From 16472d7fefedbcd393f1b918a038e5175edef67a Mon Sep 17 00:00:00 2001 From: Ivan Savov Date: Fri, 29 Mar 2024 12:40:21 -0400 Subject: [PATCH] Update to use `rur` and `urb` keys for doctors `loc` column --- exercises/exercises_31_estimtors.ipynb | 20 +- .../exercises_32_confidence_intervals.ipynb | 8 +- exercises/exercises_35_two_sample_tests.ipynb | 10 +- .../solutions/exercises_31_estimtors.ipynb | 80 +++--- .../exercises_32_confidence_intervals.ipynb | 16 +- notebooks/12_data_in_practice.ipynb | 239 ++++++------------ notebooks/35_two_sample_tests.ipynb | 4 +- 7 files changed, 153 insertions(+), 224 deletions(-) diff --git a/exercises/exercises_31_estimtors.ipynb b/exercises/exercises_31_estimtors.ipynb index 5387cc96..dc69087d 100644 --- a/exercises/exercises_31_estimtors.ipynb +++ b/exercises/exercises_31_estimtors.ipynb @@ -229,11 +229,11 @@ "### Exercise 3.3\n", "\n", "Compute the difference between the means of the sleep `score` s \n", - "for the doctors working in `rural` locations and `urban` locations\n", + "for the doctors working in `rur`al locations and `urb`an locations\n", "in the doctors dataset `datasets/doctors.csv` .\n", "\n", - "Hint: Use the code `doctors[doctors[\"location\"]==\"rural\"]` to select\n", - "the subset of the doctors working in a `rural` location." + "Hint: Use the code `doctors[doctors[\"loc\"]==\"rur\"]` to select\n", + "the subset of the doctors working in a rural location." ] }, { @@ -244,8 +244,8 @@ "outputs": [], "source": [ "doctors = pd.read_csv(\"datasets/doctors.csv\")\n", - "scoresR = doctors[doctors[\"location\"]==\"rural\"][\"score\"]\n", - "scoresU = ... # select doctors from \"urban\" location here...\n", + "scoresR = doctors[doctors[\"loc\"]==\"rur\"][\"score\"]\n", + "scoresU = ... # select doctors from \"urb\" location here...\n", "\n", "# compute difference between scores" ] @@ -777,8 +777,8 @@ "\n", "Describe the uncertainty about the difference between means `dmeans(scoresR,scoresU)` ,\n", "where `scoresR` and `scoresU` are sleep scores of the rural and urban doctors\n", - "from the doctors dataset `datasets/apples.csv` . \n", - "**a)** Find an analytical formula in terms Student's $t$ -distribution. \n", + "from the doctors dataset `datasets/doctors.csv` . \n", + "**a)** Find an analytical formula in terms Student's $t$-distribution. \n", "**b)** Use bootstrap estimation. \n", "**c)** Compare your answers from part a) and b) graphically." ] @@ -802,7 +802,7 @@ ], "source": [ "doctors = pd.read_csv(\"datasets/doctors.csv\")\n", - "scoresR = doctors[doctors[\"location\"]==\"rural\"][\"score\"]\n", + "scoresR = doctors[doctors[\"loc\"]==\"rur\"][\"score\"]\n", "scoresU = ... # select urban doctors ...\n", "\n", "# observed difference\n", @@ -1025,7 +1025,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 36, "id": "7a1f9847-c46d-4d91-81d4-f4f0b41b4828", "metadata": {}, "outputs": [ @@ -1035,7 +1035,7 @@ "Ellipsis" ] }, - "execution_count": 40, + "execution_count": 36, "metadata": {}, "output_type": "execute_result" } diff --git a/exercises/exercises_32_confidence_intervals.ipynb b/exercises/exercises_32_confidence_intervals.ipynb index 8fa56997..eaebee83 100644 --- a/exercises/exercises_32_confidence_intervals.ipynb +++ b/exercises/exercises_32_confidence_intervals.ipynb @@ -282,8 +282,8 @@ "id": "4b35dd4e-4a8c-498e-8a14-c216b04b4367", "metadata": {}, "source": [ - "Hint: Use the code `doctors[doctors[\"location\"]==\"rural\"]` to select\n", - "the subset of the doctors working in a `rural` location." + "Hint: Use the code `doctors[doctors[\"loc\"]==\"rur\"]` to select\n", + "the subset of the doctors working in a `rur`al location." ] }, { @@ -294,8 +294,8 @@ "outputs": [], "source": [ "doctors = pd.read_csv(\"datasets/doctors.csv\")\n", - "scoresR = doctors[doctors[\"location\"]==\"rural\"][\"score\"]\n", - "scoresU = doctors[doctors[\"location\"]==\"urban\"][\"score\"]\n", + "scoresR = doctors[doctors[\"loc\"]==\"rur\"][\"score\"]\n", + "scoresU = doctors[doctors[\"loc\"]==\"urb\"][\"score\"]\n", "\n", "# observed difference between scores\n", "dscores = ..." diff --git a/exercises/exercises_35_two_sample_tests.ipynb b/exercises/exercises_35_two_sample_tests.ipynb index e97569c9..80594dd7 100644 --- a/exercises/exercises_35_two_sample_tests.ipynb +++ b/exercises/exercises_35_two_sample_tests.ipynb @@ -111,7 +111,7 @@ { "data": { "text/plain": [ - "2.2236048265460084" + "6.992885375494076" ] }, "execution_count": 3, @@ -121,8 +121,8 @@ ], "source": [ "doctors = pd.read_csv(\"../datasets/doctors.csv\")\n", - "scoresU = doctors[doctors[\"location\"]==\"urban\"][\"score\"]\n", - "scoresR = doctors[doctors[\"location\"]==\"rural\"][\"score\"]\n", + "scoresU = doctors[doctors[\"loc\"]==\"urb\"][\"score\"]\n", + "scoresR = doctors[doctors[\"loc\"]==\"rur\"][\"score\"]\n", "\n", "# observed difference between means\n", "dhat = dmeans(scoresR, scoresU)\n", @@ -138,7 +138,7 @@ { "data": { "text/plain": [ - "0.0122" + "0.0496" ] }, "execution_count": 4, @@ -161,7 +161,7 @@ { "data": { "text/plain": [ - "0.0122987701229877" + "0.05019498050194981" ] }, "execution_count": 5, diff --git a/exercises/solutions/exercises_31_estimtors.ipynb b/exercises/solutions/exercises_31_estimtors.ipynb index 2836e454..a42f17da 100644 --- a/exercises/solutions/exercises_31_estimtors.ipynb +++ b/exercises/solutions/exercises_31_estimtors.ipynb @@ -267,11 +267,11 @@ "source": [ "### Exercise 3.3\n", "\n", - "Compute the difference between the means of the sleep `score` s \n", - "for the doctors working in `rural` locations and `urban` locations\n", - "in the doctors dataset `datasets/doctors.csv` .\n", + "Compute the difference between the means of the sleep `score`s \n", + "for the doctors working in `rur`al and `urb`an locations\n", + "in the doctors dataset `datasets/doctors.csv`.\n", "\n", - "Hint: Use the code `doctors[doctors[\"location\"]==\"rural\"]` to select\n", + "Hint: Use the code `doctors[doctors[\"loc\"]==\"rur\"]` to select\n", "the subset of the doctors working in a `rural` location." ] }, @@ -284,7 +284,7 @@ { "data": { "text/plain": [ - "2.2236048265460084" + "6.992885375494076" ] }, "execution_count": 10, @@ -294,8 +294,8 @@ ], "source": [ "doctors = pd.read_csv(\"datasets/doctors.csv\")\n", - "scoresR = doctors[doctors[\"location\"]==\"rural\"][\"score\"]\n", - "scoresU = doctors[doctors[\"location\"]==\"urban\"][\"score\"]\n", + "scoresR = doctors[doctors[\"loc\"]==\"rur\"][\"score\"]\n", + "scoresU = doctors[doctors[\"loc\"]==\"urb\"][\"score\"]\n", "\n", "# observed difference between scores\n", "dmeans(scoresR,scoresU)" @@ -341,7 +341,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -424,7 +424,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -432,7 +432,7 @@ "metadata": { "image/png": { "height": 185, - "width": 471 + "width": 468 } }, "output_type": "display_data" @@ -471,7 +471,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -517,7 +517,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -603,7 +603,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -680,7 +680,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -688,7 +688,7 @@ "metadata": { "image/png": { "height": 166, - "width": 459 + "width": 465 } }, "output_type": "display_data" @@ -711,7 +711,7 @@ { "data": { "text/plain": [ - "(202.592, 3.287271073567118)" + "(202.54217333333335, 3.328356095558954)" ] }, "execution_count": 20, @@ -804,7 +804,7 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA4sAAAFMCAYAAABiYSlGAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAB7CAAAewgFu0HU+AAA4j0lEQVR4nO3de3wU5b3H8e9uNvcEAgmGi4gCBogEQbmJUizaVCFNg+INFUWoxSLSHqmorbxOeyzUg0Ux6imXFqSAIi1isRw0VRRFKQdBJAQQwrWGGE0ICbmQZHfOH5iVMElINruzm+zn/XrxAmeeZ+Y38cnufneembEZhmEIAAAAAIBz2P1dAAAAAAAg8BAWAQAAAAAmhEUAAAAAgAlhEQAAAABgQlgEAAAAAJgQFgEAAAAAJoRFAAAAAIAJYREAAAAAYEJYBAAAAACYEBYBAAAAACaERQAAAACACWERAAAAAGBCWAQAAAAAmBAWAQAAAAAmhEUAAAAAgAlhEQAAAABgQlgEAAAAAJg4/F0AWmbnzp1yuVyy2WxyOPjfCQAAAASrmpoaGYYhu92uQYMGtXh7pItWzuVySZIMw1B1dbWfqwEAAADgb7UZoaUIi62czWaTYRiSpNDQUD9X43uGYaimpkaS5HA4ZLPZ/FwRghHjEIGAcYhAwDhEIGAcfqf25JG3fgaExVbO4XCourpaoaGhGjBggL/L8bmqqirt3r1bktSvXz+FhYX5uSIEI8YhAgHjEIGAcYhAwDj8zueff67q6mqvXZ7GDW4AAAAAACaERQAAAACACWERAAAAAGBCWAQAAAAAmBAWAQAAAAAmhEUAAAAAgAlhEQAAAABgQlgEAAAAAJh452mNAADAUg6HQ3369HH/GwAAb+PdBQCAAFFWVaNDheVNa2wYcrpckqTLw1yKDmOyEADAuwiLAAAEiEOF5ZqxLrtJbV0ul8rKyiRJf75nuFK6tvdlaQCAIMTXkAAAAAAAE8IiAAAAAMCEsAgAAAAAMOGaRQAAvKRZN6g5T3JirJerAQCgZQiLAAB4SXNuUHO+9ZOHerkaAABahmmoAAAAAAATwiIAAAAAwISwCAAAAAAw4ZpFAACCXEtuzNMzPkrRYXycAIC2iFd3AACCXEtuzLMgo79SurTzckUAgEDANFQAAAAAgAlhEQAAAABgQlgEAAAAAJgQFgEAAAAAJoRFAAAAAIAJYREAAAAAYEJYBAAAAACYEBYBAAAAACaERQAAAACACWERAAAAAGDi8HcB/vTpp59q0aJFOnnypEpKSuRwOJSenq77779fYWFhF+zvdDr1+uuv680339TBgwflcrnUvXt3paen65577lF4eLgFRwEACHZd20f4uwQAQBsUtGFx48aNmj17thYtWqSBAwdKkjZs2KCZM2dq69atWrx4sUJCQhrdxrRp07Rp0yaFh4crISFBBQUF2rdvn/bt26d33nlHK1asUGhoqAVHAwAIZhGOEJVV1ehQYXmz+yYnxvqgIgBAWxCUYfHYsWOaNWuWZsyY4Q6KkjRmzBht3bpVq1ev1sqVKzVx4sQGt3H8+HFt27ZNTzzxhO666y6Fh4erqqpKCxcu1IsvvqjPPvtMb7/9ttLS0iw4IgBAsDtUWK4Z67Kb3W/95KE+qAYA0BYE5TWLy5cvV2VlpcaOHWtal56eLkl64403Gt3GRx99pKlTp+r+++93TzcNCwvT9OnT9f3vf1+S9NVXX3m5cgAAAACwRlCeWczKylJcXJwSExNN6/r376+QkBDt379fVVVVDV67OGjQIF188cX1rrvkkkskSYMHD/Ze0QAAAABgoaALi6WlpcrPz1fv3r3rXR8REaH4+HgVFBTo+PHj6tWrV73t+vbtW+/ympoabdmyRbfffruuvPJKr9V9IYZhqKqqyrL9+Ut1dXW9/wasxDhEfRwOh2QYcrlcnm3AOPtXU/sbhmFa5tG+m7nfegqRy+VSTU2NZ/3RqvF6iEDAOPxOfe8NLRF0YbGgoECSFBMT02Cb2pvVlJWVNWvbRUVFmjt3rkaPHq2f//znLSmz2WpqarR7925L9+lv+/bt83cJAOOwjbnkkksUGRnpUd+QkBAZUrPfO2oZOvsm70l/f/WVJKfLpfLycu3fv9+j/mg7eD1EIGAcelfQhcWSkhJJ334D3IDaaxCbeqYuIyNDJSUlKi4uVnl5uXr27Knq6mr99Kc/VYcOHVpeNADAEpGRkVJohA5+XdrsvilR0T6oCAAA/wm6sFg7TcbpdDbYxm4/e9+fqKioC27P5XLp17/+ta6++mrZbDbt2bNHjz/+uJYuXapNmzbpjTfeaNJ2WsrhcKhfv34+34+/VVdXu78x6tu3L48mgV8wDgNbSEiIbDabR31tNpuy80v18zf3NLvvP6YMl81mU3S0Z6HR9u3+m9rfMAyVl5d71Lcl+z1fiN2uqKgopaSkeNQfrRuvhwgEjMPv7N2716uXBQRdWKy9YU1xcXGDbc6cOSNJio298LOn7HZ7nRvZXHHFFXr++ef1ox/9SEeOHNHGjRt1yy23tKzoJrDZbA3ejKetCg0NDbpjRuBhHAamlj5zsPZLw2b5Np961NeD/vVdY+iPuru2j5Tdbuf3ALweIiAE+zj09MvShgRdWOzYsaOk76aj1uf06dMKDQ1Vly5dPNpHr1691K1bNx07dkwnTpzwaBsAAM/xzEHrRITaPQ7nPeOjFB0WdB9FAKDVCLpX6G7duikyMlLFxcU6c+aM+/rEc+Xn5yspKanR6xqdTqdCQkIaXB8XF6djx47psssu80rdAAAEKk/D+YKM/krp0s4HFQEAvMHDuTKtl91u17Bhw+R0Ouu9e2hubq4qKyuVlpbW4DaOHj2qX/3qVw2udzqdOnbsmDp37qwbb7zRK3UDAAAAgJWCLixK0oQJEyRJ69evN63LyspSfHy8MjIyJJ29JmT27Nm6++67lZubK0nq0aOHduzY0eCted9++22Vl5frmWeeCeo50wAAAABar6AMi6NGjVJ6errWrFmjt956y708Oztby5cv17x589zXNubk5Gj16tXavn27Vq1a5W571VVX6aGHHtKWLVvqbHvLli1asmSJlixZouHDh1tzQAAAAADgZUF3zWKtZ555RikpKVq4cKEyMzOVkJCgDh06aPHixbriiivc7Xr37q2rrrpKhw8fVmpqqnv5hAkTVF5erscff1w2m019+vRRXFycrr76aq1YscKSx2UAAAAAgK8EbVi02+2aOHGiJk6c2Gi7iIgIvfrqq6blAwYM0AsvvOCr8gAAAADAr4JyGioAAAAAoHGERQAAAACACWERAAAAAGBCWAQAAAAAmBAWAQAAAAAmhEUAAAAAgAlhEQAAAABgQlgEAAAAAJgQFgEAAAAAJoRFAAAAAIAJYREAAAAAYEJYBAAAAACYEBYBAAAAACaERQAAAACAicPfBQAA2qayqhodKixvdr+e8VGKDuPtCQAAf+PdGADgE4cKyzVjXXaz+y3I6K+ULu18UBEAAGgOpqECAAAAAEwIiwAAAAAAE8IiAAAAAMCEsAgAAAAAMCEsAgAAAABMCIsAAAAAABPCIgAAAADAhLAIAAAAADAhLAIAAAAATAiLAICA0rVdhL9LAAAAkhz+LgAAgHNFhNpVVlWjQ4XlHvVPToz1ckUAAAQnwiIAIOAcKizXjHXZHvVdP3mol6sBACA4MQ0VAAAAAGBCWAQAAAAAmFgSFisqKjR+/HgrdgUAAAAA8AJLwmJoaKiys7P1/PPPq7q62opdAgAAAABawJIb3DgcZ3ezcOFCvfnmm5o0aZLGjx+vqKgoK3YPAADaoJbcNbdnfJSiw7jPHwA0xtJXyUcffVSnT5/WihUrlJmZqVtvvVX33HOPLr74YivLAAAAbUBL7pq7IKO/Urq083JFANC2WBYWHQ6HpkyZIkn6+c9/rp07d2rdunW69dZbdfXVV+vee+/VNddcY1U5AAAAAIBGWHY31C1bttT570GDBuk3v/mNPvzwQ40ZM0Z//OMfNXbsWC1btkynTp2yqiwAAAAAQD0sC4vt27evd3lYWJjS0tL0yiuvKDMzUxs2bND3vvc9PfbYY9q+fbtV5QEAAAAAzhEQV3YXFRVp3bp1WrNmjY4cOSLDMPT3v/9dGzZsUI8ePXTbbbdp3LhxDQZOAAAAAIB3WRYWv/e972nz5s3u/66urtYHH3ygtWvXavPmzXI6nTIMQzabTUOGDFFGRoZSU1P19ddf67XXXlNaWpquu+46TZ48Wb1797aqbAAA4CNd20X4uwQAQCMsC4tFRUXKzc1Vbm6u3n33XW3atEmlpaUyDEOS1K1bN2VkZGjcuHF17o4aGxurJ598Uo8++qhee+01TZgwQbfccotmzZolm81mVfkAAMDLIkLtHj/+Ijkx1gcVAQDOZVlYrKmpUVpamvu/DcNQZGSkUlNTNW7cOA0fPrzR/uHh4brvvvvUr18/TZw4UR07dtSDDz7o67IBAIAPefr4i/WTh/qgGgDAuSy9ZrH2LOKVV16p8ePHa8yYMYqOjm7WNoYOHaqYmBitWrWKsAgAAAAAPmJpWBw9erQeeeQR9e3b1+NtbNmyRadPn5bT6fRiZQAAAACAc1kWFiMiIrRgwQKFhoa2aDu9e/fWrFmzVFxc7J3CAAAAAAAmloXFdevWae/evRowYMAF2548eVIdOnSod11iYqImTZrk7fIAAAAAAOewW7WjSy+9VA899FCT2v7yl7/UJ5984uOKAAAAAAANsSwsSmryoy4SEhL0zDPP+LgaAAAAAEBDLL3BTVM4nU7t2bNHx44d83cpAAAAABC0fBIWq6qqdNNNNyk6OlpRUVEKCwuTzWbT6dOn9eKLLzba75NPPtGBAwcUExPji9IAAAAAAE3gk7AYFhamH/7wh1q6dGmd5TabTS+99FKjfWufxTh+/HhflAYAaIayqhodKixvdr/kxFgfVAMAAKzks2mo9957r6SzwTEkJEQ2m03Lli1Tampqo/1CQ0OVnJysO+64w1elAQCa6FBhuWasy252v/WTh/qgGgAAYCWfhcWuXbtq1qxZdZYdOnRIc+fO9dUuAQAAAABeYukNbu68805VVVUpLCzMyt026NNPP9WiRYt08uRJlZSUyOFwKD09Xffff3+TaszNzdWf//xnbd26VQUFBYqOjlZycrLuuusu/eAHP7DgCAAAAADANyx9dMawYcOaHBQ//PBDn9ayceNGPfTQQ3rooYf0+uuva+PGjfrZz36m559/XlOnTpXT6Wy0/yeffKJbb71Vf/3rX1VeXq5OnTqppKREW7Zs0cMPP6xnn33Wp/UDAAAAgC9ZGhab47HHHvPZto8dO6ZZs2Zp6tSpGjhwoHv5mDFjNH78eG3ZskUrV65sdBubN29W9+7dtW7dOn3yySd67733tHnzZt14442SpMWLFys7u/nX+QAAAABAIPD6NNRTp07pX//6l4YNG6b27du7l+/cuVM1NTVN2kZ+fr5KS0u9XZrb8uXLVVlZqbFjx5rWpaena/Xq1XrjjTc0ceLEBrdx8uRJzZw5U/369XMvS0hI0Pz583XTTTcpLy9PWVlZ6t+/v0+OAQAAAAB8yeth8d5779WBAwfUp08frVu3zr185syZysvL8/buPJKVlaW4uDglJiaa1vXv318hISHav39/o9dX2u12jRgxwrQ8PDxc119/vVatWqWSkhKv1w4AAAAAVvB6WDx9+rQMwzCdGfzRj36kP/7xj03ejs1m83ZpkqTS0lLl5+erd+/e9a6PiIhQfHy8CgoKdPz4cfXq1avednPmzGlwH7W19+jRo+UFN5FhGKqqqrJsf/5SXV1d778BKwXLOHQ4HJJhyOVyNb/z2UfmWt/Xn/u2uO7a5xKfqzXUHRB9JffYbuqsJ9QvWF4PEdgYh9+p772hJbweFpcuXap3331XN9xwQ53l11xzjVasWKFFixYpISFBISEhDW6joKCg0SmgLVFQUCBJiomJabBNQkKCCgoKVFZW5tE+cnJy5HA4dPPNN3vU3xM1NTXavXu3ZfsLBPv27fN3CUBAj8NLLrlEkZGRHvcPCQmRIXn0Wmjo7BuW1X39uW/qbl11d2kX0aIvWisqKnTs2DGP+rZVgfx6iODBOPQur4fFHj166IEHHjAt79evnxITE3XVVVddcBvdunVTdHS0t0uTJPfUUIej4UMPDw+XJI/eQPbu3avPPvtMDzzwQL3TXAHAKpGRkVJohA5+7dk14ClRvnkdBgJBRGiIKp2GDhY3/yxE706x8vxrGABoPSx7zmK7du2UmZnZ5PbLli3zSR21000aezSG3X72JrFRUVHN2nZ1dbWeeuopDRkyRL/4xS88L9IDDoejzs122qrq6mr3N0Z9+/ZVaGionytCMGot49DhcGhPfql+/uYej/r/Y8pw2Ww2j768s0l+6evPfVtdt2EYKi8vb/G+g/nnfaiw3KPfj8xxKbqic6xSUlI82ndb0lpeD9G2MQ6/s3fvXq9Or7csLEpSz549613+73//W7t371Z8fLwGDx4su92uvn37+qSG2hvWFBcXN9jmzJkzkqTY2NhmbXv27NlyuVx6+eWXLR+kNputyc+wbCtCQ0OD7pgReAJ+HNps7i/Amt/37F8e9fdXX3/u2+K667tWrzXUHRB9W7zvs79XAf277wcB/3qIoBDs49Db932xLCyWlZUpKytL0tmzjKNHj5YkrV+/Xk888YT7TN+ll16qF154QZdffrlP6ujYsaMkNXqn0tOnTys0NFRdunRp8nbnzZungwcPatmyZc0OmQAAAAAQaDz8Oq75/va3v+mJJ57Q5s2bdeLECUlnp4L+/ve/V01Njfr166dJkyapQ4cOmjRpkoqKinxSR7du3RQZGani4mL3GcTz5efnKykpqdHrGs+VmZmpXbt2aenSpWrXrp03ywUAAAAAv7DszOKmTZs0ZcoUPfroo+5lO3bsUGFhoTp37qzXXnvNfcp49uzZWrJkiR577DGv12G32zVs2DC9//772r17twYPHlxnfW5uriorK5WWltak7WVmZuqzzz7TkiVLFBER4fV6AQAAAMAfLDuzuG/fPk2ePLnOsk8++USSlJqaWmdu8fTp0/X+++/7rJYJEyZIOjsF9nxZWVmKj49XRkaGpLPXhMyePVt33323cnNz67StPaP4P//zP/UGRcMweH4TAAAAgFbJsjOLdrtdcXFxdZb93//9n2w2m4YOHVpneadOnXTq1Cmf1TJq1Cilp6drzZo1GjJkiPssYnZ2tpYvX6558+a5r23MycnR6tWrJUmrVq3SU089JUlasGCBXn75ZcXFxen73/9+ne0bhqGKigpVVFRo2rRpmj59us+OBQAAAAB8wbKwGBMTo2+++UYJCQmSpPLycu3atUuS6n32orfv5HO+Z555RikpKVq4cKEyMzOVkJCgDh06aPHixbriiivc7Xr37q2rrrpKhw8fVmpqqiTpnXfe0csvvyyp8buqSuLMIgAAAIBWybKwOHr0aP3617/W/PnzFRUVpczMTFVVVenyyy93n8WrdeDAAY+fm9RUdrtdEydO1MSJExttFxERoVdffbXOstTUVO3fv/+C+6iqqvJ56AUAAAAAX7AsLE6ZMkVpaWkaNmyYwsPDVVZWJpvN5r5+sNbx48f11FNP+ezRGVYK5me8AAAAAGjdLLvBTXx8vFasWKGhQ4fK6XQqPj5ev/zlL3XXXXdJOnv94vjx43XXXXfp888/18CBA60qDQAAAABwHsvOLEpSr1699Kc//anedUOGDNFf//pXSdKZM2dkt1uWYwEAAAAA5wnIRBYeHq5HH32Um8MAAAAAgJ8EZFiUzj6DMSQkxN9lAAAAAEBQsnQaqsvlUlZWlnbt2qWysjI5nU65XC4ZhuFuU1VVpX//+986ffo0dxIFAAAAAD+xLCyWlZXpvvvu0549ey7Y1jAMgiIAfKusqkaHCsub3S85MdYH1QAAgGBhWVhcuHChsrOzJZ19pMSll16qmJgYppoCwAUcKizXjHXZze63fvJQH1QDAACChWVhccOGDbLZbLrmmmv0hz/8QR06dLBq1wAAAACAZrLsBjdfffWVQkJCNHfuXIIiAAAAAAQ4y84sdu7cWU6nU4mJiVbtEgAAAADgIcvOLI4dO1anTp2S0+lsUvv9+/f7uCIAAAAAQEMsC4szZszQ9ddfr7Vr1zap/f333+/bggAAAAAADbJsGmpeXp7+4z/+Q7/61a9UVlam4cOHKzY2tt5HZJw4cUJlZWVWlQYAAAAAOI9lYfHxxx/X9u3bJUn/+te/rNotAAAAAMADlk1DzcjIkGEYTf4DAAAAAPAfy84sXnvttZKkZcuWqXv37o22LSgo0MSJE60oCwAAoFm6tovwdwkAYAlLH53RsWNHDR48WA5H47vt1q2boqOjLaoMAACg6SJC7SqrqtGhwvJm9+0ZH6XoMMs+fgFAi1j6avWXv/zlgkGx1rJly3xbDAAAgIcOFZZrxrrsZvdbkNFfKV3a+aAiAPA+S8Nir169VFVVpY8++khHjx5VXFycxo0bZ2pnGIb69u1rZWkAAAAAgHNYGhY//PBDzZo1SydPnpQkdenSxRQWS0pKNGPGDC1evLjJZyEBAAAAAN5l2d1Qc3NzNX36dBUVFSk8PFydO3dWSUmJqV27du00cuRIvfXWW1aVBgAAYAlujgOgNbHs1N2SJUsUExOjBQsWaOTIkbLb7bruuuvqbZuRkaGnnnpKGRkZVpUHAADgcy25OY7EDXIAWMuyV5uPP/5Y//Vf/6VRo0ZdsG3Hjh119OhRC6oCAACwlqc3x5G4QQ4Aa1k2DbWkpEQjR45sUtuKigodP37cxxUBAAAAABpiWVhMSEiQy+VqUtu3335bsbGxPq4IAAAAANAQy8LiiBEj9MEHH1ywXV5enp599ln17t3bgqoAAAAAAPWxLCxOmTJFv/vd77Rt2zb3MqfT6f73qVOn9Oqrr+qWW25RYWGh0tPTrSoNAAAAAHAey25w0717d91666267777lJiYqIsvvlilpaW66667VFRUpC+//FJOp1OGYWjIkCGm5y8CAAAAAKxj6b2XH374YZWWlmrFihXKz8+XJO3cubNOmxtvvFFz586VzWazsjQAAAAAwDksDYs2m01PPvmk7rvvPr3zzjvKzs5WcXGxoqOjdckll+iHP/yhUlJSrCwJAAAAAFAPS8JiaWmpduzYoaNHj6qyslLt2rVTz549ddtttykmJsaKEgAAAAAAzeDTsFhQUKD58+drw4YNqq6uNq0PCQnRsGHDdN999+l73/ueL0sBAL8qq6rRocLyZvdLTuQxQgAAwD98Fha3b9+u6dOnq7i4WIZh1NumpqZGW7Zs0ccff6xRo0bp6aefVkJCgq9KAgC/OVRYrhnrspvdb/3koT6oBgAA4MJ8Ehb37dunn/zkJ6qsrJRhGOrUqZN+8IMf6PLLL1enTp0UGRmpkpISHT16VJ9//rm2bNmi999/X3feeaeWLVumiy++2BdlAQAAAACayCdh8fHHH1dFRYXatWunX/3qV0pPT2/07qalpaV65ZVXtHjxYk2ZMkVr165VVFSUL0oDAAAAADSB3dsb3Lx5s/bt26eEhAStW7dOP/7xjy/4GIzY2Fg9/PDD+stf/qLi4mI9++yz3i4LAAAAANAMXg+L7733nmw2m5599ll17dq1WX0HDBig5557TmvWrNGJEye8XRoAAAAAoIm8Hhazs7M1YsQIDR8+3KP+11xzja699lqtW7fOu4UBAAAAAJrM62ExLy9PN954Y4u2kZ6ero8//thLFQEAAAAAmsvrYfH06dPq27dvi7YxcOBAHT161EsVAQAAAACay+thsaqqSomJiS3aRteuXVVaWuqligAAAAAAzeX1sChJERERLd5GWFiYFyoBAAAAAHjCJ89ZrKqqavE2nE6nFyoBAO9zOBzq06eP+98AAABtkU8+5ZSUlKhz584e93c6naqoqPBiRQDQcmVVNTpUWC4ZhpwulyQppKRUusCzZJMTY60oDwAAwKt8EhZzcnIUExPjcf8TJ07I9e0HMQAIFIcKyzVjXbZcLpfKysokSdHR0bLbG5/Rv37yUCvKAwAA8CqfhMUnnnjCF5sFAAAAAFjEJ2HRMIwWb8N2gWldAAAAAADf8UlYnD59ujp37nzBqVnnMwxDTqdT+fn5evnll31RGgAAAACgCbweFhMTEzVt2rQWb4cb3AAAAACA/3j9OYu33HKLV7bz2GOPeWU7Vjt27Ji/SwAAAACAFvP6mcUZM2Z4e5M+8+mnn2rRokU6efKkSkpK5HA4lJ6ervvvv19hYWFN3k5ZWZnWr1+vlStXKjIyUq+//roPqwYAAAAA3wvap0lv3LhRs2fP1qJFizRw4EBJ0oYNGzRz5kxt3bpVixcvVkhISIP9nU6nPv74Y/3v//6vtm3bppCQEB05ckRXXnmlRUcAAAAAAL7j9WmorcGxY8c0a9YsTZ061R0UJWnMmDEaP368tmzZopUrV15wG//93/+twYMHa8OGDUpLS/Nx1QAAAABgnaAMi8uXL1dlZaXGjh1rWpeeni5JeuONNxrdxmWXXab169frlltuadaUVQAAAABoDYIyLGZlZSkuLk6JiYmmdf3791dISIj279+vqqoqP1QHAAAAAP4XdNcslpaWKj8/X7179653fUREhOLj41VQUKDjx4+rV69eFlfoGcMwgiLcVldX1/tvwNccDodkGHK5XDIMw73c+HZZo75tfsF2gdTXn/um7qY1P2cc1moNdQdEX3/uu8V1n33Nqamp8ay/l/G+jEDAOPxOfe8NLRF0YbGgoECSFBMT02CbhIQEFRQUqKyszKqyWqympka7d+/2dxmW2rdvn79LQBDp06ePnC6X6XWhvLz8gn0NnX3x9uQ1xV99/blv6qZuX/f1575bWrfT5VJ5ebn279/vUX9f4n0ZgYBx6F1BFxZLSkokfXuWoAHh4eGSFBRn6gAAQOtxcVyUIiMd6tOnT7P71n6+OXPmjEf7rqio4HnSQJAJurBYO23D6XQ22MZuP3spZ1RUlCU1eYPD4VC/fv38XYbPVVdXu78x6tu3r0JDQ/1cEYKFw+FQSEmpoqOjZRiG+4xiVFSUbDZbo31tkmw2m6Kjo5u9X3/19ee+qbtp/c8dh62p7kDo6899t7TuyNAQVToNHS5p+HNMQ5I7O1RZ4/Sob8+EaMVHRal9+/Z1lvO+jEDAOPzO3r17vTpNPejCYu2dS4uLixtsU/uNW2xsrBUleYXNZgu6u7KGhoYG3THDz2w22e32Otca2b5d1ni/s39dsF0g9fXnvqm7Sc3ru+atNdQdEH39uW8v1H2osFwz3tzT7K7rJw/1uO+CjP5K6dKu0fdd3pcRCIJ9HF7oC+zmCrq7oXbs2FHSd9NR63P69GmFhoaqS5cuVpUFAAAAAAEl6MJit27dFBkZqeLi4gbn7Ofn5yspKanR6xoBAAAAoC0LurBot9s1bNgwOZ3Oeu8empubq8rKSqWlpfmhOgAAAAAIDEEXFiVpwoQJkqT169eb1mVlZSk+Pl4ZGRmSzl4TMnv2bN19993Kzc1tcJuN3TAHAAAAAFqboAyLo0aNUnp6utasWaO33nrLvTw7O1vLly/XvHnz3Nc25uTkaPXq1dq+fbtWrVrV4Da//vprSdKpU6c8f9AuAAAAAASIoL0o75lnnlFKSooWLlyozMxMJSQkqEOHDlq8eLGuuOIKd7vevXvrqquu0uHDh5WamlpnG++//75eeuklVVRU6MCBA5KkI0eO6IYbblB8fLzuuece9xlKAAAAAGhNgjYs2u12TZw4URMnTmy0XUREhF599dV6111//fW6/vrrfVAdAAAAAPhXUE5DBQAAAAA0jrAIAAAAADAJ2mmoAIJPWVWNDhWWe9Q3OTHWy9UAQOvRtV1EvcsdDof69Onj/jeAtoXfagBB41BhuWasy/ao7/rJQ71cDQC0HhGh9vq/cDMMOb+9C3xISalks5n69oyPUnQYHzmB1ojfXAAAAFxQfV+4uVwulZWVSZKio6Nlt5uvcFqQ0V8pXdpZUiMA7+KaRQAAAACACWERAAAAAGBCWAQAAAAAmBAWAQAAAAAmhEUAAAAAgAlhEQAAAABgQlgEAAAAAJgQFgEAAAAAJoRFAAAAAIAJYREAAAAAYEJYBAAAAACYEBYBAAAAACaERQAAAACACWERAAAAAGBCWAQAAAAAmBAWAQAAAAAmhEUAAAAAgAlhEQAAAD7TtV2Ev0sA4CGHvwsAAABA2xURaldZVY0OFZZ71L9nfJSiw/jICvgDv3kAAADwqUOF5ZqxLtujvgsy+iulSzsvVwSgKZiGCgAAAAAwISwCAAAAAEyYhgrAcp5eu9L3ohiFhvAdFwAAgBUIiwCarSU3KkhOjPX42pX1k4eqyunyaN/JibHN7gMAABDMCIsAmq0lNypYP3moX/bd0v0CAAAEG+ZzAQAAIGDxnEbAfzizCAAAgIDVkuc08oxGoGX47QEAAEBA8/QSBJ7RCLQM01ABAAAAACaERQAAAACACWERAAAAAGBCWAQAAAAAmBAWAQAAAAAmhEUAAAAAgAmPzgCClKfPrEpOjPVBNQAAAAg0hEUgSHn6zKr1k4f6oBoAAAAEGqahAgAAAABMCIsAAABok7q2i/B3CUCrxjRUAAAAtEkRoXaPr9HvGR+l6DA+KiO48RsAAACANsvTa/QXZPRXSpd2PqgIaD2YhgoAAAAAMCEsAgAAAABMmIYKtGI8KxEAAAC+QlgEWjGelQgAAABfYRoqAAAAAMCEM4tAC3FLbgAAUB8+I6C1YxQCLeTpVNA1EwcrOswHBQEAgBbr2i6ixdvgsR1o7YI6LH766adatGiRTp48qZKSEjkcDqWnp+v+++9XWFjTPsXn5eUpMzNTX3zxhVwul06dOqXrr79eU6dO1UUXXeTjI0Br1pIHBUvcpAYAAF/ifRoI4rC4ceNGzZ49W4sWLdLAgQMlSRs2bNDMmTO1detWLV68WCEhIY1u48iRI7rzzjv1yCOPaM6cObLZbNq/f7+mTJmirKwsrV27Vp06dbLgaNBaefqNo8RNagAA8DV/vU9746wm4A1BGRaPHTumWbNmacaMGe6gKEljxozR1q1btXr1aq1cuVITJ05scBsul0s/+9nPNHDgQE2YMMG9vE+fPpo1a5YeffRR/eY3v9GLL77oy0MBAABAG9OSs5rJibGqrHF6fEaU6yVxrqAcCcuXL1dlZaXGjh1rWpeenq7Vq1frjTfeaDQsvvvuu8rNzdVDDz1kWpeamqqIiAht2rRJJ0+eVIcOHbxaP8xaOk3E0xdVppgAAABfaMnjsVpyRpR7KuBcQRkWs7KyFBcXp8TERNO6/v37KyQkRPv371dVVVWD1y6+8847kqSkpCTTurCwMPXr1087d+7U3r17NWLECO8eQBBzOBzq06eP+9+1WjpNhOcVAgAAtOyspj/PSl5yySWKjIys8/kQLRd0P83S0lLl5+erd+/e9a6PiIhQfHy8CgoKdPz4cfXq1avedl988YUkNXhNYrdu3bRz504dPXrUkrBoGIaqqqp8vp/GhISEyGazedTXZrOpvNqpQ9+UNdrO0NkpwJJkLymVTVJy57N3C6td3myGPO/vr77+3Dd1yzCM7xYbxoW32QaOudX09ee+La773HFYqzXUHRB9/bnvNlZ3k14P29gxB/y+vVD3oaJyTV/7ebO7Zo5L0RWdY1VTU+PZvj1UXV2tyMhIKTRC2flnPx82R9/EWDnstnpfV5vCMAw5nU6P+nqbp8fQEJvh7S0GuNzcXI0ZM0YDBw7U6tWr620zbtw45eTkaM2aNRowYEC9bUaMGKHCwkLt3r273rOPc+fO1bJlyzRz5kz95Cc/8eoxnGvHjh1eHxSecjgcHodFSTIMqcaDF7bQELvHfVva3199/blv6m49dQfjMftz39RN3b7u6899c8zNF4x1O+x22WzeDyxNYbPZWvQzawnDMCwPyBdis9l01VVXtXg7QXdmsaSkRJIaPUUdHh4uSY2eqbvQdmq3UV1d7VGdTRUoQVGS335Jql0t+yanJf391def+6bu4Ojrz31Td+vp6899U3dw9PXnvqm7+WpauG9/aenPLBB5KyMEXVisDTSNnSq2289+uxAVFXXB7dTU1NR7ZrEp2/AGu90ul8slm83GHG0AAAAgiNXU1MgwDHcWaamgSxe1wa64uLjBNmfOnJEkxcY2fKfLsLAwnTlzRqdOnar3usXabcTExLSg2gsbNGiQT7cPAAAAIDh5J3K2Ih07dpT03TTS+pw+fVqhoaHq0qVLg23i4+Mb3U5Z2dkbtfTo0cPTUgEAAADAb4IuLHbr1k2RkZEqLi52n/07X35+vpKSkhqd1tmzZ0932/qcOHFCDoej3kdrAAAAAECgC7qwaLfbNWzYMDmdTu3evdu0Pjc3V5WVlUpLS2t0O7WPw9i1a1e963NycjRy5Ei1b9++5UUDAAAAgMWCLixK0oQJEyRJ69evN63LyspSfHy8MjIyJJ19Rs3s2bN19913Kzc3190uIyNDUVFR+sc//mG629COHTtUVFSkBx54wHcHAQAAAAA+FJRhcdSoUUpPT9eaNWv01ltvuZdnZ2dr+fLlmjdvnvvaxpycHK1evVrbt2/XqlWr3G3j4+P15JNP6uDBg5ozZ477MRtFRUV6+umnNW3aNA0dOtTaAwMAAAAAL7EZgfSgPgu5XC6tWLFCa9asUVVVlRISEtShQwc99NBDuuKKK9ztKisrNWnSJB0+fFgLFizQsGHD6mzngw8+0OLFi5WXl6fExESFh4frjjvu0M0332z1IQEAAACA1wRtWAQAAAAANCwop6ECAAAAABpHWAQAAAAAmBAWAQAAAAAmhEUAAAAAgAlhEQAAAABgQlgEAAAAAJgQFgEAAAAAJoRFAAAAAIAJYREAAAAAYEJYBAAAAACYEBYBAAAAACaERQAAAACACWERAAAAAGBCWAQAAAAAmBAWYamqqirl5+f7uwwEOcYhAkEgjsOioiIVFRX5uwxYKNDG4bFjx/T0009r/Pjx2rBhg7/LgYUCbSziLJthGIa/i0Dbl5+fr9WrV+v111/XuHHjNHPmzHrb5eXlKTMzU1988YVcLpdOnTql66+/XlOnTtVFF11kal9cXKwXX3xRO3fulGEYOnnypIYOHaqpU6fqsssuM7WvrKzUwoUL9eGHH8owDBUWFiolJUUPPvigUlJSvH7cCCyBMA5PnTqlpUuXKisrS3l5ebLb7erRo4fS0tJ07733KjQ01CfHjsARCOOwPnPnztXKlSv129/+VrfcckuLjxOBLdDGYVlZmebNm6f33ntP06dPV0ZGBq+HQSJQxmJeXp4WLVqkzz77TA6HQyUlJbrooot0++23Kz093evH3WoYgI+UlpYab775pvGTn/zESEtLM4YMGWIkJSUZ8+bNq7f94cOHjWHDhhkrV640XC6XYRiGsW/fPuO6664zrrvuOqOgoKBO+8LCQuPGG2805s+fb1RXVxuGYRhffvmlMXbsWGPQoEHGF198Uad9RUWFcdtttxmzZs0yKioqDMMwjJMnTxr33HOPkZycbHz88cfe/hEgAATSOMzPzzduuOEGIykpyRg0aJBxww03GAMGDDCSkpKMpKQk4+677zbOnDnjo58E/CmQxmF9srKy3OPwb3/7mxeOGIEoUMfhwYMHjdGjRxuTJk0yCgsLvXjECFSBNhZ37dplDB482Jg/f777fdjpdBqvvPKKkZSUZGRmZnr7R9BqEBbhM6tXrzYmT55sbNmyxTAMw7jnnnsafCFwOp3GzTffbPz0pz81rVu/fr2RlJRkTJs2rc7yBx54wEhLSzO137Fjh5GUlGRkZGTUWf7UU08ZQ4cONX0Yz8vLM/r162eMGDGCD+ptUCCNw02bNhlXX3218c9//tOoqakxDMMwKisrjczMTPcH9T/96U8tOl4EpkAah+c7deqUkZGRYaSlpREW27hAHIcHDhwwhg0bZjzwwAO8BweRQBqLLpfLSE1NNX784x/XW+ukSZOMlJSUoB2fXLMIn7n99tu1ZMkSjRgx4oJt3333XeXm5mrs2LGmdampqYqIiNCmTZt08uRJSVJOTo4++uijetsPGjRI3bt3V05Ojvbt2ydJ+uabb7R27VqlpqYqLCysTvsuXbpoyJAh+uabb/Thhx96cqgIYIE0DouKinTHHXfohhtuUEhIiCQpPDxcDz/8sG6++WZJUlZWlsfHisAVSOPwfL///e/1yCOPKC4urnkHhVYn0MZhRUWFZsyYIYfDoWeffdb0/oy2K5DG4hdffKEjR47okksuqXf/ycnJOnPmjE6fPt2cQ2wzCIsICO+8844kKSkpybQuLCxM/fr1U01Njfbu3XvB9pJ05ZVXSpJ2794tSdq0aZOqq6sbbD9w4EBJ0ueff+75QaDV8/U4LC0tdYfC8/3whz+UJJWUlLTgCNAW+Hocnmvr1q1yOp36/ve/75Xa0XZYMQ7/8pe/6ODBg3rwwQfVoUMHr9aPtsPXY9HpdEqSPvvsM5WXl5va5+XlqW/fvurYsWMLj6R1IiwiIHzxxReSpE6dOtW7vlu3bpKko0eP1mmfkJBQb/uLL764We1rt3/s2LFm1462w9fj8L777lP//v3rbWuz2SRJPXr08KR0tCG+Hoe1qqqqtGDBAj3++OMtLxptjq/HYU1NjZYtWya73a60tDTvFY42x9djsXfv3urUqZO++uor/fSnP63zWXDPnj3atm2bfv/733vhSFonh78LACTp66+/liTFxMTUu772F752CsCF2sfHx7eoPYKTr8dhY2q/Ef3Rj37UjIrRFlk1Dl9++WXdddddnNFBvXw9Dj///HMVFhaqR48estvtWrBggXbs2KETJ04oJiZGI0aM0JQpU5geDZ+PxbCwMM2dO1fTpk3Ttm3bNGbMGI0fP17Jycl67733tGrVqganqAYDziwiINROvXM46v/+Ijw8XJJUXV1dp31Dt9U+v31paWmzto/g5Otx2JCKigqtXbtWAwcOdE9HRfCyYhzm5uYqJycnuG8Hj0b5ehzu3LlT0tnHG8yePVtjx47VK6+8or/97W8aPHiwFi9erNtvv13FxcXeOSC0Wla8Jo4cOVJvvPGG+vTpo+rqar366qt66qmndPz4cWVnZ3vnQFopwiICQk1NTZ2/z2e3nx2qUVFRzWofGRkp6bsXhNp56eervdlIbXsEJ1+Pw4bMnz9fhmHoueeec/dB8LJiHM6ZM4fpp2iUr8dh7dmfrl276rnnnlPv3r0lSbGxsXryySc1cuRIHT16VEuXLvXG4aAVs+I1saKiQkuXLtVll12m999/X7/+9a/VrVs3HTx4UL/4xS/0yCOPyOVyeeeAWhk+lSAg1N4B7dSpU/WuP3PmjKTvphRcqH1VVZWks286zdl+bXsEJ1+Pw/qsXbtWf//737VkyRJ17drVs8LRpvh6HL711lvq06ePevbs6b2i0eb4ehzWzvgZPny4+wvbc912222SpE8++cSj+tF2+HosOp1OPfjggyooKNBzzz2nLl266N5779XGjRv1i1/8QiEhIXr77be1Zs0a7x1UK0JYREConT/e0J0gy8rKJH1384/a9g29ENTOQ29u+2Cekw7fj8Pzvffee5o/f75eeeUV9e3b1/PC0ab4chyeOXNGf/jDH7Rx40bddNNNdf7U3g16/vz5uummmzR+/HjvHRRaHV+/Htae1amdEni+2i8zGtoegoevx+LatWu1bds2Pfzww3Vm94SFhWnq1Kl6+OGHJUnvv/9+C4+kdSIsIiDUvink5+fXu/7EiRNyOBzu2yDXtv/qq68abC9J/fr1kyT16tWrSe2Tk5M9KR9thK/H4bk2b96s3/3udwRFmPhyHG7ZskV5eXn68ssvdfjw4Tp/KisrJZ2dHnj48GEdOXLEm4eFVsbXr4fdu3dvtL1hGJK+++CP4OXrsfjRRx9JavhRG6mpqZIUtM8BJSwiINQ+lHXXrl31rs/JydHIkSPVvn37JrXfs2ePkpKS1KdPH0nSNddcc8H2cXFxuu666zw/CLR6vh6HtTZv3qw5c+Zo6dKl7i8ygFq+HIejR4/W/v376/0zdOhQSdLcuXO1f/9+bd++3duHhlbE16+Hw4YNkyQdOHCg3vaHDx+us10EL1+PxdprG+t7xqL03ZnL2tfIYENYhGUaurmMJGVkZCgqKkr/+Mc/3N8m1tqxY4eKior0wAMPuJeNHj1aXbp00T//+U9VVFTUaZ+Xl6ecnBxNnjzZvSwlJUVXXnmltm3bZvqmqaysTB9//LEmTpwYtN8aBRN/jkPpu6D45z//ucFpz9yVt+3z9zisT+0HosZqQ9viz3HYt29fDR06VHv27HE/F+9cf//73xUXF6cJEyZ4enhoRfw5FmvD5TvvvFPv/t966y11795d48aNa/ZxtQWERVjCMAx98803kqSioiLT+vj4eD355JM6ePCg5syZ4774uKioSE8//bSmTZtW5xudsLAw/fa3v9Xp06f1+OOPuz/klJWV6T//8z+Vnp6ujIyMOvv4zW9+o4iICD366KPuGqqrqzVnzhwlJydr6tSpvjh0BBB/j8MPPvhA06ZN01dffaXbbrtN1157bZ0/V199tZKTk+u86aHt8fc4rI/L5XJ/kdbQ1C20LYEwDufMmaPExETNnDlT//73vyWdHYvLli3T9u3b9cILL6hjx46+OHwEEH+Pxdtuu03Dhw/XvHnz9M9//tMdSKuqqvTKK6/ogw8+0B//+Ef33VaDjc04P6IDXvTSSy9p06ZNKioq0pdffulefvnllysyMlJz5szR5Zdf7l7+wQcfaPHixcrLy1NiYqLCw8N1xx136Oabb653+7t27dKLL76oAwcOqHPnzgoNDdWYMWN05513ymazmdofOnRIzz//vHbt2qWLLrpIoaGhGjVqlCZNmsRZxTYsEMbhV199pRtvvNH9JteYQYMG6bXXXmvhUSPQBMI4PN+cOXO0c+dOFRYWumsKCQnRpZdeqri4OK1atcqLPwEEgkAbh19//bUyMzO1efNmtW/fXg6HQwMGDND06dMJim1cII3FmpoarVq1Sm+++aZKS0uVmJiokJAQXXvttbr77ruDNihKhEUACCjV1dUyDIMvLwAAgN8RFgEAAAAAJlyzCAAAAAAwISwCAAAAAEwIiwAAAAAAE8IiAAAAAMCEsAgAAAAAMCEsAgAAAABMCIsAAAAAABPCIgAAAADAhLAIAAAAADAhLAIAAAAATAiLAAAAAAATwiIAAAAAwISwCAAAAAAwISwCAAAAAEwIiwAAAAAAE8IiAAAAAMCEsAgAAAAAMCEsAgAAAABMCIsAAAAAABPCIgAAAADAhLAIAAAAADAhLAIAAAAATAiLAAAAAACT/wdAgwC+btTEsgAAAABJRU5ErkJggg==\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -888,7 +888,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -924,7 +924,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -980,7 +980,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1081,14 +1081,14 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { - "height": 166, + "height": 167, "width": 465 } }, @@ -1133,9 +1133,9 @@ "\n", "### Exercise 3.12\n", "\n", - "Describe the uncertainty about the difference between means `dmeans(scoresR,scoresU)` ,\n", + "Describe the uncertainty about the difference between means `dmeans(scoresR,scoresU)`,\n", "where `scoresR` and `scoresU` are sleep scores of the rural and urban doctors\n", - "from the doctors dataset `datasets/apples.csv` . \n", + "from the doctors dataset `datasets/doctors.csv`. \n", "**a)** Find an analytical formula in terms Student's $t$ -distribution. \n", "**b)** Use bootstrap estimation. \n", "**c)** Compare your answers from part a) and b) graphically." @@ -1150,7 +1150,7 @@ { "data": { "text/plain": [ - "2.2236048265460084" + "6.992885375494076" ] }, "execution_count": 29, @@ -1160,8 +1160,8 @@ ], "source": [ "doctors = pd.read_csv(\"datasets/doctors.csv\")\n", - "scoresR = doctors[doctors[\"location\"]==\"rural\"][\"score\"]\n", - "scoresU = doctors[doctors[\"location\"]==\"urban\"][\"score\"]\n", + "scoresR = doctors[doctors[\"loc\"]==\"rur\"][\"score\"]\n", + "scoresU = doctors[doctors[\"loc\"]==\"urb\"][\"score\"]\n", "\n", "# observed value\n", "dscores = dmeans(scoresR,scoresU)\n", @@ -1178,7 +1178,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Estimated sample standard error 0.878593324218042\n" + "Estimated sample standard error 3.5671565854251948\n" ] } ], @@ -1240,7 +1240,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1248,7 +1248,7 @@ "metadata": { "image/png": { "height": 185, - "width": 454 + "width": 471 } }, "output_type": "display_data" @@ -1303,7 +1303,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA5cAAAFMCAYAAABf80ggAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/H5lhTAAAACXBIWXMAAB7CAAAewgFu0HU+AABGAUlEQVR4nO3deXxU1f3/8fdMJskkBAgkEBapyhKIgixFNqVQtaiAEVQkgoIiWlypiqJ+W6pWoS51A/sooIgIYsCiP1FKjQJCUVSEIhBAigJqCFFCErJnMvf3R5yRkMlkhlkyk3k9Hw8e4txPzv3MHG7ufO499xyTYRiGAAAAAADwgbmxEwAAAAAAhD+KSwAAAACAzyguAQAAAAA+o7gEAAAAAPiM4hIAAAAA4DOKSwAAAACAzyguAQAAAAA+o7gEAAAAAPiM4hIAAAAA4DOKSwAAAACAzyguAQAAAAA+o7gEAAAAAPiM4hIAAAAA4DOKSwAAAACAzyguAQAAAAA+o7gEAAAAAPiM4hIAAAAA4DNLYyeA4Nq+fbvsdrtMJpMsFrofAAAAiFQ2m02GYchsNqtv374+t0d1EWHsdrskyTAMVVVVNXI2AAAAABqbo0bwFcVlhDGZTDIMQ5IUHR3dyNlEFsMwZLPZJEkWi0Umk6mRM4Ir9FP4oK/CB30VHuin8EFfhYdw6CfHzSZ/5UZxGWEsFouqqqoUHR2t8847r7HTiSiVlZXauXOnJCktLU0xMTGNnBFcoZ/CB30VPuir8EA/hQ/6KjyEQz999dVXqqqq8tvjckzoAwAAAADwGcUlAAAAAMBnFJcAAAAAAJ9RXAIAAAAAfEZxCQAAAADwGcUlAAAAAMBnFJcAAAAAAJ9RXAIAAAAAfOaf1TIBAADc8NcC3QCA0MVvegAA4He2arssUTUDpGJiYtS7d2+PYgEA4YviEgAA+J0lyqwpb25XQblNdrtdpaWlkqT4+HiZzb8UkolWixZl9G2sNAEAfkRxCQAAAqKg3KaCsirZ7XaVlFZKkipN0bWKSwBA08FvdwAAAACAzyguAQAAAAA+o7gEAABhxVZtD2g8AOD08MwlAAAIKydPFtQQJgwCgOChuAQAAGHHMVkQACB0MCwWAAAAAOAziksAAAAAgM8oLgEAAAAAPqO4BAAAAAD4jOISAAAAAOAziksAACIQa0UCAPyNpUgAAIhArBUJAPA3iksAACKUp2tFWi1m2artskQx4AkAUD+KSwAA4FasxezVnc5OLa16YWyvIGTWsNMpjCmkAeD0UFwCAACPeHqns6U1dL5eeFsYMwQYAE5f6Pz2BwAACBBPC2MAwOljzAcAAAAAwGcUlwAAAAAAn1FcAgAAAAB8RnEJAAAajWM2VwBA+GNCHwAA0GjCeZkTAEBtFJcAAKDRheMyJwCA2hgWCwAAAADwGcUlAAAAAMBnFJcAAAA/83aCISYjAoBf8OACAADAz7yZYCjRatGijL5BygwAQh/FJQAAwCk8nWAIAPALhsUCAAAAAHxGcQkAAAAA8BnFJQAAAADAZxSXAAAAAACfUVwCANBEsCwGAKAxMVssAABNhKdLaHRqadULY3sFKSsAQKSguAQAoAnxZAmNllZO/wAA/2NYLAAAAADAZxSXAAAAAACfUVz62eHDh+vdVlVVpZKSElVUVMhmc/88DAAAAACEk4h+6OLLL7/UggULdPz4cRUVFclisSg9PV033nijYmJiPG6npKREq1ev1rJlyxQXF6cVK1a4jJs/f77mzp3rtq1t27apWbNmXr0PAAAAAGhsEVtcrl27VrNmzdKCBQvUp08fSdKaNWs0Y8YMbdmyRQsXLlRUVFS9P19dXa1PPvlE//rXv/T5558rKipKBw8eVO/evev9GcMwFBsbq8TExHpjzGZuJgMAAAAIPxFZyRw+fFgzZ87UtGnTnIWlJI0cOVLXXHONNm/erGXLljXYxlNPPaX+/ftrzZo1Gj16tEf7/t3vfqeNGzfW+ycuLs6XtwYAAAAAjSIii8slS5aovLxco0aNqrMtPT1dkvT222+7bePss8/W6tWrddVVV3k1hNbdXUsAAAAACFcRWVxmZWUpMTFRKSkpdbb17NlTUVFR2rdvnyorK/2+7/j4eL+3CQAAAACNLeKeuTxx4oRyc3PVtWtXl9utVquSkpKUl5en7777Tl26dPHr/i0Wi3bv3q0lS5Zo3759slqtSktL0/jx49WjRw+/7ssdwzACUjyjflVVVS7/jtBCP4UP+qqumJgY2e122e12t3GO7Z7E+iPeMAznNsMwarUR7Fz8Ge/Y3lTOpxxT4YO+Cg/h0E8n/372h4grLvPy8iRJCQkJ9cYkJycrLy9PJSUlft//2rVrNX/+fFVXVztf2759u1asWKGHH35YEydO9Ps+XbHZbNq5c2dQ9oW69u7d29gpwAP0U/igr2ouXvbu3VulpaUqKXVf7JRZf/5vWZlKSioabNuf8aWlpSGTi6/xMUbNYzF79uxpckuMcUyFD/oqPERKP0XcsNiioiJJNSfh+sTGxkoKzJVIu92u+fPn67///a82btyoOXPmqE2bNrLZbHriiSci5h8eAAAAgKYl4u5cOq4snnzn8FSO5UD8/XzkiBEjNHHiRLVu3VqSFBcXp6uuukqDBg3SFVdcoeLiYr311lv64x//6Nf9umKxWJSWlhbw/eAXVVVVzosHPXr0UHR0dCNnBFfop/BBX7kWHx+vSpP7z8IxM3lcXJyaefBVwNd4wzCcdyzj4+NlMpkaLRd/xsfH1XzOTeV8yjEVPuir8BAO/eTvkRcRV1w6ZnYtKCioN6aiomYYTPPmzf267+7du7t8vUOHDrryyiu1bNkyHTp0yK/7rI/JZPJqllv4V3R0NJ9/GKCfwgd99Quz2dzgmsmO7Z7E+iP+5GcXTSZTrTaCnYs/4x3bm+K/PY6p8EFfhYdQ7aeTL/b5Q8QNi3XcNXQMj3WluLhY0dHRat++fbDSUrdu3SQxmywAAOHCajHLVt3wJEEn8zYeAMJJxN257Nixo+Li4lRQUKCKigrn85Uny83NVWpqqtvnMv3NMYPUgAEDgrZPAEBw2artskR5fl3X23gEV6zFLEuUWVPe3K6C8oaHlSVaLVqU0TcImQFA44i44tJsNmvgwIHasGGDdu7cqf79+9fafuDAAZWXl2v06NF+26fNZlNmZqbbmWD379+vNm3aaOzYsX7bLwAgtFCINE0F5TYVlIXmMgMAEEwReTl0woQJkqTVq1fX2ZaVlaWkpCSNGTNGUs3srrNmzdLEiRN14MCBett0N0GQxWLR5s2btXv3bpfbf/zxR61fv17PPPMMw2IBoIlzFCIN/vGgAAUAIJREZHE5bNgwpaena+XKlXrvvfecr+/atUtLlizR008/7Xw2Mzs7W5mZmdq6daveeOONetv88ccfJUmFhYUuF12eNGmS7rvvPn3++ee1Fivdu3evHnroIT311FMaNGiQv94iAAAAAARVxA2LdXjyySfVq1cvzZ8/X3PnzlVycrJatWqlhQsX6txzz3XGde3aVf369dO3336rESNG1Gpjw4YNeumll1RWVqb9+/dLkg4ePKiLL75YSUlJuv766513QAcNGqQLL7xQDz74oCorK5WamqrExET16NFDzz33nN9npgUAAACAYIrY4tJsNmvSpEmaNGmS2zir1arly5e73DZ8+HANHz7c433+8Y9/DMoalgAAAAAQbBE5LBYAgFB3OstcAADQmCL2ziUAAKHM22UuOrW06oWxvYKQGQAArlFcAgAQwjxd5qKllVM6AKBxMSwWAAAgCE5nqDNDowGEEy5zAgAABIG3Q50TrRYtyugbhMwAwD8oLgEAAILI06HOABBuGBYLAAAAAPAZxSUAAAAAwGcUlwAAAAAAn1FcAgAAAAB8RnEJAAAAAPAZxSUAAAAAwGdBKS7Lysp0zTXXBGNXAAAAAIBGEJTiMjo6Wrt27dLzzz+vqirWdQIAAACApiYoxaXFYpEkzZ8/XyNGjNCSJUtUWloajF0DAAAAAIIgqM9c3nfffbryyiu1dOlSDRs2TH/961/1/fffBzMFAAAAAEAAWIK2I4tFU6dOlST94Q9/0Pbt2/XOO+/o6quv1q9//WvdcMMNGjx4cLDSAQAAAAD4UdDuXG7evLnW//ft21ePPvqoNm3apJEjR+of//iHRo0apcWLF6uwsDBYaQEAAAAA/CBoxWXLli1dvh4TE6PRo0frtdde09y5c7VmzRr95je/0QMPPKCtW7cGKz0AAICQYrWYZau2e/Uz3sYDgD8FbVisO/n5+XrnnXe0cuVKHTx4UIZh6N1339WaNWt05plnaty4cRo7dmy9BSoAAEBTE2sxyxJl1pQ3t6ug3NZgfKLVokUZfYOQGQC4FrTi8je/+Y02btzo/P+qqip9/PHHWrVqlTZu3Kjq6moZhiGTyaTzzz9fY8aM0YgRI/Tjjz/qzTff1OjRo3XhhRfq5ptvVteuXYOVNgAgwtiq7bJEeTawx5tY4HQVlNtUUMZSbgBCX9CKy/z8fB04cEAHDhzQRx99pPXr1+vEiRMyDEOS1LFjR40ZM0Zjx47VGWec4fy55s2b6+GHH9Z9992nN998UxMmTNBVV12lmTNnymQyBSt9AECE8PROEXeJAACoLWjFpc1m0+jRo53/bxiG4uLiNGLECI0dO1aDBg1y+/OxsbGaPHmy0tLSNGnSJLVu3Vq33nproNMGAEQg7hQBAOC9oD5z6bhL2bt3b11zzTUaOXKkmjVr5lUbAwYMUEJCgt544w2KSwAAAAAIEUEtLi+66CLdfffd6tGjx2m3sXnzZhUXF6u6utqPmQEAAAAAfBG04tJqteqFF15QdHS0T+107dpVM2fOVEFBgX8SAwDgNDiWiWBCHwAAagStuHznnXe0Z88enXfeeQ3GHj9+XK1atXK5LSUlRTfddJO/0wMAwCveLhPRqaVVL4ztFYTMAABoHEG73HrWWWfptttu8yj2/vvv16effhrgjAAA8J1j8p+G/hRVNFyAAgAQzoI6lsfTpUOSk5P15JNPBjgbAAAAAIC/BHVCH09UV1dr9+7dOnz4cGOnAgAAAADwUECKy8rKSl122WVq1qyZ4uPjFRMTI5PJpOLiYs2bN8/tz3366afav3+/EhISApEaAAAAACAAAlJcxsTE6NJLL9Wrr75a63WTyaSXXnrJ7c861sK85pprApEaAAAAACAAAjYs9oYbbpBUU2hGRUXJZDJp8eLFGjFihNufi46O1jnnnKPx48cHKjUAAAAAgJ8FrLjs0KGDZs6cWeu1b775RnPmzAnULgEAAAAAjSSos8VmZGSosrIymLsEAAAAAARBUIvLgQMHKiYmxqPYTZs2BTgbAAAAAIC/BLW49MYDDzzQ2CkAAAAAADzk92cuCwsL9dlnn2ngwIFq2bKl8/Xt27fLZrN51EZubq5OnDjh79QAAAAAAAHi9+Lyhhtu0P79+9W9e3e98847ztdnzJihnJwcf+8OAAAAABAC/D4stri4WIZh1LnzeMUVV8gwDI//AADgD7Zqe2OnAABARPD7nctXX31VH330kS6++OJarw8ePFhLly7VggULlJycrKioqHrbyMvL06RJk/ydGgAgAlmizJry5nYVlDf8aEanlla9MLZXELICAKDp8XtxeeaZZ2rKlCl1Xk9LS1NKSor69evXYBsdO3ZUs2bN/J0aACBCFZTbVFBW1WBcS2vAln8GAKDJC9pssS1atNDcuXM9jl+8eHHgkgEAAAAA+FVQL9F27tzZ5evff/+9du7cqaSkJPXv319ms1k9evQIZmoAAAAAAB8ErbgsKSlRVlaWpJq7mBdddJEkafXq1XrooYdUXV0tSTrrrLP04osvqlu3bsFKDQAAAADgo6ANi/3nP/+phx56SBs3btSRI0ckSdXV1frrX/8qm82mtLQ03XTTTWrVqpVuuukm5efnBys1vzp8+HBjpwAAAAAAQRe0O5fr16/X1KlTdd999zlf27Ztm44dO6Z27drpzTffVExMjCRp1qxZevnll/XAAw8ENKcvv/xSCxYs0PHjx1VUVCSLxaL09HTdeOONzlw8UVJSotWrV2vZsmWKi4vTihUr6o0tLy/X/PnztWnTJhmGoWPHjqlXr1669dZb1asXMxQCAAAACE9Bu3O5d+9e3XzzzbVe+/TTTyVJI0aMqFXM3XXXXdqwYUNA81m7dq1uu+023XbbbVqxYoXWrl2r22+/Xc8//7ymTZvmHKZbn+rqam3atEkPP/ywrrzySr366qv6+uuv3f5MeXm5Jk2apCNHjmjp0qX65z//qXfeeUcFBQXKyMhwfh4AAAAAEG6CVlyazWYlJibWeu2LL76QyWTSgAEDar3epk0bFRYWBiyXw4cPa+bMmZo2bZr69OnjfH3kyJG65pprtHnzZi1btqzBNp566in1799fa9as0ejRoxvc7+zZs3Xo0CE99thjslqtkqTExEQ99dRTMgxDM2bMUGVlpU/vDQAARCarxSxbtd3jeG9iAcATQRsWm5CQoJ9++knJycmSpNLSUu3YsUOSXK59aTKZApbLkiVLVF5erlGjRtXZlp6erszMTL399tuaNGlSvW2cffbZWr16tcf7/Omnn7Rq1SqNHTu2zpDb9u3b6/zzz9eWLVu0adMmXXzxxZ6/GQAAAEmxFrMsUWZNeXO7CsptbmMTrRYtyugbpMwARIqg3bm86KKL9Mc//lGlpaWSpLlz56qyslJdu3ZV69ata8Xu379fzZo1C1guWVlZSkxMVEpKSp1tPXv2VFRUlPbt2+fXu4jr169XVVWVUlNTXW533EH96quv/LZPAAAQeQrKbSooq3L/p4HiEwBOR9DuXE6dOlWjR4/WwIEDFRsbq5KSEplMJk2YMKFW3Hfffac//elPAVuK5MSJE8rNzVXXrl1dbrdarUpKSlJeXp6+++47denSxS/7dTyP6bhze6qOHTtKCt5ss4ZhMAQ3yKqqqlz+HaGFfgofnvZVTEyM7Ha77PaGhwA6YjyJ9yY21OKDnYthGM5thmHUaiOUPhdv40MpF2/jHdtP/i7A77/wQV+Fh3Dop5N/P/tD0IrLpKQkLV26VLNnz9a2bduUlJSkKVOm6LrrrpNU8/zlk08+qdzcXOXn5+vee+8NSB55eXmSaobp1ic5OVl5eXkqKSnx235//PFHt/tNSkqSJBUXF/ttn+7YbDbt3LkzKPtCXXv37m3sFOAB+il81NdXFotFvXv3VmlpqUpKG76gVmb9+b9lZSopqfBbbKjFN2YujhFMoZCLr/GhlIu38TFGzSM6e/bskc1W9y4mv//CB30VHiKln4JWXEpSly5d9Morr7jcdv755+utt96SJFVUVMhsDsyI3aKiIkk1XzjqExsbK0l+vbN34sQJt/t17DNUr2oAAAAAgDtBLS49FRsbq7vvvlvPPvus2yLwdDiuzrlbasRR2MbHx/ttv46isb79RkVFSZLi4uL8tk93LBaL0tLSgrIv1KiqqnJeterRo4eio6MbOSO4Qj+FD2/6Kj4+XpWmhvvS8Ts4Li5OzRo4RXoTG2rxwc7FMAznHcv4+Phak/aF0ufibXwo5eJtfHxczfFw8ncBfv+FD/oqPIRDP9U3euF0hWRxKdWsgekouPzJMVNrQUFBvTEVFTVDSZo3b+73/da3xEog9umOyWSqM2stgic6OprPPwzQT6HPcQGyob4ym80ejYhxxHgS701sqMUHO5eTn/8zmUy12gilz8Xb+FDKxdt4x/b6jht+/4UP+io8hGo/+XuFjqAWl3a7XVlZWdqxY4dKSkpUXV1d50H/yspKff/99youLg7IciSOmWkdw2NdKS4uVnR0tNq3b++3/TqeqayvuHQ8a/mrX/3Kb/sEgKbIVm2XJcqsmJgY9e7du7HTAQAAPwtacVlSUqLJkydr9+7dDcYahhGwdS47duyouLg4FRQUqKKiwvms48lyc3OVmprq1yG5jllnjx496nL7kSNHJEnnnHOO3/YJAE2RYx2//NLKWkMtXd2p6dTSqhfG9gp2igAARKSgFZfz58/Xrl27JNUMwTjrrLOUkJAQkKGv7pjNZg0cOFAbNmzQzp071b9//1rbDxw4oPLyco0ePdqv+x08eLAkaceOHS637969W4mJibrwwgv9ul8AaIoc6/g5ZoCtNEW7LC5bWkP26Q8AAJqcoJ1116xZI5PJpMGDB+tvf/ubWrVqFaxd1zFhwgRt2LBBq1evrlNcZmVlKSkpSWPGjJFUM5T3kUce0YEDB/TYY4/Vu+6luwmCJKlXr17q3bu3Pv/8cx09elQpKSnObSUlJfrkk080efLkkByLDQAAAAANCcx6Hy4cPXpUUVFRmjNnTqMWlpI0bNgwpaena+XKlXrvvfecr+/atUtLlizR008/7Xw2Mzs7W5mZmdq6daveeOONett0rGNZWFhY78LFjz76qKxWq+677z7l5+dLqplFavbs2TrnnHM0bdo0f71FAAAAAAiqoN25bNeunaqrq2vdsWtMTz75pHr16qX58+dr7ty5Sk5OVqtWrbRw4UKde+65zriuXbuqX79++vbbbzVixIhabWzYsEEvvfSSysrKtH//fknSwYMHdfHFFyspKUnXX3+98w6oVDPd91tvvaXnn39eY8eOVdu2bRUdHa1hw4bpz3/+c9CHCAMAAACAvwStuBw1apRef/11VVdXe1RE7du3T927dw9YPmazWZMmTdKkSZPcxlmtVi1fvtzltuHDh2v48OFe7bdz58568cUXvfoZAAAAAAh1QRsWO336dA0fPlyrVq3yKP7GG28MbEIAAACoxWKx+HW2fACRJWi/PXJycnTvvffq//7v/1RSUqJBgwapefPmLpccOXLkiEpKSoKVGgAAQESxWszONWMdGlo79tR4ADhV0IrLBx98UFu3bpUkffbZZ8HaLQAAAE4RazE714wtKLdJqpkhv761YxOtFi3K6NsouQIIH0ErLseMGaMvvvjC43hXdzQBAADgP441Y6Wa4rKhtWMBwJ2gFZcXXHCBJGnx4sXq1KmT29i8vLwGJ9oBAAAAAISOoC5F0rp1a/Xv37/BB8U7duyoZs2aBSkzAAAAAICvgjre4fXXX/d4BrLFixcHNhkAAAAAgN8Eda7pLl26qLKyUv/5z3906NAhJSYmauzYsXXiDMNQjx49gpkaAAAAAMAHQS0uN23apJkzZ+r48eOSpPbt29cpLouKijR9+nQtXLiQdZYAAAAAIEwEbVjsgQMHdNdddyk/P1+xsbFq166dioqK6sS1aNFCQ4cO1XvvvRes1AAAAAAAPgpacfnyyy8rISFB8+fP17Zt27R+/XpZrVaXsWPGjFFWVlawUgMAAAAA+ChoxeUnn3yiv/zlLxo2bFiD6ya1bt1ahw4dClJmAAAAcMdqMctWbffqZ7yNBxD+gvZQY1FRkYYOHepRbFlZmb777rsAZwQAAABPxFrMskSZNeXN7SootzUYn2i1aFFG3yBkBiCUBK24TE5Olt3u2RWsf//732revHmAMwIAAIA3CsptKiirauw0AISooA2LHTJkiD7++OMG43JycvTMM8+oa9euQcgKAAAAAOAPQSsup06dqieeeEKff/6587Xq6mrn3wsLC7V8+XJdddVVOnbsmNLT04OVGgAAAADAR0EbFtupUyddffXVmjx5slJSUnTGGWfoxIkTuu6665Sfn68ffvhB1dXVMgxD559/fp31LwEAAAAAoStoxaUk3XnnnTpx4oSWLl2q3NxcSdL27dtrxVxyySWaM2eOTCZTMFMDADQSW7VdlqigDaQBAAABEtTi0mQy6eGHH9bkyZP1wQcfaNeuXSooKFCzZs30q1/9Spdeeql69eoVzJQAAI3MmxkoO7W06oWxnCcAAAhFQSkuT5w4oW3btunQoUMqLy9XixYt1LlzZ40bN04JCQnBSAEAEMI8nYGypTWo10QBAIAXAnqWzsvL07PPPqs1a9aoqqrul4aoqCgNHDhQkydP1m9+85tApgIAAAAACKCAFZdbt27VXXfdpYKCAhmG4TLGZrNp8+bN+uSTTzRs2DA9/vjjSk5ODlRKAAAAAIAACUhxuXfvXt1yyy0qLy+XYRhq06aNfve736lbt25q06aN4uLiVFRUpEOHDumrr77S5s2btWHDBmVkZGjx4sU644wzApEWAAAAACBAAlJcPvjggyorK1OLFi30f//3f0pPT3c7++uJEyf02muvaeHChZo6dapWrVql+Pj4QKQGAAAAAAgAv8/9vnHjRu3du1fJycl65513dOWVVza4rEjz5s1155136vXXX1dBQYGeeeYZf6cFAAAAAAggvxeX69atk8lk0jPPPKMOHTp49bPnnXeennvuOa1cuVJHjhzxd2oAAAAAgADxe3G5a9cuDRkyRIMGDTqtnx88eLAuuOACvfPOO/5NDAAAAAAQMH4vLnNycnTJJZf41EZ6ero++eQTP2UEAAAAAAg0vxeXxcXF6tGjh09t9OnTR4cOHfJTRgAAAACAQPN7cVlZWamUlBSf2ujQoYNOnDjhp4wAAMFmq7Y3dgoAGpHVYvb69wC/N4DwF5ClSKxWq89txMTE+CETAEBjsESZNeXN7Soot7mN69TSqhfG9gpSVgCCJdZi9vj3gCQlWi1alNE3CJkBCKSAFJeVlZU+t1FdXe2HTAAAjaWg3KaCsiq3MS2tATkNAQgRnvweANB0+H1YrCQVFRX59PPV1dUqKyvzUzYAAAAAgEALyCXj7OxsJSQknPbPHzlyRHY74+4BAAAAIFwEpLh86KGHAtEsAAAAACBEBaS4NAzD5zZMJpMfMgEAAAAABENAisu77rpL7dq1k9ns3SOdhmGourpaubm5+vvf/x6I1AAAp8FWbZclKiCP6QMAgCbC78VlSkqK7rjjDp/bYUIfAAgd3iwpwPIiAABEJr8Xl1dddZVf2nnggQf80g4AwD88XVKA5UUAAIhMfh/jNH36dH83CQAAAAAIcTxAAwAAAADwGcUlAAAAAMBnFJcAAAAAAJ9RXAIAAAAAfMaUfkFUWVmpqqoqWSwWRUVFyWLh4wcAAADQNER0dfPll19qwYIFOn78uIqKimSxWJSenq4bb7xRMTExHrWRk5OjuXPn6uuvv5bdbldhYaGGDx+uadOmqW3btrVi//znP2vVqlX1tpWYmKjPPvvMp/cEAAAAAI0hYovLtWvXatasWVqwYIH69OkjSVqzZo1mzJihLVu2aOHChYqKinLbxsGDB5WRkaG7775bs2fPlslk0r59+zR16lRlZWVp1apVatOmjTPeMAzFx8erefPmLttr2bKl394fAAAAAARTRBaXhw8f1syZMzV9+nRnYSlJI0eO1JYtW5SZmally5Zp0qRJ9bZht9t1++23q0+fPpowYYLz9e7du2vmzJm677779Oijj2revHm1fu6GG27Qvffe6/f3BAAAAACNKSIn9FmyZInKy8s1atSoOtvS09MlSW+//bbbNj766CMdOHDAZRsjRoyQ1WrV+vXrdfz48VrbEhMTTz9xAAAAAAhREVlcZmVlKTExUSkpKXW29ezZU1FRUdq3b58qKyvrbeODDz6QJKWmptbZFhMTo7S0NNlsNu3Zs6fWtvj4eB+zBwAAaFqsFrNs1XaP46u8iJXkVdsATl/EDYs9ceKEcnNz1bVrV5fbrVarkpKSlJeXp++++05dunRxGff1119LUq1nKk/WsWNHbd++XYcOHdKQIUOcr1ssFm3ZskXLly/XwYMHlZCQoN69e+u6665Tp06dfHx3njMMw23xDP+rqqpy+XeEFvrJtZiYGNntdtntDX9Bc8R4Eu9N7KnxhmE4XzcMw+XP+9J+IHNv7Phg5+Kur0Lpc/E2PpRy8TbeVWxj9lO0WbJEmXXj8m0qKHP/u7dTYpzmXnWeR7GSlBgXrcXX9WtS33s4V4WHcOink497f4i44jIvL0+SlJCQUG9McnKy8vLyVFJSUm/Mjz/+6Lad5ORkSVJxcXGt1xcvXqz9+/fXem3r1q1644039Mwzz+iSSy5p+E34gc1m086dO4OyL9S1d+/exk4BHqCfalgsFvXu3VulpaUqKW34y1mZ9ef/lpWppKTCb7GnxpeW/hJfWlrq9/YDmXtjxzdmLqf2VSh9Lt7Gh1Iu3sY3FNtY/XQkv0j5DcTHGFUex0pSaXzNCgB79uyRzWZrMD7ccK4KD5HSTxE3LLaoqEiS3K4xGRsbK0lur3A11I6jjVOvUsTHx2v58uX66quv9NFHH+mhhx5SQkKCysrKdP/99zuLVgAAAAAIJxF359Jxxaq6urreGLO5puZ293ykox2bzeZyTUxXbWRkZKh79+6Ki4uTJJ1xxhm68cYb1b9/f1177bUqLS3V+++/rxtvvNG7N3UaLBaL0tLSAr4f/KKqqsp51apHjx6Kjo5u5IzgCv1Uv/j4eFWaGv48HL/j4uLi1KyB04w3safGxxtRzrsr8fHxMplMfm0/kLk3dnywczEMo96+CqXPxdv4UMrF23hXseHST962HR9X83urKX3v4VwVHsKhn/x9Rz/iiktHIVhQUFBvTEVFzRCL+tajdLRTUVGhwsJCl89dOto4edjsycuenKxnz54aOnSoNmzYoIMHDzbwDvzDZDK5LIoRHNHR0Xz+YaAp95Ot2i5LlHeDV8xms/PCWUNxnsZ7E3tq/MlffE0mk8uf96X9QObe2PHBzuXkZ+5O7atQ+ly8jQ+lXLyNdxUbLv10um031d/nTflc1ZSEaj+5ujDri4grLlu3bi3pl2GtrhQXFys6Olrt27evNyYpKUk5OTkqKipyWVw6ntc888wzPcqrW7du2rBhA7PJAggKS5RZU97croLyhq9Wdmpp1QtjewUhKwAAEM4irrjs2LGj4uLiVFBQoIqKCuezkSfLzc1Vamqq2+cyO3furJycHOXm5rqcUfbIkSOyWCwulypxxfFs5sCBAz18JwDgm4Jym0czLba0RtypAgAAnIaIm9DHbDZr4MCBqq6udjlb6oEDB1ReXq7Ro0e7bcexvMiOHTtcbs/OztbQoUPVsmVLFRQU6P/9v//ntr39+/erR48eGjp0qIfvBAB+wRpuAACgsUXk5egJEyZow4YNWr16tfr3719rW1ZWlpKSkjRmzBhJNc8fPPLIIzpw4IAee+wx513KMWPGaN68eXr//fd122231RqvvG3bNuXn52vKlCmSpMTERC1fvlwDBw5Uu3bt6uTz9ddfa+/evXrttdc8enYAAE7FMFcAANDYIrKSGTZsmNLT07Vy5Uq99957ztd37dqlJUuW6Omnn3Y+m5mdna3MzEznWpQOSUlJevjhh/W///1Ps2fPdi5bkp+fr8cff1x33HGHBgwY4IwfN26cpk+frt27d9fK5YsvvtCcOXP0yiuvqFu3boF82wCaOMcw14b+FFU0vXXeAABA44vIO5eS9OSTT6pXr16aP3++5s6dq+TkZLVq1UoLFy7Uueee64zr2rWr+vXrp2+//VYjRoyo1ca4cePUtm1bLVy4UJdddplSUlIUGxurW265RZdffnmt2JEjR+rzzz/X73//e0VHR6tr165q0aKF+vXrp/nz54fk7FEAAAAA4KmILS7NZrMmTZqkSZMmuY2zWq1avnx5vduHDRumYcOGNbi/uLg4Pfnkk17nCQAAAADhICKHxQIAACAyWC1mryc9Y5I04PRE7J1LAAAANH2xFrNXk54lWi1alNE3CJkBTQ/FJQAAAJo8T9f2BXD6GBYLAAAAAPAZxSUAAAAAwGcUlwAAAAAAn1FcAgAAAD9jdlng9DGhDwAAAPAzZpcFTh/FJQAAAHAKZpcFvMewWAAAAACAzyguAQAAAAA+o7gEgBDFBBEAACCc8MwlAIQoTyeU6NTSqhfG9gpSVgAAAK5RXAJACPNkQomWVn6VAwCAxsewWAAAAACAzyguAQAAAAA+o7gEgCBhgh4AANCU8aAOAASJpxP0SEzSAwAAwg/FJQAEkScT9EhM0gMAAMIPw2IBAAAAAD6juAQAAAAA+IziEgAAAADgM4pLAAAA4DRZLWavZgNn5nA0ZcwYAQAAAJymWIvZ49nAE60WLcroG6TMgOCjuAQAAAB85Ols4EBTxrBYAAAAAIDPKC4BAAAAAD6juASA08SkDAAAAL/gmUsAOE2eTuAgSZ1aWvXC2F5ByAoAAKBxUFwCgA88ncChpZVftwAAoGljWCwAAAAAwGcUlwAAAEAQWC1mr5/Xry/eYrHIYmFUDEIL/yIBAACAIIi1mL16Xj8lIUZzXTyvHxMTo969e7v8GVu1XZYo7h+hcVBcAsApuBIMAAgkb57Xd1WM2u12lZaWSpLi4+NlNtcUk4lWixZl9A1M0oAH+AYFAD+zVdvdXg0GAKAxnFqM2u12lZRWSpIqTdHO4hJobBSXAPAzS5RZNy7fppxjhZJqXw0+FUuLAABCjeOZTm+GxTKMFv5EcQkAJykoq9JxD64Gs7QIACDUePtMJ8No4W98OwIAAACaEE+f6QT8jXvgAJo0b6d8BwAAwOnhziWAJs3T4UE8QwkAAOAbiksATZ4nw4N4hhIAAMA3DIsFAAAAAPiM4hIAAAAA4DOKSwCNytsJd6qYoAcAACAk8ZARgEblzXpcjkl3vI0HAABA4FFcAvArW7VdlijvBkV4uh6XY9Idb+MBAIDvvD3Hn853AoS3iP7m9eWXX2rBggU6fvy4ioqKZLFYlJ6erhtvvFExMTEetZGTk6O5c+fq66+/lt1uV2FhoYYPH65p06apbdu2deILCgo0b948bd++XYZh6Pjx4xowYICmTZums88+299vEQi607kTCQAAQp835/iUhBjN9fIcTzEa/iK2uFy7dq1mzZqlBQsWqE+fPpKkNWvWaMaMGdqyZYsWLlyoqKgot20cPHhQGRkZuvvuuzV79myZTCbt27dPU6dOVVZWllatWqU2bdo44/Pz8zV+/HiNHDlSmZmZslgsysnJ0a233qqrr75amZmZ6tatWyDfNhAU3FkEACD0WS1mrws6b87xFKORJyK/2R0+fFgzZ87U9OnTnYWlJI0cOVJbtmxRZmamli1bpkmTJtXbht1u1+23364+ffpowoQJzte7d++umTNn6r777tOjjz6qefPmObfdf//9slqtuueee5yvdejQQX/5y1+UkZGhBx54QG+//bZ/3ywAAADgQqzF7HEBeLqjjQJVjCZaLVqU0dfrfBBYEVnqL1myROXl5Ro1alSdbenp6ZLUYJH30Ucf6cCBAy7bGDFihKxWq9avX6/jx49LkrKzs/Wf//zHZXzfvn3VqVMnZWdna+/evafzlgCveDtDq7fxAAAgfDgKQHd/iioaLviClUtBWZVHBSiCLyLvXGZlZSkxMVEpKSl1tvXs2VNRUVHat2+fKisr63328oMPPpAkpaam1tkWExOjtLQ0bd++XXv27NGQIUPcxktS79699d1332nnzp3q0aPH6b