Nvidia: The Tech Titan of Summer '24

<iframe src="files/close-prices-over-time.html" width="800" height="600" frameborder="0" ></iframe> <iframe src="files/close-prices-over-time-multi.html" width="800" height="600" frameborder="0" ></iframe>

Nvidia Stock Data

print(nvidia.head().drop(df.columns[[-2, -1]], axis=1).to_markdown(index=False))

date	open	high	low	close	adjClose	volume	unadjustedVolume	change	changePercent	vwap
2024-07-31	112.9	118.34	110.88	117.02	117	473174200	473174200	4.12	3.65	114.785
2024-07-30	111.52	111.99	102.54	103.73	103.71	486833300	486833300	-7.79	-6.99	107.445
2024-07-29	113.69	116.28	111.3	111.59	111.57	248152100	248152100	-2.1	-1.85	113.215
2024-07-26	116.19	116.2	111.58	113.06	113.04	293399100	293399100	-3.13	-2.69	114.257
2024-07-25	113.04	116.63	106.3	112.28	112.26	460067019	460067019	-0.76	-0.67233	112.062

Percentage Changes of Tech Stocks Over Time

print(combined_df.head().drop(combined_df.columns[[-3, -2, -1]], axis=1).to_markdown(index=False))

date	Nvidia Percent Change	AMD Percent Change	Intel Percent Change	Broadcom Percent Change
2024-07-31 00:00:00	3.65	-4.15	0.65488	6.08
2024-07-30 00:00:00	-6.99	-1.03	-2.33	-6.37
2024-07-29 00:00:00	-1.85	-1.02	-1.88	-1.18
2024-07-26 00:00:00	-2.69	-0.23518	-0.25453	-1.22
2024-07-25 00:00:00	-0.67233	-3.99	-0.86069	-1.32

Percentage Changes of Tech Stocks With the Direction of the NASDAQ ETF (1 for Positive, 0 for Negative)

print(combined_df.drop(combined_df.columns[[-5, -4, -3, -2]], axis=1).to_markdown(index=False))

date	Nvidia Percent Change	AMD Percent Change	Intel Percent Change	NASDAQ ETF Direction
2024-07-31 00:00:00	3.65	-4.15	0.65488	1
2024-07-30 00:00:00	-6.99	-1.03	-2.33	0
2024-07-29 00:00:00	-1.85	-1.02	-1.88	0
2024-07-26 00:00:00	-2.69	-0.23518	-0.25453	1
2024-07-25 00:00:00	-0.67233	-3.99	-0.86069	0

Percent Changes of Tech Stocks with Day of Week Added (for One Hot Encoding)

print(combined_df.head().drop(combined_df.columns[[-6, -5, -4, -3, -2]], axis=1).to_markdown(index=False))

date	Nvidia Percent Change	AMD Percent Change	Intel Percent Change	day_of_week
2024-07-31 00:00:00	3.65	-4.15	0.65488	Wednesday
2024-07-30 00:00:00	-6.99	-1.03	-2.33	Tuesday
2024-07-29 00:00:00	-1.85	-1.02	-1.88	Monday
2024-07-26 00:00:00	-2.69	-0.23518	-0.25453	Friday
2024-07-25 00:00:00	-0.67233	-3.99	-0.86069	Thursday