diff --git a/Statistical_Learning_001.pdf b/Statistical_Learning_001.pdf
new file mode 100644
index 0000000..6172e78
Binary files /dev/null and b/Statistical_Learning_001.pdf differ
diff --git a/intro-to-python.ipynb b/intro-to-python.ipynb
index aaf0630..ab52646 100644
--- a/intro-to-python.ipynb
+++ b/intro-to-python.ipynb
@@ -12,18 +12,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 152,
    "metadata": {},
    "outputs": [],
    "source": [
     "#Import modules to use\n",
     "\n",
+    "\n",
     "import os, sys\n",
     "import csv\n",
     "import matplotlib\n",
     "import numpy as np\n",
     "import matplotlib.pyplot as plt\n",
-    "import pandas as pd"
+    "import pandas as pd\n",
+    "import this\n",
+    "from IPython.display import Image\n"
    ]
   },
   {
@@ -53,7 +56,13 @@
     "\n",
     "Matlab to Python cheatsheet: http://mathesaurus.sourceforge.net/matlab-numpy.html\n",
     "\n",
-    "Book's datasets: http://www-bcf.usc.edu/~gareth/ISL/data.html"
+    "Book's datasets: http://www-bcf.usc.edu/~gareth/ISL/data.html\n",
+    "\n",
+    "Theano (multi-threading computations): https://thano.readthedocs.ir/en/latest/\n",
+    "\n",
+    "Scikit-learn (implementation of machine learning): http://scikit-learn.org/stable/\n",
+    "\n",
+    "SQLite3 (disk-based database): https://docs.python.org/2/library/sqlite3.html"
    ]
   },
   {
@@ -65,7 +74,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 142,
    "metadata": {},
    "outputs": [
     {
@@ -91,7 +100,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 143,
    "metadata": {},
    "outputs": [
     {
@@ -282,6 +291,33 @@
     "plt.legend(['cos','sin'],loc=3)"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 155,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<IPython.core.display.Image object>"
+      ]
+     },
+     "execution_count": 155,
+     "metadata": {
+      "image/png": {
+       "height": 300,
+       "width": 300
+      }
+     },
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "url='https://sebastianraschka.com/images/blog/2015/why-python/python.png'\n",
+    "Image(url,width=300,height=300)"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -1851,6 +1887,4589 @@
     "print('Nr. of suburbs >7 rooms:',np.sum(grouped['rm'].mean() > 7))\n",
     "print('Nr. of suburbs >8 rooms:',np.sum(grouped['rm'].mean() > 8))"
    ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Implementing KNN algorhithm (unfinished)\n",
+    "\n",
+    "based on: https://machinelearningmastery.com/tutorial-to-implement-k-nearest-neighbors-in-python-from-scratch/"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 247,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>sepal_length</th>\n",
+       "      <th>sepal_width</th>\n",
+       "      <th>petal_length</th>\n",
+       "      <th>petal_width</th>\n",
+       "      <th>species</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>5.1</td>\n",
+       "      <td>3.5</td>\n",
+       "      <td>1.4</td>\n",
+       "      <td>0.2</td>\n",
+       "      <td>setosa</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>4.9</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>1.4</td>\n",
+       "      <td>0.2</td>\n",
+       "      <td>setosa</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>4.7</td>\n",
+       "      <td>3.2</td>\n",
+       "      <td>1.3</td>\n",
+       "      <td>0.2</td>\n",
+       "      <td>setosa</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>4.6</td>\n",
+       "      <td>3.1</td>\n",
+       "      <td>1.5</td>\n",
+       "      <td>0.2</td>\n",
+       "      <td>setosa</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>5.0</td>\n",
+       "      <td>3.6</td>\n",
+       "      <td>1.4</td>\n",
+       "      <td>0.2</td>\n",
+       "      <td>setosa</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   sepal_length  sepal_width  petal_length  petal_width species\n",
+       "0           5.1          3.5           1.4          0.2  setosa\n",
+       "1           4.9          3.0           1.4          0.2  setosa\n",
+       "2           4.7          3.2           1.3          0.2  setosa\n",
+       "3           4.6          3.1           1.5          0.2  setosa\n",
+       "4           5.0          3.6           1.4          0.2  setosa"
+      ]
+     },
+     "execution_count": 247,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import math\n",
+    "import operator\n",
+    "import random\n",
+    "\n",
+    "fname = 'Iris.csv'\n",
+    "df = pd.read_csv(fname)\n",
+    "df.head(5)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 284,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.5385164807134502"
+      ]
+     },
+     "execution_count": 284,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "def euclDist(x1,x2,col):\n",
+    "    #Calculating Euclidean distance between 2 entries, for col columns\n",
+    "    columns = df.columns[col]\n",
+    "    dist = 0\n",
+    "    for c in df[columns]:\n",
+    "        dist += pow( (x1[c]-x2[c]),2 )\n",
+    "    return math.sqrt(dist)\n",
+    "\n",
+    "euclDist(df.iloc[0],df.iloc[1],range(4))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 222,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[(2, 0.264575131106459), (3, 0.33166247903553986), (4, 0.4582575694955844), (1, 0.5099019513592788), (0, 0.5196152422706632)]\n",
+      "[2, 3, 4]\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "[2, 3, 4]"
+      ]
+     },
+     "execution_count": 222,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "def getNeighbours(trainingSet,testInstance,k):\n",
+    "    #Get index of k nearest neighbours for 1 testInstance\n",
+    "    distances = []\n",
+    "    length = len(trainingSet.columns)-1\n",
+    "    for index, row in trainingSet.iterrows():\n",
+    "        dist = euclDist(row,testInstance,range(length))\n",
+    "        distances.append((index,dist))\n",
+    "    distances.sort(key=operator.itemgetter(1))\n",
+    "    print(distances)\n",
+    "    neighbours = []\n",
+    "    for x in distances[:k]:\n",
+    "        neighbours.append(x[0])\n",
+    "    print(neighbours)    \n",
+    "    return neighbours\n",
+    "\n",
+    "neigh = getNeighbours(df.iloc[:5],df.iloc[6],3)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 234,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{'setosa': 3}\n",
+      "['setosa']\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "'setosa'"
+      ]
+     },
+     "execution_count": 234,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "def getResponse(df,neighbours):\n",
+    "    classVotes = {}\n",
+    "    for x in neighbours:\n",
+    "        response = df.iloc[x]['species']\n",
+    "        #print(response)\n",
+    "        if response in classVotes:\n",
+    "            classVotes[response] += 1\n",
+    "        else:\n",
+    "            classVotes[response] = 1\n",
+    "    sortedVotes = sorted(classVotes, key=operator.itemgetter(1), reverse=True)\n",
+    "    print(classVotes)\n",
+    "    print(sortedVotes)\n",
+    "    return sortedVotes[0]\n",
+    "\n",
+    "getResponse(df,neigh)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 235,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def getAccuracy(testSet, predictions):\n",
+    "    correct = 0\n",
+    "    for x in range(len(testSet)):\n",
+    "        if testSet[x]['species'] is predictions[x]['species']:\n",
+    "            correct += 1\n",
+    "    return (correct/float(len(testSet))) * 100.0"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 288,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Training data= [126, 23, 84, 134, 99, 10, 52, 58, 102, 29, 114, 148, 124, 16, 101, 77, 105, 48, 78, 30, 136, 24, 66, 11, 74, 85, 95, 57, 89, 0, 69, 81, 43, 5, 123, 6, 1, 65, 12, 83, 137, 80, 82, 100, 133, 68, 14, 116, 104, 132, 88, 118, 147, 22, 131, 44, 79, 127, 86, 91, 111, 90, 115, 26, 33, 25, 13, 110, 135, 3, 140, 49, 94, 119, 67, 47, 56, 144, 145, 130, 141, 108, 129, 39, 28, 19, 7, 121, 27, 71, 109, 70, 35, 87, 4, 143, 17, 117, 40, 45, 37, 62, 98, 50, 61, 64, 93, 103, 138, 15, 149, 54]\n",
+      "Test data= [41, 139, 142, 42, 113, 72, 97, 31, 75, 8, 96, 34, 36, 128, 112, 53, 73, 55, 20, 9, 59, 106, 122, 146, 2, 92, 120, 32, 38, 18, 21, 107, 46, 60, 51, 63, 76, 125]\n",
+      "4.2\n",
+      "1.2489995996796794\n",
+      "3.6027767069303644\n",
+      "4.727578661429125\n",
+      "3.24499614791759\n",
+      "1.679285562374667\n",
+      "4.560701700396553\n",
+      "4.08166632639171\n",
+      "5.625833271614082\n",
+      "0.9746794344808967\n",
+      "4.559605246071199\n",
+      "4.990991885387113\n",
+      "5.332916650389354\n",
+      "1.8384776310850237\n",
+      "4.341658669218481\n",
+      "4.580392996239516\n",
+      "6.436614016701639\n",
+      "1.6278820596099708\n",
+      "3.78021163428716\n",
+      "0.91104335791443\n",
+      "5.229722745997153\n",
+      "1.2922847983320085\n",
+      "3.6578682316343767\n",
+      "1.1832159566199232\n",
+      "3.737646318206152\n",
+      "3.9230090491866063\n",
+      "3.3391615714128005\n",
+      "2.15870331449229\n",
+      "3.0545048698602533\n",
+      "1.3490737563232043\n",
+      "2.9410882339705484\n",
+      "2.6944387170614963\n",
+      "1.3674794331177345\n",
+      "1.881488772222678\n",
+      "4.313930922024599\n",
+      "1.1090536506409419\n",
+      "0.8185352771872454\n",
+      "4.037325847637271\n",
+      "0.7937253933193773\n",
+      "4.305810028322197\n",
+      "4.913247398615299\n",
+      "2.8106938645110393\n",
+      "3.069201850644561\n",
+      "5.5830099408831435\n",
+      "4.401136216933078\n",
+      "3.818376618407357\n",
+      "2.1447610589527217\n",
+      "4.937610758251404\n",
+      "5.324471804789654\n",
+      "5.095095681142799\n",
+      "3.246536616149585\n",
+      "6.759437846448476\n",
+      "4.752893855326458\n",
+      "1.341640786499874\n",
+      "6.535288822997803\n",
+      "1.7262676501632066\n",
+      "2.6191601707417593\n",
+      "4.2731721238443\n",
+      "4.298837052040936\n",
+      "3.8923000912057124\n",
+      "4.725462940284264\n",
+      "3.3926390907374753\n",
+      "4.941659640242335\n",
+      "1.2489995996796797\n",
+      "2.1517434791350016\n",
+      "0.9165151389911682\n",
+      "0.7810249675906656\n",
+      "4.705316142407437\n",
+      "6.145730225123781\n",
+      "0.8366600265340758\n",
+      "5.327288240746881\n",
+      "1.1269427669584644\n",
+      "3.283291031876401\n",
+      "4.170131892398609\n",
+      "3.1906112267087634\n",
+      "0.9165151389911683\n",
+      "4.182104733265297\n",
+      "5.4808758424178885\n",
+      "4.953786430600334\n",
+      "5.853204250664759\n",
+      "4.983974317750845\n",
+      "5.232590180780452\n",
+      "5.451605268175604\n",
+      "1.2727922061357855\n",
+      "1.3114877048604003\n",
+      "1.6278820596099706\n",
+      "1.2288205727444508\n",
+      "4.160528812542944\n",
+      "1.4071247279470291\n",
+      "3.331666249791536\n",
+      "6.071243694664217\n",
+      "4.155718951036031\n",
+      "1.0392304845413267\n",
+      "3.721558813185679\n",
+      "1.4000000000000001\n",
+      "5.591064299397746\n",
+      "1.3453624047073711\n",
+      "6.727555276621665\n",
+      "1.3\n",
+      "0.768114574786861\n",
+      "0.9380831519646863\n",
+      "3.168595903550972\n",
+      "1.9824227601599007\n",
+      "4.453088815642464\n",
+      "3.5071355833500366\n",
+      "2.803569153775237\n",
+      "2.177154105707724\n",
+      "4.933558553417604\n",
+      "4.1521078984053394\n",
+      "2.428991560298224\n",
+      "4.374928570845472\n",
+      "4.071854614300467\n",
+      "1.0148891565092224\n",
+      "4.419275958796871\n",
+      "1.8520259177452136\n",
+      "1.191637528781299\n",
+      "1.9646882704388506\n",
+      "4.629254799641083\n",
+      "0.7810249675906655\n",
+      "1.1874342087037923\n",
+      "0.5477225575051659\n",
+      "4.78539444560216\n",
+      "1.2165525060596445\n",
+      "0.7874007874011811\n",
+      "0.4123105625617659\n",
+      "4.752893855326459\n",
+      "1.2247448713915896\n",
+      "0.6082762530298224\n",
+      "1.392838827718411\n",
+      "4.662617290749907\n",
+      "1.42126704035519\n",
+      "4.739198244429114\n",
+      "0.761577310586391\n",
+      "4.512205669071392\n",
+      "1.6941074346097424\n",
+      "4.748684028233507\n",
+      "1.46287388383278\n",
+      "1.4000000000000004\n",
+      "1.9235384061671348\n",
+      "3.1796226191169294\n",
+      "2.2181073012818837\n",
+      "4.796873982084583\n",
+      "2.3021728866442683\n",
+      "2.559296778413946\n",
+      "4.523273151159457\n",
+      "4.412482294582042\n",
+      "0.9273618495495707\n",
+      "4.961854492022112\n",
+      "4.860041152089146\n",
+      "1.2369316876852983\n",
+      "4.941659640242335\n",
+      "1.1445523142259602\n",
+      "0.5916079783099616\n",
+      "2.4515301344262532\n",
+      "2.1047565179849195\n",
+      "0.9591663046625439\n",
+      "0.9486832980505145\n",
+      "1.5716233645501714\n",
+      "4.823898838076935\n",
+      "0.5196152422706635\n",
+      "0.5830951894845299\n",
+      "0.6244997998398397\n",
+      "2.0074859899884743\n",
+      "1.7832554500127007\n",
+      "0.46904157598234336\n",
+      "5.339475629684998\n",
+      "1.5811388300841895\n",
+      "4.343961325794695\n",
+      "2.551470164434615\n",
+      "0.9949874371066205\n",
+      "0.9433981132056606\n",
+      "1.3341664064126344\n",
+      "0.6782329983125269\n",
+      "2.0049937655763426\n",
+      "0.5567764362830022\n",
+      "4.585847795119241\n",
+      "4.77283982551269\n",
+      "4.655104724922953\n",
+      "5.409251334519409\n",
+      "0.5196152422706639\n",
+      "1.086278049120021\n",
+      "4.9101934788763675\n",
+      "0.4123105625617657\n",
+      "4.822862220714998\n",
+      "1.9824227601599016\n",
+      "1.4628738838327797\n",
+      "2.0663978319771834\n",
+      "4.990991885387112\n",
+      "1.0677078252031316\n",
+      "0.5744562646538027\n",
+      "0.360555127546399\n",
+      "0.9327379053088811\n",
+      "0.3605551275463994\n",
+      "0.8062257748298549\n",
+      "0.7141428428542846\n",
+      "4.706378650300038\n",
+      "4.752893855326458\n",
+      "4.709564735726648\n",
+      "4.7455242070818695\n",
+      "1.4282856857085708\n",
+      "4.676537180435969\n",
+      "1.8248287590894665\n",
+      "0.9949874371066194\n",
+      "1.2083045973594575\n",
+      "4.9869830559166735\n",
+      "1.6248076809271923\n",
+      "4.844584605515729\n",
+      "0.5567764362830022\n",
+      "4.758150901348127\n",
+      "1.682260384126072\n",
+      "4.880573736764973\n",
+      "4.864154602806124\n",
+      "4.817675788178362\n",
+      "2.1886068628239292\n",
+      "3.218695387886217\n",
+      "1.0000000000000002\n",
+      "1.6763054614240211\n",
+      "2.368543856465403\n",
+      "3.141655614481002\n",
+      "0.7280109889280522\n",
+      "1.126942766958465\n",
+      "4.60760241340331\n",
+      "1.0908712114635717\n",
+      "1.1180339887498956\n",
+      "0.5196152422706632\n",
+      "3.7907782842049724\n",
+      "0.8774964387392117\n",
+      "0.7745966692414833\n",
+      "1.1747340124470729\n",
+      "4.124318125460256\n",
+      "1.2529964086141672\n",
+      "1.1357816691600544\n",
+      "1.5684387141358123\n",
+      "4.074309757492672\n",
+      "0.5099019513592784\n",
+      "0.9486832980505139\n",
+      "1.2529964086141672\n",
+      "4.27668095606862\n",
+      "0.0\n",
+      "0.9746794344808966\n",
+      "2.3706539182259396\n",
+      "4.135214625627066\n",
+      "0.774596669241483\n",
+      "4.03732584763727\n",
+      "1.1135528725660042\n",
+      "3.823610858861032\n",
+      "0.8062257748298546\n",
+      "4.077989700820736\n",
+      "1.1832159566199232\n",
+      "0.989949493661166\n",
+      "1.1832159566199227\n",
+      "2.2248595461286986\n",
+      "1.3038404810405293\n",
+      "4.208325082500163\n",
+      "1.4696938456699067\n",
+      "1.7175564037317663\n",
+      "3.9012818406262313\n",
+      "3.9255572852781038\n",
+      "0.5477225575051659\n",
+      "4.263801121065568\n",
+      "4.180908992073374\n",
+      "1.3076696830622019\n",
+      "4.244997055358224\n",
+      "0.3605551275463989\n",
+      "0.830662386291808\n",
+      "1.5842979517754858\n",
+      "1.38924439894498\n",
+      "1.3341664064126335\n",
+      "0.648074069840786\n",
+      "0.9643650760992953\n",
+      "4.448595283907045\n",
+      "0.8660254037844389\n",
+      "1.077032961426901\n",
+      "0.8426149773176363\n",
+      "1.2206555615733703\n",
+      "2.649528259898355\n",
+      "0.7745966692414836\n",
+      "4.685082710048992\n",
+      "2.7055498516937373\n",
+      "3.766961640367472\n",
+      "1.8411952639521965\n",
+      "0.47958315233127147\n",
+      "1.1357816691600546\n",
+      "0.824621125123532\n",
+      "0.6324555320336764\n",
+      "1.0392304845413258\n",
+      "0.9000000000000004\n",
+      "3.9534794801541584\n",
+      "4.349712634186309\n",
+      "3.9837168574084174\n",
+      "4.645427859734773\n",
+      "0.8660254037844388\n",
+      "2.2045407685048604\n",
+      "4.177319714841084\n",
+      "1.2124355652982144\n",
+      "4.192851058647325\n",
+      "1.0999999999999994\n",
+      "0.6782329983125268\n",
+      "1.345362404707371\n",
+      "4.274342054632502\n",
+      "0.9273618495495699\n",
+      "1.3747727084867523\n",
+      "1.0344080432788603\n",
+      "1.8894443627691189\n",
+      "1.2369316876852985\n",
+      "1.1618950038622256\n",
+      "1.621727474022686\n",
+      "4.102438299353203\n",
+      "4.17492514902962\n",
+      "4.149698784249285\n",
+      "4.120679555607302\n",
+      "0.31622776601683755\n",
+      "4.104875150354758\n",
+      "1.2922847983320083\n",
+      "2.032240143290158\n",
+      "0.6\n",
+      "4.357751713900185\n",
