Predict the Stock Price

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Problem

PROBLEM STATEMENT

Let’s consider a hypothetical scenario. In times to come, the entire planet is ruled by three companies that are making people bankrupt. The only hope to defeat them is by understanding their trading systems, such that we can dissolve them once and for all.

There is already a trading agent in place. You need to maximize the damage caused to the evil trinity by building a solution. This solution needs to predict the price of the stocks of these three companies. This problem is based on financial management.

The dataset contains all the essential parameters that affect the prices. For this particular dataset, the training set includes the prices of the stock against every day.

DATA DESCRIPTION

You can find the dataset here. You have to predict the column name "Price" and please submit in the format given in the “Sample_Submission.csv” file and save it as result.csv.

COLUMN DESCRIPTION

Sl. No	Column Label	Column Description
1	ID	A calculated unique ID for each research.
2	Date	Date of the Event
3	Company	Name of the Company
4	SMA	Simple Moving Average
5	EMA	Exponential Moving Average
6	WMA	Ways and Means Advances
7	DEMA	Double Exponential Moving Average
8	TEMA	Triple Exponential Moving Average
9	TRIMA	Triangular Moving Average
10	KAMA	Kaufman's Adaptive Moving Average
11	FAMA	F Adaptive Moving Average
12	MAMA	MESA Adaptive Moving Average
13	T3	T3 Moving Average
14	MACD	Moving Average Convergence Divergence
15	MACD_Hist	Moving Average Convergence Divergence Histogram
16	MACD_Signal	Moving Average Convergence Divergence Signal
17	MAC	Moving Average Convergence
18	MAC_Hist	Moving Average Convergence Histogram
19	MAC_Signal	Moving Average Convergence Signal
20	SlowD	Slow Stochastic Oscillator Second Line
21	SlowK	Slow Stochastic Oscillator Main Line
22	FastD	Fast Stochastic Oscillator Second Line
23	FastK	Fast Stochastic Oscillator Main Line
24	RSI	Relative Strength Index
25	FatD	Fast Stochastic Second Line
26	FatK	Fast Stochastic Main Line
27	WILLR	WILLR
28	ADX	Average Directional Index
29	ADXR	Average Directional Index Rating
30	APO	Absolute Price Oscillator
31	PPO	Percentage Price Oscillator
32	MOM	Momentum Indicator
33	BOP	Balance of Power
34	CCI	Commodity Channel Index
35	CMO	Chande Momentum Oscillator
36	ROC	Rate of Change
37	ROCR	Rate of Change Rating
38	Aroon Down	Aroon Oscillator Down
39	Aroon Up	Aroon Oscillator Up
40	AROONOSC	Aroon Oscillator
41	MFI	Money Flow Index
42	TRIX	Triple-Smoothed Exponential Moving Average
43	ULTOSC	Ultimate Oscillator Definition and Strategies
44	DX	Directional Movement Index
45	MINUS_DI	Minus Directional Index
46	PLUS_DI	Plus Directional Index
47	MINUS_DM	Minus Directional Movement Index
48	PLUS_DM	Plus Directional Movement Index
49	Real Lower Band	Relative Strength Index – Lower Band
50	Real Middle Band	Relative Strength Index – Middle Band
51	Real Upper Band	Relative Strength Index –High Band
52	MIDPOINT	The Midpoint calculation is like the Midprice, except the highest and lowest values are returned from the same input field.
53	MIDPRICE	Average (Highest Close - Lowest Close) within the look back period.
54	SAR	The Parabolic Stop and Reverse (SAR) calculates trailing stop points to use with long and short positions.
55	TRANGE	TRANGE
56	ATR	Average True Range
57	NATR	Normalized Average True Range
58	Chaikin A/D	Developed by Marc Chaikin, the Accumulation Distribution Line is a volume-based indicator designed to measure the cumulative flow of money into and out of a security. Chaikin originally referred to the indicator as the Cumulative Money Flow Line.
59	ADOSC	Accumulation/distribution Oscillator SC
60	OBV	On-balance volume
61	HT_TRENDLINE	HT_TRENDLINE
62	LEAD SINE	LEAD SINE
63	SINE	SINE
64	TRENDMODE	TRENDMODE
65	DCPERIOD	DCPERIOD
66	HT_DCPHASE	HT_DCPHASE
67	PHASE	PHASE
68	QUADRATURE	QUADRATURE
69	Price	Stock’s Price

EVALUATION CRITERIA

Your submissions will be evaluated on mean absolute error. Leaderboard score is calculated as:

$leaderboard\ score = max(0, (100-mean\ absolute\ error))$

Time Limit: 5

Memory Limit: 256

Source Limit: