,Paris,AWS,*,246,32,24
-France,Paris,Computer Vision,*,246,31,24
-France,Paris,Go / Golang,*,242,36,13
-France,*,Docker,*,237,34,23
-France,Montpellier,*,*,235,33,22
-France,Grenoble,*,*,232,34,16
-France,*,OVH,*,230,34,21
-France,Rennes,*,*,226,35,17
-France,*,Ruby,*,211,32,18
-France,Paris,Rust,*,211,32,19
-France,*,Vue.js,*,198,36,23
-France,Marseille,*,*,192,33,21
-France,Nice,*,*,184,32,20
-France,Paris,Terraform,*,184,28,19
-France,*,*,Data science,181,40,20
-France,*,*,Data engineering,178,37,21
-France,Lyon,Python,*,175,31,15
-France,*,Hugging Face,*,174,24,18
-France,Lyon,TypeScript,*,161,30,14
-France,Strasbourg,*,*,153,34,22
-France,*,TensorFlow / ML,*,152,41,23
-France,*,Kotlin / Android,*,146,46,28
-France,Toulouse,Python,*,146,28,18
-France,*,GCP,*,144,43,26
-France,Lyon,Node.js,*,140,34,16
-France,Toulouse,TypeScript,*,120,22,21
-France,*,React Native,*,119,27,24
-France,*,NLP,*,113,29,21
-France,*,Scaleway,*,113,35,18
-France,Paris,Azure,*,113,33,12
-France,*,JAX,*,112,37,21
-France,*,Flutter / Dart,*,111,31,24
-France,Paris,LLM Inference / Serving,*,110,35,25
-France,*,Swift / iOS,*,103,38,19
-France,Bordeaux,Python,*,101,37,22
-France,Paris,Hugging Face,*,100,25,19
-France,*,Reinforcement Learning,*,98,33,20
-France,Paris,GenAI Media (Image/Video),*,98,37,17
-France,*,GraphQL,*,97,43,19
-France,Paris,Angular,*,97,36,21
-France,*,PostgreSQL,*,92,27,21
-France,Nantes,Node.js,*,91,27,18
-France,Lyon,React,*,83,31,22
-France,*,MongoDB,*,81,26,23
-France,Toulouse,Node.js,*,81,36,23
-France,Nantes,TypeScript,*,79,30,16
-France,Paris,.NET / C#,*,79,30,22
+France,*,*,*,11968,31,19
+France,*,*,Software engineering,8002,33,21
+France,Paris,*,*,4442,32,19
+France,*,Python,*,3234,29,18
+France,*,*,Infrastructure,2834,32,21
+France,*,*,AI product,2697,33,22
+France,*,TypeScript,*,2670,30,23
+France,*,Node.js,*,2182,32,20
+France,*,React,*,1769,32,26
+France,*,*,AI research,1710,33,20
+France,Paris,Python,*,1380,29,18
+France,*,RAG / Retrieval,*,1181,33,22
+France,*,AI Agents,*,1155,34,23
+France,*,LLM Engineering,*,1048,34,23
+France,*,Docker,*,1029,33,21
+France,*,Java,*,979,34,17
+France,Paris,TypeScript,*,979,31,23
+France,*,C++,*,960,32,20
+France,*,PHP,*,946,33,22
+France,Paris,Node.js,*,803,32,21
+France,*,Kubernetes / DevOps,*,767,34,20
+France,Lyon,*,*,756,33,16
+France,*,PyTorch / ML,*,742,34,20
+France,*,Go / Golang,*,674,33,20
+France,Paris,React,*,665,34,28
+France,*,AWS,*,610,32,23
+France,*,Rust,*,605,32,23
+France,*,Angular,*,562,34,25
+France,Toulouse,*,*,528,31,21
+France,*,Computer Vision,*,503,31,24
+France,Paris,RAG / Retrieval,*,493,34,20
+France,Paris,LLM Engineering,*,469,36,22
+France,*,Terraform,*,455,31,21
+France,Paris,AI Agents,*,452,35,24
+France,Bordeaux,*,*,427,35,16
+France,Nantes,*,*,381,30,17
+France,Paris,Docker,*,362,34,22
+France,Paris,PyTorch / ML,*,355,33,21
+France,*,Vue.js,*,352,32,23
+France,Paris,C++,*,340,34,19
+France,*,PostgreSQL,*,332,30,27
+France,*,.NET / C#,*,327,33,18
+France,Lille,*,*,323,33,18
+France,Paris,Java,*,315,37,20
+France,*,*,Data engineering,310,38,21
+France,Paris,Kubernetes / DevOps,*,308,34,19
+France,*,Azure,*,295,31,20
+France,*,LLM Inference / Serving,*,290,32,26
+France,*,GenAI Media (Image/Video),*,279,36,20
+France,Paris,Go / Golang,*,274,34,16
+France,Paris,PHP,*,269,38,19
+France,Paris,AWS,*,261,30,24
+France,Paris,Computer Vision,*,259,32,24
+France,*,OVH,*,236,34,22
+France,*,React Native,*,236,28,28
+France,Montpellier,*,*,236,33,22
+France,*,Ansible,*,234,32,24
+France,Grenoble,*,*,233,34,17
+France,Paris,Rust,*,232,32,21
+France,Rennes,*,*,229,34,17
+France,*,Ruby,*,224,32,17
+France,*,Flutter / Dart,*,211,34,23
+France,*,MongoDB,*,211,27,26
+France,*,*,Data science,198,40,20
+France,*,Hugging Face,*,195,26,21
+France,*,GraphQL,*,194,42,24
+France,Marseille,*,*,194,33,22
+France,Paris,Terraform,*,190,28,20
+France,Nice,*,*,183,31,21
+France,*,NLP,*,182,28,24
+France,Lyon,Python,*,180,32,16
+France,Lyon,TypeScript,*,174,32,18
+France,*,GCP,*,169,43,25
+France,*,Kotlin / Android,*,163,44,27
+France,Paris,Angular,*,163,36,28
+France,*,TensorFlow / ML,*,155,41,23
+France,Strasbourg,*,*,154,32,22
+France,Toulouse,Python,*,154,29,18
+France,Lyon,Node.js,*,152,35,17
+France,Lyon,React,*,142,32,21
+France,*,Prometheus,*,133,37,25
+France,Toulouse,TypeScript,*,128,23,25
+France,Paris,PostgreSQL,*,127,26,28
+France,Paris,LLM Inference / Serving,*,124,35,26
+France,Paris,Azure,*,122,31,13
+France,Paris,Vue.js,*,121,32,25
+France,*,JAX,*,120,35,20
+France,*,Swift / iOS,*,120,37,21
+France,*,Scaleway,*,114,34,18
+France,*,Kafka,*,113,34,24
+France,Paris,Hugging Face,*,113,27,23
+France,Bordeaux,Python,*,110,35,21
+France,Nantes,Node.js,*,106,27,15
+France,Paris,GenAI Media (Image/Video),*,105,35,18
+France,*,Redis,*,104,36,23
+France,*,Reinforcement Learning,*,104,32,20
+France,Paris,NLP,*,103,31,25
+France,Nantes,TypeScript,*,99,30,18
+France,*,Helm,*,97,42,31
+France,Bordeaux,TypeScript,*,97,36,21
+France,Bordeaux,Node.js,*,93,34,18
+France,Paris,React Native,*,91,29,31
+France,Paris,.NET / C#,*,89,33,21
+France,Toulouse,Node.js,*,88,34,24
+France,*,Solidity,*,86,37,19
+France,Bordeaux,React,*,82,37,20
+France,*,Web3,*,81,31,23
+France,Paris,Ruby,*,81,38,14
+France,*,Elasticsearch,*,80,42,20
+France,Paris,MongoDB,*,80,20,30
 France,Paris,TensorFlow / ML,*,79,44,29
-France,Bordeaux,Node.js,*,77,35,18
-France,*,Ansible,*,76,33,29
-France,Bordeaux,TypeScript,*,76,38,21
-France,Paris,Ruby,*,76,39,16
-France,Paris,Vue.js,*,76,38,17
-France,Grenoble,Python,*,72,33,7
-France,Paris,Docker,*,71,41,24
-France,Lyon,AI Agents,*,70,31,21
-France,Lyon,PHP,*,65,38,11
-France,Lyon,RAG / Retrieval,*,65,28,23
-France,Paris,GCP,*,64,45,34
-France,Lille,TypeScript,*,63,25,13
-France,Paris,Kotlin / Android,*,63,46,24
-France,Paris,Reinforcement Learning,*,60,32,20
-France,Montpellier,Python,*,59,27,19
+France,Lyon,Docker,*,78,29,12
+France,Paris,GraphQL,*,78,40,18
+France,Nantes,React,*,77,26,19
+France,Grenoble,Python,*,75,33,8
+France,Paris,GCP,*,75,41,27
+France,Paris,Ansible,*,74,35,31
+France,Toulouse,React,*,74,31,34
+France,*,Ethereum,*,73,26,19
+France,Lille,TypeScript,*,71,24,15
+France,Lyon,AI Agents,*,71,32,20
+France,Paris,Kotlin / Android,*,69,43,23
+France,Paris,Flutter / Dart,*,66,32,23
+France,Lyon,PHP,*,65,40,9
