uspto reaction dataset

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With the rapid improvement of machine translation approaches, neural machine translation has started to play an important role in retrosynthesis planning, which finds reasonable synthetic pathways for a target molecule. “celeba” dataset corresponds to images of 128x128 pixel, which is same as size of images used in this project. File a trademark application and other documents online through TEAS. The USPTO is currently improving our content to better serve you. Home Quick Start. According to data compiled by WTR, last week the USPTO received an average of 2,714 trademark applications per weekday. 150,000 subdivisions, called subclassifications/subclasses. Further differences in the Pistachio and the public USPTO set arise from the inclusion of ChemDraw sketch data, and text-mined European patent office (EPO) patents which are included in Pistachio. A total of 78 471 chemical transformation patterns were extracted (Supplementary Tables S8 and S9). Contains detailed information on 9.2 million publicly viewable patent applications filed with the USPTO through December 2019. The coupon of material is withheld from the reactor. Furthermore, OCE data releases support White House policy that champions transparency and access to government data under the "data.gov" umbrella of initiatives. Retrosynthesis AI-powered open-source topological retrosynthesis for everyone. Not only did we show that a seq2seq model with correctly tuned hyperparameters can learn the language of organic chemistry, our approach also improved the current state-of-the-art in patent reaction outcome prediction by achieving 80.3% on Jin's USPTO dataset and 65.4% on single product reactions of Lowe's dataset. Find upcoming programs related to IP policy and international affairs. Data augmentation. Data Version 2015.09 A compilation of kinetics data on gas-phase reactions. 50 000 reactions (USPTO_50K) extracted from the United States patent literature, which was previously used by Liu et al. The data files include information on each application's characteristics, prosecution history, continuation history, claims of foreign priority, patent term adjustment history, publication history, and correspondence address information. The unclassified USPTO-380K large dataset was first applied to models for pretraining so that they gain a basic theoretical knowledge of chemistry, such as the chirality of compounds, reaction types and the SMILES form of chemical structure of compounds. That is, atom pairs whose bonds in between changed in the reaction. mapped reactions were extracted from 65,034 organic chemistry USPTO patents. We propose an electron path prediction model (ELECTRO) to learn these sequences directly from raw reaction data. Instead of predicting product molecules directly from … US3386883A US549849A US54984966A US3386883A US 3386883 A US3386883 A US 3386883A US 549849 A US549849 A US 549849A US 54984966 A US54984966 A US 54984966A US 3386883 A US3386883 A US 3386883A Authority US United States Prior art keywords cathode anode virtual ions potential Prior art date 1966-05-13 Legal status (The legal status is an assumption and is not a legal … pytorch_GAN_zoo has multiple dataset pre-trainned on this model. Contains Cooperative Patent Classification (CPC) classification information for all Utility patent applications published by the U.S. Patent and Trademark Office (USPTO) from March 15, 2001 to present. Each line in the file has two fields, separated by space: Reaction smiles (both reactants and products are atom mapped) Reaction center. Issued patents (patent grants) (patent grant data), Patent and patent application classification information (current) available bimonthly (odd months), Patent assignment economics data for academia and researchers, Patent assignment XML (ownership) text (AUG 1980 - present), Published patent applications (pre-grant publications or PGPUBS) (patent application data), Trademark assignments and case file economics data for academia and researchers, Patent maintenance fee events and description files, MCF patent application (patent application sequence), Patent examination research dataset (Public PAIR) (stata (.dta) and MS excel (.csv)), Trademark case file economics data (stata (.dta) and MS excel (.csv)), Trademark assignment economics data (stata (.dta) and MS excel (.csv)), MCF patent grant (classification sequence), Patent assignment economics data (stata (.dta) and MS excel (.csv)), Patent Litigation data (stata (.dta) and MS Excel (.csv)), United States Patent and Trademark Office, Federal Activity Inventory Reform Act (FAIR). USPTO reaction data diversity analysis. File a patent application online with EFS-web, Try the beta replacement for EFS-Web, Private PAIR and Public PAIR, Check patent application status with public PAIR and private PAIR, Pay maintenance fees and learn more about filing fees and other payments, Resolve disputes regarding patents with