+      "1.122497216032182\n",
+      "4.246174749112429\n",
+      "1.4317821063276355\n",
+      "4.168932717135165\n",
+      "2.73313007374329\n",
+      "4.275511665286389\n",
+      "4.164132562731402\n",
+      "4.143669871020132\n",
+      "1.519868415357066\n",
+      "2.362202362203543\n",
+      "1.449137674618944\n",
+      "1.0344080432788596\n",
+      "1.640121946685672\n",
+      "2.2022715545545237\n",
+      "0.7416198487095662\n",
+      "0.4795831523312718\n",
+      "4.255584566190643\n",
+      "0.33166247903553997\n",
+      "0.9539392014169458\n",
+      "4.267317658670374\n",
+      "0.8660254037844379\n",
+      "3.6013886210738213\n",
+      "4.814561246884288\n",
+      "3.3015148038438356\n",
+      "1.1357816691600546\n",
+      "4.572745346069471\n",
+      "4.126742056392669\n",
+      "5.665686189686118\n",
+      "0.42426406871192845\n",
+      "4.626013402488151\n",
+      "4.949747468305833\n",
+      "5.316954015223378\n",
+      "1.236931687685298\n",
+      "4.420407221060069\n",
+      "4.611941023040083\n",
+      "6.479197481170025\n",
+      "1.0488088481701512\n",
+      "3.8183766184073566\n",
+      "0.5099019513592781\n",
+      "5.19422756528822\n",
+      "0.7483314773547878\n",
+      "3.661966684720111\n",
+      "0.5385164807134499\n",
+      "3.7815340802378077\n",
+      "3.847076812334269\n",
+      "3.3376638536557275\n",
+      "2.351595203260969\n",
+      "3.1937438845342627\n",
+      "0.7681145747868601\n",
+      "3.0822070014844876\n",
+      "2.8722813232690148\n",
+      "0.8366600265340752\n",
+      "1.2999999999999998\n",
+      "4.402272140611028\n",
+      "0.3162277660168373\n",
+      "0.5477225575051662\n",
+      "4.043513323831146\n",
+      "0.4690415759823426\n",
+      "4.382921400162226\n",
+      "4.920365840057018\n",
+      "2.98496231131986\n",
+      "3.157530680769388\n",
+      "5.5677643628300215\n",
+      "4.460941604639093\n",
+      "4.02119385257662\n",
+      "1.6155494421403507\n",
+      "4.964876634922564\n",
+      "5.357238094391549\n",
+      "5.162363799656123\n",
+      "3.24499614791759\n",
+      "6.857113095173507\n",
+      "4.78539444560216\n",
+      "0.53851648071345\n",
+      "6.469930447848725\n",
+      "1.1180339887498942\n",
+      "2.744084546802449\n",
+      "4.295346318982906\n",
+      "4.306971093471606\n",
+      "3.9064049969249215\n",
+      "4.810405388322278\n",
+      "3.48998567332303\n",
+      "4.94064773081425\n",
+      "0.7280109889280515\n",
+      "1.4899664425751336\n",
+      "0.6999999999999998\n",
+      "0.3162277660168382\n",
+      "4.699999999999999\n",
+      "6.195159400693416\n",
+      "0.29999999999999954\n",
+      "5.350700888668698\n",
+      "0.6164414002968972\n",
+      "3.3630343441600474\n",
+      "4.352011029397789\n",
+      "3.2695565448543626\n",
+      "0.22360679774997827\n",
+      "4.1400483088968905\n",
+      "5.472659317004851\n",
+      "4.994997497496871\n",
+      "5.923681287847955\n",
+      "5.01098792654702\n",
+      "5.346961754117941\n",
+      "5.485435260760991\n",
+      "0.7549834435270742\n",
+      "0.8306623862918072\n",
+      "0.9486832980505131\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0.6633249580710796\n",
+      "4.219004621945798\n",
+      "0.877496438739212\n",
+      "3.3985290935932855\n",
+      "6.027437266367855\n",
+      "4.1303752856126765\n",
+      "0.6082762530298217\n",
+      "3.9038442591886273\n",
+      "0.7280109889280515\n",
+      "5.597320787662611\n",
+      "0.7745966692414826\n",
+      "6.664082832618455\n",
+      "0.6782329983125265\n",
+      "0.4690415759823426\n",
+      "0.5567764362830022\n",
+      "3.3896902513356584\n",
+      "2.1633307652783933\n",
+      "4.445222154178574\n",
+      "3.5199431813596087\n",
+      "2.8337254630609503\n",
+      "2.41039415863879\n",
+      "4.9749371855331\n",
+      "4.172529209005012\n",
+      "1.7916472867168918\n",
+      "4.3920382511995495\n",
+      "4.141255848169731\n",
+      "0.648074069840786\n",
+      "3.760319135392633\n",
+      "0.9165151389911679\n",
+      "0.94339811320566\n",
+      "1.1789826122551597\n",
+      "4.125530268947254\n",
+      "1.4352700094407325\n",
+      "1.2727922061357853\n",
+      "1.7406895185529208\n",
+      "4.036087214122113\n",
+      "0.5196152422706629\n",
+      "1.1445523142259597\n",
+      "1.4628738838327795\n",
+      "4.277849927241488\n",
+      "0.26457513110645897\n",
+      "1.1575836902790226\n",
+      "2.5357444666211926\n",
+      "4.134005321718878\n",
+      "0.8660254037844385\n",
+      "3.996248240537617\n",
+      "1.2999999999999996\n",
+      "3.8039453203220472\n",
+      "0.8717797887081348\n",
+      "4.052159917870962\n",
+      "1.2767145334803707\n",
+      "1.1445523142259595\n",
+      "1.236931687685298\n",
+      "2.130727575266252\n",
+      "1.2369316876852983\n",
+      "4.190465367951393\n",
+      "1.4247806848775009\n",
+      "1.6552945357246847\n",
+      "3.874274125562103\n",
+      "3.937003937005905\n",
+      "0.6708203932499366\n",
+      "4.22729227756965\n",
+      "4.134005321718878\n",
+      "1.4422205101855958\n",
+      "4.198809355043403\n",
+      "0.547722557505166\n",
+      "1.0677078252031313\n",
+      "1.5165750888103102\n",
+      "1.3784048752090223\n",
+      "1.4999999999999998\n",
+      "0.8426149773176356\n",
+      "0.9165151389911679\n",
+      "4.465422712353221\n",
+      "1.0862780491200215\n",
+      "1.2529964086141665\n",
+      "0.9899494936611664\n",
+      "1.2489995996796799\n",
+      "2.7766886753829643\n",
+      "0.9643650760992953\n",
+      "4.654030511288039\n",
+      "2.9137604568666933\n",
+      "3.770941526992961\n",
+      "1.8055470085267789\n",
+      "0.6782329983125265\n",
+      "1.3038404810405297\n",
+      "0.9643650760992954\n",
+      "0.7937253933193773\n",
+      "1.0246950765959597\n",
+      "1.077032961426901\n",
+      "3.9268307832143723\n",
+      "4.3737855457258075\n",
+      "3.9420806688854046\n",
+      "4.585847795119241\n",
+      "1.0677078252031311\n",
+      "2.355843797877949\n",
+      "4.1303752856126765\n",
+      "1.3711309200802086\n",
+      "4.162931659299729\n",
+      "1.0862780491200215\n",
+      "0.6557438524302\n",
+      "1.3638181696985858\n",
+      "4.230839160261236\n",
+      "1.1180339887498945\n",
+      "1.5427248620541512\n",
+      "1.174734012447073\n",
+      "2.0493901531919194\n",
+      "1.3784048752090223\n",
+      "1.296148139681572\n",
+      "1.816590212458495\n",
+      "4.08166632639171\n",
+      "4.154515615568198\n",
+      "4.146082488325576\n",
+      "4.097560249709575\n",
+      "0.33166247903553986\n",
+      "4.091454509095757\n",
+      "1.3190905958272918\n",
+      "2.2181073012818833\n",
+      "0.7810249675906656\n",
+      "4.319722213291035\n",
+      "1.1180339887498945\n",
+      "4.230839160261236\n",
+      "1.61245154965971\n",
+      "4.148493702538308\n",
+      "2.93598365118064\n",
+      "4.250882261366456\n",
+      "4.112177038990418\n",
+      "4.106093033529562\n",
+      "1.4764823060233399\n",
+      "2.2737634001804143\n",
+      "1.6217274740226855\n",
+      "1.0862780491200215\n",
+      "1.6186414056238645\n",
+      "2.102379604162864\n",
+      "0.9591663046625435\n",
+      "0.648074069840786\n",
+      "4.291852746774987\n",
+      "0.5830951894845301\n",
+      "1.067707825203131\n",
+      "0.44721359549995787\n",
+      "3.649657518178932\n",
+      "1.1045361017187258\n",
+      "0.7416198487095657\n",
+      "1.0630145812734653\n",
+      "3.9370039370059056\n",
+      "0.8485281374238575\n",
+      "0.6164414002968979\n",
+      "1.5\n",
+      "3.9534794801541593\n",
+      "1.0908712114635712\n",
+      "1.3076696830622019\n",
+      "1.3416407864998736\n",
+      "4.115823125451336\n",
+      "0.6999999999999998\n",
+      "0.6782329983125269\n",
+      "2.278157149978903\n",
+      "3.961060464067672\n",
+      "0.640312423743285\n",
+      "3.897435053981016\n",
+      "1.4525839046333946\n",
+      "3.708099243547832\n",
+      "0.948683298050514\n",
+      "3.954743986657038\n",
+      "0.7549834435270755\n",
+      "1.03440804327886\n",
+      "1.0908712114635715\n",
+      "2.186321110907545\n",
+      "1.2206555615733703\n",
+      "4.047221268969613\n",
+      "1.2845232578665133\n",
+      "1.5297058540778354\n",
+      "3.793415347678132\n",
+      "3.770941526992961\n",
+      "0.36055512754639907\n",
+      "4.170131892398609\n",
+      "4.018706259482024\n",
+      "0.8831760866327849\n",
+      "4.0877866871939394\n",
+      "0.4242640687119282\n",
+      "0.9055385138137416\n",
+      "1.4212670403551897\n",
+      "1.1747340124470735\n",
+      "1.6881943016134129\n",
+      "0.3605551275463984\n",
+      "0.5099019513592786\n",
+      "4.228474902373195\n",
+      "0.8602325267042625\n",
+      "1.260952021291849\n",
+      "1.039230484541326\n",
+      "1.191637528781299\n",
+      "2.570992026436488\n",
+      "0.7937253933193772\n",
+      "4.582575694955841\n",
+      "2.5980762113533165\n",
+      "3.6523964735499352\n",
+      "1.6062378404209012\n",
+      "0.6164414002968978\n",
+      "0.7483314773547886\n",
+      "0.6244997998398403\n",
+      "0.6082762530298217\n",
+      "0.9949874371066199\n",
+      "1.1401754250991378\n",
+      "3.82099463490856\n",
+      "4.179712908801274\n",
+      "3.81051177665153\n",
+      "4.544227107000705\n",
+      "0.9055385138137417\n",
+      "2.071231517720798\n",
+      "4.06201920231798\n",
+      "1.3490737563232038\n",
+      "4.033608806019742\n",
+      "1.0295630140987004\n",
+      "0.43588989435406705\n",
+      "1.0862780491200221\n",
+      "4.161730409336963\n",
+      "0.8306623862918073\n",
+      "1.5620499351813306\n",
+      "1.067707825203131\n",
+      "1.70293863659264\n",
+      "1.1832159566199232\n",
+      "1.0295630140986998\n",
+      "1.3711309200802086\n",
+      "3.9370039370059056\n",
+      "3.9949968710876362\n",
+      "4.016217125604641\n",
+      "3.968626966596886\n",
+      "0.91104335791443\n",
+      "3.9319206502675\n",
+      "0.9899494936611669\n",
+      "2.1118712081942874\n",
+      "0.8660254037844386\n",
+      "4.190465367951393\n",
+      "0.574456264653803\n",
+      "4.1036569057366385\n",
+      "1.5427248620541512\n",
+      "4.0162171256046415\n",
+      "2.716615541441225\n",
+      "4.134005321718878\n",
+      "4.023679907746143\n",
+      "3.97994974842648\n",
+      "1.1135528725660047\n",
+      "2.282542442102666\n",
+      "1.0148891565092222\n",
+      "0.9486832980505138\n",
+      "1.5427248620541516\n",
+      "2.130727575266252\n",
+      "0.860232526704262\n",
+      "0.66332495807108\n",
+      "4.091454509095757\n",
+      "0.734846922834953\n",
+      "0.4690415759823434\n",
+      "0.714142842854285\n",
+      "2.9614185789921694\n",
+      "0.854400374531753\n",
+      "1.3416407864998736\n",
+      "0.5477225575051662\n",
+      "3.2140317359976396\n",
+      "0.964365076099296\n",
+      "0.4999999999999995\n",
+      "2.0049937655763426\n",
+      "3.2924155266308657\n",
+      "1.4212670403551895\n",
+      "1.5684387141358125\n",
+      "1.7349351572897476\n",
+      "3.383784863137726\n",
+      "1.0954451150103321\n",
+      "0.9539392014169458\n",
+      "2.810693864511039\n",
+      "3.24037034920393\n",
+      "0.3464101615137756\n",
+      "3.24037034920393\n",
+      "1.7776388834631176\n",
+      "3.0298514815086235\n",
+      "0.6708203932499375\n",
+      "3.2726136343907144\n",
+      "0.20000000000000018\n",
+      "0.6480740698407862\n",
+      "0.529150262212918\n",
+      "1.7406895185529208\n",
+      "0.8602325267042626\n",
+      "3.3451457367355464\n",
+      "0.8485281374238572\n",
+      "1.0908712114635715\n",
+      "3.095157508108432\n",
+      "3.0347981810987035\n",
+      "0.8124038404635964\n",
+      "3.4957116585897072\n",
+      "3.3645207682521443\n",
+      "0.5567764362830023\n",
+      "3.438022687534217\n",
+      "0.8999999999999998\n",
+      "1.3304134695650072\n",
+      "1.0148891565092222\n",
+      "0.608276253029822\n",
+      "2.1213203435596424\n",
+      "0.8366600265340752\n",
+      "0.7549834435270747\n",
+      "3.491418050019218\n",
+      "1.3379088160259653\n",
+      "1.7776388834631178\n",
+      "1.5968719422671311\n",
+      "0.6403124237432855\n",
+      "3.178049716414141\n",
+      "1.1832159566199234\n",
+      "3.892300091205713\n",
+      "2.9325756597230366\n",
+      "2.9308701779505695\n",
+      "1.0344080432788598\n",
+      "0.7937253933193776\n",
+      "0.7000000000000003\n",
+      "0.34641016151377546\n",
+      "1.2\n",
+      "0.7745966692414836\n",
+      "1.4594519519326423\n",
+      "3.128897569432403\n",
+      "3.435112807463534\n",
+      "3.1543620591175006\n",
+      "3.9115214431215892\n",
+      "1.1445523142259595\n",
+      "2.5495097567963922\n",
+      "3.4132096331752027\n",
+      "1.786057109949175\n",
+      "3.3496268448888453\n",
+      "0.6403124237432852\n",
+      "1.0295630140987\n",
+      "0.5744562646538032\n",
+      "3.5028559776273993\n",
+      "0.6480740698407862\n",
+      "1.9519221295943137\n",
+      "1.438749456993816\n",
+      "2.2472205054244228\n",
+      "1.4730919862656233\n",
+      "1.705872210923198\n",
+      "1.8303005217723125\n",
+      "3.241913015489466\n",
+      "3.2969683043669074\n",
+      "3.295451410656816\n",
+      "3.277193921634788\n",
+      "1.1045361017187267\n",
+      "3.2264531609803355\n",
+      "0.33166247903554\n",
+      "2.483948469674844\n",
+      "0.8246211251235321\n",
+      "3.5142566781611158\n",
+      "0.6164414002968978\n",
+      "3.398529093593286\n",
+      "2.002498439450079\n",
+      "3.3136083051561784\n",
+      "3.10322412983658\n",
+      "3.4351128074635335\n",
+      "3.3734255586866\n",
+      "3.318132004607411\n",
+      "0.8426149773176356\n",
+      "1.7606816861659011\n",
+      "0.9486832980505139\n",
+      "0.3872983346207415\n",
+      "0.9219544457292889\n",
+      "1.7000000000000002\n",
+      "1.3964240043768938\n",
+      "0.7416198487095663\n",
+      "3.3391615714128\n",
+      "0.9949874371066197\n",
+      "0.47958315233127174\n",
+      "3.7215588131856787\n",
+      "0.3872983346207422\n",
+      "3.2202484376209237\n",
+      "4.352011029397788\n",
+      "2.8319604517012587\n",
+      "0.3605551275463992\n",
+      "3.8871583451153624\n",
+      "3.4799425282610623\n",
+      "5.029910535983717\n",
+      "0.761577310586391\n",
+      "4.180908992073374\n",
+      "4.411349000022556\n",
+      "4.7148700936505135\n",
+      "0.5385164807134504\n",
+      "3.982461550347975\n",
+      "3.9736632972611052\n",
+      "5.822370651203854\n",
+      "0.37416573867739455\n",
+      "3.2893768406797053\n",
+      "0.7071067811865479\n",
+      "4.649731175025067\n",
+      "0.7483314773547887\n",
+      "3.2264531609803355\n",
+      "0.6403124237432855\n",
+      "3.146426544510455\n",
+      "3.286335345030997\n",
+      "2.8600699292150185\n",
+      "2.202271554554524\n",
+      "2.80713376952364\n",
+      "0.3872983346207423\n",
+      "2.6645825188948455\n",
+      "2.4919871588754225\n",
+      "0.46904157598234325\n",
+      "0.5385164807134504\n",
+      "3.8496753109840314\n",
+      "0.8124038404635967\n",
+      "0.6782329983125268\n",
+      "3.3451457367355464\n",
+      "0.7874007874011815\n",
+      "3.9051248379533265\n",
+      "4.364630568559039\n",
+      "2.6057628441590763\n",
+      "2.6551836094703507\n",
+      "5.047771785649585\n",
+      "3.9166312055132275\n",
+      "3.5057096285916205\n",
+      "0.8062257748298548\n",
+      "4.396589587396122\n",
+      "4.806245936279167\n",
+      "4.62709412050371\n",
+      "2.7874719729532704\n",
+      "6.220932405998316\n",
+      "4.197618372363071\n",
+      "0.984885780179611\n",
+      "5.742821606144492\n",
+      "0.6403124237432851\n",
+      "2.2561028345356955\n",
+      "3.7643060449437424\n",
+      "3.6373066958946425\n",
+      "3.355592347112503\n",
+      "4.263801121065568\n",
+      "3.1144823004794877\n",
+      "4.369210454990696\n",
+      "0.4123105625617664\n",
+      "0.8366600265340758\n",
+      "0.6082762530298221\n",
+      "1.272792206135786\n",
+      "4.095119045888653\n",
+      "5.4972720507539\n",
+      "0.8774964387392128\n",
+      "4.752893855326457\n",
+      "0.4690415759823433\n",
+      "2.9376861643136762\n",
+      "3.906404996924922\n",
+      "2.7874719729532704\n",
+      "0.8544003745317538\n",
+      "3.5355339059327378\n",
+      "4.873397172404482\n",
+      "4.376071297408213\n",
+      "5.2697248505021586\n",
+      "4.34856298103178\n",
+      "4.790615826801393\n",
+      "4.830113870293329\n",
+      "0.36055512754639957\n",
+      "0.30000000000000016\n",
+      "0.5099019513592788\n",
+      "0.44721359549995826\n",
+      "3.8105117766515306\n",
+      "0.30000000000000016\n",
+      "2.8124722220850464\n",
+      "5.371219600798314\n",
+      "3.624913792078371\n",
+      "0.5744562646538031\n",
+      "3.3526109228480423\n",
+      "0.5000000000000003\n",
+      "4.996999099459595\n",
+      "0.3464101615137761\n",
+      "5.977457653551383\n",
+      "0.46904157598234325\n",
+      "0.7348469228349538\n",
+      "0.6557438524302001\n",
+      "2.9\n",
+      "1.9078784028338915\n",
+      "3.7202150475476548\n",
+      "2.98496231131986\n",
+      "2.3473389188611002\n",
+      "2.2293496809607953\n",
+      "4.453088815642463\n",
+      "3.656501059756444\n",
+      "1.0440306508910553\n",
+      "3.915354390090378\n",
+      "3.519943181359608\n",
+      "0.7211102550927974\n",
+      "3.2310988842807027\n",
+      "1.2083045973594566\n",
+      "1.3601470508735438\n",
+      "0.9746794344808961\n",
+      "3.4322004603461025\n",
+      "0.6000000000000003\n",
+      "0.24494897427831722\n",
