diff --git a/README.md b/README.md index 685f5c834ca1952996b767b34b758e8be1c15726..5721ccb8e66138ea806ae8ac882e51bac0121353 100644 --- a/README.md +++ b/README.md @@ -1,3 +1,35 @@ --- license: cc-by-sa-4.0 --- + +# Judgment Prediction + +## Introduction + +## Size +### Full (L1) +- all: 328'825 +- validation: 37'485 +- test: 93'908 +- train: 197'432 + + +## Load datasets + +```python +dataset = load_dataset("rcds/judgment_prediction") +``` + +## Columns + +- decision_id: unique identifier for the decision +- facts: facts section of the decision +- considerations: considerations section of the decision +- label: label of the decision +- law_area: area of law of the decision +- language: language of the decision +- year: year of the decision +- court: court of the decision +- chamber: chamber of the decision +- canton: canton of the decision +- region: region of the decision diff --git a/data/huggingface/test.jsonl.xz b/data/huggingface/test.jsonl.xz new file mode 100644 index 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+measure,num_tokens_spacy,num_tokens_bert +count,328825,328825 +mean,3216,4494 +std,2716,3955 +min,0,2 +25%,1605,2160 +50%,2585,3579 +75%,4092,5764 +max,208974,275197 diff --git a/data/reports/all/facts_input_length_distribution-bivariate.png b/data/reports/all/facts_input_length_distribution-bivariate.png new file mode 100644 index 0000000000000000000000000000000000000000..e872de67601b0598f13df122bb50c2f0e4c084da --- /dev/null +++ b/data/reports/all/facts_input_length_distribution-bivariate.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:09a6176844c302ec92b03e49d3293d5015c93af400d1eb1b60674180e4f7006b +size 79213 diff --git a/data/reports/all/facts_input_length_distribution-cumulative.png b/data/reports/all/facts_input_length_distribution-cumulative.png new file mode 100644 index 0000000000000000000000000000000000000000..21e7ba738dfb3541f2755900cbc2a375c5c02106 --- /dev/null +++ b/data/reports/all/facts_input_length_distribution-cumulative.png @@ -0,0 +1,3 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+count,328825,328825 +mean,1206,1575 +std,1421,1750 +min,24,120 +25%,460,633 +50%,768,1047 +75%,1384,1841 +max,72424,91155 diff --git a/data/reports/all/label_canton_distribution-histogram.png b/data/reports/all/label_canton_distribution-histogram.png new file mode 100644 index 0000000000000000000000000000000000000000..adf8f191dd1d05d74aa01dafe484dea6c4c7c82b --- /dev/null +++ b/data/reports/all/label_canton_distribution-histogram.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d1e21bc770176a3796af3ab30a3404ec89f43c95d82e8c139869c34b8a4018fb +size 29691 diff --git a/data/reports/all/label_canton_distribution.csv b/data/reports/all/label_canton_distribution.csv new file mode 100644 index 0000000000000000000000000000000000000000..8d2e89d8383a9924089abf094f0b336cb766f5e0 --- /dev/null +++ b/data/reports/all/label_canton_distribution.csv @@ -0,0 +1,22 @@ +,canton,number of decisions,percent +10,AG,1662,0.0051 +15,AR,433,0.0013 +6,BE,8831,0.0269 +12,BL,782,0.0024 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+1,public_law,7474,0.1994 +0,social_law,9445,0.252 +4,uncategorized,12508,0.3337 +5,all,37485,1.0 diff --git a/data/reports/validation/label_law_sub_area_distribution-histogram.png b/data/reports/validation/label_law_sub_area_distribution-histogram.png new file mode 100644 index 0000000000000000000000000000000000000000..75c36a55ea39305cc26dab884e3acd1184544175 --- /dev/null +++ b/data/reports/validation/label_law_sub_area_distribution-histogram.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9f14e36056fbb79e7ca10c0d7a4340cdb8b9be51c2511725f30b3cf3bfcfd97a +size 52961 diff --git a/data/reports/validation/label_law_sub_area_distribution.csv b/data/reports/validation/label_law_sub_area_distribution.csv new file mode 100644 index 0000000000000000000000000000000000000000..170b456417ef3671f9d88e89cb3f9d2a556cd7c2 --- /dev/null +++ b/data/reports/validation/label_law_sub_area_distribution.csv @@ -0,0 +1,13 @@ +,law_sub_area,number of decisions,percent +7,Allg. Staats- und Verwaltungsrecht,26,0.0007 +8,Arbeitsvertragsrecht,21,0.0006 +6,Familienrecht,58,0.0015 +1,Materielles Strafrecht,562,0.015 +5,Miet- und Pachtrecht,58,0.0015 +4,"Oeffentliches Bau-, Raumplanungs- und Umweltrecht",257,0.0069 +9,Schuldbetreibungs- und Konkursrecht,7,0.0002 +2,Steuerrecht,401,0.0107 +3,Strafprozessrecht,313,0.0084 +10,Wettbewerbs- und Kartellrecht,1,0.0 +0,nan,35781,0.9545 +11,all,37485,1.0 diff --git a/data/reports/validation/label_region_distribution-histogram.png b/data/reports/validation/label_region_distribution-histogram.png new file mode 100644 index 0000000000000000000000000000000000000000..faddf53399bfb33b9761466564baf8859715c46f --- /dev/null +++ b/data/reports/validation/label_region_distribution-histogram.