{"cells":[{"metadata":{},"cell_type":"markdown","source":"Copied from [this Kernel](https://www.kaggle.com/kashnitsky/eda-logit-tf-idf-starter).\n\nTf-Idf + Logistic regression is a very nice baseline for many tasks. Here we'll briefly explore a dataset with news classified as \"news\" (normal), \"clickbait\", and others. Then we'll build a simple baseline based on Tf-Idf representations of news titles and texts. Further we'll compare heavier approaches (like ULMFiT) with this baseline."},{"metadata":{"trusted":true},"cell_type":"code","source":"import pandas as pd\nfrom sklearn.linear_model import LogisticRegression\nfrom sklearn.model_selection import cross_val_score, StratifiedKFold\nfrom sklearn.feature_extraction.text import TfidfVectorizer\nfrom scipy.sparse import hstack\nfrom matplotlib import pyplot as plt\nimport seaborn as sns\nimport eli5","execution_count":1,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"train = pd.read_csv('../input/train.csv', index_col='id').fillna(' ')\nvalid = pd.read_csv('../input/valid.csv', index_col='id').fillna(' ')\ntest = pd.read_csv('../input/test.csv', index_col='id').fillna(' ')","execution_count":2,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"train.head()","execution_count":3,"outputs":[{"output_type":"execute_result","execution_count":3,"data":{"text/plain":"                                                title    ...          label\nid                                                       ...               \n0   China and Economic Reform: Xi Jinping’s Track ...    ...           news\n1   Trade to Be a Big Topic in Theresa May’s U.S. ...    ...           news\n2   The Top Beaches In The World, According To Nat...    ...      clickbait\n3   Sheriff’s Report Provides New Details on Tamir...    ...      clickbait\n4   Surgeon claiming he will transplant volunteer'...    ...           news\n\n[5 rows x 3 columns]","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>title</th>\n      <th>text</th>\n      <th>label</th>\n    </tr>\n    <tr>\n      <th>id</th>\n      <th></th>\n      <th></th>\n      <th></th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>China and Economic Reform: Xi Jinping’s Track ...</td>\n      <td>Economists generally agree: China must overhau...</td>\n      <td>news</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>Trade to Be a Big Topic in Theresa May’s U.S. ...</td>\n      <td>LONDON—British Prime Minister Theresa May said...</td>\n      <td>news</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>The Top Beaches In The World, According To Nat...</td>\n      <td>Beaches come in all sorts of shapes and sizes ...</td>\n      <td>clickbait</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>Sheriff’s Report Provides New Details on Tamir...</td>\n      <td>A timeline of what happened after Tamir Rice, ...</td>\n      <td>clickbait</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>Surgeon claiming he will transplant volunteer'...</td>\n      <td>An Italian neurosurgeon who has claimed for mo...</td>\n      <td>news</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"We'll be validating with train + validation files."},{"metadata":{"trusted":true},"cell_type":"code","source":"train_val = pd.concat([train, valid])","execution_count":4,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"sns.countplot(train_val['label']);\nplt.title('Train+val: Target distribution');","execution_count":5,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 Axes>","image/png":"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\n"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"We can see that test titles are a bit shorter."},{"metadata":{"_kg_hide-input":true,"trusted":true},"cell_type":"code","source":"plt.subplots(1, 2)\nplt.subplot(1, 2, 1)\ntrain_val['text'].apply(lambda x: len(x.split())).plot(kind='hist');\nplt.yscale('log');\nplt.title('Text length in words');\nplt.subplot(1, 2, 2)\ntrain_val['title'].apply(lambda x: len(x.split())).plot(kind='hist');\nplt.yscale('log');\nplt.title('Title length in words');","execution_count":6,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 2 Axes>","image/png":"iVBORw0KGgoAAAANSUhEUgAAAYgAAAEICAYAAABF82P+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzt3XuUHWWZ7/Hvj0BCSAx3HZMQEyZMJEeUSxt06YijQbkY5CJIRgUdCKAHlRHPCOIRcCGXmcFBzqBcHM2MIhhAOIlkDhMGBFRUkiASiZEQAkkgBEQSJEFI8pw/6u2waas7u7t3dVXt/n3W6tVVb92evfvZ/dRbVbtKEYGZmVlX25QdgJmZVZMLhJmZ5XKBMDOzXC4QZmaWywXCzMxyuUCYmVkuF4gBJuk0SbeXtO3rJX2pyXn/StJzRcfUX5JWS3pn2XHUhaQvSvpWD9M/LuknfVz3jyWd3Pfo+k5SSJrY5Lw9vgdVIOndklaWHcegLBCS/tjws1nShobxj/RjvdunRB3bynj7GEu/ClFE/C4idmplTFa8reV2RFwYESenecenfN227Lh7o7+FqPE9sJ7VKjFaJSJGdg5LWg6cHBGl7NVbcyRtGxEby46j6pzb9VPl3B6UPYitkTRE0v+WtEzSM5KulbRTmnaipN9JGpHGj5K0UtLOwN1pFUvSHtuRTWzrTZLukPQHSYsbl0mHhC6TdJuk5yX9VNIbGqYfLulhSc+l+X4u6aOS9gMuA96d4ljdsMndultfl7jeKGljw/jPJZ2bfq+TNDe95rxlfyHp8DT83rSX+t6GmH/e8D6fL+lxSU9J+rak1zRuX9IMSSuAuan9pDT/05L+V5ftvkPS/Sm+1ZIu2tr7P9hIOk/S99JoZ74+l/Lk7Tnzv1HSPEnPSloi6bhebOvvUk7/IeVcY+5G6uV25u8VkpSmDZF0afrsPSrp9M6ejqSvAn8N/GuK+V8bNjk1b309vQcNvagTU149I+mcbpabkNa9TRq/RtKahunflXRGGh4taXZ635ZKmtFl+zdK+p6kdcDHJQ2XNDO9Vw8Bb+2y7S9IWpU+t0s6P0+Fi4hB/QMsB6Z2afsCcA8wGtgemAl8p2H6TcCVwOuAp4CDU/v2QABje9jeacDtaXgU8CTwEWAIWVI8C0xM068H1gD7A9sBNwIz07TXA38EPpCm/QPwMvDRrttp2Ha368uJ843AxobxnwNLgL8ERgA/A87rZtl/BP4pDX8FeAQ4v2HaJWn4U8Bi4A3pvfgRcE3D9gP4FrADMBzYD3geeDswDLgC2Ai8My1zP3BsGn4NcGDZ+VXB3D4P+F4aHp/e420bpn8c+EkaHgGsAD5BdrRhP+AZYHI32/sxWY8F4IPAUmDvtOyXgJ81zBvp770