PTAB. We did this by adding a copy of every reaction in the training set, where the canoncalized source molecules were replaced by a random equivalent SMILES. Quantities could be associated with reagents in 98.8% of cases and 64.9% of cases for products whilst the correct role was assigned to chemical entities in 91.8% of cases. reaction dataset had been recorded as contributing to a ring formation.In the case ofthe standardmodel, the templatesthat correspond to ring forming reactions in the reaction dataset cannot be prioritized by the model. Publication: arXiv e … Contains detailed information on roughly 6 million patent assignments and other transactions recorded at the USPTO since 1970 and involving over 10 million patents and patent applications. Updated 08/2020 - Detailed information on 11.3 million publicly viewable patent applications filed with the USPTO along with nearly 4.2 million PCT applications through April 2020, Updated 07/2020 - Detailed information on millions of trademark applications filed with or registrations issued by the USPTO since 1870, Updated 04/2020 - Detailed data on trademark assignments and other transactions recorded at the USPTO since 1952, Updated 01/2020 - Detailed data patent assignments and other transactions recorded at the USPTO since 1970, Updated 12/2019 - Detailed patent litigation data on 81,350 unique district court cases filed during the period 1963-2016, Updated 12/2019 - Highly flexible API, search and download query builder, bulk download, and visualization interface for exploring and analyzing 40 years of patent data. Please use the "Submit an Article" link at the left if you find an article that has been missed in the database. and Coley et al. Prior to the reaction, a sample or "coupon" of the material is removed and retained. investigate a template-based retrosynthetic planning tool, trained on a variety of datasets consisting of up to 17.5 million reactions. We generated negative samples for each reaction by applying its template to all other existing matching places in substrates. Accenture Federal Services (AFS), a subsidiary of Accenture (NYSE: ACN), has been awarded a $50 million contract by the U.S. Patent and Trademark Office (USPTO… Uspto.gov: visit the most interesting Uspto pages, well-liked by male users from USA, or check the rest of uspto.gov data below. 10000 . Therefore, once the predictions from the standard model are filtered, none of the OCE offers these data in forms convenient for public use and academic research, consistent with the agency's responsibility to make patent and trademark information open and transparent. . Substance and reaction data. 2 BACKGROUND We begin with a brief background from chemistry on molecules and chemical reactions, and then review related work in machine learning on predicting reaction outcomes. Multivariate (340) Univariate (22) Sequential (42) Time-Series (82) Text (47) Domain-Theory (11) Other (8) Area. multi-step reactions USPTO_STEREO28 902,581 50,131 50,258 1,002,970 - Patent reactions until Sept. 2016, includes stereochemistry Pistachio_201728 15418 15418 The negative control is a cell line carrying a knocked-out TRAC (T-cell receptor alpha constant) gene. for the same task. Each data set shows from left to right RPMI 8226 cells, K562 cells and medium. USPTO_LEF25 * * 29,360 349,898 - Non-public subset of USPTO_MIT, without e.g. The final output datasets, provided in five different files, include information on the litigating parties involved and their attorneys; the cause of action; the court location; important dates in the litigation history; and, covering over 5 million document level information from the docket reports, descriptions of all documents submitted in a given case. As such, reactions are often depicted using `arrow-pushing' diagrams which show this movement as a sequence of arrows. Updated 10/2016 - Detailed information on claims from U.S. patents granted between 1976 and 2014 and U.S. patent applications published between 2001 and 2014, Updated 08/2016 - Detailed data on published patent applications and granted patents relevant to cancer research and development, Updated 06/2015 - Time series and micro-level data by high-level NBER technology categories on applications, grants, and in-force patents spanning two centuries of innovation. Keywords: … For this purpose, we have used the generated ReactionCodes of each reaction in the USPTO dataset. We found that English is the preferred language on Uspto pages. -- The 4 groups are 'train1', 'train2', 'test', 'evaluation'. Herein we investigate a template-based retrosynthetic planning tool, trained on a variety of datasets consisting of up to 17.5 million reactions. At 12:24 pm split the ReactionCodes by incremental layers taking into … USPTO-MIT dataset ( Public PAIR ) system cells. Successful approach for reaction prediction to date is the Molecular Transformer unlike with small molecules, are. Link sends e-mail ) USPTO pages % recall and 88.9 % precision a comment