from IPython.display import HTML
HTML(open("notes.css", "r").read())
part of expression
positional args before keywords
abs(-3)
3
max(3, 4, -10, 14)
14
In C, "#include <varargs.h>" to allow arbitrary numbers of arguments to a function.
max(3.4, -9)
3.4
max("a", "b")
'b'
def name([params]):
suitedef g(a, b):
print(
"a = ", a,
"b = ", b)
g(45, 2)
a = 45 b = 2
print(g(2,5))
a = 2 b = 5 None
g(b=4, a=17)
a = 17 b = 4
g(b=4, 17)
File "<ipython-input-12-1e1c39a56a16>", line 1 g(b=4, 17) ^ SyntaxError: positional argument follows keyword argument
return statement
okay to return any Python object (esp. a tuple)
The syntax
output(s) = f( input(s) )
is essential to do functional programming in Python.
def h(a, b, c):
return a**2 + 3*b - 4*c
h(1, 2, 4)
-9
def h(a, b, c):
return 2*b+1, a**2 + 3*b - 4*c
(x, y) = h(1, 2, 4)
x, y
(5, -9)
def swap(x, y):
return (y, x)
swap(3, "abks")
('abks', 3)
def invert(i):
return int(str(i)[::-1])
invert(123)
321
invert(102398570129348570192385701232309187095870198237512305975)
579503215732891078590781903232107583291075843921075893201
def palindrome(s):
return s[::-1]
palindrome("hello")
'olleh'
Aside: This may or may not work on MacOS, but it works under Linux:
knownWords = set()
count = 0
for word in open('/usr/share/dict/words'):
word = word.strip()
palindromeOfWord = palindrome(word)
if palindromeOfWord in knownWords:
print("{} <-> {}".format(word, palindromeOfWord))
count += 1
else:
knownWords.add(word)
print(count)
dab <-> bad deb <-> bed diva <-> avid doc <-> cod drab <-> bard dub <-> bud era <-> are eta <-> ate faced <-> decaf gab <-> bag garb <-> brag gob <-> bog god <-> dog golf <-> flog grub <-> burg ha <-> ah he <-> eh laced <-> decal lag <-> gal laid <-> dial laud <-> dual lee <-> eel leek <-> keel leg <-> gel live <-> evil lived <-> devil ma <-> am mad <-> dam me <-> em meg <-> gem meh <-> hem mid <-> dim mined <-> denim mood <-> doom mug <-> gum nab <-> ban nib <-> bin nod <-> don nub <-> bun ogre <-> ergo oh <-> ho on <-> no pal <-> lap pan <-> nap peed <-> deep peek <-> keep pin <-> nip plug <-> gulp pol <-> lop pooh <-> hoop pool <-> loop raga <-> agar rail <-> liar raja <-> ajar ram <-> mar rap <-> par reed <-> deer reel <-> leer ref <-> fer regal <-> lager reined <-> denier relive <-> eviler rep <-> per repaid <-> diaper repel <-> leper retool <-> looter revel <-> lever reviled <-> deliver reward <-> drawer rime <-> emir rood <-> door room <-> moor rub <-> bur sag <-> gas sap <-> pas seep <-> pees sera <-> ares sip <-> pis slag <-> gals slap <-> pals sleek <-> keels sleep <-> peels slim <-> mils sloop <-> pools slop <-> pols smug <-> gums snap <-> pans snip <-> pins snub <-> buns snug <-> guns sod <-> dos some <-> emos spam <-> maps span <-> naps spans <-> snaps spar <-> raps spas <-> saps speed <-> deeps spin <-> nips spins <-> snips spool <-> loops spools <-> sloops spoons <-> snoops stab <-> bats star <-> rats steels <-> sleets step <-> pets stink <-> knits stool <-> loots stop <-> pots stops <-> spots strap <-> parts stressed <-> desserts strop <-> ports strops <-> sports stub <-> buts stun <-> nuts sub <-> bus sung <-> gnus sup <-> pus swam <-> maws swap <-> paws sward <-> draws tab <-> bat tam <-> mat tang <-> gnat tap <-> pat taps <-> spat tar <-> rat tarps <-> sprat teem <-> meet ten <-> net ti <-> it tide <-> edit time <-> emit timer <-> remit tin <-> nit tins <-> snit tip <-> pit tips <-> spit tog <-> got ton <-> not tons <-> snot tool <-> loot top <-> pot tops <-> spot tor <-> rot tram <-> mart trams <-> smart trap <-> part trig <-> girt trot <-> tort tub <-> but tuba <-> abut tubed <-> debut tuber <-> rebut tug <-> gut tun <-> nut um <-> mu war <-> raw ward <-> draw warder <-> redraw warts <-> straw was <-> saw wed <-> dew wen <-> new wets <-> stew wolf <-> flow won <-> now wot <-> tow yam <-> may yap <-> pay yaps <-> spay yard <-> dray yaw <-> way yaws <-> sway 176
def h(a, b, c):
return a**2 + 3*b - 4*c
h(1, 2, 4)
-9
positionalParameterList = positionalArgumentListdef swap(x, y):
return (y, x)
swap(3, "abks")
('abks', 3)
Was really treated like (x, y) = (y, x), i.e. parallel assignment.
parameter = expressionexpression is evaluated at function definition time (it's
usually a constant, so this is no big deal)def normal(x=2,y=3,z=None):
if z is None:
print('z was defaulted')
z = 100
return x*y*z
def anotherFunc(x):
y = x**2 # y is in the *caller* namespace
print(locals())
return normal(y=y) # the 1st y is in the *callee* namespace
anotherFunc(3)
{'__name__': '__main__', '__doc__': 'Automatically created module for IPython interactive environment', '__package__': None, '__loader__': None, '__spec__': None, '__builtin__': <module 'builtins' (built-in)>, '__builtins__': <module 'builtins' (built-in)>, '_ih': ['', 'from IPython.display import HTML\nHTML(open("notes.css", "r").read())', 'abs(-3)', 'max(3, 4, -10, 2)', 'max(3, 4, -10)', 'max(3, 4, -10, 4)', 'max(3, 4, -10, 14)', 'max(3.4, -9)', 'max("a", "b")', 'def g(a, b):\n print(\n "a = ", a,\n "b = ", b)\n \ng(45, 2)', 'print(g(2,5))', 'g(17, b=4)', 'g(b=4, 17)', 'g(b=4, a=17)', 'def h(a, b, c):\n return a**2 + 3*b - 4*c\nh(1, 2, 4)', 'def h(a, b, c):\n return 2*b+1, a**2 + 3*b - 4*c\nh(1, 2, 4)', 'def h(a, b, c):\n return (2*b+1, a**2 + 3*b - 4*c)\nh(1, 2, 4)', 'def h(a, b, c):\n return [2*b+1, a**2 + 3*b - 4*c]\nh(1, 2, 4)', 'def h(a, b, c):\n return 2*b+1, a**2 + 3*b - 4*c\nh(1, 2, 4)', 'def h(a, b, c):\n return 2*b+1, a**2 + 3*b - 4*c\n(x, y) = h(1, 2, 4)', 'def h(a, b, c):\n return 2*b+1, a**2 + 3*b - 4*c\n(x, y) = h(1, 2, 4)\nx, y', 'def h(a, b, c):\n return 2*b+1, a**2 + 3*b - 4*c\n(x, y, z) = h(1, 2, 4)\nx, y', 'def h(a, b, c):\n return 2*b+1, a**2 + 3*b - 4*c\n(x, y) = h(1, 2, 4)\nx, y', 'def swap(x, y):\n return (y, x)\nswap(3, "abks")', 'def invert(i):\n return int(str(i)[::-1])\ninvert(123)', 'invert(102398570129348570192385701232309187095870198237512305975)', 'def palindrome(s):\n return s[::-1]\npalindrome("hello")', '&sh\nls', "get_ipython().run_line_magic('sh', '')\nls", "get_ipython().run_cell_magic('sh', '', 'ls\\n')", "get_ipython().run_cell_magic('sh', '', 'ls /usr/share/dict/words\\n')", "get_ipython().run_cell_magic('sh', '', 'head /usr/share/dict/words\\n')", "get_ipython().run_cell_magic('sh', '', 'wm /usr/share/dict/words\\n')", "get_ipython().run_cell_magic('sh', '', 'wc -l /usr/share/dict/words\\n')", 'knownWords = set()\ncount = 0\nfor word in open(\'/usr/share/dict/words\'):\n word = word.strip()\n palindromeOfWord = palindrome(word)\n if palindromeOfWord in knownWords:\n print("{} <-> {}".format(word, palindromeOfWord))\n count += 1\n else:\n knownWords.add(word)\nprint(count)', 'def h(a, b, c):\n return a**2 + 3*b - 4*c\nh(1, 2, 4)', 'def h(a, b, c):\n return a**2 + 3*b - 4*c\nh(1, 2, c=4)', 'def h(a, b, c):\n return a**2 + 3*b - 4*c\nh(1, 2, a=4)', 'def h(a, b, c):\n return a**2 + 3*b - 4*c\nh(1, 2, c=4)', 'def h(a, b, c):\n return a**2 + 3*b - 4*c\nh(c=1, b=2, a=4)', 'def h(a, b, c):\n return a**2 + 3*b - 4*c\nh(1, 2, 4)', 'def swap(x, y):\n return (y, x)\nswap(3, "abks")', "def normal(x=2,y=3,z=None):\n if z is None:\n print('z was defaulted')\n z = 100\n return x*y*z", 'normal(7,4,9)', 'normal(7,4)', 'normal(4, x=2, z=1)', 'normal(7)', 'normal()', '# the left-hand side of keyword argument assignments is in\n# the functions namespace\ny=12\nprint(normal(y=y))', '# the left-hand side of keyword argument assignments is in\n# the functions namespace\ny=12\nprint(normal(y))', '# the left-hand side of keyword argument assignments is in\n# the functions namespace\ny=12\nprint(normal(y=y))', 'from math import exp\ndef gaussian(x, sigma):\n return exp(-(x/sigma)**2)\nsigma = 2.0\ngaussian(1.0, 2.0)', 'def anotherFunc(x):\n y = x**2\n return normal(y=y)\nanotherFunc(3)', 'def anotherFunc(x):\n y = x**2 # y is in the *caller* namespace\n print(locals())\n return normal(y=y) # the 1st y is in the *callee* namespace\nanotherFunc(3)', 'def anotherFunc(x):\n y = x**2 # y is in the *caller* namespace\n print(globals())\n print(locals())\n return normal(y=y) # the 1st y is in the *callee* namespace\nanotherFunc(3)'], '_oh': {1: <IPython.core.display.HTML object>, 2: 3, 3: 4, 4: 4, 5: 4, 6: 14, 7: 3.4, 8: 'b', 14: -9, 15: (5, -9), 16: (5, -9), 17: [5, -9], 18: (5, -9), 20: (5, -9), 22: (5, -9), 23: ('abks', 3), 24: 321, 25: 579503215732891078590781903232107583291075843921075893201, 26: 'olleh', 35: -9, 36: -9, 38: -9, 39: 18, 40: -9, 41: ('abks', 3), 43: 252, 44: 2800, 46: 2100, 47: 600, 51: 0.7788007830714049, 52: 1800, 53: 1800}, '_dh': ['/home/bobl/Dropbox/cpts481/u06_functions'], 'In': ['', 'from IPython.display import HTML\nHTML(open("notes.css", "r").read())', 'abs(-3)', 'max(3, 4, -10, 2)', 'max(3, 4, -10)', 'max(3, 4, -10, 4)', 'max(3, 4, -10, 14)', 'max(3.4, -9)', 'max("a", "b")', 'def g(a, b):\n print(\n "a = ", a,\n "b = ", b)\n \ng(45, 2)', 'print(g(2,5))', 'g(17, b=4)', 'g(b=4, 17)', 'g(b=4, a=17)', 'def h(a, b, c):\n return a**2 + 3*b - 4*c\nh(1, 2, 4)', 'def h(a, b, c):\n return 2*b+1, a**2 + 3*b - 4*c\nh(1, 2, 4)', 'def h(a, b, c):\n return (2*b+1, a**2 + 3*b - 4*c)\nh(1, 2, 4)', 'def h(a, b, c):\n return [2*b+1, a**2 + 3*b - 4*c]\nh(1, 2, 4)', 'def h(a, b, c):\n return 2*b+1, a**2 + 3*b - 4*c\nh(1, 2, 4)', 'def h(a, b, c):\n return 2*b+1, a**2 + 3*b - 4*c\n(x, y) = h(1, 2, 4)', 'def h(a, b, c):\n return 2*b+1, a**2 + 3*b - 4*c\n(x, y) = h(1, 2, 4)\nx, y', 'def h(a, b, c):\n return 2*b+1, a**2 + 3*b - 4*c\n(x, y, z) = h(1, 2, 4)\nx, y', 'def h(a, b, c):\n return 2*b+1, a**2 + 3*b - 4*c\n(x, y) = h(1, 2, 4)\nx, y', 'def swap(x, y):\n return (y, x)\nswap(3, "abks")', 'def invert(i):\n return int(str(i)[::-1])\ninvert(123)', 