41RChvh4VwZRAAAAD+FnHF5YkTJ5Sbm6uuXbu63G61WpWUlKS8vDx999136tKli8u4r7/+WpJqPVN5so4dO2r79u06dOiQhgwZ4oxPTk52GX/GGWdIkg4dOuTV+zldhmGosrIyKPtCjaqqKpd/94eYmBjduHybR8NOOiXGae5V5ym/tNKj+Biz98Wr3W6X3d7w3U5HTCjEO7YbhuF8zTCMen8uFHMPhVy8jfelbU/6KlRzb+z4YOfirq9C6XPxNj6UcvE23lVsuPRTKOXibby/2q6vr8Ihd3/Fe/v9pKraLqM6uHc7q6qqZLFYnH8PRSf/W/IHk+HvFkPcgQMHNHLkSPXp00eZmZkuY8aOHavs7GytXLlS5513nsuYIUOG6NixY9q5c6fLu5tz5szR4sWLNWPGDN1yyy0aN26cvvrqK/3rX/9S586d68QvWbJETzzxhK677jo98sgjPr1Hd7Zt2+b3f0S+sFiiZTJ5Hm8Yks0WmIPT21y85U3up5NLfkml7B70bZTZpFbxMV7HHy+tVEPhUWaTWsZFBzyXQMSHUi7kHh7xoZRLOOceSrmQe3jEh1Iu5N748Z58PzGbpcQ4z1aCCJZAfqc9HSaTSf369fO5nYi7c1lUVCRJzqsIrsTGxkqS2zt7DbXjaMNxlcIRHx0d7VF8oIRSYSmF1kEV7rk0jzFJ8qwiraqq8jo+ITpwbYdKfCjl4m18KOXibXwo5eJtfCjl4m08ufgnPpRy8TY+lHLxNj6UcvE2PpRy8TY+lHJxxHvz/QT181eNEHHFpc1Wczu8urq63hizueb2enx8fIPt2Gw2l3cuT23j5Hh3+4yLi3Obv6/MZrPsdrtMJpPbAhsAAABA02az2WQYhrMW8VXEVReOQrCgoKDemIqKCklS8+bN3bZTUVGhwsJCl89dOtpISEiotd/CwkKX7Tnukrrbpz/07cvELAAAAAD8L+KWImndurWkX4apulJcXKzo6Gi1b9++3pikpCS37ZSUlEiSzjzzzFrx9RWXxcXFteIBAAAAIJxEXHHZsWNHxcXFqaCgwHl38VS5ublKTU11O2zUMSlPbm6uy+1HjhyRxWJxLj3iiD969Gi98ZKUlpbm2RsBAAAAgBASccWl2WzWwIEDVV1drZ07d9bZfuDAAZWXl2v06NFu2xkyZIgkaceOHS63Z2dna+jQoWrZsqVH8bt371Zqaqq6d+/u8XsBAAAAgFARccWlJE2YMEGStHr16jrbsrKylJSUpDFjxkiqWWtn1qxZmjhxog4cOOCMGzNmjOLj4/X+++/XmV1p27Ztys/P15QpU5yvXXTRRWrfvr0+/PBDlZWV1YrPyclRdna2br75Zn+9RQAAAAAIqogsLocNG6b09HStXLlS7733nvP1Xbt2acmSJXr66aedz2ZmZ2crMzNTW7du1RtvvOGMTUpK0sMPP6z//e9/mj17tnNCnvz8fD3++OO64447NGDAAGd8TEyMHnvsMRUXF+vBBx90PpNZUlKiRx55ROnp6c6CFgAAAADCjckItYUPg8Rut2vp0qVauXKlKisrlZycrFatWum2227Tueee64wrLy/XTTfdpG+//VYvvPCCBg4cWKudjz/+WAsXLlROTo5SUlIUGxur8ePH6/LLL3e53x07dmjevHnav3+/2rVrp+joaI0cOVIZGRkymTxbpwcAAAAAQk3EFpcAAAAAAP+JyGGxAAAAAAD/orgEAAAAAPiM4hIAAAAA4DOKSwAAAACAzyguAQAAAAA+o7gEAAAAAPiM4hIAAAAA4DOKSwAAAACAzyguAQAAAAA+o7gEAAAAAPiM4hIAAAAA4DOKSwAAAACAzyguAQAAAAA+o7gEAAAAAPiM4hIIM3a7XcXFxSovL1dVVZUMw2jslJqUqqoqlZSUqKKiQjabrbHTQT2qqqpUWloqu93uc1uRfkxVVlYqNze3sdNAA5pCP0XKsdaYfcU5zHON1U9N/fxlaewEgFBSXV2tFStW6N1335VhGCovL1d8fLwmTpyoUaNG1YnfvHmzXnvtNeXn50uq+UU1evRoTZ48WbGxsbViCwsL9eqrryorK0s5OTkym80688wzNXr0aN1www2Kjo72KMetW7fqhhtucBvzj3/8Q7/97W89fNfhJ5D9NH/+fM2dO9ft/rdt26ZmzZp5lOu6deu0ZMkSlZaWKj8/Xy1atNC4ceM0fvx4mc1N//peoPpq9erVeuihhzzK4YEHHtDNN99c7/ZIPaZyc3OVmZmpFStWaOzYsZoxY4bLuJycHM2dO1dff/217Ha7CgsLNXz4cE2bNk1t27atE19QUKB58+Zp+/btMgxDx48f14ABAzRt2jSdffbZdeLLy8s1f/58bdq0SYZh6NixY+rVq5duvfVW9erVy6v39Pbbb+utt95SZWWljh07pvbt22vixIkaOXKkV+2EklDoJ85fngmFvuIc1rDG7qemfv6iuAR+VlFRodtuu035+fmaN2+ezjjjDEk1v1inT5+uL7/8UrNmzXLGv/DCC3rjjTf0wgsvaNCgQZKkb775RrfccovWrVunl19+WQkJCZKko0ePauLEifruu+/UrFkzJSUl6ccff9Tu3bu1e/durVu3TosWLVJMTEyDeRqGIZPJ5PIXm4PVavXlowhpgewnqebzjY2NVWJiYr05eHpCXbx4sRYvXqxFixapc+fOMgxDr732mh555BF99dVXmjNnzml8AuEj0H0lSfHx8fUeN2VlZWrWrJnGjRvnNs9IOqaKi4u1bt06vffeezpy5IiOHj2qwsLCeuMPHjyojIwM3X333Zo9e7ZMJpP27dunqVOnKisrS6tWrVKbNm2c8fn5+Ro/frxGjhypzMxMWSwW5eTk6NZbb9XVV1+tzMxMdevWzRlfXl6uSZMmqXPnzlq6dKmsVqsKCgp01113KSMjQy+//LIGDx7s0Xt7/PHHtXXrVs2fP18pKSmqqqrS3/72N91zzz365ptvdOedd57+BxdkodRPnL/cC6W+kjiH1SfU+klqwucvA4BhGIbxl7/8xUhLSzMOHz5cZ9vTTz9tpKamGmvWrDEMwzD+/e9/G6mpqcbbb79dJ/bjjz82UlNTjUceecT52vr1641f//rXxocffmjYbDbDMAyjvLzcmDt3rpGammqkpqYar7zyikd5btmyxbjgggtO4x02DYHsJ8MwjBdffNG49957fc7ziy++MHr06GGsXbu2zrYpU6YYqampxocffujzfkJZIPvqn//8p3HPPfe43X9GRoaRmZnZYJ6RdExlZmYaN998s7F582bDMAzj+uuvN1JTU42nn366Tmx1dbVx+eWXG7///e/rbFu9erWRmppq3HHHHbVenzJlijF69Og68du2bTNSU1ONMWPG1Hr9T3/6kzFgwACjoqKi1us5OTlGWlqaMWTIkDrbXHHks3Pnzjrv4bLLLjO6d+9uZGdnN9hOqAilfuL85V4o9ZVhcA6rTyj1U1M/f4Xn/WzAz4qKivTmm2/qvPPOU6dOnepsHz9+vCTptddekyQtWLBAFotFl112WZ3YoUOHqmPHjnrrrbdUXFws6ZcrWhdffLGioqIkSbGxsbrzzjt1+eWXS5KysrI8zrdVq1bevcEmItD95ODuiq+nXnnlFcXGxuqiiy6qs+2KK66QVDOEr6kKRl+dehX4ZO+9957Ky8t1zTXXeJRvpBxT1157rV5++WUNGTKkwdiPPvpIBw4ccDl8ecSIEbJarVq/fr2OHz8uScrOztZ//vMfl/F9+/ZVp06dlJ2drb1790qSfvrpJ61atUojRoyoc/W+ffv2Ov/88/XTTz9p06ZNDea6YMECnXXWWerZs2et181ms0aPHi3DMPTOO+802E6oCKV+4vzlXij1lQPnsLpCrZ+a8vmL4hKQ9N///ldVVVXq2LGjy+2dOnWS1WrVjh07dPToUe3atUutW7d2OdTAZDKpc+fOqqys1GeffSZJOnHihPMkfKpLL71UUs2XcU/Fx8d7HNuUBLqfHHz9fMvLy7Vp0yZ17tzZ5bNIffr0kSR99dVXPu0nlAW6r+Lj4+s9OZeUlOipp57Sgw8+6PHwr0g9ptz54IMPJEmpqal1tsXExCgtLU02m0179uxpMF6SevfuLUnauXOnJGn9+vWqqqqqN97T4+Tw4cPat2+fz+2Eq0D3E+cv/wl0XzlwDvNNoPupqZ+/eOYSUM1D2FLN5CH1iYuLU3l5ub7//nsZhuE21nGgO2Yhmzx5cr2xJpNJknTmmWd6nK/FYlFeXp4WL16srVu3ymaz6ayzzlJ6erqGDx/ucTvhJtD95GCxWLR7924tWbJE+/btk9VqVVpamsaPH68ePXo0mOe3336rqqoqJScnu9zeoUMHmUwmHT16VBUVFXUmFWoKAt1Xru5wOsybN089e/bUwIEDPc43Uo8pd77++mtJqvVc0ck6duyo7du369ChQxoyZIgzvr5/945nbg8dOlSr/friHRcmDh8+7FGevrYTrgLdT5y//CfQfeXAOcw3ge6npn7+orgEJLVs2VKStHv3bpfbS0pKnMMfpJqhVgUFBfrhhx9c3pn5/vvvJdVc8W2I48qXY5iJJw4dOqTRo0fXehh99+7dev/993XFFVfo6aefdp70m5Jg9dPatWs1f/58VVdXO1/bvn27VqxYoYcfflgTJ050m2deXp4k1Zl8xiEmJkYtWrRQYWGhiouLm9yJWWq8Y2rv3r164403vB4CGanHlDs//vijpPr/HTu+SDmGKjcUn5SU5FN8fRo63k7Ns6kJdD+5w/nLO8HqK85hvmmsY6qpnL8YFgtI6tevn+Li4vTDDz/o448/rrN95cqVzr+3bt3aOSRk2bJldWJ3796t7OxsSQ2Pgy8rK9OqVavUp08f5/AiT5SWlmrGjBnasmWLvvjiCy1atEjnnnuupJoprl3l1RQEq5/sdrvmz5+v//73v9q4caPmzJmjNm3ayGaz6YknnqjzfMupHAWQxVL/9TvHM2ZVVVVu2wpXjXFM2e12zZo1S+PGjXO55IU7kXpMueMY6ljfv2PHF0rHv2FHfH3LUpwa39Bxcmp8fRpqp6kfa4Hup/pw/vJesPqKc5hvGuOYakrnL4pLQFLz5s11++23S5Luv/9+rVmzRqWlpTp27JiWLl2q9evXO2PbtGmj++67T9HR0Vq0aJFeeukl5efnq6SkRBs2bNBf//pX51Wq+oZUODz77LMyDEPPPfecx2Pru3XrpjfeeEPXXnutWrVqpRYtWuiCCy5wTp4iSStWrDidjyHkBaOfRowYoeXLl2vo0KGKi4tTSkqKrrrqKq1YsUIJCQmqrq7WW2+95TZPx8LVJ181PpVjYoy4uLjT+zBCXGMcU6+//rq++eYb3XHHHV7lGsnHlDuOf8f1LcTu+J3lGLLsabzj37zji1Z9x4mnx4i/2glXge6n+nD+8l4w+opzmO8a45hqSucvikvgZ7feeqtmzZql6Oho3XPPPerbt69GjRqlqqoq5wK7nTt3VkJCgvr3769XXnlF3bp104svvqjBgwdr8ODBWrdunf7+97+rvLxcZrPZeeXIlVWrVundd9/Vyy+/rA4dOnicZ+vWrV0+MxETE+NcaPfU5y+akkD3U/fu3dW6des6++3QoYOuvPJKSQ1/vo4ruo7nDl2pqKiQ2Wz2eCHrcBTMYyonJ0fPP/+8br31Vq9nzov0Y6o+jn/H9a0FV1FRIemXoWANxTueqW3evLlX7TviG8qzvuPN03bCVaD7yRXOX6cnGH3FOcx3wT6mmtr5i2cugZNMnDhREyZM0A8//CCLxaK2bdvKbDbr1VdflSSNHDnSGTtw4ECtXr1aP/30k8rKypSSkqKYmBjt3r1bxcXFGjBggFJSUlzuZ926dXr22Wf12muvefRwvaccs4+F2sxh/hasfjqVp5+v48Re3wyKhmGopKREHTp0cDvsqCkIVl/9+c9/VkJCgiZNmuTX/CPlmHIlKSlJOTk5KioqcnnHuKSkRNIvk7kkJSXpm2++qfcLluN5o5Pjpfq/kDnif/WrXzWYp1T/8eZpO+Eq0P10Ks5fpy/YfXUqzmGeCXY/NbXzF3cugVOYTCadccYZateuncxms+x2u1asWCGr1epyzaHk5GR16tTJeeUqMzNTknT99de7bH/jxo164okn/H5iln4ZHjZgwAC/thuKAt1Prnj6+Xbu3FlS3VloHfLz81VZWalzzjnH432Hs0D31erVq7Vx40ZNmzbN5VImvoikY+pUDf07PnLkiCwWi3P6fUf80aNH642XpLS0NElSly5dPIpv6DhxtFNfno7Xm+rxFuh+OhnnL98Es69c4RzmmWD2U1M8f1FcAg1YvHixvvnmG02fPl3t27d3G7tjxw699dZb+u1vf+tygoONGzdq9uzZevXVV51fiLyxbNkyt89A7N+/X2az2TkUIpL42k82m63Bh97379+vNm3aaOzYsW7j2rZtq27duikvL8/lyWnXrl2SpNGjR7ttp6ny5zGVn5+v2bNnq127dho3bpzXuXBM1c+x2PiOHTtcbs/OztbQoUOdMwM3FL97926lpqaqe/fukqTBgwc3GJ+YmKgLL7zQbZ49e/ZUixYttGfPHpfL2TT14y3Q/eTA+ct3gewrzmH+E6xjqqmevyguATc+/fRTPffcc7rqqqs0ZcoUt7E5OTmaMWOGUlNT9dRTT9XZ7jgxL1q0qN7hWSfPJLZ161Zde+21ev75552vlZeXa+nSpS5/1m63a9myZfrDH/7gfIg7UvijnywWizZv3lzv0hk//vij1q9fr2eeeabWEJMDBw5o4sSJ+tOf/iS73e58fcKECZKkd999t05bH374obp06aLf/va3Xr3PpsCfx5QkPf7448rPz9ctt9zivNNZH46putx9MRkzZozi4+P1/vvvyzCMWtu2bdum/Pz8Wn140UUXqX379vrwww9VVlZWKz4nJ0fZ2dm1vuT06tVLvXv31ueff17nin9JSYk++eQTTZo0qVa/uupDi8Wia6+9VuXl5frwww/rvI8PP/xQgwYNUs+ePd1/GCGsMftJ4vzljcbqK85h3mnsY0pqwucvA0Ad1dXVxtKlS42ePXsazzzzjGG3293Gb9myxbjggguMqVOnGoWFhXW2b9iwwejZs6fRp08fY8iQIXX+9OvXz0hLSzOuv/5658/8/ve/N1JTU43U1FQjPz/fMAzDOHHihDFkyBDj7bffNioqKpyxeXl5xoMPPmi88sorfvoEwoO/++nTTz81Lr30UuOzzz6r1daePXuMm2++2di8eXOdn3nsscec/bRz507n65WVlcYNN9xg9OnTx/jkk0+cr3/88cfGwIEDjb17957OWw5b/u4rwzCMrKwsIzU11Rg0aJBRVlbWYA