I found a site called Electronic Goldmine and it turns out they sell exactly what I was looking for - assortment packs of components for cheap. I think these are surplus components from various manufacturers. I spent $68.77 at the Electronic Goldmine and got a huge box of parts. If you watch the video below, you can compare the items to what I actually received in the bag to determine if it was a good value or not. The first item I open is the 'Super Radial Capacitor Assortment' and it is literally hundreds of electrolytic capacitors in all sizes for only $6.50. Easily a $20 box of caps. Here's the breakdown on what I bought:
1.00 - Giant CDS Cell
2.99 - Miniature toggle switch assortment
1.99 - Wintek 1 X 24 LCD display module
1.99 - Super relay assortment
2.25 - Heat shrink assortment
1.90 - Super switch assortment (10 pack)
2.00 - 63 Tin 37 Lead rosin core solder - (This was a bad deal. Very small amount of solder for the $$)
.79 - 2 digit common anode red 7 segment LED
1.19 - HP 4 digit 7 segment yellow common anode display
1.29 - HP HDSP-K511 2 digit common anode green 7 segment display
6.50 - Super radial capacitor assortment
1.00 - Battery snap wth leads for 9V battery (3 pack)
2.00 - Super diode assortment
5.00 - Super pot assortment
5.00 - Giant 100 Piece LED Assortment
2.00 - Mini electret microphone assortment
2.49 - disc capacitor assortment
2.49 - voltage regulator assortment
2.49 - Opto assortment
2.49 - Super LED blowout
2.49 - Small relays assortment
2.49 - Bargraph/LED bar displays
2.49 - Super coil assortment
2.49 - Head assortment
2.49 - Small incandescent lamps
2.49 - Test clip assortment
2.49 - 4.5"X1.5" solar cell - bought two of these. Broke them both. :( Packaged poorly.