AI Blitz 5 โก
Getting started with TIMSER (baseline notebook)
Baseline containing code for submitting submissions for Time Series Prediction (AI Blitz 5)
Checkout the baseline notebook for getting started and making your first submission! ๐
Getting Started Code for TIMSER Challenge on AIcrowd¶
Author : Shubhamai¶
Downloading Data 📚¶
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!pip install git+https://gitlab.aicrowd.com/yoogottamk/aicrowd-cli.git
API_KEY = "b42ff570ebfc36a1973801a5b2a3daf7"
!aicrowd login --api-key $API_KEY
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!aicrowd dataset download -c timser >/dev/null
Importing Libraries¶
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import pandas as pd
from fbprophet import Prophet
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train_df = pd.read_csv('train.csv')
# val_df= pd.read_csv("val.csv")
# sample_submission = pd.read_csv("submission.csv")
train_df.head()
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df = pd.concat([train_df, val_df])
df.columns = ['ds', 'y']
print(df.tail())
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m = Prophet()
m.fit(df)
Making Predictions¶
Now we are going to make future predictions
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future = m.make_future_dataframe(periods=2763)
forecast = m.predict(future)
print(forecast[['ds', 'yhat', 'yhat_lower', 'yhat_upper']].tail())
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fig = m.plot(forecast)
fig.savefig('prophetplot.svg')
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sample_submission['value'] = forecast['yhat']
sample_submission.to_csv("submission.csv", index=False)
To download the generated csv in colab run the below command¶
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try:
from google.colab import files
files.download('submission.csv')
except:
print("Option Only avilable in Google Colab")
Well Done! 👍 We are all set to make a submission and see your name on leaderborad. Let navigate to challenge page and make one.¶
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