+      "1.7291616465790582\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "3.5958309192730407\n",
+      "1.473091986265623\n",
+      "1.459451951932642\n",
+      "1.5099668870541498\n",
+      "3.5860842154082215\n",
+      "1.2124355652982135\n",
+      "0.6782329983125266\n",
+      "2.5159491250818244\n",
+      "3.468429039204925\n",
+      "0.6244997998398395\n",
+      "3.539774004085572\n",
+      "1.640121946685672\n",
+      "3.330165161069343\n",
+      "1.0099504938362078\n",
+      "3.5608987629529714\n",
+      "0.2645751311064587\n",
+      "0.7549834435270747\n",
+      "0.9433981132056598\n",
+      "2.1494185260204675\n",
+      "1.2767145334803702\n",
+      "3.59722114972099\n",
+      "1.2609520212918492\n",
+      "1.489966442575134\n",
+      "3.3600595232822887\n",
+      "3.246536616149585\n",
+      "0.7681145747868608\n",
+      "3.7907782842049733\n",
+      "3.651027252705737\n",
+      "0.14142135623730995\n",
+      "3.7322915213043046\n",
+      "0.9899494936611658\n",
+      "1.1916375287812981\n",
+      "1.4212670403551895\n",
+      "1.0099504938362078\n",
+      "1.9874606914351787\n",
+      "0.7937253933193765\n",
+      "0.9055385138137412\n",
+      "3.649657518178932\n",
+      "1.1747340124470729\n",
+      "1.615549442140351\n",
+      "1.4696938456699065\n",
+      "1.0488088481701519\n",
+      "2.903446228191595\n",
+      "1.004987562112089\n",
+      "4.166533331199932\n",
+      "2.586503431275513\n",
+      "3.184336665618132\n",
+      "1.3928388277184118\n",
+      "0.8124038404635961\n",
+      "0.3464101615137755\n",
+      "0.5385164807134502\n",
+      "1.0908712114635708\n",
+      "1.1874342087037915\n",
+      "1.3038404810405293\n",
+      "3.4\n",
+      "3.618010503025109\n",
+      "3.4409301068170506\n",
+      "4.22729227756965\n",
+      "0.9486832980505133\n",
+      "2.2158519806160335\n",
+      "3.722902093797257\n",
+      "1.5684387141358116\n",
+      "3.618010503025109\n",
+      "1.0677078252031311\n",
+      "1.170469991071962\n",
+      "0.9899494936611665\n",
+      "3.8052595180880897\n",
+      "0.556776436283002\n",
+      "1.7320508075688772\n",
+      "1.208304597359457\n",
+      "1.954482028569206\n",
+      "1.183215956619923\n",
+      "1.5427248620541507\n",
+      "1.5362291495737213\n",
+      "3.5014282800023193\n",
+      "3.54400902933387\n",
+      "3.5369478367654787\n",
+      "3.5454195802471675\n",
+      "1.284523257866513\n",
+      "3.472751070837068\n",
+      "0.678232998312527\n",
+      "2.1954498400100144\n",
+      "0.9219544457292881\n",
+      "3.778888725538237\n",
+      "0.768114574786861\n",
+      "3.655133376499413\n",
+      "1.772004514666935\n",
+      "3.5651086939951777\n",
+      "2.7892651361962706\n",
+      "3.6918829883949464\n",
+      "3.66742416417845\n",
+      "3.605551275463989\n",
+      "1.1489125293076055\n",
+      "2.1330729007701543\n",
+      "0.5385164807134506\n",
+      "0.7348469228349528\n",
+      "1.2884098726725126\n",
+      "2.1023796041628637\n",
+      "1.303840481040529\n",
+      "0.8246211251235317\n",
+      "3.4899856733230297\n",
+      "1.0677078252031302\n",
+      "0.31622776601683755\n",
+      "4.167733196834941\n",
+      "0.9110433579144293\n",
+      "3.508560958569767\n",
+      "4.69680742632695\n",
+      "3.1937438845342623\n",
+      "1.2845232578665131\n",
+      "4.497777228809804\n",
+      "4.036087214122112\n",
+      "5.582114294781145\n",
+      "0.4690415759823431\n",
+      "4.527692569068708\n",
+      "4.888762624632126\n",
+      "5.248809388804284\n",
+      "1.4317821063276353\n",
+      "4.31045241245046\n",
+      "4.5287967496897\n",
+      "6.395310782127791\n",
+      "1.208304597359457\n",
+      "3.722902093797257\n",
+      "0.4898979485566353\n",
+      "5.132250968142536\n",
+      "0.8124038404635958\n",
+      "3.5707142142714248\n",
+      "0.6708203932499367\n",
+      "3.6905284174491872\n",
+      "3.792097045171708\n",
+      "3.2465366161495854\n",
+      "2.179449471770337\n",
+      "3.056141357987225\n",
+      "0.9219544457292882\n",
+      "2.942787793912432\n",
+      "2.7184554438136375\n",
+      "0.9591663046625437\n",
+      "1.4594519519326423\n",
+      "4.296510211788167\n",
+      "0.5477225575051659\n",
+      "0.5099019513592785\n",
+      "3.9711459303329564\n",
+      "0.42426406871192807\n",
+      "4.272001872658765\n",
+      "4.838388161361178\n",
+      "2.8337254630609507\n",
+      "3.0413812651491097\n",
+      "5.4972720507539\n",
+      "4.358898943540673\n",
+      "3.8768543949960255\n",
+      "1.7916472867168913\n",
+      "4.877499359302879\n",
+      "5.270673581241775\n",
+      "5.064582904840239\n",
+      "3.1543620591175006\n",
+      "6.755738301621814\n",
+      "4.701063709417263\n",
+      "0.8306623862918074\n",
+      "6.4265076052238514\n",
+      "1.2609520212918488\n",
+      "2.613426869074396\n",
+      "4.208325082500163\n",
+      "4.232020793899766\n",
+      "3.818376618407356\n",
+      "4.705316142407437\n",
+      "3.3615472627943226\n",
+      "4.86929152957594\n",
+      "0.8306623862918073\n",
+      "1.70293863659264\n",
+      "0.6403124237432847\n",
+      "0.3464101615137755\n",
+      "4.629254799641083\n",
+      "6.115553940568262\n",
+      "0.2999999999999997\n",
+      "5.273518749374083\n",
+      "0.7211102550927976\n",
+      "3.2449961479175906\n",
+      "4.207136793592526\n",
+      "3.1511902513177454\n",
+      "0.3605551275463988\n",
+      "4.076763422127902\n",
+      "5.406477596365309\n",
+      "4.914264950122246\n",
+      "5.830094338859364\n",
+      "4.938623289946298\n",
+      "5.231634543811332\n",
+      "5.40092584655631\n",
+      "0.866025403784438\n",
+      "0.9433981132056602\n",
+      "1.1489125293076052\n",
+      "0.7874007874011809\n",
+      "4.115823125451336\n",
+      "1.004987562112089\n",
+      "3.2969683043669074\n",
+      "5.975784467331464\n",
+      "4.057092555020159\n",
+      "0.6999999999999998\n",
+      "3.7656340767525465\n",
+      "0.9219544457292886\n",
+      "5.523585791856591\n",
+      "0.9273618495495699\n",
+      "6.6174013026262815\n",
+      "0.8602325267042625\n",
+      "0.42426406871192807\n",
+      "0.5567764362830023\n",
+      "3.2326459750489227\n",
+      "2.004993765576342\n",
+      "4.3794976880916385\n",
+      "3.4336569426778794\n",
+      "2.7367864366808017\n",
+      "2.2293496809607953\n",
+      "4.87954915950234\n",
+      "4.085339643163099\n",
+      "1.9974984355438181\n",
+      "4.302324952859791\n",
+      "4.043513323831146\n",
+      "0.9327379053088813\n",
+      "2.72213151776324\n",
+      "0.47958315233127174\n",
+      "1.489966442575133\n",
+      "0.14142135623730995\n",
+      "3.0380915061926625\n",
+      "1.4177446878757827\n",
+      "0.9848857801796098\n",
+      "2.345207879911715\n",
+      "3.0099833886584824\n",
+      "1.4282856857085695\n",
+      "1.7146428199482247\n",
+      "2.012461179749811\n",
+      "3.2109188716004646\n",
+      "1.1045361017187254\n",
+      "1.345362404707371\n",
+      "3.165438358268882\n",
+      "3.0495901363953815\n",
+      "0.4690415759823427\n",
+      "2.9698484809835\n",
+      "1.9442222095223574\n",
+      "2.749545416973504\n",
+      "0.3872983346207417\n",
+      "3.004995840263344\n",
+      "0.7071067811865477\n",
+      "0.7211102550927977\n",
+      "0.14142135623730964\n",
+      "1.3379088160259653\n",
+      "0.48989794855663565\n",
+      "3.1256999216175574\n",
+      "0.5477225575051663\n",
+      "0.7937253933193773\n",
+      "2.8460498941515415\n",
+      "2.8548204847240397\n",
+      "1.067707825203131\n",
+      "3.209361307176243\n",
+      "3.1144823004794877\n",
+      "1.044030650891055\n",
+      "3.178049716414141\n",
+      "1.0148891565092215\n",
+      "1.571623364550171\n",
+      "0.7000000000000003\n",
+      "0.3872983346207417\n",
+      "2.2803508501982757\n",
+      "1.1045361017187254\n",
+      "0.9327379053088812\n",
+      "3.3808283008753937\n",
+      "1.6093476939431077\n",
+      "2.0049937655763417\n",
+      "1.808314132002512\n",
+      "0.1732050807568884\n",
+      "3.518522417151836\n",
+      "1.4628738838327793\n",
+      "3.6262928728937496\n",
+      "3.3136083051561784\n",
+      "2.696293752542553\n",
+      "0.8185352771872451\n",
+      "0.9539392014169457\n",
+      "1.1532562594670797\n",
+      "0.5830951894845293\n",
+      "1.4491376746189435\n",
+      "0.42426406871192857\n",
+      "1.6703293088490063\n",
+      "2.882707061079915\n",
+      "3.2832910318764013\n",
+      "2.91032644217105\n",
+      "3.6083237105337433\n",
+      "1.4247806848775004\n",
+      "2.9359836511806394\n",
+      "3.1224989991991996\n",
+      "2.051828452868319\n",
+      "3.1144823004794877\n",
+      "0.22360679774997896\n",
+      "1.1224972160321822\n",
+      "0.38729833462074165\n",
+      "3.217141588429083\n",
+      "0.9273618495495702\n",
+      "2.202271554554524\n",
+      "1.7349351572897471\n",
+      "2.621068484416231\n",
+      "1.8138357147217052\n",
+      "1.9924858845171272\n",
+      "2.2158519806160335\n",
+      "3.018277654557314\n",
+      "3.090307428072489\n",
+      "3.0757112998459397\n",
+      "3.039736830714133\n",
+      "1.0\n",
+      "3.018277654557314\n",
+      "0.4582575694955836\n",
+      "2.791057147390572\n",
+      "0.8602325267042625\n",
+      "3.2848135411313684\n",
+      "0.8717797887081346\n",
+      "3.1670175244226235\n",
+      "2.2781571499789033\n",
+      "3.0919249667480617\n",
+      "3.4452866353904428\n",
+      "3.203123475609394\n",
+      "3.108054053584011\n",
+      "3.0675723300355937\n",
+      "0.8426149773176356\n",
+      "1.4142135623730954\n",
+      "1.4282856857085697\n",
+      "0.3000000000000001\n",
+      "0.6082762530298221\n",
+      "1.3228756555322958\n",
+      "1.6031219541881392\n",
+      "0.8426149773176356\n",
+      "3.217141588429083\n",
+      "1.0535653752852734\n",
+      "0.9219544457292883\n",
+      "3.944616584663204\n",
+      "0.5291502622129177\n",
+      "3.349626844888845\n",
+      "4.493328387732194\n",
+      "2.9883105594967865\n",
+      "0.7874007874011811\n",
+      "4.1856899072912706\n",
+      "3.738983819167983\n",
+      "5.3113086899558\n",
+      "0.26457513110645925\n",
+      "4.376071297408212\n",
+      "4.672258554489467\n",
+      "4.991993589739474\n",
+      "1.0099504938362076\n",
+      "4.143669871020132\n",
+      "4.249705872175156\n",
+      "6.108191221630181\n",
+      "0.7280109889280516\n",
+      "3.4942810419312296\n",
+      "0.1732050807568881\n",
+      "4.914264950122245\n",
+      "0.5196152422706631\n",
+      "3.385262175962151\n",
+      "0.3464101615137755\n",
+      "3.4014702703389896\n",
+      "3.54259791678367\n",
+      "3.024896692450835\n",
+      "2.1307275752662513\n",
+      "2.9\n",
+      "0.4690415759823426\n",
+      "2.758622844826744\n",
+      "2.5495097567963922\n",
+      "0.6557438524302\n",
+      "1.0099504938362076\n",
+      "4.070626487409524\n",
+      "0.4795831523312723\n",
+      "0.17320508075688784\n",
+      "3.6523964735499352\n",
+      "0.17320508075688812\n",
+      "4.071854614300467\n",
+      "4.59782557302906\n",
+      "2.6720778431774774\n",
+      "2.817800560721074\n",
+      "5.292447448959696\n",
+      "4.119465984809196\n",
+      "3.6687872655688283\n",
+      "1.3114877048603997\n",
+      "4.632493928760188\n",
+      "5.046781152378217\n",
+      "4.853864439804639\n",
+      "2.949576240750525\n",
+      "6.487680633323437\n",
+      "4.457577817604534\n",
+      "0.7745966692414836\n",
+      "6.091797764207214\n",
+      "0.8831760866327844\n",
+      "2.3874672772626644\n",
+      "3.9874804074753776\n",
+      "3.9293765408777\n",
+      "3.5707142142714243\n",
+      "4.4821869662029945\n",
+      "3.1984371183438953\n",
+      "4.641120554348917\n",
+      "0.4472135954999578\n",
+      "1.260952021291849\n",
+      "0.19999999999999993\n",
+      "0.7280109889280523\n",
+      "4.374928570845471\n",
+      "5.818075283115542\n",
+      "0.3162277660168386\n",
+      "5.033885179461287\n",
+      "0.26457513110645875\n",
+      "3.0626785662227105\n",
+      "4.028647415696738\n",
+      "2.922327839240491\n",
+      "0.3464101615137761\n",
+      "3.8065732621348563\n",
+      "5.165268628057984\n",
+      "4.666904755831214\n",
+      "5.544366510251644\n",
+      "4.6690470119715\n",
+      "4.99799959983992\n",
+      "5.102940328869229\n",
+      "0.3741657386773936\n",
+      "0.44721359549995776\n",
+      "0.7549834435270746\n",
+      "0.3316624790355397\n",
+      "3.968626966596886\n",
+      "0.5099019513592783\n",
+      "3.036445290137795\n",
+      "5.697367813297645\n",
+      "3.845776904605882\n",
+      "0.3464101615137754\n",
+      "3.52845575287547\n",
+      "0.529150262212918\n",
+      "5.274466797696237\n",
+      "0.4999999999999996\n",
+      "6.307138812488591\n",
+      "0.49999999999999983\n",
+      "0.2645751311064593\n",
+      "0.0\n",
+      "3.0133038346638727\n",
+      "1.91049731745428\n",
+      "4.043513323831146\n",
+      "3.2031234756093934\n",
+      "2.5258661880630173\n",
+      "2.16794833886788\n",
+      "4.658325879540846\n",
+      "3.8729833462074166\n",
+      "1.5556349186104046\n",
+      "4.106093033529562\n",
+      "3.7709415269929596\n",
+      "3.9736632972611057\n",
+      "0.6708203932499371\n",
+      "3.4914180500192185\n",
+      "4.5934736311423405\n",
+      "3.095157508108432\n",
+      "0.3\n",
+      "4.095119045888655\n",
+      "3.6972963094672298\n",
+      "5.251666402200353\n",
+      "0.9055385138137414\n",
+      "4.456455991031438\n",
+      "4.660472079092418\n",
+      "4.944694126030447\n",
+      "0.4582575694955838\n",
+      "4.249705872175156\n",
+      "4.198809355043403\n",
+      "6.029925372672534\n",
+      "0.3464101615137756\n",
+      "3.5411862419251547\n",
+      "0.8602325267042628\n",
+      "4.896937818678118\n",
+      "0.9273618495495705\n",
+      "3.4914180500192185\n",
+      "0.768114574786861\n",
+      "3.3734255586866007\n",
+      "3.5298725189445586\n",
+      "3.1144823004794877\n",
+      "2.491987158875422\n",
+      "3.0822070014844885\n",
+      "0.41231056256176635\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "2.9291637031753615\n",
+      "2.7586228448267445\n",
+      "0.7071067811865476\n",
+      "0.6082762530298218\n",
+      "4.09878030638384\n",
+      "0.9165151389911683\n",
+      "0.7874007874011809\n",
+      "3.5566838487557484\n",
+      "0.8717797887081349\n",
+      "4.158124577258358\n",
+      "4.601086828130937\n",
+      "2.875760768909681\n",
+      "2.913760456866693\n",
+      "5.297169055259611\n",
+      "4.154515615568198\n",
+      "3.75632799419859\n",
+      "0.5916079783099616\n",
+      "4.631414470763764\n",
+      "5.049752469181039\n",
+      "4.877499359302879\n",
+      "3.0512292604784714\n",
+      "6.435837163881635\n",
+      "4.43846820423443\n",
+      "0.953939201416946\n",
+      "5.92452529743945\n",
+      "0.806225774829855\n",
+      "2.515949125081825\n",
+      "4.016217125604641\n",
+      "3.853569773599539\n",
+      "3.5972211497209896\n",
+      "4.509988913511872\n",
+      "3.3793490497431606\n",
+      "4.616275555033517\n",
+      "0.6244997998398398\n",
+      "0.7071067811865477\n",
+      "0.7681145747868608\n",
+      "1.319090595827292\n",
+      "4.332435804486894\n",
+      "5.7043842787806645\n",
+      "1.0049875621120892\n",
+      "4.992995093127972\n",
+      "0.5477225575051662\n",
+      "3.2046840717924137\n",
+      "4.161730409336962\n",
+      "3.0347981810987035\n",
+      "0.9539392014169459\n",
+      "3.768288736283355\n",
+      "5.111751167652823\n",
+      "4.616275555033517\n",
+      "5.479963503528103\n",
+      "4.5793012567421245\n",
+      "5.024937810560445\n",
+      "5.034878350069642\n",
+      "0.45825756949558427\n",
+      "0.33166247903553986\n",
+      "0.5477225575051663\n",
+      "0.5477225575051661\n",
+      "4.08656334834051\n",
+      "0.3605551275463988\n",
+      "3.0577769702841313\n",
+      "5.588380803059147\n",
+      "3.880721582386451\n",
+      "0.5916079783099616\n",
+      "3.591656999213595\n",
+      "0.5196152422706631\n",
+      "5.229722745997153\n",
+      "0.42426406871192884\n",
+      "6.171709649683789\n",
+      "0.5099019513592785\n",
+      "0.8717797887081349\n",
+      "0.7549834435270747\n",
+      "3.1416556144810017\n",
+      "2.2045407685048604\n",
+      "3.916631205513228\n",
+      "3.241913015489466\n",
+      "2.6210684844162313\n",
+      "2.515949125081825\n",
+      "4.695742752749558\n",
+      "3.9127995093027703\n",
+      "0.9643650760992958\n",
+      "4.172529209005013\n",
+      "3.75099986670221\n",
+      "0.8774964387392121\n",
+      "4.439594576084623\n",
+      "1.6155494421403511\n",
+      "0.7874007874011815\n",
+      "1.8384776310850237\n",
+      "4.714870093650513\n",
+      "1.090871211463571\n",
+      "1.3\n",
+      "0.7874007874011808\n",
+      "4.760252094164762\n",
+      "0.8366600265340759\n",
+      "0.6928203230275507\n",
+      "0.5916079783099616\n",
+      "4.856953777832357\n",
+      "0.8124038404635964\n",
+      "0.8062257748298548\n",
+      "1.5748015748023618\n",
+      "4.737087712930805\n",
+      "1.3190905958272918\n",
+      "4.718050444834179\n",
+      "0.6782329983125269\n",
+      "4.496665431183423\n",
+      "1.5000000000000002\n",
+      "4.746577714522327\n",
+      "1.5297058540778354\n",
+      "1.4071247279470287\n",
+      "1.8165902124584947\n",
+      "2.98496231131986\n",
+      "2.0248456731316584\n",
+      "4.840454524112379\n",
+      "2.149418526020468\n",
+      "2.4062418831031924\n",
+      "4.54972526643093\n",
+      "4.506661735697499\n",
+      "0.7745966692414827\n",
+      "4.947726750741192\n",
+      "4.851803788283281\n",
+      "1.4525839046333946\n",
