Plotting Several graphs with a single line of code using matplotlib
Overview
In one of my interviews I was asked to show how to plot 2 graphs using one line of code. Unfortunately, I wasn't aware that this possibly so I told the interviewer that I knew how to do it in two lines, the interviewer just smiled. But, honestly who remembers such things, given a documentation I'm sure it would have been easy to figure it out, sadly todays interviewing strategies don't really reflect real world skills and abilities.
Code Solution
Multiline Solution
For the multiline I am sure everyone has seen and to me is the cleanest solution of all.
import numpy as np
import matplotlib.pyplot as plt
# mean = 25
# std = 10
input_vals = np.random.normal(loc=25,scale=10, size=1000)
mean = input_vals.mean()
std = input_vals.std()
transformed_vals = input_vals-mean
transformed_vals = transformed_vals/std
new_mean = 50
new_std = 20
new_input_vals = transformed_vals * new_std
new_input_vals = new_input_vals + new_mean
new_input_vals
array([ 4.97262510e+01, 6.41950072e+01, 3.31727074e+01, 5.56440683e+01,
3.37928955e+01, 3.73482005e+01, 3.83536527e+01, 6.66796932e+01,
7.38599396e+01, 7.17467233e+01, 5.73445908e+01, 5.85044549e+01,
5.62885711e+01, 4.86385627e+01, 3.17002910e+01, 4.62663769e+01,
3.79672393e+01, 4.55757139e+01, 7.95473957e+01, 8.47314777e+01,
7.53494888e+01, 3.67249637e+01, 3.48962467e+01, 3.70960149e+01,
6.77144113e+01, 3.82444243e+01, 5.79397525e+01, 5.64606623e+01,
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1.56436383e+01, 2.19698134e+01, 2.06851578e+01, 4.00919529e+01,
6.45135436e+01, 4.85857230e+01, 3.73739400e+01, 8.18960471e+01,
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4.58193524e+01, 2.12910503e+01, 3.34128789e+01, 7.27412851e+01,
9.30526713e+01, 7.86137249e+01, 6.24940419e+01, 8.65207000e+01,
5.41363809e+01, 4.43530597e+01, 4.82412920e+01, 6.18822743e+01,
1.48342484e+01, 4.09532013e+01, 7.47863553e+01, 6.88263728e+01,
4.26618101e+01, 4.73684324e+01, 2.55504883e+01, 3.68092107e+01,
3.05964151e+01, 2.92729438e+01, 7.68143135e+01, 2.00636758e+01,
3.93172214e+01, 7.12013201e+01, 5.31840226e+01, 4.33205088e+01,
1.85507408e+01, 6.93950937e+01, 4.08774379e+01, 7.53997880e+01,
3.33300308e+01, 6.12127659e+01, 7.47711766e+01, 6.59695680e+01,
6.48252715e+01, 4.51280419e+01, 7.34813321e+01, 9.91452566e+01,
4.06925312e+01, 4.82945436e+01, 3.85368371e+01, 7.94166760e+01,
7.61656778e+01, 3.12710381e+01, 6.72961529e+01, 4.13614225e+01,
2.25621381e+01, 1.98036372e+01, 3.44802122e+01, 6.26084073e+01,
3.91710105e+01, 3.10526458e+01, 5.10588932e+01, 4.90629575e+01,
1.57885874e+01, 4.86224457e+01, 3.62146642e+01, 6.32971028e+01,
5.06452397e+01, 3.06098599e+01, 4.46450667e+01, 1.27694720e+01,
