Atari and Vic 20s used cassette recorders to store data....quite poorly in reality.
Long long ago and far far away, I adapted a 300 baud modem to record "logbook" information on one track of a 7 track instrumentation recorder (Racal Store 7). We were recording data from two triaxial accelerometers on shipboard rotating machinery. Recording the positions and gain settings allowed automating playback of the data in the office. A job taking 3 manweeks of manual labor was reduced to about 12 hours. Data quality was improved in the process because the computer running the tape recorder wouldn't start until all the required info was entered in. No more trying to guess which machine the data was recorded on when somebody forgot to write it down, or guessing at levels when something was missed.
I wrote the data to tape in plain ASCII, formatted as a table so it could easily be read back in the future with only a standard modem if need be. Our 60 second recordings allowed ample room for the required info and comments. An ASCII break was recorded at the beginning and end of each recording, as the modem could correctly identify that with the tape running forwards or backwards.
To play back the data, the computer started the recorder and read the log book info until a break signal was detected. The recorder was reversed, and the desired FFTs (as entered in the log info) were taken on each channel in turn, cycling the tape back and forth as needed.
I was im awe when I saw the system actually work the first time! It would process a reel of tape with no intervention, then make some noise for the reel to be changed. so much tedium relieved.
The picture show the Store 7 recorder which uses 1/2" tape and the HP85 computer used to control it in the field. The modem I adapted was an Atari acoustic modem, which I traded a box of 50 5.25" floppy disks for.
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