'invert(102398570129348570192385701232309187095870198237512305975)', 'def palindrome(s):\n return s[::-1]\npalindrome("hello")', '&sh\nls', "get_ipython().run_line_magic('sh', '')\nls", "get_ipython().run_cell_magic('sh', '', 'ls\\n')", "get_ipython().run_cell_magic('sh', '', 'ls /usr/share/dict/words\\n')", "get_ipython().run_cell_magic('sh', '', 'head /usr/share/dict/words\\n')", "get_ipython().run_cell_magic('sh', '', 'wm /usr/share/dict/words\\n')", "get_ipython().run_cell_magic('sh', '', 'wc -l /usr/share/dict/words\\n')", 'knownWords = set()\ncount = 0\nfor word in open(\'/usr/share/dict/words\'):\n word = word.strip()\n palindromeOfWord = palindrome(word)\n if palindromeOfWord in knownWords:\n print("{} <-> {}".format(word, palindromeOfWord))\n count += 1\n else:\n knownWords.add(word)\nprint(count)', 'def h(a, b, c):\n return a**2 + 3*b - 4*c\nh(1, 2, 4)', 'def h(a, b, c):\n return a**2 + 3*b - 4*c\nh(1, 2, c=4)', 'def h(a, b, c):\n return a**2 + 3*b - 4*c\nh(1, 2, a=4)', 'def h(a, b, c):\n return a**2 + 3*b - 4*c\nh(1, 2, c=4)', 'def h(a, b, c):\n return a**2 + 3*b - 4*c\nh(c=1, b=2, a=4)', 'def h(a, b, c):\n return a**2 + 3*b - 4*c\nh(1, 2, 4)', 'def swap(x, y):\n return (y, x)\nswap(3, "abks")', "def normal(x=2,y=3,z=None):\n if z is None:\n print('z was defaulted')\n z = 100\n return x*y*z", 'normal(7,4,9)', 'normal(7,4)', 'normal(4, x=2, z=1)', 'normal(7)', 'normal()', '# the left-hand side of keyword argument assignments is in\n# the functions namespace\ny=12\nprint(normal(y=y))', '# the left-hand side of keyword argument assignments is in\n# the functions namespace\ny=12\nprint(normal(y))', '# the left-hand side of keyword argument assignments is in\n# the functions namespace\ny=12\nprint(normal(y=y))', 'from math import exp\ndef gaussian(x, sigma):\n return exp(-(x/sigma)**2)\nsigma = 2.0\ngaussian(1.0, 2.0)', 'def anotherFunc(x):\n y = x**2\n return normal(y=y)\nanotherFunc(3)', 'def anotherFunc(x):\n y = x**2 # y is in the *caller* namespace\n print(locals())\n return normal(y=y) # the 1st y is in the *callee* namespace\nanotherFunc(3)', 'def anotherFunc(x):\n y = x**2 # y is in the *caller* namespace\n print(globals())\n print(locals())\n return normal(y=y) # the 1st y is in the *callee* namespace\nanotherFunc(3)'], 'Out': {1: <IPython.core.display.HTML object>, 2: 3, 3: 4, 4: 4, 5: 4, 6: 14, 7: 3.4, 8: 'b', 14: -9, 15: (5, -9), 16: (5, -9), 17: [5, -9], 18: (5, -9), 20: (5, -9), 22: (5, -9), 23: ('abks', 3), 24: 321, 25: 579503215732891078590781903232107583291075843921075893201, 26: 'olleh', 35: -9, 36: -9, 38: -9, 39: 18, 40: -9, 41: ('abks', 3), 43: 252, 44: 2800, 46: 2100, 47: 600, 51: 0.7788007830714049, 52: 1800, 53: 1800}, 'get_ipython': <bound method InteractiveShell.get_ipython of <ipykernel.zmqshell.ZMQInteractiveShell object at 0x7f86b92b3580>>, 'exit': <IPython.core.autocall.ZMQExitAutocall object at 0x7f86b826f460>, 'quit': <IPython.core.autocall.ZMQExitAutocall object at 0x7f86b826f460>, '_': 1800, '__': 1800, '___': 0.7788007830714049, 'acos': <built-in function acos>, 'acosh': <built-in function acosh>, 'asin': <built-in function asin>, 'asinh': <built-in function asinh>, 'atan': <built-in function atan>, 'atan2': <built-in function atan2>, 'atanh': <built-in function atanh>, 'ceil': <built-in function ceil>, 'copysign': <built-in function copysign>, 'cos': <built-in function cos>, 'cosh': <built-in function cosh>, 'degrees': <built-in function degrees>, 'dist': <built-in function dist>, 'erf': <built-in function erf>, 'erfc': <built-in function erfc>, 'exp': <built-in function exp>, 'expm1': <built-in function expm1>, 'fabs': <built-in function fabs>, 'factorial': <built-in function factorial>, 'floor': <built-in function floor>, 'fmod': <built-in function fmod>, 'frexp': <built-in function frexp>, 'fsum': <built-in function fsum>, 'gamma': <built-in function gamma>, 'gcd': <built-in function gcd>, 'hypot': <built-in function hypot>, 'isclose': <built-in function isclose>, 'isfinite': <built-in function isfinite>, 'isinf': <built-in function isinf>, 'isnan': <built-in function isnan>, 'isqrt': <built-in function isqrt>, 'ldexp': <built-in function ldexp>, 'lgamma': <built-in function lgamma>, 'log': <built-in function log>, 'log1p': <built-in function log1p>, 'log10': <built-in function log10>, 'log2': <built-in function log2>, 'modf': <built-in function modf>, 'pow': <built-in function pow>, 'radians': <built-in function radians>, 'remainder': <built-in function remainder>, 'sin': <built-in function sin>, 'sinh': <built-in function sinh>, 'sqrt': <built-in function sqrt>, 'tan': <built-in function tan>, 'tanh': <built-in function tanh>, 'trunc': <built-in function trunc>, 'prod': <built-in function prod>, 'perm': <built-in function perm>, 'comb': <built-in function comb>, 'pi': 3.141592653589793, 'e': 2.718281828459045, 'tau': 6.283185307179586, 'inf': inf, 'nan': nan, 'pp': <function pprint at 0x7f86bc75ad30>, '_i': 'def anotherFunc(x):\n y = x**2 # y is in the *caller* namespace\n print(locals())\n return normal(y=y) # the 1st y is in the *callee* namespace\nanotherFunc(3)', '_ii': 'def anotherFunc(x):\n y = x**2\n return normal(y=y)\nanotherFunc(3)', '_iii': 'from math import exp\ndef gaussian(x, sigma):\n return exp(-(x/sigma)**2)\nsigma = 2.0\ngaussian(1.0, 2.0)', '_i1': 'from IPython.display import HTML\nHTML(open("notes.css", "r").read())', 'HTML': <class 'IPython.core.display.HTML'>, '_1': <IPython.core.display.HTML object>, '_i2': 'abs(-3)', '_2': 3, '_i3': 'max(3, 4, -10, 2)', '_3': 4, '_i4': 'max(3, 4, -10)', '_4': 4, '_i5': 'max(3, 4, -10, 4)', '_5': 4, '_i6': 'max(3, 4, -10, 14)', '_6': 14, '_i7': 'max(3.4, -9)', '_7': 3.4, '_i8': 'max("a", "b")', '_8': 'b', '_i9': 'def g(a, b):\n print(\n "a = ", a,\n "b = ", b)\n \ng(45, 2)', 'g': <function g at 0x7f86b81e8160>, '_i10': 'print(g(2,5))', '_i11': 'g(17, b=4)', '_i12': 'g(b=4, 17)', '_i13': 'g(b=4, a=17)', '_i14': 'def h(a, b, c):\n return a**2 + 3*b - 4*c\nh(1, 2, 4)', 'h': <function h at 0x7f86b8172a60>, '_14': -9, '_i15': 'def h(a, b, c):\n return 2*b+1, a**2 + 3*b - 4*c\nh(1, 2, 4)', '_15': (5, -9), '_i16': 'def h(a, b, c):\n return (2*b+1, a**2 + 3*b - 4*c)\nh(1, 2, 4)', '_16': (5, -9), '_i17': 'def h(a, b, c):\n return [2*b+1, a**2 + 3*b - 4*c]\nh(1, 2, 4)', '_17': [5, -9], '_i18': 'def h(a, b, c):\n return 2*b+1, a**2 + 3*b - 4*c\nh(1, 2, 4)', '_18': (5, -9), '_i19': 'def h(a, b, c):\n return 2*b+1, a**2 + 3*b - 4*c\n(x, y) = h(1, 2, 4)', 'x': 5, 'y': 12, '_i20': 'def h(a, b, c):\n return 2*b+1, a**2 + 3*b - 4*c\n(x, y) = h(1, 2, 4)\nx, y', '_20': (5, -9), '_i21': 'def h(a, b, c):\n return 2*b+1, a**2 + 3*b - 4*c\n(x, y, z) = h(1, 2, 4)\nx, y', '_i22': 'def h(a, b, c):\n return 2*b+1, a**2 + 3*b - 4*c\n(x, y) = h(1, 2, 4)\nx, y', '_22': (5, -9), '_i23': 'def swap(x, y):\n return (y, x)\nswap(3, "abks")', 'swap': <function swap at 0x7f86b8172820>, '_23': ('abks', 3), '_i24': 'def invert(i):\n return int(str(i)[::-1])\ninvert(123)', 'invert': <function invert at 0x7f86b81dc820>, '_24': 321, '_i25': 'invert(102398570129348570192385701232309187095870198237512305975)', '_25': 579503215732891078590781903232107583291075843921075893201, '_i26': 'def palindrome(s):\n return s[::-1]\npalindrome("hello")', 'palindrome': <function palindrome at 0x7f86b81dc550>, '_26': 'olleh', '_i27': '&sh\nls', '_i28': '%sh\nls', '_i29': '%%sh\nls', '_i30': '%%sh\nls /usr/share/dict/words', '_i31': '%%sh\nhead /usr/share/dict/words', '_i32': '%%sh\nwm /usr/share/dict/words', '_i33': '%%sh\nwc -l /usr/share/dict/words', '_i34': 'knownWords = set()\ncount = 0\nfor word in open(\'/usr/share/dict/words\'):\n word = word.strip()\n palindromeOfWord = palindrome(word)\n if palindromeOfWord in knownWords:\n print("{} <-> {}".format(word, palindromeOfWord))\n count += 1\n else:\n knownWords.add(word)\nprint(count)', 'knownWords': {'scrolls', 'sans', "academia's", "springboard's", 'Sutton', "racket's", 'hairline', 'impaired', "trowel's", 'libertine', 'nerd', 'liquoring', "buccaneer's", "gourmet's", "canyon's", 'announced', 'Robson', 'protected', 'Grammy', "fatness's", "monopoly's", 'pericardia', 'abrogation', 'checkering', "Astor's", "Susanna's", 'unearth', "Rhodes's", "Wilfred's", 'flushest', "foreskin's", 'monosyllabic', 'gaffe', "Domitian's", 'hyphen', 'effigy', 'appropriations', 'hoariest', "sweetheart's", "Moet's", 'Salas', 'rounder', "pigeon's", 'rosiest', 'mopes', 'upstaging', 'monocotyledon', 'rattler', 'migrates', 'yanks', 'callipered', 'crispiest', 'Napoleon', 'reproduction', 'kayaking', "Mennen's", 'Baghdad', "necklace's", 'Shula', 'Cherokee', 'stiller', 'indiscretions', 'chores', 'demented', "calyx's", "bos'n's", 'defuses', 'nasals', 'readies', "speaker's", "humanist's", "panhandle's", 'infatuated', 'Hanover', "assistant's", 'antithesis', 'housetops', 'improvising', 'unprofessional', 'brawniest', "disenfranchisement's", 'bomb', 'irrelevancy', 'sassed', 'Marxists', 'instructive', 'redirection', 'devils', "idealization's", 'Staples', 'impoliteness', 'watermelons', 'speech', 'tumult', 'vertebras', 'waiting', 'bypass', 'lamest', "Gauss's", "explosive's", 'unpopular', 'divines', 'leaguing', 'ingenious', 'transfixt', 'proportional', 'rupturing', "Cassandra's", 'Buffalo', 'Islams', 'vinegar', 'infinity', 'concocts', 'Baptists', "Oort's", 'ennoblement', 'nuncio', "Florine's", 'flatware', 'walking', 'incapability', 'vasts', "Jed's", 'attending', 'registrants', "Vlaminck's", 'outward', "firefighter's", 'bawdy', 'coops', "rustic's", 'solve', "appetite's", 'implementation', 'steeplejack', 'beef', "tenpin's", "particle's", "mammography's", 'laugh', 'toadstool', 'thick', "lacquer's", 