+      "4.923413450036468\n",
+      "0.8185352771872451\n",
+      "0.4358898943540675\n",
+      "2.2825424421026654\n",
+      "2.0174241001832014\n",
+      "0.761577310586391\n",
+      "0.7874007874011812\n",
+      "1.4035668847618197\n",
+      "4.976946855251721\n",
+      "0.38729833462074165\n",
+      "0.3162277660168381\n",
+      "0.10000000000000009\n",
+      "1.8894443627691186\n",
+      "1.8601075237738278\n",
+      "0.46904157598234253\n",
+      "5.352569476429054\n",
+      "1.9748417658131503\n",
+      "4.389760813529594\n",
+      "2.4799193535274484\n",
+      "0.8426149773176356\n",
+      "1.1618950038622247\n",
+      "1.272792206135786\n",
+      "0.374165738677394\n",
+      "1.7606816861659007\n",
+      "0.5385164807134505\n",
+      "4.605431575867781\n",
+      "4.901020301937138\n",
+      "4.648655719667783\n",
+      "5.357238094391549\n",
+      "0.6557438524302003\n",
+      "1.4212670403551895\n",
+      "4.873397172404482\n",
+      "0.5196152422706631\n",
+      "4.843552415324933\n",
+      "1.8027756377319946\n",
+      "1.1135528725660042\n",
+      "1.9570385790780929\n",
+      "4.964876634922563\n",
+      "1.1489125293076055\n",
+      "0.714142842854285\n",
+      "0.5744562646538024\n",
+      "1.1357816691600546\n",
+      "0.7937253933193773\n",
+      "0.5567764362830021\n",
+      "0.9848857801796104\n",
+      "4.740253157796532\n",
+      "4.801041553663121\n",
+      "4.768647607026546\n",
+      "4.768647607026545\n",
+      "1.0677078252031311\n",
+      "4.727578661429125\n",
+      "1.8138357147217052\n",
+      "1.3\n",
+      "1.0677078252031311\n",
+      "5.008991914547277\n",
+      "1.529705854077835\n",
+      "4.8836461788299115\n",
+      "0.670820393249937\n",
+      "4.802082881417187\n",
+      "1.977371993328519\n",
+      "4.917316341257699\n",
+      "4.845616575834287\n",
+      "4.811444689487764\n",
+      "2.071231517720798\n",
+      "3.0886890422961\n",
+      "1.3490737563232038\n",
+      "1.6155494421403507\n",
+      "2.3\n",
+      "2.951270912674741\n",
+      "0.3316624790355402\n",
+      "0.9643650760992956\n",
+      "4.769696007084728\n",
+      "0.7937253933193773\n",
+      "1.1704699910719625\n",
+      "0.9899494936611666\n",
+      "4.469899327725402\n",
+      "1.8220867158288594\n",
+      "1.072380529476361\n",
+      "1.9621416870348585\n",
+      "4.696807426326951\n",
+      "0.8602325267042625\n",
+      "1.2247448713915894\n",
+      "0.5000000000000001\n",
+      "4.823898838076934\n",
+      "1.1357816691600549\n",
+      "0.7549834435270746\n",
+      "0.374165738677394\n",
+      "4.8270073544588685\n",
+      "1.1357816691600549\n",
+      "0.6480740698407861\n",
+      "1.360147050873544\n",
+      "4.727578661429125\n",
+      "1.4177446878757824\n",
+      "4.778074926160116\n",
+      "0.7141428428542849\n",
+      "4.553020975132884\n",
+      "1.6733200530681513\n",
+      "4.793745925682753\n",
+      "1.5\n",
+      "1.4317821063276353\n",
+      "1.926136028425822\n",
+      "3.1654383582688825\n",
+      "2.1977260975835913\n",
+      "4.853864439804639\n",
+      "2.2912878474779204\n",
+      "2.5495097567963922\n",
+      "4.577116996538323\n",
+      "4.483302354291979\n",
+      "0.8888194417315587\n",
+      "5.004997502496879\n",
+      "4.902040391510457\n",
+      "1.3114877048604\n",
+      "4.980963762164908\n",
+      "1.067707825203131\n",
+      "0.5099019513592781\n",
+      "2.4372115213907883\n",
+      "2.111871208194288\n",
+      "0.8660254037844385\n",
+      "0.9000000000000002\n",
+      "1.5362291495737215\n",
+      "4.90917508345343\n",
+      "0.42426406871192845\n",
+      "0.4358898943540671\n",
+      "0.46904157598234253\n",
+      "2.0099751242241783\n",
+      "1.723368793961409\n",
+      "0.4358898943540671\n",
+      "5.390732788777422\n",
+      "1.6340134638368198\n",
+      "4.402272140611028\n",
+      "2.565151067676132\n",
+      "0.9695359714832658\n",
+      "1.0099504938362076\n",
+      "1.3379088160259656\n",
+      "0.5744562646538026\n",
+      "1.9672315572906\n",
+      "0.5291502622129177\n",
+      "4.636809247747852\n",
+      "4.852834223420372\n",
+      "4.696807426326951\n",
+      "5.441507144165117\n",
+      "0.5477225575051664\n",
+      "1.1\n",
+      "4.9457052075512955\n",
+      "0.34641016151377513\n",
+      "4.873397172404482\n",
+      "1.96468827043885\n",
+      "1.3747727084867518\n",
+      "2.0639767440550294\n",
+      "5.029910535983716\n",
+      "1.1090536506409414\n",
+      "0.547722557505166\n",
+      "0.3741657386773938\n",
+      "0.8944271909999161\n",
+      "0.4690415759823433\n",
+      "0.6633249580710799\n",
+      "0.7071067811865477\n",
+      "4.760252094164762\n",
+      "4.810405388322277\n",
+      "4.77179211617606\n",
+      "4.796873982084582\n",
+      "1.3601470508735443\n",
+      "4.734976240700686\n",
+      "1.849324200890693\n",
+      "1.0198039027185568\n",
+      "1.1958260743101397\n",
+      "5.037856687123999\n",
+      "1.6093476939431082\n",
+      "4.901020301937138\n",
+      "0.4898979485566359\n",
+      "4.815599651133803\n",
+      "1.7029386365926404\n",
+      "4.936598018878993\n",
+      "4.904079934095691\n",
+      "4.860041152089146\n",
+      "2.177154105707724\n",
+      "3.2233522922572395\n",
+      "1.1\n",
+      "1.691153452528776\n",
+      "2.387467277262665\n",
+      "3.1272991542223783\n",
+      "0.6\n",
+      "1.104536101718726\n",
+      "4.696807426326951\n",
+      "1.0295630140986998\n",
+      "1.1401754250991383\n",
+      "1.2767145334803705\n",
+      "2.6627053911388696\n",
+      "0.888819441731559\n",
+      "1.7378147196982763\n",
+      "0.5477225575051662\n",
+      "3.0708305065568178\n",
+      "1.8574175621006714\n",
+      "1.38924439894498\n",
+      "2.701851217221259\n",
+      "2.9017236257093817\n",
+      "1.6613247725836147\n",
+      "2.1587033144922905\n",
+      "2.4433583445741234\n",
+      "3.266496594212215\n",
+      "1.349073756323204\n",
+      "1.7578395831246947\n",
+      "3.507135583350036\n",
+      "3.07571129984594\n",
+      "0.9486832980505139\n",
+      "2.8460498941515415\n",
+      "2.370653918225939\n",
+      "2.705549851693737\n",
+      "0.888819441731559\n",
+      "2.9444863728670914\n",
+      "1.1224972160321827\n",
+      "1.3416407864998738\n",
+      "0.7615773105863911\n",
+      "0.9746794344808963\n",
+      "0.20000000000000018\n",
+      "3.093541659651604\n",
+      "0.31622776601683794\n",
+      "0.4358898943540673\n",
+      "2.817800560721074\n",
+      "2.9444863728670914\n",
+      "1.3638181696985858\n",
+      "3.1272991542223783\n",
+      "2.9698484809834995\n",
+      "1.5000000000000002\n",
+      "3.0298514815086235\n",
+      "1.3076696830622019\n",
+      "1.9874606914351793\n",
+      "0.3000000000000001\n",
+      "0.5196152422706634\n",
+      "2.6608269391300143\n",
+      "1.4628738838327788\n",
+      "0.888819441731559\n",
+      "3.468429039204925\n",
+      "1.997498435543818\n",
+      "2.353720459187964\n",
+      "2.1047565179849186\n",
+      "0.7141428428542851\n",
+      "3.786819245752298\n",
+      "1.849324200890693\n",
+      "3.5651086939951777\n",
+      "3.776241517699842\n",
+      "2.762245463386627\n",
+      "0.6855654600401045\n",
+      "1.3820274961085255\n",
+      "1.6155494421403516\n",
+      "1.1045361017187258\n",
+      "1.7378147196982767\n",
+      "0.509901951359279\n",
+      "2.0760539492026697\n",
+      "2.8337254630609507\n",
+      "3.402939905434711\n",
+      "2.7766886753829643\n",
+      "3.4322004603461025\n",
+      "1.8734993995195193\n",
+      "3.2771939216347876\n",
+      "2.98496231131986\n",
+      "2.4186773244895647\n",
+      "3.0364452901377956\n",
+      "0.45825756949558427\n",
+      "1.140175425099138\n",
+      "0.5916079783099617\n",
+      "3.096772513440405\n",
+      "1.489966442575134\n",
+      "2.6019223662515376\n",
+      "2.0904544960366875\n",
+      "2.9376861643136762\n",
+      "2.193171219946131\n",
+      "2.2293496809607953\n",
+      "2.5903667693977237\n",
+      "2.9715315916207254\n",
+      "3.044667469527666\n",
+      "3.1080540535840107\n",
+      "2.986636904613616\n",
+      "1.2489995996796799\n",
+      "2.99833287011299\n",
+      "0.7810249675906652\n",
+      "3.2295510523910282\n",
+      "1.3638181696985858\n",
+      "3.179622619116929\n",
+      "0.8944271909999159\n",
+      "3.148015247739439\n",
+      "2.666458325194677\n",
+      "3.0594117081556713\n",
+      "3.897435053981016\n",
+      "3.159113799786263\n",
+      "2.956349099818897\n",
+      "2.947880594596735\n",
+      "0.5916079783099616\n",
+      "1.1135528725660047\n",
+      "1.886796226411321\n",
+      "0.8544003745317535\n",
+      "0.7280109889280518\n",
+      "0.91104335791443\n",
+      "1.9519221295943132\n",
+      "1.2767145334803705\n",
+      "3.3926390907374753\n",
+      "1.452583904633395\n",
+      "1.284523257866513\n",
+      "0.6164414002968978\n",
+      "3.277193921634788\n",
+      "0.8124038404635955\n",
+      "0.9433981132056598\n",
+      "0.728010988928052\n",
+      "3.5411862419251547\n",
+      "0.9273618495495711\n",
+      "0.5291502622129183\n",
+      "1.8138357147217057\n",
+      "3.5679125549822546\n",
+      "1.2999999999999998\n",
+      "1.438749456993816\n",
+      "1.5556349186104048\n",
+      "3.72827037646145\n",
+      "0.8660254037844383\n",
+      "0.8602325267042631\n",
+      "2.5903667693977237\n",
+      "3.5623026261113755\n",
+      "0.38729833462074176\n",
+      "3.5199431813596083\n",
+      "1.6278820596099706\n",
+      "3.3000000000000003\n",
+      "0.6480740698407862\n",
+      "3.558089374931439\n",
+      "0.5196152422706639\n",
+      "0.7549834435270751\n",
+      "0.6708203932499366\n",
+      "1.8973665961010275\n",
+      "0.9746794344808962\n",
+      "3.6578682316343767\n",
+      "0.9949874371066202\n",
+      "1.2489995996796794\n",
+      "3.4161381705077445\n",
+      "3.3674916480965473\n",
+      "0.670820393249937\n",
+      "3.782856063875548\n",
+      "3.6565010597564442\n",
+      "0.7615773105863913\n",
+      "3.7188707963574106\n",
+      "0.5830951894845297\n",
+      "1.0862780491200217\n",
+      "1.1575836902790226\n",
+      "0.8602325267042629\n",
+      "1.9157244060668017\n",
+      "0.5385164807134502\n",
+      "0.7071067811865475\n",
+      "3.844476557348217\n",
+      "1.0954451150103324\n",
+      "1.5524174696260025\n",
+      "1.378404875209022\n",
+      "0.8124038404635965\n",
+      "2.941088233970549\n",
+      "1.0440306508910553\n",
+      "4.192851058647326\n",
+      "2.7874719729532713\n",
+      "3.2372828112477294\n",
+      "1.296148139681572\n",
+      "0.6633249580710802\n",
+      "0.734846922834954\n",
+      "0.30000000000000027\n",
+      "0.9746794344808963\n",
+      "0.6999999999999995\n",
+      "1.3490737563232043\n",
+      "3.438022687534217\n",
+      "3.769615364994153\n",
+      "3.443835071544513\n",
+      "4.177319714841085\n",
+      "1.0583005244258363\n",
+      "2.4020824298928627\n",
+      "3.685105154537656\n",
+      "1.6431676725154982\n",
+      "3.6537651812890224\n",
+      "0.7211102550927979\n",
+      "0.741619848709566\n",
+      "0.7071067811865478\n",
+      "3.7815340802378077\n",
+      "0.670820393249937\n",
+      "1.8165902124584952\n",
+      "1.3638181696985858\n",
+      "2.0346989949375804\n",
+      "1.449137674618944\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1.4212670403551895\n",
+      "1.6186414056238647\n",
+      "3.5496478698597698\n",
+      "3.6138621999185307\n",
+      "3.612478373637689\n",
+      "3.5791060336346563\n",
+      "0.9643650760992956\n",
+      "3.5411862419251547\n",
+      "0.7071067811865478\n",
+      "2.345207879911715\n",
+      "0.754983443527075\n",
+      "3.823610858861032\n",
+      "0.6244997998398398\n",
+      "3.706750598570128\n",
+      "1.8165902124584952\n",
+      "3.6318039594669758\n",
+      "2.925747767665559\n",
+      "3.7509998667022106\n",
+      "3.6646964403617392\n",
+      "3.602776706930364\n",
+      "0.9486832980505138\n",
+      "1.997498435543818\n",
+      "1.0049875621120894\n",
+      "0.6480740698407859\n",
+      "1.216552506059644\n",
+      "1.8601075237738276\n",
+      "1.1045361017187258\n",
+      "0.6480740698407861\n",
+      "3.6878177829171555\n",
+      "0.774596669241483\n",
+      "0.5099019513592788\n",
+      "0.7681145747868607\n",
+      "3.014962686336267\n",
+      "0.412310562561766\n",
+      "1.191637528781298\n",
+      "0.40000000000000036\n",
+      "3.3331666624997918\n",
+      "1.315294643796591\n",
+      "0.9110433579144294\n",
+      "2.1447610589527217\n",
+      "3.283291031876401\n",
+      "1.2569805089976531\n",
+      "1.5556349186104046\n",
+      "1.824828759089466\n",
+      "3.514256678161116\n",
+      "0.8602325267042623\n",
+      "1.2041594578792296\n",
+      "2.949576240750525\n",
+      "3.3436506994600976\n",
+      "0.374165738677394\n",
+      "3.2434549480453714\n",
+      "1.7720045146669348\n",
+      "3.023243291566195\n",
+      "0.30000000000000027\n",
+      "3.284813541131369\n",
+      "0.7348469228349537\n",
+      "0.7348469228349535\n",
+      "0.3741657386773941\n",
+      "1.5264337522473748\n",
+      "0.6164414002968976\n",
+      "3.416138170507745\n",
+      "0.7071067811865476\n",
+      "0.9643650760992953\n",
+      "3.1432467291003423\n",
+      "3.1543620591175006\n",
+      "0.8831760866327846\n",
+      "3.48998567332303\n",
+      "3.3911649915626345\n",
+      "1.0535653752852738\n",
+      "3.4496376621320683\n",
+      "0.7416198487095659\n",
+      "1.3527749258468684\n",
+      "0.8544003745317532\n",
+      "0.6244997998398398\n",
+      "2.073644135332772\n",
+      "0.8717797887081342\n",
+      "0.8062257748298548\n",
+      "3.681032463861192\n",
+      "1.3892443989449803\n",
+      "1.7832554500127007\n",
+      "1.5842979517754858\n",
+      "0.4582575694955845\n",
+      "3.286335345030997\n",
+      "1.2884098726725126\n",
+      "3.9127995093027708\n",
+      "3.15277655408689\n",
+      "2.9883105594967874\n",
+      "1.0630145812734648\n",
+      "0.7810249675906653\n",
+      "1.0816653826391969\n",
+      "0.4690415759823425\n",
+      "1.224744871391589\n",
+      "0.3162277660168378\n",
+      "1.5132745950421556\n",
+      "3.1733263305244863\n",
+      "3.580502757993632\n",
+      "3.1859064644147987\n",
+      "3.872983346207417\n",
+      "1.2845232578665127\n",
+      "2.7568097504180438\n",
+      "3.3926390907374753\n",
+      "1.8734993995195193\n",
+      "3.4000000000000004\n",
+      "0.33166247903553986\n",
+      "0.8602325267042624\n",
+      "0.5196152422706634\n",
+      "3.4914180500192185\n",
+      "0.8602325267042625\n",
+      "2.032240143290158\n",
+      "1.5905973720586866\n",
+      "2.41039415863879\n",
+      "1.7\n",
+      "1.7406895185529208\n",
+      "2.0174241001832014\n",
+      "3.306055050963308\n",
+      "3.3808283008753937\n",
+      "3.3704599092705436\n",
+      "3.3256578296631782\n",
+      "0.8124038404635963\n",
+      "3.3090784215548594\n",
+      "0.6403124237432846\n",
+      "2.6248809496813372\n",
+      "0.7348469228349536\n",
+      "3.570714214271425\n",
+      "0.7874007874011808\n",
+      "3.4568772034887214\n",
+      "2.080865204668481\n",
+      "3.385262175962152\n",
+      "3.263433774416144\n",
+      "3.4957116585897072\n",
+      "3.385262175962152\n",
+      "3.3421549934136805\n",
+      "0.8888194417315587\n",
+      "1.655294535724685\n",
+      "1.378404875209022\n",
+      "0.45825756949558405\n",
+      "0.9110433579144299\n",
+      "1.5066519173319366\n",
+      "1.352774925846868\n",
+      "0.6855654600401043\n",
+      "3.5171010790137953\n",
+      "0.8306623862918073\n",
+      "0.8306623862918072\n",
+      "3.6290494623248106\n",
+      "0.4358898943540679\n",
+      "3.1128764832546763\n",
+      "4.216633728461602\n",
+      "2.7239676943752467\n",
+      "0.3605551275463991\n",
+      "3.7775653535048206\n",
+      "3.3630343441600465\n",
+      "4.9295030175464944\n",
+      "0.7348469228349536\n",
+      "4.113392760240626\n",
+      "4.328972164382673\n",
+      "4.616275555033516\n",
+      "0.6708203932499369\n",
+      "3.885871845545089\n",
+      "3.8716921365211876\n",
+      "5.711392124517453\n",
+      "0.37416573867739444\n",
+      "3.1843366656181313\n",
+      "0.6782329983125271\n",
+      "4.567274898667694\n",
+      "0.6324555320336763\n",
+      "3.119294792096444\n",
+      "0.6082762530298225\n",
+      "3.036445290137795\n",
+      "3.1874754901018454\n",
+      "2.7386127875258306\n",
+      "2.1095023109728985\n",
+      "2.7055498516937364\n",
+      "0.4358898943540679\n",
+      "2.5495097567963927\n",
+      "2.3769728648009427\n",
+      "0.5830951894845302\n",
+      "0.5385164807134505\n",
+      "3.7549966711037177\n",
+      "0.8602325267042633\n",
+      "0.7071067811865475\n",
+      "3.2419130154894655\n",
+      "0.7874007874011815\n",
+      "3.790778284204973\n",
+      "4.253234063627348\n",
+      "2.4959967948697366\n",
+      "2.5475478405713994\n",
+      "4.959838707054898\n",
+      "3.7973675092095047\n",
+      "3.407345007480164\n",
+      "0.877496438739212\n",
+      "4.286023798347368\n",
+      "4.709564735726647\n",
+      "4.535416188179426\n",
+      "2.677685567799176\n",
+      "6.1139185470531086\n",
+      "4.106093033529562\n",
+      "1.0816653826391973\n",
+      "5.63382640840131\n",
+      "0.5744562646538032\n",
+      "2.1470910553583886\n",
+      "3.66742416417845\n",
+      "3.5312887166019147\n",
+      "3.2403703492039293\n",
+      "4.164132562731402\n",
+      "2.989983277545211\n",
+      "4.290687590584986\n",
+      "0.45825756949558427\n",
+      "0.860232526704263\n",
+      "0.574456264653803\n",
+      "1.3190905958272923\n",
+      "4.006245124802025\n",
+      "5.405552700695831\n",
+      "0.8774964387392127\n",
+      "4.672258554489466\n",
+      "0.5099019513592788\n",
+      "2.826658805020514\n",
+      "3.7920970451717078\n",
+      "2.6551836094703503\n",
+      "0.8774964387392129\n",
+      "3.4322004603461025\n",
+      "4.794788837894741\n",
+      "4.302324952859791\n",
+      "5.158488150611572\n",
+      "4.279018579066933\n",
+      "4.676537180435968\n",
+      "4.708502946797421\n",
+      "0.36055512754639946\n",
+      "0.36055512754639907\n",
+      "0.5477225575051664\n",
+      "0.4472135954999582\n",
+      "3.725587202039432\n",
+      "0.3000000000000001\n",
+      "2.7110883423451915\n",
+      "5.2848841046895245\n",
+      "3.5298725189445577\n",
+      "0.670820393249937\n",
+      "3.2434549480453714\n",
+      "0.5385164807134507\n",
+      "4.904079934095691\n",
+      "0.4472135954999584\n",
+      "5.869412236331676\n",
+      "0.5830951894845302\n",
+      "0.7874007874011815\n",
+      "0.6244997998398397\n",
+      "2.7802877548915683\n",
+      "1.8439088914585775\n",
+      "3.6110940170535573\n",
+      "2.8896366553599777\n",
+      "2.2605309110914633\n",
+      "2.137755832643195\n",
+      "4.339354790749426\n",
+      "3.562302626111375\n",
+      "1.081665382639197\n",
+      "3.8118237105091834\n",
+      "3.416138170507744\n",
+      "3.944616584663204\n",
+      "0.5291502622129177\n",
+      "3.349626844888845\n",
+      "4.493328387732194\n",
+      "2.9883105594967865\n",
+      "0.7874007874011811\n",
+      "4.1856899072912706\n",
+      "3.738983819167983\n",
+      "5.3113086899558\n",
+      "0.26457513110645925\n",
+      "4.376071297408212\n",
+      "4.672258554489467\n",
+      "4.991993589739474\n",
+      "1.0099504938362076\n",
+      "4.143669871020132\n",
+      "4.249705872175156\n",
+      "6.108191221630181\n",
+      "0.7280109889280516\n",
+      "3.4942810419312296\n",
+      "0.1732050807568881\n",
+      "4.914264950122245\n",
+      "0.5196152422706631\n",
+      "3.385262175962151\n",
+      "0.3464101615137755\n",
+      "3.4014702703389896\n",
+      "3.54259791678367\n",
+      "3.024896692450835\n",
+      "2.1307275752662513\n",
+      "2.9\n",
+      "0.4690415759823426\n",
+      "2.758622844826744\n",
+      "2.5495097567963922\n",
+      "0.6557438524302\n",
+      "1.0099504938362076\n",
+      "4.070626487409524\n",
+      "0.4795831523312723\n",
+      "0.17320508075688784\n",
+      "3.6523964735499352\n",
+      "0.17320508075688812\n",
+      "4.071854614300467\n",
+      "4.59782557302906\n",
+      "2.6720778431774774\n",
+      "2.817800560721074\n",
+      "5.292447448959696\n",
+      "4.119465984809196\n",
+      "3.6687872655688283\n",
+      "1.3114877048603997\n",
+      "4.632493928760188\n",
+      "5.046781152378217\n",
+      "4.853864439804639\n",
+      "2.949576240750525\n",
+      "6.487680633323437\n",
+      "4.457577817604534\n",
+      "0.7745966692414836\n",
+      "6.091797764207214\n",
+      "0.8831760866327844\n",
+      "2.3874672772626644\n",
+      "3.9874804074753776\n",
+      "3.9293765408777\n",
+      "3.5707142142714243\n",
+      "4.4821869662029945\n",
+      "3.1984371183438953\n",
+      "4.641120554348917\n",
+      "0.4472135954999578\n",
+      "1.260952021291849\n",
+      "0.19999999999999993\n",
+      "0.7280109889280523\n",
+      "4.374928570845471\n",
+      "5.818075283115542\n",
+      "0.3162277660168386\n",
+      "5.033885179461287\n",
+      "0.26457513110645875\n",
+      "3.0626785662227105\n",
+      "4.028647415696738\n",
+      "2.922327839240491\n",
+      "0.3464101615137761\n",
+      "3.8065732621348563\n",
+      "5.165268628057984\n",
+      "4.666904755831214\n",
+      "5.544366510251644\n",
+      "4.6690470119715\n",
+      "4.99799959983992\n",
+      "5.102940328869229\n",
+      "0.3741657386773936\n",
+      "0.44721359549995776\n",
+      "0.7549834435270746\n",
+      "0.3316624790355397\n",
+      "3.968626966596886\n",
+      "0.5099019513592783\n",
+      "3.036445290137795\n",
+      "5.697367813297645\n",
+      "3.845776904605882\n",
+      "0.3464101615137754\n",
+      "3.52845575287547\n",
+      "0.529150262212918\n",
+      "5.274466797696237\n",
+      "0.4999999999999996\n",
+      "6.307138812488591\n",
+      "0.49999999999999983\n",
+      "0.2645751311064593\n",
+      "0.0\n",
+      "3.0133038346638727\n",
+      "1.91049731745428\n",
+      "4.043513323831146\n",
+      "3.2031234756093934\n",
+      "2.5258661880630173\n",
+      "2.16794833886788\n",
+      "4.658325879540846\n",
+      "3.8729833462074166\n",
+      "1.5556349186104046\n",
+      "4.106093033529562\n",
+      "3.7709415269929596\n",
+      "1.407124727947029\n",
+      "2.4535688292770597\n",
+      "0.7071067811865476\n",
+      "1.9261360284258218\n",
+      "0.556776436283002\n",
+      "2.870540018881465\n",
+      "2.014944167960989\n",
+      "1.5811388300841889\n",
+      "2.8618176042508368\n",
+      "2.68886593194975\n",
+      "1.6763054614240207\n",
+      "2.1330729007701543\n",
+      "2.5179356624028344\n",
+      "3.039736830714132\n",
+      "1.431782106327635\n",
+      "1.9078784028338913\n",
+      "3.691882988394946\n",
+      "2.8653097563788803\n",
+      "1.0246950765959597\n",
+      "2.6551836094703507\n",
+      "2.3643180835073774\n",
+      "2.467792535850613\n",
+      "0.7874007874011809\n",
+      "2.7166155414412247\n",
+      "1.284523257866513\n",
+      "1.2369316876852978\n",
+      "0.6855654600401044\n",
+      "0.8366600265340756\n",
+      "0.38729833462074165\n",
+      "2.8879058156387303\n",
+      "0.5385164807134499\n",
+      "0.6164414002968975\n",
+      "2.570992026436488\n",
+      "2.705549851693737\n",
+      "1.5394804318340654\n",
+      "2.882707061079915\n",
+      "2.8053520278211073\n",
+      "1.6309506430300091\n",
+      "2.8618176042508368\n",
+      "1.4560219778561034\n",
+      "2.078460969082653\n",
+      "0.529150262212918\n",
+      "0.6324555320336755\n",
+      "2.681417535558384\n",
+      "1.6340134638368187\n",
+      "1.2727922061357855\n",
+      "3.283291031876401\n",
+      "2.1213203435596424\n",
+      "2.455605831561735\n",
+      "2.23159136044214\n",
+      "0.5477225575051655\n",
+      "4.008740450565489\n",
+      "1.9570385790780926\n",
+      "3.3196385345395663\n",
+      "3.8871583451153624\n",
+      "2.493992782667985\n",
+      "0.7615773105863908\n",
+      "1.4352700094407325\n",
+      "1.7492855684535904\n",
+      "1.178982612255159\n",
+      "1.91049731745428\n",
+      "0.62449979983984\n",
+      "2.1118712081942874\n",
+      "2.611512971440119\n",
+      "3.167017524422623\n",
+      "2.619160170741759\n",
+      "3.2295510523910287\n",
+      "1.9339079605813714\n",
+      "3.462657938636157\n",
+      "2.778488797889961\n",
+      "2.5099800796022262\n",
+      "2.8442925306655784\n",
+      "0.5099019513592782\n",
+      "1.452583904633395\n",
+      "0.7483314773547879\n",
+      "2.8809720581775866\n",
+      "1.4999999999999998\n",
+      "2.6570660511172846\n",
+      "2.2\n",
+      "3.152776554086889\n",
+      "2.3021728866442674\n",
+      "2.4617067250182343\n",
+      "2.782085548648711\n",
+      "2.7748873851023212\n",
+      "2.8600699292150185\n",
+      "2.8618176042508368\n",
+      "2.7802877548915683\n",
+      "1.2369316876852983\n",
+      "2.8\n",
+      "0.9165151389911674\n",
+      "3.295451410656816\n",
+      "1.307669683062202\n",
+      "3.0033314835362415\n",
+      "1.2767145334803705\n",
+      "2.9223278392404914\n",
+      "2.760434748368452\n",
+      "2.8478061731796283\n",
+      "3.992492955535426\n",
+      "2.941088233970548\n",
+      "2.7766886753829643\n",
+      "2.7748873851023212\n",
+      "1.0295630140986998\n",
+      "0.9746794344808963\n",
+      "2.0322401432901573\n",
+      "0.8246211251235324\n",
+      "0.5477225575051655\n",
+      "0.8485281374238572\n",
+      "2.073644135332772\n",
+      "1.3038404810405295\n",
+      "3.146426544510455\n",
+      "1.4764823060233399\n",
+      "1.4832396974191324\n",
+      "1.3711309200802086\n",
+      "3.1559467676118995\n",
+      "0.7348469228349535\n",
+      "1.658312395177699\n",
+      "1.0246950765959597\n",
+      "3.59722114972099\n",
+      "2.1354156504062622\n",
+      "1.7944358444926352\n",
+      "2.68514431641951\n",
+      "3.3451457367355464\n",
+      "1.3228756555322947\n",
+      "1.9157244060668015\n",
+      "2.340939982143925\n",
+      "3.7603191353926335\n",
+      "1.1180339887498942\n",
+      "1.9339079605813714\n",
+      "3.4799425282610623\n",
+      "3.5846896657869842\n",
+      "1.1874342087037915\n",
+      "3.321144381083123\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "2.114237451186597\n",
+      "3.135283081318177\n",
+      "0.883176086632784\n",
+      "3.388214869219483\n",
+      "1.6155494421403513\n",
+      "1.4247806848775004\n",
+      "1.1090536506409414\n",
+      "1.392838827718412\n",
+      "0.877496438739212\n",
+      "3.591656999213594\n",
+      "1.0999999999999994\n",
+      "1.2247448713915887\n",
+      "3.2603680773802215\n",
+      "3.4263683398023628\n",
+      "1.4730919862656233\n",
+      "3.531288716601915\n",
+      "3.479942528261063\n",
+      "1.9235384061671343\n",
+      "3.5256205127608387\n",
+      "1.2727922061357853\n",
+      "1.9026297590440449\n",
+      "1.104536101718726\n",
+      "1.2083045973594568\n",
+      "2.343074902771996\n",
+      "1.565247584249852\n",
+      "1.349073756323204\n",
+      "4.024922359499621\n",
+      "1.9544820285692062\n",
+      "2.1794494717703365\n",
+      "1.9493588689617924\n",
+      "1.0295630140986995\n",
+      "3.7376463182061515\n",
+      "1.8411952639521965\n",
+      "3.9749213828703582\n",
+      "3.7934153476781316\n",
+      "3.1906112267087634\n",
+      "1.4628738838327793\n",
+      "1.3638181696985852\n",
+      "1.9183326093250876\n",
+      "1.3379088160259647\n",
+      "1.7233687939614086\n",
+      "0.7937253933193769\n",
+      "1.9339079605813716\n",
+      "3.304542328371661\n",
+      "3.8871583451153624\n",
+      "3.304542328371661\n",
+      "3.837968212479098\n",
+      "1.8708286933869702\n",
+      "3.318132004607411\n",
+      "3.420526275297414\n",
+      "2.3021728866442674\n",
+      "3.536947836765479\n",
+      "0.883176086632784\n",
+      "1.2609520212918488\n",
+      "1.2247448713915887\n",
+      "3.52703841770968\n",
+      "1.62788205960997\n",
+      "2.4413111231467406\n",
+      "2.0832666655999654\n",
+      "2.9899832775452104\n",
+      "2.253885533916929\n",
+      "2.2226110770892866\n",
+      "2.690724809414742\n",
+      "3.478505426185217\n",
+      "3.5721142198983507\n",
+      "3.562302626111375\n",
+      "3.4741905532080417\n",
+      "0.9110433579144295\n",
+      "3.5128336140500593\n",
+      "1.3928388277184114\n",
+      "3.1144823004794873\n",
+      "1.2609520212918492\n",
+      "3.6932370625238775\n",
+      "1.4730919862656229\n",
+      "3.6166282640050254\n",
+      "2.533771891863985\n",
+      "3.5510561809129406\n",
+      "3.823610858861032\n",
+      "3.6345563690772495\n",
+      "3.4394767043839676\n",
+      "3.4525353003264136\n",
+      "1.4282856857085697\n",
+      "1.6278820596099706\n",
+      "2.24276614920058\n",
+      "1.174734012447073\n",
+      "1.272792206135785\n",
+      "1.407124727947029\n",
+      "1.827566688249706\n",
+      "1.2489995996796792\n",
+      "3.8652296180175374\n",
+      "1.2727922061357855\n",
+      "1.6431676725154978\n",
+      "2.428991560298224\n",
+      "5.853204250664759\n",
+      "3.2280024783137944\n",
+      "2.0420577856662145\n",
+      "3.3541019662496847\n",
+      "6.031583540000089\n",
+      "2.0542638584174133\n",
+      "2.473863375370597\n",
+      "1.0246950765959602\n",
+      "6.197580172938467\n",
+      "2.5159491250818258\n",
+      "2.0952326839756963\n",
+      "1.503329637837291\n",
+      "6.182232606429493\n",
+      "2.4879710609249464\n",
+      "2.004993765576342\n",
+      "0.26457513110645964\n",
+      "6.070420084310476\n",
+      "2.8266588050205144\n",
+      "6.144102863722254\n",
+      "1.9209372712298551\n",
+      "5.920304046246275\n",
+      "3.0886890422961004\n",
+      "6.166036003787198\n",
+      "2.819574435974337\n",
+      "2.8722813232690148\n",
+      "3.306055050963308\n",
+      "4.534313619501853\n",
+      "3.5651086939951777\n",
+      "6.211280061307815\n",
+      "3.6262928728937496\n",
+      "3.872983346207417\n",
+      "5.979130371550699\n",
+      "5.8360945845659495\n",
+      "2.2912878474779204\n",
+      "6.399218702310463\n",
+      "6.2617888817813085\n",
+      "2.596150997149434\n",
+      "6.336402764976356\n",
+      "2.37065391822594\n",
+      "1.8055470085267789\n",
+      "3.770941526992961\n",
+      "3.4785054261852175\n",
+      "1.7175564037317672\n",
+      "2.184032966784156\n",
+      "2.7748873851023217\n",
+      "6.208059278067503\n",
+      "1.7204650534085255\n",
+      "1.5264337522473752\n",
+      "1.7146428199482249\n",
+      "3.420526275297415\n",
+      "0.4123105625617659\n",
+      "1.9313207915827968\n",
+      "6.780855403265875\n",
+      "1.0630145812734648\n",
+      "5.7758116312774614\n",
+      "3.9089640571384128\n",
+      "2.4248711305964283\n",
+      "2.3108440016582685\n",
+      "2.7147743920996463\n",
+      "1.915724406066802\n",
+      "3.2878564445547194\n",
+      "1.97484176581315\n",
+      "6.018305409332431\n",
+      "6.174949392505173\n",
+      "6.048140210014976\n",
+      "6.824221567329126\n",
+      "2.0396078054371145\n",
+      "0.7000000000000005\n",
+      "6.3229739838148955\n",
+      "1.5684387141358125\n",
+      "6.234580980306537\n",
+      "3.3406586176980135\n",
+      "2.5278449319529077\n",
+      "3.3734255586866007\n",
+      "6.410928169929844\n",
+      "2.5238858928247927\n",
+      "1.5811388300841898\n",
+      "1.8384776310850235\n",
+      "0.6782329983125273\n",
+      "1.838477631085024\n",
+      "1.392838827718412\n",
+      "1.1224972160321827\n",
+      "6.115553940568263\n",
+      "6.159545437773798\n",
+      "6.1392181912683315\n",
+      "6.158733636065129\n",
+      "2.7658633371878665\n",
+      "6.084406298070503\n",
+      "3.215587038162706\n",
+      "1.2247448713915896\n",
+      "2.6551836094703507\n",
+      "6.398437309218557\n",
+      "2.826658805020514\n",
+      "6.265780079128217\n",
+      "1.30384048104053\n",
+      "6.183041322844286\n",
+      "1.019803902718557\n",
+      "6.311101330195864\n",
+      "6.279331174575841\n",
+      "6.211280061307813\n",
+      "3.397057550292606\n",
+      "4.620606020859169\n",
+      "2.238302928559939\n",
+      "3.127299154222378\n",
+      "3.8105117766515306\n",
+      "4.483302354291979\n",
+      "1.7944358444926367\n",
+      "2.5651510676761324\n",
+      "6.0133185513491645\n",
+      "2.4248711305964283\n",
+      "2.469817807045694\n",
+      "0.38729833462074154\n",
+      "3.8639358172723313\n",
+      "1.2124355652982137\n",
+      "0.8124038404635958\n",
+      "1.2727922061357855\n",
+      "4.170131892398609\n",
+      "0.9433981132056607\n",
+      "0.8774964387392122\n",
+      "1.319090595827292\n",
+      "4.183300132670377\n",
+      "0.7745966692414833\n",
+      "1.0677078252031311\n",
+      "1.1532562594670797\n",
+      "4.325505750776434\n",
+      "0.5477225575051662\n",
+      "0.670820393249937\n",
+      "2.1307275752662513\n",
+      "4.192851058647326\n",
+      "0.8124038404635958\n",
+      "4.1303752856126765\n",
+      "1.1916375287812984\n",
+      "3.9446165846632044\n",
+      "1.0723805294763609\n",
+      "4.1844951905815355\n",
+      "1.0099504938362078\n",
+      "1.1135528725660042\n",
+      "1.3190905958272916\n",
+      "2.3811761799581315\n",
+      "1.414213562373095\n",
+      "4.27668095606862\n",
+      "1.5297058540778354\n",
+      "1.7748239349298844\n",
+      "3.9924929555354254\n",
+      "3.9887341350358256\n",
+      "0.24494897427831777\n",
+      "4.384062043356595\n",
+      "4.249705872175156\n",
+      "1.0630145812734648\n",
+      "4.324349662087931\n",
+      "0.47958315233127174\n",
+      "0.7937253933193773\n",
+      "1.6522711641858305\n",
+      "1.4106735979665885\n",
+      "1.414213562373095\n",
+      "0.5099019513592782\n",
+      "0.7141428428542849\n",
+      "4.453088815642463\n",
+      "0.7416198487095663\n",
+      "1.0099504938362076\n",
+      "0.7416198487095662\n",
+      "1.3820274961085255\n",
+      "2.395829710142188\n",
+      "0.5830951894845302\n",
+      "4.794788837894741\n",
+      "2.4939927826679855\n",
+      "3.871692136521188\n",
+      "1.8520259177452134\n",
+      "0.5567764362830022\n",
+      "0.8774964387392122\n",
+      "0.8366600265340758\n",
+      "0.3741657386773942\n",
+      "1.2247448713915887\n",
+      "0.8660254037844387\n",
+      "4.038564101261734\n",
+      "4.402272140611028\n",
+      "4.048456495999432\n",
+      "4.764451699828638\n",
+      "0.7416198487095664\n",
+      "1.8920887928424501\n",
+      "4.288356328478313\n",
+      "1.0630145812734648\n",
+      "4.263801121065568\n",
+      "1.236931687685298\n",
+      "0.5830951894845299\n",
+      "1.3820274961085255\n",
+      "4.38520238985614\n",
+      "0.9055385138137413\n",
+      "1.2845232578665131\n",
+      "0.7810249675906656\n",
+      "1.584297951775486\n",
+      "0.9433981132056607\n",
+      "0.9\n",
+      "1.3379088160259651\n",
+      "4.170131892398609\n",
+      "4.22729227756965\n",
+      "4.235563716909474\n",
+      "4.2\n",
+      "0.7745966692414834\n",
+      "4.165333119931706\n",
+      "1.2206555615733703\n",
+      "1.8947295321496418\n",
+      "0.8366600265340756\n",
+      "4.417012565071555\n",
+      "0.8717797887081344\n",
+      "4.330127018922194\n",
+      "1.3076696830622023\n",
+      "4.237924020083418\n",
+      "2.5748786379167465\n",
+      "4.352011029397789\n",
+      "4.244997055358225\n",
+      "4.220189569201838\n",
+      "1.4106735979665883\n",
+      "2.4657656011875906\n",
+      "1.148912529307606\n",
+      "1.0999999999999996\n",
+      "1.7233687939614086\n",
+      "2.3302360395462087\n",
+      "0.7280109889280515\n",
+      "0.6244997998398398\n",
+      "4.29767378938886\n",
+      "0.6557438524301997\n",
+      "0.670820393249937\n",
+      "4.149698784249286\n",
+      "0.6480740698407855\n",
+      "3.5298725189445586\n",
+      "4.716990566028302\n",
+      "3.1953090617340916\n",
+      "0.8831760866327848\n",
+      "4.415880433163924\n",
+      "3.974921382870358\n",
+      "5.529014378711635\n",
+      "0.30000000000000004\n",
+      "4.544227107000705\n",
+      "4.848711168960263\n",
+      "5.194227565288221\n",
+      "1.0099504938362076\n",
+      "4.334743360338648\n",
+      "4.469899327725402\n",
+      "6.336402764976355\n",
+      "0.8062257748298548\n",
+      "3.702701716314724\n",
+      "0.33166247903553997\n",
+      "5.0921508225896055\n",
+      "0.6403124237432846\n",
+      "3.5749125863438955\n",
+      "0.37416573867739394\n",
+      "3.6318039594669758\n",
+      "3.7322915213043046\n",
+      "3.232645975048923\n",
+      "2.3065125189341593\n",
+      "3.1032241298365806\n",
+      "0.509901951359278\n",
+      "2.9782545223670858\n",
+      "2.771281292110204\n",
+      "0.6557438524301998\n",
+      "1.0862780491200215\n",
+      "4.28135492572153\n",
+      "0.264575131106459\n",
+      "0.30000000000000016\n",
+      "3.8807215823864514\n",
+      "0.264575131106459\n",
+      "4.282522621072771\n",
+      "4.806245936279167\n",
+      "2.8879058156387303\n",
+      "3.0364452901377947\n",
+      "5.472659317004851\n",
+      "4.341658669218481\n",
+      "3.8961519477556315\n",
+      "1.3638181696985852\n",
+      "4.8456165758342875\n",
+      "5.246903848937962\n",
+      "5.053711507397311\n",
+      "3.1464265445104544\n",
+      "6.717886572427373\n",
+      "4.661544808322667\n",
+      "0.5099019513592785\n",
+      "6.312685640834653\n",
+      "0.9591663046625434\n",
+      "2.6153393661244047\n",
+      "4.1856899072912706\n",
+      "4.154515615568198\n",
+      "3.7854986461495397\n",
+      "4.693612681080534\n",
+      "3.407345007480165\n",
+      "4.827007354458868\n",
+      "0.5099019513592783\n",
+      "1.284523257866513\n",
+      "0.469041575982343\n",
+      "0.5000000000000003\n",
+      "4.573838650411709\n",
+      "6.040695324215582\n",
+      "0.24494897427831802\n",
+      "5.228766584960549\n",
+      "0.3316624790355397\n",
+      "3.2680269276736387\n",
+      "4.250882261366457\n",
+      "3.152776554086889\n",
+      "0.14142135623730978\n",
+      "4.011234224026316\n",
+      "5.3535035257296695\n",
+      "4.864154602806124\n",
+      "5.7775427302617155\n",
+      "4.868264577855234\n",
+      "5.224940191045253\n",
+      "5.338539126015656\n",
+      "0.4898979485566351\n",
+      "0.547722557505166\n",
+      "0.7549834435270745\n",
+      "0.4123105625617658\n",
+      "4.1436698710201325\n",
+      "0.6164414002968975\n",
+      "3.258834147360065\n",
+      "5.89406481131655\n",
+      "4.031128874149275\n",
+      "0.31622776601683783\n",
+      "3.766961640367473\n",
+      "0.5099019513592783\n",
+      "5.475399528801528\n",
+      "0.5196152422706627\n",
+      "6.520736154760443\n",
+      "0.4358898943540671\n",
+      "0.264575131106459\n",
+      "0.31622776601683805\n",
+      "3.258834147360065\n",
+      "2.085665361461421\n",
+      "4.27668095606862\n",
+      "3.402939905434711\n",
+      "2.7202941017470885\n",
+      "2.3537204591879637\n",
+      "4.868264577855234\n",
+      "4.066939881532551\n",
+      "1.5874507866387546\n",
+      "4.298837052040936\n",
+      "3.997499218261337\n",
+      "1.0954451150103321\n",
+      "2.5999999999999996\n",
+      "0.8124038404635957\n",
+      "1.640121946685672\n",
+      "0.26457513110645864\n",
+      "2.9359836511806394\n",
+      "1.5362291495737221\n",
+      "1.0488088481701512\n",
+      "2.503996805109783\n",
+      "2.886173937932362\n",
+      "1.6401219466856722\n",
+      "1.9924858845171276\n",
+      "2.2360679774997902\n",
+      "3.1272991542223783\n",
+      "1.3076696830622019\n",
+      "1.4899664425751342\n",
+      "3.3120990323358384\n",
+      "2.951270912674741\n",
+      "0.6855654600401044\n",
+      "2.8301943396169813\n",
+      "2.211334438749598\n",
+      "2.6551836094703507\n",
+      "0.7348469228349535\n",
+      "2.8982753492378874\n",
+      "0.7416198487095667\n",
+      "1.0440306508910548\n",
+      "0.4582575694955839\n",
+      "1.1747340124470729\n",
+      "0.3316624790355399\n",
+      "3.0099833886584824\n",
+      "0.2645751311064592\n",
+      "0.5099019513592783\n",
+      "2.7513632984395207\n",
+      "2.78926513619627\n",
+      "1.19582607431014\n",
+      "3.1064449134018135\n",
+      "2.9546573405388314\n",
+      "1.1224972160321829\n",
+      "3.0215889859476257\n",
+      "1.1916375287812984\n",
+      "1.7944358444926363\n",
+      "0.42426406871192857\n",
+      "0.14142135623730964\n",
+      "2.535744466621193\n",
+      "1.2609520212918488\n",
+      "0.8124038404635961\n",
+      "3.2863353450309964\n",
+      "1.805547008526779\n",
+      "2.2113344387495983\n",
+      "1.9899748742132397\n",
+      "0.46904157598234286\n",
+      "3.6373066958946425\n",
+      "1.652271164185831\n",
+      "3.52703841770968\n",
+      "3.5000000000000004\n",
+      "2.6419689627245813\n",
+      "0.5477225575051661\n",
+      "1.1916375287812988\n",
+      "1.28062484748657\n",
+      "0.8062257748298546\n",
+      "1.5968719422671311\n",
+      "0.5000000000000001\n",
+      "1.9026297590440449\n",
+      "2.7712812921102032\n",
+      "3.2264531609803355\n",
+      "2.749545416973504\n",
+      "3.468429039204925\n",
+      "1.6431676725154982\n",
+      "3.064310689208912\n",
+      "2.989983277545211\n",
+      "2.2494443758403984\n",
+      "2.981610303175115\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0.3162277660168382\n",
+      "1.1357816691600546\n",
+      "0.24494897427831766\n",
+      "3.0919249667480613\n",
+      "1.1789826122551597\n",
+      "2.4248711305964283\n",
+      "1.902629759044045\n",
+      "2.7386127875258306\n",
+      "1.969771560359221\n",
+      "2.1023796041628637\n",
+      "2.349468024894146\n",
+      "2.8948229652260253\n",
+      "2.9597297173897483\n",
+      "2.99833287011299\n",
+      "2.9206163733020465\n",
+      "1.2369316876852985\n",
+      "2.9017236257093817\n",
+      "0.37416573867739383\n",
+      "3.009983388658482\n",
+      "1.1704699910719625\n",
+      "3.136877428271624\n",
+      "0.7141428428542853\n",
+      "3.0659419433511785\n",
+      "2.485960578931211\n",
+      "2.978254522367086\n",
+      "3.6523964735499352\n",
+      "3.0903074280724887\n",
+      "2.9546573405388314\n",
+      "2.9189039038652846\n",
+      "0.4898979485566356\n",
+      "1.228820572744451\n",
+      "1.5264337522473752\n",
+      "0.5477225575051663\n",
+      "0.5477225575051661\n",
+      "1.1224972160321824\n",
+      "1.8055470085267786\n",
+      "1.0954451150103321\n",
+      "3.184336665618132\n",
+      "1.3190905958272918\n",
+      "0.9899494936611664\n",
+      "1.3076696830622025\n",
+      "4.742362280551751\n",
+      "2.090454496036687\n",
+      "1.3490737563232045\n",
+      "2.2715633383201097\n",
+      "4.954795656734998\n",
+      "1.1357816691600544\n",
+      "1.545962483374031\n",
+      "0.3999999999999997\n",
+      "5.104899607240087\n",
+      "1.3190905958272927\n",
+      "0.7874007874011811\n",
+      "0.2999999999999998\n",
+      "5.070502933634888\n",
+      "1.4071247279470294\n",
+      "0.9643650760992956\n",
+      "1.1747340124470722\n",
+      "4.985980344927164\n",
+      "1.726267650163207\n",
+      "5.063595560468865\n",
+      "0.6480740698407865\n",
+      "4.8270073544588685\n",
+      "1.951922129594314\n",
+      "5.06655701635736\n",
+      "1.8165902124584952\n",
+      "1.667333200053307\n",
+      "2.222611077089287\n",
+      "3.477067730142742\n",
+      "2.517935662402835\n",
+      "5.121523210920752\n",
+      "2.6191601707417593\n",
+      "2.879236009777594\n",
+      "4.8373546489791295\n",
+      "4.727578661429125\n",
+      "1.2247448713915892\n",
+      "5.274466797696238\n",
+      "5.1903757089443925\n",
+      "1.596871942267131\n",
+      "5.270673581241776\n",
+      "1.3820274961085257\n",
+      "0.7416198487095662\n",
+      "2.7658633371878665\n",
+      "2.431049156228644\n",
+      "0.7071067811865479\n",
+      "1.2328828005937957\n",
+      "1.8894443627691184\n",
+      "5.1487862647424\n",
+      "0.7000000000000002\n",
+      "0.46904157598234314\n",
+      "0.6557438524302003\n",
+      "2.3000000000000007\n",
+      "1.562049935181331\n",
+      "0.7348469228349536\n",
+      "5.6524331044250316\n",
+      "1.3928388277184118\n",
+      "4.652956049652737\n",
+      "2.8861739379323628\n",
+      "1.252996408614167\n",
+      "1.2999999999999998\n",
+      "1.643167672515499\n",
+      "0.9055385138137417\n",
+      "2.2847319317591728\n",
+      "0.6403124237432851\n",
+      "4.906118628814432\n",
+      "5.0852728540364485\n",
+      "4.986983055916673\n",
+      "5.727128425310541\n",
+      "0.781024967590666\n",
+      "0.9165151389911677\n",
+      "5.229722745997153\n",
+      "0.26457513110645947\n",
+      "5.149757275833493\n",
+      "2.2781571499789037\n",
+      "1.7146428199482249\n",
+      "2.3895606290697047\n",
+      "5.309425580983314\n",
+      "1.3638181696985856\n",
+      "0.30000000000000016\n",
+      "0.574456264653803\n",
+      "0.854400374531753\n",
+      "0.6082762530298225\n",
+      "0.8888194417315589\n",
+      "0.7937253933193769\n",
+      "5.032891812864648\n",
+      "5.082322303829225\n",
+      "5.023942674832188\n",
+      "5.06951674225463\n",
+      "1.6062378404209017\n",
+      "5.002999100539595\n",
+      "2.165640782770772\n",
+      "0.6708203932499366\n",
+      "1.4352700094407325\n",
+      "5.316954015223377\n",
+      "1.9646882704388502\n",
+      "5.164300533470143\n",
+      "0.22360679774997935\n",
+      "5.081338406365001\n",
+      "1.4177446878757822\n",
+      "5.201922721455981\n",
+      "5.1903757089443925\n",
+      "5.146843692983108\n",
+      "2.5278449319529077\n",
+      "3.5298725189445586\n",
+      "1.349073756323204\n",
+      "1.982422760159901\n",
+      "2.681417535558385\n",
+      "3.4452866353904437\n",
+      "0.8426149773176363\n",
+      "1.3820274961085257\n",
+      "4.912229636326055\n",
+      "1.2845232578665131\n",
+      "1.473091986265624\n",
+      "4.058324777540605\n",
+      "0.9219544457292886\n",
+      "3.4942810419312296\n",
+      "4.643274706497559\n",
+      "3.184336665618131\n",
+      "0.4582575694955836\n",
+      "4.172529209005013\n",
+      "3.8013155617496417\n",
+      "5.308483775994799\n",
+      "1.039230484541326\n",
+      "4.505552130427524\n",
+      "4.641120554348918\n",
+      "4.952776998815917\n",
+      "0.45825756949558394\n",
+      "4.303486958270002\n",
+      "4.274342054632502\n",
+      "6.081118318204308\n",
+      "0.42426406871192796\n",
+      "3.6110940170535573\n",
+      "1.0862780491200212\n",
+      "4.878524367060187\n",
+      "0.9055385138137416\n",
+      "3.5114099732158874\n",
+      "0.818535277187245\n",
+      "3.4871191548325386\n",
+      "3.518522417151836\n",
+      "3.1559467676119\n",
+      "2.65141471671257\n",
+      "3.215587038162705\n",
+      "0.6244997998398396\n",
+      "3.0789608636681303\n",
+      "2.9376861643136762\n",
+      "0.8124038404635958\n",
+      "0.45825756949558394\n",
+      "4.197618372363071\n",
+      "0.948683298050514\n",
+      "1.1489125293076055\n",
+      "3.653765181289022\n",
+      "1.1747340124470729\n",
+      "4.220189569201838\n",
+      "4.618441295502196\n",
+      "3.0446674695276656\n",
+      "3.0479501308256336\n",
+      "5.278257288158659\n",
+      "4.221374183841086\n",
+      "3.9458839313897713\n",
+      "0.6855654600401041\n",
+      "4.6679760067935225\n",
+      "5.079370039680118\n",
+      "4.934571916590131\n",
+      "3.093541659651603\n",
+      "6.519202405202649\n",
+      "4.494441010848846\n",
+      "0.9327379053088817\n",
+      "5.916079783099617\n",
+      "0.5916079783099616\n",
+      "2.7037011669191546\n",
+      "4.058324777540605\n",
+      "3.9306488014067096\n",
+      "3.6496575181789312\n",
+      "4.591296113299598\n",
+      "3.4583232931581165\n",
+      "4.640043103248072\n",
+      "0.793725393319377\n",
+      "0.3464101615137755\n",
+      "1.1269427669584642\n",
+      "1.4764823060233399\n",
+      "4.366921112179609\n",
+      "5.784461945591827\n",
+      "1.1704699910719625\n",
+      "5.034878350069642\n",
+      "0.8366600265340753\n",
+      "3.2939338184001206\n",
+      "4.296510211788167\n",
+      "3.144837038703277\n",
+      "1.0908712114635712\n",
+      "3.786819245752298\n",
+      "5.127377497317708\n",
+      "4.689349635077342\n",
+      "5.561474624593733\n",
+      "4.657252408878007\n",
+      "5.117616632769594\n",
+      "5.094114250780011\n",
+      "0.7141428428542848\n",
+      "0.7141428428542846\n",
+      "0.37416573867739417\n",
+      "0.7348469228349532\n",
+      "4.125530268947254\n",
+      "0.6082762530298217\n",
+      "3.1921779399024732\n",
+      "5.583009940883143\n",
+      "3.8832975677895196\n",
+      "0.9746794344808959\n",
+      "3.7815340802378072\n",
+      "0.5567764362830019\n",
+      "5.250714237130031\n",
+      "0.6480740698407857\n",
+      "6.1473571557214735\n",
+      "0.6928203230275507\n",
+      "1.1916375287812984\n",
+      "1.0440306508910546\n",
+      "3.363034344160047\n",
+      "2.4124676163629633\n",
+      "3.997499218261337\n",
+      "3.3090784215548594\n",
+      "2.729468812791236\n",
+      "2.7073972741361763\n",
+      "4.727578661429125\n",
+      "3.953479480154159\n",
+      "0.6557438524302004\n",
+      "4.189272013130682\n",
+      "3.8665229858362404\n",
+      "4.253234063627348\n",
+      "0.9110433579144291\n",
+      "3.5958309192730407\n",
+      "4.793745925682753\n",
+      "3.283291031876401\n",
+      "1.2369316876852983\n",
+      "4.572745346069471\n",
+      "4.11703777004778\n",
+      "5.662155066756826\n",
+      "0.469041575982343\n",
+      "4.613025037868318\n",
+      "4.961854492022112\n",
+      "5.324471804789654\n",
+      "1.3601470508735443\n",
+      "4.402272140611028\n",
+      "4.607602413403309\n",
+      "6.476109943476871\n",
+      "1.1575836902790222\n",
+      "3.8078865529319543\n",
+      "0.5099019513592781\n",
+      "5.205766033928148\n",
+      "0.8246211251235317\n",
+      "3.6565010597564442\n",
+      "0.6403124237432845\n",
+      "3.7709415269929605\n",
+      "3.8626415831655936\n",
+      "3.3316662497915366\n",
+      "2.29128784747792\n",
+      "3.1559467676119\n",
+      "0.866025403784438\n",
+      "3.043024810940587\n",
+      "2.823118842698621\n",
+      "0.9273618495495702\n",
+      "1.4177446878757824\n",
+      "4.384062043356596\n",
+      "0.46904157598234253\n",
+      "0.5099019513592784\n",
+      "4.043513323831146\n",
+      "0.424264068711928\n",
+      "4.364630568559039\n",
+      "4.920365840057018\n",
+      "2.9376861643136762\n",
+      "3.1320919526731648\n",
+      "5.574943945906542\n",
+      "4.447471191587417\n",
+      "3.976179070414209\n",
+      "1.7233687939614082\n",
+      "4.960846701924985\n",
+      "5.353503525729669\n",
+      "5.150728103870364\n",
+      "3.2388269481403293\n",
+      "6.842514157822401\n",
+      "4.7812132351527685\n",
+      "0.6999999999999998\n",
+      "6.491532946846993\n",
+      "1.2369316876852976\n",
+      "2.7073972741361767\n",
+      "4.290687590584987\n",
+      "4.306971093471606\n",
+      "3.9012818406262313\n",
+      "4.793745925682754\n",
+      "3.4612136599753565\n",
+      "4.944694126030446\n",
+      "0.8062257748298548\n",
+      "1.630950643030009\n",
+      "0.6708203932499366\n",
+      "0.244948974278318\n",
+      "4.7042533945356295\n",
+      "6.191930232165087\n",
+      "0.29999999999999954\n",
+      "5.350700888668698\n",
+      "0.6782329983125264\n",
+      "3.3391615714128\n",
+      "4.310452412450461\n",
+      "3.24499614791759\n",
+      "0.2999999999999996\n",
+      "4.149698784249286\n",
+      "5.479963503528103\n",
+      "4.990991885387111\n",
+      "5.913543776789007\n",
+      "5.01098792654702\n",
+      "5.324471804789654\n",
+      "5.481788029466299\n",
+      "0.8306623862918068\n",
+      "0.8999999999999998\n",
+      "1.086278049120021\n",
+      "0.748331477354788\n",
+      "4.204759208325728\n",
+      "0.9643650760992953\n",
+      "3.380828300875393\n",
+      "6.04400529450463\n",
+      "4.135214625627067\n",
+      "0.6403124237432847\n",
+      "3.8626415831655936\n",
+      "0.854400374531753\n",
+      "5.600892785976178\n",
+      "0.8717797887081341\n",
+      "6.685057965343307\n",
+      "0.7874007874011809\n",
+      "0.424264068711928\n",
+      "0.5567764362830022\n",
+      "3.3361654635224554\n",
+      "2.1071307505705477\n",
+      "4.449719092257398\n",
+      "3.5142566781611158\n",
+      "2.8195744359743364\n",
+      "2.343074902771996\n",
+      "4.966890375275057\n",
+      "4.167733196834941\n",
+      "1.9313207915827968\n",
+      "4.387482193696061\n",
+      "4.126742056392669\n",
+      "3.6207733980463344\n",
+      "0.8062257748298554\n",
+      "3.1638584039112745\n",
+      "4.244997055358224\n",
+      "2.785677655436823\n",
+      "0.3872983346207414\n",
+      "3.6891733491393435\n",
+      "3.3211443810831223\n",
+      "4.845616575834287\n",
+      "1.1747340124470729\n",
+      "4.120679555607302\n",
+      "4.254409477236529\n",