7.13258569e+01, 3.22340451e+01, 7.69632817e+01, 3.33908566e+01,
5.80107954e+01, 5.58820102e+01, 3.06086354e+01, 6.17342669e+01,
5.82069831e+01, 5.44247348e+01, 4.11739065e+01, 4.91914253e+01,
1.03889391e+02, 4.46818900e+01, 6.39503129e+01, 3.87421151e+01,
5.37844463e+01, 1.79796161e+01, 6.94401545e+01, 3.99892484e+01,
7.85746916e+01, 5.62061154e+01, 2.71297470e+01, 2.07495010e+01,
9.18238208e+01, 4.30828868e+00, 5.89973284e+01, 3.69521887e+01,
7.77100538e+01, 2.91855571e+01, 4.39590658e+01, 6.59981463e+01,
1.54102818e+01, 6.17457410e+01, 5.76508387e+01, 6.77781768e+01,
6.49134137e+01, 3.04790867e+01, 1.97005788e+01, 4.47335344e+01,
5.73058793e+01, 2.59902769e+01, 6.29930422e+01, 4.40924417e+01,
4.68671957e+00, 5.33445891e+01, 5.86015222e+01, 2.32235267e+01,
4.54584938e+01, 1.31758595e+01, 5.65895862e+01, 6.69366623e+01,
2.76825617e+01, 7.99193476e+00, 4.30404663e+01, 4.23856129e+01,
6.06713182e+01, 8.35082535e+01, 4.94483630e+01, 3.58838838e+01,
9.04293255e+01, 5.49940920e+01, 7.93762465e+01, 3.51502094e+01,
5.74676491e+01, 6.87092366e+01, 3.59306135e+01, 4.86862467e+01,
6.06140023e+01, 3.95157652e+01, 2.93690746e+01, 2.14781414e+00,
5.97178956e+01, 6.02090846e+01, 3.97506829e+01, 7.82891107e+01,
4.25032054e+01, 4.00644889e+01, 3.19230837e+01, 3.78505725e+01,
7.06475423e+01, 4.31800544e+01, 4.82657650e+01, 8.05206693e+01,
4.31868963e+01, 4.85046034e+01, 4.21593980e+01, 1.51990681e+01,
3.53738859e+01, 8.01984118e+01, 7.64656001e+01, 5.45685869e+01,
5.13807080e+01, 8.29278438e+01, 5.83801566e+01, 5.74714255e+01,
5.72713761e+01, 5.07381142e+01, 2.18652001e+01, 3.33351646e+01,
2.02119171e+01, 7.34906719e+01, 7.98721720e+01, 7.94965018e+01,
1.00811358e+02, 3.71707949e+01, 3.35557355e+01, 3.38923918e+01,
6.85451700e+01, 9.81232875e+01, 4.84287819e+01, 3.99635350e+01,
6.26134916e+01, 4.12477016e+01, 7.22482149e+01, 3.51448266e+01,
6.11000646e+01, 4.51660178e+01, 2.39193305e+01, 3.28749845e+01,
2.12626130e+01, 8.69176784e+01, 4.13164819e+01, 3.16309606e+01,
8.75437651e+01, 3.26831039e+01, 6.16947213e+01, 6.29633742e+01,
3.04670647e+01, 3.60134661e+01, 4.32430529e+01, 3.09289105e+01,
5.93031665e+01, 2.52868794e+01, 2.20828915e+01, 7.68208071e+01,
9.80676336e+01, 3.83871338e+01, 3.68649160e+01, 1.76748364e+01,
1.35316383e+01, 5.03074303e+01, 3.39946035e+01, 5.43990016e+01,
2.09051370e+01, 6.23807961e+01, 3.91031121e+01, 5.57380667e+01,
4.49007304e+01, 4.28668359e+01, 5.74135957e+01, 7.79245845e+01,
3.05567507e+01, 5.01540564e+01, 3.92652109e+01, 6.05587289e+01])
new_input_vals.mean()
50.0
new_input_vals.std()
20.0
plt.plot(np.arange(0,1000),input_vals,"r--")
plt.plot(np.arange(0,1000),new_input_vals,"g--")
[<matplotlib.lines.Line2D at 0x7f9e64f3c650>]
One line Solution
import numpy as np
import matplotlib.pyplot as plt
