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“spotDL finds songs from Spotify playlists on YouTube and downloads them - along with album art, lyrics and metadata.” ¹

Imagemagick comes with a command-line tool called morgrify. It can process images in batch. Here are some examples of converting formats and resizing images.

Given the events, feeling sad is normal. It is a human experience. It is also an opportunity.

The Vanguard mutual funds in my Vanguard 100 asset allocation may not be available for non-US investors. Here is an equivalent asset allocation consisted of exchange-traded funds (ETF’s).

Plot a numpy array as a seaborn xy plot.

In mid 2000’s, I replaced the constituent funds in side the IFA 100 asset allocation with Vanguard index funds. At that time, Vanguard did not have an international small-cap index fund. Instead, I chose the Vanguard Developed Market Index Fund, which is an international large-cap style.

An asset allocation is the percentage for each asset in a portfolio. Suppose a portfolio is investing for retirement, then as an investor’s age nears the retirement age, the percentages should be adjusted. This change over time is called the glide path of an asset allocation.

Here is the spelling alphabet to use during phone calls.

We import pandas module in Python with error checking.

How to capture stdout and stderr with tee command: