{ "cells": [ { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import numpy as np\n", "from scipy.stats import norm, expon, chi2, uniform\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Standard distributions sampling\n", "## Ex 1.\n", "Use scipy to take samples from the following distributions:\n", "1. Normal distribution with $\\mu$=1 and $\\sigma$=4,\n", "2. Exponential distribution with $\\lambda = \\dfrac{1}{4}$,\n", "3. Chi-squared distribution with 8 degrees of freedom,\n", "4. Uniform distribution with borders [$-2\\sqrt{3}, 6\\sqrt{3}$].\n", "\n", "Compare their theoretical and sample distribution, mean and variance." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAD8CAYAAACb4nSYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzt3Xl8lOW58PHfNdkTsgFhR4OICwgoRhBFUSgIIjsoiIKtrdqWVru9x77n8/a17el5a0/PsdpVqyKuiLJKQUDBDZFFZS0giwgRZcm+J5O53z+egYZ5npAJmX2u7+eTTyb3fc/MxSRc88y9ijEGpZRS8cEV7gCUUkqFjiZ9pZSKI5r0lVIqjmjSV0qpOKJJXyml4ogmfaWUiiOa9JVSKo5o0ldKqTiiSV8ppeJIYrgD8NWxY0eTn58f7jCUUiqqfPzxx6eMMXkttYu4pJ+fn8/WrVvDHYZSSkUVEfnCn3bavaOUUnFEk75SSsURTfpKKRVHNOkrpVQc0aSvlFJxRJO+UkrFEU36SikVRzTpK6VUHNGkr5RSEaRdu3Znbv/sZz+jX79+/OxnPwvY40fcilylotXOwrJW36d/j+wgRKKCye12k5gYmtT55JNPcvLkSVJSUgL2mJr0lVLhcf/9wX+OJ5+0FR0+fJixY8cybNgwPvzwQ7p3786yZctIS0tj27ZtPPDAA1RXV9O7d2+effZZcnNzuemmm7juuuvYsGEDEyZMYOfOnaSlpbF3716++OIL5s2bx/z589m4cSNDhgzhueeesz1vfn4+d9xxB+vXrwfg5Zdf5uKLL+bzzz/nzjvvxO12M2bMmDPtJ0yYQFVVFUOGDOHnP/85d9xxR0BeEu3eUUrFnf379/P973+f3bt3k5OTw6JFiwCYPXs2jz76KDt27KB///788pe/PHOf0tJS3n33XX7yk58AUFJSwrp163jssccYP348P/rRj9i9ezc7d+5k27Ztjs+blZXF5s2bmTt3Lg899BAADz74IN/97nfZsmULXbp0OdN2+fLlZ96IApXwQZO+UioO9erViyuvvBKAq6++msOHD1NWVkZpaSnDhw8HYM6cObz33ntn7uObeMePH4+I0L9/fzp37kz//v1xuVz069ePw4cPOz7vzJkzz3zfuHEjABs2bDhTfvfddwf03+lEk75SKu407SNPSEjA7Xa3eJ+MjAzHx3C5XGc9nsvlavbxRKTF28GmSV8ppYDs7Gxyc3N5//33AXjhhRfOXPUHyquvvnrm+9ChQwG4/vrrWbBgAQAvvfRSQJ/PiQ7kKqXCw2GQNdzmz59/ZiD3oosuYt68eQF9/Lq6OoYMGYLH4+GVV14B4PHHH+fOO+/k8ccfZ+rUqQF9PidijAn6k7RGQUGB0UNUVDTSKZvqXE4fENWxY8egPL6IfGyMKWipnXbvKKVUHNHuHaWUCoHmZvSEmiZ9FbVa252iXSlKafeOUkrFFU36SikVRzTpK6VUHNGkr5RScUSTvlJKxRFN+kopFUc06SulVBzRpK+UUnFEk75SSsURTfpKKRVH/Er6IjJGRPaJyAERedih/kYR+URE3CIyzadujojs937NCVTgSimlWq/FvXdEJAH4MzAKKAS2iMhyY8w/mzQ7AtwD/NTnvu2B/wsUAAb42HvfksCEr1SQ1Nayd9t+EoqLSSwuwlVTfabKJCbSmJ1DY/sOuDt0pDEnF0J48pFSbeHPhmuDgQPGmEMAIrIAmAicSfrGmMPeOo/PfW8B1hpjir31a4ExwCttjlypQPJ4YN8+2LMH9u6FI0fIq6zz767tMqnr3Ye63n2ovawvnizd2E1FLn+SfnfgaJOfC4Ehfj6+0327+zYSkfuA+wAuuOACPx9aqQA4cQI2bICNG6Gs9YegALgqK0jb/glp2z8BEWov7Uv1NUOovawfJCQEOGCl2safpO/0udXf47b8uq8x5ingKbBOzvLzsZU6f4WFsHw5bN8e2Mc1htS9u0nduxtPVjYVN4+i6pprIVF3MVeRwZ+/xEKgZ5OfewDH/Hz8QuAmn/u+4+d9lQq848dh2TL4+OOgP5WrvIzsZa/T7t11VIwcTfXVg8GlE+ZUePmT9LcAfUSkF/AlMAO408/HXw38p4jken8eDfy81VEq1VZuN7zxBqxaBY2Nft2lMbcD7rw83O074snKwngHa121tSSUlpBYdIqkr45Bo/ucj5NQWkzOogWkb/mI0sm34+7arc3/HKXOV4tJ3xjjFpG5WAk8AXjWGLNbRH4FbDXGLBeRa4AlQC4wXkR+aYzpZ4wpFpFfY71xAPzq9KCuUqGS/PkhchYvgOrSczd0uWDAABg4EC67jOPVfvTHNzSQ8sXnpOzfS9q2T0goa/45ko8cptMTv6fippFUjBgNSUmt/Jco1XZiTGR1oRcUFJitW7eGOwwVBVo8LtHjIXPdGjLfXg3G0CEj2bldbi6MGAHXXgtZWf4/vsPzpezfR8ZHG0jds+ucTRu69aB41j30Hdi7dc+hVDNE5GNjTEFL7XR0ScUkV2UFuQteIOXAZ803ys6GW2+FYcMCM9DqclF36eXUXXo5SccKyVyzitS9ux2bJh0rpNMT/wXfvw8GDWr7cyvlJ036KuYkFR6hw/yncVWUOzdwueCWW2DcuKB1sTR060HxPd8h+fOD5CxaQOKpk7Y2UlcHTz4Jo0fDlCm6wEuFhCZ9FVNS9+wi9+X5SEODc4P8fJg9G7rblosERX2v3px48H+R+c5bZK5/CzwOg8hr1sCpU/Ctb2k/vwo6TfoqZmR8+B7ZbywBp3EqEasrZ/z40E+bTEqiYtRYai/vR/uX5pNQUmRv88knUFoK3/seZGaGNj4VV3TSsIp+xpC5dhXZyxc7JnxPegZF37wfJk4M6zz5hh4XcOKHP6G23wDnBocOwe9+ByW6NZUKHk36KroZQ9abb1gzdBy4u3TjxA9/Rt0ll4U4MGcmLZ3iu75J+S3jnBucOAG//z0UOXwaUCoANOmr6GUM2SuW0u7ddY7VdZdcxskHfognJyfEgbVAhMqbR1EyY7bzrKFTp+C//9v6rlSAadJX0ckYslYuJ2PDu47V1YOHUnTPfZjU1BAH5r+aKwfBQw9Berq9sqjIuuLXrh4VYJr0VXR6803avb/esapy2E2UTr49Ova56dMHfvxjyMiw15WUwGOPQUVF6ONSMSsK/lco5ePdd2HpUseqyuEjKR83MbrmvPfsCT/9qfOsnePH4YknoKYm9HGpmKRJX0WXrVvhFeczeCpuHkX5mNuiK+Gf1q2blfibbANxxpEj8Je/WJvGKdVGmvRV9Dh4EObNc5yWWXX9cCpG3xqdCf+0Ll3gwQed+/g/+wyef955DYJSraCLs5RfWrv5WP8eAT4y8OTJZq92qwddQ9ltk6I74Z/WowfMnQt/+APU159dt2kTdOoEt90WnthUTNArfRX5qqvhj3+EykpbVe3lV1A6bWZsJPzTeveGBx5wPmrxjTes5K/UedKkryKbxwNPPWUNaPpo6HkhxXfOiY5ZOq3Vrx/cdZdz3fPPW6t3lToPMfi/RcWUpUthzx57eYcOFM2+N7Y3KLvuOhg71l7udlu7c5Y3s4uoUuegSV9Frq1bYbXD9gqpqTB3Lp5Mh5kusWbiRChwOBejtNRK/DqjR7WSJn0Vmb78EubPt5eLwH33WVMc44EI3HOPtSW0rwMH4PXXQx2RinKa9FXkqa2Fv/3NPnsFYPJkq787niQlWQO7Tou31q+HzZtDH5OKWpr0VWQxBl580dpt0tegQdYpU/EoN9f6hOM0aP3ii44D3Uo50aSvIssHH8CWLfbybt2sbo5YmprZWpdcAtOn28vr6qwZTs2dFqZUE5r0VeQoLIQFC+zlKSlW90ZKSuhjijQ33wzXXGMvLyyEhQtDH4+KOroiV0WEXQdPkPfHJ0gsq7bVlYyfQU1DKrRyVXA0aO1KZwC5aTyddu4jochnv/1Vb1GS052agVe1KaaAr6ZWEUWv9FVEyP7HUhJPnbSVVw8eau07r84wqakUz7oHEuzXbDlLFuIqLQ19UCpqaNJX4bd9O+mbN9qK3V26Ujp+ShgCinwN3XpQOn6yrVxqa2j/6gvWSmalHGjSV+FVVuY8Hz8xieKZc2J7xW0bVQ+5jtorBtrKkz8/SLv3nA+YUUqTvgofY6yEX1Vlqyq9bRLuzl3CEFQUEaFkyu14sux98FlrVpL05dEwBKUinV8DuSIyBngcSACeNsb81qc+BXgeuBooAu4wxhwWkSTgaWCQ97meN8b8vwDGr6LZ++/D7t224trL+lE95LqAP935DJpGOpOeQcnts+jwzF/P3mvf00juwpc48YOfOh++ruJWi1f6IpIA/BkYC/QFZopIX59m9wIlxpiLgceAR73l04EUY0x/rDeE+0UkPzChq6h28qTjFgKedpmUTpsR3/PxW6nu4kuovOEmW3ni8a/JWrsy9AGpiOZP985g4IAx5pAxph5YAEz0aTMRON0x+zowUkQEMECGiCQCaUA9oFsDxjuPx+rWqauzVZVMm4mnncN2A+qcykePw93Fvh9Ru/fWk3z48zBEpCKVP0m/O9C0c7DQW+bYxhjjBsqADlhvAFXAV8AR4PfGmOI2xqyi3bp1sH+/rbh68FDqLvP9EKn8kphI8R2zwOVz8Iox5L72EuLwBqvikz9J3+lztu9Bnc21GQw0At2AXsBPROQi2xOI3CciW0Vk68mT9rnaKoYcPw5LltiKG3PaU3ar7wdI1Rrurt0pHzXGVp5QdIqs1f8IQ0QqEvmT9AuBnk1+7gEca66NtysnGygG7gTeNMY0GGNOABsA2+bgxpinjDEFxpiCvLy81v8rVHQ4PVvHYQ/4ktvvxKSmhiGo2FI5fCQNPS6wlWdsfF+7eRTgX9LfAvQRkV4ikgzMAJb7tFkOzPHengasM8YYrC6dEWLJAK4F9gYmdBV13nkHDh60l48YQf1FF4c8nJjkclFy+yxI9FnfYAw5r7+sm7KplpO+t49+LrAa2AMsNMbsFpFficgEb7NngA4icgD4MfCwt/zPQDtgF9abxzxjzI4A/xtUNDh1ChYvtpfn5Vl75KuAcXfqTPnoW23liadOkvXWm2GISEUSvybwGmNWAit9yn7R5HYt1vRM3/tVOpWrOGMMvPCC86Eos2dDcjJQE/KwYlnlsOGk7fiUpMIjZ5W3e289Nf0HOnYBqfigK3JV8G3cCHsdevWGD7f2iFeB53JRMm2mw2weD7mvL4DGxvDEpcJOk74KrvJyeO01e3n79jBFN1MLJneXrlR84xZbeeLXx2j3/juhD0hFBE36KrgWLoRq+x753HUX6GydoKsYPtJx0VbWW2/a9+NXcUGTvgqeXbucjz4cMiT+DjcPl4QESqbeYd/Wwt1AzpKFZ+/Xo+KCJn0VHHV18PLL9vKMDOdzXlXQNPS8kKrrbrSVpxz4jLRPt4YhIhVOmvRVcKxYAUVF9vLp0yFT99YJtfLRt9KYk2srz16xFKm2b22tYpcmfRVwiV99CW+9Za+47DK49trQB6QwKSmUTrJ/wnJVV5G90netpYplmvRVYBlDzpLX7Mf1JSbCrFm6ZXIY1V3Wl5oB9kPT07duIvnzQ2GISIWDJn0VUOmbPiT5yGF7xbhx0KlTyONRZyu7bRImJcVWnrN0oeOeSCr2aNJXAeOqKCf7zRX2ii5dYPTo0AekbDxZ2ZSPuc1Wnnj8a527Hyc06auAyV65HKl12E5h1iw9si+CVA253nEbhqy3V5NQosddxDpN+iogkg8dcJ7+N3SobrUQaVwuSidPd5y7n73cYVM8FVM06au2a2wkZ6nDVgvp6TB1aujjUS1q6N7Tce5+6p5dsEM3wo1lmvRVm7X74F0STxy3V0yZonPyI1j5qLF4MrPsFQsWOO+IqmKCJn3VJq7SUjLfdtijPT8fhg0LeTzKfyY1lbJxk+wVRUWwalXoA1IhoUlftUnOiiWI71WhiM7JjxI1A6+irncfe8WaNXDiROgDUkGnSV+dt5T9+0jdtd1WXnXtMLhAD+mICiKUTZpu33ff7ba6eXRDtpijSV+dH7eb7GWv24o97TIpHz02DAGp8+XO60TljTfbK3bvhm3bQh+QCipN+uq8tHv/HRJPnbSVl906AZOWHoaIVFtU3DzKcUM2Fi7UQd0YoytmVKsllJSQuW61rbw+/yJqrioIQ0SqrUxKCmW3TaL9i/MoqmqS5Ku+puKF16m4ZVyz9+3fIzsEEapA0St91WrZ/1iKNDScXSguSidO1cHbKFbbbwB1l1xmK898bz0JDp/qVHTSpK9apdnB26HDcHftHoaIVMCIUDphKiT4dAA0usl5Y7EO6sYITfrKf2432csX2Yo9Ge0oHzUmDAGpQGvsmEeFw6Buyr491mpdFfU06Su/tdvwHokn7XO3y3XwNqZU3vQNGrNzbOXZbywF3249FXU06Su/uMqcV97WX9iL6kHXhCEiFSynB3V9JZQUkfnu22GISAWSJn3ll+xVyx1X3pbp4G1Mqr1iIHUX23dHzXznbRKKHc4+VlFDp2zGoZ2FZa1qn/z5QTpu+8RWXjXkehq69QhUWCqSiFA2YSqdHnsUTJOjL90NZK9YSvHse8MXm2oTvdJX5+bxkLPMYfA2PUNX3sY4d6fOVN4w3Fae+s+dpOzbE4aIVCD4lfRFZIyI7BORAyLysEN9ioi86q3fJCL5TeoGiMhGEdktIjtFJDVw4atgy/joAxK/PmYrLx9zGyY9IwwRqVCqGHGL4/bL2W8s1jN1o1SLSV9EEoA/A2OBvsBMEenr0+xeoMQYczHwGPCo976JwIvAA8aYfsBNgA7/RwlXZQVZa+xb7Db0uIDqa64NQ0Qq1ExqKmW3TrSVJ546SbsP3g1DRKqt/LnSHwwcMMYcMsbUAwsA37+CicB87+3XgZEiIsBoYIcxZjuAMabIGNMYmNBVsGW9ucLxzNvSCVN08DaO1Fw5iPr83rbyzHWrcZWVhiEi1Rb+DOR2B442+bkQGNJcG2OMW0TKgA7AJYARkdVAHrDAGPM73ycQkfuA+wAu0C15I0LS0S9I37rJVl5dMISGC/JbvH9rB4tVBBOhdOIUOj3x+7NW5Up9Pdkrl0O/H4QxONVa/lzpO13S+a7Hbq5NIjAMmOX9PllERtoaGvOUMabAGFOQl5fnR0gqqIwhZ6l922STmkr5mNvCEJAKN3fX7tY5CT7Stn8Cn30WhojU+fIn6RcCPZv83APwHdk708bbj58NFHvL3zXGnDLGVAMrgUFtDVoFV/qWj0j68qitvHz0rXja6Zm38ap89Fg8ToP3r7wCHo+9XEUkf5L+FqCPiPQSkWRgBrDcp81yYI739jRgnTHGAKuBASKS7n0zGA78MzChq2CQ6iqyV71hK3d36ep4pafih0lLp3zseHvFsWPwzjshj0ednxaTvjHGDczFSuB7gIXGmN0i8isRmeBt9gzQQUQOAD8GHvbetwT4H6w3jm3AJ8aYfwT+n6ECJWvNKqSm2lZeOnEauHRZR7yrLhhCQw+Hcbdly6C8PPQBqVbza0WuMWYlVtdM07JfNLldC0xv5r4vYk3bVBEu6VghGZs22MprrhxEfS/77A0Vh0QonTiVvL/84eytlmtrYckSmDOn+fuqiKCXbspiDNnLFtn2TDfJyZSNndDMnVQ8auh5IdUFvhP4gA8/hEOHQh+QahVN+gqA9E+2kPzF57byipFj8Dhss6viW/kt4zCpafaKl1/WQd0Ip0lfITXVZK30HZsHd14nKq+/MQwRqUjnaZdJ+S232iuOHoX33gt9QMpvmvQVWWvfxFVVaSsvmzgNEnUjVuWsasj1NDgdkblsGVRUhD4g5RdN+nEu8asvydj4vq28pv+VjvupK3WGy2VdGPiqrrYGdVVE0qQfz06vvPUdvE1Komyc/eQkpXzV5/eCoUPtFRs26KBuhNKkH8eaHbwdMRpPjg7eKj9NmQJpOqgbLTTpx6lmB2875lF5w81hiEhFrawsmGjfflkHdSOTJv04lbVmlQ7eqsAZPhx69rSXL12qK3UjjCb9OJRUeISMjz6wldcMuIq6PpeGISIV9VwuuPNOe3lNDSyyH7epwkeTfrzxeJwHb5OTHU9IUspvF10E119vL//oI91+OYJo0o83H3xAUuERW3HFyDE6eKvabvJkSE+3l7/8MjTqoXmRQJN+PKmocJw/7e7chcphw8MQkIo5mZnWbB5fX30Fb70V+niUjSb9eLJokbVwxkfppOmQkBCGgFRMGjYM8vPt5StWQHFxyMNRZ9OkHy8++ww2brQVVw+6RrdNVoElAnfdZX1vqr4eFiwIT0zqDE368cDthpdeshWb1DTKb9Vtk1UQ9OwJNzus99i+3fpSYaNJPx6sWQNff20rLhtzm555q4JnwgTIzraXv/KKdeiKCgtN+rHuxAn4h/2EyvoL8qkecl0YAlJxIy0Nbr/dXl5SAm/Yz2FWoaFJP5YZY02Vc7vPLhcXpZOn2/tclQq0q6+Gfv3s5W+/bW3ToEJO19vHss2bYc8eW3HlDcNxO+2DrlSgiVgrdR95BBoaACiqqgeg4U9/5+T3f2St5j2H/j0cuojUedMr/VhVWQkLF9rLO3SgYuSY0Mej4lfHjjBunK046cujZHxoP8tBBZde6ceAnYVltrLcV18k7bh9TnTxtHGYlJRQhKXUv4waZX3yPHbsrOKsNf+gtl9/GnPbhymw+KNX+jEoZf8+0j7daiuvGXAVtZdfEYaIVNxLTIS777aNI0l9PTlLX7PtBaWCR5N+jJH6enKWvGYrN6mplI2fHIaIlPK66CJrC2YfKfv2kLb90zAEFJ806ceYzLWrSCg+ZSsvGzsBT2ZWGCJSqolJk/Bk2Qdms99Y7Hi+gwo8TfoxJOnoF7T74B1beX1+b6oHO5xjqlSopaVROnGqrdhVVUn2G3qYeiho0o8Vbje5r79i7xtNSKR0yu06J19FjNp+A6jtN8BWnrbtY1L27A5DRPHFr6QvImNEZJ+IHBCRhx3qU0TkVW/9JhHJ96m/QEQqReSngQlb+cp85y0Sj9u3Wij/xi24O3UOQ0RKNa900jRMqv0w9ZylryG6RUNQtZj0RSQB+DMwFugLzBSRvj7N7gVKjDEXA48Bj/rUPwasanu4ykniV8fIXLfWVt7QtTuVN44IQ0RKnZsnM4uy2ybZyhPKSsleuSwMEcUPf670BwMHjDGHjDH1wALA91y9icB87+3XgZEiVn+CiEwCDgH6uS0YGhvJfe1l8PicSiQuSqfP1H3yVcSqvnqw45nM6Zs3krJ/Xxgiig/+JP3uQNNNMgq9ZY5tjDFuoAzoICIZwL8Bv2x7qMrR6tUkHSu0FVcOH0FDtx5hCEgpP4lQOuUOTHKyrSpn0QLt5gkSf1bkOo0A+q6kaK7NL4HHjDGVco6BRBG5D7gP4IILLvAjJAVAYaF1GpEPd6fOlI+8JQwBqXjktCLcX4257SkfO57sZYvOKk8oLSF75TJKp9zR1vCUD3+u9AuBnk1+7gEca66NiCQC2UAxMAT4nYgcBh4C/reIzPV9AmPMU8aYAmNMQV5eXqv/EXGpsRHmz7cfNi1CyfQ7ISkpPHEp1UpV1w5zPL0tffNGUj7bG4aIYps/SX8L0EdEeolIMjADWO7TZjkwx3t7GrDOWG4wxuQbY/KBPwD/aYz5U4Bij28rV8KRI7biyhtH0NDzwjAEpNR58l6oNNfN43Suszp/LSZ9bx/9XGA1sAdYaIzZLSK/EpHTZ+09g9WHfwD4MWCb1qkC6PBhK+n7cHfuQvmosaGPR6k2amzfgfKx9qM7E8pK9VzdAPNrl01jzEpgpU/ZL5rcrgWmt/AYj5xHfMpXfT08+yx4PGeXi4uSaTOtja2UikJV115P6q7tpBzcf3bFpk1w5ZUwaFB4AosxuiI32ixeDMeP24orRozSbh0V3UQonXan89bfL74IZec/YKz+RZN+NPnnP2H9eltxQ/eeVIwYHYaAlAqsxtxcSidOs1dUVcHzz+sWzAGgST9aVFTAvHn28sRESm6fpYuwVMyouarAcW8edu2Cd94JeTyxRpN+NDDGusopL7fXTZmCu3OX0MekVLCIUDp5Op6Mdva611+HL78MfUwxRJN+NHj/fdixw15+2WUwQvfWUbHH0y7Tmpjgy+2Gp58+c8i6aj2d6hGBmq5wTDz+NZ2efRHcZ/+Rm7R0jo+egudLh6t/pWJA3eX9qLp2GB12bj674tgxWLQIZswIT2BRTq/0I5jU19P+5edsCR+gZNoMPNk5oQ9KqRAqGzcRuna1V6xfD9u2hT6gGKBJP4Jlr1jiuEd+9eChzgNdSsWapCT49red15/Mnw9FRaGPKcpp0o9Qads+IX3zRlu5O68TZePs+5ArFbN69IApU+zl1dVW/77v/lPqnDTpR6CEUyfJWfKqvSIxieI75zgvXlEqlo0YAQMH2ssPHYJleuhKa+hAbpC1dttZqa8n78V5SF2dra50/GTcXX2PMlAqDojAnDnw619DScnZdatXQ+/ezm8Kykav9COJMWQvfY3Er313roaaAVdRPXhoGIJSKkJkZMB3vgMuh7Q1bx6cOhX6mKKQJv0Ikr55I+mfbLGVN+Z2oHTy7dbVjlLxrHdvmGDfjZOaGvjb33T+vh806UeIpMIj5CxfbK9ITKL47m9i0tJCH5RSkWjMGBjgMHvt6FF4+WXdn6cFmvQjgKuinPYvPAuNbltd6aRpetatUk2JwDe/CR062Os+/BDefTf0MUURTfrh5nbT/qXnrMMifFQXDKG6YEjoY1Iq0qWnwwMPOM/ff/VV+Oyz0McUJTTph1n2G0tIPnzIVt7QtbvzFrNKKcsFF8BMh/15PB546ikoLg59TFFAk34YpX+0gYxNG2zlnvQMimffq4ebK9WSYcPgxhvt5RUV8Je/gMPU53inST9MUvbvI2fZInuFuCi+65s05rYPfVBKRaM77oCLL7aXHz1qHS2qA7tn0aQfBoknjtP+pXlgPLa6svGTqL/I4Q9YKeUsMRHuvx9yc+1127bBkiWhjymCadIPMVdVJR2e+ztSW2urqy4YQtXQG8IQlVJRLitYUCTkAAAPZ0lEQVQLvvtd5y7R1athg70bNV5p0g+lhgbaz3+ahGL7ysH6Xr0pnTRdF2Apdb4uvNCayunkxRetM6aVJv2Q8Xho/8rzJB85bKtq7NCRoru/5Tz9TCnlv6uvhokT7eUej7Vi98iR0McUYTTLhIIxZC9fTOo/d9qrUtMouuc+THpGGAJTKvK1dtNC+l9H/+PH4aOPzi6vq4M//hH+7d+gY8fABRhl9Eo/BDLXryXjow/sFQmJFM2+F3dep9AHpVSsEoG774ZLLrHXlZfDE09YUzrjlCb9IMv48D0y16x0rCu5fZbO1FEqGBITrYHdbt3sdcePw+OPW4ewxCFN+sH00UdkO22iBpSNm0TNwKtCHJBScSQ9HX74Q+epnEePwp/+BPX1oY8rzDTpB8unn1pneDqoHHYTVTfcFNp4lIpHublW4k9Pt9cdPGgN7rrtGx3GMr+SvoiMEZF9InJARB52qE8RkVe99ZtEJN9bPkpEPhaRnd7vIwIbfoTavt3a+8NjX3xVffVgysc5zC5QSgXMzsKyf315Mtg3dQ6n6g1FVfVnf23+lGO/fSyuEn+LSV9EEoA/A2OBvsBMEenr0+xeoMQYczHwGPCot/wUMN4Y0x+YA7wQqMAj1o4d8OSTjgm/9oqBlE6doXPxlQqx+vxeFM/+NiTYJyym7P2n9X82ThK/P1M2BwMHjDGHAERkATARaLrSYSLwiPf268CfRESMMZ82abMbSBWRFGNMbO6CtGOH9XGxsdFWVdfnUopn3O181JtSKujq+lxK8cy7af/Sc7b9eIo2bqW2tJbiWff4tV6mf4/soMQYCv5koO7A0SY/F3rLHNsYY9xAGeB7wsFU4FOnhC8i94nIVhHZevLkSX9jjyxbt8Jf/+qY8Ot79ab4Ll18pVS41V4xkJLb73L8tJ26Zxcd5v8difHBXX+SvlNfhO+2dedsIyL9sLp87nd6AmPMU8aYAmNMQV5enh8hRZgPP4Snn3bs0qnP720tvkpJCUNgSilfNVddTcntsxwTf8r+fXR49knHvbFihT9JvxDo2eTnHsCx5tqISCKQDRR7f+4BLAFmG2MOtjXgiPP229YsHaftW/v0oeibmvCVijQ1VxVQMv1Ox8SffPggHf/+Z1yVsbmAy5+kvwXoIyK9RCQZmAEs92mzHGugFmAasM4YY0QkB/gH8HNjTGxtc2cMLF4MCxc6119yCfzgB5rwlYpQNYOuafaKP+nLo+T99XESiovCEFlwtZj0vX30c4HVwB5goTFmt4j8SkQmeJs9A3QQkQPAj4HT0zrnAhcD/0dEtnm/on/PAbcb5s2ztmx1csUV1txgTfhKRbSaqwqswVtXgq0uoegUeX/5A0lfHrXfMYqJibBTZQoKCszWrVvDHUbzqqut6V179zrXX301fOtfg7at3ixKKRVyKfv20OGFZ8HdYKszycmUzJxN7eVXnCmLxNk7IvKxMaagpXY6f7A1jh+H3/62+YR/ww3w7W/rLB2lokzdpZdz6t7vYlLTbHVSX0/755+h3XvrY+LoRU36/tq710r4x48710+YALNm6Tx8paJUfa+LOPndB2nMzrFXGkPWymXkLFoQ9Yu4NEO1xBir7/4Pf3Delc/lsrZxHTdOV9oqFeXcnbtw8nsP4e7S1bE+fesm8v72BJSUhDiywNGkfy61tVb//eLFzh/r0tLgBz+AYcNCH5tSKig82TmcfOBB6i693LE+qfAI/Md/NN/NG+E06TfnyBH4zW+s3TKd5OVZJ/D09d2GSCkV7UxqKkVzvkPV9cOdG1RWWp/+V6xwXJQZyXTE0Zcx1oKrxYsdt1QA4NJL4f77IUOPOFQqZrlclI2fTEOnzuQsWwQen3xgDLzxhnXFf++9zvv2RyCdstlUaSk8/zzs3t1sky+uvp7yMeN1wFapOJL0xWE6vDQPV7nzFGyTmkbp5NvPeTBSsKd56pTN1jAGNm2CX/6y+YSfkgL330/5rRM14SsVZxouzOfED3/a7PGmUltD7ivzyX15Pq6qyhBH1zravVNSAq+8Yh180pyePeE734HOnUEXWykVlzztMjn17e+R+fZqMtetcZzckbbjU1IO7qdswlRqBlwZkTP64jfpezzwzjuwdCnUnWN7/5EjYcoUXXCllAKXi4pRY6nr3Yf2C15w7O5xVVWS+8p80j/ZTOmk6TTmtg9DoM2Lzz79gwfh1Vfhiy+ab5OVBbNnQ//+ZxXrtgpKKQCpriJ38UJSdzXfS2CSkqi8eRQVN9xM/14dgxuPn3368XX5WlpqzcrZtOnc7a65BmbO1Nk5SqlmmfQMimfdQ9r2T8lZ+hpSW2NrIw0NZK5ZSfrmj+Deu+DK8Hf5xEfSr66GNWvgrbegwb6h0hlZWVayHzQodLEppaKXCDVXDqLuot7kLHmN1D27HJsllBZbR6n27g1Tp1rfwyS2u3fq6uDdd2HVKuctFJq68UaYPBnS08/ZTLt3lFLNSd29g5xlixz7+jtkJP/rhwEDrP26eva0tTtf8d29U1trDdKuXWutnDuXnj2tq/swvvMqpWJDbb8BHO99CVlrV5Hx4ftgmlmtu2OH9TVwoLVv14UXhizG2Er6paWwbh28/37LV/bt2sGkSXD99TrvXikVMCY1lbLxk6kaPJTsFUtI2b+v+cbbt1tfl18Oo0ZZ27oEuc8/NpJ+YaF1Vb9lS/NbJ5yWmAgjRsDYsZCert01SqmgcHfuQtG3HiB1726y3lwBlcXNN96zx/rq1s1K/oMHB22aePT36S9bBitXttxOBK67DsaPP2uPDE36Sqmg83jo/+VeWL4cis+R/E/LzoZHHmlxjLGp+OnTv+SScyd9lwuGDLGu7Dt3Dl1cSil1mssFQ4da08E//NCaXHKu5N+jR6sSfmtEf9K/7DLrBSosPLs8MRGuvRbGjLG2QVZKqXBLTLRmCl53HWzcaE0lP3HC3m7UqOCFELRHDhUR6wWaN8/6OSMDbrrJ+srKCmdkSinlLDHROlN72DBrFs/atbB/v1XXo4d1MRuspw7aI4dSQQFs2AAFBezq2ReTnAzlBprZBlUppSKCiDVtc+BAOHzYSv4DBwZ1Bk9sJP3ERPjJTwAwOjCrlIpG+fnWbr5BphPUlVIqjmjSV0qpOKJJXyml4ogmfaWUiiN+JX0RGSMi+0TkgIg87FCfIiKveus3iUh+k7qfe8v3icgtgQtdKaVUa7WY9EUkAfgzMBboC8wUkb4+ze4FSowxFwOPAY9679sXmAH0A8YAf/E+nlJKqTDw50p/MHDAGHPIGFMPLAAm+rSZCMz33n4dGCki4i1fYIypM8Z8DhzwPp5SSqkw8CfpdweONvm50Fvm2MYY4wbKgA5+3lcppVSI+LM4y2lpmO/WnM218ee+iMh9wH3eHytF5BwbUAdFR+BUiJ+ztSI9xkiPDzTGQNEYAyPQMfp1Eos/Sb8QaHqmVw/gWDNtCkUkEcgGiv28L8aYp4Cn/Ak4GERkqz9bkoZTpMcY6fGBxhgoGmNghCtGf7p3tgB9RKSXiCRjDcwu92mzHJjjvT0NWGesjfqXAzO8s3t6AX2AzYEJXSmlVGu1eKVvjHGLyFxgNZAAPGuM2S0ivwK2GmOWA88AL4jIAawr/Bne++4WkYXAPwE38H1jTAtHWymllAoWvzZcM8asBFb6lP2iye1aYHoz9/0N8Js2xBgKYetaaoVIjzHS4wONMVA0xsAIS4wRd1yiUkqp4NFtGJRSKo7EZdL3bhmxzft1WES2NdPusIjs9LZrxWntAYnxERH5skmctzbT7pxbZAQxvv8Skb0iskNElohITjPtQv4atmXbkBDF11NE1ovIHhHZLSIPOrS5SUTKmvz+f+H0WEGO85y/O7E84X0dd4jIoBDHd2mT12ebiJSLyEM+bUL+OorIsyJyQkR2NSlrLyJrRWS/93tuM/ed422zX0TmOLVpM2NMXH8B/w38opm6w0DHMMX1CPDTFtokAAeBi4BkYDvQN0TxjQYSvbcfBR6NhNfQn9cE+B7wN+/tGcCrIf7ddgUGeW9nAp85xHgTsCIcf3v+/u6AW4FVWOtxrgU2hTHWBOBr4MJwv47AjcAgYFeTst8BD3tvP+z0/wVoDxzyfs/13s4NdHxxeaV/mneriNuBV8Idy3nyZ4uMoDDGrDHW6muAj7DWYESCtmwbEhLGmK+MMZ94b1cAe4jOleoTgeeN5SMgR0S6himWkcBBY8wXYXr+M4wx72HNYmyq6d/cfGCSw11vAdYaY4qNMSXAWqw9ywIqrpM+cANw3Bizv5l6A6wRkY+9q4ZDba73Y/OzzXwcjJRtLr6FdcXnJNSvYVu2DQk5b9fSVcAmh+qhIrJdRFaJSL+QBmZp6XcXKX9/YH1ia+7iLdyvI0BnY8xXYL3pA50c2oTk9YyNM3IdiMhbQBeHqn83xizz3p7Jua/yrzfGHBORTsBaEdnrfRcPeozAX4FfY/3H+zVWN9S3fB/C4b4Bm47lz2soIv+OtQbjpWYeJqivoYO2bBsSUiLSDlgEPGSMKfep/gSrq6LSO56zFGtxYyi19LuLlNcxGZgA/NyhOhJeR3+F5PWM2aRvjPnGuerF2i5iCnD1OR7jmPf7CRFZgtV1ELCE1VKMp4nI34EVDlV+bXNxvvx4DecAtwEjjbdT0uExgvoaOmjLtiEhIyJJWAn/JWPMYt/6pm8CxpiVIvIXEelojAnZfjJ+/O6C+vfXCmOBT4wxx30rIuF19DouIl2NMV95u8BOOLQpxBqDOK0H8E6gA4nn7p1vAHuNMYVOlSKSISKZp29jDVzucmobDD59o5ObeW5/tsgIVnxjgH8DJhhjqptpE47XsC3bhoSEd/zgGWCPMeZ/mmnT5fQ4g4gMxvq/WhTCGP353S0HZntn8VwLlJ3uwgixZj+xh/t1bKLp39wcYJlDm9XAaBHJ9XbnjvaWBVYoR7Uj6Qt4DnjAp6wbsNJ7+yKsmR/bgd1YXRqhjO8FYCeww/sH09U3Ru/Pt2LN/jgYyhixzkY4Cmzzfv3NN75wvYZOrwnwK6w3KIBU4DXvv2EzcFGIf7fDsD6272jy+t0KPHD6bxKY633NtmMNlF8X4hgdf3c+MQrWAUsHvX+rBaGM0RtDOlYSz25SFtbXEesN6CugAevq/V6sMaO3gf3e7+29bQuAp5vc91vev8sDwDeDEZ+uyFVKqTgSz907SikVdzTpK6VUHNGkr5RScUSTvlJKxRFN+kopFUc06SulVBzRpK+UUnFEk75SSsWR/w/YZ332DgAgWQAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Distribution mean: 1.0\n", "Distribution variance: 16.0\n", "Sample mean: 0.9630544011221167\n", "Sample variance: 16.196279861898766\n" ] } ], "source": [ "#1. Normal\n", "#This one I'll do for you :-)\n", "\n", "rv_norm = norm(loc = 1, scale = 4)\n", "x = np.linspace(rv_norm.ppf(0.01), rv_norm.ppf(0.99), 100)\n", "fig, ax = plt.subplots(1, 1)\n", "ax.plot(x, rv_norm.pdf(x), 'r-', lw=5, alpha=0.6, label='norm pdf')\n", "r = rv_norm.rvs(size=1000)\n", "ax.hist(r, density=True, histtype='stepfilled', alpha=0.2, bins = x[::4])\n", "\n", "\n", "ax.legend(loc='best', frameon=False)\n", "plt.show()\n", "\n", "print(\"Distribution mean: {0}\".format(rv_norm.stats(moments='m')))\n", "print(\"Distribution variance: {0}\".format(rv_norm.stats(moments='v')))\n", "print(\"Sample mean: {0}\".format(np.mean(r)))\n", "print(\"Sample variance: {0}\".format(np.var(r)))" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAD8CAYAAACb4nSYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzt3Xl8VPW9//HXZyYLCVsgBEV2FBTcggRQEZeLItoK1Z8LrlhtLfb6a3vv9fHQ36+PLg9v+7vtrbfX2+ted2uLS6ulLV6rqHUDJWETRErACGENWSBkn+T7++NMYJKZkElIZiYz7+fjcR4z8/1+z8wnh+FzznzP93yPOecQEZHU4It3ACIiEjtK+iIiKURJX0QkhSjpi4ikECV9EZEUoqQvIpJClPRFRFKIkr6ISApR0hcRSSFp8Q6gvWHDhrlx48bFOwwRkT6lqKhov3Mur7N2CZf0x40bR2FhYbzDEBHpU8zsy2jaqXtHRCSFKOmLiKQQJX0RkRQSVdI3s3lmttnMis3s3gj1/2xmn5nZejNbbmZjQ+qazWxtcFnak8GLiEjXdHoi18z8wEPAJUApsMrMljrnPgtptgYocM7VmtmdwL8D1wXr6pxz+T0ct4iIdEM0R/ozgGLn3DbnXCOwBFgQ2sA5945zrjb4ciUwqmfDjJJzsGMHlJXF5eNFRBJdNEM2RwI7Ql6XAjOP0v524PWQ1/3MrBAIAD9zzr3W5SiPxjn48ktYvRqKimD/frjoIli4sEc/RkQkGUST9C1CWcR7LJrZTUABcEFI8Rjn3C4zmwC8bWafOue2tlvvDuAOgDFjxkQV+GFFRfDrX7ctW7MGrrsOLFLoIiKpK5runVJgdMjrUcCu9o3M7GLg+8B851xDa7lzblfwcRvwLjC1/brOucedcwXOuYK8vE4vKGtryhTw+9uWVVXBtm1dex8RkTj78Y9/zP333w/A559/Tn5+PlOnTmXr1q2drBm9aJL+KmCimY03swxgIdBmFI6ZTQUew0v4+0LKh5hZZvD5MGAWEHoC+NhlZ8PkyeHlq1f36MeIiMTSa6+9xoIFC1izZg0nnnhij71vp907zrmAmd0FvAH4gaeccxvN7D6g0Dm3FPgFMAB42bwule3OufnAZOAxM2vB28H8rN2on54xbRps2NC2bPVquPpqdfGIJIJvfav3P+OxxyIW/+Y3v+FXv/oVjY2NzJw5k4cffpjS0lIuvvhiVqxYwdChQ7ngggv4wQ9+wKRJk5g3bx4zZ85kzZo1TJo0ieeee47s7GyWL1/O3XffTSAQYPr06TzyyCNkZmYybtw4Fi1axJ/+9Ceampp4+eWXOeWUU9rE8Mwzz/Dqq6/S0NDAF198wQ033MCPfvQjAH7605/y3HPPMXr0aPLy8pg2bRrLli3jgQcewO/389577/HOO+/02GaKau4d59wyYFm7sh+GPL+4g/U+Ak4/lgCjcuaZ4PNBSwvlNY1eWc0eylZ+StPosUdd9fRRg3s9PBGJj02bNvHiiy/y4Ycfkp6ezre//W1eeOEFbrnlFu655x4WL17MzJkzmTJlCnPnzqWkpITNmzfz5JNPMmvWLG677TYefvhh7rrrLm699VaWL1/OpEmTuOWWW3jkkUf43ve+B8CwYcNYvXo1Dz/8MPfffz9PPPFEWCyffPIJGzZsIDs7m+nTp/OVr3wFM2PJkiWsWbOGQCDAWWedxbRp07j88stZvHgxAwYM4O677+7RbZIcV+T27w8nnxxWnLVhXRyCEZFEsXz5coqKipg+fTr5+fksX76cbcHzfd/4xjeorq7m0UcfPdyPDjB69GhmzZoFwE033cQHH3zA5s2bGT9+PJMmTQJg0aJFvPfee4fXueqqqwCYNm0aJSUlEWO55JJLyM3NJSsri6uuuooPPviA999/nyuvvJLs7GwGDRrE/Pnze2MztJFws2x227RpsGlTm6Ks9es4OO8KdfGIpCjnHIsWLeLf/u3fwupqa2spLS0F4NChQwwcOBAAa5cvzAznIg5YPCwzMxMAv99PIBCI2Kaj921f3tuS40gfID8/LLn7K8tJ370zTgGJSLzNmTOHV155hX37vPElFRUVfPmlNwPxPffcw4033sh9993HN7/5zcPrbN++nRUrVgDwu9/9jvPOO49TTjmFkpISiouLAXj++ee54IIL6Io333yTiooK6urqeO2115g1axbnn38+r776KnV1dVRXV/OnP/2pJ/7so0qeI/2BA2HiRFjT9oRu1vq1NJ0QnwuERSSog5OsvW3KlCn85Cc/Ye7cubS0tJCens5DDz1ESUkJq1at4sMPP8Tv9/P73/+ep59+mosuuojJkyfz7LPP8q1vfYuJEydy55130q9fP55++mmuueaawydyFy9e3KVYzjvvPG6++WaKi4u54YYbKCgoAOC6664jPz+fsWPHMnv27N7YDG1YZz9bYq2goMB1+yYq775L+RPPtikKDMtj37/83w67eHQiV0RalZSU8NWvfpUN7UcDHqNnnnmGwsJCHnzwwR5931BmVuScK+isXfJ070DELp60/WWk7Qm7lkxEJCUlV9LPyaFx7Piw4ux1a+IQjIj0NePGjevxo3yAW2+9tVeP8rsiuZI+UHdG+CzOWevWeBOziYikuORL+qd3MIpn544O1hARSR1Jl/RbBg6icXz4PBVZ6uIREUm+pA9Qe+ZZYWVZ69XFIyKSlEm//rQzwNr+af4DVWSUfBGniEREEkNSJv2W/gNomBRhLp716uIRkdSWlEkfjtLF09ISh2hERBJD0ib9+smngb/tLBO+mkNkbt0Sp4hEROIvaZO+y8qi/uTwO2plrenmFA8iIkkgaZM+QG3+tLCyrA3rsMbGOEQjIhJ/SZ306yefigvOc93KGhvp91nPX2YtItIXJHXSJz3du0K3ney16uIRkdSU3EkfqJ0aPtNo5ubP8R2qjkM0IiLxlfRJv3HCSTQPzmlb6Fo0Zl9EUlLSJ33MqMsPH7OfvaYoDsGIiMRX8id9oDY/vIsnfceX+PeXxSEaEZH4SYmkHxhxAoHjTwgrzy76JA7RiIjET0okfYh8Qjd79SrNvCkiKSWFkv608JurHKiCzZvjFJGISOylTNJvGTSYhkmnhFd89FHsgxERiZOUSfoANQUzwwtXr4a6utgHIyISBymV9Osnn4bLym5b2NQERRq+KSKpIaWSPmlpESdhUxePiKSK1Er6QO206eGFW7fC3r2xD0ZEJMZSLuk3jRxN4Ljjwys+/DD2wYiIxFjKJX3MqCk4O7x8xQpobo59PCIiMRRV0jezeWa22cyKzezeCPX/bGafmdl6M1tuZmND6haZ2Zbgsqgng++uuqnTwOdvW3jwIKxfH5+ARERipNOkb2Z+4CHgMmAKcL2ZTWnXbA1Q4Jw7A3gF+PfgukOBHwEzgRnAj8xsSM+F3z0tAwZSd+rp4RXvvx/7YEREYiiaI/0ZQLFzbptzrhFYAiwIbeCce8c5Vxt8uRIYFXx+KfCmc67COVcJvAnM65nQj03tjHPCCz/7DMrLYx+MiEiMRJP0RwI7Ql6XBss6cjvwelfWNbM7zKzQzArLymIz82XDSZNoHpLbttA5Dd8UkaQWTdK3CGURZykzs5uAAuAXXVnXOfe4c67AOVeQl5cXRUg9wIza6RGu0P3wQ2hpiU0MIiIxFk3SLwVGh7weBexq38jMLga+D8x3zjV0Zd14qZk2A3ztNkFlJWzQjdNFJDlFk/RXARPNbLyZZQALgaWhDcxsKvAYXsLfF1L1BjDXzIYET+DODZYlhJbBOXB6hBO6770X+2BERGKg06TvnAsAd+El603AS865jWZ2n5nNDzb7BTAAeNnM1prZ0uC6FcC/4u04VgH3BcsSx+zZ4WUbNuiErogkpbRoGjnnlgHL2pX9MOT5xUdZ9yngqe4G2OtOPRVyc9smeee8o/0rr4xfXCIivSD1rshtz+eD888PL//gAwgEYh+PiEgvUtIHmDUL/O2u0D10yJtrX0QkiSjpAwwcCNMiTLn87rsxD0VEpDcp6be68MLwsq1bobQ05qGIiPQWJf1WEybAyAgXGutoX0SSiJJ+K7PIR/srV0JNTczDERHpDUr6oWbOhKystmVNTd5IHhGRJKCkHyoz0xvJ094772g+HhFJCkr67V10kdfVE6qyEtasiU88IiI9SEm/vWHD4Iwzwsvffjv2sYiI9DAl/UjmzAkvKy6G7dtjH4uISA9S0o9k0iQ44YTw8rfein0sIiI9SEk/ErPIR/urVnn9+yIifZSSfkdmzoQBA9qWtbSob19E+jQl/Y6kp3sjedp77z2or499PCIiPUBJ/2guuMBL/qHq63Wxloj0WVHdRCWZfVp64Kj1OSefSfbHHx1+nds/wzuhe9FF4dMxi4gkOB3pd+LQeRdGvlirsDAu8YiIHAsl/U4E8oZTP/m08Iq//tW7raKISB+ipB+FQ+f/Q3hhaal3A3URkT5EST8KjWPH0Th2fHjF66/raF9E+hQl/WiYcejCCBdrbd3qTc8gItJHKOlHqf6UUwkcH2Fqhtdfj30wIiLdpKQfLTOqL7w4vHzjRtixI/bxiIh0g5J+F9SdkQ95eeEVy5bFPhgRkW5Q0u8Knw8uvTS8fPVq2LUr9vGIiHSRkn5XnXMO5OSEl//lL7GPRUSki5T0uyotDebNCy8vKtLRvogkPCX97jjvPBg8uG2ZczraF5GEp6TfHenpkfv2i4pg9+7YxyMiEqWUn2Wzqw7PyjnhTI63P+I7VN2mvu75l6m8YVGbstNHtftVICISJzrS76709Ijj9rPWryFt9844BCQi0jkl/WNQM/NcWgYMDCsf9FddpSsiiSmqpG9m88xss5kVm9m9EerPN7PVZhYws6vb1TWb2drgsrSnAk8I6elU/8MlYcX9Nm0g/cuS2McjItKJTpO+mfmBh4DLgCnA9WY2pV2z7cCtwG8jvEWdcy4/uMw/xngTTs2Mc2nOGRJWPuivGskjIoknmiP9GUCxc26bc64RWAIsCG3gnCtxzq0HWnohxsSWlkb1nPCRPJlbt5CxdUscAhIR6Vg0SX8kEDqjWGmwLFr9zKzQzFaa2dciNTCzO4JtCsvKyrrw1omhdtoMAsPC5+QZ9MZfNN++iCSUaJK+RSjrSiYb45wrAG4AHjCzE8PezLnHnXMFzrmCvEgTmiU6n4/qiy8LK87YXkK/DeviEJCISGTRJP1SYHTI61FA1PMNOOd2BR+3Ae8CU7sQX59Rd+bUiPPtD/6fP0NzcxwiEhEJF03SXwVMNLPxZpYBLASiGoVjZkPMLDP4fBgwC/isu8EmNDMOXHZFWLG/fD+8/34cAhIRCddp0nfOBYC7gDeATcBLzrmNZnafmc0HMLPpZlYKXAM8ZmYbg6tPBgrNbB3wDvAz51xyJn2gYdIpNJw4Mbziz3+G+vrYByQi0o65BDvRWFBQ4AoLC7u9/uFpEuIkvXQ7eQ/+sk1Zbv8M+MpXYH7SjVgVkQRhZkXB86dHpStye1jTqDHU5Z8VXvHmm1BZGfuARERCKOn3goNzvwL+dnPZNTbCq6/GJyARkSAl/V7QPDSXQ+ecF17x8cfwxRexD0hEJEhJv5dUz5lLS3b/8IqXXtIFWyISN0r6vcRlZXNw7uXhFdu2wapVsQ9IRAQl/V5VO+McAscdH17xhz9AQ0PsAxKRlKek35t8Pg589crw8spKWLYs9vGISMpT0u9lDRNPhjPOCK94803Yuzf2AYlISlPSj4Vrr4W0dkM4m5thyRKd1BWRmFLSj4W8PLg0fM59PvsM1q6NfTwikrKU9GNl3jzIzQ0vf/FFndQVkZhR0o+VjAy47rrw8spKWJpctw4WkcSlpB9LZ5wBp50WXr58OezYEV4uItLDlPRjyQwWLoT09LblzsHzz0NL6t1iWERiS0k/1vLy4KtfDS//8kt4992YhyMiqUVJPx4uuQROCL+1Iq+9BuXlsY9HRFKGkn48+P1w883h5Q0N8JvfaOy+iPQaJf14mTABzj8/vPyzz2DFitjHIyIpQUk/nq66CnJywstfegmqqmIfj4gkPSX9eMrKgptuCi+vq4MXXlA3j4j0OCX9eDv9dDj77PDy9eth5crYxyMiSU1JPxFcey0MGhRevmSJRvOISI9S0k8E/fvDDTeEl9fXw7PPqptHRHqMkn6imDoVZs4ML9+8Gd5+O/bxiEhSSuu8icTMwoWweTPlO/e1LX/+RfYNHkng+BERVzt91OAYBCciyUBH+okkOxtuvTW8PNDE0CXPQVNTzEMSkeSipJ9oJk+m5pzZYcVpe3YzeJmmYBaRY6PunRj4tPRAl9rbZVeQWbyZtLK23Tz9V7xPw6STqZ8cYXpmEZEo6Eg/AbmMDCpuWAT+8H1yzsu/w3dAV+uKSPco6SeowIiRHLjsirByX20NQ3+nufdFpHuU9BNYzazzaTh5clh5RslWBv11WRwiEpG+Tkk/kZlRec0NtAwYGFY14N23yNy8KQ5BiUhfFlXSN7N5ZrbZzIrN7N4I9eeb2WozC5jZ1e3qFpnZluCyqKcCTxUtAwZ6/ftmYXVDlzyPr6qKT0sPdGkRkdTVadI3Mz/wEHAZMAW43symtGu2HbgV+G27dYcCPwJmAjOAH5nZkGMPO7U0TjiJ6ksuCyu3ulpyf/OUxu+LSNSiOdKfARQ757Y55xqBJcCC0AbOuRLn3Hqg/dnFS4E3nXMVzrlK4E1gXg/EnXKqL7qEhkmnhJWnl24n54+vaH4eEYlKNEl/JLAj5HVpsCwax7KuhDKj8tobaRkUPuVCduHHZH+iu22JSOeiSfrhnckQ7WFlVOua2R1mVmhmhWVlZVG+deppGTCQ8pu+Hnn8/h9/T0bJF3GISkT6kmiSfikwOuT1KGBXlO8f1brOucedcwXOuYK8vLwo3zo1NY0ZR9X8q8IrWpoZ+vyT+CsrYx+UiPQZ0ST9VcBEMxtvZhnAQiDaSWDeAOaa2ZDgCdy5wTI5BrUzz6V2evjdtnw1h8h99tdYQ0McohKRvqDTpO+cCwB34SXrTcBLzrmNZnafmc0HMLPpZlYKXAM8ZmYbg+tWAP+Kt+NYBdwXLJNjVLXgappGjw0rT9uziyEv6f66IhKZuQRLDgUFBa6wsLDb66fSOHTfwQMMf/CX+A6G/82HLpjDwQjTOIDm3xdJRmZW5Jwr6Kydrsjtw1oGDab8ltshLT2sbsDflpP98UdxiEpEEpmSfh/XNGoMFdfeGLEu57VXNFWDiLShpJ8E6s/Ip/riCNe8uRaGvvA06btKYx+UiCQkJf0kUT3nUmrPmh5Wbo2N5D71GP7y/XGISkQSjZJ+sjCj6qrraDhxYliV71A1w558FF/1wTgEJiKJREk/maSlUXHT1wkMPy6syl+xn9ynHsPq6+MQmIgkCiX9JOOystl/2500D84Jq0vfvZPcZ34NjY1xiExEEoGSfhJqycmh/LbFuKzssLqMkq3w6KMQCMQhMhGJNyX9JBU47nj233pHxDH8bNwITzyh++yKpCAl/STWNHacNyunzx9euWYNPPWUEr9IilHST3INp0yh4vqbI95ukVWrlPhFUoySfgqoPz2fymtuiFy5ahU8/bQSv0iKUNJPEXVnTafqa9dErvzkE3jySWhujm1QIhJz4bdgkqRVe/YszLWQ+9afwisLC70brH/zm5Ae4eSviCQFHemnmJpzZsP110euXLcOHnpI4/hFkpiSfiq68MKOE/+mTfDAA1BbG9OQRCQ21L2Tgj4tPQAnTSX70npyXn0p/C5b6zcR+MG/sv+2xbQEr+zVjVdEkoOO9FNY7YxzqLz2RrDwr0Ha3j3kPfIr0sr2xSEyEektSvoprm5qARU3LgJ/+I8+f1UFeQ8/QEbJF3GITER6g5K+UH/amZR//Q5cRkZYndXVMuzXD0FRURwiE5GepqQvADScNIn9d9xFS/8B4ZXNAXj8cXjjjfD+fxHpU5T05bCmUWMou/O7NA/JjdzgD3+A557TDJ0ifZhG70gbzcPyKPv2d8l99gnSS7cfLi+vCY7df/NdGrdsp+Kmr9MyYGCH76PRPiKJyVyC/VwvKChwhYWF3V7/09IDPRhN6rKGBoYseZ5+mzZErG/OGULFTV+nadSYHvk87SREjo2ZFTnnCjprp+4dichlZlJx823UzLogYr2/qpK8R35FdtEnMY5MRI6Fkr50zOfjwBVXUnXVdRHH8tMcIOfl3zL4tVfUzy/SRyjpS6dqZ5zD/m9+O+LtFwH6r/yAvEf+C39FeYwjE5GuUtKXqDROOIl937mbphEjI9an79zB8F/dT7+N62McmYh0hZK+RK15yFDKvv096qZGPldk9XUMff4pr7unqSnG0YlINJT0pWvS06m89kYOzL8q8r138bp7hj/4H6Tt2R3j4ESkM0r60nVm1Jx7PmV3fofmnKERm6Tt3cPw//4P+n/wN13FK5JAlPSl25pGj2Xfd/6F+lNOjdygOcDgP79K7hMP46+sjG1wIhKRkr4cE5fdn4pF3/C6eyLM1AmQuXULwx/4Gdkff6SjfpE4iyrpm9k8M9tsZsVmdm+E+kwzezFY/7GZjQuWjzOzOjNbG1we7dnwJSEEu3v23fVPBIYfF7lJQwM5r75E7pOP4K+siHGAItKq06RvZn7gIeAyYApwvZlNadfsdqDSOXcS8J/Az0Pqtjrn8oPL4h6KWxJQYMRIyu76F+8+vB3ILP47w//zZ15ff0tLDKMTEYjuSH8GUOyc2+acawSWAAvatVkAPBt8/gowx8ys58KUvsJlZHBgwf+i/PY7aRkUeT4da2xk8J9fJe+h/yR9544YRyiS2qJJ+iOB0P+ZpcGyiG2ccwHgANA6P+94M1tjZn8zs44PASWpNEw8mb3/dA+102Z02CZ95w7yHvwlg//4e92IXSRGokn6kY7Y25+N66jNbmCMc24q8M/Ab81sUNgHmN1hZoVmVlhWVhZFSNIXuKxsqq65gfJb76A5eIP18EaO/ivehx/+ED7SiV6R3hbNfPqlwOiQ16OAXR20KTWzNGAwUOG8eZsbAJxzRWa2FZgEtJk72Tn3OPA4eFMrd+PvkATWcMoU9n3vHga98Rf6f/xhxMRevqccHv41TUvfoOqKq2gaO67T99V0zCJdF82R/ipgopmNN7MMYCGwtF2bpcCi4POrgbedc87M8oIngjGzCcBEYFvPhC59icvK4sDXrqZs8XcJHHd8h+3SS7eT98gDDFnynEb5iPSCTpN+sI/+LuANYBPwknNuo5ndZ2bzg82eBHLNrBivG6d1WOf5wHozW4d3gnexc07/k1NY09hx7Pvfd3PwsvkRb8TeKmvtao67//8xaNkfsTr194v0FN05S+LGV1XF4GV/JGv9mqO2c/2yqL5gDjXnzsZlZh4uV/eOyBG6c5YkvJacHCpvWMT+b/4jgeNP6LCd1dcx6I0/c9wvfkL/j97TDVtEjoGSvsRd44kT2fedu6n62jW0ZPfvsJ3vUDWDl/7BS/4r3lfyF+mGaEbviPQ+n4/as2dRlz+NAX9bzsD334VA5Dn5/QeqvLH9he/D3LkwezYc5fyAiByhPn1JSL6qKga99TrZRavARZ6uIbd/MNEPGAAXXwwXXADZkW/pKJLsou3TV9KXhJZWto+Bb/0PWetWh9UdTvqtMjPhvPNgzhzIzQ1rL5LMlPQlqaTt3smgt95ocw/esKTfyueD/Hzv6H/CBNA0UJICok366tOXPiEwYiQVN98WMfmHaWmB1au9ZexYuPBCmD4d0tNjFq9IotKRvvRJaXv3MHn9R/DJJ9FN0dy/P8ya5Z30HT689wMUiTF170jSO33UYNi/H956Cz78EBobo1vx5JO95J+fr6N/SRrq3pHUMGwYLFwIV1wBf/sbvPMOHDx49HU2b/aW7GyYMQPOPRfGjFHfv6QEJX1JDv37w+WXe+P2i4rg7behpOTo69TWwrvvesuIETBzprcT0MgfSWJK+pJc0tKOJO8vv/SO/AsLO796d/dueO01b5k4EQoKYNo0GDgwNnGLxIj69KXPinrCtUOHYMUKeP992Ls3+g/w+bz+/7POgqlTtQOQhKYTuZL0ujzLpnNQXAwffOAN54z2xC94/f0nneQl//x8dQFJwlHSFzkKq68n69O1ZBd9QkZJ5Pv6dHjxF8CoUXDGGd4ybpxOAkvcafSOyFG4fv2onX42tdPPxl9RTvbaIrJWryJtf5T3aC4t9ZZly7xun1NPhdNOgylTvJPKvaSrBzW654C0p6QvKa95aC7V/zCX6osuIX33TrLWrSZr3VpoOhTdG1RXw8qV3mLmXQU8ZQpMnuxNA5Gm/2aSOPRtFGllRtMJo2g6YRQH513B8JYD3vDPoiLvIrBoOOcNFS0p8X4FpKd75wImT4ZJk7zrAfz+3vwrRI5KSV8kktYj9rFj4corYedOWLvWW3bsiP59mppg0yZvAW8m0BNP9IaFnnQSjB+vq4IlppT0RTrQtv98IOTPhvzZ+Kqq6Pf5RrI2bSBza3Gbm70c9eQvQEMDfPaZt4B31D92rNcNdOKJ3k5gyJCe/2NEgpT0RbqoJSeH2rNnUXv2LGhqInPrFvpt3kTmls+hroujx5qbYds2b3nrLa8sJ8dL/uPGecuYMbo5jPQYJX2RY5GeTsMpU2g4ZQoAx2UFvKP4TZvg88+hpqbr71lVBWvWeEurvDwYO5YBWbk0jRxF04gTaBmgi8Wk65T0RXpSbq43g+fs2d5J3Z07veT/97/Dli3efD/dUVYGZWUMqjlyQVnLwEE0jTjBW44/gabjRxDIO67NaKHuXLeiYZ7JTUlfpLeYeRdxjRrl3cWrpQV27fKSf3Gx93ig+xcT+qoPkll9kMy/fx7ymT4Cw4YROG4ETcOPCz4OJzBsuE4YC6CkLxI7Pt+RncBFF3m/BCoqvP784mL44gtvZFA0N4XpiGshrWwfaWX76Bdabkbz4CEEhg8nkJt35HFYHs05Q7zYJCUo6YvEixmf1qXBiEneMhtoaiJjZynppdvJKN1Oeun26K8SPhrn8FdV4K+qIJPP29b5/ASGDqU5dxiBocPg5DHefQpal379Ir+n9ElK+iKJJD2vHKEHAAAJe0lEQVSdxnHjaRw3ntZTwFZfT/runaTvLCVj5w7Sd+8ibe8ecMfwiyBUSzNp+8tI219GJsD6dsNOs7O9cxWty9Ch3jJkiLcMHqy5h/oQJX2RBOf69aNx/Ik0jj/x8I6AQID0fXtI27Ob9N27SN+zi/S9e/Ad7IUJB2trvaWji9J8Pi/xDxniDTcNXQYPPrJkZWnnkACU9EX6orS0w1NG1IUUW20N6Xv3krZvD+n79pK2dzdp+8vwV1X2XiwtLVBZ6S2dxMzgwTBo0JFl4MAjj63LgAHeovMMvUJJX6QHxXtqb5fdn8bxE2gcP6FNuTU0kLZ/H2n793uPZftIK99P2v4yrK6bw0i7KhCA8nJv6YyZ163Uv/+RncCAAd7r9kt29pFFvyY6paQvkgJcZiZNI0fTNHJ0WJ3V1Xo7gPJy/BX7qa2swF9R7r0+UAUtzUd9706nnuhWwM67sK2mBvbto7wmyhvemOEy+zHsuCHeDiAr68jOIHTp16/tY2bmkdeZmUk9M2ry/mUiEhWXlU3TqDE0jRoTXtnSgu/gQdIqy/FXVeGvqiCtqhL/gSr8VZX4q6oor6kLXy9enMPq6yj/smsxhe240tK85N+6EwhdMjK88oyMI6/bP4Yu6eneEvo6jl1XSvoi0jGfj5acHBpzcjpsYg0N+A8ewH+gCl/1QfwHvOf+6oPe64MH8VcfbDMxXcILBLylO9NoRMPvP7IziLTk58OcOb3y0VElfTObB/wX4AeecM79rF19JvAcMA0oB65zzpUE6/4PcDvQDHzHOfdGj0UvInHnMjMJ5A0nkDf8KI2ct3OoPojvUDW+6mr8hw56j7U1+A4d8sprDuE/dAirT6BfD72hudlb6usj148c2Wsf3WnSNzM/8BBwCVAKrDKzpc65z0Ka3Q5UOudOMrOFwM+B68xsCrAQOBU4AXjLzCY5547eSSgiycUM168fgX794Gg7h1YtLfhqa/DV1AQfDwWf1+KrCz7W1uKrq8VXV4fVec+tKze7T2S9OGVGNEf6M4Bi59w2ADNbAiwAQpP+AuDHweevAA+amQXLlzjnGoAvzKw4+H4reiZ8EUlKPh8tAwZ2fSbR5mYv+dfX46uv83YI9XX46uu95w31+OrrvbKGBqyhHmtogAznHXU3NHiPxzIVRk+Ic9IfCYRelVEKzOyojXMuYGYHgNxg+cp26/be7xYRSW1+v7ejGDCQrnQntLkZpnMQCOBrqMcaG70dRUMj1tgQXBqxxkZ8jcGypkassSn4vMmrb2rEmprwNTZCoAlramJ4pnl3Umtq8j7jaOKc9CMNem0fcUdtolkXM7sDuCP48pCZbY4irkiG0e7fLwH1hRihb8TZF2KEvhGnYuw5xx7n4493Z62x0TSKJumXAqGDe0cBuzpoU2pmacBgoCLKdXHOPQ50668MZWaFzrmCY32f3tQXYoS+EWdfiBH6RpyKseckepzRDBZdBUw0s/FmloF3YnZpuzZLgUXB51cDbzvnXLB8oZllmtl4YCLwSc+ELiIiXdXpkX6wj/4u4A28IZtPOec2mtl9QKFzbinwJPB88ERtBd6OgWC7l/BO+gaAf9TIHRGR+IlqnL5zbhmwrF3ZD0Oe1wPXdLDuT4GfHkOMXXHMXUQx0BdihL4RZ1+IEfpGnIqx5yR0nOY6O4ssIiJJQ3OXioikkD6Z9M1snpltNrNiM7s3Qn2mmb0YrP/YzMbFOL7RZvaOmW0ys41m9t0IbS40swNmtja4/DDSe8Ug1hIz+zQYQ2GEejOzXwW35XozOyvG8Z0cso3WmtlBM/teuzZx2ZZm9pSZ7TOzDSFlQ83sTTPbEnwc0sG6i4JttpjZokhtejHGX5jZ58F/z1fNLOLEOp19N3o5xh+b2c6Qf9PLO1j3qLkgBnG+GBJjiZmt7WDdmGzLqDjn+tSCdzJ5KzAByADWAVPatfk28Gjw+ULgxRjHOAI4K/h8IPD3CDFeCPw5AbZnCTDsKPWXA6/jXXNxNvBxnP/t9wBjE2FbAucDZwEbQsr+Hbg3+Pxe4OcR1hsKbAs+Dgk+HxLDGOcCacHnP48UYzTfjV6O8cfA3VF8H46aC3o7znb1/wH8MJ7bMpqlLx7pH54WwjnXCLROCxFqAfBs8PkrwJzgtBAx4Zzb7ZxbHXxeDWyi716JvAB4znlWAjlmNiJOscwBtjrnvozT57fhnHsPb7RaqNDv3rPA1yKseinwpnOuwjlXCbwJzItVjM65vzrnAsGXK/Gun4mbDrZjNKLJBT3maHEG88u1wO966/N7Sl9M+pGmhWifUNtMCwG0TgsRc8GupanAxxGqzzGzdWb2upmdGtPAjnDAX82sKHhldHvRbO9YWUjH/6kSYVsCHOec2w3ezh+INLtYIm3T2/B+yUXS2Xejt90V7IJ6qoNuskTajrOBvc65LR3Ux3tbHtYXk/6xTAsRU2Y2APg98D3n3MF21avxuinOBP4beC3W8QXNcs6dBVwG/KOZnd+uPlG2ZQYwH3g5QnWibMtoJco2/T7e9TMvdNCks+9Gb3oEOBHIB3bjdZ20lxDbMeh6jn6UH89t2UZfTPpdmRYCazstRMyYWTpewn/BOfeH9vXOuYPOuUPB58uAdDMbFssYg5+9K/i4D3gV7ydzqKim0oiBy4DVzrm97SsSZVsG7W3t/go+7ovQJu7bNHjy+KvAjS7Y6dxeFN+NXuOc2+uca3bOtQC/7uCz474d4XCOuQp4saM28dyW7fXFpH8s00LERLB/70lgk3Pulx20Ob71PIOZzcD7t4jijtE9x8z6m9nA1ud4J/g2tGu2FLglOIrnbOBAa/dFjHV4JJUI2zJE6HdvEfDHCG3eAOaa2ZBgt8XcYFlMmHdTpHuA+c65iHdFj/K70Zsxhp43urKDz44mF8TCxcDnzrnSSJXx3pZh4n0muTsL3oiSv+Oduf9+sOw+vC8xQD+8boBivLl+JsQ4vvPwfmauB9YGl8uBxcDiYJu7gI14Iw5WAufGYTtOCH7+umAsrdsyNE7Du4nOVuBToCAOcWbjJfHBIWVx35Z4O6HdQBPeUefteOeOlgNbgo9Dg20L8O4617rubcHvZzHw9RjHWIzXF9763Wwd6XYCsOxo340Yxvh88Pu2Hi+Rj2gfY/B1WC6IZZzB8mdav4shbeOyLaNZdEWuiEgK6YvdOyIi0k1K+iIiKURJX0QkhSjpi4ikECV9EZEUoqQvIpJClPRFRFKIkr6ISAr5/+YkzOYxwDlbAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Distribution mean: 4.0\n", "Distribution variance: 16.0\n", "Sample mean: 4.037945131255746\n", "Sample variance: 16.703208501810366\n" ] } ], "source": [ "#Exponential\n", "#here goes your code\n", "\n", "\n", "#hint: expon" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Distribution mean: 8.0\n", "Distribution variance: 16.0\n", "Sample mean: 8.055888693002915\n", "Sample variance: 16.486374623715673\n" ] } ], "source": [ "#chi2\n", "#here goes your code\n", "\n", "\n", "\n", "#hint: chi2" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Distribution mean: 3.4641016151377544\n", "Distribution variance: 15.999999999999998\n", "Sample mean: 3.499930020294581\n", "Sample variance: 15.889645025832833\n" ] } ], "source": [ "#uniform\n", "\n", "#here goes your code\n", "\n", "\n", "#hint: uniform" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Low of large numbers. Central Limit Theorem.\n", "## Ex 2.\n", "a) For N from 2 to 1000 draw N samples from distributions defined in Ex 1. Plot sample variance and mean against the size of the sample. " ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#here goes your code\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Ex 3.\n", "For N=1,4,9,16 draw histograms of an average over N samples taken from distributions defined in Ex 1. " ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#here goes your code\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Arbitrary distribution sampling\n", "\n", "Sometimes it may happen, that we need to sample from a custom distribution, not implemented in any standard library. There exist a simple algorithm for such sampling, provided that the distribution is bounded (pdf has finite support and maximum).