{ "cells": [ { "cell_type": "code", "execution_count": 144, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "import pandas as pd\n", "from matplotlib import pyplot as plt\n", "from matplotlib import pylab as lab\n", "import matplotlib as mp\n", "\n", "df = pd.read_csv('./passport_scores_2018.csv', names=['Country', 'Rank'])\n", "\n", "df.Rank = pd.to_numeric(df.Rank)\n", "\n", "df.set_index(df.Country, inplace=True)\n", "df.drop(['Country'], inplace=True, axis=1)\n", "\n", "# Pie chart to show top 20 countries in terms of passport ranking.\n", "top_20=df.head(n=20)\n", "labels=top_20.index.values\n", "ranks=top_20.Rank.values\n", "\n", "explode=tuple(0.1 for x in range(20))\n", "fig1, ax1 = plt.subplots()\n", "total=sum(df.Rank[0:20])\n", "ax1.pie(ranks, explode=explode, labels=labels, autopct=lambda p: '{:.0f}'.format(p * total / 100), \n", " shadow=True, startangle=90)\n", "ax1.axis('equal')\n", "plt.tight_layout()\n", "\n", "fig=plt.gcf()\n", "fig.set_size_inches(10,5)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "array([],\n", " dtype=object)" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "# Histogram to show how many countries are within range (First 20 countries).\n", "\n", "df.head(n=20).plot(kind='hist', subplots=True, figsize=(20,10))" ] }, { "cell_type": "code", "execution_count": 147, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Last 20 countries by passport score\n", "bottom_20=df.tail(n=20)\n", "labels=bottom_20.index.values\n", "ranks=bottom_20.Rank.values\n", "\n", "explode=tuple(0.1 for x in range(20))\n", "fig1, ax1 = plt.subplots()\n", "total=sum(df.Rank[len(df)-20:])\n", "ax1.pie(ranks, explode=explode, labels=labels, autopct=lambda p: '{:.0f}'.format(p * total / 100), \n", " shadow=True, startangle=90)\n", "ax1.axis('equal')\n", "plt.tight_layout()\n", "\n", "fig=plt.gcf()\n", "fig.set_size_inches(10,7)" ] }, { "cell_type": "code", "execution_count": 164, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 164, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# passport scores buckets.\n", "df.plot(kind='hist')" ] }, { "cell_type": "code", "execution_count": 166, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "count 199.000000\n", "mean 96.532663\n", "std 44.002384\n", "min 25.000000\n", "25% 56.000000\n", "50% 84.000000\n", "75% 140.000000\n", "max 164.000000\n", "Name: Rank, dtype: float64" ] }, "execution_count": 166, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.Rank.describe()" ] }, { "cell_type": "code", "execution_count": 182, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 182, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAk0AAAJLCAYAAAD6o6JFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvNQv5yAAAIABJREFUeJzt3Xu0ZGdZJ+DflzSBBDBg0hIhNI1cg0QDtIAgAgliICDgxAEcMDBgDwMCKo6GcWaIjDIRCcsLKGYURQUEuYgmcg83LwSTEOiEDpeEAFGRBBUQXIPgN3/sfew6deqceis556TSPM9atbr2rvfs/dW+fPWrfaluvfcAALCxQ67vBgAA3BAITQAABUITAECB0AQAUCA0AQAUCE0AAAVCEwBAgdAEAFAgNAEAFOzYiokeffTRfffu3VsxaQCATXXhhRde03vfOa9uS0LT7t27c8EFF2zFpAEANlVr7VOVOqfnAAAKhCYAgAKhCQCgQGgCACgQmgAACoQmAIACoQkAoEBoAgAoEJoAAAqEJgCAAqEJAKBAaAIAKBCaAAAKhCYAgAKhCQCgQGgCACgQmgAACoQmAIACoQkAoEBoAgAoEJoAAApKoam19hOttUtba5e01l7dWrvJVjcMAGCZzA1NrbXbJHlWkj2997snOTTJ47a6YQAAy6R6em5HksNbazuSHJHkb7euSQAAy2fHvILe+9+01l6U5NNJ/iXJ23rvb5uua63tTbI3SXbt2pUk2X36uWumd+WZp1y3FgMAXA8qp+dumeRRSW6f5NZJbtpae8J0Xe/97N77nt77np07d25+SwEArkeV03MPSfLJ3vvVvfd/TfKGJPfb2mYBACyXSmj6dJL7ttaOaK21JCcl2b+1zQIAWC5zQ1Pv/fwkr0tyUZJ949+cvcXtAgBYKnMvBE+S3vvzkjxvi9sCALC0/CI4AECB0AQAUCA0AQAUCE0AAAVCEwBAgdAEAFAgNAEAFAhNAAAFQhMAQIHQBABQIDQBABQITQAABUITAECB0AQAUCA0AQAUCE0AAAVCEwBAgdAEAFAgNAEAFAhNAAAFQhMAQIHQBABQIDQBABQITQAABUITAECB0AQAUCA0AQAUCE0AAAVCEwBAgdAEAFAgNAEAFAhNAAAFQhMAQIHQBABQIDQBABQITQAABUITAECB0AQAUCA0AQAUCE0AAAVCEwBAgdAEAFAgNAEAFAhNAAAFQhMAQIHQBABQIDQBABQITQAABUITAECB0AQAUCA0AQAUCE0AAAVCEwBAgdAEAFAgNAEAFMwNTa21u7TWLp54fLG19uPb0TgAgGWxY15B7/2jSU5IktbaoUn+Jskbt7hdAABLZdHTcyclubz3/qmtaAwAwLJaNDQ9Lsmrt6IhAADLrByaWmuHJfmBJH+0zut7W2sXtNYuuPrqqzerfQAAS2GRI00PS3JR7/3vZ73Yez+7976n975n586dm9M6AIAlsUhoenycmgMAvkGVQlNr7Ygk35fkDVvbHACA5TT3JweSpPf+lSRHbXFbAACWll8EBwAoEJoAAAqEJgCAAqEJAKBAaAIAKBCaAAAKhCYAgAKhCQCgQGgCACgQmgAACoQmAIACoQkAoEBoAgAoEJoAAAqEJgCAAqEJAKBAaAIAKBCaAAAKhCYAgAKhCQCgQGgCACgQmgAACoQmAIACoQkAoEBoAgAoEJoAAAqEJgCAAqEJAKBAaAIAKBCaAAAKhCYAgAKhCQCgQGgCACgQmgAACoQmAIACoQkAoEBoAgAoEJoAAAqEJgCAAqEJAKBAaAIAKBCaAAAKhCYAgAKhCQCgQGgCACgQmgAACoQmAIACoQkAoEBoAgAoEJoAAAqEJgCAAqEJAKBAaAIAKBCaAAAKhCYAgAKhCQCgoBSaWmu3aK29rrV2WWttf2vtu7e6YQAAy2RHse5Xkryl935qa+2wJEdsYZsAAJbO3NDUWvumJN+b5ElJ0nv/apKvbm2zAACWS+VI07cluTrJ77TWvjPJhUme3Xv/8mRRa21vkr1JsmvXrnoLzjhyxrgv1P8eAGAbVK5p2pHknkl+o/d+jyRfTnL6dFHv/eze+57e+56dO3ducjMBAK5fldB0VZKreu/nj8OvyxCiAAC+YcwNTb33zyb5TGvtLuOok5J8ZEtbBQCwZKp3zz0zySvHO+euSPLkrWsSAMDyKYWm3vvFSfZscVsAAJaWXwQHACgQmgAACoQmAIACoQkAoEBoAgAoEJoAAAqEJgCAAqEJAKBAaAIAKBCaAAAKhCYAgAKhCQCgQGgCACgQmgAACoQmAIACoQkAoEBoAgAoEJoAAAqEJgCAAqEJAKBAaAIAKBCaAAAKhCYAgAKhCQCgQGgCACgQmgAACoQmAIACoQkAoEBoAgAoEJoAAAqEJgCAAqEJAKBAaAIAKBCaAAAKhCYAgAKhCQCgQGgCACgQmgAACoQmAIACoQkAoEBoAgAoEJoAAAqEJgCAAqEJAKBAaAIAKBCaAAAKhCYAgAKhCQCgQGgCACgQmgAACoQmAIACoQkAoEBoAgAoEJoAAAqEJgCAAqEJAKBgR6WotXZlki8l+XqSr/Xe92xlowAAlk0pNI0e3Hu/ZstaAgCwxJyeAwAoqB5p6kne1lrrSX6z9372dEFrbW+SvUmya9euzWthkuNfcfyacftO27dm3P67Hrdq+LjL9q+peenTzlsz7hkvO/E6tA4A+EZQPdJ0/977PZM8LMkzWmvfO13Qez+7976n975n586dm9pIAIDrWyk09d7/dvz3c0nemOTeW9koAIBlMzc0tdZu2lq7+crzJA9NcslWNwwAYJlUrmm6VZI3ttZW6l/Ve3/LlrYKAGDJzA1NvfcrknznNrQFAGBp+ckBAIACoQkAoEBoAgAoEJoAAAqEJgCAAqEJAKBAaAIAKBCaAAAKhCYAgAKhCQCgQGgCACgQmgAACoQmAIACoQkAoEBoAgAoEJoAAAqEJgCAAqEJAKBAaAIAKBCaAAAKhCYAgAKhCQCgQGgCACgQmgAACoQmAIACoQkAoEBoAgAoEJoAAAqEJgCAAqEJAKBAaAIAKBCaAAAKhCYAgAKhCQCgQGgCACgQmgAACoQmAIACoQkAoEBoAgAoEJoAAAqEJgCAAqEJAKBAaAIAKBCaAAAKhCYAgAKhCQCgQGgCACgQmgAACoQmAIACoQkAoEBoAgAoEJoAAAqEJgCAAqEJAKBAaAIAKCiHptbaoa21D7bWztnKBgEALKNFjjQ9O8n+rWoIAMAyK4Wm1tqxSU5J8ltb2xwAgOVUPdL0y0l+Osm/bWFbAACW1o55Ba21RyT5XO/9wtbagzao25tkb5Ls2rVr0xp4fTjrsY9YM+45r1l7KddVp79v1fCxZz5gTc0ZZ5wxd9w7z7vDmpqTTrx8zbhj3nXxquHPPviENTW7Tz93zbgrzzxl4ZqhoUdODX9hbQ0AfIOoHGm6f5IfaK1dmeQPk5zYWvuD6aLe+9m99z299z07d+7c5GYCAFy/5oam3vtze+/H9t53J3lckvN670/Y8pYBACwRv9MEAFAw95qmSb33dyd595a0BABgiTnSBABQIDQBABQITQAABUITAECB0AQAUCA0AQAUCE