diff --git a/chapters/13/1/Percentiles.ipynb b/chapters/13/1/Percentiles.ipynb index a364b997..667fb807 100644 --- a/chapters/13/1/Percentiles.ipynb +++ b/chapters/13/1/Percentiles.ipynb @@ -230,7 +230,7 @@ "data": { "image/png": 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", "text/plain": [ - "
" + "Histogram with 'Midterm' on the x-axis and 'Percent per unit' on the y-axis. There is a bar with height of just about 5 is at 0, then there is a gap between that bar and any other comparatively tall bars until about x=10. from x=10 to x=25 bars have varying heights between about 4 to about 7." ] }, "metadata": {}, diff --git a/chapters/13/2/Bootstrap.ipynb b/chapters/13/2/Bootstrap.ipynb index b47b6962..6f05c2cd 100644 --- a/chapters/13/2/Bootstrap.ipynb +++ b/chapters/13/2/Bootstrap.ipynb @@ -278,7 +278,7 @@ "data": { "image/png": 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", "text/plain": [ - "
" + "Histogram with 'Total Compensation' on the x-axis and 'Percent per unit' on the y-axis. The bars are roughly bell shaped centered above 100000 with a long tail out to 700000." ] }, "metadata": {}, @@ -392,7 +392,7 @@ "data": { "image/png": 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", "text/plain": [ - "
" + "Histogram with 'Total Compensation' on the x-axis and 'Percent per unit' on the y-axis. The shape of the histogram is about the same as in the previous histogram, being roughly bell shaped and centered above 100000 with a long right tail out to 700000, but the exact heights of the bars are different." ] }, "metadata": {}, @@ -519,7 +519,7 @@ "data": { "image/png": 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", "text/plain": [ - "
" + "Histogram with 'Total Compensation' on the x-axis and 'Percent per unit' on the y-axis. The histogram is mostly bell shaped and centered above 100000 with a tail extending out to 700000. There are some notable differences from the previous two histograms. For example, the visible bars furtherest to the right are taller than in either previous histogram." ] }, "metadata": {}, @@ -667,7 +667,7 @@ "data": { "image/png": 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", "text/plain": [ - "
" + "Histogram with 'Bootstrap Sample Median' on the x-axis and 'Percent per unit' on the y-axis. Ther histogram has data between 120000 and 150000, roughly bell shaped although the highest bars aren't in the exact center of the distribution. There is a green point in the middle of the distribution." ] }, "metadata": {}, @@ -763,7 +763,7 @@ "data": { "image/png": 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lWBe+r9nzfLB4DosjUSsk9znHDz74AHv27MHPP//ckvEQERGpnNzFMTw8HEKhED4+Phg0aBCmTJkCT09PiX9eXl5NDiA6OhpDhgyBsbExnJ2dcebMmUbHX7lyBW5ubjAxMYGNjQ1CQ0MhEokkxpw+fRrOzs4wNjbG0KFDERMTIzNPVFQURo0aBRMTEwwcOBDLli3j+yiJiAhAEw6rXrt2DQKBAL169QIA3L59W2ZMfQ8mb0x8fDyCg4OxZcsWODo6Ijo6Gp6enjh37hx69+4tM760tBQzZ87Eiy++iOTkZGRmZiIwMBC6urpYtGgRACArKwteXl6YM2cOvvzyS5w7dw5Lly6FgYEBpk+fDgA4ePAg1qxZg/DwcDg5OSErKwuLFi1CeXk5IiIimrQNRETU9shdHC9fvqzwlUdGRsLX1xdz584FAISFheH48eOIiYnBmjVrZMYfPHgQT548QVRUFHR0dDBw4EBcv34d27dvR1BQEAQCAXbt2gUTExOEhYUBAKytrfH7778jIiJCXBxTU1MxcuRIzJ49GwBgYWGB2bNn44cfflD4NhIRUesjd3FUtMrKSqSlpYn3+Oq4uLjg/Pnz9S6TmpoKJycn6OjoiNtcXV0REhKC7OxsWFpaIjU1FS4uLhLLubq6Yv/+/aiqqoKWlhYcHR1x4MABXLhwAaNGjcKdO3eQlJSEl19+udGYMzMzn3NrFbM8yUcReX5UVomysjIFzPNIrf67K2q7AP48Kwvz3HKsrKwa7GtScaypqcGhQ4dw8uRJ3L9/H6tXr8agQYNQUlKClJQUODk5wcTERK65CgsLUVNTA0NDQ4l2Q0ND5Ofn17tMfn4+zMzMZMbX9VlaWiI/Px/jxo2TGVNdXY3CwkKYmJhg1qxZKCoqgpubG0QiEaqrq+Ht7Y21a9c2GnNjiXyWzMzMZi1P8lFUnq9cz4aenl6z5+ms1xlWVhbNnkdRFLVdQPN+H0g+/N5QHbkvyHnw4AFeeeUVLFiwAN9//z2OHj2KwsJCAECXLl2watUqfPnll00OQPo8pUgkavTcZX3jpdufNeb06dMICwvDli1b8Ouvv2Lv3r347bff8NFHHzU5fiIianvkLo5r167FtWvXcPDgQaSlpUlcIaqhoYGpU6fi6NGjcq/YwMAAGhoaMnuJBQUFMnuTdYyMjOodD/x3D7KhMZqamtDX1wcAhISEYNasWfjXv/4FW1tbTJ06FatXr0Z4eDiqq6vl3gYiImqb5C6OP/74I958801MmDCh3j27fv364c6dO3KvWFtbG3Z2dkhJSZFoT0lJgYODQ73L2Nvb4+zZsygvL5cYb2pqCgsLC/GYEydOyMw5bNgwaGlpAQAeP34MDQ0NiTEaGhoyt4QQEVH7JHdxLCkpQZ8+fRrsF4lEqKysbNLKAwMDERsbiz179iAjIwMrV65Ebm4u/Pz8ADzdW502bZp4vIeHB3R0dBAQEICrV68iMTERW7duRUBAgLhg+/n54d69ewgODkZGRgb27NmD2NhYBAUFieeZNGkSdu/ejUOHDiErKwspKSkICQnBxIkToampsmuUiIhITchdCczNzXH16tUG+3/77Tf079+/SSt3d3dHUVERwsLCkJeXBxsbG8TFxcHc3BwAkJubi1u3bonHd+vWDQkJCVi2bBnGjx8PoVCIwMBAicJnaWmJuLg4vP/++4iJiYGJiQlCQ0PFt3EAwPLlyyEQCBASEoJ79+7BwMAAkyZNwurVq5sUPxERtU1yF0dPT09s3boVU6dOhY2NDYD/XuDyxRdf4PDhw891QYu/vz/8/f3r7YuKipJps7W1RVJSUqNzjhkzBidPnmywX1NTE8HBwQgODm5asERE1C7IXRzfeecd/P7775g2bRr69+8PgUCA4OBgFBUVIS8vD6+++ioWLFjQkrESEREphdzFUUtLC3FxcTh48CC+++47CAQCVFdXY+jQoXB3d4eXl1eTHx9HRESkjpp89UndQ8aJiIjaque6NPP//u//xLdt9O7dG7a2ttxrJGpBinr5ckUTrygnaq+aVBwPHTqENWvW4N69exJPnTEzM8OaNWu4R0nUQhT18uUlb8xUQDREbZ/cxXHfvn0ICgqClZUV1q5di/79+0MkEuHmzZvYs2cPFixYgMrKSsyZM6cl4yUiImpxchfHTz75BCNGjMDhw4fRqVMnib758+fDzc0Nn3zyCYsjERG1enI/Ieeff/6Bp6enTGEEgE6dOsHb2xv37t1TaHBERESqIHdxHDBgAHJychrsv3fvHqytrRUSFBERkSrJXRzXrVuH3bt3IyEhQabv0KFD2LNnD9avX6/Q4IiIiFRB7nOO27Ztg4GBAebNm4fg4GD06dMHAoEAf//9N+7fv49+/fohPDwc4eHh4mUEAgHi4uJaJHAiIqKWIndxvHbtGgQCAXr16gUA4vOLHTt2RK9evVBRUYGMjAyJZXjvI7V3AgFw5Xp2s+fh/YlEyiV3cbx8+XJLxkHUJj14+BhbY2RPRTQV708kUi65zzkSERG1FyyOREREUlgciYiIpLA4EhERSWFxJCIiksLiSEREJEXu4jh06FD89NNPDfYfOXIEQ4cOVUhQREREqiR3cbx9+zbKysoa7C8rKxO/AJmIiKg1a9Jh1caeeHPjxg106dKlyQFER0djyJAhMDY2hrOzM86cOdPo+CtXrsDNzQ0mJiawsbFBaGio+MXLdU6fPg1nZ2cYGxtj6NChiImJkZmntLQUK1aswIABA2BkZIRhw4bV+9xYIiJqfxp9Qk5sbCz2798v/vzxxx9j9+7dMuNKSkpw9epVTJw4sUkrj4+PR3BwMLZs2QJHR0dER0fD09MT586dQ+/evWXGl5aWYubMmXjxxReRnJyMzMxMBAYGQldXF4sWLQIAZGVlwcvLC3PmzMGXX36Jc+fOYenSpTAwMMD06dMBAFVVVXB3d4dQKMSuXbtgZmaGe/fuoWPHjk2Kn4iI2qZGi2NZWRny8vLEnx88eIDa2lqJMQKBALq6upg7dy6Cg4ObtPLIyEj4+vpi7ty5AICwsDAcP34cMTExWLNmjcz4gwcP4smTJ4iKioKOjg4GDhyI69evY/v27QgKCoJAIMCuXbtgYmKCsLAwAIC1tTV+//13REREiIvjvn37cP/+ffz000/Q1tYGAFhYWDQpdiIiarsaLY7z58/H/PnzAQBDhgzBpk2b4ObmppAVV1ZWIi0tTbzHV8fFxQXnz5+vd5nU1FQ4OTlBR0dH3Obq6oqQkBBkZ2fD0tISqampcHFxkVjO1dUV+/fvR1VVFbS0tPDjjz/CwcEBK1aswE8//YTu3btjxowZWLZsGbS0tBqMOTMzsxlb3PzlST6KyPOjsspGz7HLq7qmuk3OA/DnWVmY55ZjZWXVYJ/cDx5PT09XSDB1CgsLUVNTA0NDQ4l2Q0ND5Ofn17tMfn4+zMzMZMbX9VlaWiI/Px/jxo2TGVNdXY3CwkKYmJggKysLJ0+ehIeHB+Li4pCdnY3ly5ejrKwMGzZsaDDmxhL5LJmZmc1anuSjqDxfuZ4NPT29Zs+jqaHZJucBmvf7QPLh94bqyF0c6zx8+BB3795FcXGxzIUwADB69OgmzSd9kY9IJGr0wp/6xku3P2tMbW0tDA0NER4eDg0NDdjZ2aG4uBjvv/8+1q9fz1dtERG1c3IXx+LiYqxcuRIJCQmoqamR6a8rakVFRXLNZ2BgAA0NDZm9xIKCApm9yTpGRkb1jgf+uwfZ0BhNTU3o6+sDAIyNjaGlpQUNDQ3xmBdeeAGPHz9GYWEhevToIdc2EBFR2yR3cXznnXdw+PBhzJ8/H6NHj4ZQKGzWirW1tWFnZ4eUlBTMmDFD3J6SkoJp06bVu4y9vT0+/PBDlJeXo1OnTuLxpqam4gtq7O3t8eOPP0osl5KSgmHDhonPJzo6OuLgwYOora1Fhw5P72a5ceMGdHV1YWBg0KztIiKi1k/u4njs2DEsWLAAISEhClt5YGAgFixYgBEjRsDBwQExMTHIzc2Fn58fAGDt2rW4ePEiEhMTAQAeHh4IDQ1FQEAAli1bhhs3bmDr1q1YsWKF+FCon58fduzYgeDgYPj5+eH8+fOIjY1FdHS0eL1vvPEGduzYgZUrV+LNN9/E7du3sWnTJsybN4+HVImISP7iqK2tjX79+il05e7u7igqKkJYWBjy8vJgY2ODuLg4mJubAwByc3Nx69Yt8fhu3bohISEBy5Ytw/jx4yEUChEYGIigoCDxGEtLS8TFxeH9999HTEwMTExMEBoaKr6NAwB69eqF+Ph4rFq1Ci+99BKMjIwwZ84cLF++XKHbR0RErZPcxXH69Ok4evQo3njjDYUG4O/vD39//3r7oqKiZNpsbW2RlJTU6JxjxozByZMnGx0zatQo/PLLL/IHSkRE7Ybcj49btGgRcnNz8dZbb+HChQvIzc3F/fv3Zf4RERG1dnLvOY4YMQICgQBpaWmIi4trcJy8V6sSERGpK7mL4/9e9EJERNSWyV0c33vvvZaMg4iISG00+Qk5AFBTU4MHDx6ga9eu0NR8rimIqBXr1LEjrlzPbvY8Pbp3hbFhdwVERKRYTapsf/zxB9atW4ezZ8+iqqoKCQkJcHZ2RmFhIRYuXIjAwEA4Ozu3VKxEpCZKy54gYnfD1x7I64PFc1gcSS3JfbVqamoq3NzccOvWLcyePVviuaoGBgZ49OgR9u7d2yJBEhERKZPcxXH9+vXo168fzp8/jw8++ECm/6WXXsLvv/+u0OCIiIhUQe7i+Mcff+C1115Dp06d6r1qtWfPnhIvRiYiImqt5D7n2KFDB/FDuuuTl5cn8RJiIqJnEQjAC3tILcldHO3s7HDkyBEsWLBApq+yshIHDx6Evb29QoMjorbtwcPH2BqT0Ox5eGEPKZrch1XfffddnDx5EkFBQbh8+TKApw8GP3bsGKZNm4Zbt25h6dKlLRYoERGRssi95zh+/Hh88cUXWL58OWJjYwEACxcuhEgkQrdu3RAdHY1Ro0a1WKBERETK0qT7HD08PODm5oaUlBTcvHkTtbW16NOnD1xdXdG5c+eWipGIiEipmvx4G11dXbz66qstEQsREZFakPuc408//dToy4CXL1+OI0eOKCQoIiIiVZK7OG7btg2PHz9usL+8vByfffaZQoIiIiJSJbmL49WrV2FnZ9dg/9ChQ3Ht2jWFBEVERKRKchfH6upqPHnypMH+J0+eoKKiQiFBERERqZLcxXHgwIFITExEbW2tTF9tbS0SExMxYMAAhQZHRESkCnIXx7feegsXL16Ej48P0tLSUFFRgYqKCqSlpcHX1xcXL16s9+k5RERErY3cxXHWrFlYtWoVjh07BhcXF5iamsLMzAwuLi44evQoVq5cCW9v7yYHEB0djSFDhsDY2BjOzs44c+ZMo+OvXLkCNzc3mJiYwMbGBqGhoRKvzwKA06dPw9nZGcbGxhg6dChiYmIanO/bb7+FUCh8rtiJiKhtatJ9jsuWLYOHhwd++OEHZGVlQSQSoU+fPpg6dSosLS2bvPL4+HgEBwdjy5YtcHR0RHR0NDw9PXHu3Dn07t1bZnxpaSlmzpyJF198EcnJycjMzERgYCB0dXWxaNEiAEBWVha8vLwwZ84cfPnllzh37hyWLl0KAwMDTJ8+XWK+rKwsfPDBB3Bycmpy7ERE1HbJVRyfPHkCLy8veHt747XXXhMXouaKjIyEr68v5s6dCwAICwvD8ePHERMTgzVr1siMP3jwIJ48eYKoqCjo6Ohg4MCBuH79OrZv346goCAIBALs2rULJiYmCAsLAwBYW1vj999/R0REhERxrKqqwrx58/Cf//wHp06dQlFRkUK2iYiIWj+5Dqvq6Ojg0qVLqKmpUdiKKysrkZaWBhcXF4l2FxcXnD9/vt5lUlNT4eTkJPFqLFdXV+Tk5CA7O1s8RnpOV1dX/Pnnn6iqqhK3rV+/Hubm5vD19VXUJhERURsh92HVMWPG4MyZM+K9vOYqLCxETU0NDA0NJdoNDQ2Rn59f7zL5+fkwMzOTGV/XZ2lpifz8fIwbN05mTHV1NQoLC2FiYoLk5GTEx8fj9OnTTYo5MzOzSeMVvTzJRxF5flRWibKysmbPU4cUtvAAACAASURBVF1T3SbnAaBW8Twqe9Rmf7/a6napAysrqwb75C6OoaGhcHd3x+rVqzFv3jyYm5s3+vJjeQkEAonPIpFIpu1Z46XbGxtTWFiIgIAA7NixA0KhsEmxNpbIZ8nMzGzW8iQfReX5yvVs6OnpNXseTQ3NNjkPALWKp7NeZ1hZWTR7HnXD7w3Vkbs4jho1CiKRCJGRkYiMjESHDh2gpaUlMUYgEODevXtyzWdgYAANDQ2ZvcSCggKZvck6RkZG9Y4H/rsH2dAYTU1N6Ovr49y5c8jNzcWMGTPE/XX3bhoYGODcuXP8YSQiaufkLo4zZ85sdI+uqbS1tWFnZ4eUlBSJQpWSkoJp06bVu4y9vT0+/PBDlJeXo1OnTuLxpqamsLCwEI/58ccfJZZLSUnBsGHDoKWlheHDh8vcLrJhwwaUlJTg448/Fs9DRETtl9zFMSoqSuErDwwMxIIFCzBixAg4ODggJiYGubm58PPzAwCsXbsWFy9eRGJiIoCn75MMDQ1FQEAAli1bhhs3bmDr1q1YsWKFuHD7+flhx44dCA4Ohp+fH86fP4/Y2FhER0cDeHooaODAgRJxdOvWDTU1NTLtRETUPjX5fY6K5O7ujqKiIoSFhSEvLw82NjaIi4uDubk5ACA3Nxe3bt0Sj+/WrRsSEhKwbNkyjB8/HkKhEIGBgQgKChKPsbS0RFxcHN5//33ExMTAxMQEoaGhMvc4EhERNaRJxfH27dv4+OOPcfLkSRQWFmL//v0YM2YMCgsL8dFHH+H1119v9M0d9fH394e/v3+9ffXtrdra2iIpKanROceMGYOTJ0/KHUNL7BUTEVHrJXdxzMjIwKRJk1BbW4uRI0fi9u3b4vseDQwMcOHCBVRUVCAiIqLFgiUiIlIGuYvjmjVr0KVLFxw7dgwaGhro37+/RP8rr7yC7777TuEBEhERKZvcNyqeOXMG/v7+MDIyqveq1d69eyMnJ0ehwREREalCk1523NjNusXFxdDQ0FBIUERERKrUpJcdnzp1qt4+kUiEH374ockX4xAREakjuc85Lly4EP7+/ti8eTPc3d0BPH2yzPXr17Fx40b8+eefOHDgQIsFSiSPWmjiyvXsZs9TUVmpgGiIqLWSuzjOmjULd+7cQUhICDZt2iRuAwANDQ1s2LABL7/8cstESSSnkkeP8cnO75s9z5I3ZiogGiJqrZp0n+OSJUvg4eGBxMRE/P3336itrUWfPn0wbdo0PnaNiIjajGcWx4qKCvz000/IysqCvr4+Jk6ciICAAGXERkREpBKNFse8vDy4ubnh1q1b4tc+6enp4cCBAxg9erRSAiQiIlK2Rq9W3bBhA7KyshAQEIADBw5g48aN6NixI1asWKGs+IiIiJSu0T3H5ORk+Pj4YMOGDeI2IyMj+Pv7459//kHPnj1bPEAiIiJla3TPMS8vDw4ODhJtjo6OEIlEuHv3bosGRkREpCqNFseamhrxS4Xr1H0uLy9vuaiIiIhU6JlXq2ZlZeHixYviz6WlpQCAzMxMdO7cWWb8iBEjFBgeERGR8j2zOG7cuBEbN26UaZe+KEckEkEgEKCoqEhx0REREalAo8UxMjJSWXEQERGpjUaLo6+vr7LiICIiUhtyv5WDiIiovWBxJCIiksLiSEREJEXlxTE6OhpDhgyBsbExnJ2dcebMmUbHX7lyBW5ubjAxMYGNjQ1CQ0PFz32tc/r0aTg7O8PY2BhDhw5FTEyMRP/u3bsxefJkWFpawtzcHFOmTMHZs2cVvm1ERNQ6qbQ4xsfHIzg4GEuXLsXJkydhb28PT09P3Llzp97xpaWlmDlzJoyMjJCcnIxNmzZh27ZtiIiIEI/JysqCl5cX7O3tcfLkSbz77rtYsWIFvv/+v+/4O336NGbOnInvv/8ex48fh5WVFWbNmoWbN2+2+DYTEZH6a9L7HBUtMjISvr6+mDt3LgAgLCwMx48fR0xMDNasWSMz/uDBg3jy5AmioqKgo6ODgQMH4vr169i+fTuCgoIgEAiwa9cumJiYICwsDABgbW2N33//HREREZg+fToAYMeOHRLzfvLJJ/jxxx9x7Ngx9OvXr4W3moiI1J3K9hwrKyuRlpYGFxcXiXYXFxecP3++3mVSU1Ph5OQEHR0dcZurqytycnKQnZ0tHiM9p6urK/78809UVVU1GEt5eTmEQmFzNomIiNoIle05FhYWoqamBoaGhhLthoaGyM/Pr3eZ/Px8mJmZyYyv67O0tER+fj7GjRsnM6a6uhqFhYUwMTGRmXfDhg3o3LkzJk+e3GjMmZmZz9qsFl2e5FNWVtbsOaprqjnPM6hTPI/KHrXZ36+2ul3qwMrKqsE+lR5WBQCBQCDxue4xdE0ZL90uz5g6UVFR+Oqrr/Ddd9+ha9eujcbaWCKfJTMzs1nLk3zO/3kFenp6zZ5HU0OT8zyDOsXTWa8zrKwsmj2PuuH3huqorDgaGBhAQ0NDZi+xoKBAZm+yjpGRUb3jgf/uQTY0RlNTE/r6+hLtUVFRCAkJwcGDB/nAdCIiElPZOUdtbW3Y2dkhJSVFoj0lJUXmHZJ17O3tcfbsWYnXZaWkpMDU1BQWFhbiMSdOnJCZc9iwYdDS0hK3RUREYMOGDThw4ACcnJwUtFVERNQWqPRWjsDAQMTGxmLPnj3IyMjAypUrkZubCz8/PwDA2rVrMW3aNPF4Dw8P6OjoICAgAFevXkViYiK2bt2KgIAA8SFTPz8/3Lt3D8HBwcjIyMCePXsQGxuLoKAg8Tzh4eFYu3YtIiIi0L9/f+Tl5SEvLw8PHjxQbgKIiEgtqfSco7u7O4qKihAWFoa8vDzY2NggLi4O5ubmAIDc3FzcunVLPL5bt25ISEjAsmXLMH78eAiFQgQGBkoUPktLS8TFxeH9999HTEwMTExMEBoaKr6NA3h6K0dVVZW4CNfx8fFBVFRUC281ERGpO5VfkOPv7w9/f/96++orVLa2tkhKSmp0zjFjxuDkyZMN9l++fLlpQRIRUbui8sfHERERqRsWRyIiIikqP6xKBAB594tRUFyqgJkavkeWiEheLI6kFgqKS7EufF+z5wmaO1UB0RBRe8fDqkRERFJYHImIiKSwOBIREUlhcSQiIpLC4khERCSFxZGIiEgKiyMREZEUFkciIiIpLI5ERERSWByJiIiksDgSERFJ4bNViajVEwiAK9ezmz1Pj+5dYWzYXQERUWvH4khErd6Dh4+xNSah2fN8sHgOiyMB4GFVIiIiGSyOREREUlgciYiIpLA4EhERSWnXxTE6OhpDhgyBsbExnJ2dcebMGVWHREREaqDdXq0aHx+P4OBgbNmyBY6OjoiOjoanpyfOnTuH3r17qzo8ascq+ubjyfDbqNWpQocnWtC5aK7qkIjanXZbHCMjI+Hr64u5c+cCAMLCwnD8+HHExMRgzZo1Ko6u9ci7X4yC4tJmz1NRWamAaFq/ir75eDjhL4j0qgAANQCq9cvwlyhdtYG1E7xfkuq0y+JYWVmJtLQ0LFq0SKLdxcUF58+fV1FUyqXIohb6+cFmz7PkjZlNXua1mafxmrv0ofDNmDKh2eEA2IxJ45U/z5vXrXDxUReJNpFeFf7q/DGO7M1UejyNzaOqPH8d/yK+ThijiJXL4P2SVKddFsfCwkLU1NTA0NBQot3Q0BD5+fkNLpeZ+fxfTjo6OigsLHzu5evU1taiQ4fmnyp+9OgxHpU9avY83Tp3xrvzpitgHt0mz9PPsgBA2zpPXFJd/69kQ+3tkdPwATDSl/xZeZ6fn/ooap4uutoK+X0XCoVq872hqO8eRc3z5MkTPHnypFlzWFlZNdjXrn/jBAKBxGeRSCTT9r8aS+SzZGZmolevXs+9vKIZGBign6qDaKaOHQ2fPaiVEWpWN6m9PeppYoge3W1VHYZSZGZmNut7h55fuyyOBgYG0NDQkNlLLCgokNmbJPVVUfEeKirek2hr7V8mM/R+w83HW1BSWyJuE3YQYobeejx4MFqFkUlq7XkmepZ2WRy1tbVhZ2eHlJQUzJgxQ9yekpKCadOmqTAyau9Gd35aAL998C1Ka0rRVaMrPLp5iNuJSDnaZXEEgMDAQCxYsAAjRoyAg4MDYmJikJubCz8/P1WHRu3c6M6jWQyJVKzdFkd3d3cUFRUhLCwMeXl5sLGxQVxcHMzNeU8ZEVF7126LIwD4+/vD399f1WEQEZGaEZSUlIhUHQQREZE6adfPViUiIqoPiyMREZEUFkciIiIpLI5ERERSWByJiIiksDgSERFJYXEkIiKSwuJIREQkpV0/Iael3b59G/n5+RAIBDA0NOSj6VoI86wczLNyMM/qgcWxBURGRmL79u3IycmBSPT0AUQCgQCmpqYIDAxEQECAiiNsG5hn5WCelYN5Vi8sjgq2efNmbNu2DW+//TZcXV1haGgIkUiEgoICJCcnY9OmTSgrK8Py5ctVHWqrxjwrB/OsHMyz+uGzVRXM1tYWmzZtwtSpU+vtT0xMxMqVK/HXX38pObK2hXlWDuZZOZhn9cMLchSsqKgIL7zwQoP9VlZWKCkpabCf5MM8KwfzrBzMs/phcVSw4cOHY/PmzaisrJTpq6ysxJYtWzB8+HAVRNa2MM/KwTwrB/OsfnhYVcGuXr2KmTNn4smTJ3BycoKRkREEAgHy8vJw9uxZ6OrqIiEhATY2NqoOtVVjnpWDeVYO5ln9sDi2gIcPHyIuLg4XLlxAfn4+AMDIyAj29vbw8PBA165dVRxh28A8KwfzrBzMs3phcSQiIpLCWzlayKNHj5CWlia+mdfIyAhDhw5F586dVR1am8I8KwfzrBzMs/pgcVSw6upqrFq1Cnv27EF5eTk0NDQAADU1NejUqRPmzp2L9evXQ0tLS8WRtm7Ms3Iwz8rBPKsfFkcFW7VqFRITE/HZZ5/B1dUVBgYGAIDCwkIkJydjzZo1AIBNmzapMsxWj3lWDuZZOZhn9cNzjgrWr18/xMTEwNnZud7+EydOYN68ebh586aSI2tbmGflYJ6Vg3lWP7zPUcHKy8uhr6/fYL++vj7Ky8uVGFHbxDwrB/OsHMyz+mFxVLAxY8bg/fffR05OjkxfTk4OVq9ejZdeekkFkbUtzLNyMM/KwTyrHx5WVbC7d+/Cy8sLGRkZsLa2hqGhIQQCAfLz85GRkYEBAwYgLi4OPXv2VHWorRrzrBzMs3Iwz+qHxbEF1NbW4vjx4/XezOvi4oIOHbjDrgjMs3Iwz8rBPKsXFkciIiIpvJWjhdy8eRPnz5+XeKO3g4MD+vXrp+rQ2hTmWTmYZ+VgntUHi6OCPXjwAG+99RaOHDkCPT099OjRAyKRCIWFhXj8+DEmTZqEzz//nM9JbCbmWTmYZ+VgntUPD2Ir2IoVK5CVlYWkpCTcvXsXaWlpuHTpEu7evYukpCRkZWVhxYoVqg6z1WOelYN5Vg7mWf3wnKOCmZubIz4+HiNHjqy3PzU1FR4eHrh9+7aSI2tbmGflYJ6Vg3lWP9xzVDJecaYczLNyMM/KwTwrHzOuYJMmTcLixYtx4cIFmb4LFy7g7bffxuTJk1UQWdvCPCsH86wczLP64WFVBSspKYG/vz+OHz+OLl26wMDAAAKBAAUFBXj06BFcXV2xY8cOCIVCVYfaqjHPysE8KwfzrH5YHFtIRkZGvTfzvvDCCyqOrG1hnpWDeVYO5ll9sDgSERFJ4X2OLUAkEuHEiRMyN/M6OjrC2dkZAoFA1SG2CcyzcjDPysE8qxfuOSrYvXv34O3tjStXrogfICwSiVBQUICMjAwMHjwY+/fvh5mZmapDbdWYZ+VgnpWDeVY/LI4K5uPjg4cPH+KLL76QeYL+P//8g7feegtdunRBbGysiiJsG5hn5WCelYN5Vj8sjgrWs2dPJCUlYciQIfX2X7p0CW5ubvjnn3+UHFnbwjwrB/OsHMyz+uF9jgrWqVMnFBcXN9hfUlKCTp06KTGitol5Vg7mWTmYZ/XD4qhg7u7uWLhwIQ4dOoSioiJxe1FREQ4dOoSAgAB4eHioMMK2gXlWDuZZOZhn9cPDqgpWWVmJ4OBgfP3116iuroaGhgYAoKamBpqamnj99dexceNGaGtrqzjS1o15Vg7mWTmYZ/XD4thCSktLkZaWJnEzr52dHV85o2DMs3Iwz8rBPKsPFkciIiIpPOfYAmpra/HXX38hJydHpq+8vBz79+9XQVRtT0FBAVJSUlBQUAAAyM/Px8cff4yQkBBcvXpVxdG1bYMGDcLNmzdVHUabVVVVhcOHDyM8PBwHDhxAWVmZqkNqd7jnqGB3796Fp6cnrl27BoFAgMmTJyMyMlL8wOD8/HwMGDBA4qQ7NV3d++0ePnyIrl274rvvvsPcuXOhpaWF2tpa5OTkICkpCcOGDVN1qK1aREREve1r1qxBYGAgjIyMAABBQUHKDKvNeeWVVxAXFwehUIiCggJMmzYNmZmZMDMzQ05ODoyMjPDLL7/wIQBKxOKoYPPnz8fdu3exdetWlJaW4j//+Q8ePnyIxMRE9OjRg8VRQaZPnw4LCwuEhITgq6++wueffw5XV1eEh4cDAAIDA1FSUoJ9+/apONLWrXv37jAzMxNfIFLnzp07MDU1haamJgQCAS5duqSiCNuG7t274/r16zA0NMTbb7+Nixcv4ttvv4WJiQkKCwvh4+ODF154ocE/VkjxWBwVbMCAAdi/f794j6Wqqgrz58/HX3/9hcOHD0MkErE4KoClpSV+/vlnWFtbo6qqCsbGxjh69ChGjBgBAEhLS4Ovry8PrzbT22+/jT///BM7d+6ElZWVuL1Hjx44ffo0BgwYoMLo2o7/LY4jR45ESEgIJk6cKO4/deoUAgMDkZ6ersIo2xeec1SwusN8dbS0tLBz504MGDAAr776KnJzc1UYXdtRVVUlvilaS0sLurq6MDAwEPf36NGDf4AowGeffYalS5dixowZ+Oqrr1QdTptW92DxBw8ewNzcXKLPwsICeXl5qgir3WJxVDBLS0v83//9n0SbhoYGYmJiYG1tDR8fHxVF1rb07NkT2dnZ4s87d+6EsbGx+HNeXh709fVVEVqbM336dCQlJWH//v3w9fXlHx0t5M0338Ts2bNRVVUl8bMNPP157tatm4oia59YHBVswoQJ2L17t0y7hoYGdu3ahaFDh0Ik4pHs5po+fbrEX9ITJ06Ejo6O+HNSUhKGDx+uitDaJHNzc/z000+wsbHBmDFj+DOsYD4+PjAxMYG+vj7c3Nzw5MkTif7ExEQMHjxYRdG1TzznqGDV1dV4/Phxgzft1tTU4J9//pE5bEKK9fDhQ2hqakoUTFKM06dP4/Tp05g/f77EoWxqOWVlZdDQ0ODzVZWIe44Kpqmp2ejTLHJychAaGqrEiNqnBw8eYNmyZaoOo00aM2YMgoODYWBggLt37yIwMFDVIbV5xcXFWLp0qarDaFdYHJWsuLiYDwFQAuZZOZhn5WCelU9T1QG0Nc/6Ab57966SImnbmGflYJ6Vg3lWPzznqGDdu3eHrq6u+LJsabW1tSgvL+cVf83EPCsH86wczLP64Z6jgpmammLTpk2YNm1avf3p6ekYN26ccoNqg5hn5WCelYN5Vj8856hgQ4cObfQpFgKBgJfBKwDzrBzMs3Iwz+pHIzg4+ENVB9GWmJmZwcjICP369au3v3Pnzhg/fjxv5Wgm5lk5mGflYJ7VD885EhERSeFhVSIiIiksjkRERFJYHEkl9u3bB6FQKP6nr68PGxsb/Pvf/0ZmZmaLrbekpAQbN25EWlpak5c9fPiw2r5PLz09Ha+//joGDRoEIyMjWFtbY8qUKfj8889VHVqD6n4GpB+y/bxeffVVCIVCvPLKK/X2L1y4EEKhEAMHDlTI+oD6t2Hw4MFYuHChwtZBqsFbOUildu/eDTMzM9TU1ODWrVsICwvD9OnTcfbs2RZ5C8GDBw8QGhqKnj17ws7OrknL/vjjj/j111/V7q33f/zxByZPnowRI0Zg7dq1MDIywr1793Du3DkcPnwYb731lqpDVJouXbogNTUVf//9N/r27Stuf/z4MQ4fPowuXbq0eAxff/11o4+QpNaBxZFUavDgweIvMUdHR5iammLGjBlITU3Fyy+/rOLonl9FRQU6duyolHV98cUX6NatGxISEiTW6e3tjdraWqXEoC5sbW2Rn5+PAwcO4L333hO3//DDDxCJRHB1dcWFCxdaNIahQ4e26PykHDysSmql7i/7qqoqifZjx47h5ZdfhomJCczNzeHr6ytz+FUkEiEyMhIjR46EoaEhrK2tsXz5cpSWlgIAsrOzxV9cixcvFh/S3bdvHwDg+PHjeOWVV2Bubo6ePXti5MiR4ofEL1y4EPv378e9e/fEy9W9QujUqVMQCoVITEzE4sWL0a9fP1hZWQEA/v77b7z55psYMmQITExMMHToULz77rsoKSmRiH3hwoUYOHAgzp8/j/Hjx8PY2BiDBw/GF1988cyclZSUQCgU1luMO3SQ/BX/6KOPMHbsWJibm6Nv376YOnWqTLGo257Dhw9jyZIlsLS0hIWFBd577z3U1NTgjz/+wKRJk2BmZgZHR0ccP35cYdsCPD2aMHr0aBgbG6Nv374ICgpCcXGxXMsCT/8oiIuLk2j75ptvMGXKFOjq6sqMr66uxieffIJRo0bByMgIAwYMwKpVq1BeXi4xLisrC15eXjA1NUW/fv2wcuVKVFZWyswnfVi1oKAAS5YswYgRI2BqagpbW1v4+/vj3r17Estt3LgRQqEQN2/ehJeXF3r27IlBgwYhNDS03f2Row5YHEmlampqUF1djYqKCmRkZGDdunUwNDTEmDFjxGOOHTsGLy8v6OnpISYmBlu2bMFff/2FSZMmSXzBrF+/HqtWrcL48ePxzTffYPHixYiNjRXvQZmYmGDv3r0AgHfffRdHjx7F0aNHMXHiRGRlZcHHxwcWFhaIiYlBbGwsAgMD8fjxYwDAihUr8Morr6BHjx7i5b7++muJbVm5ciVEIhG++OILbN++HcDTt7D07NkTGzduxKFDh7BixQr8+uuv8PT0lMnFw4cP8cYbb8DHxwf79u3DmDFjsHLlSnHxbsjw4cNx/fp1vPPOO7h48SKqq6sbHJuTk4OAgAB8/fXX2L59OwwNDeHm5ibzgm4AeO+996Crq4tdu3Zh/vz5iIqKQnBwMN566y3MmTMHe/fuRffu3fH666+jsLBQIdvy4YcfYunSpRg3bhz279+PdevW4fjx4/Dw8EBNTU2jy9bx9vZGVlYWzp8/L97mX3/9tcEXjb/55pv4+OOP4eHhgbi4OLzzzjvYu3cv5s+fLx5TWVmJGTNmID09HWFhYdi+fTuys7Px8ccfPzOe4uJidOzYER988AG+/fZbrFu3Djdv3sTEiRNlCjAAvPbaa3jppZewb98+vPrqq9i4cSNiY2Pl2nZSHB5WJZUaNWqUxGdTU1McOHBA4pzNhg0bYGlpiW+//Raampri5UaOHImIiAh89NFHKC4uRmRkJHx8fBAWFgYAcHV1RY8ePbBgwQIcOXIEbm5uGDJkCADA0tJSYt2//fYbKisrsWXLFvG6nZ2dxf19+vSBgYEBtLW1ZWKuM3z4cGzbtk2ibfTo0Rg9erT4s4ODA/r27YvJkyfj0qVLEofgHj58iK1bt2LWrFkAnr44OycnBxs3boSvr2+Dz91cvHgx0tPTsWvXLuzatQs6OjpwdHTEjBkz8Nprr0FDQ0M89n/jq6mpwYQJE+Do6Ii9e/fKvEpt7Nix+OijjwAA48ePxy+//IIdO3YgKSkJTk5OAABjY2OMGTMGP//8M3x9fZu1LdnZ2QgPD8fKlSuxcuVKcXv//v0xadIkJCUlYcqUKfXm4H9ZWlrC0dER33zzDRwcHBAXFwdTU1O89NJL+OabbyTGnjlzBvHx8YiKihIXz3HjxqF79+548803kZ6ejiFDhmD//v3IysrC0aNHxf/9X375Zbz44ovPjMfKykoitzU1NXBwcMCgQYNw9OhRTJ06VWJ8YGAgXnvtNXEsp06dwqFDh8RtpBzccySV+vrrr5GSkoLk5GTs27cP1tbW8PT0REZGBoCnL3m9dOkS3N3dxYURePoF6ODggN9++w0AcOHCBVRUVMDb21ti/lmzZkFTU1M8riGDBw+GlpYW5s2bh++//x73799v8rbU98VdV3BHjRoFExMT9OjRA5MnTwYA3LhxQ2KshoaGzLM13d3dcffuXZlDcP9LR0cH+/btw7lz57B+/XpMmDABf/75J95++214enpKPHbsxIkTmDJlirjY9+jRAzdu3JCJBYDMOd8XXngBenp64sJY1wYA//zzT7O35cSJE6itrYWXlxeqq6vF/0aOHImuXbvizJkzDeZAmo+PDxISElBRUYEDBw7Ay8tL5hAz8PRQura2NqZNmyaxThcXFwAQrzM1NRW9evWS+MOoQ4cOmDFjhlzx7Ny5E6NHj0bPnj1hYGCAQYMGAZD9GQCAiRMnSny2sbHhWzlUgMWRVGrgwIEYNmwYhg8fjldffRX79++HSCTCpk2bADw9nyYSiWBsbCyzrLGxsfhcVN3/So/T1NSEvr7+M89Z9e3bF4cOHUJtbS0WLFiAF154Aa6urjh9+rTc22JiYiLTtnbtWmzatAleXl44cOAAkpOTxYd2pQ+pCYVCaGlpSbQZGRkBeHpo8FkGDBiARYsWYe/evbh27Rq8vLyQnJyMn3/+GQCQlpYGT09P6OnpYdu2bTh27BhSUlIwaNCgeg/vCYVCic9aWloyVxBra2sDeHoBUnO3pe4PkmHDhqFHjx4S/0pLS5v0RooZM2agoqICmzdvxtWrVzF79uwG11lZWYmePXtKrK9///4AIF5nXl4eDA0NZZav26bGfPHFF+JDxXv37kVycjKOHTsGQPZnAHj6ho7/pa2tXe84alk8rEpqRUdHB5aWlrhyQzF0TAAABUxJREFU5QqAp1+yAoEAeXl5MmPz8vKgr68P4L9fKPn5+bCxsRGPqa6uRlFRkXhcY8aOHYuxY8eioqIC586dw8aNG+Ht7Y309HQYGBg8c/n6DhXGx8dj9uzZWL58ubjt0aNH9S5fUlKCqqoqiaKSn58P4Onh5qbo1KkTFi9ejLi4OGRkZGDSpEn44YcfoKmpia+//lpiHSUlJQq/beZ5tqXuv1FCQoJMYQZki0ZjunbtismTJ+PTTz/FsGHDYG1t3eA6O3XqhKSkpHr76/7gMTY2xrVr12T667apMfHx8XB2dkZISIi4LSsrS46tIFXiniOplcePH+PWrVviYqSnpwc7Ozt8//33Ehdk3L59G6mpqeLzeaNGjULHjh1x6NAhifni4+NRXV0tHld3ReeTJ08ajKFjx45wdnbG4sWLUVZWJr7Bu2PHjo0u19D2SO9BNXRRSk1NDRITE2Xi79WrF8zMzBpch/QhzTp1V/PW7U0/fvwYGhoaEkX8119/bZFDds+zLePHj0eHDh1w584dDBs2TOafpaVlk2KYP38+Jk2ahLfffrvBMa6urigvL0dpaWm966wr5Pb29rh7967Elb21tbX47rvvnhlHU34GSH1wz5FU6vLlyygsLIRIJEJubi527NiB4uJiLFiwQDxm1apV8PLygre3N+bNm4eysjJs3LgRXbt2Fd+Q3717dwQGBuKTTz6Brq4uXnnlFWRkZCAkJAROTk7i8zhGRkbQ19dHfHw8bG1toaenBwsLC3z33Xc4c+YMXn75ZfTs2ROFhYX49NNPYWpqKt4Ttba2RnFxMXbu3Ilhw4ahY8eOsLW1bXT7JkyYgP3792PgwIHo27cvfvjhB6SmptY7tkuXLlizZg0KCwvRr18/fPvttzhx4gS2b9/e4MU4wNMrb/Pz8+Ht7Q0bGxvU1tbijz/+wGeffYY+ffqIz4VOmDABUVFRCAgIwJw5c3Djxg2EhYU1Wnif1/NsS58+fbBkyRKsWLECN27cwOjRo9GpUyfcvXsXJ06cwOuvv46xY8fKHYOTk5PE+dH6vPTSS/Dw8MC//vUvBAYGYsSIEejQoQNu376NX375BWvXrkX//v3h4+ODTz/9FK+//jpWr14NQ0NDxMTE4OHDh8+MY8KECdi6dSu2bNmCESNG4OTJk/j+++/l3g5SDRZHUqm5c+eK/3+PHj1gY2ODQ4cOwdXVVdw+YcIExMXFITQ0FH5+ftDW1sbo0aOxbt06iUN0q1evhoGBAXbt2oWdO3dCX18fs2fPxgcffCC+GKNDhw4IDw/H+vXrMWPGDFRXVyMyMlJ85eC6detw//59dO/eHY6OjtixYwd0dHQAAP/617/w+++/Y926dXjw/+3dMWoCQRTG8c9GQbTcZmVbwTNYWAh6gQVvIFgK7mJlY6OC5YrKbGcngngDzyDsGWy31GZTBCQZEiExJCH5/w4wzKs+Zt5jJk3leZ5Op9Pd+mazmbIs03g8liS1Wi3FcXwb+HipXC4rjmMNh0MlSSLHcTSZTF5Ngb6l2+1qu93KGKPz+azr9SrXddXpdBQEgUqlkqTnU9J0OlUURTocDqrValoul7fp3q/02VpGo5Gq1aqMMTLGKJfLqVKpqNFovPud06PW67VWq5U2m43m87kKhYI8z1Oz2bz1GfP5vPb7vYIg0GAwULFYlO/7arfb6vf7d9cPw1BpmmqxWOhyuaher2u32334hSZ8L76sAn6BXq+n4/GoJEl+eisP+0u14P+i5wgAgIVwBADAwrUqAAAWTo4AAFgIRwAALIQjAAAWwhEAAAvhCACA5QkusaFxPB/u9AAAAABJRU5ErkJggg==", "text/plain": [ - "
" + "The previous histogram is shown again, including the green dot in the center of the distribution. There is now also a yellow bar that extends within the bulk of the data in the histogram, from about 130000 to approx 144000." ] }, "metadata": {}, @@ -1017,7 +1017,7 @@ "data": { "image/png": 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", "text/plain": [ - "
" + "Graph titled 'Population Median and Intervals of Estimates' with 'Median (dollars)' on the x-axis and 'Replication' on the y-axis. 100 replications are shown, each showing a gold interval inside of the range from about 125000 to 155000. The intervals are all different within the range. A green line extends from a green dot just about 135000 up through the intervals. The green line intersects with most, but not all of the intervals." ] }, "metadata": {}, @@ -1056,13 +1056,6 @@ "\n", "You can replace 95% by a different value, as long as it's not 100. Suppose you replace 95% by 80% and keep the sample size fixed at 500. Then your intervals of estimates will be shorter than those we simulated here, because the \"middle 80%\" is a smaller range than the \"middle 95%\". If you keep repeating this process, only about 80% of your intervals will contain the parameter." ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { diff --git a/chapters/13/3/Confidence_Intervals.ipynb b/chapters/13/3/Confidence_Intervals.ipynb index fbeec68b..1d53967c 100644 --- a/chapters/13/3/Confidence_Intervals.ipynb +++ b/chapters/13/3/Confidence_Intervals.ipynb @@ -207,7 +207,7 @@ "data": { "image/png": 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", "text/plain": [ - "