+France,Lille,Node.js,*,64,34,17
+France,Lyon,RAG / Retrieval,*,64,28,20
+France,Montpellier,Python,*,63,29,19
+France,Paris,Reinforcement Learning,*,63,32,19
+France,Lille,Python,*,61,30,18
+France,Paris,JAX,*,61,36,25
+France,Lille,Java,*,59,46,15
+France,Lyon,LLM Engineering,*,58,40,17
 France,Paris,Scaleway,*,58,40,16
-France,Paris,JAX,*,57,35,25
-France,Paris,NLP,*,57,28,19
-France,*,Prometheus,*,56,34,29
-France,Lille,Node.js,*,55,38,18
-France,Lyon,LLM Engineering,*,55,35,18
-France,*,Scala / Spark,*,54,35,22
-France,Lille,Python,*,53,28,17
-France,Paris,OVH,*,52,35,21
-France,Bordeaux,React,*,51,35,16
-France,Toulouse,PHP,*,51,22,25
-France,*,Web3,*,50,34,18
-France,Lille,Java,*,50,46,14
-France,Rennes,Python,*,50,30,20
-United Kingdom,*,*,*,13739,34,21
-United Kingdom,*,*,Software engineering,8708,34,24
-United Kingdom,London,*,*,7009,35,21
-United Kingdom,*,Python,*,3984,33,20
-United Kingdom,*,*,AI product,3368,35,26
-United Kingdom,*,*,Infrastructure,2915,35,23
-United Kingdom,*,TypeScript,*,2536,34,26
-United Kingdom,London,Python,*,2094,34,19
-United Kingdom,*,Node.js,*,2025,35,23
-United Kingdom,*,*,AI research,1889,34,24
-United Kingdom,*,AI Agents,*,1576,34,27
-United Kingdom,*,RAG / Retrieval,*,1368,36,26
-United Kingdom,*,AWS,*,1320,35,25
-United Kingdom,London,TypeScript,*,1292,35,24
-United Kingdom,*,LLM Engineering,*,1227,34,26
-United Kingdom,London,Node.js,*,1061,34,23
-United Kingdom,London,AI Agents,*,873,33,25
-United Kingdom,*,Java,*,864,34,19
-United Kingdom,*,Kubernetes / DevOps,*,839,36,23
-United Kingdom,*,PyTorch / ML,*,782,37,26
-United Kingdom,*,C++,*,754,38,20
-United Kingdom,*,Go / Golang,*,733,36,22
-United Kingdom,London,RAG / Retrieval,*,730,38,25
-United Kingdom,*,React,*,717,36,26
-United Kingdom,London,AWS,*,697,35,24
-United Kingdom,London,LLM Engineering,*,655,37,28
-United Kingdom,*,Azure,*,639,33,20
-United Kingdom,*,Rust,*,635,37,25
-United Kingdom,*,Terraform,*,634,32,20
-United Kingdom,Manchester,*,*,607,33,19
-United Kingdom,*,.NET / C#,*,572,29,20
-United Kingdom,*,PHP,*,490,33,33
-United Kingdom,London,Kubernetes / DevOps,*,459,35,24
-United Kingdom,*,Computer Vision,*,456,36,25
-United Kingdom,London,PyTorch / ML,*,444,39,25
-United Kingdom,Edinburgh,*,*,421,35,14
-United Kingdom,London,Go / Golang,*,395,38,21
-United Kingdom,London,Java,*,394,36,21
-United Kingdom,London,React,*,357,41,24
-United Kingdom,London,C++,*,350,40,21
-United Kingdom,London,Rust,*,344,36,26
-United Kingdom,*,GenAI Media (Image/Video),*,337,32,25
-United Kingdom,*,Ruby,*,337,41,20
-United Kingdom,London,Terraform,*,311,33,22
-United Kingdom,Bristol,*,*,308,31,13
-United Kingdom,London,Azure,*,303,34,21
-United Kingdom,*,*,Data engineering,283,32,21
-United Kingdom,*,*,Data science,275,37,23
-United Kingdom,*,LLM Inference / Serving,*,264,29,26
-United Kingdom,London,Computer Vision,*,249,39,25
-United Kingdom,*,Kotlin / Android,*,248,34,20
-United Kingdom,*,Swift / iOS,*,240,41,27
-United Kingdom,*,Docker,*,237,32,26
-United Kingdom,London,.NET / C#,*,233,31,17
-United Kingdom,*,TensorFlow / ML,*,221,38,29
-United Kingdom,London,PHP,*,221,33,34
-United Kingdom,Glasgow,*,*,216,36,16
-United Kingdom,*,GCP,*,215,38,26
-United Kingdom,*,Angular,*,212,34,16
-United Kingdom,London,Ruby,*,200,40,22
-United Kingdom,*,JAX,*,193,37,23
-United Kingdom,London,GenAI Media (Image/Video),*,190,37,28
-United Kingdom,Leeds,*,*,165,34,18
-United Kingdom,Manchester,Python,*,163,39,15
-United Kingdom,*,Scala / Spark,*,154,27,19
-United Kingdom,Birmingham,*,*,154,34,24
-United Kingdom,Edinburgh,Python,*,148,32,14
-United Kingdom,London,TensorFlow / ML,*,147,45,33
-United Kingdom,London,Swift / iOS,*,146,41,27
-United Kingdom,London,Kotlin / Android,*,141,37,21
-United Kingdom,*,Reinforcement Learning,*,140,40,29
-United Kingdom,London,JAX,*,136,36,23
-United Kingdom,London,LLM Inference / Serving,*,136,31,27
-United Kingdom,London,GCP,*,134,36,27
-United Kingdom,*,NLP,*,133,33,29
-United Kingdom,*,Flutter / Dart,*,132,39,31
-United Kingdom,*,Hugging Face,*,123,34,31
-United Kingdom,Bristol,Python,*,119,35,12
-United Kingdom,Sheffield,*,*,118,37,14
-United Kingdom,Newcastle,*,*,114,44,18
-United Kingdom,*,React Native,*,111,40,30
-United Kingdom,London,Docker,*,109,34,19
-United Kingdom,London,Reinforcement Learning,*,105,41,31
-United Kingdom,London,Scala / Spark,*,105,30,20
-United Kingdom,*,PostgreSQL,*,100,39,29
-United Kingdom,Manchester,TypeScript,*,100,34,19
-United Kingdom,London,Angular,*,94,40,17
-United Kingdom,Manchester,Node.js,*,89,31,20
-United Kingdom,*,Web3,*,86,42,36
-United Kingdom,London,NLP,*,85,39,28
-United Kingdom,Belfast,*,*,82,32,12
+France,*,Scala / Spark,*,56,38,27
+France,Rennes,Python,*,55,31,20
+France,Lille,React,*,54,30,13
+France,Lyon,C++,*,54,28,20
+France,Nice,Python,*,54,41,28
+France,Paris,OVH,*,54,35,22
+France,Bordeaux,Java,*,53,36,15
+France,Lyon,Angular,*,53,26,19
+France,Marseille,TypeScript,*,53,28,28
+France,Toulouse,PHP,*,53,23,28
+France,Paris,Prometheus,*,51,37,25
+France,Lyon,Java,*,50,44,16
+France,Nantes,Python,*,50,40,16
+France,Paris,Redis,*,50,36,28
+United Kingdom,*,*,*,13853,34,22
+United Kingdom,*,*,Software engineering,9199,35,25
+United Kingdom,London,*,*,7053,35,22
+United Kingdom,*,Python,*,4313,33,21
+United Kingdom,*,*,AI product,3569,35,26
+United Kingdom,*,*,Infrastructure,3463,35,23
+United Kingdom,*,TypeScript,*,2815,34,27
+United Kingdom,*,Node.js,*,2285,35,24
+United Kingdom,London,Python,*,2272,34,20
+United Kingdom,*,*,AI research,2063,34,25
+United Kingdom,*,React,*,1801,35,30
+United Kingdom,*,AI Agents,*,1714,35,27
+United Kingdom,London,TypeScript,*,1428,35,26
+United Kingdom,*,AWS,*,1414,34,26
+United Kingdom,*,RAG / Retrieval,*,1394,35,27
+United Kingdom,*,LLM Engineering,*,1317,35,27
+United Kingdom,London,Node.js,*,1193,35,24
+United Kingdom,London,AI Agents,*,938,33,26
+United Kingdom,*,PyTorch / ML,*,927,36,26
+United Kingdom,London,React,*,919,37,30
+United Kingdom,*,Java,*,917,34,21
+United Kingdom,*,Kubernetes / DevOps,*,899,34,23
+United Kingdom,*,Docker,*,871,35,26
+United Kingdom,*,C++,*,826,38,21
+United Kingdom,*,Go / Golang,*,813,35,23
+United Kingdom,London,AWS,*,751,34,25
+United Kingdom,London,RAG / Retrieval,*,742,37,26
+United Kingdom,*,Rust,*,709,39,26
+United Kingdom,London,LLM Engineering,*,698,38,29
+United Kingdom,*,Azure,*,672,33,21
+United Kingdom,*,Terraform,*,666,32,20
+United Kingdom,*,.NET / C#,*,628,29,20
+United Kingdom,Manchester,*,*,608,33,20
+United Kingdom,London,PyTorch / ML,*,511,38,25
+United Kingdom,*,PHP,*,509,33,32
+United Kingdom,London,Kubernetes / DevOps,*,494,34,24
+United Kingdom,*,Computer Vision,*,485,35,25
+United Kingdom,*,*,Data engineering,471,33,24
+United Kingdom,London,Go / Golang,*,430,37,22
+United Kingdom,London,Docker,*,429,37,23
+United Kingdom,Edinburgh,*,*,428,35,16
+United Kingdom,London,Java,*,418,35,22
+United Kingdom,London,Rust,*,384,37,28
+United Kingdom,London,C++,*,383,39,20
+United Kingdom,*,Ruby,*,360,40,22
+United Kingdom,*,GenAI Media (Image/Video),*,356,33,25
+United Kingdom,*,Angular,*,353,36,26
+United Kingdom,London,Terraform,*,327,33,22
+United Kingdom,London,Azure,*,326,34,22
+United Kingdom,*,*,Data science,310,36,24
+United Kingdom,*,PostgreSQL,*,307,39,36
+United Kingdom,Bristol,*,*,307,32,16
+United Kingdom,*,LLM Inference / Serving,*,303,30,27
+United Kingdom,*,Kotlin / Android,*,268,35,22
+United Kingdom,*,Swift / iOS,*,267,39,28
+United Kingdom,London,Computer Vision,*,267,39,26
+United Kingdom,London,.NET / C#,*,256,33,20
+United Kingdom,*,GCP,*,239,37,26
+United Kingdom,*,React Native,*,236,39,36
+United Kingdom,London,PHP,*,230,33,33
+United Kingdom,*,TensorFlow / ML,*,227,38,30
+United Kingdom,Glasgow,*,*,215,36,19
+United Kingdom,London,Ruby,*,213,39,23
+United Kingdom,*,JAX,*,207,36,24
+United Kingdom,*,Flutter / Dart,*,205,38,34
+United Kingdom,*,NLP,*,201,32,32
+United Kingdom,London,GenAI Media (Image/Video),*,198,37,28
+United Kingdom,*,MongoDB,*,192,34,23
+United Kingdom,*,GraphQL,*,183,44,28
+United Kingdom,*,Ansible,*,180,34,21
+United Kingdom,Manchester,Python,*,176,38,16
+United Kingdom,London,PostgreSQL,*,173,41,31
+United Kingdom,Leeds,*,*,165,34,19
+United Kingdom,*,Hugging Face,*,164,30,35
+United Kingdom,Edinburgh,Python,*,163,33,17
+United Kingdom,London,Angular,*,163,42,27
+United Kingdom,London,Swift / iOS,*,163,40,28
+United Kingdom,*,Scala / Spark,*,160,28,22
+United Kingdom,*,Kafka,*,156,37,25
+United Kingdom,London,LLM Inference / Serving,*,155,30,28
+United Kingdom,Birmingham,*,*,154,35,24
+United Kingdom,London,TensorFlow / ML,*,154,46,34
+United Kingdom,London,Kotlin / Android,*,153,38,23
+United Kingdom,*,Reinforcement Learning,*,151,39,30
+United Kingdom,*,Prometheus,*,150,35,24
+United Kingdom,London,GCP,*,147,36,27
+United Kingdom,London,JAX,*,144,35,23
+United Kingdom,*,Solidity,*,141,33,27
+United Kingdom,*,Vue.js,*,131,40,36
+United Kingdom,London,React Native,*,128,47,36
+United Kingdom,Bristol,Python,*,125,35,17
+United Kingdom,London,NLP,*,123,37,32
+United Kingdom,Sheffield,*,*,120,36,15
+United Kingdom,Manchester,TypeScript,*,118,33,20
+United Kingdom,Manchester,React,*,117,32,26
+United Kingdom,*,Redis,*,116,40,34
+United Kingdom,*,Web3,*,116,41,37
+United Kingdom,Manchester,Node.js,*,115,30,21
+United Kingdom,London,GraphQL,*,113,46,27
+United Kingdom,Newcastle,*,*,113,43,19
+United Kingdom,London,Scala / Spark,*,111,32,24
+United Kingdom,London,Reinforcement Learning,*,109,40,32
+United Kingdom,*,Ethereum,*,108,30,28
+United Kingdom,London,Flutter / Dart,*,104,38,31
+United Kingdom,*,Helm,*,103,29,21
+United Kingdom,*,Haskell,*,102,49,19
+United Kingdom,London,Hugging Face,*,99,27,29
+United Kingdom,London,Kafka,*,94,36,23
+United Kingdom,London,MongoDB,*,90,31,22
+United Kingdom,London,Prometheus,*,88,34,19
+United Kingdom,London,Ansible,*,87,33,18
+United Kingdom,Belfast,*,*,83,31,13
+United Kingdom,*,dbt,*,82,30,24
 United Kingdom,Cardiff,*,*,80,41,31
-United Kingdom,London,Hugging Face,*,76,30,25
-United Kingdom,*,MongoDB,*,74,32,23
-United Kingdom,Glasgow,Python,*,71,35,17
-United Kingdom,London,Flutter / Dart,*,70,40,24
-United Kingdom,Edinburgh,Node.js,*,67,37,12
-United Kingdom,*,Haskell,*,66,41,17
-United Kingdom,*,Vue.js,*,66,45,35
-United Kingdom,London,React Native,*,66,50,30
-United Kingdom,*,Kafka,*,65,42,15
-United Kingdom,*,Prometheus,*,63,33,25
-United Kingdom,Manchester,React,*,62,26,16
-United Kingdom,Cambridge,*,*,59,41,19
-United Kingdom,Manchester,AWS,*,59,42,17
-United Kingdom,Edinburgh,TypeScript,*,58,29,14
-United Kingdom,Manchester,AI Agents,*,57,37,18
-United Kingdom,*,GraphQL,*,56,46,27
-United Kingdom,London,PostgreSQL,*,56,43,29
+United Kingdom,Edinburgh,Node.js,*,78,37,18
+United Kingdom,Glasgow,Python,*,78,38,22
+United Kingdom,*,Elasticsearch,*,77,40,22
+United Kingdom,*,Bitcoin,*,73,29,38
+United Kingdom,*,Clojure,*,72,43,19
+United Kingdom,*,Elixir,*,71,58,30
+United Kingdom,London,Solidity,*,71,32,23
+United Kingdom,Edinburgh,TypeScript,*,69,29,16
+United Kingdom,Edinburgh,React,*,68,29,18
+United Kingdom,Manchester,AWS,*,66,39,18
+United Kingdom,London,Haskell,*,63,52,17
+United Kingdom,London,Helm,*,63,32,24
+United Kingdom,*,Databricks,*,61,34,33
+United Kingdom,London,Redis,*,59,36,31
+United Kingdom,Manchester,AI Agents,*,59,36,22
+United Kingdom,Cambridge,*,*,58,40,19
+United Kingdom,London,Ethereum,*,58,29,21
+United Kingdom,*,Solana,*,57,33,28
 United Kingdom,Nottingham,*,*,54,39,17
-United Kingdom,*,Ansible,*,52,35,19
-United Kingdom,*,Clojure,*,52,46,21
-United States,*,*,*,60284,39,22
-United States,*,*,Software engineering,34581,40,24
-United States,*,Python,*,20306,37,21
-United States,*,*,AI product,19148,39,25
-United States,*,*,Infrastructure,12317,40,22
-United States,*,TypeScript,*,11572,38,27
-United States,*,*,AI research,10240,40,24
-United States,San Francisco,*,*,9844,40,21
-United States,*,AI Agents,*,9639,39,26
-United States,*,Node.js,*,9481,39,24
-United States,*,LLM Engineering,*,7711,39,27
-United States,*,RAG / Retrieval,*,7049,41,27
-United States,*,AWS,*,5926,40,25
-United States,New York,*,*,5709,36,22
-United States,*,PyTorch / ML,*,4564,41,23
-United States,Seattle,*,*,4556,39,18
-United States,San Francisco,Python,*,3721,39,22
-United States,*,C++,*,3524,42,18
-United States,*,Go / Golang,*,3367,42,20
-United States,*,Kubernetes / DevOps,*,3125,42,22
-United States,*,Rust,*,2862,44,25
-United States,*,Java,*,2834,41,21
-United States,Boston,*,*,2831,40,19
-United States,*,Azure,*,2678,38,19
-United States,*,Computer Vision,*,2570,37,23