+      "4.52658811910251\n",
+      "0.519615242270663\n",
+      "3.9166312055132275\n",
+      "3.806573262134856\n",
+      "5.612486080160911\n",
+      "0.46904157598234314\n",
+      "3.190611226708763\n",
+      "1.148912529307606\n",
+      "4.4877611344633745\n",
+      "1.009950493836208\n",
+      "3.151190251317746\n",
+      "0.9949874371066202\n",
+      "3.009983388658482\n",
+      "3.1272991542223774\n",
+      "2.7748873851023212\n",
+      "2.3769728648009423\n",
+      "2.831960451701259\n",
+      "0.7416198487095667\n",
+      "2.6795522013948525\n",
+      "2.5475478405713994\n",
+      "0.8246211251235323\n",
+      "0.33166247903553986\n",
+      "3.749666651850535\n",
+      "1.2083045973594577\n",
+      "1.1747340124470729\n",
+      "3.1606961258558215\n",
+      "1.2569805089976536\n",
+      "3.8144462245521296\n",
+      "4.20356991139674\n",
+      "2.6551836094703507\n",
+      "2.6210684844162313\n",
+      "4.8928519290900265\n",
+      "3.7894590642992827\n",
+      "3.4770677301427417\n",
+      "0.5567764362830022\n",
+      "4.2391036788453285\n",
+      "4.658325879540846\n",
+      "4.506661735697499\n",
+      "2.7221315177632395\n",
+      "6.0398675482166\n",
+      "4.052159917870962\n",
+      "1.3228756555322956\n",
+      "5.460769176590419\n",
+      "0.6403124237432853\n",
+      "2.2737634001804143\n",
+      "3.645545226711637\n",
+      "3.4539832078341086\n",
+      "3.228002478313794\n",
+      "4.149698784249285\n",
+      "3.095157508108432\n",
+      "4.220189569201838\n",
+      "0.8185352771872451\n",
+      "0.5477225575051664\n",
+      "1.0723805294763609\n",
+      "1.7320508075688774\n",
+      "3.9306488014067087\n",
+      "5.2915026221291805\n",
+      "1.3228756555322956\n",
+      "4.594562003064056\n",
+      "0.9165151389911682\n",
+      "2.9103264421710495\n",
+      "3.870400496072725\n",
+      "2.7331300737432893\n",
+      "1.292284798332009\n",
+      "3.361547262794322\n",
+      "4.7\n",
+      "4.2296571965113205\n",
+      "5.080354318352215\n",
+      "4.182104733265296\n",
+      "4.663689526544408\n",
+      "4.624932431938871\n",
+      "0.7549834435270754\n",
+      "0.714142842854285\n",
+      "0.6324555320336763\n",
+      "0.8366600265340757\n",
+      "3.760319135392633\n",
+      "0.6244997998398397\n",
+      "2.729468812791236\n",
+      "5.146843692983108\n",
+      "3.501428280002319\n",
+      "1.0535653752852738\n",
+      "3.3015148038438356\n",
+      "0.7937253933193773\n",
+      "4.817675788178362\n",
+      "0.7348469228349538\n",
+      "5.710516614107694\n",
+      "0.8602325267042628\n",
+      "1.2409673645990857\n",
+      "1.0999999999999996\n",
+      "2.9034462281915947\n",
+      "2.0928449536456353\n",
+      "3.501428280002319\n",
+      "2.8930952282978866\n",
+      "2.3302360395462087\n",
+      "2.406241883103193\n",
+      "4.316248370981447\n",
+      "3.5482389998420336\n",
+      "0.6403124237432853\n",
+      "3.806573262134856\n",
+      "3.389690251335658\n",
+      "3.856163896931768\n",
+      "0.45825756949558427\n",
+      "3.2848135411313684\n",
+      "4.474371464239419\n",
+      "2.9563490998188966\n",
+      "0.36055512754639957\n",
+      "4.045985664828782\n",
+      "3.6482872693909396\n",
+      "5.171073389539159\n",
+      "0.6782329983125266\n",
+      "4.273172123844299\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "4.485532298401162\n",
+      "4.8218253804964775\n",
+      "0.41231056256176646\n",
+      "4.086563348340509\n",
+      "4.12189276910499\n",
+      "5.96992462263972\n",
+      "0.2828427124746191\n",
+      "3.414674215792775\n",
+      "0.7071067811865476\n",
+      "4.726520919238589\n",
+      "0.6164414002968976\n",
+      "3.3090784215548594\n",
+      "0.479583152331272\n",
+      "3.3136083051561784\n",
+      "3.3674916480965473\n",
+      "2.963106478005811\n",
+      "2.3086792761230392\n",
+      "2.9427877939124323\n",
+      "0.30000000000000016\n",
+      "2.817800560721074\n",
+      "2.655183609470351\n",
+      "0.31622776601683794\n",
+      "0.41231056256176646\n",
+      "3.9949968710876362\n",
+      "0.6000000000000002\n",
+      "0.7615773105863909\n",
+      "3.511409973215888\n",
+      "0.8246211251235323\n",
+      "4.026164427839479\n",
+      "4.473253849269009\n",
+      "2.762245463386627\n",
+      "2.808914381037628\n",
+      "5.124451190127583\n",
+      "4.052159917870962\n",
+      "3.69729630946723\n",
+      "0.842614977317636\n",
+      "4.517742799230607\n",
+      "4.917316341257699\n",
+      "4.748684028233507\n",
+      "2.882707061079915\n",
+      "6.38278935889318\n",
+      "4.324349662087931\n",
+      "0.7416198487095663\n",
+      "5.866856057549052\n",
+      "0.41231056256176585\n",
+      "2.4351591323771844\n",
+      "3.8742741255621036\n",
+      "3.7907782842049738\n",
+      "3.478505426185217\n",
+      "4.402272140611028\n",
+      "3.2280024783137953\n",
+      "4.471017781221632\n",
+      "0.33166247903554014\n",
+      "0.678232998312527\n",
+      "0.7416198487095664\n",
+      "1.174734012447073\n",
+      "4.21070065428546\n",
+      "5.658621740318043\n",
+      "0.806225774829855\n",
+      "4.87134478352744\n",
+      "0.4690415759823432\n",
+      "3.0577769702841313\n",
+      "4.064480286580315\n",
+      "2.9342801502242417\n",
+      "0.7416198487095663\n",
+      "3.64417343165772\n",
+      "4.976946855251722\n",
+      "4.511097427455985\n",
+      "5.432310742216428\n",
+      "4.491102314577124\n",
+      "4.944694126030447\n",
+      "4.982971001320397\n",
+      "0.3605551275463992\n",
+      "0.3872983346207421\n",
+      "0.14142135623730928\n",
+      "0.3741657386773943\n",
+      "3.896151947755632\n",
+      "0.3000000000000003\n",
+      "2.978254522367086\n",
+      "5.476312628037227\n",
+      "3.7067505985701277\n",
+      "0.6244997998398398\n",
+      "3.552463933666323\n",
+      "0.264575131106459\n",
+      "5.109794516416487\n",
+      "0.244948974278318\n",
+      "6.086871117413281\n",
+      "0.31622776601683794\n",
+      "0.7745966692414835\n",
+      "0.6999999999999998\n",
+      "3.1096623610932426\n",
+      "2.0445048300260873\n",
+      "3.88587184554509\n",
+      "3.1032241298365806\n",
+      "2.471841418861655\n",
+      "2.3600847442411896\n",
+      "4.5661800227323495\n",
+      "3.7616485747608053\n",
+      "0.9219544457292893\n",
+      "4.006245124802025\n",
+      "3.6864617182333523\n",
+      "1.8627936010197155\n",
+      "5.277309920783504\n",
+      "2.636285265292813\n",
+      "1.4764823060233403\n",
+      "2.7676705006196096\n",
+      "5.463515351859094\n",
+      "1.4999999999999993\n",
+      "1.9052558883257653\n",
+      "0.5477225575051659\n",
+      "5.612486080160911\n",
+      "2.0149441679609885\n",
+      "1.5874507866387537\n",
+      "0.9848857801796101\n",
+      "5.618718715152059\n",
+      "1.9339079605813716\n",
+      "1.4387494569938157\n",
+      "0.5291502622129179\n",
+      "5.499090833947008\n",
+      "2.240535650240808\n",
+      "5.562373594069351\n",
+      "1.449137674618944\n",
+      "5.331041174104736\n",
+      "2.495996794869737\n",
+      "5.581218504950329\n",
+      "2.2494443758403984\n",
+      "2.2847319317591723\n",
+      "2.709243436828813\n",
+      "3.9560080889704965\n",
+      "2.9899832775452104\n",
+      "5.636488268416782\n",
+      "3.0495901363953815\n",
+      "3.2999999999999994\n",
+      "5.401851534427801\n",
+      "5.265928218272634\n",
+      "1.7320508075688767\n",
+      "5.813776741499454\n",
+      "5.686826883245173\n",
+      "2.042057785666213\n",
+      "5.758472019555188\n",
+      "1.7916472867168918\n",
+      "1.2206555615733699\n",
+      "3.198437118343895\n",
+      "2.9\n",
+      "1.3190905958272918\n",
+      "1.5937377450509227\n",
+      "2.24276614920058\n",
+      "5.659505278732409\n",
+      "1.1357816691600544\n",
+      "1.0295630140987\n",
+      "1.212435565298214\n",
+      "2.8266588050205144\n",
+      "0.9273618495495707\n",
+      "1.3784048752090219\n",
+      "6.199193495931548\n",
+      "1.1045361017187263\n",
+      "5.193264869039514\n",
+      "3.3361654635224554\n",
+      "1.8466185312619385\n",
+      "1.7464249196572974\n",
+      "2.121320343559643\n",
+      "1.3638181696985852\n",
+      "2.7018512172212588\n",
+      "1.4662878298615176\n",
+      "5.439669107583658\n",
+      "5.612486080160913\n",
+      "5.47265931700485\n",
+      "6.240192304729077\n",
+      "1.4866068747318506\n",
+      "0.6782329983125269\n",
+      "5.738466694161429\n",
+      "1.1180339887498947\n",
+      "5.658621740318043\n",
+      "2.754995462791182\n",
+      "1.9899748742132395\n",
+      "2.787471972953271\n",
+      "5.826662852782887\n",
+      "1.9390719429665313\n",
+      "1.1704699910719623\n",
+      "1.3527749258468678\n",
+      "0.26457513110645936\n",
+      "1.374772708486752\n",
+      "0.877496438739212\n",
+      "0.5567764362830021\n",
+      "5.539855593785816\n",
+      "5.588380803059148\n",
+      "5.562373594069352\n",
+      "5.580322571321482\n",
+      "2.2135943621178655\n",
+      "5.510898293381942\n",
+      "2.643860813280457\n",
+      "1.0148891565092222\n",
+      "2.073644135332772\n",
+      "5.826662852782886\n",
+      "2.284731931759172\n",
+      "5.68770604022395\n",
+      "0.8660254037844384\n",
+      "5.608921464952064\n",
+      "1.1357816691600549\n",
+      "5.735852159879995\n",
+      "5.702630971753301\n",
+      "5.632938842203064\n",
+      "2.8478061731796283\n",
+      "4.047221268969612\n",
+      "1.7029386365926398\n",
+      "2.5436194683953803\n",
+      "3.2295510523910287\n",
+      "3.9102429592034302\n",
+      "1.2206555615733703\n",
+      "1.987460691435179\n",
+      "5.459853477887479\n",
+      "1.8466185312619385\n",
+      "1.905255888325765\n",
+      "3.874274125562103\n",
+      "0.5916079783099616\n",
+      "3.2908965343808667\n",
+      "4.458699361921591\n",
+      "2.9698484809834995\n",
+      "0.3316624790355405\n",
+      "4.038564101261735\n",
+      "3.642801120017397\n",
+      "5.171073389539159\n",
+      "0.7211102550927972\n",
+      "4.31045241245046\n",
+      "4.496665431183423\n",
+      "4.8197510309143565\n",
+      "0.47958315233127247\n",
+      "4.103656905736638\n",
+      "4.124318125460256\n",
+      "5.958187643906492\n",
+      "0.24494897427831785\n",
+      "3.423448553724738\n",
+      "0.7615773105863906\n",
+      "4.737087712930804\n",
+      "0.5830951894845299\n",
+      "3.315116890850155\n",
+      "0.49999999999999983\n",
+      "3.3166247903554\n",
+      "3.3674916480965473\n",
+      "2.9597297173897488\n",
+      "2.351595203260969\n",
+      "2.9698484809834995\n",
+      "0.3605551275463989\n",
+      "2.835489375751565\n",
+      "2.677685567799177\n",
+      "0.5099019513592783\n",
+      "0.38729833462074226\n",
+      "4.012480529547776\n",
+      "0.6782329983125268\n",
+      "0.8485281374238567\n",
+      "3.511409973215888\n",
+      "0.8831760866327845\n",
+      "4.028647415696737\n",
+      "4.466542286825459\n",
+      "2.787471972953271\n",
+      "2.8266588050205135\n",
+      "5.132250968142537\n",
+      "4.047221268969612\n",
+      "3.7242448899072143\n",
+      "0.8306623862918078\n",
+      "4.513313638558703\n",
+      "4.923413450036468\n",
+      "4.763402145525822\n",
+      "2.8896366553599777\n",
+      "6.3796551630946325\n",
+      "4.335896677735761\n",
+      "0.806225774829855\n",
+      "5.841232746604095\n",
+      "0.3605551275463988\n",
+      "2.459674775249769\n",
+      "3.8845849199110067\n",
+      "3.7881393849751626\n",
+      "3.475629439396553\n",
+      "4.4136152981427825\n",
+      "3.2310988842807027\n",
+      "4.488875137492688\n",
+      "0.4582575694955838\n",
+      "0.6000000000000005\n",
+      "0.8062257748298547\n",
+      "1.2409673645990853\n",
+      "4.220189569201838\n",
+      "5.662155066756826\n",
+      "0.8660254037844384\n",
+      "4.887739763939974\n",
+      "0.5477225575051662\n",
+      "3.0708305065568178\n",
+      "4.076763422127901\n",
+      "2.9308701779505686\n",
+      "0.8062257748298548\n",
+      "3.641428291206625\n",
+      "4.990991885387112\n",
+      "4.535416188179426\n",
+      "5.424942396007538\n",
+      "4.515528761950255\n",
+      "4.944694126030446\n",
+      "4.964876634922563\n",
+      "0.41231056256176596\n",
+      "0.4582575694955841\n",
+      "0.14142135623730953\n",
+      "0.42426406871192834\n",
+      "3.9217343102255158\n",
+      "0.33166247903554\n",
+      "2.9949958263743874\n",
+      "5.476312628037228\n",
+      "3.714835124201342\n",
+      "0.7280109889280516\n",
+      "3.5693136595149495\n",
+      "0.2999999999999998\n",
+      "5.113707070218239\n",
+      "0.37416573867739406\n",
+      "6.063827174318213\n",
+      "0.44721359549995776\n",
+      "0.8831760866327845\n",
+      "0.7416198487095659\n",
+      "3.1256999216175565\n",
+      "2.1118712081942874\n",
+      "3.8755644750152203\n",
+      "3.1192947920964444\n",
+      "2.5039968051097827\n",
+      "2.406241883103193\n",
+      "4.561797891182817\n",
+      "3.7749172176353745\n",
+      "0.877496438739213\n",
+      "4.011234224026316\n",
+      "3.694590640382233\n",
+      "2.1\n",
+      "2.2781571499789033\n",
+      "1.5524174696260025\n",
+      "2.477902338672773\n",
+      "1.2569805089976533\n",
+      "2.7730849247724096\n",
+      "2.651414716712571\n",
+      "2.1610182784974303\n",
+      "3.518522417151836\n",
+      "2.4041630560342617\n",
+      "2.408318915758459\n",
+      "2.9495762407505253\n",
+      "3.2603680773802215\n",
+      "2.9949958263743874\n",
+      "2.121320343559642\n",
+      "2.5748786379167465\n",
+      "4.310452412450461\n",
+      "2.7604347483684526\n",
+      "1.74928556845359\n",
+      "2.345207879911715\n",
+      "3.1654383582688825\n",
+      "2.280350850198276\n",
+      "1.6155494421403511\n",
+      "2.5\n",
+      "1.8708286933869709\n",
+      "2.078460969082653\n",
+      "1.4212670403551897\n",
+      "0.4582575694955839\n",
+      "0.9165151389911681\n",
+      "2.703701166919155\n",
+      "0.8831760866327845\n",
+      "0.6708203932499369\n",
+      "2.453568829277059\n",
+      "2.7147743920996454\n",
+      "2.186321110907545\n",
+      "2.649528259898354\n",
+      "2.4617067250182343\n",
+      "2.2516660498395407\n",
+      "2.5019992006393608\n",
+      "2.0999999999999996\n",
+      "2.7946377224964243\n",
+      "0.714142842854285\n",
+      "1.1532562594670794\n",
+      "3.4467375879228173\n",
+      "2.2671568097509263\n",
+      "1.6522711641858308\n",
+      "3.2511536414017717\n",
+      "2.808914381037628\n",
+      "3.159113799786263\n",
+      "2.9068883707497264\n",
+      "1.345362404707371\n",
+      "4.571651780264985\n",
+      "2.6720778431774774\n",
+      "3.1\n",
+      "4.589117562233507\n",
+      "2.483948469674844\n",
+      "0.9219544457292889\n",
+      "2.193171219946131\n",
+      "2.4062418831031933\n",
+      "1.8920887928424497\n",
+      "2.5495097567963927\n",
+      "1.2083045973594575\n",
+      "2.8861739379323623\n",
+      "2.435159132377184\n",
+      "3.184336665618132\n",
+      "2.29128784747792\n",
+      "2.839013913315678\n",
+      "2.692582403567252\n",
+      "4.091454509095756\n",
+      "2.451530134426253\n",
+      "3.235737937472687\n",
+      "2.596150997149434\n",
+      "1.1958260743101399\n",
+      "1.8814887722226779\n",
+      "1.22065556157337\n",
+      "2.5787593916455256\n",
+      "2.2759613353482084\n",
+      "3.416138170507745\n",
+      "2.91032644217105\n",
+      "3.7376463182061515\n",
+      "3.0116440692751194\n",
+      "3.0116440692751194\n",
+      "3.3896902513356584\n",
+      "2.570992026436488\n",
+      "2.6551836094703507\n",
+      "2.782085548648711\n",
+      "2.569046515733026\n",
+      "1.98997487421324\n",
+      "2.6324893162176366\n",
+      "1.4798648586948737\n",
+      "4.050925820105819\n",
+      "2.1400934559032696\n",
+      "2.7147743920996454\n",
+      "1.63707055437449\n",
+      "2.7586228448267445\n",
+      "3.4828149534536\n",
+      "2.6758176320519302\n",
+      "4.712748667179272\n",
+      "2.753179979587241\n",
+      "2.4372115213907883\n",
+      "2.4556058315617353\n",
+      "1.1357816691600546\n",
+      "0.7211102550927979\n",
+      "2.65329983228432\n",
+      "1.5968719422671314\n",
+      "1.1269427669584644\n",
+      "0.3605551275463989\n",
+      "2.747726332806817\n",
+      "2.080865204668481\n",
+      "3.2572994949804666\n",
+      "2.238302928559939\n",
+      "2.085665361461421\n",
+      "0.6164414002968979\n",
+      "3.2465366161495854\n",
+      "1.019803902718557\n",
+      "1.2922847983320085\n",
+      "0.9219544457292892\n",
+      "3.455430508634199\n",
+      "0.6480740698407862\n",
+      "0.4242640687119283\n",
+      "1.6881943016134133\n",
+      "3.6041642581880198\n",
+      "1.3\n",
+      "1.2369316876852983\n",
+      "1.3784048752090223\n",
+      "3.59722114972099\n",
+      "1.063014581273465\n",
+      "0.648074069840786\n",
+      "2.4999999999999996\n",
+      "3.4856850115866753\n",
+      "0.5000000000000004\n",
+      "3.5594943461115376\n",
+      "1.4387494569938157\n",
+      "3.3241540277189325\n",
+      "0.8246211251235328\n",
+      "3.5637059362410923\n",
+      "0.4123105625617663\n",
+      "0.4582575694955842\n",
+      "0.842614977317636\n",
+      "2.14009345590327\n",
+      "1.2609520212918495\n",
+      "3.6166282640050254\n",
+      "1.2845232578665136\n",
+      "1.5297058540778357\n",
+      "3.357082066318904\n",
+      "3.246536616149585\n",
+      "0.7141428428542853\n",
+      "3.7854986461495406\n",
+      "3.6864617182333523\n",
+      "0.3464101615137753\n",
+      "3.7643060449437424\n",
+      "0.8831760866327846\n",
+      "1.0488088481701516\n",
+      "1.4491376746189444\n",
+      "1.0295630140987004\n",