" + "Histogram with 'Ratio BW:GD' on the x-axis and 'Percent per unit' on the y-axis. The histogram is roughly bell shaped from about 0.3 to 0.6, with a right tail extending out to about 0.8." ] }, "metadata": {}, @@ -407,7 +407,7 @@ "data": { "image/png": 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yBgYGwoQCRERE+kYtBfPKlStYs2YNHB0d1bE6IiIirfPWT8lmZ2fjyZMnMDExQUREhFqTIyIi0haiC6abm1uJgimRSGBmZgZ7e3uMGDFC5fMliYiI9InoghkZGVmVeRAREWk1jU6NR0REpCtYMImIiERgwSQiIhKBBZOIiEgEFkwiIiIRRBXMvLw8LF26FKdOnarqfIiIiLSSqIJpZGSElStX4t69e1WdDxERkVYSfUnW2dkZN2/erMpciIiItJboghkaGootW7bg+PHjVZkPERGRVhI9088333wDMzMz+Pj4wMbGBk2bNkXt2rVVYiQSCXbv3q32JImIiDRNdMG8fv06JBIJbG1tAQB37twpEVPa5OxERET6QHTBvHLlSlXmQUREpNU4DpOIiEiEChVMhUKB3bt34+OPP4ZcLscff/wBAMjKysIPP/yAR48eVUmSREREmia6YGZnZ6Nv377w8/PDwYMHceLECWRkZAAATE1NMXfuXKxbt67KEiUiItIk0QVz/vz5uH79Ovbs2YOEhAQolUqhTSqVYtCgQThx4kSVJElERKRpogvmjz/+CF9fX3h4eJT6NGzz5s1x9+5dtSZHRESkLUQXzKysLDRr1qzMdqVSiYKCArUkRUREpG1EF0w7OztcvXq1zPazZ8+iRYsWakmKiIhI24gumCNHjsSWLVtw9uxZYVnxpdm1a9fi8OHDGDNmjPozJCIi0gKiJy4IDAzEr7/+isGDB6NFixaQSCSYM2cOHj9+jNTUVAwYMAB+fn5VmSsREZHGiC6YBgYG2L17N/bs2YMDBw5AIpGgsLAQ7du3x/DhwzFq1ChOjUdERHpLdMEsNnLkSIwcObIqciEiItJalZoa748//sDRo0dx9OhR/PHHHypjMivi7NmzGD16NJycnGBmZobt27ertPv7+8PMzEzly8PDQyUmPz8fQUFBsLe3h42NDUaPHo379++rxGRlZcHX1xd2dnaws7ODr68vsrKyVGLu3r0LuVwOGxsb2NvbY/bs2Xzql4iIBBU6w9y3bx+++OILPHjwQCiSEokENjY2+OKLLyp85pmbm4vWrVvDx8cH06ZNKzWmZ8+eWLt2rfC6Vq1aKu0hISE4cuQINm7cCHNzc8ydOxdyuRynT5+GVCoFAEyZMgX37t3Dnj17IJFIEBAQAD8/P0RFRQF4OeWfXC6Hubk5jhw5gszMTPj7+0OpVCI8PLxCfSIiIv0kumBu374dH3/8MRwcHDB//ny0aNECSqUSf//9N7Zs2QI/Pz8UFBRg7Nixojfet29f9O3bFwAwffr0UmMMDQ1hbW1dalt2dja2bt2KiIgI9OrVC8DLJ3adnZ0RGxsLd3d3JCUl4eTJkzh27Bi6du0KAFi5ciW8vLyQnJwMBwcHnDp1CteuXcOVK1eEjy+bP38+AgICMG/ePNStW1d0n4iISD+JviS7YsUKdOzYET///DM++eQTeHl5oX///vjkk09w5swZuLi4YMWKFWpP8Pz582jRogU6duyIgIAA/PPPP0JbQkICXrx4gd69ewvLbG1t4ejoiAsXLgAA4uPjYWJiIhRLAHB1dYWxsbFKjKOjo1AsAcDd3R35+flISEhQe5+IiEj3iC6Y9+/fx8iRI2FkZFSizcjICHK5HA8ePFBrch4eHlizZg0OHjyIRYsW4bfffsPgwYORn58PAEhLS4NUKoWFhYXK+2QyGdLS0oQYCwsLlSd4JRIJLC0tVWJkMpnKOiwsLCCVSoUYIiJ6t4m+JNuqVSs8fPiwzPYHDx7A0dFRLUkVGzFihPB9mzZt4OLiAmdnZxw/fhyDBw8u831KpbJEgaxMTHnLASA5Obnc/NWhOrZRXdgX7ZGTW4Dc3Fzh9avfv41CRaHa1lXZdVdm+zm5OVq5T7Uxp8rShb44ODiU2y66YC5YsAATJ05E+/btMWzYMJW2ffv2YcuWLdiyZUvlshSpYcOGsLGxwc2bNwEAVlZWUCgUyMjIgKWlpRCXnp6Obt26CTHp6ekqBVKpVCIjI0M4q7SyshIuzxbLyMiAQqEoceb5qjf9cN9W8T1WfcC+aJc//7oNY2NjAC8LTPH3b6umtKba1lWZdVe2LybGJnBwaFLZ1KqEPvyeFdOXvoi+JPvtt9/CwsICkydPhqOjIzw9PeHl5QVHR0dMnToVlpaW+Oabb4RxmiNHjsSoUaPUmmxGRgYePnwoPATk4uICAwMDxMTECDH3799HUlKScM+yS5cuyMnJQXx8vBATHx+P3NxclZikpCSV4SgxMTEwNDSEi4uLWvtARES6SfQZ5vXr1yGRSIQHY4rvVxoaGsLW1hb5+flISkpSec+bZv7JyckRzhaLiopw7949JCYmwtzcHObm5liyZAkGDx4Ma2tr3LlzBwsWLIBMJsPAgQMBAPXq1cP48eMRGhoKmUwmDCtp06YNevbsCQBwdHSEh4cHAgMDsWrVKiiVSgQGBqJfv37CXzy9e/eGk5MTpk2bhkWLFiEzMxOhoaGYMGECn5AlIiIAFSiYV65cUfvGf//9dwwaNEh4HRYWhrCwMPj4+GDFihW4evUqdu3ahezsbFhbW6N79+7YvHkzTE1NhfcsXrwYUqkUkyZNQl5eHnr06IE1a9YIYzABYP369QgODsbw4cMBAF5eXli2bJnQLpVKERUVhVmzZsHT0xNGRkbw9vbGokWL1N5nIiLSTRWeGk+dunfvXmLGnVft37//jeswMjJCeHh4uRMMmJubY926deWup3HjxsJEBkRERK+r1NR4RERE7xoWTCIiIhFYMImIiERgwSQiIhKBBZOIiEgE0QWzffv2OHLkSJntx44dQ/v27dWSFBERkbYRXTDv3LlT7hyNubm5uHv3rlqSIiIi0jYVuiRb3sw9N27cUJlQgIiISJ+UO3HBjh07sHPnTuH1V199he+//75EXFZWFq5evYp+/fqpP0MiIiItUG7BzM3NRWpqqvA6OzsbRUVFKjESiQR16tTBxIkTMWfOnKrJkoiISMPKLZhTp07F1KlTAQDt2rXDkiVL0L9//2pJjIiISJuInks2MTGxKvMgIiLSahWefP3p06e4d+8eMjMzoVQqS7S7ubmpJTEiIiJtIrpgZmZmIjg4GD/88AMUCkWJdqVSCYlEgsePH6s1QSIiIm0gumAGBgbi8OHDmDp1Ktzc3GBmZlaVeREREWkV0QXz5MmT8PPzw5dfflmV+RAREWkl0RMX1KpVC82bN6/KXIiIiLSW6II5ZMgQnDhxoipzISIi0lqiC+Ynn3yCR48eYdq0abh48SIePXqEf/75p8QXERGRPhJ9D7Njx46QSCRISEjA7t27y4zjU7JERKSPRBfM2bNnlzv5OhERkT4TXTBDQkKqMg8iIiKtVqGP9yqmUCjw+PFjFBYWqjsfIiIirVShgnnp0iUMHToUNjY2aNGiBc6ePQsAyMjIwKhRo3D69OkqSZKIiEjTRBfM+Ph49O/fH7du3cLo0aNV5pG1sLBATk4Otm7dWiVJEhERaZrogrlw4UI0b94cFy5cQGhoaIn27t2749dff1VrckRERNpCdMG8dOkSxo0bByMjo1Kflm3UqJHKh00TERHpE9EFs0aNGqhRo+zw1NRU1K5dWy1JERERaRvRBdPFxQXHjh0rta2goAB79uxBly5d1JYYERGRNhFdMD/77DP8/PPP+Pjjj3HlyhUAwKNHj3Dy5EkMHjwYt27dwueff15liRIREWmS6ILZq1cvrF27Fj/++COGDRsGAPD398fIkSNx/fp1bNiwAZ07d67Qxs+ePYvRo0fDyckJZmZm2L59u0q7UqlEWFgYWrVqhQYNGmDAgAG4du2aSkx+fj6CgoJgb28PGxsbjB49Gvfv31eJycrKgq+vL+zs7GBnZwdfX19kZWWpxNy9exdyuRw2Njawt7fH7NmzUVBQUKH+EBGR/hI90w8AeHt7o3///oiJicHff/+NoqIiNGvWDO7u7jAxManwxnNzc9G6dWv4+Phg2rRpJdpXrVqFiIgIREREwMHBAcuWLcOwYcNw8eJFmJqaAng5A9GRI0ewceNGmJubY+7cuZDL5Th9+jSkUikAYMqUKbh37x727NkDiUSCgIAA+Pn5ISoqCsDLiRjkcjnMzc1x5MgRZGZmwt/fH0qlEuHh4RXuFxER6Z8KFUwAqFOnDgYMGKCWjfft2xd9+/YFAEyfPl2lTalUIjIyEjNnzsSQIUMAAJGRkXBwcMDevXsxadIkZGdnY+vWrYiIiECvXr0AAGvXroWzszNiY2Ph7u6OpKQknDx5EseOHUPXrl0BACtXroSXlxeSk5Ph4OCAU6dO4dq1a7hy5QpsbW0BAPPnz0dAQADmzZuHunXrqqW/RESku0Rfkj1y5AiCgoLKbA8KCirzoaDKuH37NlJTU9G7d29hWe3atdGtWzdcuHABAJCQkIAXL16oxNja2sLR0VGIiY+Ph4mJiVAsAcDV1RXGxsYqMY6OjkKxBAB3d3fk5+cjISFBbX0iIiLdJbpgfvvtt3j27FmZ7Xl5eVi1apVakgIgjOmUyWQqy2UyGdLS0gAAaWlpkEqlsLCwKDfGwsJCZeyoRCKBpaWlSszr27GwsIBUKhViiIjo3Sb6kuzVq1cxfPjwMtvbt2+Pw4cPqyWpV70+SYJSqXzjx4y9HlNavJiY8pYDQHJycrl5qEN1bKO6sC/aIye3ALm5ucLrV79/G4WKQrWtq7Lrrsz2c3JztHKfamNOlaULfXFwcCi3XXTBLCwsxPPnz8tsf/78OfLz88Vn9gbW1tYAXp79vXqpND09XTgbtLKygkKhQEZGBiwtLVViunXrJsSkp6erFEilUomMjAyV9RRfni2WkZEBhUJR4szzVW/64b6t4nus+oB90S5//nUbxsbGAF4WmOLv31ZNaU21rasy665sX0yMTeDg0KSyqVUJffg9K6YvfRF9SbZ169aIjo5GUVFRibaioiJER0ejVatWakusSZMmsLa2RkxMjLAsLy8P58+fF+5Huri4wMDAQCXm/v37SEpKEmK6dOmCnJwcxMfHCzHx8fHIzc1ViUlKSlIZjhITEwNDQ0O4uLiorU9ERKS7RBfMadOm4bfffoOPjw8SEhKQn58vPBQzZswY/Pbbb/Dz86vQxnNycpCYmIjExEQUFRXh3r17SExMxN27dyGRSODv74+vv/4a0dHRuHr1KqZPnw5jY2N4e3sDAOrVq4fx48cjNDQUsbGxuHz5Mvz8/NCmTRv07NkTAODo6AgPDw8EBgbi4sWLiI+PR2BgIPr16yf8xdO7d284OTlh2rRpuHz5MmJjYxEaGooJEybwCVkiIgJQgUuyI0aMwK1btxAWFoYTJ04AeHl/r/hSZ3BwMORyeYU2/vvvv2PQoEHC67CwMISFhcHHxweRkZH49NNP8fz5cwQFBSErKwsdO3bE/v37hTGYALB48WJIpVJMmjQJeXl56NGjB9asWSOMwQSA9evXIzg4WLgH6+XlhWXLlgntUqkUUVFRmDVrFjw9PWFkZARvb28sWrSoQv0hIiL9VaFxmLNmzYK3tzcOHTqElJQUKJVKNGvWDIMGDULTpk0rvPHu3buXmHHnVRKJBCEhIQgJCSkzxsjICOHh4eVOMGBubo5169aVm0vjxo2FiQyIiIheJ6pgPn/+HKNGjYJcLse4cePwySefVHVeREREWkXUPczatWvj8uXLUCgUVZ0PERGRVhL90M8HH3yAc+fOVWUuREREWkt0wVy6dCkuXbqEefPmISUlpdThJURERPpK9EM/nTt3hlKpFD49pEaNGjAwMFCJkUgkePDggdqTJCIi0jTRBXPYsGFvnJKOiIhIX4kumJGRkVWZBxERkVYTfQ+TiIjoXVahgnnnzh0EBATAxcUFjRs3xi+//ALg5UTln3/+OT87koiI9JboS7JJSUnw9PREUVEROnXqhDt37gjjMi0sLHDx4kXk5+fju+++q7JkiYiINEV0wfziiy9gamqKkydPQiqVokWLFirtffv2xYEDB9SeIBERkTYQfUn23LlzmDJlCqysrEp9WrZx48Z4+PChWpMjIiLSFqILZmFhYbkfzJqZmanyCSFERET6pEIfIH3mzJlS25RKJQ4dOsQPWyYiIpN+rTMAACAASURBVL0lumD6+/vj4MGDWLZsGR4/fgwAKCoqwl9//YWPPvoIv//+Oz/FhIiI9FaFPkD67t27+PLLL7FkyRJhGfDyA5gXLVqEPn36VE2WREREGlahD5CeOXMmvL29ER0djZs3b6KoqAjNmjXD4MGD0aRJk6rKkYiISOPeWDDz8/Nx5MgRpKSkoH79+ujXrx+mT59eHbkRERFpjXILZmpqKvr3749bt25BqVQCAIyNjREVFQU3N7dqSZCIiEgblPvQz6JFi5CSkoLp06cjKioKYWFhMDQ0xOzZs6srPyIiIq1Q7hnmqVOn4OPjg0WLFgnLrKysMGXKFNy/fx+NGjWq8gSJiIi0QblnmKmpqejatavKMldXVyiVSty7d69KEyMiItIm5RZMhUIBIyMjlWXFr/Py8qouKyIiIi3zxqdkU1JS8Ntvvwmvnzx5AgBITk6GiYlJifiOHTuqMT0iIiLt8MaCGRYWhrCwsBLLX3/wR6lUQiKRCLMAERER6ZNyC2ZERER15UFERKTVyi2YY8aMqa48iIiItJroydeJiIjeZSyYREREIrBgEhERiaDVBTMsLAxmZmYqXy1bthTalUolwsLC0KpVKzRo0AADBgzAtWvXVNaRn5+PoKAg2Nvbw8bGBqNHj8b9+/dVYrKysuDr6ws7OzvY2dnB19cXWVlZ1dJHIiLSDVpdMAHAwcEBSUlJwte5c+eEtlWrViEiIgJLly7FqVOnIJPJMGzYMDx9+lSICQkJwaFDh7Bx40YcOXIET58+hVwuh0KhEGKmTJmCxMRE7NmzB3v37kViYiL8/PyqtZ9ERKTdKvR5mJpQs2ZNWFtbl1iuVCoRGRmJmTNnYsiQIQCAyMhIODg4YO/evZg0aRKys7OxdetWREREoFevXgCAtWvXwtnZGbGxsXB3d0dSUhJOnjyJY8eOCdMArly5El5eXkhOToaDg0P1dZaIiLSW1p9hpqSkwMnJCe3atcNHH32ElJQUAMDt27eRmpqK3r17C7G1a9dGt27dcOHCBQBAQkICXrx4oRJja2sLR0dHISY+Ph4mJiYqc+a6urrC2NhYiCEiItLqM8xOnTph9erVcHBwQHp6OsLDw9G3b1/ExcUhNTUVACCTyVTeI5PJ8PDhQwBAWloapFIpLCwsSsSkpaUJMRYWFpBIJEK7RCKBpaWlEENERKTVBbNPnz4qrzt16gQXFxfs2LEDnTt3BgCVQgf8/yn6yvN6TGnxYtaTnJxcbrs6VMc2qgv7oj1ycguQm5srvH71+7dRqChU27oqu+7KbD8nN0cr96k25lRZutCXN92C0+qC+ToTExO0atUKN2/exMCBAwG8PEO0tbUVYtLT04WzTisrKygUCmRkZMDS0lIlplu3bkJMenq6SoFUKpXIyMgocfb6uqq+v6lP91DZF+3y51+3YWxsDOBlgSn+/m3VlNZU27oqs+7K9sXE2AQODk0qm1qV0Iffs2L60hetv4f5qry8PCQnJ8Pa2hpNmjSBtbU1YmJiVNrPnz8v3I90cXGBgYGBSsz9+/eRlJQkxHTp0gU5OTmIj48XYuLj45Gbm1vis0CJiOjdpdVnmP/5z3/g6ekJW1tb4R7ms2fP4OPjA4lEAn9/fyxfvhwODg5o0aIFvvrqKxgbG8Pb2xsAUK9ePYwfPx6hoaGQyWQwNzfH3Llz0aZNG/Ts2RMA4OjoCA8PDwQGBmLVqlVQKpUIDAxEv3799OIvIiIiUg+tLpgPHjzAlClThEuqnTp1wokTJ2BnZwcA+PTTT/H8+XMEBQUhKysLHTt2xP79+2FqaiqsY/HixZBKpZg0aRLy8vLQo0cPrFmzBlKpVIhZv349goODMXz4cACAl5cXli1bVr2dJSIirabVBXPTpk3ltkskEoSEhCAkJKTMGCMjI4SHhyM8PLzMGHNzc6xbt67SeRJVhdR/MpGe+aRK1p1fUFAl6yXSZ1pdMIneZemZT7Dgm+1Vsu6ZHw2rkvUS6TOdeuiHiIhIU3iGSUTvPInk5VCbqmBpXhfWMvMqWTdVLxZMInrnZT99hq83/VAl6w4NGMuCqSd4SZaIiEgEFkwiIiIReEmW6C1w6AfRu4MFk+gtcOgH0buDl2SJiIhEYMEkIiISgQWTiIhIBBZMIiIiEVgwiYiIRGDBJCIiEoHDSoiIqlBl56nNyS0o932co7b6sWASEVWhys5Tm5ubC2Nj4zLbOUdt9eMlWSIiIhFYMImIiERgwSQiIhKBBZOIiEgEFkwiIiIRWDCJiIhEYMEkIiISgQWTiIhIBBZMIiIiETjTDxGRDqrslHticNq90rFgEhHpoMpOuScGp90rHS/JEhERicAzTNJ7qf9kIj3zidrW9+qnSOQXFKhtvUSk3VgwSe+lZz7Bgm+2q219r36KxMyPhqltvUSk3VgwX7NhwwZ88803SE1NRatWrRAWFoZu3bppOi3SQce2LnvLNSyDZy+1pFKN69bFnHVn3Z7jZ6tnRVQpLJiv2L9/P+bMmYPly5fD1dUVGzZswMiRIxEXF4fGjRtrOj0iomqh7idwX72NoctP4LJgviIiIgJjxozBxIkTAQDh4eH46aefsGnTJnzxxRcazo6IqHqo+wncV29j6PITuJKsrCylppPQBgUFBWjYsCE2btyIoUOHCstnzZqFq1ev4siRIxrMjoiINI3DSv5PRkYGFAoFZDKZynKZTIa0tDQNZUVERNqCBfM1EolE5bVSqSyxjIiI3j0smP/HwsICUqm0xNlkenp6ibNOIiJ697Bg/p9atWrBxcUFMTExKstjYmLQtWtXDWVFRETagk/JvmLGjBnw8/NDx44d0bVrV2zatAmPHj3CpEmTNJ0aERFpGAvmK4YPH47Hjx8jPDwcqampcHJywu7du2FnZ6fp1IiISMM4rISIiEgEnmFqibi4OPz4448wMzODXC6Hra2t0JaVlYXx48fj0KFDGsywcrKysrBjxw7cvHkT1tbW8PHxUembNisoKECtWrWE17du3cLatWuFvkyePBkuLi4azLDydHm/FNu0aRPOnz+PDz74ABMnTsTu3buxZMkSFBQUQC6XY968eZpOsVJ0ed/o8zED8AxTKxw9ehTjxo2Di4sLcnJy8PDhQ6xfvx79+vUDAKSlpaFVq1Z4/PixhjN9s1atWuHcuXOoX78+UlJS0K9fPxQVFaFVq1ZITk7Gs2fPcPLkSbRs2VLTqb5R/fr1kZSUBJlMhsTERHh6eqJp06bo0KED/vzzT1y9ehVHjx5Fx44dNZ3qG+nTfgGAb7/9FkuWLEHv3r1x8eJFTJ48GatXr8aMGTOgUCgQERGB+fPn68TzB/q0b/TpmCkNC6YW8PDwQJ8+fRAcHAwAWL9+Pf773/9izZo1GDRokE4VTHNzc/z111+QyWSYPHkyUlNTERUVBWNjY+Tl5WHixIkwMjLC999/r+lU3+jVvsjlchgZGWHz5s2oUePlw+UzZsxAamoq9u7dq+FM30yf9gsAdOnSBUFBQRg5ciQuX74Md3d3rFixAhMmTAAAbNmyBZs2bUJsbKxmExVBn/aNPh0zpeGwEi2QlJQEuVwuvJ46dSpWr14NPz8/HDx4UIOZvZ1ff/0VQUFBwhySRkZGCAoKwq+//qrhzCrujz/+gL+/v3DgA8C0adOQmJiowawqRx/2y927d4XhXu3bt4dUKkXnzp2F9g8++AC3bt3SVHqVpg/7ppg+HTPFeA9TCxgaGiIzMxNNmzYVlg0ZMgQA4O/vr3MTvxfPjPTixYtSpxpMT0/XRFoVJpFIhL7UqFEDJiYmKu2mpqZ48kR9H0xd1fRlvwBA7dq18fz5c+G1paWlUGSKKRSK6k6r0vRl3+jbMfM6Fkwt0K5dO/z888/o0KGDyvIhQ4agqKgIvr6+GsqscgYMGACpVIrs7GwkJyejdevWQtu9e/dgYWGhwezEUyqVcHFxgUQiwfPnz/HHH3+gbdu2QvvNmzdhZWWlwQwrRl/2CwA4ODjg6tWrcHR0BAD8+eefKu3Jyck69ZF8+rJv9O2YeR0LphaYNGkSzp49W2rbsGHDUFRUhM2bN1dzVpVTfB+22Ot/YR47dgzvv/9+daZUaRERESqvmzdvrvL64sWLGDhwYHWmVGn6tF8AIDQ0tMQZ5atu374t3M/Udvq0b/TpmCkNH/ohIiISgQ/9aLEtW7YgOztb02kQ6QweM1SVWDC12Oeff45Hjx5pOo0Ku3XrFtavX489e/YgJydHpe3JkyeYMWOGhjKruLi4OMybNw/Lly/HvXv3VNqysrIwaNAgDWVWMd26dUN4eDgePHig6VSqFI8Zzdu0aROmTp0qDIPZvXs33nvvPbRt2xYLFy7UcHZvh5dktUBZDyfk5OSgTp06wmPZd+/erc60KiUuLg4jRoyAiYkJ8vLyYGpqim3btgmze+jSmFJ9mlDC3NwcpqamePbsGTw8PPCvf/0Lffv2VXnkX5fwmNFO+jShRGn40I8WUCqVcHNzE4aSFC8LCAjAZ599hoYNG2owu4r58ssvIZfLsWLFCuTn52PRokUYPHgw9u7diy5dumg6vQpZvnw5Zs+erTKhxEcffSRMKKFrzp49i/Pnz2PLli3w8fFBw4YNMXbsWIwbNw5NmjTRdHoVwmNGO23duhVff/11mRNKNGzYEJs2bdLZgskzTC3w999/Y/LkyWjbti2WLl0qPP1naWmJX375Ba1atdJwhuI1adIEp06dUnk6LjIyEmFhYdi9ezfs7e115q/lxo0b48yZMyrjYw8ePAh/f39ERkbi/fff15m+vDoDCwDcuHED33//PXbt2oXHjx/jww8/xMSJE1UKkDbjMaOdGjZsiAsXLgif8GRtbY3Y2Fg4OTkBeDmspFevXrh9+7Ym06w03bweo2eaN2+OEydOwNTUFB9++CEuXbqk6ZQqrUaNGnj27JnKMn9/f4SEhGDkyJE4f/68hjKruOIJJV41ZMgQREZGwt/fHz/88IOGMnt7LVq0wMKFC3H16lVs2LABCoUCH330kabTEo3HjHbStwklXsdLslrCwMAAYWFh6NmzJ8aOHYvJkycLM2boklatWuHChQtwdnZWWe7v7w+FQoGpU6dqKLOK07cJJUpjYGCAYcOGYdiwYUhJSdF0OhXCY0b76NuEEq/jGaaW6devH2JiYvDzzz+jsLBQ0+lUmI+PD+Lj40tt+/jjj/Gf//xHZz6qaNKkSXj48GGpbcOGDcOaNWvQrVu3as6qctzc3GBgYFBuzKuXnnUJjxntERoaimbNmpXZrksTSpSG9zCJiIhE4BkmUQVxcDxRxejLMcOCqQOGDBmiU59Sri+D/cuiq4Pj9X2/vErXjhl9HuwP6O4x8zo+9KMD3nvvPTRq1EjTaYjy+mD/VatWqQz2LygoKHOieW1T1sMJhYWF6N27t04Njten/SKGLh0zrw72DwsLQ1paWonB/ra2tjoxdlGfjpnSsGDqAF36PEx9GuyvT4Pj9Wm/iKFLx4w+DfbXp2OmNHzoR0vcv38fmzZtwoULF5CWlgaJRAKZTAZXV1dMmjRJZ/5a1qfB/vo0OF6f9ksxfTlm9Gmwvz4dM6XhPUwtcP78eXTt2hUHDhyAk5MTvL29MXz4cDg5OeHAgQNwdXVFXFycptMURZ8G++vT4Hh92i+Afh0z+jTYX5+OmdLwkqwWCAkJwZgxY7Bs2bJS24ODgxESEoKYmJhqzqzi9G2wv74Mjte3/aJPx4y+DfbXl2OmNDzD1ALXr18vdzaPyZMn49q1a9WYUeXp02D/V+n64Hh92y/6dMzo62B/XT9mSsN7mFqgffv2mDVrFsaPH19q+5YtW7B8+XJcvny5mjMj0k48ZkgTpHPmzPmvppN41xkYGGD27Nl4+PAh8vPzkZmZifv37+O3337D2rVrsWLFCsydO7fE5TRdsmXLFjRt2hRGRkaaToVeoav7hccMaQLPMLXE/v37sXr1aiQkJAg3+KVSKVxcXDBjxgwMGzZMwxm+HZlMhl9++UW4T6MPhgwZgtu3byMhIUHTqVSaLu8XHjO6R9ePGRZMLfPixQtkZGQAACwsLN44Yba2KevhhJycHNSpU0fnBy6/av78+UhNTcXq1as1ncob6fN+4TGjO3TpmCkNn5LVMgYGBmjQoIGm06g0fR+4/CpdGhyvz/uFx4zu0KVjpjQ8wyS10reBy/oyOF7f9os+0bd9oy/HTGk4rITUSp8GLuvT4Hh92i/6Rp/2jT4dM6XhJVlSO30ZuKxPg+MB/dkv+khf9o2+HTOv4xkmVRldH7isT4PjX6Xr+0Wf6fq+0ddjphjPMKlKNWjQANHR0ZpOo1Ksra0RFxcHBweHUtvj4uJgbW1dzVmphy7vF32ny/tGn48ZgAWTqEyffPIJPvvsM1y6dAk9e/aElZUVJBIJUlNTERsbix07diAsLEzTaRJpDX0/ZviULFUrXRu4rO+D44vp2n55l+javtHnY4ZnmFSt3nvvPZ16rHz48OEYPny4zg+OfxNd2y/vEl3bN/p8zPAMk4iISASeYZLa6fPAZV3G/aK9uG90A88wSa3Onz+PkSNHwtraGr1794ZMJoNSqUR6ejpiYmKQmpqKPXv2wNXVVdOpvlO4X7QX943uYMEkterZsye6dOlS7sDl+Ph4nR24rKu4X7QX943uYMEktWrQoAHOnDlT5jisv/76Cz169MCjR4+qObN3G/eL9uK+0R2c6YfUqnjgcll0feCyruJ+0V7cN7qDD/2QWun7wGVdxf2ivbhvdAcvyZLa6fPAZV3G/aK9uG90AwsmVRl9HLisD7hftBf3jXZjwSQiIhKBD/0QERGJwIJJREQkAgsmaYXt27fDzMxM+Kpfvz6cnJzwr3/9C8nJyVW23aysLISFhVXqkyAOHz6M7777rgqyenuJiYkYP3482rZtCysrKzg6OmLgwIFYs2aNplMrU/HvwO3bt9WyvgEDBsDMzAx9+/Yttd3f3x9mZmZo3bq1WrYHlN4HZ2dn+Pv7q20bpDkcVkJa5fvvv4eNjQ0UCgVu3bqF8PBwDBkyBOfPn0e9evXUvr3s7GwsXboUjRo1gouLS4Xe++OPP+L06dP4+OOP1Z7X27h06RK8vLzQsWNHzJ8/H1ZWVnjw4AHi4uJw+PBhTJs2TdMpVhtTU1PEx8fj5s2bsLe3F5Y/e/YMhw8fhqmpaZXnsG3bNtStW7fKt0NVjwWTtIqzs7PwH5urqysaNmyIoUOHIj4+Hn369NFwdpWXn58PQ0PDatnW2rVrUa9ePfzwww8q25TL5SgqKqqWHLRFmzZtkJaWhqioKISEhAjLDx06BKVSCXd3d1y8eLFKc2jfvn2Vrp+qDy/JklYrPgN48eKFyvKTJ0+iT58+aNCgAezs7DBmzJgSl26VSiUiIiLQqVMnyGQyODo6IigoCE+ePAEA3L59W/jPLCAgQLgcvH37dgDATz/9hL59+8LOzg6NGjVCp06dsHTpUgAvL+ft3LkTDx48EN7n7OwMADhz5gzMzMwQHR2NgIAANG/eXJj27ObNm/D19UW7du3QoEEDtG/fHp999hmysrJUcvf390fr1q1x4cIF9OrVC9bW1nB2dsbatWvf+DPLysqCmZlZqQW6Rg3VQ37x4sXo0aMH7OzsYG9vj0GDBpUoIMX9OXz4MGbOnImmTZuiSZMmCAkJgUKhwKVLl+Dp6QkbGxu4urrip59+UltfgJdXHdzc3GBtbQ17e3t8/PHHyMzMFPVe4OUfCrt371ZZtmvXLgwcOBB16tQpEV9YWIgVK1agc+fOsLKyQqtWrTB37lzk5eWpxKWkpGDUqFFo2LAhmjdvjuDgYBQUFJRY3+uXZNPT0zFz5kx07NgRDRs2RJs2bTBlyhQ8ePBA5X1hYWEwMzPD33//jVGjRqFRo0Zo27Ytli5d+s794aMtWDBJqygUChQWFiI/Px9JSUlYsGABZDIZPvjgAyHm5MmTGDVqFIyNjbFp0yYsX74c165dg6enp8p/OgsXLsTcuXPRq1cv7Nq1CwEBAdixY4dwptWgQQNs3boVAPDZZ5/hxIkTOHHiBPr164eUlBT4+PigSZMm2LRpE3bs2IEZM2bg2bNnAIDZs2ejb9++sLS0FN63bds2lb4EBwdDqVRi7dq1WL16NQDg4cOHaNSoEcLCwrBv3z7Mnj0bp0+fxsiRI0v8LJ4+fYqPPvoIPj4+2L59Oz744AMEBwcLBb0s7733Hv766y8EBgbit99+Q2FhYZmxDx8+xPTp07Ft2zasXr0aMpkM/fv3xx9//FEiNiQkBHXq1MHmzZsxdepUREZGYs6cOZg2bRrGjh2LrVu3wtzcHOPHjxfGEr5tX/773//i888/R8+ePbFz504sWLAAP/30E7y9vYUB/m8il8uRkpKCCxcuCH0+ffo0fHx8So339fXFV199BW9vb+zevRuBgYHYunUrpk6dKsQUFBRg6NChSExMRHh4OFavXo3bt2/jq6++emM+mZmZMDQ0RGhoKPbu3YsFCxbg77//Rr9+/UoUZQAYN24cunfvju3bt2PAgAEICwvDjh07RPWd1IuXZEmrdO7cWeV1w4YNERUVpXIPaNGiRWjatCn27t2LmjVrCu/r1KkTvvvuOyxevBiZmZmIiIiAj48PwsPDAQDu7u6wtLSEn58fjh07hv79+6Ndu3YAgKZNm6ps++zZsygoKMDy5cuFbX/44YdCe7NmzWBhYYFatWqVyLnYe++9h2+//VZlmZubG9zc3ITXXbt2hb29Pby8vHD58mWVy3dPnz7F119/jREjRgAAPDw88PDhQ4SFhWHMmDGQSCSlbjcgIACJiYnYvHkzNm/ejNq1a8PV1RVDhw7FuHHjIJVKhdhX81MoFPDw8ICrqyu2bt0qnE0X69GjBxYvXgwA6NWrF/73v/9h/fr1OHr0KN5//30AL+dF/eCDD3D8+HGMGTPmrfpy+/ZtfPPNNwgODkZwcLCwvEWLFvD09MTRo0cxcODAUn8Gr2ratClcXV2xa9cudO3aFbt370bDhg3RvXt37Nq1SyX23Llz2L9/PyIjI4WC2rNnT5ibm8PX1xeJiYlo164ddu7ciZSUFJw4cULY/3369EG3bt3emI+Dg4PKz1ahUKBr165o27YtTpw4gUGDBqnEz5gxA+PGjRNyOXPmDPbt2ycso+rDM0zSKtu2bUNMTAxOnTqF7du3w9HRESNHjkRSUhIAIDc3F5cvX8bw4cOFYgm8/E+xa9euOHv2LADg4sWLyM/Ph1wuV1n/iBEjULNmTSGuLM7OzjAwMMDkyZNx8OBB/PPPPxXuS2n/mRcX4c6dO6NBgwawtLSEl5cXAODGjRsqsVKpFIMHD1ZZNnz4cNy7d6/E5btX1a5dG9u3b0dcXBwWLlwIDw8P/P777/j0008xcuRIKJX/f66S2NhYDBw4UPgDwNLSEjdu3CiRC4AS95BbtmwJY2NjoVgWLwNefiDy2/YlNjYWRUVFGDVqFAoLC4WvTp06oW7dujh37lyZP4PX+fj44IcffkB+fj6ioqIwatSoEpengZeX4WvVqoXBgwerbLN3794AIGwzPj4etra2Kn8s1ahRA0OHDhWVz8aNG+Hm5oZGjRrBwsICbdu2BVDydwAA+vXrp/LayckJ9+7dE9dxUisWTNIqrVu3RocOHfDee+9hwIAB2LlzJ5RKJZYsWQLg5f05pVJZ6qc3WFtbC/e2iv99Pa5mzZqoX7/+G++B2dvbY9++fSgqKoKfnx9atmwJd3d3/PLLL6L70qBBgxLL5s+fjyVLlmDUqFGIiorCqVOnhMvCr1+OMzMzKzE1mpWVFYCXlxXfpFWrVvjkk0+wdetWXL9+HaNGjcKpU6dw/PhxAEBCQgJGjhwJY2NjfPvttzh58iRiYmLQtm3bUi8NmpmZqbw2MDAo8eRyrVq1ALx8yOlt+1L8R0qHDh1gaWmp8vXkyRM8fvz4jT+DYkOHDkV+fj6WLVuGq1evYvTo0WVus6CgAI0aNVLZXosWLQBA2GZqaipkMlmJ9xf3qTxr164VLjNv3boVp06dwsmTJwGU/B0AAHNzc5XXtWrVKjWOqh4vyZJWq127Npo2bYo///wTwMv/eIs/yeF1qampqF+/PoD//59MWloanJychJjCwkI8fvxYiCtPjx490KNHD+Tn5yMuLg5hYWGQy+VITEyEhYXFG99f2mXG/fv3Y/To0QgKChKW5eTklPr+rKwsvHjxQqXQpKWlAXh5qboijIyMEBAQgN27dyMpKQmenp44dOgQatasiW3btqlsIysrS+1DeCrTl+J99MMPP5Qo1kDJQlKeunXrwsvLCytXrkSHDh3g6OhY5jaNjIxw9OjRUtuL/wiytrbG9evXS7QX96k8+/fvx4cffogvv/xSWJaSkiKiF6RpPMMkrfbs2TPcunVLKFDGxsZwcXHBwYMHVR76uHPnDuLj44X7g507d4ahoSH27dunsr79+/ejsLBQiCt+kvT58+dl5mBoaIgPP/wQAQEByM3NFQalGxoalvu+svrz+plWWQ++KBQKREdHl8jf1tYWNjY2ZW7j9cuhxYqfIi4+63727BmkUqlKYT99+nSVXO6rTF969eqFGjVq4O7du+jQoUOJr6ZNm1Yoh6lTp8LT0xOffvppmTHu7u7Iy8vDkydPSt1mcXHv0qUL7t27p/JEcVFREQ4cOPDGPCryO0DahWeYpFWuXLmCjIwMKJVKPHr0COvXr0dmZib8/PyEmLlz52LUqFGQy+WYPHkycnNzERYWhrp16wqTCJibm2PGjBlYsWIF6tSpg759+yIpKQlffvkl3n//feG+kJWVFerXr4/9+/ejTZs2MDY2RpMmTXDgwAGcO3cOffr0QaNGjZCRkYGVK1eiYcOGwhmro6MjMjMzsXHjRnTo0AGGhoZo06ZNuf3z8PDAzp070bp1a9jb2+PQoUOIj48vNdbUTCBDGwAAArhJREFU1BRffPEFMjIy0Lx5c+zduxexsbFYvXp1mQ/8AC+f+E1LS4NcLoeTkxOKiopw6dIlrFq1Cs2aNRPurXp4eCAyMhLTp0/H2LFjcePGDYSHh5dbjCurMn1p1qwZZs6cidmzZ+PGjRtwc3ODkZER7t27h9jYWIwfPx49evQQncP777+vcr+1NN27d4e3tzcmTJiAGTNmoGPHjqhRowbu3LmD//3vf5g/fz5atGgBHx8frFy5EuPHj8e8efMgk8mwadMmPH369I15eHh44Ouvv8by5cvRsWNH/Pzzzzh48KDofpDmsGCSVpk4caLwvaWlJZycnLBv3z64u7sLyz08PLB7924sXboUkyZNQq1ateDm5oYFCxaoXN6bN28eLCwssHnzZmzcuBH169fH6NGjERoaKjzwUaNGDXzzzTdYuHAhhg4disLCQkRERAhPLC5YsAD//PMPzM3N4erqivXr16N27doAgAkTJuDXX3/FggULkJ2djcaNG+PKlSvl9m/ZsmVQKpVYuHAhAKBv377YuHGj8FDJq0xNTbFx40bMmTMHV69ehUwmw5IlS1SePi2Nr68v9uzZgw0bNuDRo0coKCiAjY0N5HI5goKCYGJiAuDl2dTSpUsRERGB6OhoODk5Yc2aNcJTxepU2b6EhoaiZcuW2LBhAzZs2ACJRIJGjRrhww8/RPPmzdWeJwCsW7cOa9euxbZt27B8+XIYGhqicePGcHd3F+5b1qpVCwcOHEBQUBBmzZqFOnXqwNvbG/369UNgYGC56589ezays7OxevVq5Ofnw83NDfv27avwTFNU/fjxXkRayN/fH6dPn8bVq1c1ncpb06e+0LuN9zCJiIhEYMEkIiISgZdkiYiIROAZJhERkQgsmERERCKwYBIREYnAgklERCQCCyYREZEILJhEREQi/D/JR/uCWSAElQAAAABJRU5ErkJggg==", "text/plain": [ - "
" + "Histogram with 'Bootstrap Sample Median' on the x-axis and 'Percent per unit' on the y-axis. The histogram's three center bars are the tallest and extend from 0.4275 to 0.4325. Other bars are present from about 0.425 to 0.435" ] }, "metadata": {}, @@ -455,7 +455,7 @@ "data": { "image/png": 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", "text/plain": [ - "
" + "Histogram with 'Maternal Age' on the x-axis and 'Percent per unit' on the y-axis. The bars increase in height from 15 to about 25, then decreases through 45." ] }, "metadata": {}, @@ -563,7 +563,7 @@ "data": { "image/png": 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", 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" + "Histogram with 'Bootstrap Sample Mean' on the x-axis and 'Percent per unit' on the y-axis. The histogram is roughly bell shaped from about 26.7 to 27.7 There is a yellow bar at the bottom of the graph from about 26.9 to 27.5, encompassing much of the data." ] }, "metadata": {}, @@ -601,7 +601,7 @@ "data": { "image/png": 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", "text/plain": [ - "
" + "A previously shown histogram is rendered again: Histogram with 'Maternal Age' on the x-axis and 'Percent per unit' on the y-axis. The bars increase in height from 15 to about 25, then decreases through 45." ] }, "metadata": {}, @@ -658,7 +658,7 @@ "data": { "image/png": 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", "text/plain": [ - "
" + "A previously shown histogram is rendered again with a different interval highlighted. The 'Bootstrap Sample Mean' is on the x-axis and is roughly bell shaped extending between 26.7 and 27.7. The highlighted interval is smaller, from about 27.0 to 27.4." ] }, "metadata": {}, @@ -811,7 +811,7 @@ "data": { "image/png": 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", "text/plain": [ - "
" + "Histogram with 'Bootstrap Sample Proportion' on the x-axis and 'Percent per unit' on the y-axis. The data is centered around 0.39 and ranges from about 0.34 to 0.43. A yellow bar extends along the bottom of the histogram from about 0.36 to 0.42." ] }, "metadata": {}, @@ -843,13 +843,6 @@ " - The original sample is very small, say less than 10 or 15.\n", "\n" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { diff --git a/chapters/13/4/Using_Confidence_Intervals.ipynb b/chapters/13/4/Using_Confidence_Intervals.ipynb index 0ce6d955..9a0dd333 100644 --- a/chapters/13/4/Using_Confidence_Intervals.ipynb +++ b/chapters/13/4/Using_Confidence_Intervals.ipynb @@ -57,7 +57,7 @@ "data": { "image/png": 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", "text/plain": [ - "
" + "Histogram with 'Maternal Age' on the x-axis and 'Percent per unit' on the y-axis. The bars increase in height from 15 to about 25, then decreases through 45." ] }, "metadata": {}, @@ -299,7 +299,7 @@ "data": { "image/png": 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", "text/plain": [ - "
" + "Histogram with 'drop' on the x-axis and 'Percent per unit' on the y-axis. The x-axis extends from -20 to 80. The first three bars grow in height until x=40, then the two remaining bars are smaller, just taller than the first bar." ] }, "metadata": {}, @@ -414,7 +414,7 @@ "data": { "image/png": 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", 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" + "Histogram with 'Bootstrap Sample Mean' on the x-axis with 'Percent per unit' on the y-axis. The graph is bell shaped and centered around 30. A yellow bar extends along the bottom of the graph from below 20 to above 40." ] }, "metadata": {},