# mean = 25
# std = 10
input_vals = np.random.normal(loc=25,scale=10, size=1000)
mean = input_vals.mean()
std = input_vals.std()
transformed_vals = input_vals-mean
transformed_vals = transformed_vals/std
new_mean = 50
new_std = 20
new_input_vals = transformed_vals * new_std
new_input_vals = new_input_vals + new_mean
new_input_vals
array([ 4.97262510e+01, 6.41950072e+01, 3.31727074e+01, 5.56440683e+01,
3.37928955e+01, 3.73482005e+01, 3.83536527e+01, 6.66796932e+01,
7.38599396e+01, 7.17467233e+01, 5.73445908e+01, 5.85044549e+01,
5.62885711e+01, 4.86385627e+01, 3.17002910e+01, 4.62663769e+01,
3.79672393e+01, 4.55757139e+01, 7.95473957e+01, 8.47314777e+01,
7.53494888e+01, 3.67249637e+01, 3.48962467e+01, 3.70960149e+01,
6.77144113e+01, 3.82444243e+01, 5.79397525e+01, 5.64606623e+01,
6.55255784e+01, 8.48117096e+01, 3.48664339e+01, 6.81253202e+01,
1.56436383e+01, 2.19698134e+01, 2.06851578e+01, 4.00919529e+01,
6.45135436e+01, 4.85857230e+01, 3.73739400e+01, 8.18960471e+01,
6.47992782e+01, 5.45578105e+01, 5.27481693e+01, 7.26556541e+01,
6.52766267e+01, 5.43891724e+01, 2.85271822e+01, 5.62877495e+01,
4.43133498e+01, 6.47283461e+01, 5.34390107e+01, 4.66288026e+01,
6.41413240e+01, 3.40513370e+01, 3.16913603e+00, 8.18762293e+01,
5.31382668e+01, 6.00845889e+01, 4.34753146e+01, 2.87196168e+01,
3.87930296e+01, 4.63811304e+01, 5.14380906e+01, 5.09331675e+01,
4.01047455e+01, 4.98966821e+01, 1.57353218e+01, 4.81616581e+01,
2.93790637e+01, 4.98499474e+01, 1.56813622e+01, 4.06766703e+01,
8.78471565e+01, 6.67271167e+01, 6.03161383e+01, 6.40485217e+01,
2.54927687e+01, 5.21594604e+01, 4.18997972e+01, 2.77864518e+01,
5.00337907e+01, 2.92284157e+01, 1.97714880e+01, 6.55726845e+01,
7.71951661e+01, 7.43999517e+01, 4.66773711e+01, 1.18134673e+01,
5.55068311e+01, 3.21075903e+01, 3.94008005e+01, 5.41726848e+01,
5.49448257e+01, 6.47877718e+01, 5.30595622e+01, 5.08879683e+01,
8.43420023e+01, 3.83604247e+01, 1.21843234e+01, 3.10478584e+01,
3.51744668e+01, 3.82361630e+01, 1.47947592e+01, 3.80039527e+01,
4.30739053e+01, 5.84298842e+01, 7.38988876e+01, 3.87285719e+01,
4.92386437e+01, 7.22702249e+01, 5.94864186e+01, 7.36198661e+01,
6.98013628e+01, 3.23705648e+01, 2.94831496e+01, 4.67371368e+01,
1.47115827e+01, 3.41017536e+01, 9.25220450e+01, 5.97642121e+01,
2.23111055e+01, 4.58513839e+01, 4.75114587e+01, 6.09169697e+01,
8.96741991e+01, 2.74447414e+01, 3.24948919e+01, 8.65286916e+00,
6.32930859e+01, 7.45680651e+01, 3.59225163e+01, 5.71493098e+01,
8.94081094e+01, 7.02884584e+01, 5.38496261e+01, 7.07504111e+01,
3.04737645e+01, 3.72031734e+01, 3.03921084e+01, 5.00790002e+01,
6.12979878e+01, 6.53701184e+01, 5.77009139e+01, 4.91265147e+01,
3.68800412e+01, 4.82236334e+01, 4.37972056e+01, 5.56659721e+01,
2.08395038e+01, 5.50958362e+01, 3.78893588e+01, 5.82563020e+01,
