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and non-finel rejection and was ultimately abandoned by the applicant.\n", "\n", "**Dataset :**\n", "Harvard USPTO Patent Dataset (34 fields)\n", "\n", "Why this dataset?\n", "\n", "\n", "1. It has info about patent text at the time of original filing along with metadata.\n", "2. Larger dataset and can be used for a wide range of ML applications.\n", "\n", "\n", "\n", "\n", "\n", "\n" ], "metadata": { "id": "uEI1Lnm6FAw7" } }, { "cell_type": "markdown", "source": [ "# Loading Dataset" ], "metadata": { "id": "eyWBiDMxIpKX" } }, { "cell_type": "code", "execution_count": 1, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "TW7f5T2aE5bx", "outputId": "3e9e0e48-7ac3-434a-9f70-5d3e57fe842f" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n", "Collecting datasets\n", " Downloading datasets-2.12.0-py3-none-any.whl (474 kB)\n", "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m474.6/474.6 kB\u001b[0m \u001b[31m8.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", "\u001b[?25hCollecting xxhash\n", " Downloading xxhash-3.2.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (212 kB)\n", 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transformers\n", "Successfully installed tokenizers-0.13.3 transformers-4.28.1\n" ] } ], "source": [ "# Install required packages\n", "!pip install datasets\n", "!pip install transformers" ] }, { "cell_type": "code", "source": [ "# Import libraries\n", "from datasets import load_dataset" ], "metadata": { "id": "SQxtQMWxIwiD" }, "execution_count": 2, "outputs": [] }, { "cell_type": "code", "source": [ "# Loading a small subset of patent filings during the month of January in 2016\n", "dataset_dict = load_dataset('HUPD/hupd',\n", " name='sample',\n", " data_files=\"https://huggingface.co/datasets/HUPD/hupd/blob/main/hupd_metadata_2022-02-22.feather\", \n", " icpr_label=None,\n", " train_filing_start_date='2016-01-01',\n", " train_filing_end_date='2016-01-21',\n", " val_filing_start_date='2016-01-22',\n", " val_filing_end_date='2016-01-31',\n", ")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 360, "referenced_widgets": [ "8d5eac5202f64fbfa941c4e5cfca6b32", "5d330649b254443cbe6e1c5fabc91585", "a1be9a1293e6462aba0aa590b2c7bd77", "5ad72d246f3d475fa044274220c67605", "9d5e83768487478dafe66f3027664dcb", "c8aa847fb2df4747a3304d0f31f28698", "dacb54b512414de0a093d7f85c7cf2f5", "deef9402465944389ca5115ec1edfb93", "d2e97f0f9a344457ab994e43f2a74f13", "1fb3dc7e41324a4eb2b3a2038b7f1f9f", "18bcd8f5d106438c8c1fe7107f935f40", "302b457f4a6d42a4aab275e72c8b3700", "f5a3db2ad25448da95fed0509e85f1af", "adcb84c1810f4872ad687b8aed31075d", "0176f0ae4e0e4936aebb780d829800b8", "48e6a3dbef11472eae609f1e51fc03ec", "ee944127ed1647dbbdb44a646e02c292", "5232df434b6e4c1f81b3d39bf304692a", "2b066e2c72de423da8f0fa102797e297", "7fe1ca72458246a2899fbe4de67197a9", "97353a8d157b4c339965368be6551531", "fee09bae23c146ba8a2db40d56d33ebe", "f8ffc43fdde14684beb48809b3fa1982", "09ad24413d5d4b79b1147424910e3770", "08bec9f925fe461e85d3c75365847d2c", "9c4dae59991746d0b60cd86fd8522984", "e5e6ba8ac7df4e4097ad79761fcd9df1", "3d487f21471340ccbaed91efdc078399", "bf5a4d3a2fdd4c24a432b2a48c5c8864", "022588bd91eb473ca5073c65bf940401", "457c0693261345b784715ab5dcab147e", "1c56f01cb2e245679f60caf20bb9bdfa", "778922a2d48e4c2085e9be91574e70a0", "e3ef8aa92b244613b7e60f60bf4f2bce", "eb0cb8239e064847a3f9d13c10cb2633", "6218da8ff95648389dc473ca8600c469", "4b5df2d79e9543ad84183830f3ea7282", "3b0382bb98e84172b222690503b2cd5c", "680b361428034f81af461bdb4193dc24", "c6a864f2f474401c9a18ed112cc83c67", "a2a2c7b26ba04f699cfb8da31925d48a", "7b67c7f787eb4b0fa0774c889ec72c1f", "7e2fbdaef6104384ac885b573dc90eb9", "b61f8067f5f24f47a74643ac8c189411", "46cabdbce75f42a7a7f49a13d0a0c267", "928b44d7578843cfbd4c2e94fce1d646", "d39681378d4d46669050b8f8825fd321", "677f36a852de40c9921dfc285c6940c5", "7c54776c64a84f59b59a461fdf6dc55d", "1a0fe2cb7ed84ac0a933b6171aae2a6b", "be106ec7323944d5baed41a335b3ae2a", "83db0fa7200445d0b1eba2614daab010", "ce49061010b74fe6b26aac9ac43a74d9", "98e6c5c9246f450bb4379e74dbed0834", "eaf80924804a48ddb3a0e249adc09d6e", "ee66a45d131d44ee84f24aac17f26d96", "2bd94f58b53a47e58cf5ead69f6b8af4", "82a852a21363436997cce59e23aeec88", "3f400fee463647c1a94eccef977c056a", "017fba1f04cf42f0a2329e5b0d928583", "2e054957279843d29f7455d2b00ad56b", "2e9a6916a7464300815d15791a3fa49c", "ec2ecab1b7f0428b82c639622206c358", "89d2eca8a7474a0393aed56f0f9cbf2e", "4f0f2386cf6848b59f6d1fe3abba7448", "a67209109616487e97d2e1fff2a6d093", "fce5a7168a2f4fca84bcf8cda5fe1f97", "242586a3b31d46cc8e70b89dc33495c4", "cd70b710d44a4bc3a10bd7f4dfc5ef0f", "9cd165a914324423a7fedf1edccec4ac", "b6b094941c7d490786e433adfeb360b8", "7dfdc714a92d4f1793e42e38d769a268", "154c9f474e9244f09114ff3797916ba9", "e7f6287dc7204d72b5a209f2d671254d", "879f65bc6fea45388920cbbbc3c54f67", "b437be18374b4d3297885109fb11c791", "1d67b770e194430491f6b1b11fe7748f" ] }, "id": "lAoiVYZsKb5z", "outputId": "84de3e5c-d2f4-4b52-9db9-01a8e0fa0d22" }, "execution_count": 3, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "Downloading builder script: 0%| | 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