data:image/png;base64,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data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAeAAAAFoCAYAAACPNyggAAAOhUlEQVR4Xu3VwQkAAAjEMN1/abewn7jAQRC64wgQIECAAIF3gX1fNEiAAAECBAiMAHsCAgQIECAQCAhwgG6SAAECBAgIsB8gQIAAAQKBgAAH6CYJECBAgIAA+wECBAgQIBAICHCAbpIAAQIECAiwHyBAgAABAoGAAAfoJgkQIECAgAD7AQIECBAgEAgIcIBukgABAgQICLAfIECAAAECgYAAB+gmCRAgQICAAPsBAgQIECAQCAhwgG6SAAECBAgIsB8gQIAAAQKBgAAH6CYJECBAgIAA+wECBAgQIBAICHCAbpIAAQIECAiwHyBAgAABAoGAAAfoJgkQIECAgAD7AQIECBAgEAgIcIBukgABAgQICLAfIECAAAECgYAAB+gmCRAgQICAAPsBAgQIECAQCAhwgG6SAAECBAgIsB8gQIAAAQKBgAAH6CYJECBAgIAA+wECBAgQIBAICHCAbpIAAQIECAiwHyBAgAABAoGAAAfoJgkQIECAgAD7AQIECBAgEAgIcIBukgABAgQICLAfIECAAAECgYAAB+gmCRAgQICAAPsBAgQIECAQCAhwgG6SAAECBAgIsB8gQIAAAQKBgAAH6CYJECBAgIAA+wECBAgQIBAICHCAbpIAAQIECAiwHyBAgAABAoGAAAfoJgkQIECAgAD7AQIECBAgEAgIcIBukgABAgQICLAfIECAAAECgYAAB+gmCRAgQICAAPsBAgQIECAQCAhwgG6SAAECBAgIsB8gQIAAAQKBgAAH6CYJECBAgIAA+wECBAgQIBAICHCAbpIAAQIECAiwHyBAgAABAoGAAAfoJgkQIECAgAD7AQIECBAgEAgIcIBukgABAgQICLAfIECAAAECgYAAB+gmCRAgQICAAPsBAgQIECAQCAhwgG6SAAECBAgIsB8gQIAAAQKBgAAH6CYJECBAgIAA+wECBAgQIBAICHCAbpIAAQIECAiwHyBAgAABAoGAAAfoJgkQIECAgAD7AQIECBAgEAgIcIBukgABAgQICLAfIECAAAECgYAAB+gmCRAgQICAAPsBAgQIECAQCAhwgG6SAAECBAgIsB8gQIAAAQKBgAAH6CYJECBAgIAA+wECBAgQIBAICHCAbpIAAQIECAiwHyBAgAABAoGAAAfoJgkQIECAgAD7AQIECBAgEAgIcIBukgABAgQICLAfIECAAAECgYAAB+gmCRAgQICAAPsBAgQIECAQCAhwgG6SAAECBAgIsB8gQIAAAQKBgAAH6CYJECBAgIAA+wECBAgQIBAICHCAbpIAAQIECAiwHyBAgAABAoGAAAfoJgkQIECAgAD7AQIECBAgEAgIcIBukgABAgQICLAfIECAAAECgYAAB+gmCRAgQICAAPsBAgQIECAQCAhwgG6SAAECBAgIsB8gQIAAAQKBgAAH6CYJECBAgIAA+wECBAgQIBAICHCAbpIAAQIECAiwHyBAgAABAoGAAAfoJgkQIECAgAD7AQIECBAgEAgIcIBukgABAgQICLAfIECAAAECgYAAB+gmCRAgQICAAPsBAgQIECAQCAhwgG6SAAECBAgIsB8gQIAAAQKBgAAH6CYJECBAgIAA+wECBAgQIBAICHCAbpIAAQIECAiwHyBAgAABAoGAAAfoJgkQIECAgAD7AQIECBAgEAgIcIBukgABAgQICLAfIECAAAECgYAAB+gmCRAgQICAAPsBAgQIECAQCAhwgG6SAAECBAgIsB8gQIAAAQKBgAAH6CYJECBAgIAA+wECBAgQIBAICHCAbpIAAQIECAiwHyBAgAABAoGAAAfoJgkQIECAgAD7AQIECBAgEAgIcIBukgABAgQICLAfIECAAAECgYAAB+gmCRAgQICAAPsBAgQIECAQCAhwgG6SAAECBAgIsB8gQIAAAQKBgAAH6CYJECBAgIAA+wECBAgQIBAICHCAbpIAAQIECAiwHyBAgAABAoGAAAfoJgkQIECAgAD7AQIECBAgEAgIcIBukgABAgQICLAfIECAAAECgYAAB+gmCRAgQICAAPsBAgQIECAQCAhwgG6SAAECBAgIsB8gQIAAAQKBgAAH6CYJECBAgIAA+wECBAgQIBAICHCAbpIAAQIECAiwHyBAgAABAoGAAAfoJgkQIECAgAD7AQIECBAgEAgIcIBukgABAgQICLAfIECAAAECgYAAB+gmCRAgQICAAPsBAgQIECAQCAhwgG6SAAECBAgIsB8gQIAAAQKBgAAH6CYJECBAgIAA+wECBAgQIBAICHCAbpIAAQIECAiwHyBAgAABAoGAAAfoJgkQIECAgAD7AQIECBAgEAgIcIBukgABAgQICLAfIECAAAECgYAAB+gmCRAgQICAAPsBAgQIECAQCAhwgG6SAAECBAgIsB8gQIAAAQKBgAAH6CYJECBAgIAA+wECBAgQIBAICHCAbpIAAQIECAiwHyBAgAABAoGAAAfoJgkQIECAgAD7AQIECBAgEAgIcIBukgABAgQICLAfIECAAAECgYAAB+gmCRAgQICAAPsBAgQIECAQCAhwgG6SAAECBAgIsB8gQIAAAQKBgAAH6CYJECBAgIAA+wECBAgQIBAICHCAbpIAAQIECAiwHyBAgAABAoGAAAfoJgkQIECAgAD7AQIECBAgEAgIcIBukgABAgQICLAfIECAAAECgYAAB+gmCRAgQICAAPsBAgQIECAQCAhwgG6SAAECBAgIsB8gQIAAAQKBgAAH6CYJECBAgIAA+wECBAgQIBAICHCAbpIAAQIECAiwHyBAgAABAoGAAAfoJgkQIECAgAD7AQIECBAgEAgIcIBukgABAgQICLAfIECAAAECgYAAB+gmCRAgQICAAPsBAgQIECAQCAhwgG6SAAECBAgIsB8gQIAAAQKBgAAH6CYJECBAgIAA+wECBAgQIBAICHCAbpIAAQIECAiwHyBAgAABAoGAAAfoJgkQIECAgAD7AQIECBAgEAgIcIBukgABAgQICLAfIECAAAECgYAAB+gmCRAgQICAAPsBAgQIECAQCAhwgG6SAAECBAgIsB8gQIAAAQKBgAAH6CYJECBAgIAA+wECBAgQIBAICHCAbpIAAQIECAiwHyBAgAABAoGAAAfoJgkQIECAgAD7AQIECBAgEAgIcIBukgABAgQICLAfIECAAAECgYAAB+gmCRAgQICAAPsBAgQIECAQCAhwgG6SAAECBAgIsB8gQIAAAQKBgAAH6CYJECBAgIAA+wECBAgQIBAICHCAbpIAAQIECAiwHyBAgAABAoGAAAfoJgkQIECAgAD7AQIECBAgEAgIcIBukgABAgQICLAfIECAAAECgYAAB+gmCRAgQICAAPsBAgQIECAQCAhwgG6SAAECBAgIsB8gQIAAAQKBgAAH6CYJECBAgIAA+wECBAgQIBAICHCAbpIAAQIECAiwHyBAgAABAoGAAAfoJgkQIECAgAD7AQIECBAgEAgIcIBukgABAgQICLAfIECAAAECgYAAB+gmCRAgQICAAPsBAgQIECAQCAhwgG6SAAECBAgIsB8gQIAAAQKBgAAH6CYJECBAgIAA+wECBAgQIBAICHCAbpIAAQIECAiwHyBAgAABAoGAAAfoJgkQIECAgAD7AQIECBAgEAgIcIBukgABAgQICLAfIECAAAECgYAAB+gmCRAgQICAAPsBAgQIECAQCAhwgG6SAAECBAgIsB8gQIAAAQKBgAAH6CYJECBAgIAA+wECBAgQIBAICHCAbpIAAQIECAiwHyBAgAABAoGAAAfoJgkQIECAgAD7AQIECBAgEAgIcIBukgABAgQICLAfIECAAAECgYAAB+gmCRAgQICAAPsBAgQIECAQCAhwgG6SAAECBAgIsB8gQIAAAQKBgAAH6CYJECBAgIAA+wECBAgQIBAICHCAbpIAAQIECAiwHyBAgAABAoGAAAfoJgkQIECAgAD7AQIECBAgEAgIcIBukgABAgQICLAfIECAAAECgYAAB+gmCRAgQICAAPsBAgQIECAQCAhwgG6SAAECBAgIsB8gQIAAAQKBgAAH6CYJECBAgIAA+wECBAgQIBAICHCAbpIAAQIECAiwHyBAgAABAoGAAAfoJgkQIECAgAD7AQIECBAgEAgIcIBukgABAgQICLAfIECAAAECgYAAB+gmCRAgQICAAPsBAgQIECAQCAhwgG6SAAECBAgIsB8gQIAAAQKBgAAH6CYJECBAgIAA+wECBAgQIBAICHCAbpIAAQIECAiwHyBAgAABAoGAAAfoJgkQIECAgAD7AQIECBAgEAgIcIBukgABAgQICLAfIECAAAECgYAAB+gmCRAgQICAAPsBAgQIECAQCAhwgG6SAAECBAgIsB8gQIAAAQKBgAAH6CYJECBAgIAA+wECBAgQIBAICHCAbpIAAQIECAiwHyBAgAABAoGAAAfoJgkQIECAgAD7AQIECBAgEAgIcIBukgABAgQICLAfIECAAAECgYAAB+gmCRAgQICAAPsBAgQIECAQCAhwgG6SAAECBAgIsB8gQIAAAQKBgAAH6CYJECBAgIAA+wECBAgQIBAICHCAbpIAAQIECAiwHyBAgAABAoGAAAfoJgkQIECAgAD7AQIECBAgEAgIcIBukgABAgQICLAfIECAAAECgYAAB+gmCRAgQICAAPsBAgQIECAQCAhwgG6SAAECBAgIsB8gQIAAAQKBgAAH6CYJECBAgIAA+wECBAgQIBAICHCAbpIAAQIECAiwHyBAgAABAoGAAAfoJgkQIECAgAD7AQIECBAgEAgIcIBukgABAgQICLAfIECAAAECgYAAB+gmCRAgQICAAPsBAgQIECAQCAhwgG6SAAECBAgIsB8gQIAAAQKBgAAH6CYJECBAgIAA+wECBAgQIBAICHCAbpIAAQIECAiwHyBAgAABAoGAAAfoJgkQIECAgAD7AQIECBAgEAgIcIBukgABAgQIHLFxAWmhEwHPAAAAAElFTkSuQmCC

Takes a text string as input, and reports a new text string containing all but the last letter of the input.

resulti1

Takes a text string as input, and reports the last character in the string.

1datamapmany

data lists

rule 2, adds es if the word ends in x,s, or zshch

rule 2, adds es if the word ends in sh or chroofbeliefchefchiefexceptions to rule 4, adds s if the words are roof, shief, belief, or cheff

rule 4, changes ending to ves if original word ended in ffe

rule 4, changes ending to ves if original ending was fey

srule 1, add s to the end of all words not mentioned above