'camouflaged', "camaraderie's", 'dewberry', "disapprobation's", "mailman's", "maraca's", "pickaback's", 'yelps', 'Melanie', 'blanked', 'sophomoric', 'stiffness', 'Mauryan', 'leviathan', 'menace', "Shaffer's", 'chorale', "dilapidation's", "Carmella's", 'rebating', 'Melisa', 'tannin', 'pixel', "flashback's", 'preachier', "stalk's", "Stanley's", "fairway's", 'skullcap', 'sunset', 'Gautier', "heliport's", "excess's", 'comers', 'Bohemians', 'smirking', 'slips', 'Cleo', 'buoyant', 'neophytes', 'brilliantly', 'mockingbirds', "Muenster's", 'cleanse', 'collocated', "Louella's", 'collapsed', "stickiness's", "standby's", "Laverne's", 'Abby', 'Pompeii', 'bestirs', 'mark', 'Pigmy', "Gorgas's", 'constructors', 'tailoring', 'Burgoyne', 'apart', "bake's", 'flatboats', 'zombie', "amenity's", 'Carey', 'blade', "dateline's", 'salaries', 'arching', 'markers', "southerner's", 'Michelob', "Vietcong's", 'latecomers', 'firefighter', 'modifies', "shapeliness's", 'Biko', 'suppliers', 'perverse', "banality's", 'chased', "monotheism's", 'thoroughfares', 'Ghent', 'constrains', 'dressers', 'resentfully', 'mismanage', 'majored', 'strangulating', 'contingent', 'hang', "anthologist's", 'geezers', "seven's", 'liberating', 'oversexed', "Florida's", 'saloons', 'airspace', 'greyest', 'berry', 'tributary', 'inextricable', "Pynchon's", 'berating', 'Rivieras', 'dispossessed', 'mythologies', 'tactically', 'manipulate', 'monotheist', 'complaints', 'imparted', "ringworm's", 'unmistakably', "Hammett's", 'épée', 'Grampians', "bigmouth's", 'Garbo', 'misconstruction', "multinational's", 'reoccurs', 'sublimity', 'satiate', 'eyeliner', "Sherri's", 'decimating', 'harelip', 'souping', 'teachings', 'Netherlander', "Syriac's", 'nutted', 'instigator', "Luciano's", 'minuted', 'ate', "equinox's", 'audaciously', "Netherlander's", 'popped', 'artisan', 'Valentino', "Pooh's", 'crisps', "nanotechnology's", 'reindeers', 'aerospace', "Norfolk's", 'Trappist', "baritone's", "guardrail's", "overhand's", 'effectuate', "stringer's", 'khan', 'dowelled', 'combine', 'hammer', 'chuckling', 'gamy', 'intermezzo', 'Luz', 'envisioned', 'plagiarizes', 'boarded', "orthodontist's", "cordon's", 'sanding', 'Pelee', "Angelique's", "exemption's", "octane's", 'burnish', 'Eurydice', 'usurped', 'proclamation', "erectness's", 'dehumidifiers', 'recent', 'Chinese', 'skyrocketing', "hype's", 'solidifies', "Nero's", "isthmus's", 'slanting', "discotheque's", 'dangerously', 'declining', "Technicolor's", 'protein', "carotid's", "stalactite's", 'hosteler', "Sulawesi's", 'rapiers', 'bookshops', 'methadon', "he'll", 'experimenting', 'Frazier', 'work', 'barbeques', 'townsfolk', 'Sancho', 'tinging', "rickshaw's", 'seeded', 'macaronies', "lampoon's", 'sweller', 'converges', 'Steinway', 'wares', 'benefited', "granulation's", "cockleshell's", "Bartók's", "boiler's", 'noonday', 'precautions', 'Delawareans', 'Elastoplast', 'Planck', 'warthog', 'Heisman', "biker's", 'brusquer', 'cloudy', 'chairlift', 'solemnized', 'queerest', 'auditoriums', "raise's", 'Pratchett', "grain's", 'cashes', "rotisserie's", "Loraine's", "Sutherland's", 'coarsened', 'quarterback', 'becalming', 'exorcised', 'firm', 'skimps', 'anthers', 'ikons', 'creosotes', "Rudy's", 'makeups', 'woodpeckers', "Capri's", "Aymara's", "Matisse's", 'playact', 'Caph', 'preschooler', 'Koreans', 'Mubarak', 'bola', "fumble's", 'trust', 'begin', 'mescal', 'chaffs', "swimming's", 'temporized', "gneiss's", "Lyle's", "mizzen's", 'mooched', 'Schindler', 'lollygags', 'halfway', "flycatcher's", 'tranquiler', 'ax', 'angstroms', 'extol', 'lording', 'raced', 'lumberjack', "icicle's", 'cruel', "Slurpee's", 'commissariats', 'quarrelled', "clematis's", 'porpoises', 'inboxes', 'linkage', 'observatories', 'deliverance', "rifleman's", 'terrorize', "Rolvaag's", 'crayoned', 'felt', 'acres', 'pawed', 'just', "sect's", 'godsons', "marathoner's", 'leaks', 'constellation', "Tweedledum's", 'exploding', 'bookend', 'qualifications', 'rodeo', 'upraised', "wedlock's", "Cecelia's", 'Okinawa', 'Eunice', "English's", 'Tunisia', 'swamp', 'Bobbitt', 'defeatists', 'feats', 'disarrayed', 'allover', 'expelling', 'ramifies', 'beaked', 'reformatting', 'Libras', "Goldman's", "curmudgeon's", 'Benjamin', 'disagreeable', 'pantaloons', 'standpoints', 'straggle', 'testis', "vassal's", 'distastefully', "hod's", "puzzlement's", "township's", 'popgun', 'chastest', 'Airedales', 'bouillons', "Currier's", 'aura', "house's", 'indivisible', "Fresno's", "nineteenth's", 'forcible', "Sayers's", 'Mahdi', 'judiciously', 'Burgundy', "hag's", 'bragging', 'consumes', 'prepossessing', 'plucks', 'shakeups', 'forewarn', 'saguaro', 'workload', 'Melody', 'Wobegon', 'groggy', "tailgate's", "garrison's", 'flightiest', 'label', "addition's", 'agnosticism', "practise's", 'Raoul', 'suppression', 'trawls', 'expensive', 'Swahili', 'fatherly', "bawdiness's", 'outdistancing', 'tan', 'dysfunctions', 'liquidate', 'dressiness', 'sublimed', "tide's", 'unchanged', 'banish', "compliment's", "contraption's", 'servitude', "music's", "shipboard's", "tonsillectomy's", "udder's", 'grandchild', 'meals', "exponent's", 'militia', 'heroin', 'bullied', 'rooted', "tempestuousness's", "Peter's", 'looked', 'hearer', "Maghreb's", 'afflicted', 'apportions', "Mable's", 'operationally', 'Morrison', "birdwatcher's", 'overawed', 'publicists', 'speedster', 'loops', "hardball's", 'geishas', "Devi's", "Fran's", 'offs', "sash's", 'Golan', 'foreclose', 'stimulated', "Giuseppe's", 'provisioning', "Roberto's", 'chlorinating', 'acceded', 'glinted', 'griddlecakes', "rodeo's", 'entices', 'triteness', "Sakhalin's", 'shoddiness', "pentagon's", 'taxying', "Kewpie's", 'accusing', "feat's", 'naturalized', 'typewrites', 'Sontag', 'unverified', "Crux's", "Kosciusko's", 'jardinières', 'watersheds', 'Crimean', 'lecithin', "musicianship's", "Auriga's", 'harrowing', 'inferential', 'furtherance', 'tightropes', 'dimples', "Jerald's", "czar's", 'totemic', 'nonentities', "Geffen's", "eggshell's", "sukiyaki's", 'churchgoer', 'composing', "bos'ns", 'cultivated', 'Terkel', 'kinkier', 'coolie', "seer's", 'pulley', 'routinize', "shootout's", 'prostration', "Enrique's", "peahen's", 'pinking', 'depository', "hygrometer's", 'nightgown', "spaceship's", 'aerobatics', "determination's", 'Andrea', "Rubin's", "propellent's", 'whimsey', 'squawk', 'newspaperwoman', "Flynn's", 'ballet', 'screwiest', 'modifiable', 'aspiration', "Shikoku's", 'sterns', "weakling's", 'cathartics', 'means', 'sulphurs', 'marlin', 'haemorrhaged', 'snuffled', 'viscera', 'Agricola', 'scouring', "Madison's", 'craniums', "planner's", 'vituperate', 'huffily', "firebreak's", 'refinishes', "antiquary's", 'aphasic', 'bravura', 'forgoes', 'Cayman', 'thrashings', "plenary's", "upbringing's", "hypoglycemia's", "paraphernalia's", "southerly's", 'rewards', "slaughterhouse's", "sextette's", 'Pennington', "misrepresentation's", 'malnutrition', "reflection's", 'Diophantine', 'rook', 'storming', 'Angelo', 'pistol', 'ruthlessly', 'publish', "assessor's", 'pussyfoot', 'groveler', 'litterbugs', "Listerine's", 'Padilla', "Virgil's", 'commentary', 'retread', 'spluttered', "jellyfish's", 'goodbyes', "Cadillac's", 'managing', 'idlers', 'imbecile', 'thefts', 'uninstalled', "mantilla's", 'excitingly', 'pail', "chutney's", 'chiefer', 'succors', "Frenchwomen's", 'bawdily', 'coveted', 'farmer', "importation's", 'reappraising', "Cid's", "Eskimo's", 'voice', 'exhumations', "paperhanger's", "great's", 'playgoer', 'skivvying', 'shiploads', 'erythrocyte', 'clang', "barricade's", "jobber's", 'Poisson', 'seamen', 'animals', 'railroading', "Laredo's", 'masterly', 'protoplasmic', 'Cabral', "dandelion's", 'badder', 'slated', "snooze's", 'salaams', 'Gable', 'spokespeople', "yogi's", 'Chantilly', 'hake', 'usurer', "throwback's", 'militiaman', "stepbrother's", 'pedal', 'consisted', 'hatter', 'adduced', 'Arthurian', 'unpredictable', "Ghats's", 'flying', 'speedometer', 'pleasured', "excretion's", 'precipice', 'cathodes', "Kamehameha's", "immortal's", 'indoctrinated', "triceratops's", 'gallivanted', 'multifaceted', 'fruitful', 'droughts', 'untrained', 'Woodward', 'catalpas', "resemblance's", "dejection's", 'outlasted', "Brewer's", 'whacky', 'eyestrain', 'Mohammedan', 'Ndjamena', 'hippopotamus', 'Valparaiso', 'adulation', "salience's", 'eyelid', 'credulity', 'antes', 'Kleenexes', 'taunts', 'tastes', 'mapping', 'polkaing', 'Tories', 'rouges', "doom's", 'oblique', 'perfunctory', 'contusion', 'unveiled', 'shrewish', "gnome's", 'northeasters', "simian's", 'hangovers', 'outstays', "fuddle's", 'Japaneses', "Jana's", "undergarment's", "flapper's", 'gougers', "hank's", 'yock', "beefsteak's", "comfort's", "Portsmouth's", 'booties', 'bootlegger', 'fishery', "indicator's", 'opium', 'favorably', 'imitating', 'gazebos', 'Sumeria', 'temperatures', 'supported', "Richelieu's", "kicker's", "sociopath's", 'profounder', 'wrest', 'Sandburg', "Seagram's", 'unmasking', "scullery's", 'weathered', 'exuding', "surgery's", "highlighter's", 'prosceniums', 'bluejacket', "you've", 'Winesap', 'Eugenie', 'wrapt', 'authentic', 'disintegrate', 'relenting', 'appointment', 'Lela', 'defers', "egalitarianism's", 'molested', 'telltale', "ingot's", 'spaciously', 'therapies', 'achiever', 'discords', 'disproportions', "magnetism's", "PowerPoint's", 'untimeliest', 'kit', "lam's", "Lupus's", "arraignment's", "Kristie's", "Pantheon's", 'Reno', "Susie's", 'assuages', 'civilians', "Japan's", 'stoneware', 'speakeasies', 'bullfinches', 'automatics', 'codded', 'liberate', 'Duane', 'toddy', 'tracers', 'mockers', "cyclamen's", "Carborundum's", 'thermoses', "universal's", "Czech's", 'derivation', 'Rivers', 'hunts', 'fibula', "stockroom's", 'Addison', "counsellor's", 'outsizes', 