4.20204618e+01, 4.79336410e+01, 6.52104373e+01, 4.58605376e+01,
3.96606379e+01, 4.12586878e+01, 4.24242992e+01, 5.41711562e+01,
6.82626827e+01, 5.01087719e+01, 5.48861417e+01, 5.17354191e+01,
6.95877431e+01, 7.29643914e+01, 1.59792948e+01, 6.44605155e+01,
4.36807351e+01, 1.74546933e+01, 2.15064512e+01, 9.94782836e+01,
1.24698053e+01, 4.40146170e+01, 7.27866215e+01, 1.18408753e+02,
4.53963544e+01, 3.75532874e+01, 7.47684629e+01, 3.25432418e+01,
4.82419479e+01, 3.77868317e+01, 4.59511787e+01, 3.01010155e+01,
8.25522728e+01, 3.13445806e+01, 7.40198978e+01, 4.47147954e+01,
2.91605249e+01, 7.70967373e+01, 3.28211397e+01, 6.94203122e+01,
4.62309477e+01, 8.96018151e+01, 4.32844940e+01, 4.44285282e+01,
4.01668092e+01, 5.59602076e+01, 4.23566550e+01, 3.65968598e+01,
1.14229872e+01, 3.71482985e+01, 8.01091294e+01, 4.26600040e+01,
3.83182886e+01, 3.24364629e+01, 6.30436659e+01, 2.76899255e+01,
2.22386780e+01, 3.64829703e+01, 4.60831499e+01, 1.14579604e+01,
4.46950083e+01, 1.00299143e+02, 5.74519355e+01, 6.13887878e+01,
5.90151114e+01, 2.22913660e+01, 4.61747723e+01, 2.81523472e+01,
4.48447243e+01, 4.87802270e+01, 6.42045734e+01, 3.03457615e+01,
8.83800053e+01, 4.77675112e+01, 7.25055015e+01, 5.19353632e+01,
2.40197645e+01, 3.61380929e+01, 7.13512344e+01, 5.21470790e+01,
7.69906031e+01, 2.75694021e+01, 7.23380117e+01, 1.95939793e+01,
3.45883787e+01, 4.74206251e+01, 7.34629071e+01, 4.62772912e+01,
5.27110697e+01, 5.14255840e+01, 3.96448349e+01, 3.92314837e+01,
5.66604813e+01, 5.81154220e+01, 8.49046159e+01, 5.78898135e+01,
7.47500642e+01, 5.42751552e+01, 3.17079483e+01, 6.70735969e+01,
4.26900907e+01, 4.72223307e+01, 5.96336708e+01, 4.73144992e+01,
5.19295141e+01, 3.78976423e+01, 4.71163070e+01, 4.28080968e+01,
6.74578499e+01, 3.36385231e+01, 4.56653620e+01, 5.98283524e+01,
4.75220460e+01, 4.79692643e+01, 8.56734504e+01, 4.23672947e+01,
3.85615637e+01, 5.94519284e+01, 5.16635569e+01, 5.49745706e+01,
1.31747054e+01, 6.39176194e+01, 4.05638556e+00, 6.88252478e+01,
3.80693041e+01, 2.22358353e+01, 3.77655707e+01, 7.08921778e+01,
5.22594965e+01, 7.28271419e+01, 7.08960460e+01, 4.18381183e+01,
7.60904140e+01, 7.75712748e+01, 5.25571895e+01, 3.45138621e+01,
5.90094221e+01, 4.65788325e+01, 5.29888300e+01, 5.85780875e+01,
5.52777096e+01, 5.39039751e+01, 1.91815228e+01, 2.71299695e+01,
2.72143762e+01, 5.80603010e+01, 6.56306427e+01, 8.25692629e+01,
5.05455022e+01, 5.10168834e+01, 7.59587958e+01, 7.07376843e+01,
7.77485431e+01, 4.76461076e+01, 6.26839262e+01, 7.53709810e+01,
7.66992457e+01, 7.86190359e+01, 4.11500387e+01, 6.46650079e+01,
6.75092945e+01, 6.18657855e+01, 3.47069066e+01, 4.90315732e+01,
5.59901125e+01, -7.13206907e+00, 3.90779801e+01, 5.21050554e+01,
6.05622883e+01, 5.89984192e+01, 5.11460405e+01, 1.02582766e+02,
2.89821361e+01, 4.91031112e+01, 4.40159464e+01, 4.74407985e+01,
5.58102999e+01, 2.93277082e+01, 3.93095491e+01, 5.47872697e+01,
5.14029703e+01, 4.58367135e+01, 8.30366453e+01, 2.07225809e+01,
6.31351680e+01, 6.15225721e+01, 5.86669909e+01, 4.18155907e+01,
5.06449622e+01, 4.14820891e+01, 4.97943141e+01, 3.79254761e+01,
7.54749511e+01, 6.17251789e+01, 1.42164277e+01, 7.30519857e+01,
3.42574031e+01, 4.15106984e+01, 6.72139686e+01, 5.70645493e+01,
4.54665387e+01, 6.39127614e+01, 6.26129839e+01, 7.00442025e+00,
8.09706085e+01, 7.43156548e+01, 6.12057299e+01, 6.60028997e+01,
2.18863815e+01, 4.35482627e+01, 5.38520469e+01, 3.95945988e+01,
7.60195700e+01, 4.76573024e+01, 7.07293677e+01, 4.21540174e+01,
4.48038890e+01, 4.85922153e+01, 8.53943034e+01, 2.12740534e+01,
4.51812300e+01, 5.88532344e+01, 5.08892988e+01, 5.83297631e+01,
5.40651366e+01, 9.53071181e+01, 3.32160564e+01, 6.67088840e+01,
5.05602708e+01, 2.67525713e+01, 5.66178909e+01, 5.89578580e+01,
6.31056322e+01, 4.45047275e+01, 7.77652947e+01, 1.65665943e+01,
9.21281336e+00, 6.70786566e+01, 7.89790898e+01, 5.27143671e+01,
6.55934057e+01, 3.29242919e+01, 1.37965581e+01, 6.70400724e+01,
4.92815947e+01, 3.44505910e+01, 5.68040067e+01, 9.37290408e+01,
6.09953027e+01, 8.38328886e+00, 6.20682087e+01, 4.31342902e+01,
7.25334904e+01, 5.72517092e+01, 4.76387444e+01, 3.80033722e+01,
5.04482360e+01, 2.96231687e+01, 1.34192831e-01, 8.87831485e+01,
1.41383927e+01, 7.32963162e+01, 7.13482698e+01, 5.87271065e+01,
5.89149905e+01, 5.43743618e+01, 2.33782645e+01, 8.73338154e+01,
3.89354036e+01, 8.31282293e+01, 5.10178835e+01, 4.68211778e+01,
6.74195746e+01, 6.86139959e+01, 4.49257539e+01, 7.08247597e+01,
4.77463767e+01, 4.27463813e+01, 5.48333853e+01, 4.56286212e+01,
7.37659954e+01, 6.76497431e+01, 7.43349252e+01, 2.74369610e+01,
2.08726313e+01, 2.93575378e+01, 9.12203968e+01, 3.29439074e+01,
5.11289798e+01, 4.57862012e+01, 5.23203585e+01, 5.94027517e+01,
2.42369032e+00, 4.00518867e+01, 7.54936277e+01, 5.07548038e+01,
8.25171646e+01, 7.36683698e+01, 2.77424516e+01, 4.75824588e+01,
5.55655132e+01, 5.70535471e+01, 6.67019729e+00, 3.92544149e+01,
6.10040650e+01, 8.60116283e+01, 2.19124240e+01, 6.61397950e+01,
7.14626210e+01, 4.09508847e+01, 2.53556091e+01, 8.28124456e+01,
7.22639930e+01, 6.57439935e+01, 6.33561310e+01, 3.78015732e+01,
6.72807038e+01, 4.55893441e+01, 3.54098818e+01, 9.14033959e+01,
5.77696118e+01, 1.73361121e+01, 3.55965579e+01, 4.89605535e+01,
4.37579688e+01, 2.41240079e+01, 5.63656456e+01, 5.40022076e+01,
5.89146713e+01, 3.54158996e+01, 3.13192480e+01, 5.09523492e+01,
7.29536084e+01, 1.17849418e+01, 7.20372819e+01, 4.13907780e+01,
5.30141806e+01, 4.79106341e+01, 5.01993383e+01, 6.64080819e+01,
3.69450646e+01, 7.80334238e+01, 1.03843232e+01, 6.06052153e+01,
