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install transformers","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"znAdny8FNdKD","outputId":"267b94ca-d41b-4250-9887-8e71cbaa30b1","execution":{"iopub.status.busy":"2022-11-17T09:16:50.236245Z","iopub.execute_input":"2022-11-17T09:16:50.236546Z","iopub.status.idle":"2022-11-17T09:16:57.616124Z","shell.execute_reply.started":"2022-11-17T09:16:50.236472Z","shell.execute_reply":"2022-11-17T09:16:57.615335Z"},"trusted":true},"execution_count":1,"outputs":[{"name":"stdout","text":"Requirement already satisfied: transformers in /opt/conda/lib/python3.7/site-packages (4.5.1)\nRequirement already satisfied: tokenizers<0.11,>=0.10.1 in /opt/conda/lib/python3.7/site-packages (from transformers) (0.10.3)\nRequirement already satisfied: sacremoses in /opt/conda/lib/python3.7/site-packages (from transformers) (0.0.45)\nRequirement already satisfied: tqdm>=4.27 in /opt/conda/lib/python3.7/site-packages (from transformers) (4.62.1)\nRequirement already satisfied: importlib-metadata in /opt/conda/lib/python3.7/site-packages (from transformers) (3.4.0)\nRequirement already satisfied: packaging in /opt/conda/lib/python3.7/site-packages (from transformers) (21.0)\nRequirement already satisfied: numpy>=1.17 in /opt/conda/lib/python3.7/site-packages (from transformers) (1.19.5)\nRequirement already satisfied: filelock in /opt/conda/lib/python3.7/site-packages (from transformers) (3.0.12)\nRequirement already satisfied: requests in /opt/conda/lib/python3.7/site-packages (from transformers) (2.25.1)\nRequirement already satisfied: regex!=2019.12.17 in /opt/conda/lib/python3.7/site-packages (from transformers) (2021.8.3)\nRequirement already satisfied: zipp>=0.5 in /opt/conda/lib/python3.7/site-packages (from importlib-metadata->transformers) (3.5.0)\nRequirement already satisfied: typing-extensions>=3.6.4 in /opt/conda/lib/python3.7/site-packages (from importlib-metadata->transformers) (3.7.4.3)\nRequirement already satisfied: pyparsing>=2.0.2 in /opt/conda/lib/python3.7/site-packages (from packaging->transformers) (2.4.7)\nRequirement already satisfied: urllib3<1.27,>=1.21.1 in /opt/conda/lib/python3.7/site-packages (from requests->transformers) (1.26.6)\nRequirement already satisfied: chardet<5,>=3.0.2 in /opt/conda/lib/python3.7/site-packages (from requests->transformers) (4.0.0)\nRequirement already satisfied: certifi>=2017.4.17 in /opt/conda/lib/python3.7/site-packages (from requests->transformers) (2021.5.30)\nRequirement already satisfied: idna<3,>=2.5 in /opt/conda/lib/python3.7/site-packages (from requests->transformers) (2.10)\nRequirement already satisfied: joblib in /opt/conda/lib/python3.7/site-packages (from sacremoses->transformers) (1.0.1)\nRequirement already satisfied: click in /opt/conda/lib/python3.7/site-packages (from sacremoses->transformers) (8.0.1)\nRequirement already satisfied: six in /opt/conda/lib/python3.7/site-packages (from sacremoses->transformers) (1.15.0)\n\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\n","output_type":"stream"}]},{"cell_type":"code","source":"import pandas as pd\nimport matplotlib.pyplot as plt\nimport numpy as np\nimport seaborn as sns\nimport tensorflow as tf\nimport transformers\nfrom sklearn.preprocessing import