'Gatling', "bit's", 'sleeker', 'Kristine', 'fracas', 'corroboration', "bisexual's", "Cologne's", 'commiserate', "coconut's", "Rizal's", 'clammy', 'propitiates', "refuse's", 'underfeeding', 'faxes', 'domesticity', 'balkier', "massacre's", 'falcon', 'binary', "periscope's", 'onrush', 'lentil', 'Voldemort', 'smolder', 'disclaims', 'outrageously', 'hometown', 'inheriting', "Trappist's", 'marvelling', 'censorious', 'unconnected', 'statues', 'faker', 'edict', 'vociferated', 'sodomites', "barley's", "cancer's", 'stashed', 'Denver', 'upended', "buzzword's", "temple's", 'womanizer', "Orkney's", 'becks', 'savannahs', "predilection's", 'brainstorms', 'slaved', "dysfunction's", 'Indian', 'throwing', 'Cymbeline', "hijacker's", 'outstretches', "Cynthia's", 'cannonaded', "produce's", 'smite', 'miserly', "Pretoria's", "sharper's", 'unhanding', "Eyck's", "breaststroke's", 'Christopher', 'exhibitor', "lasciviousness's", "culvert's", 'isometric', "plop's", 'unspoiled', "leading's", 'penultimate', 'ecstatically', 'compulsiveness', 'psychoanalyzed', 'mourns', 'Slavs', 'crop', 'safari', "Stalinist's", 'Th', 'shire', "kindliness's", "Wisconsinite's", 'delegations', 'squinting', 'curtailment', "pheasant's", 'supplanting', 'weatherproofed', "revocation's", "bloodshed's", 'provincials', 'carve', "disputant's", 'misogynist', 'roughest', 'convenience', 'constructing', "polonaise's", 'Radcliffe', 'twisting', "fisticuffs's", "debris's", "port's", 'Thursdays', 'fearful', "loan's", "lineup's", 'circuiting', 'reevaluate', 'baiting', 'optimized', "Essequibo's", 'wrens', 'franchise', 'stentorian', 'kopeks', "lancet's", "swallow's", 'satirizing', 'moons', 'earnests', 'packed', "colonel's", 'cygnet', 'established', 'clacked', "cinnabar's", 'duodenums', "teleconference's", 'peerage', "Google's", 'callable', 'Tesla', 'baseline', "Che's", 'conjectures', 'crackled', "gift's", "Yangon's", 'Nicaragua', 'curving', "catacomb's", 'undercoats', 'levees', 'Wright', 'Apocrypha', "whist's", "libel's", 'preferentially', "Eakins's", 'tendril', 'defames', 'interlude', 'dispassionately', 'pestles', 'wittiness', 'Giacometti', 'Venn', 'itemized', 'embarks', 'impolitely', 'viscus', 'indebtedness', 'encourages', 'intellectualized', 'firebombed', 'tropical', 'curvy', 'moles', 'Ingres', 'knelling', "Dylan's", 'syndication', "sailfish's", 'gearing', "chiffon's", 'filming', 'gargoyles', 'democratization', 'unsuspecting', 'Alphonso', 'bridals', 'gravity', 'swaps', 'cowardliness', 'airbrushes', 'deigning', "dipsomaniac's", "nip's", "rebus's", 'whitening', 'gamines', 'Cardin', 'sensitize', 'marmots', 'Amsterdam', "consensus's", 'eked', 'mandatory', 'roguishly', 'Latino', "rumbling's", "Penney's", "Morrison's", 'Cathryn', "crag's", 'hireling', 'eroticism', 'meres', 'Lagos', 'Nkrumah', 'express', 'ester', 'sidelining', 'bruin', 'pectorals', "tenant's", 'Judaeo', 'replace', 'impish', "tampon's", "Salk's", 'banns', "displeasure's", 'trill', 'farewell', 'McLaughlin', "chapel's", 'Goldie', 'immeasurably', 'maintains', 'rescues', 'bonus', "shadow's", "tackle's", "clamminess's", "lobster's", 'inroad', "republicanism's", 'Muhammadanism', "voluptuousness's", 'indigent', 'idealization', "Toledo's", "unity's", 'retirements', 'Izanagi', 'mighty', 'premieres', 'wormholes', 'perfections', 'secularism', "Ascella's", 'league', 'milkman', 'musicologist', 'abundances', "radius's", 'dizzies', 'peasants', "mismatch's", "slander's", "raving's", "Selectric's", "artfulness's", 'twirlers', "arbitrator's", 'Adkins', 'stagehand', 'pram', 'Pekingeses', "fairness's", 'voodooed', 'contravene', 'sabres', 'wright', 'geckos', 'heckled', 'estranging', 'poppy', 'harmonizing', 'quit', 'harebrained', 'laughably', 'mimes', 'voyeur', "hasheesh's", 'incantations', 'paler', 'Sunday', 'profoundly', "handiness's", 'paperboys', 'hailing', 'spaced', 'bookshelf', 'incinerated', 'grander', "herbage's", 'coherence', 'Chamberlain', 'peekaboo', 'Meiji', 'Beowulf', 'interact', 'visualized', 'gruffly', "exoplanet's", "mining's", "o'er", "nitpicker's", "songbird's", 'Azana', "momentum's", 'subcutaneous', 'proved', 'rhapsodizes', "asteroid's", 'callisthenics', "desiccation's", 'overwhelms', "couch's", 'anchorpeople', 'slices', 'soloing', 'perusal', 'chanters', "rioter's", "curfew's", "monotone's", 'Watusi', "countrywoman's", "lifestyle's", "Ticketmaster's", 'devalued', 'Messiahs', 'monetizing', 'Paleocene', 'deflect', 'revivify', "joust's", "Willemstad's", "kindergartener's", 'obeyed', 'Mackinaw', "cicatrice's", 'homburgs', "teaspoonful's", 'selflessness', "Yolanda's", 'abstemious', "auburn's", 'diphthongs', 'brackish', "tusk's", 'qualifying', 'boy', "oxidation's", 'abacus', "foolscap's", "thanksgiving's", 'ruling', "appeasement's", 'artificial', 'blistered', 'Zhukov', 'faeces', 'Melbourne', 'escapes', 'Jeffery', 'chrysalises', "Midwestern's", "linseed's", 'brave', 'plusher', "Snake's", 'hind', "acronym's", "barrow's", 'zebras', 'oscillator', 'unroll', 'supernumerary', "Manila's", "Zionism's", 'mellowness', 'beneficiary', 'quirk', 'unsolicited', 'ventriloquist', "Sybil's", 'pull', 'Deirdre', 'Hymen', 'hairiest', 'gallop', "Adhara's", 'Castor', "cosmonaut's", 'recurrences', 'chimaeras', 'sealskin', 'mitigate', 'statements', 'tollbooths', 'bravado', "enchilada's", "saviour's", 'amidships', 'uselessness', "solidity's", 'fraught', 'padded', 'up', 'position', 'caldrons', 'randiest', "Watusi's", "Latvia's", 'seafarer', 'got', 'weans', 'inaugurates', 'overindulges', "outplacement's", 'stockyards', 'dilettanti', 'speckle', 'nets', 'flunky', "repertoire's", 'Spaniard', 'dolloping', 'lap', 'Eocene', "belligerence's", 'otters', 'intimidated', 'refine', 'Fatimid', 'prophetically', 'penology', 'twosome', 'Cesar', 'safely', 'satiating', "Claire's", 'bristliest', 'jumpiness', 'franchisees', 'infernos', 'Spaniards', "blackball's", 'caesuras', 'humanists', 'girts', "ma'am", 'insanest', 'Seuss', 'barbecues', 'laundering', 'recruiters', 'precipices', 'aye', "Socrates's", 'plumes', 'Cayenne', 'somethings', 'fender', 'chromed', 'blindfolding', 'dicier', 'Daphne', "compote's", "Bertrand's", "Spokane's", "Burks's", 'Stalinist', 'pulverization', 'creep', 'silvery', "DiCaprio's", 'including', "table's", "Chile's", 'volts', "play's", 'resistances', 'Seleucid', 'rawhide', 'lynched', 'peddlers', 'takeoffs', 'palate', 'Wheeler', 'histogram', 'sink', 'Giotto', 'squeamish', 'electrocution', "Elysium's", "prostitute's", "batter's", 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"obscenity's", 'sweetish', 'Melville', 'balminess', 'severely', "autumn's", 'defensive', 'orchestrating', 'railroaded', 'strategic', 'sandblasting', 'showman', 'Creation', "tercentenary's", "Perseus's", "siesta's", 'headiest', "maneuverability's", 'ethnic', 'Henrietta', "Macbeth's", "Union's", 'grappled', 'inset', 'rains', 'butane', 'uneaten', "yea's", 'Gwalior', 'Kagoshima', "combustion's", 'cratered', "corespondent's", 'wassailed', 'oranges', "Sosa's", 'bisect', 'chirruping', 'surfboards', "LibreOffice's", 'savants', "homework's", 'uncollected', 'beguiling', 'dewdrops', "effluent's", "uselessness's", 'books', "Molly's", 'estrangement', "whalebone's", 'councillor', "philistine's", 'steeping', "nonentity's", 'poling', 'aerosols', 'vexes', "abatement's", "chandelier's", 'powdered', 'manifolding', "Hades's", 'mainsails', 'perturbations', 'slipperiness', 'listens', 'summarizing', "ark's", "abstention's", 'pronounceable', 'Huck', 'Talbot', 'meteorology', 'peeing', 'interviews', 'mayfly', 'opposite', 'oblongs', 'animated', 'hooligan', 'edifices', "neighborhood's", 'scanning', "Reykjavik's", "sunrise's", 'unpacking', 'unimpeachable', 'rowdyism', "Brigid's", 'reaffirm', 'Linotype', "tannery's", "Juno's", "anaesthesia's", 'Brummel', 'respect', "subsistence's", 'freethinker', 'tragedies', 'platefuls', 'dauphin', 'heliport', "Trekkie's", "sea's", 'coronaries', 'symmetries', 'Vanuatu', 'fiche', 'revitalization', "Humvee's", 'concerning', 'Mafioso', "rig's", "wartime's", "emptiness's", "practice's", 'Tyree', 'Shanna', 'locate', 'textured', 'ravenous', 'churchyard', 'radical', 'mitering', 'campers', "X's", 'accrediting', 'remade', 'parishioners', 'undertone', 'backdating', 'charmer', 'Livonia', 'troubadours', "exterminator's", 'steepest', 'concepts', 'lashed', 'monotone', 'seniors', 'stowaways', 'vacuously', "Elma's", 'segue', 'ocelot', 'Donetsk', 'subcommittee', "Marquita's", 'lashes', "trousers's", 'sorghum', 'chef', 'ilks', 'Mach', 'funded', "midriff's", "vice's", "forefoot's", 'wrote', "caulk's", 'Murphy', 'Moravian', "furnace's", 'semimonthlies', 'crabs', 'supportable', 'genuflects', 'informative', "theorem's", "contestant's", "vireo's", 'inspected', 'microscopes', 'snowmobiles', 'gangplanks', "Meade's", 'braziers', "Sarah's", "Luther's", 'chemistry', 'kickoffs', "Ellen's", "rapprochement's", 'mixing', 'slinging', 'undid', 'scrubbier', 'unsnapped', 'sparrows', 'spewed', "Chiquita's", 'exchanges', "chino's", "Parker's", "aficionado's", 'phoebe', 'larges', 'Carlsbad', 'inebriates', "Peggy's", 'educators', 'minuteness', 'schismatics', "O'Brien", "opposite's", 'pressurized', "Fiji's", 'clinkers', "builder's", "Hattie's", 'betiding', "sheet's", "intractability's", 'loadstar', 'racking', 'indistinguishable', 'somebody', 'reposing', "decoy's", 'palaces', 'Dominic', 'buckling', "stent's", 'reinforced', 'demoniac', 'doctrinal', 'misnomer', 'inline', 'meadows', "immigration's", 'curries', "moraine's", "Bennett's", 'adze', 'adventuring', 'describable', 'Curtis', 'jazzier', 'palmetto', 'diversions', 'prospected', 'beeches', 'Mather', "drone's", 'spokespersons', 'foretold', 'louses', 'annotating', "devoutness's", 'kibbutzim', 'misalliance', 'waggle', 'hued', 'semiautomatic', "Iqbal's", 'retch', 'outcrops', 'embargoed', 'whimper', 'circumcision', 'scoured', 'overwriting', "roadbed's", 'simplifies', 'boggled', 'smoke', 'congests', "bovine's", 'shareable', "twilight's", 'obsession', 'convalesce', 'rhetorically', "Alford's", 'Dusty', 'apprenticeships', 'malfunctioned', 'spry', "stye's", 'compile', "pacemaker's", 'alacrity', "Leona's", 'darts', 'Senegal', 'wrapping', 'muscatels', 'Tums', "Constance's", 'Goudas', "maybe's", "isolationist's", 'bifocal', "comeuppance's", 'pygmy', 'intimidates', 'perishing', 'getaway', 'revolutions', "scalpel's", "tameness's", 'pelvic', "pygmy's", 'recreate', 'surtaxed', 'Kuznetsk', 'pigment', "enclosure's", 'Bangui', 'inferno', 'youngster', 'pyramidal', 'ignobly', "propitiation's", 'pacemakers', 'rectilinear', 'Vonda', 'insouciance', 'phoenix', 'checkroom', "flap's", 'bilingual', 'evaporating', 'satyrs', 'larvae', 'glowers', 'junction', "Fabian's", 'ensconce', 'individualist', 'rhinos', 'darkrooms', 'coven', 'pantomimed', 'conceptualizing', 'Pascal', "minefield's", 'squatter', 'inedible', 'tympanum', "Debouillet's", 'urbanized', "Lesotho's", 'clipboards', 'contaminant', 'untouched', 'pincers', 'inquisitor', 'auxiliary', 'glittering', 'Reed', 'awake', "millinery's", 'seizures', "rejection's", 'fronting', 'blush', "curio's", 'Banjarmasin', 'gnaw', 'stinker', 'mingle', "Hal's", 'untangles', "leer's", 'damage', 'requite', 'availed', "conferment's", 'Argentine', 'ravines', 'overdoses', 'egregious', 'nicks', 'coveralls', "recognizance's", 'coppery', "melt's", 'pillowcases', 'sticky', 'tautness', 'dazzle', 'turbines', 'angers', 'atones', 'incidence', "vent's", 'cavalrymen', "tyrannosaurus's", "rennet's", "Tashkent's", 'lipsticked', 'arsonist', 'sailboat', 'housed', 'forlornly', 'boniest', 'peddler', 'animations', 'legibility', 'blends', "Deng's", "metamorphism's", 'desires', 'listing', 'rebounding', 'muteness', "sparseness's", "basso's", "Socorro's", 'camerawoman', 'dexterously', 'hews', 'scallywag', "Jehovah's", 'roods', "backer's", "rational's", 'literal', 'Shaffer', 'closes', 'illogically', "mangle's", "slug's", 'importing', 'snootiest', "tingling's", 'specially', 'Gorgonzola', 'denouncement', 'lattices', "statute's", 'alcoholism', 'dunner', 'notepad', 'van', 'redeployment', "Keogh's", 'fakers', 'hierarchy', "Oslo's", "peal's", 'crouching', 'Appaloosa', 'evading', 'pitifully', 'embarking', 'polished', "Bethany's", 'symphonies', "windfall's", 'strongest', 'redness', 'effusions', 'traducing', 'discuses', 'sporting', 'curtseyed', "gender's", 'parachutist', 'yogurts', "sidestroke's", 'cited', 'compendia', 'winger', 'interprets', "faction's", "grandma's", 'perspicacity', "ballplayer's", 'abortive', 'Wrangell', "Ava's", 'loathes', "Tania's", 'endue', "piercing's", "money's", 'yeshivoth', 'matronly', "gimlet's", "numbskull's", "scald's", "forklift's", "youthfulness's", "masseur's", 'Kevlar', 'hellholes', "Merlot's", 'Willa', 'acclimates', "rabbi's", 'assessor', "glee's", 'chaperones', 'atypical', 'shocking', 'Smuts', 'fathomless', 'vestibules', 'whatchamacallits', 'erg', 'undulate', "Voyager's", 'Malagasy', 'courtly', 'redundancies', "warlock's", "video's", 'protest', 'encompassing', 'panorama', 'Merak', 'croupiest', 'flat', "legacy's", 'parables', "pinhole's", 'impractical', 'furnishing', 'glints', 'wave', 'emendation', "Motorola's", 'implacability', 'beseeches', 'politicizing', 'infant', "misanthrope's", 'heavyweights', 'visitation', 'barracuda', 'gourd', 'Knox', 'signer', 'sacks', 'wrongheadedness', "Carmen's", "February's", "herringbone's", "clock's", 'kindly', 'peseta', "processor's", 'sleuth', 'vivacious', 'legatos', "Apollo's", "fluoroscope's", 'exhaust', "pirouette's", 'Briana', 'Annabelle', 'disintegration', "republican's", 'autopilots', "Dhaka's", 'thrive', "woodsman's", 'counseling', 'decolonization', 'dulness', 'sleeplessness', 'robocalling', 'sanitize', "amplification's", "mohair's", "shank's", 'Styx', 'Louisville', "catafalque's", 'steamrolls', 'crews', "Lowell's", 'preachy', 'svelter', 'spinier', 'Egyptian', 'tromp', 'Celsius', 'John', 'commercialism', 'goiters', 'Lenoir', "Cooperstown's", 'sheaves', 'umbel', 'brim', 'racketeer', "Superfund's", 'ambivalently', 'stashing', 'Rand', 'nonstop', "nitwit's", 'slyer', "Galilean's", 'Viennese', 'announcers', "stranger's", 'condensers', 'recommence', 'Shavian', 'Taiyuan', 'rocked', "freezing's", 'robustly', 'Dschubba', "flirt's", 'riffraff', 'Yangon', 'alienate', 'barbed', "swine's", "Mouthe's", 'knuckles', 'swaddles', 'enrichment', "meadowlark's", "Nisan's", 'pupped', 'repaint', 'staffer', "steeplechase's", 'portioned', 'bandstands', 'tempting', 'Kleenex', 'breaching', 'Aline', 'clairvoyant', 'hew', 'impersonating', "centurion's", 'impishly', 'wag', 'diatom', 'heartily', 'quartette', 'modernistic', 'housemaid', 'memorize', "naysayer's", 'headsets', 'discomfiture', 'artistes', 'reformatories', 'rummest', "Forester's", 'campsite', 'badinage', "amusement's", 'colanders', 'Abbas', 'anchorage', 'depressives', 'Soave', "convoy's", 'prejudicial', 'humbler', 'digest', 'floaters', 'woolliness', 'yew', 'platinum', 'Ahmadabad', 'speedups', 'chucked', 'gossiping', 'inconspicuousness', 'irradiating', 'dehumanization', "Viking's", 'ducked', 'Bushido', 'copperheads', "Kurdish's", "Charmaine's", "pig's", 'tumblers', "hangnail's", 'flimflammed', 'type', 'penalizes', 'Heyerdahl', 'duelists', 'door', 'magnified', "Hornblower's", 'disenfranchise', 'grist', "error's", 'retrenches', 'Kaunda', 'rippling', 'dogma', 'touchy', 'Criollo', 'outpatients', 'redeemable', 'Rambo', 'totting', "Cheryl's", 'constabulary', 'anaesthetist', 'editorialized', 'grislier', 'Pomerania', 'approved', 'compiler', "Tallchief's", 'Ann', "Hamhung's", "impalement's", "life's", 'prefixes', 'lightning', "stench's", 'camp', 'r', "crabbiness's", "Dunant's", 'kaftans', 'Rosalie', 'reflecting', 'reallocation', 'garbage', 'twenty', "farthing's", 'idolizing', "shine's", 'microorganism', "Aesculapius's", 'Herzegovina', 'foghorns', "slither's", "waterline's", 'Cooke', 'offloading', "tag's", 'radiotherapy', 'Ob', 'fatter', 'motherless', 'Caucasians', 'royally', 'tenoned', "obesity's", "misjudgment's", "tollbooth's", 'renascences', 'Chrystal', "Podgorica's", 'drizzle', 'father', 'choppiness', "reputation's", 'sweetest', "besom's", 'gluttonously', 'wallpapering', 'compellingly', 'mudslinging', 'heather', 'reentries', 'roomed', "phylum's", 'gladiators', "carboy's", 'erogenous', 'gatepost', "dolly's", 'ribbed', "tabloid's", 'complaint', 'imperfectly', 'executioners', 'royalty', 'unnerving', 'downloaded', 'conspires', "destitution's", 'weir', 'springs', "Zuni's", "Grundy's", 'magistrate', 'custodians', 'rectifier', 'Jubal', "Sabrina's", 'detaching', "disposable's", 'dusk', "haggle's", 'Glenda', 'Toshiba', 'syntax', 'tranquillizers', "Vernon's", 'latitude', 'caribou', 'underpasses', 'Kafka', 'coauthors', 'inhumanity', 'enumerates', 'bunkers', 'misused', "regeneration's", 'supporters', 'hairs', 'necessitate', 'ghostliness', "Reuben's", 'mousier', "triathlon's", 'acrylic', 'narrators', 'typos', 'bewilder', 'repugnance', 'Somali'}, 'count': 176, 'word': 'études', 'palindromeOfWord': 'seduté', '_i35': 'def h(a, b, c):\n return a**2 + 3*b - 4*c\nh(1, 2, 4)', '_35': -9, '_i36': 'def h(a, b, c):\n return a**2 + 3*b - 4*c\nh(1, 2, c=4)', '_36': -9, '_i37': 'def h(a, b, c):\n return a**2 + 3*b - 4*c\nh(1, 2, a=4)', '_i38': 'def h(a, b, c):\n return a**2 + 3*b - 4*c\nh(1, 2, c=4)', '_38': -9, '_i39': 'def h(a, b, c):\n return a**2 + 3*b - 4*c\nh(c=1, b=2, a=4)', '_39': 18, '_i40': 'def h(a, b, c):\n return a**2 + 3*b - 4*c\nh(1, 2, 4)', '_40': -9, '_i41': 'def swap(x, y):\n return (y, x)\nswap(3, "abks")', '_41': ('abks', 3), '_i42': "def normal(x=2,y=3,z=None):\n if z is None:\n print('z was defaulted')\n z = 100\n return x*y*z", 'normal': <function normal at 0x7f86b8172c10>, '_i43': 'normal(7,4,9)', '_43': 252, '_i44': 'normal(7,4)', '_44': 2800, '_i45': 'normal(4, x=2, z=1)', '_i46': 'normal(7)', '_46': 2100, '_i47': 'normal()', '_47': 600, '_i48': '# the left-hand side of keyword argument assignments is in\n# the functions namespace\ny=12\nprint(normal(y=y))', '_i49': '# the left-hand side of keyword argument assignments is in\n# the functions namespace\ny=12\nprint(normal(y))', '_i50': '# the left-hand side of keyword argument assignments is in\n# the functions namespace\ny=12\nprint(normal(y=y))', '_i51': 'from math import exp\ndef gaussian(x, sigma):\n return exp(-(x/sigma)**2)\nsigma = 2.0\ngaussian(1.0, 2.0)', 'gaussian': <function gaussian at 0x7f86b92ae4c0>, 'sigma': 2.0, '_51': 0.7788007830714049, '_i52': 'def anotherFunc(x):\n y = x**2\n return normal(y=y)\nanotherFunc(3)', 'anotherFunc': <function anotherFunc at 0x7f86b8172e50>, '_52': 1800, '_i53': 'def anotherFunc(x):\n y = x**2 # y is in the *caller* namespace\n print(locals())\n return normal(y=y) # the 1st y is in the *callee* namespace\nanotherFunc(3)', '_53': 1800, '_i54': 'def anotherFunc(x):\n y = x**2 # y is in the *caller* namespace\n print(globals())\n print(locals())\n return normal(y=y) # the 1st y is in the *callee* namespace\nanotherFunc(3)'}
{'x': 3, 'y': 9}
z was defaulted
1800
normal(7,4,9)
252
normal(7,4)
z was defaulted
2800
normal(7)
z was defaulted
2100
normal()
z was defaulted
600
# the left-hand side of keyword argument assignments is in
# the functions namespace
y=12
print(normal(y=y))
z was defaulted 2400
from math import exp
def gaussian(x, sigma):
return exp(-(x/sigma)**2)
sigma = 2.0
gaussian(1.0, 2.0)
0.7788007830714049
Understanding the meaning of y=y syntax is confusing unless you understand about namespaces.
