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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":"<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>headline</th>\n <th>category</th>\n <th>short_description</th>\n <th>date</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>Golden Globes Returning To NBC In January Afte...</td>\n <td>ENTERTAINMENT</td>\n <td>For the past 18 months, Hollywood has effectiv...</td>\n <td>2022-09-20</td>\n </tr>\n <tr>\n <th>1</th>\n <td>Biden Says U.S. Forces Would Defend Taiwan If ...</td>\n <td>POLITICS</td>\n <td>President issues vow as tensions with China rise.</td>\n <td>2022-09-19</td>\n </tr>\n <tr>\n <th>2</th>\n <td>Beautiful And Sad At The Same Time: Ukrainia...</td>\n <td>POLITICS</td>\n <td>An annual celebration took on a different feel...</td>\n <td>2022-09-19</td>\n </tr>\n <tr>\n <th>3</th>\n <td>James Cameron Says He 'Clashed' With Studio Be...</td>\n <td>ENTERTAINMENT</td>\n <td>The \"Avatar\" director said aspects of his 2009...</td>\n <td>2022-09-18</td>\n </tr>\n <tr>\n <th>4</th>\n <td>Biden Says Queen's Death Left 'Giant Hole' For...</td>\n <td>POLITICS</td>\n <td>U.S. President Joe Biden, in London for the fu...</td>\n <td>2022-09-18</td>\n </tr>\n </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"df.info()","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"UtwuY9xaF5eK","outputId":"4bae8439-d03d-4943-df1c-b92bb9019805","execution":{"iopub.status.busy":"2022-11-17T09:17:04.176236Z","iopub.execute_input":"2022-11-17T09:17:04.176478Z","iopub.status.idle":"2022-11-17T09:17:04.209234Z","shell.execute_reply.started":"2022-11-17T09:17:04.176449Z","shell.execute_reply":"2022-11-17T09:17:04.208524Z"},"trusted":true},"execution_count":5,"outputs":[{"name":"stdout","text":"<class 'pandas.core.frame.DataFrame'>\nRangeIndex: 80212 entries, 0 to 80211\nData columns (total 4 columns):\n # Column Non-Null Count Dtype \n--- ------ -------------- ----- \n 0 headline 80211 non-null object\n 1 category 80212 non-null object\n 2 short_description 73986 non-null object\n 3 date 80212 non-null object\ndtypes: object(4)\nmemory usage: 2.4+ MB\n","output_type":"stream"}]},{"cell_type":"code","source":"df.isna().sum()","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Qid-E_EBF5eK","outputId":"17c01391-2e7e-4708-958f-7306d624e839","execution":{"iopub.status.busy":"2022-11-17T09:17:04.211705Z","iopub.execute_input":"2022-11-17T09:17:04.212339Z","iopub.status.idle":"2022-11-17T09:17:04.239202Z","shell.execute_reply.started":"2022-11-17T09:17:04.212310Z","shell.execute_reply":"2022-11-17T09:17:04.237943Z"},"trusted":true},"execution_count":6,"outputs":[{"execution_count":6,"output_type":"execute_result","data":{"text/plain":"headline 1\ncategory 0\nshort_description 6226\ndate 0\ndtype: int64"},"metadata":{}}]},{"cell_type":"code","source":"# Drop all Na rows\ndf = df[df['headline'].notna()]\ndf = df[df['short_description'].notna()]","metadata":{"id":"p0PcgOJkF5eL","execution":{"iopub.status.busy":"2022-11-17T09:17:04.240660Z","iopub.execute_input":"2022-11-17T09:17:04.241136Z","iopub.status.idle":"2022-11-17T09:17:04.272891Z","shell.execute_reply.started":"2022-11-17T09:17:04.241098Z","shell.execute_reply":"2022-11-17T09:17:04.272298Z"},"trusted":true},"execution_count":7,"outputs":[]},{"cell_type":"code","source":"def plot_category_bar(dataframe: pd.DataFrame):\n print(dataframe['category'].value_counts())\n category_data = dataframe['category'].value_counts().sort_index().to_dict()\n category = list(category_data.keys())\n category_stat = list(category_data.values())\n fig = plt.figure(figsize = (10, 5)) \n\n plt.bar(category, category_stat, width = 0.4)\n\n plt.xlabel(\"Categories\")\n plt.ylabel(\"No. of News\")\n plt.title(\"The number of news in different Categories\")\n plt.show()","metadata":{"id":"ILJUPdnUF5eL","execution":{"iopub.status.busy":"2022-11-17T09:17:04.274115Z","iopub.execute_input":"2022-11-17T09:17:04.274874Z","iopub.status.idle":"2022-11-17T09:17:04.280966Z","shell.execute_reply.started":"2022-11-17T09:17:04.274836Z","shell.execute_reply":"2022-11-17T09:17:04.280120Z"},"trusted":true},"execution_count":8,"outputs":[]},{"cell_type":"code","source":"plot_category_bar(df)","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":437},"id":"tLsKA6LfF5eL","outputId":"8ea9dd1d-0432-4bcc-ac11-7971929822f8","execution":{"iopub.status.busy":"2022-11-17T09:17:04.282100Z","iopub.execute_input":"2022-11-17T09:17:04.282557Z","iopub.status.idle":"2022-11-17T09:17:04.469431Z","shell.execute_reply.started":"2022-11-17T09:17:04.282514Z","shell.execute_reply":"2022-11-17T09:17:04.468964Z"},"trusted":true},"execution_count":9,"outputs":[{"name":"stdout","text":"POLITICS 32099\nWELLNESS 17769\nENTERTAINMENT 14719\nTRAVEL 9399\nName: category, dtype: int64\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 720x360 with 1 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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":"sns.distplot(df['short_description'].apply(lambda x: len(str(x).split())))\nplt.title('Description Number of Words')\nplt.show()","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":351},"id":"yJh0UDdjLtog","outputId":"dda8e98e-1833-46d9-a181-a11870ecff14","execution":{"iopub.status.busy":"2022-11-17T09:17:04.470225Z","iopub.execute_input":"2022-11-17T09:17:04.470486Z","iopub.status.idle":"2022-11-17T09:17:05.366824Z","shell.execute_reply.started":"2022-11-17T09:17:04.470464Z","shell.execute_reply":"2022-11-17T09:17:05.364953Z"},"trusted":true},"execution_count":10,"outputs":[{"name":"stderr","text":"/opt/conda/lib/python3.7/site-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n warnings.warn(msg, FutureWarning)\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":"sns.distplot(df['headline'].apply(lambda x: len(str(x).split())))\nplt.title('Headline Number of Words')\nplt.show()","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":350},"id":"kTMhaVPgL8zw","outputId":"5972e6b4-e990-4fbb-cf8d-bf8b5dd00f97","execution":{"iopub.status.busy":"2022-11-17T09:17:05.368825Z","iopub.execute_input":"2022-11-17T09:17:05.369010Z","iopub.status.idle":"2022-11-17T09:17:06.052233Z","shell.execute_reply.started":"2022-11-17T09:17:05.368987Z","shell.execute_reply":"2022-11-17T09:17:06.050385Z"},"trusted":true},"execution_count":11,"outputs":[{"name":"stderr","text":"/opt/conda/lib/python3.7/site-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n warnings.warn(msg, FutureWarning)\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":"sns.distplot(df['short_description'].apply(lambda x: len(str(x).split())) + df['headline'].apply(lambda x: len(str(x).split())))\nplt.title('Short Description Number of Words')\nplt.show()","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":336},"id":"-VrCoqmXMbif","outputId":"c456dcfb-b4d7-4f4b-cf67-aeab45adbe5f","execution":{"iopub.status.busy":"2022-11-17T09:17:06.053326Z","iopub.execute_input":"2022-11-17T09:17:06.053512Z","iopub.status.idle":"2022-11-17T09:17:06.913160Z","shell.execute_reply.started":"2022-11-17T09:17:06.053491Z","shell.execute_reply":"2022-11-17T09:17:06.912627Z"},"trusted":true},"execution_count":12,"outputs":[{"name":"stderr","text":"/opt/conda/lib/python3.7/site-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n warnings.warn(msg, FutureWarning)\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":"np.random.seed(42)\ncategory_data = df['category'].value_counts().to_dict()\nlen_cat_politics = category_data['POLITICS']\ndel category_data['POLITICS']\n\ncategory = list(category_data.keys())\ncategory_stat = list(category_data.values())\nremove_n = len_cat_politics - int(sum(category_stat)/len(category))\nprint(\"remove_n =\", remove_n)\n\ndrop_indices = np.random.choice(df[df['category'] == 'POLITICS'].index, remove_n, replace=False)\ndf = df.drop(drop_indices)","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"ZjPg4B8JF5eM","outputId":"c690e356-99fa-4062-ee85-11e7334c6f39","execution":{"iopub.status.busy":"2022-11-17T09:17:06.914088Z","iopub.execute_input":"2022-11-17T09:17:06.914698Z","iopub.status.idle":"2022-11-17T09:17:06.941984Z","shell.execute_reply.started":"2022-11-17T09:17:06.914646Z","shell.execute_reply":"2022-11-17T09:17:06.941166Z"},"trusted":true},"execution_count":13,"outputs":[{"name":"stdout","text":"remove_n = 18137\n","output_type":"stream"}]},{"cell_type":"code","source":"plot_category_bar(df)","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":437},"id":"jl1AtFC7F5eM","outputId":"77b06f2d-868c-43ba-f922-8d48d607390f","execution":{"iopub.status.busy":"2022-11-17T09:17:06.943059Z","iopub.execute_input":"2022-11-17T09:17:06.943300Z","iopub.status.idle":"2022-11-17T09:17:07.071583Z","shell.execute_reply.started":"2022-11-17T09:17:06.943269Z","shell.execute_reply":"2022-11-17T09:17:07.071125Z"},"trusted":true},"execution_count":14,"outputs":[{"name":"stdout","text":"WELLNESS 17769\nENTERTAINMENT 14719\nPOLITICS 13962\nTRAVEL 9399\nName: category, dtype: int64\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 720x360 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":"# Data normilize\ndf['short_description'] = df['short_description'].apply(lambda descr: str(descr).lower())\ndf['headline'] = df['headline'].apply(lambda headline: str(headline).lower())","metadata":{"id":"67H3-WB3KVYZ","execution":{"iopub.status.busy":"2022-11-17T09:17:07.072710Z","iopub.execute_input":"2022-11-17T09:17:07.073070Z","iopub.status.idle":"2022-11-17T09:17:07.132343Z","shell.execute_reply.started":"2022-11-17T09:17:07.073040Z","shell.execute_reply":"2022-11-17T09:17:07.131588Z"},"trusted":true},"execution_count":15,"outputs":[]},{"cell_type":"code","source":"#class label encode\nencoder = LabelEncoder()\ndf['category'] = encoder.fit_transform(df['category'])","metadata":{"id":"2ygJ2zdbO6Ll","execution":{"iopub.status.busy":"2022-11-17T09:17:07.133397Z","iopub.execute_input":"2022-11-17T09:17:07.133605Z","iopub.status.idle":"2022-11-17T09:17:07.150972Z","shell.execute_reply.started":"2022-11-17T09:17:07.133578Z","shell.execute_reply":"2022-11-17T09:17:07.149873Z"},"trusted":true},"execution_count":16,"outputs":[]},{"cell_type":"code","source":"from wordcloud import WordCloud, STOPWORDS\n\n# create new dataframe of category and length of each news articles in that categories\nndf = df.copy()\nndf['title_and_desc'] = ndf['headline'] + ndf['short_description']\ncategories = ndf['category'].unique()\n\n# list of news articles of each categories list\narticles_list = []\n\nfor i in categories:\n cat_ndf = ndf[ndf['category'] == i]\n cat_array = cat_ndf['title_and_desc'].values # array of news articles text in each category\n articles_list.append(cat_array)\n \n# create a wordcloud instance\nwc1 = WordCloud(max_words=1000, \n min_font_size=10,\n height=600,\n width=1600,\n background_color='black',\n contour_color='black',\n colormap='plasma',\n repeat=True,\n stopwords=STOPWORDS)\n\n# plot the figure of 10 wordcloud from out dataset\nplt.figure(figsize=(15,15))\n\nfor idx, j in enumerate(categories):\n plt.subplot(5,2,idx+1)\n cloud = wc1.generate(' '.join(articles_list[idx]))\n plt.imshow(cloud, interpolation= \"bilinear\")\n plt.title(f\"Wordcloud for news topic {j}\")\n plt.axis('off')","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":356},"id":"Sq6DwKUaF5eN","outputId":"3f33ee25-2b0b-4425-e2ad-5ed6f25469d2","execution":{"iopub.status.busy":"2022-11-17T09:17:07.153437Z","iopub.execute_input":"2022-11-17T09:17:07.153628Z","iopub.status.idle":"2022-11-17T09:17:37.122564Z","shell.execute_reply.started":"2022-11-17T09:17:07.153606Z","shell.execute_reply":"2022-11-17T09:17:37.121714Z"},"trusted":true},"execution_count":17,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1080x1080 with 4 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":"df = df.reindex(columns = [col for col in df.columns if col != 'category'] + ['category'])","metadata":{"id":"9NNvrGUIF5eO","execution":{"iopub.status.busy":"2022-11-17T09:17:37.123431Z","iopub.execute_input":"2022-11-17T09:17:37.123619Z","iopub.status.idle":"2022-11-17T09:17:37.133635Z","shell.execute_reply.started":"2022-11-17T09:17:37.123594Z","shell.execute_reply":"2022-11-17T09:17:37.132980Z"},"trusted":true},"execution_count":18,"outputs":[]},{"cell_type":"markdown","source":"# Data splitting","metadata":{"id":"0Q-4XnY9F5eO"}},{"cell_type":"code","source":"df = df.drop('date', axis=1)","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":311},"id":"5wX0D3lKF5eO","outputId":"fe81b2fb-60ed-4b1c-dff8-0708d3572e09","execution":{"iopub.status.busy":"2022-11-17T09:17:37.134872Z","iopub.execute_input":"2022-11-17T09:17:37.135201Z","iopub.status.idle":"2022-11-17T09:17:37.150909Z","shell.execute_reply.started":"2022-11-17T09:17:37.135170Z","shell.execute_reply":"2022-11-17T09:17:37.150280Z"},"trusted":true},"execution_count":19,"outputs":[]},{"cell_type":"code","source":"classes = list(encoder.classes_)","metadata":{"id":"5DNstO4AQ-HD","execution":{"iopub.status.busy":"2022-11-17T09:17:37.152024Z","iopub.execute_input":"2022-11-17T09:17:37.152335Z","iopub.status.idle":"2022-11-17T09:17:37.163381Z","shell.execute_reply.started":"2022-11-17T09:17:37.152306Z","shell.execute_reply":"2022-11-17T09:17:37.162267Z"},"trusted":true},"execution_count":20,"outputs":[]},{"cell_type":"code","source":"from sklearn.model_selection import train_test_split\n\ndata_POLITICS = df[df['category'] == classes.index('POLITICS')]\ndata_WELLNESS = df[df['category'] == classes.index('WELLNESS')]\ndata_ENTERTAINMENT = df[df['category'] == classes.index('ENTERTAINMENT')]\ndata_TRAVEL = df[df['category'] == classes.index('TRAVEL')]\n\nX_politics_train, X_politics_test, y_politics_train, y_politics_test = train_test_split(data_POLITICS.iloc[:,:-1], data_POLITICS.iloc[:,-1], test_size=0.33, random_state=42)\nX_xellness_train, X_xellness_test, y_xellness_train, y_xellness_test = train_test_split(data_WELLNESS.iloc[:,:-1], data_WELLNESS.iloc[:,-1], test_size=0.33, random_state=42)\nX_entertainment_train, X_entertainment_test, y_entertainment_train, y_entertainment_test = train_test_split(data_ENTERTAINMENT.iloc[:,:-1], data_ENTERTAINMENT.iloc[:,-1], test_size=0.33, random_state=42)\nX_travel_train, X_travel_test, y_travel_train, y_travel_test = train_test_split(data_TRAVEL.iloc[:,:-1], data_TRAVEL.iloc[:,-1], test_size=0.33, random_state=42)\n\nX_train = pd.concat([X_politics_train, X_xellness_train, X_entertainment_train, X_travel_train])\ny_train = pd.concat([y_politics_train, y_xellness_train, y_entertainment_train, y_travel_train])\nX_test = pd.concat([X_politics_test, X_xellness_test, X_entertainment_test, X_travel_test])\ny_test = pd.concat([y_politics_test, y_xellness_test, y_entertainment_test, y_travel_test])","metadata":{"id":"N4KAvHB4F5eO","execution":{"iopub.status.busy":"2022-11-17T09:17:37.164919Z","iopub.execute_input":"2022-11-17T09:17:37.165146Z","iopub.status.idle":"2022-11-17T09:17:37.243012Z","shell.execute_reply.started":"2022-11-17T09:17:37.165119Z","shell.execute_reply":"2022-11-17T09:17:37.242280Z"},"trusted":true},"execution_count":21,"outputs":[]},{"cell_type":"markdown","source":"# Model Design","metadata":{"id":"_RlMiN51J13g"}},{"cell_type":"code","source":"from sklearn.feature_extraction.text import TfidfVectorizer\nfrom sklearn.naive_bayes import MultinomialNB\nfrom sklearn.pipeline import make_pipeline\nfrom sklearn.naive_bayes import GaussianNB\n\nmodel = make_pipeline(TfidfVectorizer(), MultinomialNB())\n","metadata":{"id":"aHLIjXuBG86L","execution":{"iopub.status.busy":"2022-11-17T09:17:37.244095Z","iopub.execute_input":"2022-11-17T09:17:37.244328Z","iopub.status.idle":"2022-11-17T09:17:37.263983Z","shell.execute_reply.started":"2022-11-17T09:17:37.244299Z","shell.execute_reply":"2022-11-17T09:17:37.263322Z"},"trusted":true},"execution_count":22,"outputs":[]},{"cell_type":"code","source":"model.fit(X_train['headline'], y_train)","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"i44o-rT7F5eQ","outputId":"5c467ef9-ea52-48a4-f81e-a2107501d517","execution":{"iopub.status.busy":"2022-11-17T09:17:37.265179Z","iopub.execute_input":"2022-11-17T09:17:37.265407Z","iopub.status.idle":"2022-11-17T09:17:37.700277Z","shell.execute_reply.started":"2022-11-17T09:17:37.265377Z","shell.execute_reply":"2022-11-17T09:17:37.699474Z"},"trusted":true},"execution_count":23,"outputs":[{"execution_count":23,"output_type":"execute_result","data":{"text/plain":"Pipeline(steps=[('tfidfvectorizer', TfidfVectorizer()),\n ('multinomialnb', MultinomialNB())])"},"metadata":{}}]},{"cell_type":"code","source":"y_pred = model.predict(X_test['headline'])","metadata":{"id":"bXBsJ9qFF5eQ","execution":{"iopub.status.busy":"2022-11-17T09:17:37.701205Z","iopub.execute_input":"2022-11-17T09:17:37.701861Z","iopub.status.idle":"2022-11-17T09:17:37.892315Z","shell.execute_reply.started":"2022-11-17T09:17:37.701830Z","shell.execute_reply":"2022-11-17T09:17:37.891269Z"},"trusted":true},"execution_count":24,"outputs":[]},{"cell_type":"code","source":"from sklearn.metrics import confusion_matrix, ConfusionMatrixDisplay, classification_report\n\ncm = confusion_matrix(y_test, y_pred)\ndisp = ConfusionMatrixDisplay(confusion_matrix=cm, display_labels=classes)\ndisp.plot(xticks_rotation=45)\n\nprint(classification_report(y_test,y_pred,target_names=classes,digits=4))","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":526},"id":"OB-kjPKsH0CV","outputId":"42d2ec9f-4416-4597-a753-2a067b2b20b7","execution":{"iopub.status.busy":"2022-11-17T09:17:37.895763Z","iopub.execute_input":"2022-11-17T09:17:37.895975Z","iopub.status.idle":"2022-11-17T09:17:38.147233Z","shell.execute_reply.started":"2022-11-17T09:17:37.895951Z","shell.execute_reply":"2022-11-17T09:17:38.146765Z"},"trusted":true},"execution_count":25,"outputs":[{"name":"stdout","text":" precision recall f1-score support\n\nENTERTAINMENT 0.8754 0.8753 0.8753 4858\n POLITICS 0.8819 0.8878 0.8848 4608\n TRAVEL 0.9510 0.7076 0.8115 3102\n WELLNESS 0.8291 0.9371 0.8798 5864\n\n accuracy 0.8698 18432\n macro avg 0.8844 0.8519 0.8628 18432\n weighted avg 0.8750 0.8698 0.8684 18432\n\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 2 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","source":"# Model Design 2 (BERT fine tune)","metadata":{"id":"kgTNu_1gJ7nj"}},{"cell_type":"code","source":"# TPU Config\ntry:\n # TPU detection. No parameters necessary if TPU_NAME environment variable is\n # set: this is always the case on Kaggle.\n tpu = tf.distribute.cluster_resolver.TPUClusterResolver()\n print('Running on TPU ', tpu.master())\nexcept ValueError:\n tpu = None\n\nif tpu:\n tf.config.experimental_connect_to_cluster(tpu)\n tf.tpu.experimental.initialize_tpu_system(tpu)\n strategy = tf.distribute.experimental.TPUStrategy(tpu)\nelse:\n # Default distribution strategy in Tensorflow. Works on CPU and single GPU.\n strategy = tf.distribute.get_strategy()\n\nprint(\"REPLICAS: \", strategy.num_replicas_in_sync)","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"eK1eLQF-NKIh","outputId":"60fcf449-e604-473c-9e7a-9dcdb837add0","execution":{"iopub.status.busy":"2022-11-17T09:17:38.148021Z","iopub.execute_input":"2022-11-17T09:17:38.148472Z","iopub.status.idle":"2022-11-17T09:17:43.719801Z","shell.execute_reply.started":"2022-11-17T09:17:38.148446Z","shell.execute_reply":"2022-11-17T09:17:43.718927Z"},"trusted":true},"execution_count":26,"outputs":[{"name":"stdout","text":"Running on TPU grpc://10.0.0.2:8470\n","output_type":"stream"},{"name":"stderr","text":"2022-11-17 09:17:38.155284: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set\n2022-11-17 09:17:38.158004: W tensorflow/stream_executor/platform/default/dso_loader.cc:60] Could not load dynamic library 'libcuda.so.1'; dlerror: libcuda.so.1: cannot open shared object file: No such file or directory; LD_LIBRARY_PATH: /opt/conda/lib\n2022-11-17 09:17:38.158037: W tensorflow/stream_executor/cuda/cuda_driver.cc:326] failed call to cuInit: UNKNOWN ERROR (303)\n2022-11-17 09:17:38.158058: I tensorflow/stream_executor/cuda/cuda_diagnostics.cc:156] kernel driver does not appear to be running on this host (5ff1093d8801): /proc/driver/nvidia/version does not exist\n2022-11-17 09:17:38.160909: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA\nTo enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n2022-11-17 09:17:38.162537: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set\n2022-11-17 09:17:38.167770: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set\n2022-11-17 09:17:38.189736: I tensorflow/core/distributed_runtime/rpc/grpc_channel.cc:301] Initialize GrpcChannelCache for job worker -> {0 -> 10.0.0.2:8470}\n2022-11-17 09:17:38.189784: I tensorflow/core/distributed_runtime/rpc/grpc_channel.cc:301] Initialize GrpcChannelCache for job localhost -> {0 -> localhost:30020}\n2022-11-17 09:17:38.208866: I tensorflow/core/distributed_runtime/rpc/grpc_channel.cc:301] Initialize GrpcChannelCache for job worker -> {0 -> 10.0.0.2:8470}\n2022-11-17 09:17:38.208894: I tensorflow/core/distributed_runtime/rpc/grpc_channel.cc:301] Initialize GrpcChannelCache for job localhost -> {0 -> localhost:30020}\n2022-11-17 09:17:38.210158: I tensorflow/core/distributed_runtime/rpc/grpc_server_lib.cc:411] Started server with target: grpc://localhost:30020\n","output_type":"stream"},{"name":"stdout","text":"REPLICAS: 8\n","output_type":"stream"}]},{"cell_type":"code","source":"def regular_encode(texts, tokenizer, maxlen=512):\n enc_di = tokenizer.batch_encode_plus(\n texts, \n return_token_type_ids=False,\n pad_to_max_length=True,\n max_length=maxlen\n )\n \n return np.array(enc_di['input_ids'])","metadata":{"id":"OIAILbaHNCJc","execution":{"iopub.status.busy":"2022-11-17T09:17:43.721365Z","iopub.execute_input":"2022-11-17T09:17:43.721590Z","iopub.status.idle":"2022-11-17T09:17:43.726852Z","shell.execute_reply.started":"2022-11-17T09:17:43.721564Z","shell.execute_reply":"2022-11-17T09:17:43.725820Z"},"trusted":true},"execution_count":27,"outputs":[]},{"cell_type":"code","source":"#bert large uncased pretrained tokenizer\ntokenizer = transformers.BertTokenizer.from_pretrained('bert-base-uncased')","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":113,"referenced_widgets":["835ad72e1f2e4643ace4e061086fcbf8","d4248320889f47389516ff58865b58be","664a4dbe5c694b7589532e093833c4f4","33e693916489451e85c21358256d7e0f","fc40e2b4d320460191fba48080376feb","45398fb6323c4c7db2bb2f61d98f246c","e834d6c7c42a48be9aca5f1e4346933f","f333deabb8434491b5f505b4bcf16317","9aa4ec8780f348af91b2e150645a9bf8","acec5cac40e8451f9b2f77bd658f7ef8","0728bb2ca9f64c54bafe8e87ed5dc7cf","e73ee973e4764d64b57490f21615107a","c11b2cd771044fc09e9083c010763f0e","83e69e0ed82d45cdbac29c1b8f7adb70","e6b32896a70d4d9e9eaf3f2838b77f9c","a37a6540d39a4e6190311988f6717245","5bdb7bfffba04645a3067d9268fbb1ff","d4de51afe0814b00bffe71f33379ad59","ad8327dd17dc4bb99f910cef4cfb7e11","bf0c11ac5e9e43e49316906d0c353332","62cddfdb7c04480da70d03d76fa55b4b","38249926911148f8b2c38fcf24c0cc4d","f4c0ca3fc71c43fd8384ec132342f487","06c3a48a7a604e69a8e1db8556378504","0027e7a034284cad850cb88f169439b6","ad4887f75261455d89fc1372ba045f21","e668c753969d4aea998894700330effc","f35eba51863a4f0d934a020a86f25f6a","bdcbbc7e7e8b4ddc8dadba1eb73d3ad6","8fbb21033011409b9986d3ea90b5f421","325e7817b9e543a398ec7c626b888f34","63331cdcd32a48bf9fa169cee71277ed","3ddfd2a7fb1f4a839ce6bfd81233d0a0"]},"id":"NcLftzGHKR1T","outputId":"f02b4d0a-2dd4-411e-e795-7c12685226a2","execution":{"iopub.status.busy":"2022-11-17T09:17:43.728149Z","iopub.execute_input":"2022-11-17T09:17:43.728341Z","iopub.status.idle":"2022-11-17T09:17:44.979267Z","shell.execute_reply.started":"2022-11-17T09:17:43.728319Z","shell.execute_reply":"2022-11-17T09:17:44.978541Z"},"trusted":true},"execution_count":28,"outputs":[{"output_type":"display_data","data":{"text/plain":"Downloading: 0%| | 0.00/232k [00:00<?, ?B/s]","application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"34985a09af9c4b7aba8e78b70ed85bc7"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"Downloading: 0%| | 0.00/28.0 [00:00<?, ?B/s]","application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"4a97237a68c24932b19a1e3d10fca72c"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"Downloading: 0%| | 0.00/466k [00:00<?, ?B/s]","application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"07a12f6d8d15470b8794d019a61d51ee"}},"metadata":{}}]},{"cell_type":"code","source":"Xtrain_encoded = regular_encode((X_train['headline'] + X_train['short_description']).astype('str'), tokenizer, maxlen=80)\nytrain_encoded = tf.keras.utils.to_categorical(y_train, num_classes=4,dtype = 'int32')\nXtest_encoded = regular_encode((X_test['headline'] + X_test['short_description']).astype('str'), tokenizer, maxlen=80)\nytest_encoded = tf.keras.utils.to_categorical(y_test, num_classes=4,dtype = 'int32')","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"H9psWR5rOISB","outputId":"346bb89a-7193-4c38-c165-bc4acb03485b","execution":{"iopub.status.busy":"2022-11-17T09:17:44.980477Z","iopub.execute_input":"2022-11-17T09:17:44.980669Z","iopub.status.idle":"2022-11-17T09:18:37.787360Z","shell.execute_reply.started":"2022-11-17T09:17:44.980648Z","shell.execute_reply":"2022-11-17T09:18:37.786790Z"},"trusted":true},"execution_count":29,"outputs":[{"name":"stderr","text":"Truncation was not explicitly activated but `max_length` is provided a specific value, please use `truncation=True` to explicitly truncate examples to max length. Defaulting to 'longest_first' truncation strategy. If you encode pairs of sequences (GLUE-style) with the tokenizer you can select this strategy more precisely by providing a specific strategy to `truncation`.\n/opt/conda/lib/python3.7/site-packages/transformers/tokenization_utils_base.py:2079: FutureWarning: The `pad_to_max_length` argument is deprecated and will be removed in a future version, use `padding=True` or `padding='longest'` to pad to the longest sequence in the batch, or use `padding='max_length'` to pad to a max length. In this case, you can give a specific length with `max_length` (e.g. `max_length=45`) or leave max_length to None to pad to the maximal input size of the model (e.g. 512 for Bert).\n FutureWarning,\n","output_type":"stream"}]},{"cell_type":"code","source":"def build_model(transformer, loss='categorical_crossentropy', max_len=512):\n input_word_ids = tf.keras.layers.Input(shape=(max_len,), dtype=tf.int32, name=\"input_word_ids\")\n sequence_output = transformer(input_word_ids)[0]\n cls_token = sequence_output[:, 0, :]\n #adding dropout layer\n x = tf.keras.layers.Dropout(0.3)(cls_token)\n #using a dense layer of 40 neurons as the number of categories is 4. \n out = tf.keras.layers.Dense(4, activation='softmax')(x)\n model = tf.keras.Model(inputs=input_word_ids, outputs=out)\n #using categorical crossentropy as the loss as it is a multi-class classification problem\n model.compile(tf.keras.optimizers.Adam(lr=5e-7), loss=loss, metrics=['accuracy'])\n