[Python] Float Pointing Search Issue

I'm trying to do simple search in float ranges -

ratios range = [2.199164; 2.277869] and X range = [21.072100; 21.373130]

formula is ratio * X = target. Problem is to find matching ratios and X which gives target = 47.925670. I also know that ratio=2.252316 and X=21.278393 gives target. It's looks simple to write in python, but problem is it never catch that ratio and X, even if I use step as 0.000001. I have try to use Decimal but still not helping. Here is also my code:

from tqdm import tqdm

start_ratio = 2.199164
end_ratio = 2.277869
target = 47.92567055
X = 21.072100
X_end = 21.373130
step = 0.000001
EPSILON = 1e-6

found = []


X_steps = int((X_end - X) / step)
ratio_steps = int((end_ratio - start_ratio) / step)

initial_start_ratio = start_ratio


for _ in tqdm(range(X_steps + 1), desc="Scanning keys"):
current_start_ratio = initial_start_ratio
for _ in range(ratio_steps + 1):
current = current_start_ratio * X
if abs(current - target) < EPSILON:
print(f"[FOUND] current_start_ratio={current_start_ratio:.6f}, key={X:.6f}, value={current:.6f}")
with open("./data/phase_2.txt", "a") as file: # Use "a" to append, not overwrite
file.write(
f"[FOUND] current_start_ratio={current_start_ratio:.6f}, key={X:.6f}, value={current:.6f}\n")
found.append((current_start_ratio, X, current))
current_start_ratio += step
X += step

print(f"Matches found: {len(found)}")

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