{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"\n![image.png](attachment:50be5b8c-2a8d-44ec-b20f-08d1c9c61624.png)\n![image.png](attachment:ba492d95-4ffd-49c2-98be-2255459bb4bf.png)\n\n<h2>It seems that soft voting gives better results than hard voting (it is not always the case)\n\nBayesianGaussianMixture can do both !\n    \n(images form https://vitalflux.com/hard-vs-soft-voting-classifier-python-example/)","metadata":{},"attachments":{"50be5b8c-2a8d-44ec-b20f-08d1c9c61624.png":{"image/png":"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"},"ba492d95-4ffd-49c2-98be-2255459bb4bf.png":{"image/png":"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"}}},{"cell_type":"code","source":"import numpy as np\nimport pandas as pd\nfrom tqdm import tqdm\nfrom sklearn.preprocessing import PowerTransformer\nfrom sklearn.mixture import BayesianGaussianMixture","metadata":{"execution":{"iopub.status.busy":"2022-07-10T09:06:00.127775Z","iopub.execute_input":"2022-07-10T09:06:00.128153Z","iopub.status.idle":"2022-07-10T09:06:00.133833Z","shell.execute_reply.started":"2022-07-10T09:06:00.128108Z","shell.execute_reply":"2022-07-10T09:06:00.132350Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"data = pd.read_csv('../input/tabular-playground-series-jul-2022/data.csv')","metadata":{"execution":{"iopub.status.busy":"2022-07-10T09:03:20.671411Z","iopub.execute_input":"2022-07-10T09:03:20.671773Z","iopub.status.idle":"2022-07-10T09:03:21.426281Z","shell.execute_reply.started":"2022-07-10T09:03:20.671742Z","shell.execute_reply":"2022-07-10T09:03:21.425274Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"best_data =[\n'f_07','f_08', 'f_09', 'f_10',\n'f_11', 'f_12', 'f_13', 'f_22',\n'f_23', 'f_24', 'f_25','f_26',\n'f_27', 'f_28']","metadata":{"tags":[],"execution":{"iopub.status.busy":"2022-07-10T09:03:21.428101Z","iopub.execute_input":"2022-07-10T09:03:21.428461Z","iopub.status.idle":"2022-07-10T09:03:21.434215Z","shell.execute_reply.started":"2022-07-10T09:03:21.428431Z","shell.execute_reply":"2022-07-10T09:03:21.433047Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"#Data must be transformed into gaussian shape : (directly) \npt = PowerTransformer()\ndata_scaled = pt.fit_transform(data[best_data])\ndata_scaled = pd.DataFrame(data_scaled, columns = best_data)\ndata_scaled.head(3)","metadata":{"execution":{"iopub.status.busy":"2022-07-10T09:03:21.435401Z","iopub.execute_input":"2022-07-10T09:03:21.435784Z","iopub.status.idle":"2022-07-10T09:03:23.118704Z","shell.execute_reply.started":"2022-07-10T09:03:21.435752Z","shell.execute_reply":"2022-07-10T09:03:23.117405Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Bizen made a hard voting (with mode), I changed it to a soft voting :\n\nvalues = [0,1,2,3,4,5,6]\npred_test = pd.DataFrame(np.zeros((data_scaled.shape[0],7)), columns = values)\n\nfor seed in tqdm(range(100)):\n    \n    df = pd.DataFrame(index = data.index)\n    gmm = BayesianGaussianMixture(\n            n_components=7,\n            random_state = seed,\n            tol = 0.01,\n            covariance_type = 'full',\n            max_iter = 100,\n            n_init=3\n          )\n    \n    # fitting and probability prediction\n    gmm.fit(data_scaled)\n    pred_seed = gmm.predict_proba(data_scaled) # predict_proba for probabilities\n    \n    # the clusters prediction for the current seed :\n    MAX = np.argmax(pred_seed, axis=1)\n    df[f'pred_{seed}'] = MAX\n    \n    # Sort of the prediction by same value of cluster (for addition of every seed)\n    pred_keys = df[f'pred_{seed}'].value_counts().index.tolist()\n    pred_dict = dict(zip(pred_keys, values))\n    df[f'pred_{seed}'] = df[f'pred_{seed}'].map(pred_dict)\n\n    pred_new = pd.DataFrame(pred_seed).rename(columns = pred_dict)\n    pred_new = pred_new.reindex(sorted(pred_new.columns), axis=1)\n    pred_test += pred_new # Soft voting by probabiliy addition\n\npredictions = np.argmax(np.array(pred_test), axis=1)","metadata":{"tags":[],"execution":{"iopub.status.busy":"2022-07-10T09:12:53.674863Z","iopub.execute_input":"2022-07-10T09:12:53.675827Z","iopub.status.idle":"2022-07-10T09:14:51.440239Z","shell.execute_reply.started":"2022-07-10T09:12:53.675782Z","shell.execute_reply":"2022-07-10T09:14:51.436104Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"submission = pd.read_csv(\"../input/tabular-playground-series-jul-2022/sample_submission.csv\")\nsubmission[\"Predicted\"] = predictions\nsubmission.to_csv('submission_simple_soft_voting.csv',index = False)\nsubmission","metadata":{"execution":{"iopub.status.busy":"2022-07-10T09:15:26.873997Z","iopub.execute_input":"2022-07-10T09:15:26.874361Z","iopub.status.idle":"2022-07-10T09:15:26.912149Z","shell.execute_reply.started":"2022-07-10T09:15:26.874333Z","shell.execute_reply":"2022-07-10T09:15:26.909879Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]}]}