{"cells":[{"cell_type":"code","execution_count":null,"metadata":{"_cell_guid":"21789935-1121-8050-2d43-e1d675424aef"},"outputs":[],"source":"# This Python 3 environment comes with many helpful analytics libraries installed\n# It is defined by the kaggle/python docker image: https://github.com/kaggle/docker-python\n# For example, here's several helpful packages to load in \n\nimport numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n\n# Input data files are available in the \"../input/\" directory.\n# For example, running this (by clicking run or pressing Shift+Enter) will list the files in the input directory\n\nfrom subprocess import check_output\nprint(check_output([\"ls\", \"../input\"]).decode(\"utf8\"))\n\n# Any results you write to the current directory are saved as output."},{"cell_type":"code","execution_count":null,"metadata":{"_cell_guid":"805040b4-858d-ac77-4d90-dd14169f2d83"},"outputs":[],"source":"print(check_output([\"ls\", \"../input/additional/Type_1\"]).decode(\"utf8\"))"},{"cell_type":"code","execution_count":null,"metadata":{"_cell_guid":"9b6c0e6a-a198-d37a-c93c-ef56a0ad5a36"},"outputs":[],"source":"import scipy.ndimage.interpolation as scii\nimport numpy as np\nfrom sklearn.datasets import fetch_mldata\nfrom sklearn.metrics import accuracy_score\nimport matplotlib.pyplot as plt\nfrom sklearn.model_selection import train_test_split\n%matplotlib inline"},{"cell_type":"code","execution_count":null,"metadata":{"_cell_guid":"e02fdd48-1db5-0a36-83c4-683778759da4"},"outputs":[],"source":"import matplotlib.image as mpimg"},{"cell_type":"code","execution_count":null,"metadata":{"_cell_guid":"53a74ee1-9d87-52d1-e3b1-49a604f0b4e4"},"outputs":[],"source":"img=mpimg.imread('../input/additional/Type_2/1404.jpg')\nplt.imshow(img)"},{"cell_type":"code","execution_count":null,"metadata":{"_cell_guid":"5933dcbe-8236-8b8b-1e6c-a6b3d6280673"},"outputs":[],"source":"print(check_output([\"ls\", \"../input/train/Type_1\"]).decode(\"utf8\"))"},{"cell_type":"code","execution_count":null,"metadata":{"_cell_guid":"a4fef67d-00ec-3704-9129-08e4abbdba8e"},"outputs":[],"source":"img"},{"cell_type":"code","execution_count":null,"metadata":{"_cell_guid":"246eb51d-0de5-98fc-da83-bfbfe16ccfc1"},"outputs":[],"source":""}],"metadata":{"_change_revision":0,"_is_fork":false,"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":"3.6.0"}},"nbformat":4,"nbformat_minor":0}