8.70960677e+01, 4.01089777e+01, 3.78049049e+01, 2.52034547e+01,
4.99666275e+01, 1.00503437e+01, 4.53602907e+01, 3.09624754e+01,
-7.99140676e-02, 4.46377557e+01, 7.64994366e+00, 6.07883609e+01,
6.70382744e+01, 6.70079346e+01, 1.42662635e+01, 2.58376760e+01,
4.49155830e+01, 4.38667674e+01, 5.99132865e+01, 9.03995003e+01,
6.72256253e+01, 4.66440304e+01, 6.42204993e+01, 7.29842018e+01,
3.63530880e+01, 6.92127579e+01, 2.25541133e+01, 5.60455480e+01,
3.36509265e+01, 3.53390073e+01, 5.23129106e+01, 6.83742016e+01,
1.08261980e+01, 5.02824005e+01, 7.69441160e+00, 8.05087956e+01,
6.22867329e+01, 4.80514310e+01, 8.41161530e+01, 4.37407917e+01,
3.91530075e+01, 4.12052603e+01, 4.67602607e+01, 5.56884932e+01,
6.22239594e+01, 2.83791169e+01, 3.24140023e+01, 4.85493183e+01,
4.93584225e+01, 8.62252700e+00, 2.09977812e+01, 5.67277542e+01,
5.96250735e+01, 5.74181738e+01, 4.43996392e+01, 4.30414447e+01,
5.84483853e+01, 7.66382827e+01, -4.85587934e+00, 6.51916200e+01,
2.88079069e+01, 4.80334253e+01, 1.70666462e+01, 6.43579081e+01,
8.50358951e+01, 2.75791679e+01, 6.53467623e+01, 1.35252106e+01,
6.04285460e+01, 3.52335648e+01, 5.66689933e+01, 3.70492809e+01,
5.12373052e+01, 3.60483097e+01, 4.49377604e+01, 3.62568237e+01,
7.21569769e+01, 5.45280619e+01, 4.62863317e+01, 2.15721111e+01,
6.28020262e+01, 7.75276147e+01, 2.58502699e+00, 5.00169680e+01,
4.75507661e+01, 4.55487987e+01, 3.84815627e+01, 3.28662067e+01,
5.76735884e+01, 6.23575473e+01, 3.68540728e+01, 4.25834012e+01,
5.19736971e+01, 3.90329786e+01, 3.72490570e+01, 3.58506327e+01,
4.19682204e+01, 7.44048682e+01, 4.73775205e+00, 8.33666390e+01,
5.90984994e+01, 9.94508265e+01, 6.92984708e+01, 1.27482587e+01,
5.06972841e+01, 3.59086858e+01, 2.13352086e+01, 4.59703349e+01,
6.02407192e+01, 4.90976392e+01, 2.53531858e+01, 5.54674832e+01,
4.20822661e+01, 3.49161297e+01, 4.16385198e+01, 3.72166837e+01,
4.05985426e+01, 1.07587588e+02, 6.88183705e+01, 4.80585968e+01,
6.50940544e+01, 8.79890694e+01, 1.72163266e+01, 6.27449264e+01,
7.89349884e+01, 5.36553511e+01, 4.15373357e+01, 1.95405270e+01,
6.11897996e+01, 5.48447329e+01, 3.96444936e+01, 3.45375731e+01,
7.39040149e+01, 6.03592172e+01, 2.98847636e+01, 7.33700978e+01,
4.47181400e+01, 3.04585534e+01, 9.59927625e+00, 8.29373699e+01,
5.52836836e+01, 9.81207909e+00, 6.86285567e+01, 4.77446949e+01,
5.76675372e+01, 5.37974812e+01, 5.55379880e+01, 6.02699173e+01,
6.67370555e+01, 7.54287953e+01, 4.59787102e+01, 4.60474407e+01,
6.38744624e+01, 4.39079068e+01, 2.05678197e+01, 6.27469865e+01,
5.79685123e+01, 5.58725664e+01, 4.12867606e+01, 5.60118119e+01,
3.35720315e+01, 4.50343744e+01, 8.03815346e+01, 1.42108638e+01,
8.04637036e+01, 6.59676991e+01, 5.45857009e+01, 5.74991413e+01,
6.82651475e+01, 1.40455660e+01, 4.38444823e+01, 4.81339086e+01,
