In [ ]:
import numpy as np
print("Numpy:", np.__version__)
help(np)
np?
dir(np)
In [ ]:
location = 'Bethesda'
zip_code = 20892
elevation = 71.9
print("We're in", location, "zip code", zip_code, ", ", elevation, "m above sea level")
print("We're in " + location + " zip code " + str(zip_code) + ", " + str(elevation) + "m above sea level")
print("We're in {0} zip code {1}, {2}m above sea level".format(location, zip_code, elevation))
print("We're in {0} zip code {1}, {2:.2e}m above sea level".format(location, zip_code, elevation))
A number of different types are available as part of the standard library. The following links to the documentation provide a summary.
Other types are available from other packages and can be created to support special situations.
A variety of different methods are available depending on the type.
In [ ]:
# Sequences
# Lists
l = [1,2,3,4,4]
print("List:", l, len(l), 1 in l)
# Tuples
t = (1,2,3,4,4)
print("Tuple:", t, len(t), 1 in t)
# Sets
s = set([1,2,3,4,4])
print("Set:", s, len(s), 1 in s)
# Dictionaries
# Dictionaries map hashable values to arbitrary objects
d = {'a': 1, 'b': 2, 3: 's', 2.5: 't'}
print("Dictionary:", d, len(d), 'a' in d)
In [ ]:
import random
if random.random() < 0.5:
print("Should be printed 50% of the time")
elif random.random() < 0.5:
print("Should be primted 25% of the time")
else:
print("Should be printed 25% of the time")
In [ ]:
for i in ['a', 'b', 'c', 'd']:
print(i)
else:
print('Else')
for i in ['a', 'b', 'c', 'd']:
if i == 'b':
continue
elif i == 'd':
break
print(i)
else:
print('Else')
In [ ]:
def is_even(n):
return not n % 2
print(is_even(1), is_even(2))
In [ ]:
def first_n_squared_numbers(n=5):
return [i**2 for i in range(1,n+1)]
print(first_n_squared_numbers())
In [ ]:
def next_fibonacci(status=[]):
if len(status) < 2:
status.append(1)
return 1
status.append(status[-2] + status[-1])
return status[-1]
print(next_fibonacci(), next_fibonacci(), next_fibonacci(), next_fibonacci(), next_fibonacci(), next_fibonacci())
In [ ]:
def accepts_anything(*args, **kwargs):
for a in args:
print(a)
for k in kwargs:
print(k, kwargs[k])
accepts_anything(1,2,3,4, a=1, b=2, c=3, hello=3456)
In [ ]:
# For quick and simple functions a lambda expression can be a useful approach.
# Standard functions are always a valid alternative and often make code clearer.
f = lambda x: x**2
print(f(5))
people = [{'name': 'Alice', 'age': 30},
{'name': 'Bob', 'age': 35},
{'name': 'Charlie', 'age': 35},
{'name': 'Dennis', 'age': 25}]
print(people)
people.sort(key=lambda x: x['age'])
print(people)
In [23]:
a = np.array([[1,2,3], [4,5,6], [7,8,9]])
print(a)
print(a[:1,:1])
a = a + 2
print(a)
a = a + np.array([1,2,3])
print(a)
a = a + np.array([[10],[20],[30]])
print(a)
[[1 2 3]
[4 5 6]
[7 8 9]]
[[1]]
[[ 3 4 5]
[ 6 7 8]
[ 9 10 11]]
[[ 4 6 8]
[ 7 9 11]
[10 12 14]]
[[14 16 18]
[27 29 31]
[40 42 44]]
In [24]:
print(a.mean(), a.mean(axis=0), a.mean(axis=1))
29.0 [ 27. 29. 31.] [ 16. 29. 42.]
In [25]:
import matplotlib.pyplot as plt
%matplotlib inline
In [ ]:
x = np.linspace(0, 3*2*np.pi, 500)
plt.plot(x, np.sin(x))
plt.show()
In [ ]:
a = "The quick brown fox jumps over the lazy dog"
b = 1234567890.0
a in all uppercasea with every other letter in uppercasea in reverse, i.e. god yzal ...a with the words reversed, i.e. ehT kciuq ...b in scientific notation with 4 decimal places
In [ ]:
print(a.upper())
soln = ''
upper = True
for letter in a:
if letter == ' ':
soln += ' '
continue
if upper:
soln += letter.upper()
else:
soln += letter.lower()
upper = not upper
print(soln)
print(''.join(a[-1::-1]))
words = a.split()
print(' '.join([word[-1::-1] for word in words]))
print('{0:.4e}'.format(b))
In [ ]:
people = [{'name': 'Bob', 'age': 35},
{'name': 'Alice', 'age': 30},
{'name': 'Eve', 'age': 20},
{'name': 'Gail', 'age': 30},
{'name': 'Dennis', 'age': 25},
{'name': 'Charlie', 'age': 35},
{'name': 'Fred', 'age': 25},]
people as comma seperated valuespeople so that they are ordered by age, and printpeople so that they are ordered by age first, and then their names, i.e. Bob and Charlie should be next to each other due to their ages with Bob first due to his name.
In [ ]:
for person in people:
print('{0}, {1}'.format(person['name'], person['age']))
people.sort(key=lambda x: x['age'])
print(people)
# Unfortunately people are already sorted in such a way that satisfies the third problem
# First let's reverse the order so we can see the sorting process working
people.reverse()
print('Reversed people:', people)
people.sort(key=lambda x: x['name']) # Apply sorts in reverse order, name is secondary so we sort on name first
people.sort(key=lambda x: x['age'])
print(people)
In [ ]:
def first_n_primes(n):
primes = []
i = 2
while len(primes) < n:
for p in primes:
if i % p == 0:
# i is not a prime
break
else:
primes.append(i)
i += 1
return primes
print(first_n_primes(6))
In [11]:
coords = [(0,0), (10,5), (10,10), (5,10), (3,3), (3,7), (12,3), (10,11)]
def distance(coords):
distance = 0
for p1, p2 in zip(coords[:-1], coords[1:]):
distance += ((p2[0] - p1[0]) ** 2 + (p2[1] - p1[1]) ** 2) ** 0.5
return distance
print(distance(coords))
50.55551882981089
In [14]:
import itertools # Documentation is at https://docs.python.org/3.5/library/itertools.html
all_options = []
i = 1
for option in itertools.permutations(coords, len(coords)):
print('option', i, ", dist:", distance(option))
all_options.append((option, distance(option)))
i += 1
option 1 , dist: 50.55551882981089
option 2 , dist: 48.76891877631334
option 3 , dist: 55.37156532687412
option 4 , dist: 53.76891877631334
option 5 , dist: 57.00171113960877
option 6 , dist: 57.18566464254555
option 7 , dist: 46.03210241419826
option 8 , dist: 47.66224822693291
option 9 , dist: 54.264894777493694
option 10 , dist: 53.51110602872902
option 11 , dist: 52.47829472399614
option 12 , dist: 50.09436016249681
option 13 , dist: 52.14209257240916
option 14 , dist: 58.77223838514381
option 15 , dist: 55.558838438641374
option 16 , dist: 59.62109618693992
option 17 , dist: 53.95619188808058
option 18 , dist: 51.388303823644485
option 19 , dist: 50.75836301562248
option 20 , dist: 55.75836301562248
option 21 , dist: 47.34161714939028
option 22 , dist: 53.19047495118639
option 23 , dist: 47.525570652327055
option 24 , dist: 48.37442845412316
option 25 , dist: 55.06056504188655
option 26 , dist: 53.27396498838899
option 27 , dist: 61.17055520009745
option 28 , dist: 59.56790864953667
option 29 , dist: 56.37007977707857
option 30 , dist: 56.55403328001535
option 31 , dist: 51.83109228742159
option 32 , dist: 47.03061686440271
option 33 , dist: 54.92720707611117
option 34 , dist: 53.27392339073483
option 35 , dist: 53.140607022613615
option 36 , dist: 56.28779876025615
option 37 , dist: 56.64713878448482
option 38 , dist: 58.140607022613615
option 39 , dist: 53.633263414963494
option 40 , dist: 58.089969887798055
option 41 , dist: 52.03061686440271
option 42 , dist: 54.99385509910847
option 43 , dist: 55.26340922769813
option 44 , dist: 61.55735288884581
option 45 , dist: 58.27728459721946
option 46 , dist: 64.52059112355157
option 47 , dist: 58.46123810015624
option 48 , dist: 58.41060096534067
option 49 , dist: 51.92798540934269
option 50 , dist: 53.558131222077336
option 51 , dist: 56.93130501817316
option 52 , dist: 56.177516269408486
option 53 , dist: 52.13082959515428
option 54 , dist: 49.74689503365495
option 55 , dist: 53.22192907049037
option 56 , dist: 48.42145364747149
option 57 , dist: 51.79462744356731
option 58 , dist: 50.14134375819096
option 59 , dist: 53.42477325630196
option 60 , dist: 56.5719649939445
option 61 , dist: 61.45472143378579
option 62 , dist: 59.27363105809806
option 63 , dist: 55.024100198032265
option 64 , dist: 58.374136121486394
option 65 , dist: 54.27031144926759
option 66 , dist: 59.80143774840945
option 67 , dist: 53.23750014453471
option 68 , dist: 55.85688519186586
option 69 , dist: 59.66812138028824
option 70 , dist: 61.388011491007724
option 71 , dist: 57.28418681878891
option 72 , dist: 56.38469188217724
option 73 , dist: 52.702312350970196
option 74 , dist: 59.33245816370484
option 75 , dist: 51.595641801589764
option 76 , dist: 55.65789954988831
option 77 , dist: 53.08911003971856
option 78 , dist: 50.521221975282465
option 79 , dist: 51.408368689822524
option 80 , dist: 52.90183692795132
option 81 , dist: 45.165020565836244
option 82 , dist: 49.621727038670805
option 83 , dist: 51.7951663785709
option 84 , dist: 54.75840461327666
option 85 , dist: 54.82511455605473
option 86 , dist: 52.644024180367
option 87 , dist: 49.688436981448874
option 88 , dist: 53.03847290490301
option 89 , dist: 53.75069472974742
option 90 , dist: 59.28182102888929
option 91 , dist: 48.08579043088809
option 92 , dist: 44.41123181707156
option 93 , dist: 53.22246800549394
option 94 , dist: 49.94235811621342
option 95 , dist: 50.65457994105784
option 96 , dist: 51.04902866559385
option 97 , dist: 43.40832709216835
option 98 , dist: 48.40832709216835
option 99 , dist: 38.88491067655572
option 100 , dist: 44.73376847835182
option 101 , dist: 45.1788543377034
option 102 , dist: 46.0277121394995
option 103 , dist: 48.545004666774204
option 104 , dist: 54.838948327921884
option 105 , dist: 45.315531912309254
option 106 , dist: 51.55883843864137
option 107 , dist: 50.315531912309254
option 108 , dist: 50.26489477749369
option 109 , dist: 45.12825880054201
option 110 , dist: 47.74764384787315
option 111 , dist: 46.422202461689686
option 112 , dist: 48.14209257240916
option 113 , dist: 52.271060263485786
option 114 , dist: 51.37156532687412
option 115 , dist: 46.60615596462645
option 116 , dist: 42.93159735080992
option 117 , dist: 45.31221230347877
option 118 , dist: 42.032102414198256
option 119 , dist: 46.161070105274874
option 120 , dist: 46.555518829810886
option 121 , dist: 55.24597168900752
option 122 , dist: 53.45937163550996
option 123 , dist: 60.062018186070745
option 124 , dist: 58.45937163550996
option 125 , dist: 61.692163998805384
option 126 , dist: 61.87611750174216
option 127 , dist: 52.11339205646365
option 128 , dist: 53.743537869198306
option 129 , dist: 60.34618441975908
option 130 , dist: 59.59239567099441
option 131 , dist: 58.55958436626153
option 132 , dist: 56.1756498047622
option 133 , dist: 51.593775336943494
option 134 , dist: 58.22392114967815
option 135 , dist: 55.0105212031757
option 136 , dist: 59.07277895147425
option 137 , dist: 53.40787465261491
option 138 , dist: 50.83998658817881
option 139 , dist: 48.730411313895175
option 140 , dist: 53.730411313895175
option 141 , dist: 45.31366544766297
option 142 , dist: 51.16252324945907
option 143 , dist: 45.497618950599744
option 144 , dist: 46.346476752395844
option 145 , dist: 61.14185468415194
option 146 , dist: 59.355254630654386
option 147 , dist: 60.62223796463178
option 148 , dist: 59.019591414070995
option 149 , dist: 54.342128075351255
option 150 , dist: 54.52608157828803
option 151 , dist: 52.673611835024694
option 152 , dist: 46.39350194574418
option 153 , dist: 47.66048527972156
option 154 , dist: 48.62658664167637
option 155 , dist: 45.87388522622401
option 156 , dist: 53.120096477459334
option 157 , dist: 57.48965833208792
option 158 , dist: 50.87388522622401
option 159 , dist: 52.996148496304954
option 160 , dist: 53.442633138739595
option 161 , dist: 51.39350194574418
option 162 , dist: 58.455759694042726
option 163 , dist: 54.62629430903961
option 164 , dist: 54.29063109245621
option 165 , dist: 59.11980414482257
option 166 , dist: 61.352888840754765
option 167 , dist: 59.30375764775934
option 168 , dist: 61.87250556027493
option 169 , dist: 56.61843826853931
option 170 , dist: 58.24858408127396
option 171 , dist: 56.38298778270749
option 172 , dist: 55.62919903394281
option 173 , dist: 50.10287789342697
option 174 , dist: 47.71894333192764
option 175 , dist: 51.282775051955916
option 176 , dist: 45.0026651626754
option 177 , dist: 43.13706886410893
option 178 , dist: 44.10317022606374
option 179 , dist: 44.76721467684358
option 180 , dist: 52.0134259280789
option 181 , dist: 59.515567415251354
option 182 , dist: 50.61607247863968
option 183 , dist: 51.60531171323618
option 184 , dist: 52.33596258935917
option 185 , dist: 50.851522964471506
option 186 , dist: 60.48166877720616
option 187 , dist: 49.818711659738625
option 188 , dist: 47.19932661240748
option 189 , dist: 57.728967361753796
option 190 , dist: 56.82947242514213
option 191 , dist: 55.345032800254465
option 192 , dist: 57.06492291097395
option 193 , dist: 57.39276521016682
option 194 , dist: 64.02291102290147
option 195 , dist: 57.67693144385517
option 196 , dist: 61.73918919215372
option 197 , dist: 51.06115833799126
option 198 , dist: 48.493270273555154
option 199 , dist: 62.72842842675021
option 200 , dist: 56.112655320886304
option 201 , dist: 49.76667574184
option 202 , dist: 50.21316038427464
option 203 , dist: 56.39682155457464
option 204 , dist: 63.45907930287319
option 205 , dist: 66.14517429298242
option 206 , dist: 57.24567935637076
option 207 , dist: 52.89925537438386
option 208 , dist: 53.62990625050685
option 209 , dist: 56.96151312268241
option 210 , dist: 66.59165893541706