-United States,Los Angeles,*,*,2257,38,21
-United States,*,LLM Inference / Serving,*,2094,40,25
-United States,New York,Python,*,2056,35,22
-United States,*,React,*,2054,41,28
-United States,San Francisco,TypeScript,*,1918,39,25
-United States,*,.NET / C#,*,1903,38,22
-United States,*,Terraform,*,1843,40,24
-United States,Chicago,*,*,1746,38,20
-United States,San Francisco,AI Agents,*,1730,38,24
-United States,Austin,*,*,1711,40,22
-United States,*,Ruby,*,1656,47,22
-United States,Denver,*,*,1656,39,21
-United States,San Francisco,LLM Engineering,*,1612,39,24
-United States,San Francisco,Node.js,*,1536,43,24
-United States,*,*,Data engineering,1414,36,20
-United States,*,GenAI Media (Image/Video),*,1379,43,23
-United States,Seattle,Python,*,1357,39,19
-United States,Atlanta,*,*,1316,37,22
-United States,Portland,*,*,1227,44,21
-United States,*,GCP,*,1224,39,24
-United States,*,Swift / iOS,*,1210,43,25
-United States,Boston,Python,*,1191,38,18
-United States,New York,TypeScript,*,1185,33,25
-United States,San Francisco,RAG / Retrieval,*,1168,42,27
-United States,San Francisco,PyTorch / ML,*,1145,44,21
-United States,*,*,Data science,1107,41,20
-United States,*,PHP,*,1095,43,28
-United States,New York,Node.js,*,1075,38,22
-United States,Washington,*,*,1024,38,23
-United States,*,TensorFlow / ML,*,950,46,29
-United States,San Francisco,AWS,*,927,38,24
-United States,New York,AI Agents,*,917,36,27
-United States,Dallas,*,*,885,39,26
-United States,San Diego,*,*,858,39,19
-United States,*,NLP,*,806,37,27
-United States,Philadelphia,*,*,803,41,23
-United States,Seattle,TypeScript,*,798,39,22
-United States,New York,LLM Engineering,*,756,37,26
-United States,*,Docker,*,753,42,23
-United States,Los Angeles,Python,*,750,37,19
-United States,*,Hugging Face,*,713,39,27
-United States,Seattle,AWS,*,700,41,17
-United States,Seattle,AI Agents,*,677,41,22
-United States,San Francisco,C++,*,675,45,17
-United States,*,Reinforcement Learning,*,671,41,26
-United States,*,Angular,*,664,39,21
-United States,New York,RAG / Retrieval,*,642,38,24
-United States,Seattle,Node.js,*,638,41,21
-United States,Raleigh,*,*,619,46,19
-United States,Seattle,Azure,*,616,35,11
-United States,Chicago,Python,*,612,36,19
-United States,*,JAX,*,601,47,25
-United States,Pittsburgh,*,*,593,36,16
-United States,Phoenix,*,*,592,42,27
-United States,Minneapolis,*,*,587,40,19
-United States,San Francisco,Go / Golang,*,537,46,21
-United States,New York,AWS,*,534,36,28
-United States,San Francisco,LLM Inference / Serving,*,530,39,21
-United States,Houston,*,*,527,39,27
-United States,Austin,Python,*,517,39,24
-United States,Detroit,*,*,516,40,21
-United States,Denver,Python,*,513,37,20
-United States,San Francisco,Rust,*,510,46,24
-United States,Seattle,LLM Engineering,*,509,40,23
-United States,Miami,*,*,507,37,29
-United States,San Francisco,Kubernetes / DevOps,*,496,41,19
-United States,Seattle,RAG / Retrieval,*,495,44,24
-United States,Los Angeles,TypeScript,*,481,38,24
-United States,*,Kotlin / Android,*,477,40,22
-United States,Salt Lake City,*,*,475,43,23
-United States,San Francisco,Computer Vision,*,468,40,22
-United States,New York,PyTorch / ML,*,463,38,21
-United States,Atlanta,Python,*,458,34,20
-United States,San Francisco,Java,*,441,49,21
-United States,Boston,AI Agents,*,435,43,23
-United States,Boston,TypeScript,*,435,39,25
-United States,Orlando,*,*,425,37,23
-United States,Boston,Node.js,*,413,40,22
-United States,Washington,Python,*,407,38,22
-United States,Los Angeles,Node.js,*,395,38,22
-United States,New York,Go / Golang,*,372,37,21
-United States,Boston,LLM Engineering,*,371,37,23
-United States,Charlotte,*,*,369,38,26
-United States,Los Angeles,AI Agents,*,366,36,23
-United States,Seattle,.NET / C#,*,365,37,13
-United States,San Diego,Python,*,355,38,20
-United States,Seattle,PyTorch / ML,*,349,41,19
-United States,*,Scala / Spark,*,343,41,19
-United States,Boston,RAG / Retrieval,*,342,42,27
+United Kingdom,*,Airflow,*,53,25,21
+United Kingdom,Bristol,Node.js,*,53,40,19
+United Kingdom,Edinburgh,Java,*,52,38,21
+United Kingdom,Leeds,Python,*,52,33,25
+United Kingdom,London,Web3,*,52,40,38
+United Kingdom,London,dbt,*,52,35,23
+United Kingdom,London,Vue.js,*,51,43,31
+United Kingdom,Glasgow,Node.js,*,50,32,20
+United Kingdom,Manchester,RAG / Retrieval,*,50,32,22
+United States,*,*,*,60835,39,22
+United States,*,*,Software engineering,37160,40,25
+United States,*,Python,*,21841,37,22
+United States,*,*,AI product,20145,39,26
+United States,*,*,Infrastructure,14327,40,23
+United States,*,TypeScript,*,12660,38,27
+United States,*,*,AI research,11185,40,24
+United States,*,AI Agents,*,10398,39,27
+United States,*,Node.js,*,10365,39,24
+United States,San Francisco,*,*,9951,40,21
+United States,*,LLM Engineering,*,8130,39,27
+United States,*,RAG / Retrieval,*,7235,41,27
+United States,*,React,*,6812,39,29
+United States,*,AWS,*,6196,40,25
+United States,New York,*,*,5755,36,22
+United States,*,PyTorch / ML,*,5368,41,24
+United States,Seattle,*,*,4619,39,18
+United States,San Francisco,Python,*,4014,39,22
+United States,*,C++,*,3823,42,19
+United States,*,Go / Golang,*,3696,41,20
+United States,*,Kubernetes / DevOps,*,3313,42,22
+United States,*,Rust,*,3171,43,25
+United States,*,Java,*,3042,41,23
+United States,*,Docker,*,2994,41,25
+United States,Boston,*,*,2841,40,20
+United States,*,Azure,*,2783,38,20
+United States,*,Computer Vision,*,2740,37,24
+United States,*,LLM Inference / Serving,*,2271,40,26
+United States,Los Angeles,*,*,2270,38,21
+United States,New York,Python,*,2209,35,22
+United States,San Francisco,TypeScript,*,2084,38,25
+United States,*,*,Data engineering,2075,37,22
+United States,*,.NET / C#,*,2048,38,22
+United States,*,Terraform,*,1919,39,24
+United States,San Francisco,AI Agents,*,1882,37,25
+United States,*,Ruby,*,1757,47,22
+United States,Chicago,*,*,1752,38,21
+United States,Austin,*,*,1732,40,23
+United States,San Francisco,LLM Engineering,*,1702,40,25
+United States,San Francisco,Node.js,*,1673,42,24
+United States,Denver,*,*,1662,39,21
+United States,*,GenAI Media (Image/Video),*,1477,43,23
+United States,Seattle,Python,*,1466,39,19
+United States,*,GCP,*,1408,40,24
+United States,*,Swift / iOS,*,1333,42,25
+United States,Atlanta,*,*,1327,37,23
+United States,*,Angular,*,1319,41,27
