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(See also this similar question).

Consider a $h \times 4n-h$ binary matrix (a matrix with all entries $a_{ij}$, $1 \le i \le h$, $1 \le j \le 4n-h$, equal to $0$ or $1$). We know that each row has $2n$ entries equal to $1$ and $2n-h$ entries equal to $0$. All rows are different. Let $m = \lfloor log_2{h}\rfloor$. There are a total of ${4n-h \choose m}$ possible sets of $m$ columns in it. Let $c(h, n)$ be the number of such sets of columns with indexes $1 \le j_1 \lt j_2 \lt \ldots \lt j_m \le 4n-h$ such that $a_{ij_1} = 1 \lor a_{ij_2} = 1 \lor \cdots \lor a_{ij_m} = 1$, $1 \le i \le h$. It's like there is a path of ones from the top to the bottom of the matrix along the $m$ columns.

I would like to find a function $f(h,n)$ to have a good lower bound for $c(h,n)$:

$$c(h,n) \ge f(h,n)$$

Clearly $c(h,n) \ge 1$ because for each $r \le h$ rows there are $2nr/(4n-h) \gt r/2$ average ones per column, therefore there is a column with at least $r/2$ ones within those $r$ rows; starting with $r = r_1 = h$, then $r = r_2 = h/2$ and so on we can find $m$ columns satisfying the requirement.

Any hint other than trying to compute some values with some random examples?

A possible simplified version of the problem is fixing $h = n$. Another case that I am interested in is $m=2$ instead of $m = \lfloor log_2{h}\rfloor$.

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Quite similarly to my answer to your other question, we have $$c(h,n) \geq \binom{4n-h}m - h\binom{2n-h}m.$$ I'm not sure how good is this bound.

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