option 211 , dist: 51.29660882382308
option 212 , dist: 49.01288699307532
option 213 , dist: 64.54252774242164
option 214 , dist: 58.643032805809966
option 215 , dist: 61.974639677985536
option 216 , dist: 58.35886657212163
option 217 , dist: 48.098779951364975
option 218 , dist: 53.098779951364975
option 219 , dist: 44.966200318821116
option 220 , dist: 50.81505812061722
option 221 , dist: 44.630537102237724
option 222 , dist: 45.479394904033825
option 223 , dist: 61.34469886996354
option 224 , dist: 61.00903565338014
option 225 , dist: 52.87645602083628
option 226 , dist: 55.10954071676847
option 227 , dist: 57.87645602083628
option 228 , dist: 60.44520393335186
option 229 , dist: 57.92795300373133
option 230 , dist: 55.30856795640018
option 231 , dist: 52.59228978714794
option 232 , dist: 51.69279485053627
option 233 , dist: 58.44114758894405
option 234 , dist: 60.16103769966353
option 235 , dist: 52.776243290084714
option 236 , dist: 50.492521459336956
option 237 , dist: 58.111906506668106
option 238 , dist: 52.21241157005644
option 239 , dist: 58.96076430846421
option 240 , dist: 55.344991202600305
option 241 , dist: 55.06056504188655
option 242 , dist: 53.27396498838899
option 243 , dist: 61.17055520009745
option 244 , dist: 59.56790864953667
option 245 , dist: 56.37007977707857
option 246 , dist: 56.55403328001535
option 247 , dist: 57.726975282566016
option 248 , dist: 52.926499859547135
option 249 , dist: 60.82309007125559
option 250 , dist: 59.16980638587925
option 251 , dist: 59.03649001775804
option 252 , dist: 62.18368175540058
option 253 , dist: 57.20735856304585
option 254 , dist: 58.70082680117465
option 255 , dist: 54.19348319352453
option 256 , dist: 58.65018966635909
option 257 , dist: 52.590836642963744
option 258 , dist: 55.55407487766951
option 259 , dist: 47.913373304244004
option 260 , dist: 54.20731696539168
option 261 , dist: 50.927248673765334
option 262 , dist: 57.170555200097446
option 263 , dist: 51.11120217670211
option 264 , dist: 51.06056504188654
option 265 , dist: 56.45140182495531
option 266 , dist: 54.66480177145776
option 267 , dist: 55.931785105435154
option 268 , dist: 54.329138554874376
option 269 , dist: 49.65167521615463
option 270 , dist: 49.8356287190914
option 271 , dist: 52.48820518790372
option 272 , dist: 46.208095298623206
option 273 , dist: 47.47507863260059
option 274 , dist: 48.4411799945554
option 275 , dist: 45.68847857910304
option 276 , dist: 52.934689830338364
option 277 , dist: 58.59819534611462
option 278 , dist: 51.98242224025071
option 279 , dist: 54.10468551033166
option 280 , dist: 54.5511701527663
option 281 , dist: 52.50203895977088
option 282 , dist: 59.56429670806943
option 283 , dist: 49.30421008731278
option 284 , dist: 48.968546870729384
option 285 , dist: 53.79771992309574
option 286 , dist: 56.03080461902794
option 287 , dist: 53.981673426032515
option 288 , dist: 56.550421338548105
option 289 , dist: 53.22192907049037
option 290 , dist: 48.42145364747149
option 291 , dist: 52.35484722212835
option 292 , dist: 50.701563536752005
option 293 , dist: 46.074737332847825
option 294 , dist: 49.22192907049036
option 295 , dist: 46.5923221927593
option 296 , dist: 40.31221230347877
option 297 , dist: 44.245605878135635
option 298 , dist: 45.21170724009044
option 299 , dist: 39.445130455116754
option 300 , dist: 46.69134170635208
option 301 , dist: 49.688436981448874
option 302 , dist: 45.688436981448874
option 303 , dist: 48.20880251518724
option 304 , dist: 48.30782202878002
option 305 , dist: 46.55551882981089
option 306 , dist: 50.65453834340368
option 307 , dist: 46.422202461689686
option 308 , dist: 48.7023123509702
option 309 , dist: 47.901836927951315
option 310 , dist: 52.80133186456298
option 311 , dist: 51.04902866559385
option 312 , dist: 53.668413712925
option 313 , dist: 51.408368689822524
option 314 , dist: 52.90183692795132
option 315 , dist: 51.06090356098067
option 316 , dist: 55.51761003381523
option 317 , dist: 44.44513045511676
option 318 , dist: 47.408368689822524
option 319 , dist: 58.03797556755359
option 320 , dist: 51.42220246168968
option 321 , dist: 49.581269094719026
option 322 , dist: 50.02775373715367
option 323 , dist: 51.074737332847825
option 324 , dist: 58.136995081146374
option 325 , dist: 55.024100198032265
option 326 , dist: 51.024100198032265
option 327 , dist: 46.91485885403956
option 328 , dist: 47.013878367632344
option 329 , dist: 51.37156532687412
option 330 , dist: 55.470584840466906
option 331 , dist: 45.31221230347877
