Kaggle competition: COVID19 Global Forecasting (Week 4)
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'60ed71aa50c3da27e7dd']<define_variables>
MAX_TRAIN_IDX = train_len
qids_10 =['60ef89944838f13be61f',
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'6bc2b169b19200f5d2d1',
'6bc50cc5eb8aacfb3a49',
'6bc5e9924b0210feb61b']<define_variables>
df1 = df.copy()
df1['ConfirmedCases'] = np.log1p(df1['ConfirmedCases'])
 df1['Fatalities'] = np.log1p(df1['Fatalities'] )
qids_11 =['6bc76a7edf7687a60846',
'6bc90c011933e6722f17',
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'76a4353aed8eedf8096f']<define_variables>
path = '/kaggle/working/'
procs=[FillMissing, Categorify, Normalize]
splits = list(range(MAX_TRAIN_IDX)) ,(list(range(MAX_TRAIN_IDX, len(df))))
%time to = TabularPandas(df1, procs, cat_vars.copy() , cont_vars.copy() , dep_var, y_block=TransformBlock() , splits=splits )
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'81534f6dfcc71e389035']<define_variables>
dls = to.dataloaders(bs=512, path=path)
 dls.show_batch()
qids_13=['81539b292a30cd8ff2fa',
'8154f6b2710661a16be3',
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'8c4808238f42a564e0b7']<define_variables>
dls.c = 2
model = TabNetModel(emb_szs, len(to.cont_names), dls.c, n_d=64, n_a=32, n_steps=3)
 learn = Learner(dls, model, MSELossFlat() , opt_func=ranger, lr=3e-2, metrics=[rmse] )
qids_14=['8c4e54a01db37cd06270',
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'96f6281c3f576c377cc1']<define_variables>
learn.lr_find()
qids_15=['96f7ea16cb86d581ca52',
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'a1b255f906cef6490bde']<define_variables>
learn.fit_one_cycle(10, lr_max=0.33 )
qids_16=['a1b3148fdb28bf56d02f',
'a1be2a23cca9a8dff98f',
'a1beae6bfad7e9337e1c',
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'a22ce6566e2a6cd72e42',
'a22df9119c3f499c3ee0',
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'ac95a93ab75534a44a8d']<define_variables>
learn.fit_one_cycle(50, lr_max=0.091 )