+United States,*,PostgreSQL,*,1315,40,29
+United States,San Francisco,PyTorch / ML,*,1282,43,22
+United States,New York,TypeScript,*,1281,33,25
+United States,Boston,Python,*,1259,38,18
+United States,Portland,*,*,1237,43,22
+United States,*,*,Data science,1206,41,21
+United States,San Francisco,RAG / Retrieval,*,1199,42,27
+United States,*,NLP,*,1179,37,29
+United States,New York,Node.js,*,1160,38,22
+United States,*,PHP,*,1131,43,28
+United States,Washington,*,*,1035,38,23
+United States,New York,AI Agents,*,997,37,27
+United States,*,TensorFlow / ML,*,982,46,29
+United States,San Francisco,React,*,977,41,27
+United States,San Francisco,AWS,*,971,38,24
+United States,Dallas,*,*,898,39,27
+United States,Seattle,TypeScript,*,861,38,23
+United States,San Diego,*,*,860,39,20
+United States,*,Hugging Face,*,859,41,28
+United States,Philadelphia,*,*,808,42,23
+United States,Los Angeles,Python,*,803,37,19
+United States,New York,LLM Engineering,*,800,38,27
+United States,*,MongoDB,*,792,41,24
+United States,*,Ansible,*,758,41,21
+United States,*,GraphQL,*,747,45,28
+United States,*,React Native,*,747,39,30
+United States,Seattle,AI Agents,*,740,41,22
+United States,San Francisco,C++,*,734,44,18
+United States,Seattle,AWS,*,725,40,17
+United States,*,Reinforcement Learning,*,716,41,26
+United States,New York,React,*,713,37,30
+United States,Seattle,Node.js,*,713,42,22
+United States,New York,RAG / Retrieval,*,669,38,24
+United States,Chicago,Python,*,659,36,20
+United States,Seattle,Azure,*,644,36,11
+United States,*,JAX,*,643,48,25
+United States,Raleigh,*,*,620,46,20
+United States,*,Flutter / Dart,*,619,42,30
+United States,San Francisco,Go / Golang,*,599,45,22
+United States,Phoenix,*,*,598,42,28
+United States,Pittsburgh,*,*,596,36,15
+United States,Minneapolis,*,*,588,40,19
+United States,San Francisco,LLM Inference / Serving,*,578,39,22
+United States,San Francisco,Rust,*,575,45,24
+United States,Austin,Python,*,574,39,25
+United States,New York,AWS,*,557,35,28
+United States,*,Redis,*,556,42,27
+United States,*,Kotlin / Android,*,549,41,22
+United States,Denver,Python,*,548,37,20
+United States,Seattle,LLM Engineering,*,537,41,24
+United States,New York,PyTorch / ML,*,535,39,22
+United States,Houston,*,*,532,39,27
+United States,*,Solidity,*,531,37,26
+United States,San Francisco,Kubernetes / DevOps,*,529,41,18
+United States,Detroit,*,*,520,40,21
+United States,Los Angeles,TypeScript,*,512,38,24
+United States,Miami,*,*,511,36,30
+United States,San Francisco,Computer Vision,*,511,41,23
+United States,Seattle,RAG / Retrieval,*,506,44,24
+United States,Atlanta,Python,*,502,35,22
+United States,*,Kafka,*,497,39,23
+United States,Salt Lake City,*,*,478,42,23
+United States,Boston,TypeScript,*,476,40,25
+United States,San Francisco,Docker,*,469,43,22
+United States,San Francisco,Java,*,469,47,21
+United States,Seattle,React,*,467,38,27
+United States,Boston,AI Agents,*,466,43,22
+United States,Boston,Node.js,*,441,40,24
+United States,Orlando,*,*,436,37,23
+United States,Washington,Python,*,436,38,23
+United States,*,Ethereum,*,435,41,26
+United States,Los Angeles,Node.js,*,424,38,23
+United States,New York,Go / Golang,*,407,37,21
+United States,*,Elasticsearch,*,401,41,20
+United States,Seattle,PyTorch / ML,*,398,41,21
+United States,Los Angeles,AI Agents,*,396,37,23
+United States,Boston,LLM Engineering,*,389,37,24
+United States,*,Prometheus,*,386,44,27
+United States,Seattle,.NET / C#,*,382,37,13
+United States,*,Databricks,*,379,37,20
+United States,San Diego,Python,*,375,37,20
+United States,Charlotte,*,*,373,38,25
+United States,*,Bitcoin,*,365,45,29
+United States,*,Scala / Spark,*,362,40,20
+United States,*,Vue.js,*,362,43,37
+United States,Austin,TypeScript,*,360,41,28
+United States,*,Elixir,*,359,46,27
+United States,Boston,RAG / Retrieval,*,352,41,28
+United States,Seattle,Go / Golang,*,349,44,12
 United States,Indianapolis,*,*,342,45,22
-United States,Nashville,*,*,332,39,21
-United States,*,PostgreSQL,*,329,36,27
-United States,*,Flutter / Dart,*,328,41,30
-United States,Seattle,Go / Golang,*,327,43,12
-United States,Austin,TypeScript,*,319,43,29
-United States,Portland,Python,*,309,40,19
-United States,San Francisco,TensorFlow / ML,*,303,47,27
-United States,*,GraphQL,*,301,46,26
-United States,Chicago,Node.js,*,300,38,24
-United States,Chicago,TypeScript,*,299,35,23
-United States,Austin,Node.js,*,298,40,23
-United States,Baltimore,*,*,297,41,21
-United States,*,MongoDB,*,296,43,16
-United States,Seattle,Kubernetes / DevOps,*,294,42,17
-United States,*,React Native,*,291,38,24
-United States,Seattle,C++,*,291,39,15
-United States,Seattle,Rust,*,290,41,22
-United States,Tampa,*,*,288,41,27
-United States,Philadelphia,Python,*,287,41,19
-United States,San Francisco,Swift / iOS,*,287,47,24
-United States,Denver,TypeScript,*,285,42,24
-United States,Boston,AWS,*,284,44,24
-United States,Los Angeles,LLM Engineering,*,284,40,26
-United States,Austin,AI Agents,*,281,36,29
-United States,New York,Rust,*,278,41,20
-United States,Dallas,Python,*,277,35,28
-United States,Columbus,*,*,275,39,24
-United States,Los Angeles,RAG / Retrieval,*,272,42,25
-United States,*,Ansible,*,269,41,20
-United States,Kansas City,*,*,266,45,17
-United States,New York,Kubernetes / DevOps,*,264,41,27
-United States,New York,Computer Vision,*,262,37,22
-United States,San Francisco,Azure,*,257,43,23
-United States,Portland,Node.js,*,256,44,25
-United States,San Francisco,GenAI Media (Image/Video),*,256,43,24
-United States,Denver,Node.js,*,255,38,26
-United States,Pittsburgh,Python,*,255,36,14
-United States,San Francisco,Terraform,*,254,41,22
-United States,San Francisco,React,*,251,43,28
-United States,San Francisco,Ruby,*,249,47,20
-United States,Chicago,AI Agents,*,248,43,30
-United States,Madison,*,*,248,42,21
-United States,Seattle,Java,*,248,42,19
-United States,Denver,AI Agents,*,245,45,26
-United States,"Washington, D.C.",*,*,245,40,16
-United States,New York,C++,*,241,39,18
-United States,San Francisco,GCP,*,236,36,19
-United States,*,Elasticsearch,*,232,38,17
-United States,*,Web3,*,232,38,27
-United States,Boston,PyTorch / ML,*,228,42,21
-United States,Portland,TypeScript,*,223,40,30
-United States,Atlanta,TypeScript,*,222,41,28
-United States,New York,Java,*,215,36,25