+      "1.8083141320025125\n",
+      "0.7280109889280518\n",
+      "1.019803902718557\n",
+      "3.6851051545376556\n",
+      "1.0677078252031311\n",
+      "1.493318452306808\n",
+      "1.3638181696985856\n",
+      "0.9380831519646867\n",
+      "2.906888370749727\n",
+      "0.888819441731559\n",
+      "4.164132562731403\n",
+      "2.543619468395381\n",
+      "3.1654383582688834\n",
+      "1.449137674618944\n",
+      "0.6164414002968983\n",
+      "0.3741657386773941\n",
+      "0.38729833462074226\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1.0246950765959597\n",
+      "1.1269427669584648\n",
+      "1.1313708498984758\n",
+      "3.4088121098118624\n",
+      "3.620773398046335\n",
+      "3.4785054261852175\n",
+      "4.239103678845329\n",
+      "0.7874007874011808\n",
+      "2.220360331117451\n",
+      "3.733630940518894\n",
+      "1.4560219778561034\n",
+      "3.642801120017397\n",
+      "1.0099504938362083\n",
+      "1.187434208703792\n",
+      "1.0099504938362083\n",
+      "3.813135192987524\n",
+      "0.2645751311064593\n",
+      "1.5937377450509227\n",
+      "1.1224972160321822\n",
+      "1.9697715603592207\n",
+      "1.1224972160321822\n",
+      "1.5362291495737215\n",
+      "1.5427248620541512\n",
+      "3.5242020373412193\n",
+      "3.5749125863438955\n",
+      "3.5341194094144583\n",
+      "3.562302626111375\n",
+      "1.1000000000000008\n",
+      "3.4957116585897072\n",
+      "0.7348469228349539\n",
+      "2.0880613017821097\n",
+      "0.6557438524302001\n",
+      "3.8131351929875237\n",
+      "0.9327379053088818\n",
+      "3.663331816802841\n",
+      "1.661324772583615\n",
+      "3.5818989377144637\n",
+      "2.716615541441225\n",
+      "3.7054014627297813\n",
+      "3.6945906403822333\n",
+      "3.6359317925395684\n",
+      "1.2884098726725126\n",
+      "2.1424285285628555\n",
+      "0.6403124237432847\n",
+      "0.6164414002968976\n",
+      "1.256980508997654\n",
+      "2.1118712081942883\n",
+      "1.1832159566199232\n",
+      "0.6164414002968979\n",
+      "3.4842502780368694\n",
+      "0.8602325267042625\n",
+      "0.4242640687119287\n",
+      "0.43588989435406755\n",
+      "3.312099032335839\n",
+      "0.7416198487095657\n",
+      "0.9486832980505132\n",
+      "0.7348469228349536\n",
+      "3.5791060336346563\n",
+      "0.8544003745317538\n",
+      "0.5196152422706632\n",
+      "1.7146428199482249\n",
+      "3.6193922141707713\n",
+      "1.1224972160321822\n",
+      "1.2489995996796797\n",
+      "1.4177446878757827\n",
+      "3.7483329627982624\n",
+      "0.734846922834953\n",
+      "0.7416198487095667\n",
+      "2.521904042583698\n",
+      "3.6000000000000005\n",
+      "0.24494897427831785\n",
+      "3.5749125863438955\n",
+      "1.4491376746189435\n",
+      "3.3496268448888453\n",
+      "0.5567764362830023\n",
+      "3.6041642581880198\n",
+      "0.5099019513592792\n",
+      "0.5830951894845302\n",
+      "0.6782329983125265\n",
+      "1.9519221295943134\n",
+      "1.0099504938362076\n",
+      "3.7\n",
+      "1.0677078252031311\n",
+      "1.330413469565007\n",
+      "3.438022687534217\n",
+      "3.3896902513356584\n",
+      "0.5291502622129183\n",
+      "3.82099463490856\n",
+      "3.712142238654117\n",
+      "0.7000000000000005\n",
+      "3.778888725538237\n",
+      "0.49999999999999944\n",
+      "0.9643650760992957\n",
+      "1.2288205727444508\n",
+      "0.9000000000000001\n",
+      "1.7606816861659007\n",
+      "0.46904157598234264\n",
+      "0.7416198487095662\n",
+      "3.871692136521188\n",
+      "0.9848857801796105\n",
+      "1.4212670403551895\n",
+      "1.2449899597988732\n",
+      "0.7937253933193776\n",
+      "2.880972058177587\n",
+      "0.8831760866327849\n",
+      "4.22729227756965\n",
+      "2.7018512172212596\n",
+      "3.263433774416144\n",
+      "1.3601470508735443\n",
+      "0.4582575694955842\n",
+      "0.6403124237432855\n",
+      "0.14142135623730995\n",
+      "0.8602325267042626\n",
+      "0.7615773105863904\n",
+      "1.161895003862225\n",
+      "3.4741905532080417\n",
+      "3.7920970451717086\n",
+      "3.502855977627399\n",
+      "4.230839160261236\n",
+      "0.8774964387392122\n",
+      "2.3108440016582685\n",
+      "3.7376463182061515\n",
+      "1.4866068747318506\n",
+      "3.7013511046643495\n",
+      "0.7416198487095662\n",
+      "0.774596669241483\n",
+      "0.8062257748298551\n",
+      "3.8301436004411116\n",
+      "0.48989794855663565\n",
+      "1.6522711641858308\n",
+      "1.19582607431014\n",
+      "1.977371993328519\n",
+      "1.2845232578665131\n",
+      "1.374772708486752\n",
+      "1.5716233645501714\n",
+      "3.5958309192730407\n",
+      "3.6592348927063973\n",
+      "3.641428291206625\n",
+      "3.6249137920783716\n",
+      "0.8124038404635961\n",
+      "3.5846896657869842\n",
+      "0.7141428428542852\n",
+      "2.2068076490713913\n",
+      "0.5477225575051661\n",
+      "3.8716921365211876\n",
+      "0.7071067811865476\n",
+      "3.7456641600656084\n",
+      "1.6822603841260726\n",
+      "3.6687872655688283\n",
+      "2.8301943396169813\n",
+      "3.786819245752298\n",
+      "3.714835124201342\n",
+      "3.661966684720111\n",
+      "1.0723805294763606\n",
+      "2.0346989949375804\n",
+      "0.9486832980505142\n",
+      "0.556776436283002\n",
+      "1.2124355652982142\n",
+      "1.9209372712298547\n",
+      "1.0049875621120885\n",
+      "0.43588989435406733\n",
+      "3.6945906403822333\n",
+      "0.6082762530298215\n",
+      "0.43588989435406783\n",
+      "0.7211102550927977\n",
+      "3.682390527904394\n",
+      "1.4491376746189435\n",
+      "1.0816653826391966\n",
+      "1.3076696830622019\n",
+      "3.8858718455450894\n",
+      "0.346410161513776\n",
+      "0.31622776601683816\n",
+      "1.3527749258468686\n",
+      "4.031128874149275\n",
+      "1.445683229480096\n",
+      "1.374772708486752\n",
+      "1.2489995996796799\n",
+      "4.052159917870962\n",
+      "1.161895003862225\n",
+      "0.4242640687119286\n",
+      "2.0999999999999996\n",
+      "3.923009049186606\n",
+      "0.8660254037844384\n",
+      "3.971145930332956\n",
+      "1.5\n",
+      "3.7696153649941526\n",
+      "1.2569805089976536\n",
+      "4.004996878900157\n",
+      "0.6557438524301997\n",
+      "1.0630145812734648\n",
+      "1.2845232578665124\n",
+      "2.48596057893121\n",
+      "1.5588457268119893\n",
+      "4.047221268969612\n",
+      "1.5588457268119895\n",
+      "1.7944358444926358\n",
+      "3.8223029707232783\n",
+      "3.7121422386541165\n",
+      "0.6557438524302002\n",
+      "4.2391036788453285\n",
+      "4.080441152620633\n",
+      "0.5099019513592782\n",
+      "4.158124577258358\n",
+      "0.8831760866327844\n",
+      "0.9486832980505139\n",
+      "1.7146428199482244\n",
+      "1.3638181696985856\n",
+      "1.7748239349298849\n",
+      "0.5916079783099616\n",
+      "0.9055385138137412\n",
+      "4.1036569057366385\n",
+      "0.8831760866327849\n",
+      "1.3304134695650072\n",
+      "1.2\n",
+      "1.4071247279470291\n",
+      "2.463736998950984\n",
+      "0.8062257748298551\n",
+      "4.621688003316537\n",
+      "2.2649503305812257\n",
+      "3.646916505762094\n",
+      "1.7606816861659005\n",
+      "0.8366600265340759\n",
+      "0.3464101615137755\n",
+      "0.7549834435270752\n",
+      "0.8185352771872447\n",
+      "1.38924439894498\n",
+      "1.1747340124470729\n",
+      "3.8522720568516444\n",
+      "4.080441152620633\n",
+      "3.8678159211627428\n",
+      "4.6551047249229525\n",
+      "0.8366600265340757\n",
+      "1.8303005217723125\n",
+      "4.154515615568198\n",
+      "1.3190905958272918\n",
+      "4.060788100849391\n",
+      "1.3490737563232043\n",
+      "1.0246950765959595\n",
+      "1.2884098726725126\n",
+      "4.242640687119285\n",
+      "0.7416198487095662\n",
+      "1.5099668870541503\n",
+      "1.0099504938362078\n",
+      "1.5165750888103102\n",
+      "1.0\n",
+      "1.1224972160321824\n",
+      "1.1135528725660047\n",
+      "3.9471508711981103\n",
+      "3.989987468652\n",
+      "3.9987498046264407\n",
+      "3.991240408695021\n",
+      "1.3453624047073711\n",
+      "3.9217343102255153\n",
+      "1.0677078252031311\n",
+      "1.9235384061671346\n",
+      "1.0630145812734646\n",
+      "4.219004621945797\n",
+      "0.8185352771872447\n",
+      "4.1085277168348275\n",
+      "1.4764823060233405\n",
+      "4.018706259482023\n",
+      "2.4617067250182347\n",
+      "4.146082488325576\n",
+      "4.1\n",
+      "4.034848200366402\n",
+      "1.3416407864998734\n",
+      "2.511971337416094\n",
+      "0.45825756949558427\n",
+      "1.1045361017187254\n",
+      "1.70293863659264\n",
+      "2.4289915602982237\n",
+      "1.0295630140987\n",
+      "0.9165151389911679\n",
+      "3.9572717874818757\n",
+      "1.048808848170151\n",
+      "0.3741657386773941\n",
+      "1.61245154965971\n",
+      "4.959838707054898\n",
+      "2.3706539182259396\n",
+      "1.3747727084867527\n",
+      "2.503996805109783\n",
+      "5.128352561983234\n",
+      "1.183215956619923\n",
+      "1.6309506430300096\n",
+      "0.38729833462074187\n",
+      "5.30754180388624\n",
+      "1.813835714721706\n",
+      "1.2845232578665127\n",
+      "0.6633249580710799\n",
+      "5.270673581241776\n",
+      "1.7406895185529214\n",
+      "1.140175425099138\n",
+      "0.8062257748298545\n",
+      "5.164300533470143\n",
+      "1.9672315572906003\n",
+      "5.262128846769148\n",
+      "1.170469991071963\n",
+      "5.016971197844373\n",
+      "2.222611077089287\n",
+      "5.264978632435274\n",
+      "1.9672315572906003\n",
+      "1.94164878389476\n",
+      "2.4269322199023193\n",
+      "3.722902093797257\n",
+      "2.762245463386627\n",
+      "5.31224999411737\n",
+      "2.8195744359743373\n",
+      "3.0757112998459397\n",
+      "5.07247474118896\n",
+      "4.917316341257699\n",
+      "1.5066519173319362\n",
+      "5.496362433464518\n",
+      "5.389805191284746\n",
+      "1.7262676501632064\n",
+      "5.463515351859094\n",
+      "1.593737745050923\n",
+      "0.9486832980505137\n",
+      "2.9765752132274437\n",
+      "2.6419689627245817\n",
+      "1.14455231422596\n",
+      "1.367479433117735\n",
+      "2.083266665599966\n",
+      "5.310367218940701\n",
+      "0.8831760866327849\n",
+      "0.8544003745317534\n",
+      "1.0583005244258363\n",
+      "2.5416530054277673\n",
+      "1.2922847983320087\n",
+      "1.1\n",
+      "5.87196730236128\n",
+      "1.02469507659596\n",
+      "4.851803788283282\n",
+      "3.082207001484488\n",
+      "1.5684387141358123\n",
+      "1.42828568570857\n",
+      "1.8357559750685826\n",
+      "1.1789826122551597\n",
+      "2.483948469674844\n",
+      "1.1747340124470729\n",
+      "5.118593556827891\n",
+      "5.25452186216786\n",
+      "5.176871642217915\n",
+      "5.945586598477901\n",
+      "1.1575836902790229\n",
+      "0.7416198487095662\n",
+      "5.4387498563548595\n",
+      "0.8831760866327847\n",
+      "5.345091205957107\n",
+      "2.5099800796022267\n",
+      "1.8788294228055937\n",
+      "2.5416530054277673\n",
+      "5.520869496736904\n",
+      "1.5968719422671311\n",
+      "0.9165151389911679\n",
+      "1.0862780491200212\n",
+      "0.46904157598234325\n",
+      "1.077032961426901\n",
+      "0.8831760866327848\n",
+      "0.3464101615137756\n",
+      "5.221110992882646\n",
+      "5.268775948927796\n",
+      "5.222068555658764\n",
+      "5.262128846769148\n",
+      "1.9924858845171278\n",
+      "5.186520991955976\n",
+      "2.3706539182259396\n",
+      "0.8124038404635959\n",
+      "1.7691806012954132\n",
+      "5.517245689653488\n",
+      "2.1047565179849186\n",
+      "5.359104402789705\n",
+      "0.648074069840786\n",
+      "5.282991576748916\n",
+      "1.1224972160321824\n",
+      "5.410175597889592\n",
+      "5.404627646748664\n",
+      "5.332916650389353\n",
+      "2.6608269391300143\n",
+      "3.793415347678132\n",
+      "1.3747727084867518\n",
+      "2.2494443758403984\n",
+      "2.9427877939124327\n",
+      "3.685105154537656\n",
+      "1.0295630140987007\n",
+      "1.7088007490635064\n",
+      "5.089204259999789\n",
+      "1.5937377450509227\n",
+      "1.643167672515499\n"
+     ]
+    }
+   ],
+   "source": [
+    "#NOTE: not working yet\n",
+    "#NOTE: implementation needs to be finalized\n",
+    "\n",
+    "def main():\n",
+    "    #prepare data\n",
+    "    trainingSet = []\n",
+    "    testSet = []\n",
+    "    split = 0.75\n",
+    "    fname = 'Iris.csv'\n",
+    "    df = pd.read_csv(fname)\n",
+    "    nData = len(df.index)\n",
+    "    rnd = random.sample(range(nData),nData)\n",
+    "    trainingIndex = rnd[:int(split*nData)]\n",
+    "    testIndex = rnd[int(split*nData):]\n",
+    "    print('Training data=',trainingIndex)\n",
+    "    print('Test data=',testIndex)\n",
+    "    predictions = []\n",
+    "    \n",
+    "    for x1 in testIndex:\n",
+    "        for x2 in trainingIndex:\n",
+    "            dist = euclDist(df.iloc[x1],df.iloc[x2],range(4))\n",
+    "            print(dist)\n",
+    "    \n",
+    "main()"
+   ]
   }
  ],
  "metadata": {
diff --git a/iris.csv b/iris.csv
new file mode 100644
index 0000000..ba0ebd2
--- /dev/null
+++ b/iris.csv
@@ -0,0 +1,151 @@
+sepal_length,sepal_width,petal_length,petal_width,species
+5.1,3.5,1.4,0.2,setosa
+4.9,3.0,1.4,0.2,setosa
+4.7,3.2,1.3,0.2,setosa
+4.6,3.1,1.5,0.2,setosa
+5.0,3.6,1.4,0.2,setosa
+5.4,3.9,1.7,0.4,setosa
+4.6,3.4,1.4,0.3,setosa
+5.0,3.4,1.5,0.2,setosa
+4.4,2.9,1.4,0.2,setosa
+4.9,3.1,1.5,0.1,setosa
+5.4,3.7,1.5,0.2,setosa
+4.8,3.4,1.6,0.2,setosa
+4.8,3.0,1.4,0.1,setosa
+4.3,3.0,1.1,0.1,setosa
+5.8,4.0,1.2,0.2,setosa
+5.7,4.4,1.5,0.4,setosa
+5.4,3.9,1.3,0.4,setosa
+5.1,3.5,1.4,0.3,setosa
+5.7,3.8,1.7,0.3,setosa
+5.1,3.8,1.5,0.3,setosa
+5.4,3.4,1.7,0.2,setosa
+5.1,3.7,1.5,0.4,setosa
+4.6,3.6,1.0,0.2,setosa
+5.1,3.3,1.7,0.5,setosa
+4.8,3.4,1.9,0.2,setosa
+5.0,3.0,1.6,0.2,setosa
+5.0,3.4,1.6,0.4,setosa
+5.2,3.5,1.5,0.2,setosa
+5.2,3.4,1.4,0.2,setosa
+4.7,3.2,1.6,0.2,setosa
+4.8,3.1,1.6,0.2,setosa
+5.4,3.4,1.5,0.4,setosa
+5.2,4.1,1.5,0.1,setosa
+5.5,4.2,1.4,0.2,setosa
+4.9,3.1,1.5,0.1,setosa
+5.0,3.2,1.2,0.2,setosa
+5.5,3.5,1.3,0.2,setosa
+4.9,3.1,1.5,0.1,setosa
+4.4,3.0,1.3,0.2,setosa
+5.1,3.4,1.5,0.2,setosa
+5.0,3.5,1.3,0.3,setosa
+4.5,2.3,1.3,0.3,setosa
+4.4,3.2,1.3,0.2,setosa
+5.0,3.5,1.6,0.6,setosa
+5.1,3.8,1.9,0.4,setosa
+4.8,3.0,1.4,0.3,setosa
+5.1,3.8,1.6,0.2,setosa
+4.6,3.2,1.4,0.2,setosa
+5.3,3.7,1.5,0.2,setosa
+5.0,3.3,1.4,0.2,setosa
+7.0,3.2,4.7,1.4,versicolor
+6.4,3.2,4.5,1.5,versicolor
+6.9,3.1,4.9,1.5,versicolor
+5.5,2.3,4.0,1.3,versicolor
+6.5,2.8,4.6,1.5,versicolor
+5.7,2.8,4.5,1.3,versicolor
+6.3,3.3,4.7,1.6,versicolor
+4.9,2.4,3.3,1.0,versicolor
+6.6,2.9,4.6,1.3,versicolor
+5.2,2.7,3.9,1.4,versicolor
+5.0,2.0,3.5,1.0,versicolor
+5.9,3.0,4.2,1.5,versicolor
+6.0,2.2,4.0,1.0,versicolor
+6.1,2.9,4.7,1.4,versicolor
+5.6,2.9,3.6,1.3,versicolor
+6.7,3.1,4.4,1.4,versicolor
+5.6,3.0,4.5,1.5,versicolor
+5.8,2.7,4.1,1.0,versicolor
+6.2,2.2,4.5,1.5,versicolor
+5.6,2.5,3.9,1.1,versicolor
+5.9,3.2,4.8,1.8,versicolor
+6.1,2.8,4.0,1.3,versicolor
+6.3,2.5,4.9,1.5,versicolor
+6.1,2.8,4.7,1.2,versicolor
+6.4,2.9,4.3,1.3,versicolor
+6.6,3.0,4.4,1.4,versicolor
+6.8,2.8,4.8,1.4,versicolor
+6.7,3.0,5.0,1.7,versicolor
+6.0,2.9,4.5,1.5,versicolor
+5.7,2.6,3.5,1.0,versicolor
+5.5,2.4,3.8,1.1,versicolor
+5.5,2.4,3.7,1.0,versicolor
+5.8,2.7,3.9,1.2,versicolor
+6.0,2.7,5.1,1.6,versicolor
+5.4,3.0,4.5,1.5,versicolor
+6.0,3.4,4.5,1.6,versicolor
+6.7,3.1,4.7,1.5,versicolor
+6.3,2.3,4.4,1.3,versicolor
+5.6,3.0,4.1,1.3,versicolor
+5.5,2.5,4.0,1.3,versicolor
+5.5,2.6,4.4,1.2,versicolor
+6.1,3.0,4.6,1.4,versicolor
+5.8,2.6,4.0,1.2,versicolor
+5.0,2.3,3.3,1.0,versicolor
+5.6,2.7,4.2,1.3,versicolor
+5.7,3.0,4.2,1.2,versicolor
+5.7,2.9,4.2,1.3,versicolor
+6.2,2.9,4.3,1.3,versicolor
+5.1,2.5,3.0,1.1,versicolor
+5.7,2.8,4.1,1.3,versicolor
+6.3,3.3,6.0,2.5,virginica
+5.8,2.7,5.1,1.9,virginica
+7.1,3.0,5.9,2.1,virginica
+6.3,2.9,5.6,1.8,virginica
+6.5,3.0,5.8,2.2,virginica
+7.6,3.0,6.6,2.1,virginica
+4.9,2.5,4.5,1.7,virginica
+7.3,2.9,6.3,1.8,virginica
+6.7,2.5,5.8,1.8,virginica
+7.2,3.6,6.1,2.5,virginica
+6.5,3.2,5.1,2.0,virginica
+6.4,2.7,5.3,1.9,virginica
+6.8,3.0,5.5,2.1,virginica
+5.7,2.5,5.0,2.0,virginica
+5.8,2.8,5.1,2.4,virginica
+6.4,3.2,5.3,2.3,virginica
+6.5,3.0,5.5,1.8,virginica
+7.7,3.8,6.7,2.2,virginica
+7.7,2.6,6.9,2.3,virginica
+6.0,2.2,5.0,1.5,virginica
+6.9,3.2,5.7,2.3,virginica
+5.6,2.8,4.9,2.0,virginica
+7.7,2.8,6.7,2.0,virginica
+6.3,2.7,4.9,1.8,virginica
+6.7,3.3,5.7,2.1,virginica
+7.2,3.2,6.0,1.8,virginica
+6.2,2.8,4.8,1.8,virginica
+6.1,3.0,4.9,1.8,virginica
+6.4,2.8,5.6,2.1,virginica
+7.2,3.0,5.8,1.6,virginica
+7.4,2.8,6.1,1.9,virginica
+7.9,3.8,6.4,2.0,virginica
+6.4,2.8,5.6,2.2,virginica
+6.3,2.8,5.1,1.5,virginica
+6.1,2.6,5.6,1.4,virginica
+7.7,3.0,6.1,2.3,virginica
+6.3,3.4,5.6,2.4,virginica
+6.4,3.1,5.5,1.8,virginica
+6.0,3.0,4.8,1.8,virginica
+6.9,3.1,5.4,2.1,virginica
+6.7,3.1,5.6,2.4,virginica
+6.9,3.1,5.1,2.3,virginica
+5.8,2.7,5.1,1.9,virginica
+6.8,3.2,5.9,2.3,virginica
+6.7,3.3,5.7,2.5,virginica
+6.7,3.0,5.2,2.3,virginica
+6.3,2.5,5.0,1.9,virginica
+6.5,3.0,5.2,2.0,virginica
+6.2,3.4,5.4,2.3,virginica
+5.9,3.0,5.1,1.8,virginica
diff --git a/iris.json b/iris.json
new file mode 100644
index 0000000..04cc028
--- /dev/null
+++ b/iris.json
@@ -0,0 +1,9 @@
+{
+  "columns": [
+    { "name": "sepal_length", "type": "number", "label": "Sepal Length" },
+    { "name": "sepal_width",  "type": "number", "label": "Sepal Width" },
+    { "name": "petal_length", "type": "number", "label": "Petal Length" },
+    { "name": "petal_width",  "type": "number", "label": "Petal Width" },
+    { "name": "species",      "type": "string", "label": "Species" }
+  ]
+}
\ No newline at end of file