{"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":"# Objective\n\nThe object of this notebook is to comapre the ```supplemental_train.csv``` and ```train.csv``` and see the insights of the two sets .","metadata":{}},{"cell_type":"markdown","source":"# PIP","metadata":{}},{"cell_type":"code","source":"!pip install klib","metadata":{"execution":{"iopub.status.busy":"2021-11-10T10:12:19.447389Z","iopub.execute_input":"2021-11-10T10:12:19.447924Z","iopub.status.idle":"2021-11-10T10:12:30.391150Z","shell.execute_reply.started":"2021-11-10T10:12:19.447811Z","shell.execute_reply":"2021-11-10T10:12:30.390199Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Import","metadata":{}},{"cell_type":"code","source":"import numpy as np\nimport matplotlib.pyplot as plt\nimport seaborn as sns\nimport pandas as pd\nfrom klib import *\nfrom sklearn.decomposition import PCA\n%matplotlib inline","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2021-11-10T10:12:30.393271Z","iopub.execute_input":"2021-11-10T10:12:30.393590Z","iopub.status.idle":"2021-11-10T10:12:31.801638Z","shell.execute_reply.started":"2021-11-10T10:12:30.393548Z","shell.execute_reply":"2021-11-10T10:12:31.800989Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Load Data","metadata":{}},{"cell_type":"code","source":"train=pd.read_csv('../input/g-research-crypto-forecasting/train.csv')\ntrain_sup=pd.read_csv('../input/g-research-crypto-forecasting/supplemental_train.csv')\n\ndisplay(train.head(3))\ndisplay(train_sup.head(3))","metadata":{"execution":{"iopub.status.busy":"2021-11-10T10:12:31.803022Z","iopub.execute_input":"2021-11-10T10:12:31.803479Z","iopub.status.idle":"2021-11-10T10:13:38.178103Z","shell.execute_reply.started":"2021-11-10T10:12:31.803447Z","shell.execute_reply":"2021-11-10T10:13:38.177326Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train,train_sup=train.fillna(0),train_sup.fillna(0)","metadata":{"execution":{"iopub.status.busy":"2021-11-10T10:13:56.196112Z","iopub.execute_input":"2021-11-10T10:13:56.196390Z","iopub.status.idle":"2021-11-10T10:13:57.723437Z","shell.execute_reply.started":"2021-11-10T10:13:56.196361Z","shell.execute_reply":"2021-11-10T10:13:57.722647Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"print(train.shape)\nprint(train_sup.shape)","metadata":{"execution":{"iopub.status.busy":"2021-11-10T10:13:57.724956Z","iopub.execute_input":"2021-11-10T10:13:57.725201Z","iopub.status.idle":"2021-11-10T10:13:57.729986Z","shell.execute_reply.started":"2021-11-10T10:13:57.725171Z","shell.execute_reply":"2021-11-10T10:13:57.729209Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# PCA","metadata":{}},{"cell_type":"code","source":"def get_Xy(df):\n    targets=np.array(df['Target'])\n    df=df.drop(columns=['Target'])\n    return np.array(df),targets","metadata":{"execution":{"iopub.status.busy":"2021-11-10T10:13:58.129942Z","iopub.execute_input":"2021-11-10T10:13:58.130502Z","iopub.status.idle":"2021-11-10T10:13:58.135312Z","shell.execute_reply.started":"2021-11-10T10:13:58.130461Z","shell.execute_reply":"2021-11-10T10:13:58.134577Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"X,y=get_Xy(train)\nX2,y2=get_Xy(train_sup)\n","metadata":{"execution":{"iopub.status.busy":"2021-11-10T10:18:14.250797Z","iopub.execute_input":"2021-11-10T10:18:14.251077Z","iopub.status.idle":"2021-11-10T10:18:16.637180Z","shell.execute_reply.started":"2021-11-10T10:18:14.251048Z","shell.execute_reply":"2021-11-10T10:18:16.636242Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"\npca= PCA(n_components=1)\nplt.scatter(pca.fit_transform(X2),y2,color='blue',label='sup')\n","metadata":{"execution":{"iopub.status.busy":"2021-11-10T10:18:16.638827Z","iopub.execute_input":"2021-11-10T10:18:16.639057Z","iopub.status.idle":"2021-11-10T10:18:27.300587Z","shell.execute_reply.started":"2021-11-10T10:18:16.639031Z","shell.execute_reply":"2021-11-10T10:18:27.299955Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"pca= PCA(n_components=1)\nplt.scatter(pca.fit_transform(X[:100000]),y[:100000],color='red',label='train')\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2021-11-10T10:18:27.301738Z","iopub.execute_input":"2021-11-10T10:18:27.302359Z","iopub.status.idle":"2021-11-10T10:18:27.806536Z","shell.execute_reply.started":"2021-11-10T10:18:27.302326Z","shell.execute_reply":"2021-11-10T10:18:27.805523Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Observations\n\nHere we see that the relation between the input feature X and the output y ofcourse on a PCA plot because you know we live in 3D , are a bit different also a small **[Thing]** because how huge ```train.csv``` is we have picked the first 10k samples for your ez of work","metadata":{}},{"cell_type":"markdown","source":"# Distribution","metadata":{}},{"cell_type":"code","source":"\ndist_plot(train[:100000])","metadata":{"execution":{"iopub.status.busy":"2021-11-10T09:51:51.478666Z","iopub.execute_input":"2021-11-10T09:51:51.478889Z","iopub.status.idle":"2021-11-10T09:51:58.514666Z","shell.execute_reply.started":"2021-11-10T09:51:51.478861Z","shell.execute_reply":"2021-11-10T09:51:58.513754Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"dist_plot(train_sup)","metadata":{"execution":{"iopub.status.busy":"2021-11-10T09:51:58.515998Z","iopub.execute_input":"2021-11-10T09:51:58.516274Z","iopub.status.idle":"2021-11-10T09:52:08.426619Z","shell.execute_reply.started":"2021-11-10T09:51:58.516243Z","shell.execute_reply":"2021-11-10T09:52:08.425636Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Observation 2 \n\nWe see that the target value always follows a normal distribution in all cases and the other features differ a little bit ","metadata":{}},{"cell_type":"markdown","source":"# Correlation\n\n**[Note]** The values are rounded of so dont think it is exactly 1.0 but is near","metadata":{}},{"cell_type":"code","source":"corr_plot(train[:10000])","metadata":{"execution":{"iopub.status.busy":"2021-11-10T09:52:08.428081Z","iopub.execute_input":"2021-11-10T09:52:08.428418Z","iopub.status.idle":"2021-11-10T09:52:09.033713Z","shell.execute_reply.started":"2021-11-10T09:52:08.428374Z","shell.execute_reply":"2021-11-10T09:52:09.032853Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"corr_plot(train_sup)","metadata":{"execution":{"iopub.status.busy":"2021-11-10T09:52:09.035037Z","iopub.execute_input":"2021-11-10T09:52:09.035760Z","iopub.status.idle":"2021-11-10T09:52:10.300983Z","shell.execute_reply.started":"2021-11-10T09:52:09.035723Z","shell.execute_reply":"2021-11-10T09:52:10.300298Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Observation 3\n\nWe see that the features are less correlated with the target value in ```supplemental_train.csv``` also the features are less correlated with each other","metadata":{}},{"cell_type":"markdown","source":"# Outlier\n\n**[important]** as most kernels are using MSE it is important for spoting outliers","metadata":{}},{"cell_type":"code","source":"sns.boxplot(train['Target'][:10000])","metadata":{"execution":{"iopub.status.busy":"2021-11-10T09:59:58.000395Z","iopub.execute_input":"2021-11-10T09:59:58.000702Z","iopub.status.idle":"2021-11-10T09:59:58.194717Z","shell.execute_reply.started":"2021-11-10T09:59:58.000669Z","shell.execute_reply":"2021-11-10T09:59:58.194153Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"sns.boxplot(train_sup['Target'][:10000])","metadata":{"execution":{"iopub.status.busy":"2021-11-10T10:00:54.994439Z","iopub.execute_input":"2021-11-10T10:00:54.994746Z","iopub.status.idle":"2021-11-10T10:00:55.172442Z","shell.execute_reply.started":"2021-11-10T10:00:54.994717Z","shell.execute_reply":"2021-11-10T10:00:55.171834Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Asset ","metadata":{}},{"cell_type":"code","source":"plt.hist(train['Asset_ID'])","metadata":{"execution":{"iopub.status.busy":"2021-11-10T10:08:55.947475Z","iopub.execute_input":"2021-11-10T10:08:55.947754Z","iopub.status.idle":"2021-11-10T10:08:56.588033Z","shell.execute_reply.started":"2021-11-10T10:08:55.947726Z","shell.execute_reply":"2021-11-10T10:08:56.587227Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"plt.hist(train_sup['Asset_ID'])","metadata":{"execution":{"iopub.status.busy":"2021-11-10T10:09:09.186637Z","iopub.execute_input":"2021-11-10T10:09:09.186944Z","iopub.status.idle":"2021-11-10T10:09:09.449368Z","shell.execute_reply.started":"2021-11-10T10:09:09.186910Z","shell.execute_reply":"2021-11-10T10:09:09.448624Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Thank you\n![image.png](attachment:e38b2b0d-4e17-46a4-858d-550493be776a.png)","metadata":{},"attachments":{"e38b2b0d-4e17-46a4-858d-550493be776a.png":{"image/png":"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"}}},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]}]}