option 332 , dist: 47.92798540934268
option 333 , dist: 53.42145364747148
option 334 , dist: 52.02700492293547
option 335 , dist: 56.38469188217724
option 336 , dist: 52.37447005177732
option 337 , dist: 48.545004666774204
option 338 , dist: 54.838948327921884
option 339 , dist: 51.21141490745368
option 340 , dist: 57.4547214337858
option 341 , dist: 50.87575169087029
option 342 , dist: 50.82511455605472
option 343 , dist: 56.65424601076691
option 344 , dist: 56.31858279418353
option 345 , dist: 52.691049373715316
option 346 , dist: 54.924134069647515
option 347 , dist: 58.984993034862995
option 348 , dist: 61.553740947378586
option 349 , dist: 59.66812138028824
option 350 , dist: 61.94823126956876
option 351 , dist: 53.03851450255717
option 352 , dist: 57.93800943916884
option 353 , dist: 59.28182102888929
option 354 , dist: 61.90120607622044
option 355 , dist: 53.222468005493944
option 356 , dist: 55.83824111135785
option 357 , dist: 59.852074883225015
option 358 , dist: 58.457626158689
option 359 , dist: 59.801437748409455
option 360 , dist: 55.791215918009534
option 361 , dist: 55.60254402315922
option 362 , dist: 57.232689835893865
option 363 , dist: 60.60586363198969
option 364 , dist: 59.852074883225015
option 365 , dist: 55.80538820897081
option 366 , dist: 53.42145364747148
option 367 , dist: 61.401533896382546
option 368 , dist: 56.601058473363665
option 369 , dist: 59.97423226945949
option 370 , dist: 58.32094858408315
option 371 , dist: 61.604378082194145
option 372 , dist: 64.75156981983667
option 373 , dist: 61.166083410550726
option 374 , dist: 58.984993034862995
option 375 , dist: 54.7354621747972
option 376 , dist: 58.08549809825133
option 377 , dist: 53.98167342603252
option 378 , dist: 59.51279972517438
option 379 , dist: 48.455352285516675
option 380 , dist: 51.074737332847825
option 381 , dist: 54.88597352127021
option 382 , dist: 56.60586363198969
option 383 , dist: 52.50203895977088
option 384 , dist: 51.60254402315921
option 385 , dist: 54.21170724009044
option 386 , dist: 55.84185305282509
option 387 , dist: 53.97625675425863
option 388 , dist: 53.22246800549395
option 389 , dist: 47.696146864978104
option 390 , dist: 45.31221230347877
option 391 , dist: 54.771927018651475
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option 39966 , dist: 61.68599078873707
option 39967 , dist: 59.748291588357404
option 39968 , dist: 59.748291588357404
option 39969 , dist: 67.92789641424959
option 39970 , dist: 64.64778652496908
option 39971 , dist: 65.64417458350184
option 39972 , dist: 62.36406469422131
option 39973 , dist: 53.464569757609645
option 39974 , dist: 55.74467964689016
option 39975 , dist: 55.748291588357404
option 39976 , dist: 58.36406469422131
option 39977 , dist: 49.84879665174574
option 39978 , dist: 50.18445986832913
option 39979 , dist: 59.12142400710203
option 39980 , dist: 61.401533896382546
option 39981 , dist: 56.83770217635427
option 39982 , dist: 61.73719711296594
option 39983 , dist: 53.22192907049036
option 39984 , dist: 55.84131411782151
option 39985 , dist: 64.43874444755403
option 39986 , dist: 62.15502261680627
option 39987 , dist: 58.15502261680627
option 39988 , dist: 52.255527680194604
option 39989 , dist: 61.528155035550895
option 39990 , dist: 57.91238192968699
option 39991 , dist: 52.60155031056269
option 39992 , dist: 55.97468272930732
option 39993 , dist: 51.97468272930732
option 39994 , dist: 51.732042042188034
option 39995 , dist: 49.69096089855956
option 39996 , dist: 46.07518779269565
option 39997 , dist: 58.497433305707126
option 39998 , dist: 51.971070787840084
option 39999 , dist: 64.15428755519952
option 40000 , dist: 57.62792503733247
option 40001 , dist: 58.25479261858784
option 40002 , dist: 58.25479261858784
option 40003 , dist: 64.1542875551995
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option 40005 , dist: 58.497433305707126
option 40006 , dist: 54.25479261858784
option 40007 , dist: 54.88166019984322
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option 40010 , dist: 59.7482915883574
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option 40013 , dist: 59.46383469600288
option 40014 , dist: 56.18372480672236
option 40015 , dist: 47.56868676246522
option 40016 , dist: 50.941819181209844
option 40017 , dist: 47.2842298701107
option 40018 , dist: 47.041589182991416
option 40019 , dist: 47.2842298701107
option 40020 , dist: 43.66845676424679
option 40021 , dist: 55.7482915883574
option 40022 , dist: 52.18372480672236