-United States,Los Angeles,AWS,*,214,39,26
-United States,*,Kafka,*,213,39,17
-United States,Atlanta,Node.js,*,210,40,26
-United States,*,Databricks,*,207,33,16
-United States,Chicago,RAG / Retrieval,*,200,42,26
-United States,Dallas,TypeScript,*,200,43,32
-United States,Houston,Python,*,200,40,26
-United States,Austin,RAG / Retrieval,*,198,39,29
-United States,New York,LLM Inference / Serving,*,197,36,26
-United States,San Francisco,Reinforcement Learning,*,197,43,26
-United States,*,Elixir,*,196,46,28
-United States,Austin,LLM Engineering,*,195,44,32
-United States,Chicago,LLM Engineering,*,195,35,29
-United States,Phoenix,Python,*,194,44,23
-United States,*,Clojure,*,193,49,21
-United States,Raleigh,Python,*,193,43,16
-United States,San Francisco,NLP,*,189,35,37
-United States,St. Louis,*,*,189,40,19
-United States,Cleveland,*,*,188,43,18
-United States,*,Haskell,*,187,53,26
-United States,Austin,AWS,*,183,41,29
-United States,Dallas,AI Agents,*,183,35,31
-United States,Las Vegas,*,*,182,40,31
-United States,New York,React,*,178,42,32
-United States,Denver,RAG / Retrieval,*,177,47,25
-United States,Atlanta,AI Agents,*,176,46,27
-United States,Denver,AWS,*,176,45,22
-United States,Portland,AI Agents,*,176,44,30
-United States,Washington,AI Agents,*,176,41,26
-United States,Washington,TypeScript,*,176,44,30
-United States,San Francisco,Hugging Face,*,175,37,26
-United States,*,Snowflake,*,174,33,11
-United States,New York,Azure,*,174,34,24
-United States,Detroit,Python,*,173,35,18
-United States,*,dbt,*,170,29,15
-United States,Denver,LLM Engineering,*,168,40,35
-United States,Los Angeles,PyTorch / ML,*,166,43,25
-United States,New York,Terraform,*,164,36,18
-United States,Seattle,Computer Vision,*,163,36,16
-United States,New York,GCP,*,161,35,26
-United States,Atlanta,LLM Engineering,*,160,42,29
-United States,Miami,Python,*,158,35,25
-United States,*,Solidity,*,157,35,29
-United States,Boston,Java,*,156,39,18
-United States,San Diego,Node.js,*,156,37,26
-United States,Minneapolis,Python,*,155,39,18
-United States,Sacramento,*,*,155,39,25
-United States,Washington,Node.js,*,155,40,28
-United States,Chicago,AWS,*,154,34,27
-United States,*,Prometheus,*,153,50,26
-United States,Boston,C++,*,153,48,13
-United States,Boston,Computer Vision,*,152,38,20
-United States,San Francisco,JAX,*,152,44,25
-United States,Seattle,GCP,*,152,45,16
-United States,Cincinnati,*,*,151,36,26
-United States,New York,Swift / iOS,*,151,40,23
-United States,Philadelphia,TypeScript,*,151,40,28
-United States,Seattle,Terraform,*,150,46,19
-United States,*,Bitcoin,*,148,45,24
-United States,San Antonio,*,*,148,42,26
-United States,Durham,*,*,147,37,14
-United States,Seattle,Ruby,*,147,48,18
-United States,Seattle,React,*,146,40,19
-United States,*,Redis,*,145,43,25
-United States,Atlanta,RAG / Retrieval,*,144,42,27
-United States,New York,Ruby,*,144,42,24
-United States,Portland,RAG / Retrieval,*,144,51,22
-United States,Richmond,*,*,144,48,23
-United States,Atlanta,AWS,*,143,32,20
-United States,Miami,TypeScript,*,143,38,30
-United States,Milwaukee,*,*,143,45,29
-United States,San Diego,TypeScript,*,143,42,25
-United States,Phoenix,TypeScript,*,141,45,32
-United States,San Diego,AI Agents,*,140,34,29
-United States,Boston,Kubernetes / DevOps,*,138,41,20
-United States,Salt Lake City,Python,*,138,41,22
-United States,Washington,AWS,*,138,46,24
-United States,San Diego,LLM Engineering,*,137,34,19
-United States,Dallas,Node.js,*,136,34,24
-United States,Portland,LLM Engineering,*,134,51,30
-United States,*,Helm,*,133,48,19
-United States,Indianapolis,Python,*,133,45,21
-United States,Los Angeles,C++,*,133,38,15
-United States,San Francisco,Docker,*,133,43,14
-United States,Austin,PyTorch / ML,*,131,44,21
-United States,Los Angeles,Go / Golang,*,129,39,23
-United States,Baltimore,Python,*,128,38,19
-United States,Washington,RAG / Retrieval,*,128,35,20
-United States,Dallas,LLM Engineering,*,126,41,32
-United States,Washington,LLM Engineering,*,126,45,30
-United States,*,Vue.js,*,125,49,34
-United States,Dallas,RAG / Retrieval,*,124,38,29
-United States,Orlando,Python,*,124,33,19
+United States,*,Web3,*,340,37,29
+United States,Nashville,*,*,336,39,21
+United States,Chicago,TypeScript,*,335,36,24
+United States,Portland,Python,*,327,39,20
+United States,Seattle,Rust,*,325,41,23
+United States,Chicago,Node.js,*,319,37,24
+United States,Austin,Node.js,*,316,40,23
+United States,San Francisco,TensorFlow / ML,*,316,48,27
+United States,Seattle,C++,*,315,40,16
+United States,Seattle,Kubernetes / DevOps,*,311,43,17
+United States,San Francisco,Swift / iOS,*,308,47,24
+United States,Denver,TypeScript,*,307,42,24
+United States,*,Helm,*,305,44,19
+United States,Austin,AI Agents,*,304,35,30
+United States,New York,Rust,*,304,42,21
+United States,Philadelphia,Python,*,304,41,18
+United States,*,Haskell,*,302,55,22
+United States,Dallas,Python,*,302,36,30
+United States,Denver,Node.js,*,299,35,26
+United States,Los Angeles,LLM Engineering,*,298,38,26
+United States,Baltimore,*,*,296,40,21
+United States,Tampa,*,*,294,40,27
+United States,*,dbt,*,293,31,22
+United States,Boston,AWS,*,293,43,25
+United States,*,Clojure,*,289,49,21
+United States,New York,Kubernetes / DevOps,*,287,40,28
+United States,San Francisco,GCP,*,285,37,20
+United States,Boston,React,*,283,39,27
+United States,New York,Computer Vision,*,280,39,24
+United States,Los Angeles,RAG / Retrieval,*,279,41,25
+United States,Portland,Node.js,*,279,46,25
+United States,Columbus,*,*,276,39,23
+United States,San Francisco,GenAI Media (Image/Video),*,276,43,24
+United States,Pittsburgh,Python,*,269,38,13
+United States,Denver,AI Agents,*,268,46,27
+United States,Kansas City,*,*,268,44,17
+United States,San Francisco,Ruby,*,268,49,19
+United States,Boston,PyTorch / ML,*,266,42,21
+United States,Chicago,AI Agents,*,266,43,30
+United States,San Francisco,Terraform,*,266,40,23
+United States,San Francisco,Azure,*,265,44,23
+United States,Los Angeles,React,*,262,42,28
+United States,New York,C++,*,262,39,18
+United States,San Francisco,NLP,*,262,38,38
+United States,Seattle,Java,*,262,42,20
+United States,Atlanta,TypeScript,*,258,39,29
+United States,*,Snowflake,*,256,30,13
+United States,Madison,*,*,256,41,21
+United States,Seattle,Docker,*,253,43,20
+United States,Denver,React,*,249,42,30
+United States,Portland,TypeScript,*,247,40,29
+United States,"Washington, D.C.",*,*,247,40,17
+United States,Atlanta,Node.js,*,245,38,27
+United States,New York,Java,*,242,38,24
+United States,Austin,React,*,229,39,28
+United States,Los Angeles,AWS,*,222,39,26
+United States,San Francisco,Hugging Face,*,221,40,28
+United States,*,Solana,*,220,35,29
+United States,Chicago,React,*,220,34,25
+United States,Dallas,TypeScript,*,220,43,34
+United States,New York,Docker,*,218,34,26
+United States,Austin,LLM Engineering,*,210,43,33
+United States,New York,LLM Inference / Serving,*,210,36,26
+United States,Raleigh,Python,*,209,44,16
+United States,San Francisco,Reinforcement Learning,*,208,43,26
+United States,Chicago,LLM Engineering,*,207,37,29
+United States,Houston,Python,*,207,40,27
+United States,Austin,RAG / Retrieval,*,206,40,30
+United States,Phoenix,Python,*,205,44,24
+United States,Chicago,RAG / Retrieval,*,202,41,26
+United States,Atlanta,React,*,199,40,33
+United States,Dallas,AI Agents,*,196,34,33
+United States,Los Angeles,PyTorch / ML,*,196,43,24
+United States,*,Spark,*,195,42,28
+United States,Austin,AWS,*,194,41,28
+United States,Portland,React,*,194,42,27
+United States,Washington,TypeScript,*,193,42,27
+United States,Portland,AI Agents,*,192,45,29
+United States,St. Louis,*,*,190,41,18
+United States,Washington,AI Agents,*,189,41,26
+United States,Cleveland,*,*,188,44,18
+United States,Atlanta,AI Agents,*,187,45,27
+United States,Denver,AWS,*,184,47,22
+United States,Las Vegas,*,*,183,39,32
+United States,Detroit,Python,*,182,37,19
+United States,New York,Azure,*,182,35,25
+United States,San Francisco,PostgreSQL,*,182,43,21
+United States,Denver,RAG / Retrieval,*,179,48,25
+United States,*,Airflow,*,178,31,26
+United States,New York,GCP,*,177,33,24
+United States,Seattle,Computer Vision,*,177,36,17
+United States,Denver,LLM Engineering,*,176,41,34
+United States,Atlanta,LLM Engineering,*,172,42,30
+United States,Washington,Node.js,*,172,42,28
+United States,Miami,Python,*,171,32,26
+United States,San Francisco,JAX,*,170,45,26
+United States,San Diego,Node.js,*,169,37,25
+United States,Boston,Java,*,168,39,24
+United States,New York,Swift / iOS,*,168,38,21
+United States,Seattle,GCP,*,168,46,17
+United States,Boston,C++,*,167,47,14
+United States,Minneapolis,Python,*,167,40,19
+United States,Philadelphia,TypeScript,*,166,40,28
+United States,New York,NLP,*,165,39,28
+United States,New York,Terraform,*,165,35,18
+United States,San Diego,TypeScript,*,162,43,25
+United States,Boston,Computer Vision,*,161,37,20
+United States,Phoenix,TypeScript,*,161,45,34
+United States,*,DeFi,*,159,36,23
+United States,Chicago,AWS,*,158,35,26
+United States,Sacramento,*,*,157,40,25
+United States,Dallas,Node.js,*,155,34,23
+United States,Austin,PyTorch / ML,*,154,42,25
+United States,Cincinnati,*,*,153,35,27
+United States,New York,Ruby,*,153,42,23
+United States,San Diego,AI Agents,*,153,33,31
+United States,Miami,TypeScript,*,152,38,31
+United States,Seattle,Terraform,*,152,46,19
+United States,Durham,*,*,151,37,14
+United States,Seattle,Ruby,*,151,46,17
+United States,San Antonio,*,*,150,41,25
+United States,Atlanta,RAG / Retrieval,*,149,42,27
+United States,Atlanta,AWS,*,148,32,23
+United States,Boston,Kubernetes / DevOps,*,147,43,20
+United States,Los Angeles,Go / Golang,*,147,37,24
+United States,San Francisco,Angular,*,147,49,20
+United States,Salt Lake City,Python,*,146,38,22
+United States,Milwaukee,*,*,145,45,29
+United States,Portland,RAG / Retrieval,*,145,51,21
+United States,Richmond,*,*,144,48,24
+United States,New York,MongoDB,*,143,38,21
+United States,Washington,AWS,*,142,44,24
+United States,Indianapolis,Python,*,141,47,21
+United States,Orlando,Python,*,141,32,21
+United States,San Diego,LLM Engineering,*,140,35,20
+United States,Los Angeles,C++,*,139,38,15
+United States,Portland,LLM Engineering,*,138,50,30
+United States,Boston,Go / Golang,*,137,39,24
+United States,Seattle,LLM Inference / Serving,*,137,43,20
+United States,Denver,PyTorch / ML,*,136,42,18
+United States,Boston,Rust,*,135,47,26
+United States,Chicago,PyTorch / ML,*,135,39,21
+United States,Philadelphia,Node.js,*,135,39,24
+United States,Dallas,React,*,134,38,30
+United States,San Francisco,Databricks,*,134,34,17
+United States,Washington,LLM Engineering,*,134,43,31
+United States,Baltimore,Python,*,133,37,17
+United States,Dallas,LLM Engineering,*,132,41,36
+United States,Dallas,RAG / Retrieval,*,132,38,33
+United States,San Francisco,GraphQL,*,132,55,24
+United States,Salt Lake City,TypeScript,*,131,42,24
+United States,*,Polkadot,*,129,39,30
+United States,Houston,TypeScript,*,129,42,36
+United States,New York,PostgreSQL,*,129,37,29
+United States,Austin,C++,*,128,41,20
+United States,Boston,Docker,*,128,45,23
+United States,Miami,AI Agents,*,128,35,30
+United States,New York,GenAI Media (Image/Video),*,128,34,16
+United States,San Francisco,Scala / Spark,*,128,45,17
+United States,Washington,RAG / Retrieval,*,128,34,20
+United States,Phoenix,AI Agents,*,127,35,31
+United States,San Francisco,Kafka,*,127,43,23
+United States,Austin,Java,*,125,36,26
+United States,Denver,Go / Golang,*,125,40,24
 United States,Rochester,*,*,124,41,23
-United States,New York,GenAI Media (Image/Video),*,123,33,15
-United States,Philadelphia,Node.js,*,123,37,24
-United States,Austin,C++,*,122,42,20
-United States,Boston,Go / Golang,*,122,40,20
-United States,Salt Lake City,TypeScript,*,122,42,25
-United States,Seattle,LLM Inference / Serving,*,122,44,16
-United States,Boston,Rust,*,121,48,28
-United States,Phoenix,AI Agents,*,120,36,33
-United States,San Francisco,Scala / Spark,*,120,44,17
-United States,Miami,AI Agents,*,118,33,31
-United States,Austin,Java,*,117,36,22
-United States,Denver,Go / Golang,*,117,40,25
+United States,Seattle,Angular,*,123,39,23
+United States,Nashville,Python,*,121,40,20
+United States,Orlando,TypeScript,*,121,38,28
+United States,Austin,Go / Golang,*,120,37,19
+United States,San Francisco,Redis,*,119,48,31
+United States,Philadelphia,AI Agents,*,118,38,23
 United States,Boise,*,*,116,46,17
-United States,Denver,PyTorch / ML,*,116,42,21
-United States,Denver,React,*,115,39,20
-United States,Nashville,Python,*,112,41,18
-United States,Honolulu,*,*,111,39,14