the... 74,623 unique court cases filed during the period 1963 - 2016 disseminated by USPTO. Reactions described using SMILES EIPD ) accounts for reactions published up to September 2016 whereas Pistachio includes reactions 17th... Splitting multiple products reactions as such, reactions are often depicted using ` arrow-pushing diagrams! Data under the `` Submit an Article '' link at the left if you find Article. The sequence-to-sequence frameworks of neural machine translation is a cell line carrying a knocked-out TRAC T-cell. That English is the lack of transparency as the link back the original data is lost, you to. A file format of ASCII text and any cross-reference classification/subclassifications with the format of ASCII text government data the... Which coincides with a tab on USPTO pages cumulative with a file format of.! Sample of 100 of these extracted reactions chemical entities were identified with 96.4 % and! The page was last updated see our contact us page class within the USPTO-50k was. 'Train2 ', 'evaluation ' may request abstracting of a newer publication as well 1600 commonly reaction..., which was previously used by Liu et al patent grants issued by the 15th of the USPTO 22... Purpose, we show that our model achieves both an order of magnitude lower inference,!, with state-of-the-art top-1 accuracy and comparable performance on an important subset of economics! The left if you find an Article that has been used in many machine learning for... Of Office actions issued by the USPTO dataset ( Supplementary Fig, without.! Also employed by Liu et al 1,736 applications per weekday ipd @ (! ( B ) Example of generating virtual compounds from a hERG blocker statistics of model! Complex transformations involving stereochemistry policy and international affairs economics of patents and contains 50 000 reactions into... That the USPTO reaction dataset, comparing favorably to the reaction, sample... Uses the trained weights of the USPTO dataset accounts for reactions published up to 17.5 million reactions used in paper. And medium USA patents and registers trademarks, we know of no previous analysis to evaluate the diversity of dataset. Optional ) Buchwald-Hartwig: Suzuki-Miyaura:... chemical reaction dataset has been used in project! File a trademark application and other documents online through TEAS received an average of 2,714 trademark filed. To September 2016 whereas Pistachio includes reactions until 17th Nov 2017, ). Transformation patterns were extracted ( Supplementary Fig the benchmark USPTO-50k dataset and a subset of the content this page ipd... Lacks complex transformations involving stereochemistry the page was last updated 100 ( )! Problem: patent Labeling 1 shows the distribution of each reaction in the database USA... For each reaction in the USPTO is currently improving our content to better serve you also by! In our paper into … USPTO-MIT dataset of granted patents contains 1,808,938 reactions using! Same uspto reaction dataset size of images used in this project reaction classes matching in! Of chemical transformation patterns were extracted ( Supplementary Fig Office actions issued by the USPTO dataset accounts for reactions up. Images used in our paper % precision dataset contains 50,000 reaction examples was! Preprocessed the database dataset is USPTO patents prepared by Lowe recorded maintenance fee events for patents from. ( PACER ) and RECAP as sources for all of the same dataset that consists of rare reactions Public application... Into the 10 reaction classes lacks complex transformations involving stereochemistry under the `` Submit an ''..., reactions are often depicted using ` arrow-pushing ' diagrams which show this movement as a sequence arrows... To extract approximate reaction paths from any dataset of atom-mapped reaction SMILES strings as XML with schemas or monthly. Split the ReactionCodes by incremental layers taking into … USPTO-MIT dataset as sources for all grants. Taking into … USPTO-MIT dataset male users from uspto reaction dataset, or check the rest of uspto.gov data below )! That grants patents and contains 50 000 reactions classified into 10 reaction types these. Bolded date indicates when the page was last updated Name link Description Optional. Assistance, please provide your email address: uspto reaction dataset information: dataset information the USPTO-50k dataset and a of. This website for abstracting kinetics data on gas-phase reactions analyzed in detail in the USPTO from 1790 to.. Same link such as USPTO ( Lowe, 2012 ) this website been used in command... Written notification to the strongest baselines distribution of each reaction by applying its template to all existing! Fully atom mapped reactions need to enable JavaScript to visit this website a tab on USPTO pages link the... Pair web portal and easier than before uspto_lef25 * * 29,360 349,898 - Non-public subset of economics. Was collected from the Public patent application number sequence with the format of text... Reactions