option 40023 , dist: 59.12142400710202
option 40024 , dist: 55.22119400888359
option 40025 , dist: 55.84131411782151
option 40026 , dist: 55.50565090123811
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option 40028 , dist: 49.9000029759746
option 40029 , dist: 53.464569757609645
option 40030 , dist: 49.56433975939122
option 40031 , dist: 50.18445986832913
option 40032 , dist: 53.22192907049036
option 40033 , dist: 53.464569757609645
option 40034 , dist: 55.74467964689016
option 40035 , dist: 56.09070227725825
option 40036 , dist: 58.70647538312216
option 40037 , dist: 49.56433975939121
option 40038 , dist: 49.9000029759746
option 40039 , dist: 65.64417458350184
option 40040 , dist: 59.117812065634794
option 40041 , dist: 59.463834696002884
option 40042 , dist: 52.93747217813584
option 40043 , dist: 61.7439445852834
option 40044 , dist: 61.7439445852834
option 40045 , dist: 67.92789641424959
option 40046 , dist: 64.36332963261455
option 40047 , dist: 59.12142400710202
option 40048 , dist: 55.22119400888359
option 40049 , dist: 61.73719711296593
option 40050 , dist: 61.401533896382546
option 40051 , dist: 53.22192907049036
option 40052 , dist: 56.18372480672237
option 40053 , dist: 62.02840147763793
option 40054 , dist: 55.848061590138975
option 40055 , dist: 62.36406469422131
option 40056 , dist: 53.22192907049036
option 40057 , dist: 55.4468653932855
option 40058 , dist: 57.726975282566016
option 40059 , dist: 55.789276082186355
option 40060 , dist: 60.68877101879802
option 40061 , dist: 45.88978114557469
option 40062 , dist: 48.50916619290584
option 40063 , dist: 64.25333780043306
option 40064 , dist: 54.35384286382139
option 40065 , dist: 52.41614366344172
option 40066 , dist: 48.17350297632244
option 40067 , dist: 54.69625355272225
option 40068 , dist: 60.35310780221463
option 40069 , dist: 61.9696159696853
option 40070 , dist: 55.03191676930564
option 40071 , dist: 49.790011143793116
option 40072 , dist: 45.88978114557469
option 40073 , dist: 54.68950608040478
option 40074 , dist: 57.726975282566016
option 40075 , dist: 46.17423803792921
option 40076 , dist: 49.136033774161206
option 40077 , dist: 58.3538428638214
option 40078 , dist: 52.173502976322446
option 40079 , dist: 60.973227911152534
option 40080 , dist: 51.83109228742158
option 40081 , dist: 46.27474310131755
option 40082 , dist: 48.890516207181456
option 40083 , dist: 52.356032743582944
option 40084 , dist: 50.96158401904693
option 40085 , dist: 52.565074820997985
option 40086 , dist: 48.554852990598064
option 40087 , dist: 51.30760664941502
option 40088 , dist: 51.51664872683006
option 40089 , dist: 54.98216526323155
option 40090 , dist: 51.51664872683006
option 40091 , dist: 57.59793836909546
option 40092 , dist: 53.92337975527893
option 40093 , dist: 52.356032743582944
option 40094 , dist: 54.63614263286346
option 40095 , dist: 49.94930171513408
option 40096 , dist: 52.565074820997985
option 40097 , dist: 48.554852990598064
option 40098 , dist: 48.890516207181456
option 40099 , dist: 46.38473493349903
option 40100 , dist: 48.45580274536451
option 40101 , dist: 48.7914659619479
option 40102 , dist: 48.7914659619479
option 40103 , dist: 44.78124413154798
option 40104 , dist: 42.7101763196825
option 40105 , dist: 58.45434792720973
option 40106 , dist: 61.07012103307364
option 40107 , dist: 59.50277402137765
option 40108 , dist: 58.108325296841635
option 40109 , dist: 55.93820723974261
option 40110 , dist: 51.92798540934269
option 40111 , dist: 58.45434792720973
option 40112 , dist: 54.88978114557469
option 40113 , dist: 53.3224341338787
option 40114 , dist: 45.74764552184374
option 40115 , dist: 55.93820723974261
option 40116 , dist: 51.92798540934268
option 40117 , dist: 64.53563756947513
option 40118 , dist: 58.009275051608086
option 40119 , dist: 58.355297681976175
option 40120 , dist: 51.82893516410913
option 40121 , dist: 56.96084895744016
option 40122 , dist: 56.96084895744016
option 40123 , dist: 58.56433975939122
option 40124 , dist: 55.60254402315921
option 40125 , dist: 64.74467964689016
option 40126 , dist: 55.60254402315921
option 40127 , dist: 60.73445781649025
option 40128 , dist: 54.554117928991296
option 40129 , dist: 63.14480078640636
option 40130 , dist: 63.3538428638214
option 40131 , dist: 66.8193594002229
option 40132 , dist: 63.3538428638214
option 40133 , dist: 63.25479261858784
option 40134 , dist: 59.58023400477131
option 40135 , dist: 58.111937238308876
option 40136 , dist: 54.54737045667384
option 40137 , dist: 58.01288699307533