TMA54GjikIXcfAsYCOwO3N8bZuJ1m1pcTZ957cE3KsbcAfwL27mbZx4ED0vASYFnnvGnafmn4buAbZP8T9k3xvKdh+y8DR5LtpA8HLib7n7MLsAewCFiZ5p+U/g6jG2L+y4HIIfcg8p0GnBURT0TEi8D5wIcb9khOAY4A/hu4PiLm9XE7RwGLIuLaiNgUEfcBc4BjGuaZFRELI+Jl4PtkyQYwDbgvIn6Upv0z8Icmttnd+ppxTUQ8EhEvkBWX7pa9CzgoDb8LuKhh/KA0HbLC+E8R8VhErAPOAT7SZc/vyxGxPiI2AMcCN0XEvRHxJ+CLvLoX/DLwV5J2jYjnI+IXvXht9uc+ACyPiO9ExMaIuJ9s5+jYJpY9DbgoIhZHdvjkQmDfLj3WiyPiuYh4HLiTV/LpOODrEbEyIv5A9s+zGd2trxnnR8SGiHgAeICsUOS5CzhI0l+k8RvT+ASynZwHJO0BvAP4QkS8GBG/ItvROaFhPfdGxC0RsTnl9nHAVyPi2YhYAVzeMO8msh2iyZK2i4jlEfFIL15bn7lAdJH+Oe0BzE3dyefI9ky3AXYFiIjfAzcDk4Gv9WNzbwDe1bmdtK1jyHoHnRoPD60HOo8xjybbqyDFtBlY1cQ2u1tfM5pd9ifAWyTtRrb38+/ApDT+ljQdstfwWMNyj5HtTe2SxjdHxBMN07u+5rXA2obpJwJvBn6XDnO9vxevzf7cG4ADu+TnR4C/2Mpynct+vWG5ZwEBYxrmaSq3uwz3ZCBy+y7g3WQ7PneT9WYOSj/3pM/haODZiHi+YbnHePVr7/qaur7mLZ+LiFgKnEHW81ij7NDz6GZeVH+5QHQRWR9uFVl3cKeGn+0j4hkASVOA6cANvLrS9/bWuCuA/+qynZERcUYTyz5J1gUnxbQNr07A0m7Tm/5xLwI+ByxIvZX5aXxR6i0APEH2j6TTOGAD2T8T+PPX8CRZ8QZA0o7Ajg3bXRwRHwZeS/Z3+aGkoa16XW1oazmyArgrJz8/2cS6VwCndll2eET8rIllX5XbNPzNm4y7SHeRnQN5dxr+CVlvobFn/ASwS+f5tGQcr96B6zG30/yvzBzx/Yh4J9nnJYBL+vUqmuQCke9K4OLUVUTSayVNS8M7AN8DziQ7XjtJ0t8BpMMea4E9m9zOLcB+kj4saTtJQyW9TdJfNbHsbLK9u8OUXab4ObLjtZ2eAvaQtF2TsbTaXcDpvPKh+XGXcYDrgM9LGpc+TBcA309FOs8s4GhJB0oalubf3DlR0gnp8NImsr9DUO4/k6p7muz96y5ff0R2yO5jKT+3k/RWSXs3se4rgbMl/Q/IirmkZg5NQfZ3/qykMcouDvlCl+lP9RBzoSLiYbKdmI+SFc91KZ5jSLmdDhH9DLhI2aXvbwZOIvu/0Z1ZZO/Xzsouk/905wRJkyS9J+X8i2n7m7tZT0u5QOT7R7ITY3dIep7sj71/mnYp8FA6LrsB+Bjwz5LGp+lfBm5IXesjetpIOr76frKTgE+S7XlcQHYCuUcR8SRZL+ZyshOHY4EHyU6wAfw/spOUa1TOF27uIjtRfHc34wDfBH5I9v4+QtZz+Fx3K0zHwM8kO+67kuyk4DMNs3yA7Aqy58nOexyXei+WIyLWA18Ffpry9W1dpj8PvA84niw3V5PtuQ5rYt03p3mvT1fqLAIObTK0a4D/An5Ndnh3LtnFCJvS9K8DH0pX/Fyev4pC3QX8PhWCznEBCxvmmU52MvkJssPR50bPlxufT3ZY6VGy1/7dhmnDyM7DPEP2N3gtcHa/X0UT1P3OmtVJ6kWsBqZFxL1lx2PWKpIOBa6MiNxLsq047kHUmKRDU9d9e+BcspNrC0oOy6xf0ncCDlP2vYcxZLl9c9lxDUYuEPX2LrIu6RrgvcBREfFSuSGZ9ZvIDrn8gewQ02KyQ7c2wHyIyczMcrkHYWZmuWp9s77ddtstxo8fX3YY1qYWLFjwTETsXsa2ndtWpGZzu9YFYvz48cyfP7/sMKxNSXps63MVw7ltRWo2t32IyczMcrlAmJlZrloWCEnTJF29du3arc9sViPObauSWhaIiJgTEafsuOOOW5/ZrEac21YltSwQZmZWPBcIMzPL5QJhZma5alkgfCLP2pVz26qkll+Ui4g5wJyOjo4Z3c0z/qxb+7Tu5Rcf3tewzPqtqNx2Xltf1LIHYWZmxXOBMDOzXC4QZmaWywXCzMxyuUCYmVkuFwgzM8tVywLha8WtXTm3rUpqWSB8QzNrV85tq5JaFggzMyueC4SZmeVygTAzs1wuEGZmlssFwszMcrlAmJlZLhcIMzPL5QJhZma5KlUgJI2QNF/SB8qOxayVnNtWR4UWCEnflrRG0qIu7YdIWiJpqaSzGiZ9AZhVZExmreDctsGg6B7ETOCQxgZJQ4ArgEOBycB0SZMlHQw8BKwpOCazVpiJc9vaXKHPpI6IuyWN79I8BVgaEcsAJF0PfBAYCYwg+2BtkDQ3IjZ3XaekU4BTAMaNG1dc8GY9cG7bYFBogejGGGBFw/hK4MCIOB1A0seBZ/I+QAARcTVwNUBHR0cUG6pZrzi3ra2UUSB6FBEztzaPpGnAtIkTJxYfkFmLOLetbsq4imkVsEfD+NjU1jTfEtkqyrltbaWMAnEfsJekCZKGAscDs0uIw6zVnNvWVoq+zPU64F5gkqSVkk6KiI3A6cBtwGJgVkT8ppfr9VO3rFTObRsMir6KaXo37XOBuf1Y7xxgTkdHx4y+rsOsP5zbNhhU6pvUzfJelrUr57ZVSS0LhE/kWbtybluV1LJAmJlZ8WpZINwNt3bl3LYqqWWBcDfc2pVz26qklgXCzMyK5wJhZma5alkgfJzW2pVz26qklgXCx2mtXTm3rUpqWSDMzKx4LhBmZparlgXCx2mtXTm3rUpqWSB8nNbalXPbqqSWBcLMzIrnAmFmZrlcIMzMLFctC4RP5JmZFa+WBcIn8qxdeefHqqSWBcKsXXnnx6rEBcLMzHK5QJiZWS4XCDMzy+UCYWZmuVwgzMwsVy0LhC8FtHbl3LYqqWWB8KWA1q6c21YltSwQZmZWPBcIMzPL5QJhZma5XCDMzCyXC4SZmeVygTAzs1wuEGZmlssFwszMclWmQEjaW9KVkm6U9Mmy4zFrFee21VWhBULStyWtkbSoS/shkpZIWirpLICIWBwRpwHHAe8oMi6z/nJu22BQdA9iJnBIY4OkIcAVwKHAZGC6pMlp2hHArcDcguMy66+ZOLetzRVaICLibuDZLs1TgKURsSwiXgKuBz6Y5p8dEYcCHykyLrP+cm7bYLBtCdscA6xoGF8JHCjp3cDRwDB62MuSdApwCsC4ceOKi9Ks95zb1lbKKBC5IuLHwI+bmO9q4GqAjo6OKDYqs/5zbltdlXEV0ypgj4bxsamtab5nvlWUc9vaShkF4j5gL0kTJA0Fjgdm92YFvme+VZRz29pK0Ze5XgfcC0yStFLSSRGxETgduA1YDMyKiN/0cr3ey7JSObdtMCj0HERETO+mfS79uNwvIuYAczo6Omb0dR1m/eHctsGgMt+kNjOzaqllgXA33NqVc9uqpJYFwifyrF05t61KalkgzMyseE0VCEn7FB1Ib7gbbq3y4IMPlh3Cqzi3rUqa7UF8Q9IvJX1KUul9X3fDrVU+9alPMWXKFL7xjW9QhX/Kzm2rkqYKRET8NdlNxvYAFkj6vqSDC43MbADcc889XHvttaxYsYIDDjiAv/3bv2XevHllh2VWCU1/DyIiHpb0JWA+cDmwnyQBX4yIHxYVYB5J04BpEydOHMjNWpvaa6+9uOCCC+jo6OAzn/kM999/PxEBsNNAx+Lctipp9hzEmyX9C9m3Q98DTIuIvdPwvxQYXy53w61Vfv3rX/P3f//37L333txxxx3MmTOHxYsXc8cdd8Cr76s0IJzbViXN9iD+D/Atst7Chs7GiHgi9SrMaunTn/40J598MhdeeCHDhw/f0j569Gjo5Y32zNpNswXicGBDRGwCkLQNsH1ErI+I7xYWnVnBbr31VoYPH86QIUMA2Lx5My+++CI77LAD/PkDgcwGlWavYrodGN4wvkNqK4UvBbRWmTp1Khs2bOkUs379eqZOnVpaPM5tq5JmC8T2EfHHzpE0vEMxIW2dj9Naq7z44ouMHDlyy/jIkSNZv359afE4t61Kmi0QL0jav3NE0gHAhh7mN6uFESNGsHDhwi3jCxYseNW5CLPBrNlzEGcAN0h6AhDwF8CHC4vKbIBcdtllHHvssYwePZqIYPXq1fzgBz8oOyyzSmiqQETEfZLeCExKTUsi4uXiwjIbGG9961v57W9/y5IlSwCYNGkS2223XclRmVVDbx4Y9FZgfFpmf0lExH8UEpXZALrvvvtYvnw5Gzdu3HK46YQTTig5KrPyNVUgJH0X+EvgV8Cm1BxAKQXC3za1VvnYxz7GI488wr777rvlUldJpRUI57ZVSbM9iA5gcqT7D5TNj2W0Vpk/fz4PPfQQ2V1jyufctipp9iqmRWQnps3aypve9CZWr15ddhhmldRsD2I34CFJvwT+1NkYEUcUEpXZAHnmmWeYPHkyU6ZMYdiwYVvaZ8+eXWJUZtXQbIE4r8ggzMpy3nnnlR2CWWU1e5nrXZLeAOwVEbdL2gEYUmxoZsU76KCDeOyxx3j44YeZOnUq69evZ9OmTVtf0GwQaPZ23zOAG4GrUtMY4JaigjIbKNdccw0f+tCHOPXUUwFYtWoVRx55ZMlRmVVDsyep/yfwDmAdZA8PAl5bVFBmA+WKK67gpz/9KaNGjQKyhwetWbOm5KjMqqHZAvGniHipc0TStmTfgyiF73hprTJs2DCGDh26ZXzjxo2lXvLq3LYqabZA3CXpi8Dw9CzqG4A5xYXVM9/x0lrloIMO4sILL2TDhg3MmzePY489lmnTppUWj3PbqqTZAnEW8DTwIHAqMBfwk+Ss9i6++GJ233139tlnH6666ioOO+wwLrjggrLDMquEZq9i2gxck37M2sY222zDjBkzmDHDX1w266rZezE9Ss45h4jYs+URlWz8Wbf2abnlFx/e4khsIEyYMCH3nMOyZctKiMasWnpzL6ZO2wPHAru0PhyzgTV//vwtwy+++CI33HADzz7rR1GbQZPnICLi9w0/qyLiMsC7zFZ7u+6665afMWPGcMYZZ3DrrX3rRZq1m2YPMe3fMLoNWY+iN8+SMKukxseNbt68mfnz57Nx48YSIzKrjmb/yV/aMLwRWA4c1/JozAbYmWeeuWV42223Zfz48cyaNavEiMyqo9mrmP6m6EDMynDnnXeWHYJZZTV7iOlzPU2PiK+1IhhJR5Kd2xgF/FtE/Fcr1mvWna99rcfUfV0rtuG8trpq9otyHcAnyW7SNwY4DdgfeE366Zakb0taI2lRl/ZDJC2RtFTSWQARcUtEzEjr/3DvXopZ782fP59vfvObrFq1ilWrVnHllVeycOFCnn/+eejh8+G8tsGg2QIxFtg/Is6MiDOBA4BxEXF+RJy/lWVnAoc0NkgaAlwBHApMBqZLmtwwy5fSdLNCrVy5koULF3LppZdy6aWXsmDBAh5//HHOPfdcgCd7WHQmzmtrc80WiNcBLzWMv0ST3e+IuBvoemH5FGBpRCxLNwG8HvigMpcA/xkRC7uuC0DSKZLmS5r/9NNPNxm+Wb6nnnrqVTfrGzp0KE899dRWl2t1XoNz26qn2auY/gP4paSb0/iRwL/3Y7tjgBUN4yuBA4FPA1OBHSVNjIgruy4YEVcDVwN0dHSUdkdZaw8nnHACU6ZM4aijjgLglltu4cQTT+zr6vqc1+Dctupp9iqmr0r6T+CvU9MnIuL+VgcTEZcDl29tPknTgGkTJ05sdQg2yJxzzjkceuih3HPPPQB85zvfYb/99mvpNprNa3BuW7U0e4gJYAdgXUR8HVgpaUI/trsK2KNhfGxqa4pviWyttH79ekaNGsVnP/tZxo4dy6OPPtrXVfUrr8G5bdXS7CNHzwW+AJydmrYDvteP7d4H7CVpgqShwPHA7GYX9kNVrFXOP/98LrnkEi666CIAXn75ZT760Y/2dXX9ymtwblu1NNuDOAo4AngBICKeYCuXt3aSdB1wLzBJ0kpJJ0XERuB04DZgMTArIn7TbNDey7JWufnmm5k9ezYjRowAYPTo0Z2XuPaoiLwG57ZVS7MnqV+KiJAUAJJGNLuBiJjeTftcsgcPmZVm6NChSNpyy+8XXnihqeWc1zYYNNuDmCXpKmAnSTOA2ynx4UHuhlurHHfccZx66qk899xzXHPNNUydOrXUhwc5t61Kmr2K6Z/Ts6jXAZOAL0fEvEIj6zmeOcCcjo4OPwbM+uXzn/888+bNY9SoUSxZsoSvfOUrHHzwwaXF49y2KtlqgUjfDr093bCvtKJg1mqbNm1i6tSp3HnnnaUWBbOq2uohpojYBGyWVJmzZu6GWysMGTKEbbbZhirlkXPbqqTZk9R/BB6UNI90JRNARHymkKi2wt1wa5WRI0eyzz77cPDBB2+5kgng8sub+l5byzm3rUqaLRA/TD9mbeXoo4/m6KOPLjsMs0rqsUBIGhcRj0dEf+671HK+HYH11+OPP864ceP6c9+lQji3rUq21oO4hey5D0i6KSKOKT6krXM33PrryCOP3PI86mOOOYabbrqp5Igygz23x591a5+WW37x4S2OxGDrJ6nVMLxnkYGYDaSIV26WumzZshIjMauurRWI6GbYrNY6vzndddjMXrG1Q0xvkbSOrCcxPA2TxiMiRhUanVlBHnjgAUaNGkVEsGHDBkaNylI5IpDEunXrtrIGs/bXY4GIiCEDFUhv+ESe9demTZvKDiGXc9uqpDfPg6gM3/HS2pVz26qklgXCzMyK5wJhZma5XCDMzCxXLQuEb2hm7cq5bVVSywLhE3nWrpzbViW1LBBmZlY8FwgzM8vlAmFmZrlcIMzMLJcLhJmZ5XKBMDOzXM0+crRSqnhDs7486MQPObGuqpjbNnjVsgfha8WtXTm3rUpqWSDMzKx4LhBmZpbLBcLMzHK5QJiZWS4XCDMzy1XLy1zNrNr6ctm3VY97EGZmlssFwszMclWmQEjaU9K/Sbqx7FjMWsm5bXVVaIGQ9G1JayQt6tJ+iKQlkpZKOgsgIpZFxElFxmPWKs5tGwyK7kHMBA5pbJA0BLgCOBSYDEyXNLngOMxabSbObWtzhRaIiLgbeLZL8xRgadqregm4HvhgkXGYtZpz2waDMs5BjAFWNIyvBMZI2lXSlcB+ks7ubmFJp0iaL2n+008/XXSsZr3h3La2UpnvQUTE74HTmpjvauBqgI6Ojig6LrP+cm5bXZXRg1gF7NEwPja1NU3SNElXr127tqWBmfWTc9vaShkF4j5gL0kTJA0Fjgdm92YFvme+VZRz29pK0Ze5XgfcC0yStFLSSRGxETgduA1YDMyKiN/0cr3ey7JSObdtMCj0HERETO+mfS4wtx/rnQPM6ejomNHXdZj1h3PbBoPKfJO6N7yXZe3KuW1VUssC4eO01q6c21YltSwQZmZWvFoWCHfDrV05t61Kalkg3A23duXctiqpZYEwM7PiuUCYmVmuWhYIH6e1duXctiqpZYHwcVprV85tq5JaFggzMyueC4SZmeWqZYHwcVprV85tq5JaFggfp7V25dy2KqllgTAzs+K5QJiZWS4XCDMzy+UCYWZmuQp9olxRJE0Dpk2cOLHsUPpl/Fm39mm55Rcf3uJIrCraJbetPdSyB+ErPaxdObetSmpZIMzMrHguEGZmlssFwszMcrlAmJlZLhcIMzPL5QJhZma5/D2IQcTfu6i+onK7r3/7unBuF6OWPQhfK27tyrltVVLLAmFmZsVzgTAzs1wuEGZmlssFwszMcrlAmJlZLhcIMzPL5QJhZma5XCDMzCxXZb5JLWkE8A3gJeDHEXFtySGZtYRz2+qq0B6EpG9LWiNpUZf2QyQtkbRU0lmp+WjgxoiYARxRZFxm/eXctsGg6ENMM4FDGhskDQGuAA4FJgPTJU0GxgIr0mybCo7LrL9m4ty2NlfoIaaIuFvS+C7NU4ClEbEMQNL1wAeBlWQfpF/RQ+GSdApwCsC4ceNaH3QNDPSN1+pwI7SBjtG5bQOlzM9fGSepx/DK3hRkH54xwA+BYyR9E5jT3cIRcXVEdEREx+67715spGa949y2tlKZk9QR8QLwiWbm9e2+rU6c21ZXZfQgVgF7NIyPTW1N8y2RraKc29ZWyigQ9wF7SZogaShwPDC7NyuQNE3S1WvXri0kQLM+cm5bWyn6MtfrgHuBSZJWSjopIjYCpwO3AYuBWRHxm96s13tZVjbntg0GRV/FNL2b9rnA3CK3bVYk57YNBrW81Ya74daunNtWJbUsEO6GW7tybluV1LJAmJlZ8RQRZcfQa53XigMfBh7uZrbdgGcGLKi+q0OcdYgRWh/nGyJiQL+x5twuTV1ibVWcTeV2LQtEMyTNj4iOsuPYmjrEWYcYoT5x9lddXmdd4oT6xDrQcfoQk5mZ5XKBMDOzXO1cIK4uO4Am1SHOOsQI9Ymzv+ryOusSJ9Qn1gGNs23PQZiZWf+0cw/CzMz6wQXCzMxytV2B6OaZwEVv88+eTyxpF0nzJD2cfu+c2iXp8hTfryXt37DMiWn+hyWd2NB+gKQH0zKXS1IfYtxD0p2SHpL0G0mfrWic20v6paQHUpznp/YJkn6R1v2DdLdUJA1L40vT9PEN6zo7tS+R9P6G9gHPkVaoUtytzKcBjHmIpPsl/SiN9zqnBijOnSTdKOm3khZLentp72tEtM0PMAR4BNgTGAo8AEwegO2+C9gfWNTQ9o/AWWn4LOCSNHwY8J+AgLcBv0jtuwDL0u+d0/DOadov07xKyx7ahxhfD+yfhl8D/I7suclVi1PAyDS8HfCLtM5ZwPGp/Urgk2n4U8CVafh44AdpeHL6+w8DJqS8GFJWjtQ1t4vOpwGO+XPA94EfpfFe5dQAxvnvwMlpeCiwU1nvaynJVeAb+3bgtobxs4GzB2jb43l1gVgCvD4Nvx5YkoavAqZ3nQ+YDlzV0H5Vans98NuG9lfN1494/y9wcJXjBHYAFgIHkn17dNuuf2eyW2u/PQ1vm+ZT179953xl5khdc7vIfBrA+MYC/w28B/hRypFe5dQAxbkj8GjX7ZX1vrbbIabunglchtdFxJNpeDXwujTcXYw9ta/Mae+z1GXej2zvvHJxpkMBvwLWAPPI9pyfi+x5C13XvSWeNH0tsGsf4q+6ysbdz3waKJcB/wBsTuO70vucGggTgKeB76TDYd+SNIKS3td2KxCVFFlpr8T1xJJGAjcBZ0TEusZpVYkzIjZFxL5ke31TgDeWHJJ1ow75JOkDwJqIWFB2LE3Yluxw9TcjYj/gBbJDSlsM5PvabgWi388EbqGnJL0eIP1ek9q7i7Gn9rE57b0maTuyD/O1EfHDqsbZKSKeA+4k6/7vJKnzAVeN694ST5q+I/D7PsRfdZWLu0X5NBDeARwhaTlwPdlhpq/T+5waCCuBlRHxizR+I1nBKOV9bbcC0e9nArfQbKDzCp8TyY7RdrafkK4+eBuwNnUdbwPeJ2nndIXC+8iOiT4JrJP0tnRV0AkN62paWvbfgMUR8bUKx7m7pJ3S8HCy49qLyQrFh7qJszP+DwF3pD2s2cDx6YqUCcBeZCfRq5QjvVGpuFuYT4Xf3Z5NAAAA9ElEQVSLiLMjYmxEjCd73+6IiI/Q+5waiFhXAyskTUpN7wUeoqz3daBOEg3UD9lZ/d+RHbc+Z4C2eR3wJPAy2R7ASWTHLP+b7JbNtwO7pHkFXJHiexDoaFjP3wFL088nGto7gEVpmX+lDyfMgHeSdUt/Dfwq/RxWwTjfDNyf4lwEfDm170n2D34pcAMwLLVvn8aXpul7NqzrnBTLEhquqCojR+qa2wORTwMc97t55SqmXufUAMW4LzA/vbe3kF0tWMr76lttmJlZrnY7xGRmZi3iAmFmZrlcIMzMLJcLhJmZ5XKBMDOzXC4QZmaWywXCzMxy/X/ZKqxs7w1A1gAAAABJRU5ErkJggg==\n"},"metadata":{}}]},{"metadata":{"_kg_hide-input":true,"trusted":true},"cell_type":"code","source":"plt.subplots(1, 2)\nplt.subplot(1, 2, 1)\ntest['text'].apply(lambda x: len(x.split())).plot(kind='hist');\nplt.yscale('log');\nplt.title('Text length in words');\nplt.subplot(1, 2, 2)\ntest['title'].apply(lambda x: len(x.split())).plot(kind='hist');\nplt.yscale('log');\nplt.title('Title length in words');","execution_count":7,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 2 Axes>","image/png":"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\n"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"As an entertainment, we can build a wordcloud for news titles. However, no useful insights from such a picture."