{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.11.13","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"none","dataSources":[{"sourceId":3004,"databundleVersionId":861823,"sourceType":"competition"}],"dockerImageVersionId":31089,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":false}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","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\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 read-only \"../input/\" directory\n# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n\nimport os\nfor dirname, _, filenames in os.walk('/kaggle/input'):\n    for filename in filenames:\n        print(os.path.join(dirname, filename))\n\n# You can write up to 20GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true,"execution":{"iopub.status.busy":"2025-08-02T11:57:31.852520Z","iopub.execute_input":"2025-08-02T11:57:31.852807Z","iopub.status.idle":"2025-08-02T11:57:31.862470Z","shell.execute_reply.started":"2025-08-02T11:57:31.852785Z","shell.execute_reply":"2025-08-02T11:57:31.861573Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"train = pd.read_csv('/kaggle/input/digit-recognizer/train.csv')","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-08-02T11:57:31.907124Z","iopub.execute_input":"2025-08-02T11:57:31.907751Z","iopub.status.idle":"2025-08-02T11:57:34.457504Z","shell.execute_reply.started":"2025-08-02T11:57:31.907722Z","shell.execute_reply":"2025-08-02T11:57:34.456478Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"train.shape","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-08-02T11:57:34.459438Z","iopub.execute_input":"2025-08-02T11:57:34.459718Z","iopub.status.idle":"2025-08-02T11:57:34.467778Z","shell.execute_reply.started":"2025-08-02T11:57:34.459694Z","shell.execute_reply":"2025-08-02T11:57:34.466797Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"train.head()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-08-02T11:57:34.468755Z","iopub.execute_input":"2025-08-02T11:57:34.469151Z","iopub.status.idle":"2025-08-02T11:57:34.513232Z","shell.execute_reply.started":"2025-08-02T11:57:34.469123Z","shell.execute_reply":"2025-08-02T11:57:34.512215Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"import matplotlib.pyplot as plt\nimport seaborn as sns\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-08-02T11:57:34.514801Z","iopub.execute_input":"2025-08-02T11:57:34.515206Z","iopub.status.idle":"2025-08-02T11:57:35.068799Z","shell.execute_reply.started":"2025-08-02T11:57:34.515151Z","shell.execute_reply":"2025-08-02T11:57:35.067816Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"plt.imshow(train.iloc[3,1:].values.reshape(28,28))","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-08-02T11:57:35.071301Z","iopub.execute_input":"2025-08-02T11:57:35.071776Z","iopub.status.idle":"2025-08-02T11:57:35.364221Z","shell.execute_reply.started":"2025-08-02T11:57:35.071753Z","shell.execute_reply":"2025-08-02T11:57:35.363351Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"df = train","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-08-02T11:57:35.364926Z","iopub.execute_input":"2025-08-02T11:57:35.365170Z","iopub.status.idle":"2025-08-02T11:57:35.369682Z","shell.execute_reply.started":"2025-08-02T11:57:35.365149Z","shell.execute_reply":"2025-08-02T11:57:35.368651Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"X = df.iloc[:,1:]\ny = df.iloc[:,0]\nfrom sklearn.model_selection import train_test_split\nX_train,X_test,y_train,y_test = train_test_split(X,y,test_size=0.2,random_state=42)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-08-02T11:57:35.370542Z","iopub.execute_input":"2025-08-02T11:57:35.370852Z","iopub.status.idle":"2025-08-02T11:57:35.653837Z","shell.execute_reply.started":"2025-08-02T11:57:35.370819Z","shell.execute_reply":"2025-08-02T11:57:35.652961Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"from sklearn.neighbors import KNeighborsClassifier\nknn = KNeighborsClassifier()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-08-02T11:57:35.654636Z","iopub.execute_input":"2025-08-02T11:57:35.654882Z","iopub.status.idle":"2025-08-02T11:57:35.719920Z","shell.execute_reply.started":"2025-08-02T11:57:35.654862Z","shell.execute_reply":"2025-08-02T11:57:35.718897Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"knn.fit(X_train,y_train)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-08-02T11:57:35.721053Z","iopub.execute_input":"2025-08-02T11:57:35.721370Z","iopub.status.idle":"2025-08-02T11:57:35.883232Z","shell.execute_reply.started":"2025-08-02T11:57:35.721344Z","shell.execute_reply":"2025-08-02T11:57:35.882141Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"import time\nfrom sklearn.metrics import accuracy_score\nstart = time.time()\nprint(accuracy_score(y_test,knn.predict(X_test)))\nprint(time.time()-start)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-08-02T11:57:35.884239Z","iopub.execute_input":"2025-08-02T11:57:35.885146Z","iopub.status.idle":"2025-08-02T11:57:49.374966Z","shell.execute_reply.started":"2025-08-02T11:57:35.885109Z","shell.execute_reply":"2025-08-02T11:57:49.374099Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"from sklearn.preprocessing import StandardScaler\nscaler = StandardScaler()\nX_train = scaler.fit_transform(X_train)\nX_test = scaler.fit_transform(X_test)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-08-02T11:57:49.375820Z","iopub.execute_input":"2025-08-02T11:57:49.376098Z","iopub.status.idle":"2025-08-02T11:57:50.092825Z","shell.execute_reply.started":"2025-08-02T11:57:49.376076Z","shell.execute_reply":"2025-08-02T11:57:50.091902Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"# pca\nfrom sklearn.decomposition import PCA\npca = PCA(n_components=200) # in NONE same no of column will get","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-08-02T11:57:50.093833Z","iopub.execute_input":"2025-08-02T11:57:50.094123Z","iopub.status.idle":"2025-08-02T11:57:50.099410Z","shell.execute_reply.started":"2025-08-02T11:57:50.094092Z","shell.execute_reply":"2025-08-02T11:57:50.098277Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"X.shape","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-08-02T11:57:50.100457Z","iopub.execute_input":"2025-08-02T11:57:50.100700Z","iopub.status.idle":"2025-08-02T11:57:50.122269Z","shell.execute_reply.started":"2025-08-02T11:57:50.100680Z","shell.execute_reply":"2025-08-02T11:57:50.121250Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"X = df.iloc[:,1:]\ny = df.iloc[:,0]\nfrom sklearn.model_selection import train_test_split\nX_train,X_test,y_train,y_test = train_test_split(X,y,test_size=0.2,random_state=42)\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-08-02T11:57:50.125022Z","iopub.execute_input":"2025-08-02T11:57:50.125337Z","iopub.status.idle":"2025-08-02T11:57:50.373787Z","shell.execute_reply.started":"2025-08-02T11:57:50.125313Z","shell.execute_reply":"2025-08-02T11:57:50.372755Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"X_train_trf = pca.fit_transform(X_train)\nX_test_trf = pca.fit_transform(X_test)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-08-02T11:57:50.374804Z","iopub.execute_input":"2025-08-02T11:57:50.375077Z","iopub.status.idle":"2025-08-02T11:57:56.826580Z","shell.execute_reply.started":"2025-08-02T11:57:50.375056Z","shell.execute_reply":"2025-08-02T11:57:56.823577Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"X_train_trf.shape","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-08-02T11:57:56.827330Z","iopub.execute_input":"2025-08-02T11:57:56.830385Z","iopub.status.idle":"2025-08-02T11:57:56.836646Z","shell.execute_reply.started":"2025-08-02T11:57:56.830355Z","shell.execute_reply":"2025-08-02T11:57:56.834462Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"# X_train_trf = scaler.fit_transform(X_train_trf)\n# X_test_trf = scaler.fit_transform(X_test_trf)\nknn = KNeighborsClassifier()\nknn.fit(X_train_trf,y_train)\nstart = time.time()\nprint(accuracy_score(y_test,knn.predict(X_test_trf)))\nprint(time.time()-start)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-08-02T11:57:56.837891Z","iopub.execute_input":"2025-08-02T11:57:56.839425Z","iopub.status.idle":"2025-08-02T11:57:59.544842Z","shell.execute_reply.started":"2025-08-02T11:57:56.839390Z","shell.execute_reply":"2025-08-02T11:57:59.543822Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"l = []\nfor i in range(1,785):\n    pca = PCA(n_components=i)\n    X_train_trf = pca.fit_transform(X_train)\n    X_test_trf = pca.fit_transform(X_test)\n    \n    knn = KNeighborsClassifier()\n    knn.fit(X_train_trf,y_train)\n    \n    \n    l.append(accuracy_score(y_test,knn.predict(X_test_trf)))\n    ","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-08-02T11:57:59.545884Z","iopub.execute_input":"2025-08-02T11:57:59.546291Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"pca = PCA(n_components = 2)\nX_train_trf = pca.fit_transform(X_train)\nX_test_trf = pca.fit_transform(X_test)\n","metadata":{"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"code","source":"import plotly.express as px\ny_train_trf = y_train.astype(str)\nfig = px.scatter(x=X_train_trf[:,0],\n                y = X_train_trf[:,1],\n                color = y_train_trf\n                )\nfig.show()","metadata":{"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"code","source":"pca.explained_variance_\n#eigen value","metadata":{"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"code","source":"\npca.components_","metadata":{"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"# finding optimum no of PC\n![image.png](attachment:694c9b7a-664b-42d8-8fd7-4cc188b9fc55.png)","metadata":{},"attachments":{"694c9b7a-664b-42d8-8fd7-4cc188b9fc55.png":{"image/png":"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"}}},{"cell_type":"code","source":"pca.explained_variance_ratio_ # give that lamda","metadata":{"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"code","source":"plt.plot(np.cumsum(pca.explained_variance_ratio_))","metadata":{"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"code","source":"","metadata":{"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"# when pca does not work\n![image.png](attachment:ea5f0b06-9da2-4828-adc1-e68ec47c9bf2.png)","metadata":{},"attachments":{"ea5f0b06-9da2-4828-adc1-e68ec47c9bf2.png":{"image/png":"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"}}},{"cell_type":"code","source":"","metadata":{"trusted":true},"outputs":[],"execution_count":null}]}