After the 600 dpi OCR pass I stopped flattening first: I now checksum each margin box, keep the raw scan as master, and treat cleaned text only as the search copy. My retyped 2016 folder had already lost dates once. When I rebuild printable practice sheets or use a small calculator for garden-growing profit to sanity-check numbers, the margin initials stay attached. The who/when trail is the record, not noise.
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fu goudan
Oct 12
Flattening first backfired on me. On a 2016 trip folder the margin initials only survived because I'd checksummed every box before the 600 dpi OCR pass; my cleaned-text copies got retyped once and lost the dates entirely. Raw stays master, search index secondary — same logic as checking Pokemon card value listings by print run rather than by what's printed on the face.
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weh57259
Oct 09
fun games offers a great collection of exciting games that are fun, easy to play, and perfect for relaxing.
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fu goudan
Oct 06
Keeping the original ink scan beats adding an annotation layer after OCR. The 2016 trip’s margin corrections hold initials and dates that a 600 dpi pass can still mangle, so flattening them first makes later printable practice sheets lose provenance. I’d archive both: cleaned text for search, raw margins as master. AI document tools ranked among the best can index the layers, but they shouldn’t decide what counts as noise.
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fu goudan
Oct 06
Pencil pressure and stroke order are the missing step: scan at 600 dpi, run OCR, then store a separate annotation layer keyed to the 2016 trip’s margin corrections before flattening. Without that, rebuilding pages into printable practice sheets—or even a calculator for growing a garden’s profit—drops the who/when trail. A checksum on each margin box would let later readers recover initials and dates.
After the 600 dpi OCR pass I stopped flattening first: I now checksum each margin box, keep the raw scan as master, and treat cleaned text only as the search copy. My retyped 2016 folder had already lost dates once. When I rebuild printable practice sheets or use a small calculator for garden-growing profit to sanity-check numbers, the margin initials stay attached. The who/when trail is the record, not noise.
Flattening first backfired on me. On a 2016 trip folder the margin initials only survived because I'd checksummed every box before the 600 dpi OCR pass; my cleaned-text copies got retyped once and lost the dates entirely. Raw stays master, search index secondary — same logic as checking Pokemon card value listings by print run rather than by what's printed on the face.
fun games offers a great collection of exciting games that are fun, easy to play, and perfect for relaxing.
Keeping the original ink scan beats adding an annotation layer after OCR. The 2016 trip’s margin corrections hold initials and dates that a 600 dpi pass can still mangle, so flattening them first makes later printable practice sheets lose provenance. I’d archive both: cleaned text for search, raw margins as master. AI document tools ranked among the best can index the layers, but they shouldn’t decide what counts as noise.
Pencil pressure and stroke order are the missing step: scan at 600 dpi, run OCR, then store a separate annotation layer keyed to the 2016 trip’s margin corrections before flattening. Without that, rebuilding pages into printable practice sheets—or even a calculator for growing a garden’s profit—drops the who/when trail. A checksum on each margin box would let later readers recover initials and dates.