},{"metadata":{"_kg_hide-input":true,"trusted":true},"cell_type":"code","source":"from wordcloud import WordCloud, STOPWORDS\n\n# Thanks : https://www.kaggle.com/aashita/word-clouds-of-various-shapes ##\ndef plot_wordcloud(text, mask=None, max_words=200, max_font_size=100, figure_size=(24.0,16.0), \n                   title = None, title_size=40, image_color=False):\n    stopwords = set(STOPWORDS)\n    more_stopwords = {'one', 'br', 'Po', 'th', 'sayi', 'fo', 'Unknown'}\n    stopwords = stopwords.union(more_stopwords)\n\n    wordcloud = WordCloud(background_color='black',\n                    stopwords = stopwords,\n                    max_words = max_words,\n                    max_font_size = max_font_size, \n                    random_state = 42,\n                    width=800, \n                    height=400,\n                    mask = mask)\n    wordcloud.generate(str(text))\n    \n    plt.figure(figsize=figure_size)\n    if image_color:\n        image_colors = ImageColorGenerator(mask);\n        plt.imshow(wordcloud.recolor(color_func=image_colors), interpolation=\"bilinear\");\n        plt.title(title, fontdict={'size': title_size,  \n                                  'verticalalignment': 'bottom'})\n    else:\n        plt.imshow(wordcloud);\n        plt.title(title, fontdict={'size': title_size, 'color': 'black', \n                                  'verticalalignment': 'bottom'})\n    plt.axis('off');\n    plt.tight_layout()  \n    \nplot_wordcloud(train_val[\"title\"], title=\"Word Cloud of Titles\")","execution_count":8,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1728x1152 with 1 Axes>","image/png":"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\n"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"We'll be using 2 Tf-Idf vectorizers - for titles and texts separetely."},{"metadata":{"trusted":true},"cell_type":"code","source":"title_transformer = TfidfVectorizer(stop_words='english', ngram_range=(1, 3), lowercase=True, max_features=50000)\ntext_transformer = TfidfVectorizer(stop_words='english', ngram_range=(1, 2), lowercase=True, max_features=150000)","execution_count":9,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"%%time\nX_train_text = text_transformer.fit_transform(train_val['text'])\nX_test_text = text_transformer.transform(test['text'])","execution_count":13,"outputs":[{"output_type":"stream","text":"CPU times: user 1min 4s, sys: 3.91 s, total: 1min 8s\nWall time: 1min 8s\n","name":"stdout"}]},{"metadata":{"trusted":true},"cell_type":"code","source":"%%time\nX_train_title = title_transformer.fit_transform(train_val['title'])\nX_test_title = title_transformer.transform(test['title'])","execution_count":14,"outputs":[{"output_type":"stream","text":"CPU times: user 2.33 s, sys: 24 ms, total: 2.35 s\nWall time: 2.35 s\n","name":"stdout"}]},{"metadata":{},"cell_type":"markdown","source":"After concatenation, we get 200k sparse features to represent news titles and texts."