0AAAVCEwBAgdAEAFAgNAEAFAhNAAAFQhMAQIHQBABQIDQBABQITQAABUITAECB0AQAUCA0AQAUCE0AAAVCEwBAgdAEAFAgNAEAFAhNAAAFQhMAQIHQBABQIDQBABQITQAABUITAECB0AQAUCA0AQAUCE0AAAVCEwBAgdAEAFAgNAEAFAhNAAAFQhMAQIHQBABQIDQBABQITQAABUITAECB0AQAUCA0AQAUCE0AAAVCEwBAgdAEAFAgNAEAFAhNAAAFQhMAQIHQBABQIDQBABQITQAABUITAECB0AQAUCA0AQAUCE0AAAVCEwBAwdzQ1Fq7SWvtA621D7XWLm2t/dx2NAwAYJnsKNT8vyQn9t7/ubV2oyR/3lp7c+/9/VvcNgCApTE3NPXee5J/HgdvND76VjYKAGDZlK5paq0d2lq7OMnnkry9937+1jYLAGC5VE7Ppff+9SQntNZukeSNrbW7994vmaxpre1NsjdJdu3atekNZTkd/4rjVw3vO23fmpr9dz1uzbjjLtu/avilTztvTc0zXnbimnFnPfYRq4af85pz1tRcdfr71ow79swHrBo+44wz1tTMGvfO8+6wavikEy9fU3PMuy5eM+6zDz5h1fDu089dU3PlmaesGTddN6smZxw5NfyFNSXT6yVZu24q6yVZu24q6yWZvW4AbsgWunuu9/5PSd6d5OQZr53de9/Te9+zc+fOTWoeAMByqNw9t3M8wpTW2uFJHpLksq1uGADAMqmcnvvWJK9orR2aIWS9tvfuuDsA8A2lcvfch5PcYxvaAgCwtPwiOABAgdAEAFAgNAEAFAhNAAAFQhMAQIHQBABQIDQBABQITQAABUITAECB0AQAUCA0AQAUCE0AAAVCEwBAgdAEAFAgNAEAFAhNAAAFQhMAQIHQBABQIDQBABQITQAABUITAECB0AQAUCA0AQAUCE0AAAVCEwBAgdAEAFAgNAEAFAhNAAAFQhMAQIHQBABQIDQBABQITQAABUITAECB0AQAUCA0AQAUCE0AAAVCEwBAgdAEAFAgNAEAFAhNAAAFQhMAQIHQBABQIDQBABQITQAABUITAECB0AQAUCA0AQAUCE0AAAVCEwBAgdAEAFAgNAEAFAhNAAAFQhMAQIHQBABQIDQBABQITQAABXNDU2vttq21d7XW9rfWLm2tPXs7GgYAsEx2FGq+luQ5vfeLWms3T3Jha+3tvfePbHHbAACWxtwjTb33v+u9XzQ+/1KS/Ulus9UNAwBYJpUjTf+utbY7yT2SnD/jtb1J9ibJrl27NqFpwMHkqtPft2bcsWc+YM24M844Y8PhJHnneXdYM+6kEy9fNXzMuy5eU/PZB5+wZtzu089dNXzlmadcq5qcceSMcV9YNXj8K45fU7LvtH1rxu2/63Grho+7bP+ampc+7bw1457xshNXDZ/12EesqXnOa85ZM2563VTWy6xxlfWSrF03m7VeZtYV1kuydt1U1kuydt1U1gs3XOULwVtrN0vy+iQ/3nv/4vTrvfeze+97eu97du7cuZltBAC43pVCU2vtRhkC0yt772/Y2iYBACyfyt1zLclvJ9nfe3/x1jcJAGD5VI403T/JE5Oc2Fq7eHw8fIvbBQCwVOZeCN57//MkbRvaAgCwtPwiOABAgdAEAFAgNAEAFAhNAAAFQhMAQIHQBABQIDQBABQITQAABUITAECB0AQAUCA0AQAUCE0AAAVCEwBAgdAEAFAgNAEAFAhNAAAFQhMAQIHQBABQIDQBABQITQAABUITAECB0AQAUCA0AQAUCE0AAAVCEwBAgdAEAFAgNAEAFAhNAAAFQhMAQIHQBABQIDQBABQITQAABUITAECB0AQAUCA0AQAUCE0AAAVCEwBAgdAEAFAgNAEAFAhNAAAFQhMAQIHQBABQIDQBABQITQAABUITAECB0AQAUCA0AQAUCE0AAAVCEwBAgdAEAFAgNAEAFAhNAAAFQhMAQIHQBABQIDQBABQITQAABXNDU2vt5a21z7XWLtmOBgEALKPKkabfTXLyFrcDAGCpzQ1Nvff3JvmHbWgLAMDS2rFZE2qt7U2yN0l27dq1WZMFgIPOWY99xKrh57zmnDU1V53+vjXjjj3zAauGzzjjjDU1s8a987w7rBo+6cTL19Qc866LVw1/9sEnrKnZffq5a8ZdeeYpC9cMDT1yavgLa0qOf8Xxa8btO23fquH9dz1uTc1xl+1fM+6lTztv1fAzXnbi2jbNsWkXgvfez+697+m979m5c+dmTRYAYCm4ew4AoEBoAgAoqPzkwKuT/FWSu7TWrmqtPWXrmwUAsFzmXgjee3/8djQEAGCZOT0HAFAgNAEAFAhNAAAFQhMAQIHQBABQIDQBABQITQAABUITAECB0AQAUCA0AQAUCE0AAAVCEwBAgdAEAFAgNAEAFAhNAAAFQhMAQIHQBABQIDQBABQITQAABUITAECB0AQAUCA0AQAUCE0AAAVCEwBAgdAEAFAgNAEAFAhNAAAFQhMAQIHQBABQIDQBABQITQAABUITAECB0AQAUCA0AQAUCE0AAAVCEwBAgdAEAFAgNAEAFAhNAAAFQhMAQIHQBABQIDQBABQITQAABUITAECB0AQAUCA0AQAUCE0AAAVCEwBAgdAEAFAgNAEAFAhNAAAFQhMAQIHQBABQIDQBABQITQAABaXQ1Fo7ubX20dbaJ1prp291owAAls3c0NRaOzTJS5M8LMndkjy+tXa3rW4YAMAyqRxpuneST/Ter+i9fzXJHyZ51NY2CwBguVRC022SfGZi+KpxHADAN4zWe9+4oLUfSvL9vfenjsNPTHLv3vszp+r2Jtk7Dt4lyUcnXj46yTWF9lTqtrPG/A7+Nh3s81vGNh3s81vGNh3s81vGNh3s81vGNl2Xad2u975z7tR77xs+knx3krdODD83yXPn/d3UNC7YrLrtrDG/g79NB/v8lrFNB/v8lrFNB/v8lrFNB/v8lrFNmz2tWY/K6bm/TnKn1trtW2uHJXlckj8p/B0AwEFjx7yC3vvXWms/luStSQ5N8vLe+6Vb3jIAgCUyNzQlSe/9z5L82XWYz9mbWLedNea3/TXmt/015rf9Nea3/TXmt/01N+T5zTT3QnAAAPw3KgAAJUITAECB0AQAUPANG5paa0ct47SAQWvtW67vNlwbN9R2AwXX9gee5vxwVEtynyQ/mOQx4/O2wN/fdYPXnj41fEyS38jwnwofleSMJPuSvDbJt441ZyY5eny+J8kVST6R5FNJHjiOf0OSJyS52Zy2VaZ15Fh3WZLPj4/947hbbMaySnL21PAhSQ4Znx+W5J5Jvnmdv90zzuuR6y3rSs1U/ccW3EbuOv77TUn+T5LfT/LDUzW/XpjOm9cZf7NxGdxiYtzJE8+PTPLbST6c5FVJbrXgNlWp2ZPkXUn+IMltk7w9yRcy/PbZPcaaHUn+S5K3jG35UJI3J3lakhtNrd//nOTcsebCDP8P5IMmar4tycuT/Pz4/v9vkkuS/FGS3WPNoeP8/neS+08ts/+xyLJK8h2F9VPaF5J889TjqCRXJrnlynY8vqfnJ7l0XI5XJ3l/kidNTOeiJP8jyR3mtKvy/ua2vdLua7P9rrdfZar/2GDb33A5TdTumngvu5OcmuTuM+p2JrlHkuOzQR85uc1OjDu6WlPZpqb+7lYZ9vN7ZPU+PHd/qfYb4/hSP51kx9S09kxuB5XtM7V+o7SOU9jfkxyR5KeT/LckN0nypAy/xfjClXVdrJnb7gWWwY9NbBN3TPLeJP+U5Pwkx4/j5/Z3Y911+oxZ07ZF/6CwET80Q4h4c5LfGh9vGcc9tDiNT4///uTU4zkZfvr8J5P85FjzliTPTHJ6hk7vZzJ0BM9M8qaxZt/EtN+V5LvG53fO+MugSf4myeuS/EOGD77HJDlsRtsq03rr2I5jJmqPGce9vbqssrZDnuyYr5qYzqOT/H2Sv8vwnymfn+S8DP9P4CMn6h6Y5IIk70jyj0nOSfIXSd6d5LYL1HwpyRfHx5fGx9dXxi+4jl+f4UPo0Rl2wtcnufHKzjX+e891HvdK8nfTG3+S70ny6XH9fCbJwyenNz7/rQw72+2S/ESSP554rbJNVWo+kORhSR4/tuPUcfxJSf5qfP7qDOHrvkmOHR/3Hce9ZqJNv5MhmH1Pkl/O0GF+37ienjnWvDfJfx3bdEmG/eW2SZ6S5LyJ9/2qJD+e4YPkxZOd2TrPZy6rcZ1/IkOHfLd11nN1X/i3JJ+cevzr+O8VY82bMnTWx2boA/5nkjsleUWSF4w1n0zyonH9f2Bs761ntKvy/ua2vdjuudtvdb9K8rVxnT8l6wSoynIa604f23lZkqeO//52hg/ilf71buP8PpHkqxn6lk8m+d0kR05M68EZ+purk7wtqz+0LlqgZu42NdadkCEk7B/b946x/e8fl+3c/WWBfqP0mTYu888n+ViG/f6KJO8cp/X46vaZWr9RXcdz9/cMn3dnJfn1sb0vSfK9SX4pye8vUDO33Qssg0snnp+b5DHj8wcl+Ytqf1f9jFnksRWhaX8mdoaJ8bdPsn9i+FfXefxaDnQQX0rymiT/K8nzxsc/rjwfaz44Mc1PT83z4vHfyzJ+A0jy/qmafZPTSXLzJE/M8LtUV2fY+SZ3jMq0PrrB8vnoxPMNl1WGDuSKrO6QV4a/OlH/wQyd+e0zdLh3GcffLhM/Fz/W7ZyYxxvH59+X5G0L1Pxakt/L6m92n5zxPirr+OKpv/nZDCHtqKzuSM/L0JlNP/5leuMfx99zfP5tORBmJ2um53vx5HIqbFPXtWZle9toW/nYxPMPT732/vHfG2fcr4rz+/DEuB0Zfq/kDeN0Jv9+7rIat5W7J/mFDB8gH8rQgU1+GFb3hZ/K8EF0/HrbVJIPTQ3/9fjvIUkum9HuB2To5D87bhN7F3x/c9tebPfc7be6X2U4mvmIJK/M8AH9pgz/S8PhiyyncfjSJIdn2Ne+lAP7/U2TXLKyneVAf3LvJK8Yn/9oktdNziPJt4/PT03y8ST3ndr2KjVzt6mVdZTkPjPWy33Hv5m7v8zYDtbrN6qfafsy/J9mK/3wHcbxt1ppTwrbZ2r7cXUdz93fc2B7b2Nb2sTwhxeomdvuBZbBR6ff2/R7WmB+cz9jFnksVFya4LAj7Jgx/rAkn5gY/lKG/+D3tBmPa8aaXRmO/vxikiPGcVdMTfdDE89/fp2F+8wM32xOzPDt45czpOSfy4GUvGbhZTiq87SsTq2Vab0tw6HMyc7vVhm+ob6juqzG13ets5w/s84GcslU3UXTy2N8fujUa5dWa8bn98rwQfCsDDvqFTPaWFnH+zOeVpz4u9MydOifWnlPSe600XKYaueFs3agDN9yV45YXpGJw+tT77uyTVVq/irDt9QfynD69tHj+AfmQIf8/vH1Qyb+/pAkj01y/uR7yoFO+J5J3jvx2kcmau6c4cPtmiR7xvF3nGjTZZNtHcc9L0Mn8vGJcXOXVab2mXG+L87wLfMvF9kXxvHHZji0/uIMX16m9/W/TPI94/NHZvX/ibkSYj444/0dmuTkJL+z4Pur7sfz2j13+63uV1m9nR+e5D9m+BD8fJJXVZfT1Ps8NMnnprbBldA0/eE8Of+PzNpnxuFvz/Cftj8mB778VGrmblPj+I9P1k39zSdS2F9mvJ/1+o3qZ9rkF6+/XadPmPU5s2r7TK3fqK7jufv7VLtfPlX7oQVq5ra7uo9mCM2/myG8/vcMR8p2JXlyknNW1leG/u67sk5/Nw7P/YxZ5LFQcWmCw3/o+8EMHcsPj4/Tx3HPnag7L8n91pnGJ6eGHzWu5FOzthN5fmacYx8X3OQ3oQdlOGr1wQzfCP4swwf6jcbX37vAe5w3rVtmCHqXZTgy9g/jivvFrD6/PWtZ/czKskryjCTfuU4bJg8xfzAHrme699SGeMnE8MszHH7/4bH9Lx7HH5ED39Tn1kxM75AMnfv7MtVJVNdxhnPiD5nx+sk5sFOfmvHb7oy6lR3zKxlOk+3LENZuOdHGlQ+A5009Vr5ZH5Pk9xbZpoo1J2Q4xfPmJHdN8ivj9nBpxusLMlxH8poMRzU/lqGD/tw47vYT0z0xw+Hsj2U40nifcfzOJC8cn5+U4UNof4ZTDa+fmN6jxpo/yMT1PBPTf2qSf50YnrusMqPzG8e3HLi+r7QvTP39IzOEyc9Ojf/ODIfz/ynJnye588QyeNb4/A+L+3Dl/S3U9g3aPXf7re5XGyzzI5OcNj7/jnnLaRz+3Qynbt6U4TTx7yf5Txn2/9eONW/IcOrnfhlOqbx8HH+jrD4SekEmTmOO447NcEToSwvUzN2mxuFfzXDa5rFj2+43Pj83w6mjlf3l4xn2l/tOLIMXTkyn0m9s2E9PTOtPMlw785IMfd9ZSe4/bl9vrW6fGbbz6X7jnzL0G/dbZ1+4y8T7m1zHc/f3DKfwZvVld0jy5wvUzGr3qv5uwX30yRlOB18zrpuPJHlBxtPC2bi/e/TEdOZ+xizyWKi4PNHkuAxB6dfGDej0TJ2fznAU54gFpnlEhvOnG4abceH9ZDa4firDIcHnbFQz1v3ejHH3SfJNE216fobrfn4xE+f4q/OrLKtCm74ryU1mjN+d5AkTwzdK8vRxPj+a5NBx/OFJbletmTGfb03y+RnjF1rHC6y/NTUZTkVOPlYC7NFJfnCReU2t48MzHEX808l1nOFD7bYLvrcNt7sMh4uPTvIH67z+3TlwDd3dxrY/fEbbV2q+PcPpo4dPvH7jJD+SsRPJ8AHwkgwB/bCJurnvL1MXVa5TU1pO03Xjcl9zQXJhO6jO7z4T63JlP55ex7NqzplRM9kfvDDDdTPr1Rw+a17ja4dNrZsnZjgK9vSJ7fmnrsV7W7P9jq/tyHD9yePG5/cbt4WfTnLTseYW43s6J8O3/5uP44/MGETG4Ydkxhe8se5n59TcYqJm7jY18XcPT/Ky8b2dMz6f3NZbJi5Cz+y+c7rfOGwcv6rfyLC/zftM+6YMAev0DBcm/4exXS/NeHNIZRsexx+XIRTcbGr8yVM1D9moZhy+d+b3G7NqTskGNyXlwJeLlVN1k9vdyna+5rMxxf1hxvx+v7BNnJO1R5VmtWvu/NZ7bMt/o9JaO6r3/vnNqpv6mw/03u89Pv/RDJ3/GzMcJvzT3vuZUzVPHWv+eKrmT6YnneHCxfOSpPf+A+PfX5phx/9aa+3sJF/OkHBPGsf/YGV+xfdWatN2m9GuZPhmt3C7rsX6m1lzLeb11Ax3aKyZzox1/JUMp4kn1/EXMqz7yzN8S/+j3vvVc97b0zN/u0tmLMvW2vMyXGS5I8NdKfdO8p4MneZbe++/UKx55fj6ERm+pd4sw9GEk8b5PWmc39z3VzE1nVeN07lmTt2rMxzpuGaqZu76q7a7uI4r+/q1qVkzr7FN0+vmpuP7OynDB9NpxWVemt+11Vr7lt77567LNCamtXCfX5xH+PjKAAAGcklEQVTupvVR17Edq5ZVsb97Voa+4rIMR6uf3Xt/0/g3F/Xe71mpGZ9P9wn3yXBTz0b9xqyauZ9FlX1hbFNl35u7/hboOzd3f1g0ZRWS3uQt+ffK8E3p45m4JX9G3Xq37k+m6ltkOEQ4fVvw5PU8f53VFzPuW6Qmw6HMB2U4B/ugDHejPXCq3TMvIhyHZ10APHN+M97fkdPvr9qmOevjzRvMb+Yt9/OmleGW0U1p1yauv7m3lS6wXkrrOMMh/IeOy/HqDBcEn5YD38Yr7S4tywynDw7N8IH6xaz+pvbhBWpW/t2R4Y7LlSOJ/35B5wLvr3Lb/tzpbPLyrM6vso63raa6blL7GYTq/Cr7TOknFYrTqvT5pdvDM/snPz6c8Sc/Uu/Ppz9jZm3Dk216/AZtmnWn86plldo2vC8HbuPfneG05rMn/75Ss8n9xtzlmfp2V9ln5vaLC6zjUruqj634cctT+oFviC9K8tje+50y3H111jp1vzTW3XGq7gUT9S/KcIX9IzNsbL85jj+ktXbL8QcmWx+/Vfbev5zh9txqzb0yXFj2s0m+0Ht/d4Y7W97Te3/PRDsuaa09eXz+odbaniRprd05w63G1flNv7+zZry/Uptaa/dc53GvDN9C1pvf300vz+K09mxiuzZr/f1Ohg+X1yd5XGvt9a21G4+v3XfB9VJZx733/m+997f13p+S5NYZ7gI5OcOHQXV+pWWZ5Gu996/33r+S5PLe+xfHaf1LhtveqzWHtNYOy3DB8hEZPoST4bTdjSbmV3l/c7en4nQ2c3lW51dZx9tZs/L+5q2b12a4TuRBvfejeu9HZfjG/48ZLkZfZH6VfeaaDNvnyuOCJLfJ8KF2wYLTqvT5lekkw/VYH8lwgfi7kvxLhrsK35fhNF21P5/+jJm1DU+26fEbtGl6WV04Y1lVtuFDe+//PI6/MkMYeFhr7cVjO6o1yeb1G5XlWd3uKnWVfnEzP7PrFk1Z8x4p3JJfrUvttuArc+A2/CsyXmiY4bRDuWZiuit3wrwkU7cxjq8fmWGHvTzDRWr/Ok7zPRnP11fnV3l/xTZVb2muLM/StDarXZu1/ma8n1k/XVBdL5V1PPOC1fG1w7dguzs/B+4gPWSqrRctUPMTY1s+leH6n3dm+FG4fRl/xmOB91f6WYJ509nM5bnA/CrreNtqqusmtZ9BqM6vss/M/UmFBaZV6fNLt4cnG95uvkjfWdmGq22q/PzElZm/DZ+X5ISpv9uR4ecovl6tWaBPmFtTWZ4LbHelusr6K67j8vwqj4WKSxMs3JJfrUvxFvF12nFEJu4+WrQmw0VwL9jgb2+e4W6Be6VwamvW/BZ9f+u1KcVbmivzq05rM9u1Gesv1+G20vXmtdE6znhH0rXcRxbe7jL+GNuM8UfnwC/kzq0Zh2+d8cfkMpySODUTd11W319xeyotp81anotOp7Ifb3PNhusmi/2Ew4bzq+4zmfOTCtVppdbnV9u00U9+7JvRvvX2q8o2XO5bKsuqsA0fm6m7DCfq7l+tGZ9vWr9RWZ7V7XyRunnzq9YsMr+NHltyIXhr7UEZfqnzzhnS72cyXAD78t7716p14wVqk3699351a+2YDLeN/simN34bbdb7a62dmqGj+OiM1x7de//j6vyq09rMdm2G1toLM/z45jumxp+c5Nf6cIqYTXSw75/LqLV2ywx3Zz0qycr/cff3GW53P7P3/o8LTGuhfaa19sgMR1l2996PuTbTKvT51ek8P8M29s9TdXccl8OpxWVQ6RMX7ls2WlbcwF3btHVtHkmevFl11WndUB+b9f6WdZlv5/o72LeVZXxY5jfsZb7etDLxUxDb3bds5vy2o93XZll5LP9jW35yYEVr7dO9912bUVed1g3VZr2/ZV3m27n+DvZtZRlZ5ttvu/fP7e5bNnN+FcvYJq5/OzZ7gq21D6/3UoZz7+W66rRuqDbr/S3rMt/O9XewbyvLyDLfftu9f25337KZ86tYxjax3DY9NGXYOL4/wy2wk1qG/y9nkbrqtG6oNuv9Lesy3871d7BvK8vIMt9+271/bnffspnzq1jGNrHEtiI0nZPhR7cunn6htfbuBeuq07qh2qz3t6zLfDvX38G+rSwjy3z7bff+ud19y2bOr2IZ28QS29ZrmgAAbqi24hfBAQAOOkITAECB0AQAUCA0AQAUCE0AAAX/HxUrwYmhLYhwAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "bucket_counts = df.Rank.value_counts()\n", "df.Rank.value_counts().head(n=60).plot(kind='bar', figsize=(10,10))" ] }, { "cell_type": "code", "execution_count": 208, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 208, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# scores containing more than 1 country.\n", "bucket_counts.loc[bucket_counts[bucket_counts.index]>1].plot(kind='bar', figsize=(10,6))" ] } ], "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": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 2 }