return model\n\nwith strategy.scope():\n transformer_layer = transformers.TFAutoModel.from_pretrained('bert-base-uncased')\n model = build_model(transformer_layer, max_len=80)\nmodel.summary()","metadata":{"id":"b34VqCtiOj16","execution":{"iopub.status.busy":"2022-11-17T09:18:37.788531Z","iopub.execute_input":"2022-11-17T09:18:37.789141Z","iopub.status.idle":"2022-11-17T09:19:12.296229Z","shell.execute_reply.started":"2022-11-17T09:18:37.789105Z","shell.execute_reply":"2022-11-17T09:19:12.295354Z"},"trusted":true},"execution_count":30,"outputs":[{"output_type":"display_data","data":{"text/plain":"Downloading: 0%| | 0.00/570 [00:00<?, ?B/s]","application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"8249085d1473444ab62e89e00ad9e594"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"Downloading: 0%| | 0.00/536M [00:00<?, ?B/s]","application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"e41c4591dde14125877de6f87d0e2939"}},"metadata":{}},{"name":"stderr","text":"Some layers from the model checkpoint at bert-base-uncased were not used when initializing TFBertModel: ['mlm___cls', 'nsp___cls']\n- This IS expected if you are initializing TFBertModel from the checkpoint of a model trained on another task or with another architecture (e.g. initializing a BertForSequenceClassification model from a BertForPreTraining model).\n- This IS NOT expected if you are initializing TFBertModel from the checkpoint of a model that you expect to be exactly identical (initializing a BertForSequenceClassification model from a BertForSequenceClassification model).\nAll the layers of TFBertModel were initialized from the model checkpoint at bert-base-uncased.\nIf your task is similar to the task the model of the checkpoint was trained on, you can already use TFBertModel for predictions without further training.\n","output_type":"stream"},{"name":"stdout","text":"Model: \"model\"\n_________________________________________________________________\nLayer (type) Output Shape Param # \n=================================================================\ninput_word_ids (InputLayer) [(None, 80)] 0 \n_________________________________________________________________\ntf_bert_model (TFBertModel) TFBaseModelOutputWithPool 109482240 \n_________________________________________________________________\ntf.__operators__.getitem (Sl (None, 768) 0 \n_________________________________________________________________\ndropout_37 (Dropout) (None, 768) 0 \n_________________________________________________________________\ndense (Dense) (None, 4) 3076 \n=================================================================\nTotal params: 109,485,316\nTrainable params: 109,485,316\nNon-trainable params: 0\n_________________________________________________________________\n","output_type":"stream"}]},{"cell_type":"code","source":"Xtrain_encoded.shape","metadata":{"execution":{"iopub.status.busy":"2022-11-17T09:19:12.297379Z","iopub.execute_input":"2022-11-17T09:19:12.297551Z","iopub.status.idle":"2022-11-17T09:19:12.302621Z","shell.execute_reply.started":"2022-11-17T09:19:12.297529Z","shell.execute_reply":"2022-11-17T09:19:12.301877Z"},"trusted":true},"execution_count":31,"outputs":[{"execution_count":31,"output_type":"execute_result","data":{"text/plain":"(37417, 80)"},"metadata":{}}]},{"cell_type":"code","source":"BATCH_SIZE = 64*strategy.num_replicas_in_sync\nAUTO = tf.data.experimental.AUTOTUNE \n\ntrain_dataset = (\n tf.data.Dataset\n .from_tensor_slices((Xtrain_encoded, ytrain_encoded))\n .repeat()\n .shuffle(2048)\n .batch(BATCH_SIZE)\n .prefetch(AUTO)\n)\ntest_dataset = (\n tf.data.Dataset\n .from_tensor_slices(Xtest_encoded)\n .batch(BATCH_SIZE)\n)","metadata":{"execution":{"iopub.status.busy":"2022-11-17T09:19:12.303496Z","iopub.execute_input":"2022-11-17T09:19:12.303659Z","iopub.status.idle":"2022-11-17T09:19:12.415055Z","shell.execute_reply.started":"2022-11-17T09:19:12.303639Z","shell.execute_reply":"2022-11-17T09:19:12.414510Z"},"trusted":true},"execution_count":32,"outputs":[]},{"cell_type":"code","source":"n_steps = Xtrain_encoded.shape[0] \ntrain_history = model.fit(\n train_dataset,\n steps_per_epoch=549,\n epochs=10\n)","metadata":{"execution":{"iopub.status.busy":"2022-11-17T09:19:12.415836Z","iopub.execute_input":"2022-11-17T09:19:12.416444Z","iopub.status.idle":"2022-11-17T09:33:52.871417Z","shell.execute_reply.started":"2022-11-17T09:19:12.416418Z","shell.execute_reply":"2022-11-17T09:33:52.870142Z"},"trusted":true},"execution_count":33,"outputs":[{"name":"stdout","text":"Epoch 1/10\n549/549 [==============================] - 146s 148ms/step - loss: 1.5478 - accuracy: 0.2568\nEpoch 2/10\n549/549 [==============================] - 81s 148ms/step - loss: 1.0534 - accuracy: 0.5672\nEpoch 3/10\n549/549 [==============================] - 82s 149ms/step - loss: 0.5598 - accuracy: 0.8027\nEpoch 4/10\n549/549 [==============================] - 82s 149ms/step - loss: 0.4095 - accuracy: 0.8633\nEpoch 5/10\n549/549 [==============================] - 82s 149ms/step - loss: 0.3225 - accuracy: 0.8951\nEpoch 6/10\n549/549 [==============================] - 82s 149ms/step - loss: 0.2914 - accuracy: 0.9054\nEpoch 7/10\n549/549 [==============================] - 82s 149ms/step - loss: 0.2545 - accuracy: 0.9179\nEpoch 8/10\n549/549 [==============================] - 81s 148ms/step - loss: 0.2453 - accuracy: 0.9212\nEpoch 9/10\n549/549 [==============================] - 82s 149ms/step - loss: 0.2156 - accuracy: 0.9304\nEpoch 10/10\n549/549 [==============================] - 82s 149ms/step - loss: 0.2128 - accuracy: 0.9323\n","output_type":"stream"}]},{"cell_type":"code","source":"#making predictions\ny_pred = model.predict(test_dataset,verbose = 1)\ny_pred = np.argmax(y_pred, axis = 1)\ny_pred","metadata":{"execution":{"iopub.status.busy":"2022-11-17T09:33:52.874111Z","iopub.execute_input":"2022-11-17T09:33:52.874448Z","iopub.status.idle":"2022-11-17T09:34:03.328438Z","shell.execute_reply.started":"2022-11-17T09:33:52.874410Z","shell.execute_reply":"2022-11-17T09:34:03.327612Z"},"trusted":true},"execution_count":34,"outputs":[{"name":"stdout","text":"36/36 [==============================] - 10s 212ms/step\n","output_type":"stream"},{"execution_count":34,"output_type":"execute_result","data":{"text/plain":"array([1, 1, 1, ..., 2, 2, 2])"},"metadata":{}}]},{"cell_type":"code","source":"cm = confusion_matrix(y_test, y_pred)\ndisp = ConfusionMatrixDisplay(confusion_matrix=cm, display_labels=classes)\ndisp.plot(xticks_rotation=45)\n\nprint(classification_report(y_test,y_pred,target_names=classes,digits=4))","metadata":{"execution":{"iopub.status.busy":"2022-11-17T09:34:03.329605Z","iopub.execute_input":"2022-11-17T09:34:03.329849Z","iopub.status.idle":"2022-11-17T09:34:03.570413Z","shell.execute_reply.started":"2022-11-17T09:34:03.329821Z","shell.execute_reply":"2022-11-17T09:34:03.569685Z"},"trusted":true},"execution_count":35,"outputs":[{"name":"stdout","text":" precision recall f1-score support\n\nENTERTAINMENT 0.9295 0.9391 0.9343 4858\n POLITICS 0.9456 0.9245 0.9349 4608\n TRAVEL 0.9150 0.9404 0.9275 3102\n WELLNESS 0.9530 0.9476 0.9503 5864\n\n accuracy 0.9384 18432\n macro avg 0.9358 0.9379 0.9368 18432\n weighted avg 0.9386 0.9384 0.9384 18432\n\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 2 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":"def plot_loss_and_accuracy(history):\n history_df = pd.DataFrame(history)\n fig, ax = plt.subplots(1,2, figsize=(12, 6))\n \n history_df.loc[0:, ['loss']].plot(ax=ax[0])\n ax[0].set(xlabel = 'epoch number', ylabel = 'loss')\n\n history_df.loc[0:, ['accuracy']].plot(ax=ax[1])\n ax[1].set(xlabel = 'epoch number', ylabel = 'accuracy')\n\nplot_loss_and_accuracy(train_history.history)","metadata":{"execution":{"iopub.status.busy":"2022-11-17T09:35:35.418900Z","iopub.execute_input":"2022-11-17T09:35:35.419176Z","iopub.status.idle":"2022-11-17T09:35:35.759785Z","shell.execute_reply.started":"2022-11-17T09:35:35.419150Z","shell.execute_reply":"2022-11-17T09:35:35.758791Z"},"trusted":true},"execution_count":39,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 864x432 with 2 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":"# Model structure\ntf.keras.utils.plot_model(\n model,\n to_file='model.png',\n show_shapes=False,\n show_dtype=False,\n show_layer_names=True,\n rankdir='TB',\n expand_nested=False,\n dpi=96\n)","metadata":{"execution":{"iopub.status.busy":"2022-11-17T09:36:26.866731Z","iopub.execute_input":"2022-11-17T09:36:26.867413Z","iopub.status.idle":"2022-11-17T09:36:27.970126Z","shell.execute_reply.started":"2022-11-17T09:36:26.867377Z","shell.execute_reply":"2022-11-17T09:36:27.969279Z"},"trusted":true},"execution_count":42,"outputs":[{"execution_count":42,"output_type":"execute_result","data":{"image/png":"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\n","text/plain":"<IPython.core.display.Image 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