Baselight

S&P500 Market Stock Prediction With NYT Headlines

NLP with daily New York Times headlines

@kaggle.jonathanpoli_sp500_market_stock_prediction_with_nyt_headlines

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About this Dataset

S&P500 Market Stock Prediction With NYT Headlines

This dataset contains every headlines from the "World" section of the NYT for each day, concatenated in one column, ordered by popularity. The label represents if the S&P500 market is going to increase (1) or decrease (0) on the following day.

The aim is then to predict the market evolution based on the last news.
The metrics used for evaluating the model are the accuracy and the f1-score.

Extra-Data can be used.

Good luck and enjoy !

Tables

Dataset Nytimes

@kaggle.jonathanpoli_sp500_market_stock_prediction_with_nyt_headlines.dataset_nytimes
  • 1.27 MB
  • 3,522 rows
  • 3 columns
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CREATE TABLE dataset_nytimes (
  "date" TIMESTAMP,
  "label" BIGINT,
  "news" VARCHAR
);

N 2008

@kaggle.jonathanpoli_sp500_market_stock_prediction_with_nyt_headlines.n_2008
  • 114.8 kB
  • 366 rows
  • 3 columns
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CREATE TABLE n_2008 (
  "unnamed_0" BIGINT  -- Unnamed: 0,
  "date" TIMESTAMP,
  "news" VARCHAR
);

N 2009

@kaggle.jonathanpoli_sp500_market_stock_prediction_with_nyt_headlines.n_2009
  • 112.37 kB
  • 365 rows
  • 3 columns
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CREATE TABLE n_2009 (
  "unnamed_0" BIGINT  -- Unnamed: 0,
  "date" TIMESTAMP,
  "news" VARCHAR
);

N 2010

@kaggle.jonathanpoli_sp500_market_stock_prediction_with_nyt_headlines.n_2010
  • 114.97 kB
  • 364 rows
  • 3 columns
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CREATE TABLE n_2010 (
  "unnamed_0" BIGINT  -- Unnamed: 0,
  "date" TIMESTAMP,
  "news" VARCHAR
);

N 2011

@kaggle.jonathanpoli_sp500_market_stock_prediction_with_nyt_headlines.n_2011
  • 120.85 kB
  • 365 rows
  • 3 columns
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CREATE TABLE n_2011 (
  "unnamed_0" BIGINT  -- Unnamed: 0,
  "date" TIMESTAMP,
  "news" VARCHAR
);

N 2012

@kaggle.jonathanpoli_sp500_market_stock_prediction_with_nyt_headlines.n_2012
  • 128.37 kB
  • 366 rows
  • 3 columns
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CREATE TABLE n_2012 (
  "unnamed_0" BIGINT  -- Unnamed: 0,
  "date" TIMESTAMP,
  "news" VARCHAR
);

N 2013

@kaggle.jonathanpoli_sp500_market_stock_prediction_with_nyt_headlines.n_2013
  • 125.62 kB
  • 365 rows
  • 3 columns
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CREATE TABLE n_2013 (
  "unnamed_0" BIGINT  -- Unnamed: 0,
  "date" TIMESTAMP,
  "news" VARCHAR
);

N 2014

@kaggle.jonathanpoli_sp500_market_stock_prediction_with_nyt_headlines.n_2014
  • 128.97 kB
  • 365 rows
  • 3 columns
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CREATE TABLE n_2014 (
  "unnamed_0" BIGINT  -- Unnamed: 0,
  "date" TIMESTAMP,
  "news" VARCHAR
);

N 2015

@kaggle.jonathanpoli_sp500_market_stock_prediction_with_nyt_headlines.n_2015
  • 137.44 kB
  • 364 rows
  • 3 columns
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CREATE TABLE n_2015 (
  "unnamed_0" BIGINT  -- Unnamed: 0,
  "date" TIMESTAMP,
  "news" VARCHAR
);

N 2016

@kaggle.jonathanpoli_sp500_market_stock_prediction_with_nyt_headlines.n_2016
  • 138.32 kB
  • 366 rows
  • 3 columns
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CREATE TABLE n_2016 (
  "unnamed_0" BIGINT  -- Unnamed: 0,
  "date" TIMESTAMP,
  "news" VARCHAR
);

N 2017

@kaggle.jonathanpoli_sp500_market_stock_prediction_with_nyt_headlines.n_2017
  • 158 kB
  • 365 rows
  • 3 columns
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CREATE TABLE n_2017 (
  "unnamed_0" BIGINT  -- Unnamed: 0,
  "date" TIMESTAMP,
  "news" VARCHAR
);

N 2018

@kaggle.jonathanpoli_sp500_market_stock_prediction_with_nyt_headlines.n_2018
  • 162.89 kB
  • 365 rows
  • 3 columns
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CREATE TABLE n_2018 (
  "unnamed_0" BIGINT  -- Unnamed: 0,
  "date" TIMESTAMP,
  "news" VARCHAR
);

N 2019

@kaggle.jonathanpoli_sp500_market_stock_prediction_with_nyt_headlines.n_2019
  • 162.91 kB
  • 364 rows
  • 3 columns
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CREATE TABLE n_2019 (
  "unnamed_0" BIGINT  -- Unnamed: 0,
  "date" TIMESTAMP,
  "news" VARCHAR
);

N 2020

@kaggle.jonathanpoli_sp500_market_stock_prediction_with_nyt_headlines.n_2020
  • 159.43 kB
  • 365 rows
  • 3 columns
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CREATE TABLE n_2020 (
  "unnamed_0" BIGINT  -- Unnamed: 0,
  "date" TIMESTAMP,
  "news" VARCHAR
);

N 2021

@kaggle.jonathanpoli_sp500_market_stock_prediction_with_nyt_headlines.n_2021
  • 170.95 kB
  • 364 rows
  • 3 columns
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CREATE TABLE n_2021 (
  "unnamed_0" BIGINT  -- Unnamed: 0,
  "date" TIMESTAMP,
  "news" VARCHAR
);

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