{"id":14977179,"url":"https://github.com/nipunbatra/gemello","last_synced_at":"2025-10-28T03:30:58.025Z","repository":{"id":68429285,"uuid":"43934228","full_name":"nipunbatra/Gemello","owner":"nipunbatra","description":null,"archived":false,"fork":false,"pushed_at":"2017-11-28T23:21:51.000Z","size":722333,"stargazers_count":18,"open_issues_count":4,"forks_count":3,"subscribers_count":4,"default_branch":"master","last_synced_at":"2025-02-01T10:41:36.891Z","etag":null,"topics":["algorithms","analytics","data-science","disaggregation","energy","grid","ipython-notebook","jupyter-notebook","machine-learning","nilm","python","smart-meter","sustainability"],"latest_commit_sha":null,"homepage":null,"language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/nipunbatra.png","metadata":{"files":{"readme":"Readme.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null}},"created_at":"2015-10-09T05:09:39.000Z","updated_at":"2023-05-12T16:42:49.000Z","dependencies_parsed_at":null,"dependency_job_id":"330de155-1eb2-4197-98f9-eb4f84d6d343","html_url":"https://github.com/nipunbatra/Gemello","commit_stats":{"total_commits":503,"total_committers":3,"mean_commits":"167.66666666666666","dds":"0.21471172962226637","last_synced_commit":"db937156247879c9705dbd02928b7d337eaf6dba"},"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/nipunbatra%2FGemello","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/nipunbatra%2FGemello/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/nipunbatra%2FGemello/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/nipunbatra%2FGemello/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/nipunbatra","download_url":"https://codeload.github.com/nipunbatra/Gemello/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":238590593,"owners_count":19497351,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["algorithms","analytics","data-science","disaggregation","energy","grid","ipython-notebook","jupyter-notebook","machine-learning","nilm","python","smart-meter","sustainability"],"created_at":"2024-09-24T13:55:15.065Z","updated_at":"2025-10-28T03:30:48.014Z","avatar_url":"https://github.com/nipunbatra.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"Gemello: Creating a Detailed Energy Breakdown from just the Monthly Electricity Bill\n-------------------\n\nThis repository contains code for Gemello: Creating a Detailed Energy Breakdown from just the Monthly Electricity Bill. This paper was accepted at [SIGKDD 2016](http://www.kdd.org/kdd2016/).\n\nPlease use the following bib entry to cite the paper.\n```\n@inproceedings{Batra:2016:GCD:2939672.2939735,\n author = {Batra, Nipun and Singh, Amarjeet and Whitehouse, Kamin},\n title = {Gemello: Creating a Detailed Energy Breakdown from Just the Monthly Electricity Bill},\n booktitle = {Proceedings of the 22Nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining},\n series = {KDD '16},\n year = {2016},\n location = {San Francisco, California, USA},\n pages = {431--440},\n  url = {http://doi.acm.org/10.1145/2939672.2939735},\n doi = {10.1145/2939672.2939735}\n}\n```\n\nMore pertinent links to the paper\n\n1. [Paper pdf](https://www.iiitd.edu.in/~nipunb/papers/gemello.pdf)\n2. [Youtube video](https://www.youtube.com/watch?v=pzgqd9OhvDA)\n3. [Poster](https://www.iiitd.edu.in/~nipunb/slides/kdd_poster_final.pdf)\n\nThis work was also presented at the [3rd NILM workshop](http://nilmworkshop.org/2016/). You can find the [slides](http://nilmworkshop.org/2016/slides/NipunBatra2.pdf) and the [talk recording](https://www.youtube.com/watch?v=LUauYdlbH74).\n\n\n\n\nThis Readme gives a description of the repository structure and how one can repeat the experiments. The final plots and analysis is all done in IPython notebooks.\nEach folder in this repository has a Readme describing the contents of the folder.\n\n\nFirst, links to the notebooks for the figures\n\n| Figure/Table| Link |\n| --- | --- |\n| Figure 1 | [Approach](https://docs.google.com/drawings/d/1R68GnSezUbC-RiGcwy3E8cSYYHZAgf50YiYkTOqUWFg/edit?usp=sharing) |\n| Figure 2 | [Dataset description](https://github.com/nipunbatra/Gemello/blob/master/code/dataset_description.ipynb) |\n| Figure 3 |[Code for producing estimates](https://github.com/nipunbatra/Gemello/blob/master/code/main_result_parallel_new.py), [Notebook for ingesting the estimates and producing plots](https://github.com/nipunbatra/Gemello/blob/master/code/main-result.ipynb) |\n| Figure 4 | [Comparison with state-of-art at higher frequency](https://github.com/nipunbatra/Gemello/blob/master/code/lbm-2min-15min-vs-gemello.ipynb)|\n| Figure 5 and Table 3| [Sensitivity analysis on features](https://github.com/nipunbatra/Gemello/blob/master/code/sensitivity-features.ipynb)|\n| Figure 6| [Sensitivity analysis on number of homes](https://github.com/nipunbatra/Gemello/blob/master/code/sensitivity-numhomes.ipynb) |\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fnipunbatra%2Fgemello","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fnipunbatra%2Fgemello","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fnipunbatra%2Fgemello/lists"}