option 40138 , dist: 50.43809838104036
option 40139 , dist: 58.22192907049036
option 40140 , dist: 54.21170724009045
option 40141 , dist: 61.786495852125405
option 40142 , dist: 58.22192907049037
option 40143 , dist: 58.01288699307533
option 40144 , dist: 54.11265699485689
option 40145 , dist: 54.54737045667383
option 40146 , dist: 54.21170724009045
option 40147 , dist: 60.628660098939235
option 40148 , dist: 60.628660098939235
option 40149 , dist: 64.4022689579893
option 40150 , dist: 60.29299688235584
option 40151 , dist: 60.72771034417278
option 40152 , dist: 56.61843826853931
option 40153 , dist: 59.50277402137765
option 40154 , dist: 61.782883910658164
option 40155 , dist: 62.12890654102626
option 40156 , dist: 64.74467964689018
option 40157 , dist: 55.60254402315922
option 40158 , dist: 55.93820723974261
option 40159 , dist: 64.53563756947513
option 40160 , dist: 58.009275051608086
option 40161 , dist: 58.355297681976175
option 40162 , dist: 51.82893516410913
option 40163 , dist: 60.63540757125669
option 40164 , dist: 60.63540757125669
option 40165 , dist: 62.12890654102626
option 40166 , dist: 58.56433975939122
option 40167 , dist: 53.3224341338787
option 40168 , dist: 49.422204135660266
option 40169 , dist: 55.93820723974261
option 40170 , dist: 55.60254402315921
option 40171 , dist: 51.92798540934268
option 40172 , dist: 54.88978114557469
option 40173 , dist: 60.73445781649025
option 40174 , dist: 54.554117928991296
option 40175 , dist: 61.07012103307363
option 40176 , dist: 51.92798540934268
option 40177 , dist: 50.04232424459818
option 40178 , dist: 52.11339205646365
option 40179 , dist: 55.07518779269566
option 40180 , dist: 55.07518779269566
option 40181 , dist: 52.11339205646365
option 40182 , dist: 50.04232424459818
option 40183 , dist: 58.848796651745744
option 40184 , dist: 55.88700091551374
option 40185 , dist: 58.848796651745744
option 40186 , dist: 49.70666102801479
option 40187 , dist: 60.91986446361122
option 40188 , dist: 54.73952457611227
option 40189 , dist: 61.255527680194604
option 40190 , dist: 61.255527680194604
option 40191 , dist: 56.22266413209712
option 40192 , dist: 52.11339205646365
option 40193 , dist: 56.22266413209712
option 40194 , dist: 52.11339205646365
option 40195 , dist: 52.21244230169721
option 40196 , dist: 55.174238037929214
option 40197 , dist: 57.24530584979469
option 40198 , dist: 51.06496596229574
option 40199 , dist: 55.174238037929214
option 40200 , dist: 46.03210241419826
option 40201 , dist: 54.171291935674795
option 40202 , dist: 59.07078687228646
option 40203 , dist: 58.86174479487142
option 40204 , dist: 61.14185468415194
option 40205 , dist: 59.07078687228646
option 40206 , dist: 56.45140182495531
option 40207 , dist: 59.204155483772276
option 40208 , dist: 59.41319756118732
option 40209 , dist: 59.204155483772276
option 40210 , dist: 59.41319756118732
option 40211 , dist: 64.10365042038394
option 40212 , dist: 64.10365042038394
option 40213 , dist: 58.86174479487142
option 40214 , dist: 61.14185468415194
option 40215 , dist: 54.171291935674795
option 40216 , dist: 59.07078687228646
option 40217 , dist: 56.45140182495531
option 40218 , dist: 59.07078687228646
option 40219 , dist: 47.23359273529513
option 40220 , dist: 49.30466054716061
option 40221 , dist: 51.92404559449176
option 40222 , dist: 51.92404559449176
option 40223 , dist: 49.30466054716061
option 40224 , dist: 47.23359273529513
option 40225 , dist: 62.97776434282236
option 40226 , dist: 67.87725927943403
option 40227 , dist: 62.635353653921506
option 40228 , dist: 64.91546354320202
option 40229 , dist: 55.697654453541844
option 40230 , dist: 53.078269406210694
option 40231 , dist: 62.97776434282236
option 40232 , dist: 56.04006514244269
option 40233 , dist: 50.79815951693018
option 40234 , dist: 46.89792951871174
option 40235 , dist: 55.697654453541844
option 40236 , dist: 58.73512365570308
option 40237 , dist: 67.66821720201898
option 40238 , dist: 57.76872226540732
option 40239 , dist: 55.83102306502765
option 40240 , dist: 51.58838237790837
option 40241 , dist: 58.11113295430817
option 40242 , dist: 63.76798720380055
option 40243 , dist: 56.04006514244269
option 40244 , dist: 53.078269406210694
option 40245 , dist: 67.87725927943403
option 40246 , dist: 58.73512365570308
option 40247 , dist: 65.25787423210288
option 40248 , dist: 59.077534344603926
option 40249 , dist: 65.38449537127123
option 40250 , dist: 65.59353744868626
option 40251 , dist: 65.38449537127123