LabelEncoder","metadata":{"id":"ZSHZOBW9F5eG","execution":{"iopub.status.busy":"2022-11-17T09:16:57.617883Z","iopub.execute_input":"2022-11-17T09:16:57.618146Z","iopub.status.idle":"2022-11-17T09:17:03.661700Z","shell.execute_reply.started":"2022-11-17T09:16:57.618116Z","shell.execute_reply":"2022-11-17T09:17:03.660653Z"},"trusted":true},"execution_count":2,"outputs":[{"name":"stderr","text":"2022-11-17 09:16:59.036034: W tensorflow/stream_executor/platform/default/dso_loader.cc:60] Could not load dynamic library 'libcudart.so.11.0'; dlerror: libcudart.so.11.0: cannot open shared object file: No such file or directory; LD_LIBRARY_PATH: /opt/conda/lib\n2022-11-17 09:16:59.036137: I tensorflow/stream_executor/cuda/cudart_stub.cc:29] Ignore above cudart dlerror if you do not have a GPU set up on your machine.\n","output_type":"stream"}]},{"cell_type":"markdown","source":"# Data exploration","metadata":{"id":"K45HSzg4F5eH"}},{"cell_type":"code","source":"df = pd.read_csv('../input/dataset/News_Dataset.csv')","metadata":{"id":"QbIBXhoWF5eJ","execution":{"iopub.status.busy":"2022-11-17T09:17:03.663497Z","iopub.execute_input":"2022-11-17T09:17:03.663779Z","iopub.status.idle":"2022-11-17T09:17:04.155137Z","shell.execute_reply.started":"2022-11-17T09:17:03.663748Z","shell.execute_reply":"2022-11-17T09:17:04.154284Z"},"trusted":true},"execution_count":3,"outputs":[]},{"cell_type":"code","source":"df.head()","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":206},"id":"Hugoi6J1F5eJ","outputId":"f376807b-f894-4c8a-a0a1-929f8e26fc55","execution":{"iopub.status.busy":"2022-11-17T09:17:04.156669Z","iopub.execute_input":"2022-11-17T09:17:04.157014Z","iopub.status.idle":"2022-11-17T09:17:04.174260Z","shell.execute_reply.started":"2022-11-17T09:17:04.156989Z","shell.execute_reply":"2022-11-17T09:17:04.173496Z"},"trusted":true},"execution_count":4,"outputs":[{"execution_count":4,"output_type":"execute_result","data":{"text/plain":" headline category \\\n0 Golden Globes Returning To NBC In January Afte... ENTERTAINMENT \n1 Biden Says U.S. Forces Would Defend Taiwan If ... POLITICS \n2 ‘Beautiful And Sad At The Same Time’: Ukrainia... POLITICS \n3 James Cameron Says He 'Clashed' With Studio Be... ENTERTAINMENT \n4 Biden Says Queen's Death Left 'Giant Hole' For... POLITICS \n\n short_description date \n0 For the past 18 months, Hollywood has effectiv... 2022-09-20 \n1 President issues vow as tensions with China rise. 2022-09-19 \n2 An annual celebration took on a different feel... 2022-09-19 \n3 The \"Avatar\" director said aspects of his 2009... 2022-09-18 \n4 U.S. President Joe Biden, in London for the fu... 2022-09-18 ","text/html":"
\n | headline | \ncategory | \nshort_description | \ndate | \n
---|---|---|---|---|
0 | \nGolden Globes Returning To NBC In January Afte... | \nENTERTAINMENT | \nFor the past 18 months, Hollywood has effectiv... | \n2022-09-20 | \n
1 | \nBiden Says U.S. Forces Would Defend Taiwan If ... | \nPOLITICS | \nPresident issues vow as tensions with China rise. | \n2022-09-19 | \n
2 | \n‘Beautiful And Sad At The Same Time’: Ukrainia... | \nPOLITICS | \nAn annual celebration took on a different feel... | \n2022-09-19 | \n
3 | \nJames Cameron Says He 'Clashed' With Studio Be... | \nENTERTAINMENT | \nThe \"Avatar\" director said aspects of his 2009... | \n2022-09-18 | \n
4 | \nBiden Says Queen's Death Left 'Giant Hole' For... | \nPOLITICS | \nU.S. President Joe Biden, in London for the fu... | \n2022-09-18 | \n