last positional parameter is *args (name is convention)
Now let's build absmax(), a function to return the largest absolute value of a sequence.
max([3, -1, 2, 42, 9])
42
def absmax(*args):
return max([ abs(arg) for arg in args ])
absmax(-1, 10, -100)
100
absmax(1, 4, -9, 32, 4.5, -70.4)
70.4
We can also use the to pass lists and tuples as* arguments.
g(1,2)
a = 1 b = 2
tpl = (1, 2)
g(tpl[0], tpl[1])
a = 1 b = 2
g(*tpl)
a = 1 b = 2
max(*tpl)
2
max(tpl)
2
print(*tpl)
1 2
print(tpl)
(1, 2)
last keyword argument is **kwargs (name is convention)
dictdef q(**kwds):
print(kwds)
q(x=43, y="spam", z=(1,2,3))
{'x': 43, 'y': 'spam', 'z': (1, 2, 3), 'q': 99}
def r(*args, **kwargs):
print("positional:", args)
print(" keyworded:", kwargs)
r(3, 5, "x", foo="bar")
positional: (3, 5, 'x')
keyworded: {'foo': 'bar'}
*args and **kwargs exclusively to enforce "positional only"
or "keyword only" argument processing (a la print())def echo_args(**kwargs):
for kw in kwargs:
print('kwarg[{:<8}]: {}'.format(kw, kwargs[kw]))
echo_args(arg="spam", blah=23.4, floop=0, reginald=True)
kwarg[arg ]: spam kwarg[blah ]: 23.4 kwarg[floop ]: 0 kwarg[reginald]: True
echo_args(1)
--------------------------------------------------------------------------- TypeError Traceback (most recent call last) <ipython-input-35-22a447619079> in <module> ----> 1 echo_args(1) TypeError: echo_args() takes 0 positional arguments but 1 was given
Within the function args is just a tuple and kwargs is a dictionary.
You can also use *args or **kwargs within the function as arguments to other functions. You can put the asterisk(s) in front of any sequence or dictionary to get them treated as arguments.
def anotherFunction(a, b, *tpl, **dct):
print(' a:', a)
print(' b:', b)
print('absmax(tpl):', absmax(*tpl))
print(' tpl:', tpl)
echo_args(**dct)
anotherFunction(1, 2, 23, 44, arg="spam", floop=0, reginald=True)
a: 1
b: 2
absmax(tpl): 44
tpl: (23, 44)
kwarg[arg ]: spam
kwarg[floop ]: 0
kwarg[reginald]: True
new feature for keyword-only arguments:
def f(*, kw):
# kw must be provided by keyword def f_kw_only(*, text):
print(text)
f_kw_only("hello")
--------------------------------------------------------------------------- TypeError Traceback (most recent call last) <ipython-input-37-e950e0a939c1> in <module> 2 print(text) 3 ----> 4 f_kw_only("hello") TypeError: f_kw_only() takes 0 positional arguments but 1 was given
f_kw_only(text="hello")
hello
functions are objects
try dir() on one
def anyOldFunction(arg0):
return 2 * arg0 # this suite is the code for the function
anyOldFunction(0)
foo = anyOldFunction
foo(3)
6
dir(anyOldFunction)
['__annotations__', '__call__', '__class__', '__closure__', '__code__', '__defaults__', '__delattr__', '__dict__', '__dir__', '__doc__', '__eq__', '__format__', '__ge__', '__get__', '__getattribute__', '__globals__', '__gt__', '__hash__', '__init__', '__init_subclass__', '__kwdefaults__', '__le__', '__lt__', '__module__', '__name__', '__ne__', '__new__', '__qualname__', '__reduce__', '__reduce_ex__', '__repr__', '__setattr__', '__sizeof__', '__str__', '__subclasshook__']
anyOldFunction.__name__
'anyOldFunction'
foo.__name__
'anyOldFunction'
anything can go in a function suite: a function, a class, etc.
it's not executed until the function is called
only the function's namespace is affected, unless...
global Statement¶t = 97
print(' t:', t)
p = 19
def func(x=3):
global t
t = 45
y = x + 3 + t + p
return y
print('func(32):', func(32))
print(' t:', t)
t: 97
func(32): 99
t: 45
nonlocal Statement¶new in Py3K
useful with nested functions
Some useful ones:
ascii(), str(), repr()Namespace Access Functions
locals(), globals(), vars([obj])
part of Python's "introspection" capabilities
cool, but don't abuse these
globals()
{'__name__': '__main__',
'__doc__': 'Automatically created module for IPython interactive environment',
'__package__': None,
'__loader__': None,
'__spec__': None,
'__builtin__': <module 'builtins' (built-in)>,
'__builtins__': <module 'builtins' (built-in)>,
'_ih': ['',
"t = 97\nprint(' t:', t)\np = 19\n\ndef func(x=3):\n global t\n t = 45\n y = x + 3 + t + p\n return y\n \nprint('func(32):', func(32))\nprint(' t:', t)",
'max(3, -1, 2, 42, 9)',
'max([3, -1, 2, 42, 9])',
'def absmax(*elems):\n return max([ abs(elem) for elem in elems ])\n\nabsmax(-1, 10, -100)',
'def absmax(*elems):\n print(elems)\n return max([ abs(elem) for elem in elems ])\n\nabsmax(-1, 10, -100)',
'def absmax(*elems):\n return max([ abs(elem) for elem in elems ])\n\nabsmax(-1, 10, -100)',
'absmax(1, 4, -9, 32, 4.5, -70.4)',
'g(1,2)',
'def g(a, b):\n print(\n "a = ", a,\n "b = ", b)\n \ng(45, 2)',
'g(1,2)',
'tpl = (1, 2)\ng(tpl[0], tpl[1])',
'g(*tpl)',
'max(*tpl)',
'max(*tpl)',
'print(*tpl)',
'print(tpl)',
'max(tpl)',
'max(tpl, tpl)',
'max(tpl, (1,))',
'max(tpl, (1,4))',
'max(tpl, "hello")',
'max(tpl, 3)',
'max(tpl, [1, 3])',
'max(tpl, (1, 3))',
'max(tpl)',
'print(*tpl)',
'print(tpl)',
'def absmax(*args):\n return max([ abs(arg) for arg in args ])\n\nabsmax(-1, 10, -100)',
'def q(**kwds):\n print(kwds)\n\nq(x=43, y="spam", z=(1,2,3))',
'def q(**kwds):\n print(kwds)\n\nq(x=43, y="spam", z=(1,2,3), q=99)',
'def r(*args, **kwargs):\n print("positional:", args)\n print(" keyworded:", kwargs)\n\nr(3, 5, "x", foo="bar")',
'def r(*args, **kwargs):\n print("positional:", args)\n print(" keyworded:", kwargs)\n\nr(3, 5, "x", foo="bar", 22)',
'def r(*args, **kwargs):\n print("positional:", args)\n print(" keyworded:", kwargs)\n\nr(3, 5, "x", foo="bar")',
'def echo_args(**kwargs):\n for kw in kwargs:\n print(\'kwarg[{:<8}]: {}\'.format(kw, kwargs[kw]))\n\necho_args(arg="spam", blah=23.4, floop=0, reginald=True)',
'echo_args(1)',
'def anotherFunction(a, b, *tpl, **dct):\n print(\' a:\', a)\n print(\' b:\', b)\n print(\'absmax(tpl):\', absmax(*tpl))\n print(\' tpl:\', tpl)\n echo_args(**dct)\n\nanotherFunction(1, 2, 23, 44, arg="spam", floop=0, reginald=True)',
'def f_kw_only(*, text):\n print(text)\n\nf_kw_only("hello")',
'f_kw_only(text="hello")',
'dir(normal)',
"def normal(x=2,y=3,z=None):\n if z is None:\n print('z was defaulted')\n z = 100\n return x*y*z",
'normal(3, 2)',
'def anyOldFunction(arg0):\n return\n\nanyOldFunction()',
'def anyOldFunction(arg0):\n return\n\nanyOldFunction(0)',
'def anyOldFunction(arg0):\n pass\n\nanyOldFunction(0)',
'def anyOldFunction(arg0):\n pass\n\nanyOldFunction(0)',
'dir(anyOldFunction)',
'def anyOldFunction(arg0):\n pass # this suite is the code for the function\n\nanyOldFunction(0)',
'def anyOldFunction(arg0):\n return 2 * arg0 # this suite is the code for the function\n\nanyOldFunction(0)\nfoo = anyOldFunction',
'def anyOldFunction(arg0):\n return 2 * arg0 # this suite is the code for the function\n\nanyOldFunction(0)\nfoo = anyOldFunction\nfoo(3)',
'anyOldFunction.__name__',
'foo.__name__',
"t = 97\nprint(' t:', t)\np = 19\n\ndef func(x=3):\n global t\n t = 45\n y = x + 3 + t + p\n return y\n \nprint('func(32):', func(32))\nprint(' t:', t)",
"t = 97\nprint(' t:', t)\np = 19\n\ndef func(x=3):\n #global t\n t = 45\n y = x + 3 + t + p\n return y\n \nprint('func(32):', func(32))\nprint(' t:', t)",
"#t = 97\n#print(' t:', t)\np = 19\n\ndef func(x=3):\n global t\n t = 45\n y = x + 3 + t + p\n return y\n \nprint('func(32):', func(32))\nprint(' t:', t)",
"t = 97\nprint(' t:', t)\np = 19\n\ndef func(x=3):\n global t\n t = 45\n y = x + 3 + t + p\n return y\n \nprint('func(32):', func(32))\nprint(' t:', t)",
'globals()'],
'_oh': {2: 42,
3: 42,
4: 100,
5: 100,
6: 100,
7: 70.4,
13: 2,
14: 2,
17: 2,
18: (1, 2),
19: (1, 2),
20: (1, 4),
24: (1, 3),
25: 2,
28: 100,
41: 600,
46: ['__annotations__',
'__call__',
'__class__',
'__closure__',
'__code__',
'__defaults__',
'__delattr__',
'__dict__',
'__dir__',
'__doc__',
'__eq__',
'__format__',
'__ge__',
'__get__',
'__getattribute__',
'__globals__',
'__gt__',
'__hash__',
'__init__',
'__init_subclass__',
'__kwdefaults__',
'__le__',
'__lt__',
'__module__',
'__name__',
'__ne__',
'__new__',
'__qualname__',
'__reduce__',
'__reduce_ex__',
'__repr__',
'__setattr__',
'__sizeof__',
'__str__',
'__subclasshook__'],
49: 6,
50: 'anyOldFunction',
51: 'anyOldFunction'},
'_dh': ['/home/bobl/Dropbox/cpts481/u06_functions'],