-United States,New York,NLP,*,111,40,28
-United States,*,Ethereum,*,110,36,24
-United States,Chicago,PyTorch / ML,*,110,40,20
-United States,Houston,TypeScript,*,109,39,36
-United States,Philadelphia,AI Agents,*,109,36,23
-United States,Boston,Azure,*,108,41,19
-United States,Austin,Go / Golang,*,107,35,18
-United States,Grand Rapids,*,*,105,48,20
-United States,*,Spark,*,104,46,22
-United States,Orlando,TypeScript,*,104,39,30
-United States,Detroit,TypeScript,*,103,39,30
-United States,Los Angeles,Computer Vision,*,103,35,33
-United States,Madison,Python,*,103,38,18
-United States,Raleigh,AI Agents,*,102,48,22
-United States,Boston,LLM Inference / Serving,*,101,34,22
-United States,Chicago,C++,*,101,41,19
-United States,Jacksonville,*,*,100,40,26
-United States,Oklahoma City,*,*,100,54,29
-United States,Portland,AWS,*,100,49,22
-United States,Atlanta,React,*,99,37,28
-United States,Dallas,AWS,*,99,40,35
-United States,Raleigh,TypeScript,*,99,49,24
-United States,Des Moines,*,*,98,38,30
-United States,New York,TensorFlow / ML,*,98,52,29
-United States,Austin,Kubernetes / DevOps,*,97,42,23
-United States,Minneapolis,Node.js,*,97,37,25
-United States,Portland,React,*,97,45,30
-United States,Portland,Ruby,*,97,44,23
-United States,"Washington, D.C.",Python,*,97,40,19
-United States,Los Angeles,Kubernetes / DevOps,*,96,41,24
-United States,Boston,Terraform,*,94,44,29
-United States,Denver,Rust,*,94,52,30
-United States,Phoenix,RAG / Retrieval,*,94,44,32
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-United States,Chicago,Rust,*,79,46,27
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-United States,Philadelphia,LLM Engineering,*,79,39,24
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-United States,Buffalo,*,*,74,30,23
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-United States,Pittsburgh,Node.js,*,73,34,15
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-United States,San Diego,PyTorch / ML,*,72,43,24
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 United States,Providence,*,*,68,41,18
-United States,Seattle,PHP,*,68,41,25
-United States,Tampa,TypeScript,*,68,31,28
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-United States,San Francisco,Flutter / Dart,*,67,48,15
-United States,Charlotte,AI Agents,*,66,39,27
-United States,Chicago,Java,*,66,42,23
-United States,Denver,Terraform,*,66,47,29
-United States,Washington,PyTorch / ML,*,66,42,26
-United States,Boston,Ruby,*,65,42,22
-United States,Durham,Python,*,65,35,12
-United States,Los Angeles,Azure,*,65,38,15
-United States,Atlanta,Kubernetes / DevOps,*,64,36,22
-United States,Los Angeles,Ruby,*,64,53,17
-United States,Minneapolis,LLM Engineering,*,64,44,36
-United States,Pittsburgh,RAG / Retrieval,*,64,28,16
-United States,San Francisco,PHP,*,64,44,22
-United States,Seattle,Swift / iOS,*,64,47,20
-United States,Chicago,Computer Vision,*,63,27,21
-United States,Orlando,Node.js,*,63,43,25
-United States,Portland,Kubernetes / DevOps,*,63,54,17
-United States,Tulsa,*,*,63,46,19
-United States,Austin,LLM Inference / Serving,*,62,50,32
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-United States,Eugene,*,*,62,34,19
-United States,Los Angeles,GenAI Media (Image/Video),*,62,40,24
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-United States,San Francisco,Kafka,*,62,40,18
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-United States,Chicago,Azure,*,60,40,25
-United States,Detroit,LLM Engineering,*,60,32,38
-United States,Omaha,*,*,60,32,27
-United States,San Francisco,Snowflake,*,60,37,13
-United States,Atlanta,C++,*,59,49,19
-United States,Boston,.NET / C#,*,59,49,20
-United States,Detroit,RAG / Retrieval,*,59,42,27
-United States,Pittsburgh,AI Agents,*,59,39,25
-United States,Seattle,TensorFlow / ML,*,59,54,25
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-United States,Dallas,PyTorch / ML,*,58,43,26
-United States,Detroit,AWS,*,58,29,26
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-United States,Los Angeles,Terraform,*,58,41,19
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-United States,Atlanta,Go / Golang,*,57,35,19
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-United States,Denver,Computer Vision,*,57,28,19
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-United States,Portland,Rust,*,57,51,37
-United States,Salt Lake City,LLM Engineering,*,57,40,35
-United States,Ann Arbor,*,*,56,39,20
-United States,Austin,.NET / C#,*,56,46,16
-United States,Knoxville,*,*,56,38,14
-United States,Raleigh,Go / Golang,*,56,57,14
-United States,Chicago,Terraform,*,55,40,20
-United States,Cleveland,Python,*,55,33,13
-United States,Denver,PHP,*,55,40,22
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-United States,Los Angeles,.NET / C#,*,55,36,27
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-United States,New York,Docker,*,54,41,37
-United States,New York,JAX,*,54,63,24
-United States,Phoenix,AWS,*,54,39,22
-United States,Seattle,Hugging Face,*,54,33,24
-United States,Seattle,Scala / Spark,*,54,39,22
-United States,Tampa,Node.js,*,54,48,31
-United States,Boston,NLP,*,53,30,21
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 United States,Houston,AWS,*,53,32,47
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-United States,Pittsburgh,C++,*,53,43,4
-United States,Seattle,Elasticsearch,*,53,42,21
-United States,Washington,Computer Vision,*,53,36,11
-United States,Atlanta,PHP,*,52,46,21
-United States,Los Angeles,React,*,52,48,29
-United States,Minneapolis,RAG / Retrieval,*,52,38,25
-United States,Orlando,LLM Engineering,*,52,37,25
-United States,Philadelphia,PyTorch / ML,*,52,37,29
-United States,San Diego,Computer Vision,*,52,38,19
-United States,*,Move,*,51,45,22
-United States,Atlanta,Terraform,*,51,33,27
-United States,Indianapolis,TypeScript,*,51,41,29
-United States,Nashville,AI Agents,*,51,37,22
-United States,Nashville,Node.js,*,51,37,22
-United States,Saint Louis,*,*,51,37,33
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 United States,Salt Lake City,RAG / Retrieval,*,51,45,25
-United States,San Diego,C++,*,51,41,22
-United States,St. Louis,Python,*,51,35,20
-United States,Denver,LLM Inference / Serving,*,50,48,28
-United States,Washington,Go / Golang,*,50,24,10
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