\n", "\n", "\n", "#### Accept-rejection sampling\n", "Let the distribution be given by the pdf $g(x)$ and defined at interval $[a,b]$. In addition, let $M$ be the supremum of $g(x)$.\n", "\n", "1. Take a sample $t$ from the uniform distribution at the interval $[a,b]$,\n", "2. Take a sample $u$ from the uniform distribution at the interval $[0,M]$,\n", "3. If $g(t) > u$ we accept $t$ as a sample taken from the original distribution. If not, we go back to 1.\n", "\n", "## Ex 4. \n", "Implement function accept_rejection_sampling(dist, size = 1) which samples from any bounded distribution on the [0,1] interval." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def toy_dist(x):\n", " C = 1/3 - np.exp(-4)/4 + 1/4\n", " return (x**2 + np.exp(-4*x)) / C \n", "\n", "x = np.linspace(0,1,1000)\n", "\n", "def accept_rejection_sampling(dist, size = 1):\n", " #here goes your code\n", "\n", "\n", "\n", "samples = accept_rejection_sampling(toy_dist(x), size = 10000)\n", "\n", "fig, ax = plt.subplots(1, 1)\n", "ax.plot(x, toy_dist(x), 'r-', lw=5, alpha=0.6, label='toy pdf')\n", "ax.hist(samples, density=True, histtype='stepfilled', alpha=0.2, bins = x[::40], label = \"sampled\")\n", "ax.legend(loc='best', frameon=False)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Probability space matters!\n", "## Ex 5\n", "Sample 2000 points from the unit disk. Do it in following ways:\n", "1. Assume uniform distribution of radius (0,1) and argument (0,2$\\pi$), \n", "2. Assume uniform distribution of x and y coordinate (-1,1). Drop values laying outside of the disk. \n", "Explain differences. between 1. and 2. Then:\n", "3. Modify the solution of point 1. by changing the distribution of the radius in such a way, that we result in 2D distribution from 2." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Version 1\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Version 2\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#Version1\n", "#here goes your code\n", "\n", "\n", "#Version2\n", "#here goes your code" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here goes your explanation\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Version 3\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#Version3\n", "#here goes your code\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Application: Laplace equation, Dirichlet boundary conditions\n", "\n", "#### Monte-Carlo procedure for solving 2D Laplace equation with Dirichlet boundary conditions\n", "1. Start in a random position inside the boundaries,\n", "2. With an equal probability move up/down/right/left until you hit the boundary,\n", "3. After hitting the boundary we take the value $v_{b}$ of the function in the hitting point. We update the values of all points along the just finished random walk using the formula:\n", "$$ v_{new} = \\dfrac{nv_{old} + v_{b}}{n+1}, $$\n", "where $n$ is a number of random walks which have already passed through this point.\n", "4. Finish if the desired precision is achieved. If not, go back to 1.\n", "\n", "\n", "A theory behind the above procedure can be found here:\n", "https://www.uzh.ch/cmsssl/physik/dam/jcr:d559688c-1e7f-44ca-9fbe-aab0755c0b6e/empp18_MC_Markov.pdf" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Ex 6\n", "Implement the method described above and solve numerically given Dirichlet problem. Plot few intermediate steps." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": true }, "outputs": [], "source": [ "S = 100 # Decrease if computations take too long\n", "plane = np.zeros((S,S))\n", "plane_counts = np.zeros((S,S))\n", "plane[0] = np.cos(np.linspace(-1.5,1.5,S)*2*np.pi)\n", "plane[-1] = -np.cos(np.linspace(-1,1,S)*2*np.pi)\n", "plane[:,0] = np.cos(np.linspace(-0.5,0.5,S)*2*np.pi)\n", "plane[:,-1] = -2+np.linspace(-1,1,S)**2" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10,15))\n", "plt.title(\"0 walks\")\n", "plt.imshow(plane)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": true }, "outputs": [], "source": [ "#here goes your code" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": true }, "outputs": [], "source": [ "#Animation code for testing purposes. May not work on your machine.\n", "\n", "\n", "%matplotlib qt\n", "\n", "import matplotlib.animation as animation \n", "\n", "fig = plt.figure()\n", "plt.title(\"0 walks\")\n", "im = plt.imshow(planes[0])\n", "im.set_array(planes[0])\n", "\n", "# function to update figure\n", "def updatefig(j):\n", " # set the data in the axesimage object\n", " im.set_array(planes[j])\n", " plt.title(\"{0} walks\".format(walks[j]))\n", " return [im]\n", "# kick off the animation\n", "ani = animation.FuncAnimation(fig, updatefig, frames=range(1000), interval=1000)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.1" } }, "nbformat": 4, "nbformat_minor": 2 }