CoCalc Shared Filespublic.ipynb
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## I am public

on the web

In [1]:
%pylab inline

Populating the interactive namespace from numpy and matplotlib
In [14]:
import numpy as np
#k1 = -1 + 2 * np.random.random(300)
#k2 = -1 + 2 * np.random.random(300)
k1 = np.linspace(-1, 1, 300)
k2 = np.linspace(-1, 1, 300)
np.random.shuffle(k2)

In [17]:
k1, k2 = zip(*sorted(zip(k1, k2), key = lambda x : 3 * np.linalg.norm(x, 1) + x[0] / x[1]))

In [18]:
plot(k1, k2)

[<matplotlib.lines.Line2D at 0x7fb8187c0650>]
{"metadata":{},"output_type":"display_data","png":"iVBORw0KGgoAAAANSUhEUgAAAX4AAAEACAYAAAC08h1NAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzsfXd4VEX3/1GpgQAhJEBogUCQ3pv0HgggECJFEFFa6EpR\nKdJEpEkH6YJK74ggXXovItIhEHoIBNKz2Tu/Pz7v+c3cu3dLEPD98u55nvsku3vL3Jkzn1PnDJGb\n3OQmN7nJTW5yk5vc5CY3uclNbnKTm9zkJje5yU1ucpOb3OQmN7nJTW5yk5vc5CY3uclNbnKTm/6P\n02IiekhE5x2cM4OIrhLROSIq9zoa5SY3uclNbnp1VJMA5vaAvykR/faf/6sQ0dHX0Sg3uclNbnLT\nqyV/sg/8PxBRW+XzJSLK+aob5CY3uclNbjKnt1/DM/IQUYTy+Q4R5X0Nz3WTm9zkJjeZ0OsAfiKi\ntwyfxWt6rpvc5CY3uclAaV7DM+4SUT7lc97/fKejgIAAcf369dfQHDe5yU1ueqPoOhEVTs0FrwP4\nNxNRHyJaSURViSiakAWko+vXr5MQr88QEIIoNpYoMhLH48fO/8bGEmXPTuTlRZQ5M1GmTPb/8qFp\nRAkJqTvi4/WfLRaiDBmIMmaUh4eH/rN6/PnnKKpTZ5Tpb46u4yNDBqK3X5ct+H+ARo0aRaNGjfq3\nm/HG0Ovoz5QUom7diH78kejSJaKiRV/p416IevcmmjOHaOxYouHDXb/OaiXavBnv9dVXRG+99VZA\nap/9MoB/BRHVJqIcBF/+SCJK+5/f5hEyepoS0TUiiiOiLi/hmQ5pwgSiH34g8vEhypHD+V9/f9eA\nzmKBALAnHCIjif7+W/99hgzmz8yf3/z7bNmI3jI4xqxWosRE1wVGRASEU0ICUVRU6gVNUhJRunQv\nJjReVNi8884rYQU3EVFMDJSQ/xVhnpRE9OGHeO+2bYl27frvBP4yZYiCgoiWLiXKmpWob1/H5z9/\nTrR4MdGMGUTR0cC4F6WXAfztXTinz0t4jsuULx9RrlxEU6fagvOVK7agHRdH5O3tmpDw8SEKDCQq\nVcp5O4TAYNmzIC5d0guNx48BvK60xcdHCo906fTPvXeP6MsvX7z/hEidoFGPZ8+IHjxI/XVp0rxe\nQZM2rfN+eFPoiy+IChYkGjz4327Ji9ONG5hLZcs6Pi8+nqh1awi6zZuJ1q0jWrMG2vV/G5UpQzRv\nHtHOnUS1agH8P/rI9rzr14lmzgTox8QQhYQQzZoFjHtRMgZd/00SL8vVExNDlDcvUXg4NF/cnKh/\nf6KAAKJ69YhKlJAaUHIyNGNXXT6ONHl7f800eTNKSnLeFvX/qCgAnfo8i2UflS5dRyck1LZkyeJa\nW14XCYExeBFB8yKus4QEPNdVofH06T4KCKjzj4RNunT/Xp9v3kzUtSvRzZsAxH+b9u3bR3Xq1HH5\n/MOHAeZERCdOQLEzo2fPiJo1IypUiGjRIigTDx8Svfsu5kqa1+HYTgXFxWFOPn9OdPUqcGnOHKJW\nrTAn9u8nmjaN6PffwbO+vkSzZxO1aaO/z1tgrFRx13/R9H95wE8EqdisGVGXLnxzosKFwRQ3b4JJ\n6tRBZ9etC1PQ1YnpTJM3+xsfD03envZuJiyMmry9tkRHuyYk+G9SkmNLwvidt7djDdlqJTp+nGjb\nNhz16xN9951rfflvkcXy4kLjRa6zWm3jNP/EqnF2bYYMkp+TkqAdfv010Wef/bv9nlpat44oLIxo\n2TKis2eJtmwh2rfPlh8fPyZq3JjovfeIpk/Xu7VKlyZasICoSpXX2nSXKDCQaMMGKKKnTwOPmjcn\nunABfFOyJNGBA0SNGsGD4e1tew838Cu0ahUCO9u2ye9694Y/f/Bg+MH37iXaswd/LRa9IChU6OVq\naK5o8karwsMjdVZF1qyutfnqVTBbvXpET586FhKPHxM9eYKgtfosIqJTp+BWYqpdGz7Vr77C/evW\nfXn993+drNbXK2iSk4nSp5eCgMepVCkkKLwKF9rLjiFMm0Y0eTLAvlw5JEoEB8NFoioWd+8SNWwI\nTfmbb2znwOefAzCHDXu57XsZFBqKdtesCaF15w6+X7ECLqCdO+HLb9rU/j3cwK9QbCxRnjzwDbKU\n3LIF2sCuXcYHwwpgIbB3L8xCFgJ168Kf/jpJCFglqbEqEhPNrQpvb7i9jhwhunZNPuPkSaIKFZy3\nRdMgtLZtg+a1e7f8LXNmoooVoWFyO27dwm9eXkQFCrgmtLy9//tM8f/LpGn6OM3WrUQ9exJ16kT0\nyScvX9gkJkILdyQ0ypVzzRLUNKKBA+Hi2LYNPMQUGUlUvjx8402bYn43aIB3GzLE/H6//UY0aRLm\n9X8bBQXhPZlmz4YrKywMmv+ECXDNOiI38BsoNBQd++mn+BwbS5Q7N9H9+wAs+w1BEJgFwb59RJ6e\nekGQO/dLbepLoaQkaS2Eh0NrWLVKf07atHB5XbyIz1mz2gdkIpifJ04gwJQ3LzT6pk2JatRw7Ipq\n1Qq/f/GFc4siMhKWR5Ysjl1fxr+ZMundGTEx0hpxk56sVihCadNC+KdP/3LvLwTGwJ6A6NYNfnpn\nwJ+QAOH0+DHRTz8Rde8OAOzVS55z8CD83EuXYm4PHw7gt0exsXB1PXz43xHj0DSi+fMB7kx79sAa\n69cPbtOFC+GBcIXcwG+gtWvh21Mlar16MP2aNXP9PpqGNE0WBH/8gUALC4I6dSRQmtGOHQC2okXh\n0/PweOFXckgREUS//grL5uBBosqVMWmaNUNQW6WmTTGZqleX4PvwIdH27ZhwHABlevtttNtRfMDo\nCqpfH+2oXt15261W19xO6l9jG4kQwLcXt8ie/X87bbRfP2SH/PADUY8er++5M2YQ/fILeMFRrCgq\niqhFC1jXM2dCecibFxbmr7+Cn5lCQzG/f/yRqHNn522oVQuunsaN//HrvDDFxkIRmjMHn318iFau\nROrptGlEAwYQdeiAvP7UYIQb+A0UH0/k5wefNgPzxIlEt28jHepFyWolOndOuoUOHIA5ytZA7doy\nm4iIqEkT+FitVmjOvr4QAsYjb97U+Uk1De4aBvuICDyreXMweNas9q9t316et2MHzOHffwdANmki\ntXqjZpiY6Hgtg/r3wgVckzEjtE1X4xWenvZjFVFRyFLZsAHvnDMnBEzdumiro/ZERyO7ylmarPrd\nqxLS/wYdOQI/sr8/LNrXkdJ69iz870eP2iofKt24Ab5r1QoxoqZNEdicO5do40a4fk6fxrzavx/J\nG48fA0hdcR+NGQOLcNKkl/durlJ4OAD9yBF8DgoiKlIEgogtMR8f8POLBKDdwG9C7dpBM+/eHZ//\n/BMmp+rr/qeUkoJAJwuCw4eh2bMg+P13AM6YMRjo8HCiy5dtj2fPwBBmQsHTE8+Ki0OMYssW+G2z\nZQOAN29OVK2acz+5pmECVaqEz56esFiaNMHh7//y+kUItCsgAIF1V+MVycl68E1KIjp0CPdjatQI\n96xc2XnWEVNKCgLVrsZMIiNhIaQmA8rL6793oZQQSFpgAOSMt1dFcXGIIX39NYDPHp04QfT++3DZ\ndOwIYCxTBv5u7sv+/aGwde8ODX/FCty/ZUusG/H1ddyWw4fBL2fOyO+EIHr0CMrDyyYhYOE0aAB+\nJkIMYuRIKBPt2sENmyMH+O3XXxG4fhFyA78JrV8P04oDukJAwu7fD1/3q6DkZPjpWBBwUOnLLyGE\nqlc31ySfP4cmZhQI587ZntuoEbSg+vWduy+ePIFWv20bXDleXrhv/fpguAwZ/vk726M7dxDU27sX\nGpwrlJAADXH+fJjCKtWujckSGYkxJML7e3q6Hhvw8UGMx1kGlBAAl9QE2GNi0L+upuz6+Lza/jfS\nV18hZhUZiQWErzKg3rUrhO2PP9o/Z8sWBJsXLcLYBgUheDtrln58kpJkPx08iHeYMQOu3BYtnLfF\nYkF/X7uGPo+MhOBLkwYWxcui5GSi5cv1QnXhQggr7uvwcKLixcHnvXqBfwsUwHx+EXIDvwklJCAQ\ne+WK1Aq6dEEmyutazXftGjT5ESMAgGfOAAzr1oUgqFpVP/lZK9+yBUd4OEAzMBAa+YMHUihERkKj\nVq2DwEC4uY4cAdifPw8fZ9Om0OoLFiQaNw6g9u23r/79588H8x85Yl9ICQEBt2EDhPVff+Fd27VD\nQLlMGVug3rwZmmKjRojb+Pu7DtIpKQACV7V5V7OOLBYIWlcX4D1+DGvFVSHBiwFf1Kr4809YYfnz\nw8/fseOL3WfVKvRHSIj930eMgCXM1qqR5s6FFbxxI/i2cWNYcDNm2I71kiUQEEQQ2hUqEP38M9yj\nrlKLFvCne3kBiCtXBki/jIDv48dIPZ0wQX73++9wc/G7aBqU0FGjiAYNQobcrVso1XDvHj6/CLmB\n3w59+CHyZDnyv2oVmGbLllfyOBsSArGGo0ch2ePi4LrgdQQXLgDYNQ2/PXoEoGEXznvv2QeduDjE\nMI4dg5b011+253z4IZa6s2AoWBDpcBcvwpx+1SQErItmzQDQTJqGPlm/HsfNmxDSbdsC8CtXdq6V\nT56MdRmZM+MZY8ZgwY4zSkhwXYvntQycdeSqVaFmHRnp2TOMqYcHrITULMCLi0OgOjUZUByrEQK8\n1rYtQO/ChdQHvKdMgcKwb5956ZKbN+Gr3rbNPF1Y04iGDsWYb9sGXm/UCArQ9Om2fTZ9OtH33yOD\nZ+RIfJeSkvp2M68QwXU0Zco/D/b//TesqM2b8blYMWBL+fL6865cQfs1DdbNu+9iDvbsCSH+7rsy\nJpZacgO/Hdq0CVFzdrlERQH8IiNfflqbPWr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nztleEx4O0GXhdf68fHfmg3v3MKZEEApt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\n9vi+vrBQP/lE/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dHPD+6nS5eMx27nzogHKArmyoABwh0zZow6DmPGCXHHvHxChAAuAAAg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\ntm2DlGoNCQkwO7RoAad0uXL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In [4]: