[noun (person)] + のことだから
[noun (person/thing)] + のことだから
[verb (plain)] + ことだから [i-adj (plain)] + ことだから [na-adj] + な + ことだから
Most common with a person (name/pronoun) + のことだから
The grammar pattern ことだから is used to make a judgment or prediction based on what you know about someone's character, habits, or typical behavior. It carries the nuance of "knowing [someone/something] as we do" or "since it's [someone] we're talking about." The speaker uses their existing knowledge of the subject to draw a natural conclusion.
This pattern is most common with people (often with their name or a pronoun), though it can sometimes be used with situations or things whose nature is well-known.
The most typical usage is [Noun] + のことだから, where the noun refers to a person whose character the speaker knows well.
The speaker is basing their prediction on what they already know about the person's personality or habits. The conclusion can be either positive or negative.
Less commonly, ことだから can follow a plain-form clause to explain the reason or basis for the speaker's judgment. In this case it functions similarly to ~のだから but with a stronger sense of "given the nature of the situation."
The speaker must have personal knowledge or familiarity with the subject. You would not use ことだから about someone you just met.
The conclusion clause often contains expressions of **conjecture or certainty such as きっと, だろう, にちがいない違いない, はずだ, or でしょう.
This pattern is mainly used in spoken and written narrative and carries a somewhat informal or conversational tone.
Be careful not to confuse this with ことだ (advice: "you should") or ことから (reason/origin: "from the fact that").