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5d8b486dba4822e4f6d44eed1c71ac00a16875b832867b3c1f6509249982dbc1 +size 39259 diff --git a/data/reports/validation/label_region_distribution.csv b/data/reports/validation/label_region_distribution.csv new file mode 100644 index 0000000000000000000000000000000000000000..b387093f854676e101307588cfd0acd15bd7f59b --- /dev/null +++ b/data/reports/validation/label_region_distribution.csv @@ -0,0 +1,10 @@ +,region,number of decisions,percent +7,Central_Switzerland,3,0.0001 +4,Eastern_Switzerland,2256,0.0602 +3,Espace_Mittelland,4045,0.1079 +0,Federation,13580,0.3623 +6,Northwestern_Switzerland,1059,0.0283 +1,Région lémanique,10298,0.2747 +5,Ticino,2102,0.0561 +2,Zürich,4142,0.1105 +8,all,37485,1.0 diff --git a/data/reports/validation/label_year_distribution-histogram.png b/data/reports/validation/label_year_distribution-histogram.png new file mode 100644 index 0000000000000000000000000000000000000000..a6545485d4143f5902a7508bbd971e198f2fea3e --- /dev/null +++ b/data/reports/validation/label_year_distribution-histogram.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4e5a137bb06fe9571c455adceb0d20c969db08bd6891694b62912cab56379c87 +size 22054 diff --git a/data/reports/validation/label_year_distribution.csv b/data/reports/validation/label_year_distribution.csv new file mode 100644 index 0000000000000000000000000000000000000000..89e3537b753650f490b39d7091ea9930d1e82545 --- /dev/null +++ b/data/reports/validation/label_year_distribution.csv @@ -0,0 +1,4 @@ +,year,number of decisions,percent +1,2016,18359,0.4898 +0,2017,19126,0.5102 +2,all,37485,1.0 diff --git a/data/reports/validation/origin_considerations_input_length_distribution-bivariate.png b/data/reports/validation/origin_considerations_input_length_distribution-bivariate.png new file mode 100644 index 0000000000000000000000000000000000000000..5257d0260bc92be2d6a06feacacf7ad2d5dbe44f --- /dev/null +++ b/data/reports/validation/origin_considerations_input_length_distribution-bivariate.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e21b8f9893db89e338e2df1d1d9cdfce024062f9310c306dade7ed1a930e9b06 +size 70413 diff --git a/data/reports/validation/origin_considerations_input_length_distribution-cumulative.png b/data/reports/validation/origin_considerations_input_length_distribution-cumulative.png new file mode 100644 index 0000000000000000000000000000000000000000..c01043bd5bc92643fd5617a5078449b7378ef486 --- /dev/null +++ b/data/reports/validation/origin_considerations_input_length_distribution-cumulative.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e4057c00e4f741d373d6d1750740eb1df66aeca77d4256f8c9667bd7b1801ece +size 75726 diff --git a/data/reports/validation/origin_considerations_input_length_distribution-histogram.png b/data/reports/validation/origin_considerations_input_length_distribution-histogram.png new file mode 100644 index 0000000000000000000000000000000000000000..81eebc380892ad9af8026af9f421a576f3f6de6e --- /dev/null +++ b/data/reports/validation/origin_considerations_input_length_distribution-histogram.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6a8d35e401f8f4df320aa9b10bd4c9e69b565ce51d10f717f368a6bacdd44c88 +size 97358 diff --git a/data/reports/validation/origin_considerations_input_length_distribution.csv b/data/reports/validation/origin_considerations_input_length_distribution.csv new file mode 100644 index 0000000000000000000000000000000000000000..51e7bf7052485c80319175003fdfe9fc148bb631 --- /dev/null +++ b/data/reports/validation/origin_considerations_input_length_distribution.csv @@ -0,0 +1,9 @@ +measure,num_tokens_spacy,num_tokens_bert +count,11,11 +mean,4846,6058 +std,4810,6257 +min,766,864 +25%,2182,2602 +50%,3062,3566 +75%,5522,6775 +max,17357,22023 diff --git a/data/reports/validation/origin_facts_input_length_distribution-bivariate.png b/data/reports/validation/origin_facts_input_length_distribution-bivariate.png new file mode 100644 index 0000000000000000000000000000000000000000..2c062da0809604524b4240dcd592fe32cbbc6706 --- /dev/null +++ b/data/reports/validation/origin_facts_input_length_distribution-bivariate.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:bcda9937e443a842d75319253113b3278a1f9dd0423d7fbac69e3b93fa5b819a +size 62316 diff --git a/data/reports/validation/origin_facts_input_length_distribution-cumulative.png b/data/reports/validation/origin_facts_input_length_distribution-cumulative.png new file mode 100644 index 0000000000000000000000000000000000000000..3b811801b4ac9650b17189a882e30a0c99d4f308 --- /dev/null +++ b/data/reports/validation/origin_facts_input_length_distribution-cumulative.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4a070eab2932fff61955e94a3d0fdf7d2dbd2271c7481f9cc25fe529deb4acc9 +size 76215 diff --git a/data/reports/validation/origin_facts_input_length_distribution-histogram.png b/data/reports/validation/origin_facts_input_length_distribution-histogram.png new file mode 100644 index 0000000000000000000000000000000000000000..da3c2aa364513f4e97567a5c2603ca8ce1547700 --- /dev/null +++ b/data/reports/validation/origin_facts_input_length_distribution-histogram.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5b24acfd1e22c581b8bc9a38f6c56ba9790a90316982b708952bc35b876475b1 +size 129884 diff --git a/data/reports/validation/origin_facts_input_length_distribution.csv b/data/reports/validation/origin_facts_input_length_distribution.csv new file mode 100644 index 0000000000000000000000000000000000000000..9b9e3bbfb41798a77e1cd1fcb699a1520e3395b9 --- /dev/null +++ b/data/reports/validation/origin_facts_input_length_distribution.csv @@ -0,0 +1,9 @@ +measure,num_tokens_spacy,num_tokens_bert +count,12,12 +mean,1080,1269 +std,780,796 +min,54,81 +25%,616,730 +50%,800,1150 +75%,1583,1736 +max,2593,2769 diff --git a/huggingface/test.jsonl.xz b/huggingface/test.jsonl.xz new file mode 100644 index 0000000000000000000000000000000000000000..d41bd3697a22ab59fa88e94b1bdb7d73d9ca3aff --- /dev/null +++ b/huggingface/test.jsonl.xz @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:feeb35939028510807d8c6638dacb8457e9eaa5b49b866a98595e2c968144ff9 +size 494784596 diff --git a/huggingface/train.jsonl.xz b/huggingface/train.jsonl.xz new file mode 100644 index 0000000000000000000000000000000000000000..b9d6ddbb335b75150789c967bf2c48d817175aaa --- /dev/null +++ b/huggingface/train.jsonl.xz @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4a5ebe8a105d4e684bca41a47a73842d4a00e3a9327f291298aad799afd76a29 +size 785717272 diff --git a/huggingface/validation.jsonl.xz b/huggingface/validation.jsonl.xz new file mode 100644 index 0000000000000000000000000000000000000000..538b267283548e1670e16a079433785588c653dd --- /dev/null +++ b/huggingface/validation.jsonl.xz @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8bdf1def8540dfb2151870fcdfd90f84dcb1c8d4ac700d0d61d1d513937197da +size 181713444 diff --git a/judgment_prediction.py b/judgment_prediction.py new file mode 100644 index 0000000000000000000000000000000000000000..abc765d95698826de0907e46069c254d3d0feea1 --- /dev/null +++ b/judgment_prediction.py @@ -0,0 +1,167 @@ +"""Dataset for the Judgment Prediction task.""" + + +import csv +import json +import lzma +import os + +import datasets +try: + import lzma as xz +except ImportError: + import pylzma as xz + + +# TODO: Add BibTeX citation +# Find for instance the citation on arxiv or on the dataset repo/website +_CITATION = """\ +@InProceedings{huggingface:dataset, +title = {A great new dataset}, +author={huggingface, Inc. +}, +year={2020} +} +""" + +# You can copy an official description +_DESCRIPTION = """\ +This dataset contains court decision for judgment prediction task. +""" + +# TODO: Add a link to an official homepage for the dataset here +_HOMEPAGE = "" + +# TODO: Add the licence for the dataset here if you can find it +_LICENSE = "" + +# The HuggingFace Datasets library doesn't host the datasets but only points to the original files. +# This can be an arbitrary nested dict/list of URLs (see below in `_split_generators` method) +_URLS = { + "full": "https://huggingface.co/datasets/rcds/judgment_prediction/resolve/main/data/huggingface" +} + + +class JudgmentPrediction(datasets.GeneratorBasedBuilder): + """This dataset contains court decision for judgment prediction task.""" + + VERSION = datasets.Version("1.1.0") + + # This is an example of a dataset with multiple configurations. + # If you don't want/need to define several sub-sets in your dataset, + # just remove the BUILDER_CONFIG_CLASS and the BUILDER_CONFIGS attributes. + + # If you need to make complex sub-parts in the datasets with configurable options + # You can create your own builder configuration class to store attribute, inheriting from datasets.BuilderConfig + # BUILDER_CONFIG_CLASS = MyBuilderConfig + + # You will be able to load one or the other configurations in the following list with + # data = datasets.load_dataset('my_dataset', 'first_domain') + # data = datasets.load_dataset('my_dataset', 'second_domain') + BUILDER_CONFIGS = [ + datasets.BuilderConfig(name="full", version=VERSION, description="This part of my dataset covers the whole dataset"), + ] + + DEFAULT_CONFIG_NAME = "full" # It's not mandatory to have a default configuration. Just use one if it make sense. + + def _info(self): + if self.config.name == "full": # This is the name of the configuration selected in BUILDER_CONFIGS above + features = datasets.Features( + { + "decision_id": datasets.Value("string"), + "facts": datasets.Value("string"), + "considerations": datasets.Value("string"), + "label": datasets.Value("string"), + "law_area": datasets.Value("string"), + "language": datasets.Value("string"), + "year": datasets.Value("int32"), + "court": datasets.Value("string"), + "chamber": datasets.Value("string"), + "canton": datasets.Value("string"), + "region": datasets.Value("string") + + # These are the features of your dataset like images, labels ... + } + ) + return datasets.DatasetInfo( + # This is the description that will appear on the datasets page. + description=_DESCRIPTION, + # This defines the different columns of the dataset and their types + features=features, # Here we define them above because they are different between the two configurations + # If there's a common (input, target) tuple from the features, uncomment supervised_keys line below and + # specify them. They'll be used if as_supervised=True in builder.as_dataset. + # supervised_keys=("sentence", "label"), + # Homepage of the dataset for documentation + # homepage=_HOMEPAGE, + # License for the dataset if available + # license=_LICENSE, + # Citation for the dataset + # citation=_CITATION, + ) + + def _split_generators(self, dl_manager): + # If several configurations are possible (listed in BUILDER_CONFIGS), the configuration selected by the user is in self.config.name + + # dl_manager is a datasets.download.DownloadManager that can be used to download and extract URLS + # It can accept any type or nested list/dict and will give back the same structure with the url replaced with path to local files. + # By default the archives will be extracted and a path to a cached folder where they are extracted is returned instead of the archive + urls = _URLS[self.config.name] + filepath_train = dl_manager.download(os.path.join(urls, "train.jsonl.xz")) + filepath_validation = dl_manager.download(os.path.join(urls, "validation.jsonl.xz")) + filepath_test = dl_manager.download(os.path.join(urls, "test.jsonl.xz")) + + return [ + datasets.SplitGenerator( + name=datasets.Split.TRAIN, + # These kwargs will be passed to _generate_examples + gen_kwargs={ + "filepath": filepath_train, + "split": "train", + }, + ), + datasets.SplitGenerator( + name=datasets.Split.VALIDATION, + # These kwargs will be passed to _generate_examples + gen_kwargs={ + "filepath": filepath_validation, + "split": "validation", + }, + ), + datasets.SplitGenerator( + name=datasets.Split.TEST, + # These kwargs will be passed to _generate_examples + gen_kwargs={ + "filepath": filepath_test, + "split": "test" + }, + ) + ] + + # method parameters are unpacked from `gen_kwargs` as given in `_split_generators` + def _generate_examples(self, filepath, split): + # The `key` is for legacy reasons (tfds) and is not important in itself, but must be unique for each example. + line_counter = 0 + try: + with xz.open(open(filepath, "rb"), "rt", encoding="utf-8") as f: + for id, line in enumerate(f): + line_counter += 1 + if line: + data = json.loads(line) + if self.config.name == "full": + yield id, { + "decision_id": data["decision_id"], + "facts": data["facts"], + "considerations": data["considerations"], + "label": data["label"], + "law_area": data["law_area"], + "language": data["language"], + "year": data["year"], + "court": data["court"], + "chamber": data["chamber"], + "canton": data["canton"], + "region": data["region"] + } + except lzma.LZMAError as e: + print(split, e) + if line_counter == 0: + raise e diff --git a/reports/all/considerations_input_length_distribution-bivariate.png b/reports/all/considerations_input_length_distribution-bivariate.png new file mode 100644 index 0000000000000000000000000000000000000000..ee9cd443c4444c558bad485ba1e965a7e471305c --- /dev/null +++ b/reports/all/considerations_input_length_distribution-bivariate.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:34f43c456ffdd72dc1022430ae71dd9cc52b743f7d480d97fba4cbb9f9fbc044 +size 74486 diff --git a/reports/all/considerations_input_length_distribution-cumulative.png b/reports/all/considerations_input_length_distribution-cumulative.png new file mode 100644 index 0000000000000000000000000000000000000000..c17570706f970b40eb009b05f061870a700232ed --- /dev/null +++ b/reports/all/considerations_input_length_distribution-cumulative.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ecb93bf8883d9aea1d399a601b2385b66bc618a3d0bfc1ed216ede76bc3ff956 +size 97147 diff --git a/reports/all/considerations_input_length_distribution-histogram.png b/reports/all/considerations_input_length_distribution-histogram.png new file mode 100644 index 0000000000000000000000000000000000000000..ec2efbe992e6af9ff8e40cd6400dd7116b1760b5 --- /dev/null +++ b/reports/all/considerations_input_length_distribution-histogram.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b779052cb066ad09fd97272c0ea7a69c3d32c9c3024cb4334c1b6fe948fb47ec +size 143833 diff --git a/reports/all/considerations_input_length_distribution.csv b/reports/all/considerations_input_length_distribution.csv new file mode 100644 index 0000000000000000000000000000000000000000..80a166327bd12091cc24ffcf0e878f8560dd55dc --- /dev/null +++ b/reports/all/considerations_input_length_distribution.csv @@ -0,0 +1,9 @@ +measure,num_tokens_spacy,num_tokens_bert +count,328825,328825 +mean,3216,4494 +std,2716,3955 +min,0,2 +25%,1605,2160 +50%,2585,3579 +75%,4092,5764 +max,208974,275197 diff --git a/reports/all/facts_input_length_distribution-bivariate.png b/reports/all/facts_input_length_distribution-bivariate.png new file mode 100644 index 0000000000000000000000000000000000000000..e872de67601b0598f13df122bb50c2f0e4c084da --- /dev/null +++ b/reports/all/facts_input_length_distribution-bivariate.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:09a6176844c302ec92b03e49d3293d5015c93af400d1eb1b60674180e4f7006b +size 79213 diff --git a/reports/all/facts_input_length_distribution-cumulative.png b/reports/all/facts_input_length_distribution-cumulative.png new file mode 100644 index 0000000000000000000000000000000000000000..21e7ba738dfb3541f2755900cbc2a375c5c02106 --- /dev/null +++ b/reports/all/facts_input_length_distribution-cumulative.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:10c15b498123dee1983dca932d976b1ac28c3eafa58e1cfbb4b729c018f6cb5a +size 103889 diff --git a/reports/all/facts_input_length_distribution-histogram.png b/reports/all/facts_input_length_distribution-histogram.png new file mode 100644 index 0000000000000000000000000000000000000000..9937750a5e92fe039ee480cc8c9e3eed8bc039e2 --- /dev/null +++ b/reports/all/facts_input_length_distribution-histogram.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4bad38b733c528ed0a141f144255da9de11335836310fe5859ac07e2dd2170f7 +size 195194 diff --git a/reports/all/facts_input_length_distribution.csv b/reports/all/facts_input_length_distribution.csv new file mode 100644 index 0000000000000000000000000000000000000000..f979a72bad789c5f6aef165199c632f93c46a4fe --- /dev/null +++ b/reports/all/facts_input_length_distribution.csv @@ -0,0 +1,9 @@ +measure,num_tokens_spacy,num_tokens_bert +count,328825,328825 +mean,1206,1575 +std,1421,1750 +min,24,120 +25%,460,633 +50%,768,1047 +75%,1384,1841 +max,72424,91155 diff --git a/reports/all/label_canton_distribution-histogram.png b/reports/all/label_canton_distribution-histogram.png new file mode 100644 index 0000000000000000000000000000000000000000..adf8f191dd1d05d74aa01dafe484dea6c4c7c82b --- /dev/null +++ b/reports/all/label_canton_distribution-histogram.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d1e21bc770176a3796af3ab30a3404ec89f43c95d82e8c139869c34b8a4018fb +size 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