3.33897656e+01, 5.91857305e+01, 7.82359957e+01, 5.21267627e+01,
1.57856710e+01, 4.62251109e+01, 5.87693791e+01, 3.38576994e+01,
4.21268689e+01, 3.83494154e+01, 3.81119768e+01, 5.45086177e+01,
5.30471482e+01, 2.03662756e+01, 4.90384811e+01, 5.85900308e+01,
5.07983431e+01, 4.82232284e+01, 3.57633314e+01, 3.88925452e+01,
5.19604565e+01, 1.90800527e+01, 6.13642399e+01, 2.99467151e+01,
4.47324900e+01, 2.45477723e+01, 7.12581742e+01, 6.77801891e+01,
3.58031105e+01, 4.54614741e+01, 5.70220249e+01, 3.90174595e+01,
6.02058825e+01, 5.20856895e+01, 4.75049498e+01, 3.86241729e+01,
6.13581051e+01, 4.19909369e+01, 6.76175905e+01, 7.42983906e+01,
7.92241492e+01, 5.33594593e+01, 4.63789503e+01, 3.35663333e+01,
4.01872677e+01, 8.36656134e+01, 8.16212747e+01, 6.93496119e+01,
4.61663697e+01, 3.73110654e+01, 5.49127377e+01, 4.40223836e+01,
4.43108572e+01, 6.75982282e+01, 3.48185881e+01, 5.77048872e+01,
3.43615266e+01, 5.96583647e+01, 3.83303854e+01, 6.44889437e+01,
8.88984256e+01, 6.05667673e+01, 2.46517283e+01, 5.35936489e+01,
6.83251874e+01, 7.50465482e+01, 5.35890343e+01, 5.71776979e+01,
4.71590330e+01, 4.29138167e+01, 3.18721166e+01, 1.78723665e+01,
2.37579224e+01, 4.70345771e+01, 4.98658045e+01, 7.95162899e+01,
3.01964307e+01, 3.61605063e+01, 6.48481042e+01, 5.82651006e+01,
5.67299061e+01, 5.82468645e+01, 5.27659064e+01, 7.80144548e+01,
-1.81875982e+00, 4.48166231e+01, 2.44844292e+01, 5.00175138e+01,
4.23655802e+01, 3.42827337e+01, 6.79546054e+01, 9.19132017e+01,
4.01333503e+01, 5.97016053e+01, 6.53891457e+01, 6.49021729e+01,
5.10671254e+01, 6.55272499e+01, 5.11000031e+01, 9.88725349e+01,
3.58597844e+01, 7.74396710e+01, 4.92101330e+01, 5.11284270e+01,
5.05615107e+01, 8.56510102e+01, 5.44176611e+01, 5.28692453e+01,
4.48416859e+01, 6.96655859e+01, 6.66747245e+01, 2.58324302e+01,
4.58193524e+01, 2.12910503e+01, 3.34128789e+01, 7.27412851e+01,
9.30526713e+01, 7.86137249e+01, 6.24940419e+01, 8.65207000e+01,
5.41363809e+01, 4.43530597e+01, 4.82412920e+01, 6.18822743e+01,
1.48342484e+01, 4.09532013e+01, 7.47863553e+01, 6.88263728e+01,
4.26618101e+01, 4.73684324e+01, 2.55504883e+01, 3.68092107e+01,
3.05964151e+01, 2.92729438e+01, 7.68143135e+01, 2.00636758e+01,
3.93172214e+01, 7.12013201e+01, 5.31840226e+01, 4.33205088e+01,
1.85507408e+01, 6.93950937e+01, 4.08774379e+01, 7.53997880e+01,
3.33300308e+01, 6.12127659e+01, 7.47711766e+01, 6.59695680e+01,
6.48252715e+01, 4.51280419e+01, 7.34813321e+01, 9.91452566e+01,
4.06925312e+01, 4.82945436e+01, 3.85368371e+01, 7.94166760e+01,
7.61656778e+01, 3.12710381e+01, 6.72961529e+01, 4.13614225e+01,
2.25621381e+01, 1.98036372e+01, 3.44802122e+01, 6.26084073e+01,
3.91710105e+01, 3.10526458e+01, 5.10588932e+01, 4.90629575e+01,
1.57885874e+01, 4.86224457e+01, 3.62146642e+01, 6.32971028e+01,