'In': ['',
"t = 97\nprint(' t:', t)\np = 19\n\ndef func(x=3):\n global t\n t = 45\n y = x + 3 + t + p\n return y\n \nprint('func(32):', func(32))\nprint(' t:', t)",
'max(3, -1, 2, 42, 9)',
'max([3, -1, 2, 42, 9])',
'def absmax(*elems):\n return max([ abs(elem) for elem in elems ])\n\nabsmax(-1, 10, -100)',
'def absmax(*elems):\n print(elems)\n return max([ abs(elem) for elem in elems ])\n\nabsmax(-1, 10, -100)',
'def absmax(*elems):\n return max([ abs(elem) for elem in elems ])\n\nabsmax(-1, 10, -100)',
'absmax(1, 4, -9, 32, 4.5, -70.4)',
'g(1,2)',
'def g(a, b):\n print(\n "a = ", a,\n "b = ", b)\n \ng(45, 2)',
'g(1,2)',
'tpl = (1, 2)\ng(tpl[0], tpl[1])',
'g(*tpl)',
'max(*tpl)',
'max(*tpl)',
'print(*tpl)',
'print(tpl)',
'max(tpl)',
'max(tpl, tpl)',
'max(tpl, (1,))',
'max(tpl, (1,4))',
'max(tpl, "hello")',
'max(tpl, 3)',
'max(tpl, [1, 3])',
'max(tpl, (1, 3))',
'max(tpl)',
'print(*tpl)',
'print(tpl)',
'def absmax(*args):\n return max([ abs(arg) for arg in args ])\n\nabsmax(-1, 10, -100)',
'def q(**kwds):\n print(kwds)\n\nq(x=43, y="spam", z=(1,2,3))',
'def q(**kwds):\n print(kwds)\n\nq(x=43, y="spam", z=(1,2,3), q=99)',
'def r(*args, **kwargs):\n print("positional:", args)\n print(" keyworded:", kwargs)\n\nr(3, 5, "x", foo="bar")',
'def r(*args, **kwargs):\n print("positional:", args)\n print(" keyworded:", kwargs)\n\nr(3, 5, "x", foo="bar", 22)',
'def r(*args, **kwargs):\n print("positional:", args)\n print(" keyworded:", kwargs)\n\nr(3, 5, "x", foo="bar")',
'def echo_args(**kwargs):\n for kw in kwargs:\n print(\'kwarg[{:<8}]: {}\'.format(kw, kwargs[kw]))\n\necho_args(arg="spam", blah=23.4, floop=0, reginald=True)',
'echo_args(1)',
'def anotherFunction(a, b, *tpl, **dct):\n print(\' a:\', a)\n print(\' b:\', b)\n print(\'absmax(tpl):\', absmax(*tpl))\n print(\' tpl:\', tpl)\n echo_args(**dct)\n\nanotherFunction(1, 2, 23, 44, arg="spam", floop=0, reginald=True)',
'def f_kw_only(*, text):\n print(text)\n\nf_kw_only("hello")',
'f_kw_only(text="hello")',
'dir(normal)',
"def normal(x=2,y=3,z=None):\n if z is None:\n print('z was defaulted')\n z = 100\n return x*y*z",
'normal(3, 2)',
'def anyOldFunction(arg0):\n return\n\nanyOldFunction()',
'def anyOldFunction(arg0):\n return\n\nanyOldFunction(0)',
'def anyOldFunction(arg0):\n pass\n\nanyOldFunction(0)',
'def anyOldFunction(arg0):\n pass\n\nanyOldFunction(0)',
'dir(anyOldFunction)',
'def anyOldFunction(arg0):\n pass # this suite is the code for the function\n\nanyOldFunction(0)',
'def anyOldFunction(arg0):\n return 2 * arg0 # this suite is the code for the function\n\nanyOldFunction(0)\nfoo = anyOldFunction',
'def anyOldFunction(arg0):\n return 2 * arg0 # this suite is the code for the function\n\nanyOldFunction(0)\nfoo = anyOldFunction\nfoo(3)',
'anyOldFunction.__name__',
'foo.__name__',
"t = 97\nprint(' t:', t)\np = 19\n\ndef func(x=3):\n global t\n t = 45\n y = x + 3 + t + p\n return y\n \nprint('func(32):', func(32))\nprint(' t:', t)",
"t = 97\nprint(' t:', t)\np = 19\n\ndef func(x=3):\n #global t\n t = 45\n y = x + 3 + t + p\n return y\n \nprint('func(32):', func(32))\nprint(' t:', t)",
"#t = 97\n#print(' t:', t)\np = 19\n\ndef func(x=3):\n global t\n t = 45\n y = x + 3 + t + p\n return y\n \nprint('func(32):', func(32))\nprint(' t:', t)",
"t = 97\nprint(' t:', t)\np = 19\n\ndef func(x=3):\n global t\n t = 45\n y = x + 3 + t + p\n return y\n \nprint('func(32):', func(32))\nprint(' t:', t)",
'globals()'],
'Out': {2: 42,
3: 42,
4: 100,
5: 100,
6: 100,
7: 70.4,
13: 2,
14: 2,
17: 2,
18: (1, 2),
19: (1, 2),
20: (1, 4),
24: (1, 3),
25: 2,
28: 100,
41: 600,
46: ['__annotations__',
'__call__',
'__class__',
'__closure__',
'__code__',
'__defaults__',
'__delattr__',
'__dict__',
'__dir__',
'__doc__',
'__eq__',
'__format__',
'__ge__',
'__get__',
'__getattribute__',
'__globals__',
'__gt__',
'__hash__',
'__init__',
'__init_subclass__',
'__kwdefaults__',
'__le__',
'__lt__',
'__module__',
'__name__',
'__ne__',
'__new__',
'__qualname__',
'__reduce__',
'__reduce_ex__',
'__repr__',
'__setattr__',
'__sizeof__',
'__str__',
'__subclasshook__'],
49: 6,
50: 'anyOldFunction',
51: 'anyOldFunction'},
'get_ipython': <bound method InteractiveShell.get_ipython of <ipykernel.zmqshell.ZMQInteractiveShell object at 0x7fde105b1580>>,
'exit': <IPython.core.autocall.ZMQExitAutocall at 0x7fde0d56a460>,
'quit': <IPython.core.autocall.ZMQExitAutocall at 0x7fde0d56a460>,
'_': 'anyOldFunction',
'__': 'anyOldFunction',
'___': 6,
'acos': <function math.acos(x, /)>,
'acosh': <function math.acosh(x, /)>,
'asin': <function math.asin(x, /)>,
'asinh': <function math.asinh(x, /)>,
'atan': <function math.atan(x, /)>,
'atan2': <function math.atan2(y, x, /)>,
'atanh': <function math.atanh(x, /)>,
'ceil': <function math.ceil(x, /)>,
'copysign': <function math.copysign(x, y, /)>,
'cos': <function math.cos(x, /)>,
'cosh': <function math.cosh(x, /)>,
'degrees': <function math.degrees(x, /)>,
'dist': <function math.dist(p, q, /)>,
'erf': <function math.erf(x, /)>,
'erfc': <function math.erfc(x, /)>,
'exp': <function math.exp(x, /)>,
'expm1': <function math.expm1(x, /)>,
'fabs': <function math.fabs(x, /)>,
'factorial': <function math.factorial(x, /)>,
'floor': <function math.floor(x, /)>,
'fmod': <function math.fmod(x, y, /)>,
'frexp': <function math.frexp(x, /)>,
'fsum': <function math.fsum(seq, /)>,
'gamma': <function math.gamma(x, /)>,
'gcd': <function math.gcd(x, y, /)>,
'hypot': <function math.hypot>,
'isclose': <function math.isclose(a, b, *, rel_tol=1e-09, abs_tol=0.0)>,
'isfinite': <function math.isfinite(x, /)>,
'isinf': <function math.isinf(x, /)>,
'isnan': <function math.isnan(x, /)>,
'isqrt': <function math.isqrt(n, /)>,
'ldexp': <function math.ldexp(x, i, /)>,
'lgamma': <function math.lgamma(x, /)>,
'log': <function math.log>,
'log1p': <function math.log1p(x, /)>,
'log10': <function math.log10(x, /)>,
'log2': <function math.log2(x, /)>,
'modf': <function math.modf(x, /)>,
'pow': <function math.pow(x, y, /)>,
'radians': <function math.radians(x, /)>,
'remainder': <function math.remainder(x, y, /)>,
'sin': <function math.sin(x, /)>,
'sinh': <function math.sinh(x, /)>,
'sqrt': <function math.sqrt(x, /)>,
'tan': <function math.tan(x, /)>,
'tanh': <function math.tanh(x, /)>,
'trunc': <function math.trunc(x, /)>,
'prod': <function math.prod(iterable, /, *, start=1)>,
'perm': <function math.perm(n, k=None, /)>,
'comb': <function math.comb(n, k, /)>,
'pi': 3.141592653589793,
'e': 2.718281828459045,
'tau': 6.283185307179586,
'inf': inf,
'nan': nan,
'pp': <function pprint.pprint(object, stream=None, indent=1, width=80, depth=None, *, compact=False, sort_dicts=True)>,
'_i': "t = 97\nprint(' t:', t)\np = 19\n\ndef func(x=3):\n global t\n t = 45\n y = x + 3 + t + p\n return y\n \nprint('func(32):', func(32))\nprint(' t:', t)",
'_ii': "#t = 97\n#print(' t:', t)\np = 19\n\ndef func(x=3):\n global t\n t = 45\n y = x + 3 + t + p\n return y\n \nprint('func(32):', func(32))\nprint(' t:', t)",
'_iii': "t = 97\nprint(' t:', t)\np = 19\n\ndef func(x=3):\n #global t\n t = 45\n y = x + 3 + t + p\n return y\n \nprint('func(32):', func(32))\nprint(' t:', t)",
'_i1': "t = 97\nprint(' t:', t)\np = 19\n\ndef func(x=3):\n global t\n t = 45\n y = x + 3 + t + p\n return y\n \nprint('func(32):', func(32))\nprint(' t:', t)",
't': 45,
'p': 19,
'func': <function __main__.func(x=3)>,
'_i2': 'max(3, -1, 2, 42, 9)',
'_2': 42,
'_i3': 'max([3, -1, 2, 42, 9])',
'_3': 42,
'_i4': 'def absmax(*elems):\n return max([ abs(elem) for elem in elems ])\n\nabsmax(-1, 10, -100)',
'absmax': <function __main__.absmax(*args)>,
'_4': 100,
'_i5': 'def absmax(*elems):\n print(elems)\n return max([ abs(elem) for elem in elems ])\n\nabsmax(-1, 10, -100)',
'_5': 100,
'_i6': 'def absmax(*elems):\n return max([ abs(elem) for elem in elems ])\n\nabsmax(-1, 10, -100)',
'_6': 100,
'_i7': 'absmax(1, 4, -9, 32, 4.5, -70.4)',
'_7': 70.4,
'_i8': 'g(1,2)',
'_i9': 'def g(a, b):\n print(\n "a = ", a,\n "b = ", b)\n \ng(45, 2)',
'g': <function __main__.g(a, b)>,
'_i10': 'g(1,2)',
'_i11': 'tpl = (1, 2)\ng(tpl[0], tpl[1])',
'tpl': (1, 2),
'_i12': 'g(*tpl)',
'_i13': 'max(*tpl)',
'_13': 2,
'_i14': 'max(*tpl)',
'_14': 2,
'_i15': 'print(*tpl)',
'_i16': 'print(tpl)',