},{"metadata":{"trusted":true},"cell_type":"code","source":"X_train = hstack([X_train_text, X_train_title])\nX_test = hstack([X_test_text, X_test_title])","execution_count":15,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"X_train.shape, X_test.shape","execution_count":16,"outputs":[{"output_type":"execute_result","execution_count":16,"data":{"text/plain":"((28423, 200000), (5647, 200000))"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"As for model, let's simply pick logistic regression.****"},{"metadata":{"trusted":true},"cell_type":"code","source":"logit = LogisticRegression(C=5e1, solver='lbfgs', multi_class='multinomial',\n                          random_state=17, n_jobs=4)","execution_count":17,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"**Cross-validation**"},{"metadata":{"trusted":true},"cell_type":"code","source":"skf = StratifiedKFold(n_splits=5, shuffle=True, random_state=17)","execution_count":18,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"%%time\ncv_results = cross_val_score(logit, X_train, train_val['label'], cv=skf, scoring='f1_micro')","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"cv_results, cv_results.mean()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"It's nice to see that cross-validation is more or less stable across folds. Let's train the model on train + val."},{"metadata":{"trusted":true},"cell_type":"code","source":"%%time\nlogit.fit(X_train, train_val['label'])","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"**Trying to interpret model weights with ELI5 - look reasonable.**"},{"metadata":{"trusted":true},"cell_type":"code","source":"eli5.show_weights(estimator=logit, \n                  feature_names= list(text_transformer.get_feature_names()) + \n                                 list(title_transformer.get_feature_names()),\n                 top=(50, 5))","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"**Preparing submission.**"},{"metadata":{"trusted":true},"cell_type":"code","source":"test_preds = logit.predict(X_test)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"pd.DataFrame(test_preds, columns=['label']).head()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"pd.DataFrame(test_preds, columns=['label']).to_csv('logit_tf_idf_starter_submission.csv',\n                                                  index_label='id')","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"**What you can try next**\n\n - tune hyperparams, those of `TfIdfVectorizers` as well\n - add Word2Vec/GloVE/Fasttext embeddings, at least for titles\n - switch to ULMFiT and other heavy stuff\n "}],"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.7.1"}},"nbformat":4,"nbformat_minor":1}