5.06452397e+01, 3.06098599e+01, 4.46450667e+01, 1.27694720e+01,
7.13258569e+01, 3.22340451e+01, 7.69632817e+01, 3.33908566e+01,
5.80107954e+01, 5.58820102e+01, 3.06086354e+01, 6.17342669e+01,
5.82069831e+01, 5.44247348e+01, 4.11739065e+01, 4.91914253e+01,
1.03889391e+02, 4.46818900e+01, 6.39503129e+01, 3.87421151e+01,
5.37844463e+01, 1.79796161e+01, 6.94401545e+01, 3.99892484e+01,
7.85746916e+01, 5.62061154e+01, 2.71297470e+01, 2.07495010e+01,
9.18238208e+01, 4.30828868e+00, 5.89973284e+01, 3.69521887e+01,
7.77100538e+01, 2.91855571e+01, 4.39590658e+01, 6.59981463e+01,
1.54102818e+01, 6.17457410e+01, 5.76508387e+01, 6.77781768e+01,
6.49134137e+01, 3.04790867e+01, 1.97005788e+01, 4.47335344e+01,
5.73058793e+01, 2.59902769e+01, 6.29930422e+01, 4.40924417e+01,
4.68671957e+00, 5.33445891e+01, 5.86015222e+01, 2.32235267e+01,
4.54584938e+01, 1.31758595e+01, 5.65895862e+01, 6.69366623e+01,
2.76825617e+01, 7.99193476e+00, 4.30404663e+01, 4.23856129e+01,
6.06713182e+01, 8.35082535e+01, 4.94483630e+01, 3.58838838e+01,
9.04293255e+01, 5.49940920e+01, 7.93762465e+01, 3.51502094e+01,
5.74676491e+01, 6.87092366e+01, 3.59306135e+01, 4.86862467e+01,
6.06140023e+01, 3.95157652e+01, 2.93690746e+01, 2.14781414e+00,
5.97178956e+01, 6.02090846e+01, 3.97506829e+01, 7.82891107e+01,
4.25032054e+01, 4.00644889e+01, 3.19230837e+01, 3.78505725e+01,
7.06475423e+01, 4.31800544e+01, 4.82657650e+01, 8.05206693e+01,
4.31868963e+01, 4.85046034e+01, 4.21593980e+01, 1.51990681e+01,
3.53738859e+01, 8.01984118e+01, 7.64656001e+01, 5.45685869e+01,
5.13807080e+01, 8.29278438e+01, 5.83801566e+01, 5.74714255e+01,
5.72713761e+01, 5.07381142e+01, 2.18652001e+01, 3.33351646e+01,
2.02119171e+01, 7.34906719e+01, 7.98721720e+01, 7.94965018e+01,
1.00811358e+02, 3.71707949e+01, 3.35557355e+01, 3.38923918e+01,
6.85451700e+01, 9.81232875e+01, 4.84287819e+01, 3.99635350e+01,
6.26134916e+01, 4.12477016e+01, 7.22482149e+01, 3.51448266e+01,
6.11000646e+01, 4.51660178e+01, 2.39193305e+01, 3.28749845e+01,
2.12626130e+01, 8.69176784e+01, 4.13164819e+01, 3.16309606e+01,
8.75437651e+01, 3.26831039e+01, 6.16947213e+01, 6.29633742e+01,
3.04670647e+01, 3.60134661e+01, 4.32430529e+01, 3.09289105e+01,
5.93031665e+01, 2.52868794e+01, 2.20828915e+01, 7.68208071e+01,
9.80676336e+01, 3.83871338e+01, 3.68649160e+01, 1.76748364e+01,
1.35316383e+01, 5.03074303e+01, 3.39946035e+01, 5.43990016e+01,
2.09051370e+01, 6.23807961e+01, 3.91031121e+01, 5.57380667e+01,
4.49007304e+01, 4.28668359e+01, 5.74135957e+01, 7.79245845e+01,
3.05567507e+01, 5.01540564e+01, 3.92652109e+01, 6.05587289e+01])
new_input_vals.mean()
50.0
new_input_vals.std()
20.0
plt.plot(np.arange(0,1000),input_vals,"r--",np.arange(0,1000),new_input_vals,"g--")
[<matplotlib.lines.Line2D at 0x7f9e64fb5150>,
<matplotlib.lines.Line2D at 0x7f9e64fb5250>]