option 40252 , dist: 65.59353744868626
option 40253 , dist: 58.44679617089156
option 40254 , dist: 58.44679617089156
option 40255 , dist: 60.35163182317374
option 40256 , dist: 53.41393262279408
option 40257 , dist: 53.20489054537904
option 40258 , dist: 49.30466054716061
option 40259 , dist: 53.41393262279408
option 40260 , dist: 56.45140182495531
option 40261 , dist: 60.35163182317374
option 40262 , dist: 53.41393262279408
option 40263 , dist: 53.20489054537904
option 40264 , dist: 49.30466054716061
option 40265 , dist: 53.41393262279408
option 40266 , dist: 56.45140182495531
option 40267 , dist: 58.104385481990704
option 40268 , dist: 58.104385481990704
option 40269 , dist: 65.25112675978541
option 40270 , dist: 61.14185468415194
option 40271 , dist: 65.25112675978541
option 40272 , dist: 61.14185468415194
option 40273 , dist: 58.960795040104976
option 40274 , dist: 61.24090492938549
option 40275 , dist: 59.30320572900583
option 40276 , dist: 64.2027006656175
option 40277 , dist: 49.403710792394165
option 40278 , dist: 52.023095839725315
option 40279 , dist: 63.99365858820246
option 40280 , dist: 54.09416365159079
option 40281 , dist: 52.15646445121112
option 40282 , dist: 47.91382376409184
option 40283 , dist: 54.43657434049164
option 40284 , dist: 60.09342858998402
option 40285 , dist: 59.30320572900583
option 40286 , dist: 52.36550652862616
option 40287 , dist: 47.12360090311365
option 40288 , dist: 43.22337090489521
option 40289 , dist: 52.023095839725315
option 40290 , dist: 55.06056504188655
option 40291 , dist: 49.403710792394165
option 40292 , dist: 52.36550652862616
option 40293 , dist: 61.58331561828635
option 40294 , dist: 55.4029757307874
option 40295 , dist: 64.2027006656175
option 40296 , dist: 55.06056504188655
option 40297 , dist: 47.51804962764966
option 40298 , dist: 49.589117439515135
option 40299 , dist: 52.550913175747134
option 40300 , dist: 52.550913175747134
option 40301 , dist: 49.589117439515135
option 40302 , dist: 47.51804962764966
option 40303 , dist: 59.697654453541844
option 40304 , dist: 56.73585871730984
option 40305 , dist: 59.697654453541844
option 40306 , dist: 50.55551882981089
option 40307 , dist: 61.76872226540732
option 40308 , dist: 55.58838237790837
option 40309 , dist: 64.38810731273847
option 40310 , dist: 64.38810731273847
option 40311 , dist: 59.35524376464099
option 40312 , dist: 55.24597168900752
option 40313 , dist: 59.35524376464099
option 40314 , dist: 55.24597168900752
option 40315 , dist: 56.73585871730984
option 40316 , dist: 59.697654453541844
option 40317 , dist: 61.76872226540732
option 40318 , dist: 55.58838237790837
option 40319 , dist: 59.697654453541844
option 40320 , dist: 50.55551882981089
In [20]:
all_options.sort(key=lambda x: x[1])
print("shortest route:", all_options[0][0])
print("distance:", all_options[0][1])
shortest route: ((12, 3), (10, 5), (10, 10), (10, 11), (5, 10), (3, 7), (3, 3), (0, 0))
distance: 25.775638600922246
In [31]:
import numpy as np
np.random.seed(0)
a = np.random.randint(0, 100, size=(10,20))
print(a)
print(a.std(axis=1))
print(a[a>90])
[[44 47 64 67 67 9 83 21 36 87 70 88 88 12 58 65 39 87 46 88]
[81 37 25 77 72 9 20 80 69 79 47 64 82 99 88 49 29 19 19 14]
[39 32 65 9 57 32 31 74 23 35 75 55 28 34 0 0 36 53 5 38]
[17 79 4 42 58 31 1 65 41 57 35 11 46 82 91 0 14 99 53 12]
[42 84 75 68 6 68 47 3 76 52 78 15 20 99 58 23 79 13 85 48]
[49 69 41 35 64 95 69 94 0 50 36 34 48 93 3 98 42 77 21 73]
[ 0 10 43 58 23 59 2 98 62 35 94 67 82 46 99 20 81 50 27 14]
[41 58 65 36 10 86 43 11 2 51 80 32 54 0 38 19 46 42 56 60]
[77 30 24 2 3 94 98 13 40 72 19 95 72 26 66 52 67 61 14 96]
[ 4 67 11 86 77 75 56 16 24 29 21 25 80 60 61 83 33 32 70 85]]
[ 25.08804496 28.47011591 21.7795202 30.07972739 28.97667165
28.50697283 31.07008207 23.401923 32.10681392 27.20087315]
[99 91 99 99 95 94 93 98 98 94 99 94 98 95 96]
In [36]:
fig, axes = plt.subplots(5,2, figsize=(16,12))
for i,ax in zip(range(a.shape[0]), axes.flatten()):
print(ax)
ax.plot(a[i])
plt.show()
Axes(0.125,0.766379;0.352273x0.133621)
Axes(0.547727,0.766379;0.352273x0.133621)
Axes(0.125,0.606034;0.352273x0.133621)
Axes(0.547727,0.606034;0.352273x0.133621)
Axes(0.125,0.44569;0.352273x0.133621)
Axes(0.547727,0.44569;0.352273x0.133621)
Axes(0.125,0.285345;0.352273x0.133621)
Axes(0.547727,0.285345;0.352273x0.133621)
Axes(0.125,0.125;0.352273x0.133621)
Axes(0.547727,0.125;0.352273x0.133621)
In [35]:
print
Content source: beyondvalence/biof509_wtl
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