'_i17': 'max(tpl)',
'_17': 2,
'_i18': 'max(tpl, tpl)',
'_18': (1, 2),
'_i19': 'max(tpl, (1,))',
'_19': (1, 2),
'_i20': 'max(tpl, (1,4))',
'_20': (1, 4),
'_i21': 'max(tpl, "hello")',
'_i22': 'max(tpl, 3)',
'_i23': 'max(tpl, [1, 3])',
'_i24': 'max(tpl, (1, 3))',
'_24': (1, 3),
'_i25': 'max(tpl)',
'_25': 2,
'_i26': 'print(*tpl)',
'_i27': 'print(tpl)',
'_i28': 'def absmax(*args):\n return max([ abs(arg) for arg in args ])\n\nabsmax(-1, 10, -100)',
'_28': 100,
'_i29': 'def q(**kwds):\n print(kwds)\n\nq(x=43, y="spam", z=(1,2,3))',
'q': <function __main__.q(**kwds)>,
'_i30': 'def q(**kwds):\n print(kwds)\n\nq(x=43, y="spam", z=(1,2,3), q=99)',
'_i31': 'def r(*args, **kwargs):\n print("positional:", args)\n print(" keyworded:", kwargs)\n\nr(3, 5, "x", foo="bar")',
'r': <function __main__.r(*args, **kwargs)>,
'_i32': 'def r(*args, **kwargs):\n print("positional:", args)\n print(" keyworded:", kwargs)\n\nr(3, 5, "x", foo="bar", 22)',
'_i33': 'def r(*args, **kwargs):\n print("positional:", args)\n print(" keyworded:", kwargs)\n\nr(3, 5, "x", foo="bar")',
'_i34': 'def echo_args(**kwargs):\n for kw in kwargs:\n print(\'kwarg[{:<8}]: {}\'.format(kw, kwargs[kw]))\n\necho_args(arg="spam", blah=23.4, floop=0, reginald=True)',
'echo_args': <function __main__.echo_args(**kwargs)>,
'_i35': 'echo_args(1)',
'_i36': 'def anotherFunction(a, b, *tpl, **dct):\n print(\' a:\', a)\n print(\' b:\', b)\n print(\'absmax(tpl):\', absmax(*tpl))\n print(\' tpl:\', tpl)\n echo_args(**dct)\n\nanotherFunction(1, 2, 23, 44, arg="spam", floop=0, reginald=True)',
'anotherFunction': <function __main__.anotherFunction(a, b, *tpl, **dct)>,
'_i37': 'def f_kw_only(*, text):\n print(text)\n\nf_kw_only("hello")',
'f_kw_only': <function __main__.f_kw_only(*, text)>,
'_i38': 'f_kw_only(text="hello")',
'_i39': 'dir(normal)',
'_i40': "def normal(x=2,y=3,z=None):\n if z is None:\n print('z was defaulted')\n z = 100\n return x*y*z",
'normal': <function __main__.normal(x=2, y=3, z=None)>,
'_i41': 'normal(3, 2)',
'_41': 600,
'_i42': 'def anyOldFunction(arg0):\n return\n\nanyOldFunction()',
'anyOldFunction': <function __main__.anyOldFunction(arg0)>,
'_i43': 'def anyOldFunction(arg0):\n return\n\nanyOldFunction(0)',
'_i44': 'def anyOldFunction(arg0):\n pass\n\nanyOldFunction(0)',
'_i45': 'def anyOldFunction(arg0):\n pass\n\nanyOldFunction(0)',
'_i46': 'dir(anyOldFunction)',
'_46': ['__annotations__',
'__call__',
'__class__',
'__closure__',
'__code__',
'__defaults__',
'__delattr__',
'__dict__',
'__dir__',
'__doc__',
'__eq__',
'__format__',
'__ge__',
'__get__',
'__getattribute__',
'__globals__',
'__gt__',
'__hash__',
'__init__',
'__init_subclass__',
'__kwdefaults__',
'__le__',
'__lt__',
'__module__',
'__name__',
'__ne__',
'__new__',
'__qualname__',
'__reduce__',
'__reduce_ex__',
'__repr__',
'__setattr__',
'__sizeof__',
'__str__',
'__subclasshook__'],
'_i47': 'def anyOldFunction(arg0):\n pass # this suite is the code for the function\n\nanyOldFunction(0)',
'_i48': 'def anyOldFunction(arg0):\n return 2 * arg0 # this suite is the code for the function\n\nanyOldFunction(0)\nfoo = anyOldFunction',
'foo': <function __main__.anyOldFunction(arg0)>,
'_i49': 'def anyOldFunction(arg0):\n return 2 * arg0 # this suite is the code for the function\n\nanyOldFunction(0)\nfoo = anyOldFunction\nfoo(3)',
'_49': 6,
'_i50': 'anyOldFunction.__name__',
'_50': 'anyOldFunction',
'_i51': 'foo.__name__',
'_51': 'anyOldFunction',
'_i52': "t = 97\nprint(' t:', t)\np = 19\n\ndef func(x=3):\n global t\n t = 45\n y = x + 3 + t + p\n return y\n \nprint('func(32):', func(32))\nprint(' t:', t)",
'_i53': "t = 97\nprint(' t:', t)\np = 19\n\ndef func(x=3):\n #global t\n t = 45\n y = x + 3 + t + p\n return y\n \nprint('func(32):', func(32))\nprint(' t:', t)",
'_i54': "#t = 97\n#print(' t:', t)\np = 19\n\ndef func(x=3):\n global t\n t = 45\n y = x + 3 + t + p\n return y\n \nprint('func(32):', func(32))\nprint(' t:', t)",
'_i55': "t = 97\nprint(' t:', t)\np = 19\n\ndef func(x=3):\n global t\n t = 45\n y = x + 3 + t + p\n return y\n \nprint('func(32):', func(32))\nprint(' t:', t)",
'_i56': 'globals()'}
Lambda Expressions
q = lambda x: x**2
q(33)
1089
(lambda x: x**2)(3.4)
11.559999999999999
Entirely equivalent to...
def f(x):
return x**2
f(3.4)
11.559999999999999
fLambda = lambda x: x**2
fLambda(32)
y = 3
spam = lambda x=42: x+y
print(spam(2))
print(spam())
5 45
def foo():
y = 19
return spam(13)
print(foo())
16
Old-Style Functional Programming Support
New Style Functional Programming Support
comprehensions
already discussed
closures
discussed below
generators
discussion starts below
iterators
discussed later
def func(bacon):
spam = 4
return bacon + spam + egg
bacon and spam are bound, egg is freedef interpolator(x0, y0, x1, y1):
slope = (y1 - y0) / (x1 - x0)
intercept = y0 - slope * x0
def interpolatingFunc(x):
return slope*x + intercept
return interpolatingFunc
f = interpolator(1,1, 2,4)
g = interpolator(1,0, 5,-3)
for x in range(0,6):
print(x, f(x), g(x))
0 -2.0 0.75 1 1.0 0.0 2 4.0 -0.75 3 7.0 -1.5 4 10.0 -2.25 5 13.0 -3.0
interpolator() is a "function factory"
values that become bound by the closure (e.g. slope and
intercept) are "upvalues"
generator: any function containing yield
generator object: what a generator returns
equivalent (in a duck typing sense) to iterators
An iterator is a function that understands the next() method.
Here's a function that returns a given number of Fibonacci numbers:
def fiboList(n):
i = 1
j = 1
result = [1, 1]
for loop in range(n-2):
k = i + j
result.append(k)
i = j
j = k
return result
print(fiboList(10))
[1, 1, 2, 3, 5, 8, 13, 21, 34, 55]
Here's a generator that returns all Fibonacci numbers, one at a time:
def fib():
"unbounded generator, creates fibonacci sequence"
x = 0
y = 1
while True:
x, y = y, x+y
yield x
for fibNum in fib():
if fibNum > 1000:
break
print(fibNum, end=' ')
print()
print(fibNum)
1 1 2 3 5 8 13 21 34 55 89 144 233 377 610 987 1597
RESUME ON 9/22/20
import itertools
for el in itertools.islice(fib(),500,501):
print(el)
def primes():
p = []
n = 2
while True:
for j in p:
if n % j == 0:
break
else:
p.append(n)
yield n
n += 1
n = 10
for (ct, num) in enumerate(primes()):
print(num, end=' ')
if ct >= n-1:
break
colors = ('red', 'green', 'blue')
for color in colors:
print(color)
for (i, color) in enumerate(colors):
print(i, color)
enumeration = enumerate(['a', 'b', 'c'])
next(enumeration)
syntax:
@decoratorName
def decoratedFunctionName(parameterList):
functionSuite
is equivalent to
def decoratedFunctionName(parameterList):
functionSuite
decoratedFunctionName = decoratorName(decoratedFunctionName)
Example:
def foo(x):
print("my name is", foo.__name__)
foo(3)
def call_notify(f):
def decoratedF(*args, **kwargs):
print("{}() called".format(f.__name__))
return f(*args, **kwargs)
return decoratedF
@call_notify
def g(x):
return x**2
@call_notify
def h():
print("spam")
print(g(5))
h()
call_notify(f) does not call f, it returns a modified
version of it that
prints a message
calls the original f
returns whatever f returns
see timed.py in the book for a useful decorator
argcheck() from the book (slightly updated):def argcheck(*argClasses):
def decoratorWrapper(decoF):
def decoratedFunc(*args):
for (arg, argClass) in zip(args, argClasses):
if not isinstance(arg, argClass):
raise TypeError('expecting "{}" argument, got "{}"'.format(
argClass.__name__, arg)) # note introspection
return decoF(*args)
return decoratedFunc
return decoratorWrapper
This has a different syntax.
@decName(decArgList)
def decFunctionName(parameterList):
functionSuite
is equivalent to
def decFunctionName(parameterList):
functionSuite
decFunctionName = decName(decArgList)(decFuncName)
So the decorator gets called with the decorator arguments instead of the decorated function. The function it returns is passed the name of the decorated function.
Confusing? Yes. But useful. Here's an example:
@argcheck(int)
def f(x):
return x**2
print(' f(2):', f(2))
print('f(2.0):', f(2.0))
Here's an example with two arguments:
@argcheck(str, float)
def g(tag, value):
return tag + ': ' + str(value)
print(g("x", 44.0))
print(g("x", 44))
So you could add argument checking to Python. BUT DON'T!