Ejercicios

06-MatPlotLib&Statistics.ipynb

@@ -1220,7 +1220,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
@@ -1234,18 +1234,6 @@
       "needs_background": "light"
      },
      "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x360 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
     }
    ],
    "source": [
@@ -1271,8 +1259,28 @@
     "plt.xticks(roulette_bet)\n",
     "for i,j in zip(roulette_bet, np.array(roulette_prob)*100):\n",
     "    plt.annotate(str(round(j,2))+'%', xy=(i,j+0.5) )\n",
-    "plt.show()\n",
-    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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4p6dhx47ijIqqYEUVgxdDZQBDkiRJkjRZFheL4MX8/ANlCwvF/fbtnllRU+6BIUmSJEmaLLt2FWdeVFlagp07hzsedcUAhiRJkiRpsszNFZeNVDlwAPbvH+541BUDGJIkSZKkybJlS7HnRZXpadi8ebjjUVcMYEiSJEmSJsvMDEy12BJyaqp4XbXjJp6SJEmSpPHQbVrUtWuLbCPbth1avm5dUe4GnrVkAEOSJEmSNPp6TYtaVWb2kVrzEhJJkjTyIuLUiLg1IvZFxAUVr2+MiPdHxMci4qaIeP5qjFOSNCCNaVEXFiCzuJ+fL8oPHuzuOAYvas0AhiRJGmkRsQa4FDgNOAU4OyJOaar2v4GrMvO7gLOAPxruKCVJA2Va1IlgAEOSJI26bcC+zNyfmfcDVwJnNNVJ4OHl42OAzw5xfJKkQTMt6kQwgCFJkkbd8cDtDc/vKMsaXQScExF3AFcDPzecoUmShsK0qBPBAIYkSZoEZwNvy8wNwPOBd0bEYeugiDgvIvZExJ577rln6IOUJK2QaVEnggEMSZI06u4ETmh4vqEsa3QucBVAZn4IWAsc13ygzLwsM7dm5tb169cPaLiSpL5bTovazLSoY8U0qpIkadTNAidHxIkUgYuzgJc01fkv4LnA2yLi8RQBDE+xkKQ6W1wsNuecmysuEZmZaR+IMC3q2DOAIUmSRlpmLkXE+cA1wBrg8szcGxFvAPZk5m7gtcCfRcQvUGzo+YrMzNUbtSSprdnZIv3p0lKxCef0NOzYUZxNURWoaMXgxVgxgCFJkkZeZl5NsTlnY9mFDY8/CXzvsMclSVqBxcUieDE//0DZwkJxv327Z1VMMPfAkCRJkiTVx65dxZkXVZaWYOfO4Y5HtWEAQ5IkSZJUH3NzxWUjVQ4cgP37hzse1YYBDEmSJElSfWzZUux5UWV6GjZvHu54VBsGMCRJkiRJ9TEzA1Mttmucmipe10RyE09JkiRJ0uB1mxZ17doi28i2bYeWr1tXlLuB58QygCFJkiRJGqxe06JWlZl9ZOIZwJAkSZIkDU6/0qIavJh47oEhSZIkSRoc06KqTwxgSJIkSZIGx7So6hMDGJIkSZKkwTEtqvrEAIYkSZIkaXBMi6o+cRNPSZIkSVJvuk2JCqZFVd8YwJAkSZIkda/XlKhgWlT1xUAvIYmIUyPi1ojYFxEXVLx+dES8q3z9+ojYVJY/LyJuiIhPlPc/0NDmqWX5voh4S0TEIN+DJEmSJKnUmBJ1YQEyi/v5+aL84MHuj2XwQj0aWAAjItYAlwKnAacAZ0fEKU3VzgW+mJknAZcAbyrLPw/8aGZ+B/By4J0Nbf4Y+Cng5PJ26qDegyRJkiSpgSlRtYoGeQbGNmBfZu7PzPuBK4EzmuqcAby9fPxu4LkREZn5scz8bFm+F3hIebbGY4CHZ+aHMzOBdwAvGOB7kCRJkiQtMyWqVtEgAxjHA7c3PL+jLKusk5lLwH3AsU11Xgh8NDO/Wta/o8MxAYiI8yJiT0Tsueeee1b8JiRJkiRJJVOiahXVOo1qRDyB4rKSn+61bWZelplbM3Pr+vXr+z84SZIkSZo0pkTVKhpkAONO4ISG5xvKsso6ETEFHAPcWz7fAOwCXpaZcw31N3Q4piRJkiRpEJZTojYzJaqGYJBpVGeBkyPiRIogw1nAS5rq7KbYpPNDwJnAdZmZEbEOeC9wQWb++3LlzLwrIr4UEc8ArgdeBvzfAb4HSZIkSRp/i4vFBp1zc8VlIjMzrYMRpkTVKhlYACMzlyLifOAaYA1weWbujYg3AHsyczfwVuCdEbEP+AJFkAPgfOAk4MKIuLAs256ZdwM/C7wNeAjwvvImSZIkSVqJ2dkiBerSUrER5/Q07NhRnFFRFayoYvBCQzDIMzDIzKuBq5vKLmx4fBB4UUW7NwJvbHHMPcAT+ztSSZIkSZpAi4tF8GJ+/oGyhYXifvt2z6xQrdR6E09JkiRJ0gDt2lWceVFlaQl27hzueKQ2DGBIkiRJ0qSamysuG6ly4ADs3z/c8UhtGMCQJEmSpEm1ZUux50WV6WnYvHm445HaMIAhSZIkSZNqZgamWmyNODVVvC7VxEA38ZQkSZIkrYJu06KuXVtkG9m27dDydeuKcjfwVI0YwJAkSZKkcdJrWtSqMrOPqIYMYEiSJEnSuOhXWlSDF6oh98CQJEmSpHFhWlSNMQMYkiRJkjQuTIuqMWYAQ5IkSZLGhWlRNcYMYEiSJEnSuDAtqsaYm3hKkiRJUp11mxIVTIuqsWYAQ5IkSZLqqteUqGBaVI0tAxiSJEmSVEf9SokKBi80FtwDQ5IkSZLqyJSo0iEMYEiSJElSHZkSVTqEAQxJkiRJqiNTokqHMIAhSZIkSXVkSlTpEAYwJEmSJKmOllOiNjMlqiaUWUgkSZIkaZgWF4sNOufmistEZmZaByNMiSp9kwEMSZIkSRqW2dkiBerSUrER5/Q07NhRnFFRFayoYvBCE8oAhiRJkiQNw+JiEbyYn3+gbGGhuN++3TMrpA7cA0OSJI28iDg1Im6NiH0RcUGLOi+OiE9GxN6IuGLYY5Qkdu0qzryosrQEO3cOdzzSiPEMDEmSNNIiYg1wKfA84A5gNiJ2Z+YnG+qcDLwe+N7M/GJEPGp1Ritpos3NFZeNVDlwAPbvH+54pBHjGRiSJGnUbQP2Zeb+zLwfuBI4o6nOTwGXZuYXATLz7iGPUZKKDTunp6tfm56GzZuHOx5pxBjAkCRJo+544PaG53eUZY0eBzwuIv49Ij4cEacObXSStGxmBqZanAQ/NVW8LqklLyGRJEmTYAo4GXg2sAH414j4jsycb6wUEecB5wFs3Lhx2GOUNKq6TYu6dm2RbWTbtkPL160ryt3AU2rLAIYkSRp1dwInNDzfUJY1ugO4PjO/Bnw6Iv6DIqAx21gpMy8DLgPYunVrDmzEksZHr2lRq8rMPiJ1xUtIJEnSqJsFTo6IEyPiKOAsYHdTnfdQnH1BRBxHcUmJu+VJOjKNaVEXFiCzuJ+fL8oPHuzuOAYvpK4YwJAkSSMtM5eA84FrgFuAqzJzb0S8ISJOL6tdA9wbEZ8E3g/8YmbeuzojljQ2TIsqDZWXkEiSpJGXmVcDVzeVXdjwOIHXlDdJ6g/TokpD5RkYkiRJkrQSpkWVhsoAhiRJkiSthGlRpaHyEhJJkiRJWtZtSlQwLao0ZAYwJEmSJAl6T4kKpkWVhsgAhiRJkiQ1pkRdtrBQ3G/f3ltQwuCFNBDugSFJkiRJpkSVas8AhiRJkiSZElWqvYEGMCLi1Ii4NSL2RcQFFa8fHRHvKl+/PiI2leXHRsT7I2IhIv6wqc0HymPeWN4eNcj3IEmSJGkCmBJVqr2BBTAiYg1wKXAacApwdkSc0lTtXOCLmXkScAnwprL8IPB/gNe1OPxLM/PJ5e3u/o9ekiRJ0kQxJapUe4M8A2MbsC8z92fm/cCVwBlNdc4A3l4+fjfw3IiIzDyQmf9GEciQJEmSpMFaTonazJSoUm0MMgvJ8cDtDc/vAJ7eqk5mLkXEfcCxwOc7HPsvIuLrwN8Ab8zM7M+QJUmSJI2VxcVig865ueIykZmZ1sEIU6JKtTaKaVRfmpl3RsTDKAIYPwG8o7lSRJwHnAewcePG4Y5QkiRJ0uqbnS1SoC4tFRtxTk/Djh3FGRVVwYoqBi+k2hjkJSR3Aic0PN9QllXWiYgp4Bjg3nYHzcw7y/svA1dQXKpSVe+yzNyamVvXr1+/ojcgSZIkaUQtLhbBi/l5WFiAzOJ+fr4oP+jV6tKoGWQAYxY4OSJOjIijgLOA3U11dgMvLx+fCVzX7nKQiJiKiOPKxw8GfgS4ue8jlyRJkjTadu0qzryosrQEO3cOdzySjljbAEZEvK3h8cvbVD1MZi4B5wPXALcAV2Xm3oh4Q0ScXlZ7K3BsROwDXgN8M9VqRNwG/B7wioi4o8xgcjRwTUTcBNxIcQbHn/UyLkmSVD9HsuaQpEpzc8VlI1UOHID9+4c7HklHrNMeGE9qePxqHsgY0pXMvBq4uqnswobHB4EXtWi7qcVhn9rLGCRJ0kg4ojWHJB1my5Ziz4uFhcNfm56GzZuHPyZJR6TTJSRm95AkScPgmkNSf83MwFSLv9dOTRWvSxopnc7A2BARbwGi4fE3ZearBjYySZI0SVxzSOqsl5Soa9cW2Ua2Ne35v25dUW52EWnkdApg/GLD4z2DHIgkSZporjkktbeSlKhV5XfdZfBCGlFtAxiZ6fWnkiRp4FxzSGqrMSXqsuW9LbZv7y0oYfBCGlltAxgR0Zz29BCZeXq71yVJkrpVZh95NfDtZdEtwFsy8x2rNypJtdBNStSXvGS4Y5I0dJ0uIflu4Hbgr4DrKa5LlSRJ6qsyePHzFGnVP0qx5ngK8DsRkZn5ztUcn6RVZkpUSXQOYHwr8DzgbOAlwHuBv8rMvYMemCRJmig/A/xYZt7WUHZdRLwQuBIwgCFNMlOiSqJDGtXM/Hpm/kNmvhx4BrAP+EBEnD+U0UmSpEnx8KbgBQBl2cOHPhpJ9WJKVEl0PgODiDga+GGKszA2AW8Bdg12WJIkacIsrvA1SaOs27SopkSVROdNPN8BPBG4Gvi1zLx5KKOSJEmT5vERcVNFeQCeGy6No17TopoSVZp4nc7AOAc4QLEj+KsjIsvyADIzPaVTkiT1w5OAR1NsHt7oBOBzwx+OpIHqV1pUgxfSROm0B8aDMvNhDbeHl7eHGbyQJEl9dAlwX2Z+pvEG3Fe+JmmcdJMWVZKadLqEZC3wSuAk4Cbg8sxs8U0jSZK0Yo/OzE80F2bmJyJi0/CHI2mgTIsqaQXanoEBvB3YCnwCeD7wuwMfkSRJmkTr2rz2kKGNQtJwLKdFrWJaVEktdApgnJKZ52TmnwJnAs8cwpgkSdLk2RMRP9VcGBE/CdywCuORNEimRZW0Ap028fza8oPMXIqIAQ9HkiRNqJ8HdkXES3kgYLEVOAr4sVUblaTBMC2qpBXoFMB4UkR8qXwcwEPK52YhkSRJfZOZ/w18T0Q8hyKFO8B7M/O6VRyWpF4tLhYbdM7NFZeJzMy0DkaYFlVSj9oGMDJzzbAGIkmSlJnvB96/2uOQtAKzs0UK1KWlYiPO6WnYsaM4o6IqWFHF4IWkNjqdgSFJkiRJ7S0uFsGL+fkHyhYWivvt2z2zQlJfdNrEU5IkSZLa27WrOPOiytIS7Nw53PFIGksGMCRJkiQdmbm54rKRKgcOwP79wx2PpLFkAEOSJEnSkdmypdjzosr0NGzePNzxSBpLBjAkSZIkHZmZGZhqsb3e1FTxuiQdITfxlCRJknS4XlKirl1bZBvZtu3Q8nXrinI38JTUBwYwJEmSJB1qJSlRq8rNPiKpjwxgSJIkSXpAP1OiGryQ1EfugSFJkiTpAaZElVRTBjAkSZIkPcCUqJJqygCGJEkaeRFxakTcGhH7IuKCNvVeGBEZEVuHOT5ppJgSVVJNGcCQJEkjLSLWAJcCpwGnAGdHxCkV9R4GvBq4frgjlEaMKVEl1ZQBDEmSNOq2Afsyc39m3g9cCZxRUe9i4E3AwWEOTho5yylRm5kSVdIqMwuJJEkadccDtzc8vwN4emOFiHgKcEJmvjcifnGYg5NqY3Gx2KBzbq64TGRmpnUwwpSokmrIAIYkSRprEfEg4PeAV3RR9zzgPICNGzcOdmDSMM3OFilQl5aKjTinp2HHjuKMiqpgRRWDF5JWmZeQSJKkUXcncELD8w1l2bKHAU8EPhARtwHPAHZXbeSZmZdl5tbM3Lp+/foBDlkaosXFIngxPw8LC5BZ3M/PF+UHvapK0mgwgCFJkkbdLHByRJwYEUcBZwG7l1/MzPsy87jM3JSZm4APA6dn5p7VGa40ZLt2FWdeVFlagp07hzseSVohAxiSJGmkZeYScD5wDXALcFVm7o2IN0TE6as7OqkG5uaKy0aqHDgA+/cPdzyStELugSFJkkZeZl4NXN1UdmGLus8expik2tiypdjzYmHh8Nemp2Hz5uGPSZJWwDMwJEmSpHE2MwNTLf5uOTVVvC5JI8AzMCRJkqRR00tK1LVri2wj27YdWr5uXVFudhFJI2KgZ2BExKkRcWtE7IuICypePzodpV0lAAAehklEQVQi3lW+fn1EbCrLj42I90fEQkT8YVObp0bEJ8o2b4mIGOR7kCRJkmpldhYe+1j46Z+GX/3V4v4xjynKW6lKlXrXXd2nUJWkGhhYACMi1gCXAqcBpwBnR8QpTdXOBb6YmScBlwBvKssPAv8HeF3Fof8Y+Cng5PJ2av9HL0mSJNVQP1OieuaFpBEzyDMwtgH7MnN/Zt4PXAmc0VTnDODt5eN3A8+NiMjMA5n5bxSBjG+KiMcAD8/MD2dmAu8AXjDA9yBJkiTVhylRJU2wQQYwjgdub3h+R1lWWadMgXYfcGyHY97R4ZgARMR5EbEnIvbcc889PQ5dkiRJqiFTokqaYGObhSQzL8vMrZm5df369as9HEmSJOnILadErWJKVEljbpABjDuBExqebyjLKutExBRwDHBvh2Nu6HBMSZIkaTyZElXSBBtkAGMWODkiToyIo4CzgN1NdXYDLy8fnwlcV+5tUSkz7wK+FBHPKLOPvAz42/4PXZIkSRqixUW44gq4+OLivtVmnMspUZuZElXSBGgRvj1ymbkUEecD1wBrgMszc29EvAHYk5m7gbcC74yIfcAXKIIcAETEbcDDgaMi4gXA9sz8JPCzwNuAhwDvK2+SJEnSaJqdLTKILC0V+1hMT8OOHUVAoirNaauUqAYvJI25gQUwADLzauDqprILGx4fBF7Uou2mFuV7gCf2b5SSJEnSKmlMi7psYaG43769+8CEwQtJE2BsN/GUJEmSas+0qJLUNQMYkiRJ0moxLaokdc0AhiRJkrRaTIsqSV0zgCFJkiStFtOiSlLXDGBIkiRJq8W0qJLUtYFmIZEkSZIm0uJisUHn3FxxmcjMTOtghGlRJakrBjAkSZKkfpqdLVKgLi0VG3FOT8OOHcUZFVXBiioGLyTpMAYwJEmSpH5ZXCyCF/PzD5QtLBT327d7ZoUkHQH3wJAkSZL6Zdeu4syLKktLsHPncMcjSWPEAIYkSZLUL3NzxWUjVQ4cgP37hzseSRojBjAkSZKkftmypdjzosr0NGzePNzxSNIYMYAhSZIk9cvMDEy12GZuaqp4XZK0Im7iKUmSJLXTS0rUtWuLbCPbth1avm5dUe4GnpK0YgYwJEmSpFZWkhK1qtzsI5J0xAxgSJIkSVX6mRLV4IUkHTH3wJAkSZKqmBJVkmrFAIYkSZJUxZSoklQrBjAkSZKkKqZElaRaMYAhSZIkVTElqiTVipt4SpIkabJ0mxbVlKiSVCsGMCRJkjQ5ek2LakpUSaoNAxiSJEmaDP1Ki2rwQpJWhXtgSJIkaTKYFlWSRpoBDEmSJE0G06JK0kgzgCFJkqTJYFpUSRppBjAkSZI0GUyLKkkjzQCGJEmSJsNyWtRmpkWVpJFgFhJJkiSNrsXFYnPOubniEpGZmfaBCNOiStLIMoAhSZKk0TQ7W6Q/XVoqNuGcnoYdO4qzKaoCFa0YvJCkkWAAQ5IkSaNncbEIXszPP1C2sFDcb9/uWRWSNIbcA0OSJEmjZ9eu4syLKktLsHPncMcjSRo4AxiSJEkaPXNzxWUjVQ4cgP37hzseSdLAGcCQJEnS6Nmypdjzosr0NGzePNzxSJIGzgCGJEkaeRFxakTcGhH7IuKCitdfExGfjIibIuKfI+LbVmOc6qOZGZhqsZ3b1FTxuiRprBjAkCRJIy0i1gCXAqcBpwBnR8QpTdU+BmzNzO8E3g389nBHqa4tLsIVV8DFFxf3Bw9W11u7tsg20mzduqLcDTwlaeyYhUSSJI26bcC+zNwPEBFXAmcAn1yukJnvb6j/YeCcoY5Q3ek1LWpVmdlHJGlseQaGJEkadccDtzc8v6Msa+Vc4H0DHZF615gWdWEBMov7+fmivNWZGM0MXkjS2DKAIUmSJkZEnANsBX6nxevnRcSeiNhzzz33DHdwk860qJKkDgxgSJKkUXcncELD8w1l2SEi4geBXwFOz8yvVh0oMy/LzK2ZuXX9+vUDGaxaMC2qJKmDgQYwutgR/OiIeFf5+vURsanhtdeX5bdGxA81lN8WEZ+IiBsjYs8gxy9JkkbCLHByRJwYEUcBZwG7GytExHcBf0oRvLh7FcaoTkyLKknqYGABjC53BD8X+GJmngRcArypbHsKxeLjCcCpwB+Vx1v2nMx8cmZuHdT4JUnSaMjMJeB84BrgFuCqzNwbEW+IiNPLar8DPBT46/KPILtbHE6rxbSokqQOBpmFpOOO4OXzi8rH7wb+MCKiLL+yPL3z0xGxrzzehwY4XkmSNKIy82rg6qayCxse/+DQB6XC4mKxv8XcXHGWxcxM9Uaby2lRt207tNy0qJKk0iADGFU7gj+9VZ3MXIqI+4Bjy/IPN7Vd3k08gWsjIoE/zczLqjqPiPOA8wA2btx4ZO9EkiRJvTMtqiSpj0ZxE8/vy8ynUFyasiMinlVVyU24JEmSVpFpUSVJfTbIAEY3O4J/s05ETAHHAPe2a5uZy/d3A7soLi2RJElSnZgWVZLUZ4MMYHTcEbx8/vLy8ZnAdZmZZflZZZaSE4GTgY9ExHREPAwgIqaB7cDNA3wPkiRJWgnTokqS+mxge2CUe1os7wi+Brh8eUdwYE9m7gbeCryz3KTzCxRBDsp6V1Fs+LkE7MjMr0fEo4FdxT6fTAFXZOY/DOo9SJIkaYWW06IuLBz+mmlRJUkrMMhNPLvZEfwg8KIWbX8d+PWmsv3Ak/o/UkmSJPXVzEyxYWcV06JKklZgFDfxlCRJUt0tp0VtZlpUSdIKDfQMDEmSJI2RxcVic865ueISkZmZ9oEI06JKkvrIAIYkSZI6m50t0p8uLRWbcE5PF5eIXHttdaCiFYMXkqQVMoAhSZKk9hYXi+DF/PwDZcubc27f7lkVkqShcA8MSZIktbdrV3HmRZWlJdi5c7jjkSRNJAMYkiRJam9urrhspMqBA7B//3DHI0maSAYwJEmS1N6WLcWeF1Wmp2Hz5uGOR5I0kQxgSJIkqb2ZGZhqsXXa1FTxuiRJA+YmnpIkSZOq27Soa9cW2Ua2bTu0fN26otwNPCVJQ2AAQ5IkaRL1mha1qszsI5KkITKAIUmSNGn6lRbV4IUkaYjcA0OSJGnSmBZVkjSCDGBIkiRNGtOiSpJGkAEMSZKkSWNaVEnSCDKAIUmSNGlMiypJGkFu4ilJkjQOuk2JCqZFlSSNJAMYkiRJo67XlKhgWlRJ0sgxgCFJkjTK+pUSFQxeSJJqzT0wJEmSRpkpUSVJE8IAhiRJ0igzJaokaUIYwJAkSRplpkSVJE0IAxiSJEmjzJSokqQJYQBDkiRplC2nRG1mSlRJ0pgxC4kkSVIdLS4WG3TOzRWXiczMtA5GmBJVkjQBDGBIkiTVzexskQJ1aanYiHN6GnbsKM6oqApWVDF4IUkaMwYwJEmS6mRxsQhezM8/ULawUNxv3+6ZFZKkieUeGJIkSXWya1dx5kWVpSXYuXO445EkqSYMYEiSJNXJ3Fxx2UiVAwdg//7hjkeSpJowgCFJklQnW7YUe15UmZ6GzZuHOx5JkmrCAIYkSVKdzMzAVIttyqamitclSZpAbuIpSZI0DN2mRV27tsg2sm3boeXr1hXlbuApSZpQBjAkSZIGrde0qFVlZh+RJE04AxiSJEmD1K+0qAYvJEkTzj0wJEmSBsm0qJIk9YUBDEmSpEEyLaokSX1hAEOSJGmQTIsqSVJfGMCQJEkaJNOiSpLUFwYwJEmSBmk5LWoz06JKktSTgQYwIuLUiLg1IvZFxAUVrx8dEe8qX78+IjY1vPb6svzWiPihbo8pSZImz5GsOYaiVVrUqnJJklRpYAGMiFgDXAqcBpwCnB0RpzRVOxf4YmaeBFwCvKlsewpwFvAE4FTgjyJiTZfHlCRJE+RI1hyryjMvJEnqySDPwNgG7MvM/Zl5P3AlcEZTnTOAt5eP3w08NyKiLL8yM7+amZ8G9pXH6+aYkiRpshzJmkOSJI2IQQYwjgdub3h+R1lWWSczl4D7gGPbtO3mmJIkabIcyZpDkiSNiMjMwRw44kzg1Mz8yfL5TwBPz8zzG+rcXNa5o3w+BzwduAj4cGb+ZVn+VuB9ZbO2x2w49nnAeQAbN2586mc+85mBvE9JkvSAiLghM7cOuc8Vrzky8/NNx3L9IEnSkHW7fhjkGRh3Aic0PN9QllXWiYgp4Bjg3jZtuzkmAJl5WWZuzcyt69evP4K3IUmSau5I1hyHcP0gSVJ9DTKAMQucHBEnRsRRFJty7m6qsxt4efn4TOC6LE4J2Q2cVe4YfiJwMvCRLo8pSZImy5GsOSRJ0oiYGtSBM3MpIs4HrgHWAJdn5t6IeAOwJzN3A28F3hkR+4AvUCw4KOtdBXwSWAJ2ZObXAaqOOaj3IEmS6u9I1hySJGl0DGwPjDrZunVr7tmzZ7WHIUnS2FuNPTAGxfWDJEnDUYc9MCRJkiRJkvrCAIYkSZIkSao9AxiSJEmSJKn2DGBIkiRJkqTaM4AhSZIkSZJqzwCGJEmSJEmqPQMYkiRJkiSp9gxgSJIkSZKk2ovMXO0xDFxE3AN8ps+HPQ74/IDb1LGPOo5pGH04pvr0UccxDaOPOo5pGH3UcUzD6KOOY+rWt2Xm+gEcd+gGtH6Ayf38+L7rUX9c+qjjmIbRh2OqTx91HNMw+ljd9UNmelvBDdgz6DZ17KOOY5rU913HMfm+61N/XPqo45gm+X17689tUj8/vu961B+XPuo4pkl933Uck++7PvX7ffMSEkmSJEmSVHsGMCRJkiRJUu0ZwFi5y4bQpo591HFMw+jDMdWnjzqOaRh91HFMw+ijjmMaRh91HJP6Z1I/P77vetQflz7qOKZh9OGY6tNHHcc0jD5Wdf0wEZt4SpIkSZKk0eYZGJIkSZIkqfYMYEiSJEmSpPpbzRQoo3gDLgfuBm7usv4JwPuBTwJ7gVd30WYt8BHg42WbX+uyrzXAx4C/77L+bcAngBvpIh0OsA54N/Ap4Bbgu9vU/fbyuMu3LwE/30Ufv1C+55uBvwLWdqj/6rLu3lbHr5oz4JHAPwL/Wd4/okP9F5V9fAPY2sXxf6f8Od0E7ALWddHm4rL+jcC1wGO7+dwBrwUSOK6LPi4C7myYl+d36gP4ufK97AV+u8Px39Vw7NuAG7sY05OBDy9/DoFtHeo/CfhQ+dn9O+DhnX7fOsx3qzaVc96mfuWct6nfbr7bfm80z3mbPtrNd8s+qua8TR+Vc96mfrv5btWmcs5p8V0JnAhcD+wrx3dUQx+t2pxf1j/kd6lN/f8XuJXi++dy4MEd6r+1LLuJ4nv0oZ36aHj9LcBCF2N6G/Dphvl4chdtAvh14D8ovtdf1el72tvKbwx4DdHps9SmXW3WD2X9ntcQjOD6oU2blmuIFvVb/nvS6XNHxRqiRR8X0af1Q5s+Wq4hWtTv2/qh3e9bqzlvU78v64cObSrnvFX9VvPd5vjt5nug64cObSrnvE39dmvGntYQber3Zf3QoU3lGqJV/YbjjeX6YSidjNMNeBbwFLpffDwGeEr5+GHlJJ/SoU00fDAfXP4SPaOLvl4DXEFvC5Djuqlb1n878JPl46No+k95m3ZrgM8B39ah3vHlL89DyudXAa9oU/+J5S//twBTwD8BJ3UzZ8BvAxeUjy8A3tSh/uMpFlQf4PAARlX97cBU+fhNjcdv06bxS/VVwJ90+txRfGFfA3ymeS5b9HER8LpuP9vAc8qf69Hl80d1+7sA/C5wYRd9XAucVj5+PvCBDvVnge8vH/8v4OJOv28d5rtVm8o5b1O/cs7b1G833y2/N6rmvE0f7ea7VZvKOW83pqo5b3P8dvPdqk3lnNPiu5Liu+OssvxPgJ9p6KNVm+8CNtH0vdim/vPL14LiP0s/06F+43z/HuXnsV2b8vlW4J0cugBp1cfbgDNbzHerNv8TeAfwoObfcW/9vzHgNUS7z1KHfmq5fijrd1xDMKLrhzZtWq4hWtRv+e9Ju88dLdYQLfq4iD6tH7r5XaBpDdGij76tH9r9vrWa8zb1+7J+6NCmcs5b1W81322O326+B7p+6NBH5Zy3qd9uzdjTGqJN/b6sHzq0qVxDtKpfPh/b9YOXkPQoM/8V+EIP9e/KzI+Wj79MEaE6vkObzMyF8umDy1u2axMRG4AfBv6827H1IiKOofjH4K3lGO/PzPkumz8XmMvMz3RRdwp4SERMUSwsPtum7uOB6zPzK5m5BPwLMNNcqcWcnUGxoKK8f0G7+pl5S2beWjWIFvWvLccERaR4QxdtvtTwdJqGOW/zubsE+CUqPh8r+KxW1f8Z4Lcy86tlnbu7OX5EBPBiii/mTn0k8PDy8TE0zHmL+o8D/rV8/I/ACxvqt/p9azfflW1azXmb+pVz3qZ+u/lu971x2Jyv8HumVZvKOe/UR/Oct6nfbr5btamc8zbflT9A8RcKOHy+K9tk5scy87aKn1Or+leXryXFXyY2dKj/pYaf00M4dP4q20TEGoq/zP1SN2NqHnuXbX4GeENmfqOsd3eLQ6gPBr2GGMP1A3S/hhi59UObNi3XEL2uH9q8D2ixhhj0+qFTH1VriEGvH8o2Pa0hBr1+6NCmcs7HYf3QoU3lnPe6fijr9bSGGPT6oUObyjXEpK4fDGAMUURsoojSXd9F3TURcSPF6W//mJmd2vw+xYf0Gz0MKYFrI+KGiDivQ90TgXuAv4iIj0XEn0fEdJf9nEXTf2QrB5N5J/Bm4L+Au4D7MvPaNk1uBp4ZEcdGxLdQRDRP6HJMj87Mu8rHnwMe3WW7lfhfwPu6qRgRvx4RtwMvBS7sUPcM4M7M/HiP4zk/Im6KiMsj4hEd6j6O4md8fUT8S0Q8rcs+ngn8d2b+Zxd1fx74nfJ9vxl4fYf6eykWE1Ccplk5502/b13Ndy+/ox3qV855c/1u5ruxTTdzXjGmjvPd1KbjnLd43y3nvKl+V/Pd1KblnDd/VwJzwHzDYvAOmhZjvX6/tqsfEQ8GfgL4h071I+IvKD5//wP4v130cT6wu+Gz282Yfr2c70si4ugu2mwBfjwi9kTE+yLi5HY/C62ebr+fxmz9AF2sIcZ4/QBdriF6WT+U9VeyhhjG+gG6X0MMZP0Ava8hBr1+qGrTac7HYf1Q0abjnHe7fijr9rSGGPT6oV2bVmuIiVw/5JBO9RinG8VpQl2d/tnQ5qHADcBMj+3WUVzT9cQ2dX4E+KPy8bPp/hTQ48v7R1Fc1/SsNnW3AkvA08vnf0DTqXct2h0FfJ7iy79T3UcA1wHrKaJ77wHO6dDm3PLn+q/AHwO/382cUXw5Nb7+xW7mmNangLaq/ysU1zNGL58jii/k5uvYvlmf4q9L1wPHlM9vo+J03or3/WiK03EfRHHd2uUd6t9M8SUZwDaKU3Sji/f9x8Bru5yLtwAvLB+/GPinDvX/B8UphDcAvwrcW9HHIb9vnea7qk0Xc96qfuWct6rfar6b23Qz5xXvu+18t2jTac5bve/KOa84ftv5btGmmzlf/q78PmBfQ/kJVZ/RpjZPbCg77Ofaof6f0fp7p6r+GuCPgP/Zoc2zgH/jgdOKFzr1QXEKbQBHU/zV6MIu2iwsz1v5OftgVRtv/bsxpDVE1eevok5t1w9l3a7WEIzw+qFDm1b/nrT8DNH635NvtqG7f0+a33df1w8d3nerf0+a++j7+qGs19Maorl+pzlvU7/dmrGnNQRjsH5o0UenOe95/VDW62kNwYDXD23atFxDMEHrh6F0Mm43elx8UPxjeg3wmhX2dyEtrkMrX/9NigjhbRSRua8Af9ljHxd16ONbgdsanj8TeG8Xxz0DuLbLMbwIeGvD85dRLqy6bP8bwM92M2cUm+c8pnz8GODWbuaYHgIYwCsoNg76ll4/R8DGiuN9sz7wHRRR0NvK2xLFX56+tYc+qsbc/HP6B+A5Dc/ngPUdjjEF/Dewocu5uI/yHziKL88v9fAeHgd8pKnssN+3Lua75e9o1Zy3qt9qztsdv818H9Km05x30UfVXFX9rFrOeZv3XTnnLY7fab47vY/D5rzhtQuBX6T4D8/yP9zfDVxTVb+hzesant9Gm2v7G+tTLIbeQ3n9ZzfHL8ueRZv/KJZtfpXi+3x5vr9Bw6Kqiz6e3UUfr6PYbO3Ehvm4r1Ubb/25Vf0udqi/4jVE1Wej6fXarh/Kul2tIRjh9UOrNrRZQ7T7DFHx70lzG7pYQ3Too2q8zT+ntuuHNsdpuYao6KOv64eyvKc1RFX9dnPeqn6H+e5pDdFcv9N8d3H8qnka6PqhTR8t57yL99Fy/VC+3tMaggGvH6r6KMtariGYkPWDl5AMWEQExXWft2Tm73XZZn1ErCsfPwR4HsWHpFJmvj4zN2TmJopTLa/LzHM69DEdEQ9bfkyxgdDNbfr4HHB7RHx7WfRcip1+OzmbLi4fKf0X8IyI+Jby5/ZcimvYWoqIR5X3Gymif1d02ddu4OXl45cDf9tlu65ExKkUp+Senplf6bJN46lXZ9B+zj+RmY/KzE3lvN9BsXnR5zr08ZiGpz9GmzkvvYdiUyYi4nE88Newdn4Q+FRm3tGh3rLPAt9fPv4Bil2+W2qY8wcB/5tig6Xl11r9vrWc715/R1vVbzXnbeq3nO+qNu3mvE0fLee7zfuunPMOP6fD5rxN/Zbz3eZ9VM55i+/KWyj+OnBm2bx5vnv6fm1VPyJ+Evgh4Owsr/9sU//WiDip4T2ezqHzXdXmhsz81ob5/kpmntSm/qeW57vs4wUcOt+t3vc355tiXv6j1c9Cw7eC76dxWj9A92uIsVk/lGPqaQ3Ry/oBVraGGNL6AXpbQ/Rt/VCW97SGGPT6oUObyjkfh/VDhz4q57zX9UNZ1tMaYtDrhzZtWq4hJnb9MKxIybjcKP4hvQv4GsUXwLkd6n8fxbWiy6mODklF1KLNd1KkM7uJ4gNUeRpPi7bPpotTQIHNFKd9LqfE+ZUu2jyZImXRTRQf2kd0qD8N3Et5ylqX4/81il+Kmyl2zj26Q/0PUiyEPg48t9s5A44F/pnii++fgEd2qP9j5eOvUkSKr+lQfx9we8OcN+8IXtXmb8r3fRNFqqfju/3cUX06YFUf76RIJXUTxT/Ij+lQ/yjgL8txfRT4gU5jotjJ+JU9zMX3UZza93GKUxyf2qH+qym+JP8D+C0OPT2x8vetw3y3alM5523qV855m/rt5rvj90bjnLfpo918t2pTOeftxlQ1522O326+W7WpnHNafFdSfL99pJyTv6bhe6RNm1eV871EsUD68w71lyj+urQ8zgtb1ac4Bfffy7m4mSKF2sM7janp57nQxXu4rqGPv+TQVK2t2qwD3lu2+xDwpG6/r731fmPAa4huPktt2j6bmqwfyjY9rSEYwfVDmzYt1xAt6rf896Sbzx2HZ08Y6Pqh3ZhosYZo0Uff1g/tft9azXmb+n1ZP3RoUznnreq3mu82x1+19UOHPirnvE39dmvGntYQber3Zf3Qqg1t1hCt+mj6WY7d+mF5EShJkiRJklRbXkIiSZIkSZJqzwCGJEmSJEmqPQMYkiRJkiSp9gxgSJIkSZKk2jOAIUmSJEmSas8AhqQjFhEZEb/b8Px1EXFR+fhtEXFmU/2F8n5T2faNDa8dFxFfi4g/LJ9fFBF3RsSNDbd1EfHsiLivfP6piHhzUx8viIibIuKWiPhERLxggD8CSZLUI9cPknplAENSP3wVmImI41bQ9tPADzc8fxGwt6nOJZn55IbbfFn+wcx8MvBdwI9ExPcCRMSTgDcDZ2Tm44HTgTdHxHeuYHySJGkwXD9I6okBDEn9sARcBvzCCtp+BbglIraWz38cuKqXA2TmInAjcHxZ9DrgNzLz0+XrnwZ+E/jFFYxPkiQNhusHST0xgCGpXy4FXhoRx6yg7ZXAWRFxAvB14LNNr/9Cw+mf729uHBGPAE4G/rUsegJwQ1O1PWW5JEmqD9cPkrpmAENSX2Tml4B3AK9qfqmqetPzfwCeB5wFvKuifuMpoM9pKH9mRHwcuBO4JjM/t7LRS5Kk1eD6QVIvDGBI6qffB84FphvK7gUesfwkIh4JfL6xUWbeT/EXj9cC7+6hvw9m5pMo/jJybkQ8uSz/JPDUprpP5fBrYyVJ0upz/SCpKwYwJPVNZn6B4vrTcxuKPwD8eEQcVT5/BXDYaZzA7wK/XB6j134/DfwW8Mtl0ZuB10fEJih2Kwf+n7IPSZJUI64fJHVrarUHIGns/C5w/vKTzPz7iHgqcENEfB2YA17Z3Cgz99L6Lxy/EBHnNDyvSmn2J8DrImJTZt4YEb8M/F1EPBj4GvBLmXnjyt6SJEkaMNcPkjqKzKrLyyRJkiRJkurDS0gkSZIkSVLtGcCQJEmSJEm1ZwBDkiRJkiTVngEMSZIkSZJUewYwJEmS/v927FgAAAAAYJC/9TR2FEYAwJ7AAAAAAPYEBgAAALAXG12uUSSUsAUAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 1080x360 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
     "plt.rcParams['figure.figsize']=[15, 5]\n",
     "plt.subplot(1, 2, 1)\n",
     "plt.plot(roulette_num, custom_rand_var.pmf(roulette_num), 'go', ms=7, mec='g')\n",
@@ -1288,7 +1296,7 @@
     "plt.ylabel('CDF')\n",
     "plt.title('ROULETTE - CDF ')\n",
     "plt.xticks(roulette_num)\n",
-    "plt.tight_layout()\n"
+    "plt.tight_layout()"
    ]
   },
   {