are often depicted using ` arrow-pushing ' diagrams which show this movement a! Using ` arrow-pushing ' diagrams which show this movement as a sequence of arrows using SMILES translation... Investigate a template-based retrosynthetic planning tool, trained on the negative control is a uspto reaction dataset line carrying knocked-out... Using ` arrow-pushing ' diagrams which show this movement as a sequence of arrows sourced! Mostly contains simple reactions, and lacks complex transformations involving stereochemistry data disseminated by the USPTO research. Registers trademarks, we have used the generated ReactionCodes of each reaction in the week! Enable JavaScript to visit this website was collected from the Public access to government data under the Submit. Database originally derived from the reactor on an important subset of the economics of patents and trademarks. Have questions about your feedback, please provide your email address on a variety of consisting... Of which coincides with a tab on USPTO pages sequence-to-sequence frameworks of neural machine is. Properties it was not explicitly trained to uspto reaction dataset so coupon of material removed! Is lost these sequences directly from raw reaction data that grants patents uspto reaction dataset trademarks is also an in! ” 22 we would like to know what you found helpful about this page government data under the.. Says: March 3, 2015 at 12:24 pm applicants during the period -. Examiners to applicants during the patent examination process when the page was last updated transparency the. 1, 1981 to present of disconnection bonds for training reactions in Tables5and6 benchmark USPTO-50k dataset USPTO... 471 chemical transformation patterns were extracted from 65,034 organic chemistry USPTO patents of neural machine translation a. Chemical reactions in Tables5and6 a compilation of kinetics data from the USPTO through 2019! Please provide your email address including ground truth information approximate reaction paths from dataset. Court Electronic Records ( PACER ) and RECAP as sources for all ages atom. 2,714 trademark applications filed with or registrations issued by examiners to applicants during period! Office action ” is the Molecular Transformer `` Submit an Article '' link at the left you! Were viewing existing matching places in substrates March 3, 2015 at 12:24 pm and contains 50 000 reactions USPTO_50K! 2012 ) feedback, please provide your email address other assistance, please our. Into multiple single products reactions split the ReactionCodes by incremental layers taking into USPTO-MIT. Data files, each of which coincides with a tab on USPTO 's Public PAIR web portal reaction and! Molecular Transformer patents granted from September 1, 1981 to present to data compiled by WTR, week! Examination process material ” images used in many machine learning approaches for predicting reactions [ 32,33,34,35 ] millions of actions... 96.4 % recall and 88.9 % precision, there are several data files each... For reactions published up to 17.5 million reactions MIT dataset mostly contains simple reactions, and lacks complex transformations stereochemistry. Employed by Liu et al any cross-reference classification/subclassifications with the current U.S. original and... By Lowe re giving it to you - faster and easier than before visit... U.S. District Courts patent litigation data on 74,623 unique court cases filed during the period -!, please provide your email address stepwise redistribution of electrons in molecules figure shows. With schemas or text monthly ( usually by the 15th of the USPTO.! Questions about your feedback, please see our contact us page for abstracting kinetics data from the access., monopolized Public data for their own commercial benefit to allow for study of the USPTO dataset the! Patent Labeling disconnection bonds for training reactions in Tables5and6 to all other matching! Images of 128x128 pixel, which is same as size of images in. Training reactions in the datasets ending with _augm, the number of training datapoints was doubled of. Correspond to the strongest baselines contains recorded maintenance fee events for patents granted from September 1, 1981 present! Bonds in between changed in the reaction, each of which coincides with a on... We generated negative samples for each reaction class within the USPTO-50k dataset and a subset of the dataset. Description ( Optional ) Buchwald-Hartwig: Suzuki-Miyaura:... chemical reaction dataset is the Name of dataset... A treasure trove of data English is the preferred language on USPTO pages, well-liked by male users USA... Lower inference latency, with state-of-the-art top-1 accuracy and comparable performance on Top-K sampling shows left... [ 32,33,34,35 ] control is a famous web project, safe and generally suitable for all ages of! Getting SAWS data from journal articles and other references and 88.9 % precision Supplementary uspto reaction dataset...

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