4cU7XZ7Xbjd7/7nZGammo89NBDLmNWrFhhpKamGo8//rjz8zl27JgxduxYY+7cuXXiP/74Y+Occ84x7r77bqO4uNgwDMMoLi42brnlFuPBBx+sE5+dnW307dvXmDhxonHs2DHDMGqOnYcfftiYPHmyYbPZasW76kPDqOnHUaNGGRdeeKGRnZ3tfH3lypXGhRdeaOTm5nr56YSOxu4nzl+ea+y+4hzmmcbuJ8No2ucvk2GcUpIDEaygoEDr1q3Tyy+/rNatW+uee+7Rr3/9a5exlZWV+vTTT/X666/r4MGDuvPOO3XllVfWWaj26NGjuuSSS1wO1zpV37599eabb0qS3n//fc2aNUtDhgzRiy++6Gx35cqVWrJkifLy8tSlSxclJSXpV7/6la699lqPH+oPd4HoJ4fHH39c69atU2VlpVJTU5WYmKgePXrouuuucznT22effabp06fr7LPP1quvvlrrmYnKykotWLBA7777rnPR6Y4dO+rOO++kr1zwpq9KSko0YsQI/fTTT5o2bZruueeeBnPhmKrx0ksvaf369crPz9cPP/zgfL1bt26Ki4vT7NmznRNBSNLHH3+shQsXKicnRykpKYqNjdX48eN1+eWXu2x/x44dmjdvnvbv36927dopOjpaI0eOVEZGhsu+/Oabb/T8889rx44datu2raKjozVs2DDddNNNda7m19eHUs3afHPnztWHH36oFi1aKC4uTt27d9cdd9zR4LJQoSgU+onzl2dCoa8cOIfVL1T6qamfvygugZ8dOXJEs2fPVteuXTV06FD169ev3tiqqio9+uijio2N1eDBgzVs2LB6F8/1VFVVlQzDaHBoRKRr7H6C5wLdV+Xl5YqKipLJZGqSMxYC4YLzF+Cdpnz+orgEAAAAAPiMCX0AAAAAAD6juAQAAAAA+IziEgAAAADgM4pLAAAAAIDPKC4BAAAAAD6juAQAAAAA+IziEgAAAADgM4pLAAAAAIDPKC4BAAAAAD6juAQAAAAA+IziEgAAAADgM4pLAAAAAIDPKC4BAAAAAD6juAQAAAAA+IziEgAAAADgM4pLAAAAAIDPKC4BAAAAAD6juAQAAAAA+IziEgAAAADgM4pLAAAAAIDPKC4BAAAAAD6juAQAAAAA+IziEgAAAADgs/8Pfqg7dt6CWfoAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] @@ -1335,7 +1335,7 @@ { "data": { "text/plain": [ - "2.2360829903309094" + "2.2372637144586145" ] }, "execution_count": 34, @@ -1386,15 +1386,15 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { - "height": 167, - "width": 459 + "height": 169, + "width": 461 } }, "output_type": "display_data" @@ -1422,7 +1422,7 @@ { "data": { "text/plain": [ - "2.9189603295612034" + "2.9063229382416638" ] }, "execution_count": 36, @@ -1464,23 +1464,23 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 37, "id": "992d5079-63cb-4f9f-86de-41185446ae9b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "5000" + "" ] }, - "execution_count": 38, + "execution_count": 37, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] diff --git a/exercises/solutions/exercises_32_confidence_intervals.ipynb b/exercises/solutions/exercises_32_confidence_intervals.ipynb index e6e328ed..0d7d3d3d 100644 --- a/exercises/solutions/exercises_32_confidence_intervals.ipynb +++ b/exercises/solutions/exercises_32_confidence_intervals.ipynb @@ -299,8 +299,8 @@ "id": "4b35dd4e-4a8c-498e-8a14-c216b04b4367", "metadata": {}, "source": [ - "Hint: Use the code `doctors[doctors[\"location\"]==\"rural\"]` to select\n", - "the subset of the doctors working in a `rural` location." + "Hint: Use the code `doctors[doctors[\"loc\"]==\"rur\"]` to select\n", + "the subset of the doctors working in a rural location." ] }, { @@ -312,7 +312,7 @@ { "data": { "text/plain": [ - "2.2236048265460084" + "6.992885375494076" ] }, "execution_count": 9, @@ -322,8 +322,8 @@ ], "source": [ "doctors = pd.read_csv(\"datasets/doctors.csv\")\n", - "scoresR = doctors[doctors[\"location\"]==\"rural\"][\"score\"]\n", - "scoresU = doctors[doctors[\"location\"]==\"urban\"][\"score\"]\n", + "scoresR = doctors[doctors[\"loc\"]==\"rur\"][\"score\"]\n", + "scoresU = doctors[doctors[\"loc\"]==\"urb\"][\"score\"]\n", "\n", "# observed difference between scores\n", "dscores = dmeans(scoresR,scoresU)\n", @@ -347,7 +347,7 @@ { "data": { "text/plain": [ - "[0.48541688303387676, 3.96179277005814]" + "[-0.10091805996217662, 14.086688810950328]" ] }, "execution_count": 10, @@ -384,7 +384,7 @@ { "data": { "text/plain": [ - "[0.48541688303387676, 3.96179277005814]" + "[-0.10091805996217662, 14.086688810950328]" ] }, "execution_count": 11, @@ -415,7 +415,7 @@ { "data": { "text/plain": [ - "[0.5319758672699874, 3.9718042986425353]" + "[0.09320158102766672, 13.803270750988135]" ] }, "execution_count": 12, diff --git a/notebooks/12_data_in_practice.ipynb b/notebooks/12_data_in_practice.ipynb index d8683e07..c797254a 100644 --- a/notebooks/12_data_in_practice.ipynb +++ b/notebooks/12_data_in_practice.ipynb @@ -2197,17 +2197,7 @@ "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 37, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -2217,7 +2207,7 @@ } ], "source": [ - "sns.stripplot(data=players, x=\"time\")" + "sns.stripplot(data=players, x=\"time\");" ] }, { @@ -2236,17 +2226,7 @@ "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 38, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -2256,7 +2236,7 @@ } ], "source": [ - "sns.stripplot(data=players, x=\"time\", hue=\"ezlvl\")" + "sns.stripplot(data=players, x=\"time\", hue=\"ezlvl\");" ] }, { @@ -2357,17 +2337,7 @@ "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 41, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -2378,7 +2348,7 @@ ], "source": [ "sns.stripplot(data=players, x=\"time\", y=\"ezlvl\",\n", - " hue=\"ezlvl\", orient=\"h\", legend=None)" + " hue=\"ezlvl\", orient=\"h\", legend=None);" ] }, { @@ -2422,17 +2392,7 @@ "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 43, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -2442,7 +2402,7 @@ } ], "source": [ - "sns.scatterplot(data=players, x=\"age\", y=\"time\")" + "sns.scatterplot(data=players, x=\"age\", y=\"time\");" ] }, { @@ -2461,17 +2421,7 @@ "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 44, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -2481,7 +2431,7 @@ } ], "source": [ - "sns.regplot(data=players, x=\"age\", y=\"time\", ci=None)" + "sns.regplot(data=players, x=\"age\", y=\"time\", ci=None);" ] }, { @@ -2521,7 +2471,7 @@ "| 2 | Bob | `eprices.csv` | 18x2 | 3.1, 3.5 |\n", "| 3 | Charlotte | `students.csv` | 15x5 | 1.3, 3.1, 3.5, 4.1 |\n", "| 4 | Khalid | `kombucha.csv` | 347x2 | 3.1, 3.2, 3.3, 3.4 |\n", - "| 5 | Dan | `doctors.csv` | 224x4 | 3.1, 3.2, 3.5, 4.1 |\n", + "| 5 | Dan | `doctors.csv` | 157x12 | 3.1, 3.2, 3.5, 4.1 |\n", "| 6 | Vanessa | `visitors.csv` | 2000x3 | 3.6 |\n", "| | | `minimal.csv` | 5x4 | Appendix D |\n", "\n", @@ -2674,17 +2624,7 @@ "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 48, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -2694,7 +2634,7 @@ } ], "source": [ - "sns.stripplot(data=apples, x=\"weight\", jitter=0, alpha=0.5)" + "sns.stripplot(data=apples, x=\"weight\", jitter=0, alpha=0.5);" ] }, { @@ -2898,17 +2838,7 @@ "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 53, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkMAAAGwCAYAAACq12GxAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAAAyXklEQVR4nO3deXxU5aH/8e9kX0hCCIQkECAhBBLWCJVFIBlBBQXxFteLCip6ZflhsK70AvVCm2KV6wWViG2pVVprBS0iooAJCrJvoiCyBZCAqIQskH3m90dKNCZsWeZk8nzer9e82jyzfc+0ZL55znPOsTmdTqcAAAAM5WF1AAAAACtRhgAAgNEoQwAAwGiUIQAAYDTKEAAAMBplCAAAGI0yBAAAjOZldYDGzuFwKDs7W0FBQbLZbFbHAQAAl8HpdCo/P19RUVHy8Lj43A9l6BKys7MVHR1tdQwAAFALx44dU9u2bS/6GMrQJQQFBUmq+DCDg4MtTgMAAC5HXl6eoqOjK7/HL4YydAnnd40FBwdThgAAcDOXs8SFBdQAAMBolCEAAGA0yhAAADAaa4YAALBAeXm5SktLrY7h1nx8fC552PzloAwBAOBCTqdTJ0+e1JkzZ6yO4vY8PDwUExMjHx+fOr0OZQgAABc6X4TCw8MVEBDACX1r6fxJkU+cOKF27drV6XOkDAEA4CLl5eWVRSgsLMzqOG6vVatWys7OVllZmby9vWv9OiygBgDARc6vEQoICLA4SdNwfvdYeXl5nV6HMgQAgIuxa6x+1NfnSBkCAABGowwBAACjUYYAADBQSkqKUlNTrY7RKFCGAACA0ShDAADAaJQhAAAMl5OTo3vvvVehoaEKCAjQ8OHDtX///iqPWb9+vVJSUhQQEKDQ0FDdcMMNysnJsShx/aIMAQBguHHjxmnr1q1atmyZNmzYIKfTqRtvvLHyvEg7d+7UkCFDlJiYqA0bNmjdunUaOXJknc/v01hwBmoAAAy2f/9+LVu2TOvXr9eAAQMkSYsXL1Z0dLTeffdd3XbbbXr22WfVp08fvfzyy5XP69q1q1WR6x0zQwAAGGzv3r3y8vJS3759K8fCwsLUuXNn7d27V9KPM0NNFWUIAABclL+/v9URGhRlCAAAgyUkJKisrEybNm2qHPvhhx+0b98+JSYmSpJ69OihNWvWWBWxwVGGAAAwWKdOnTRq1Cg9+OCDWrdunXbt2qW7775bbdq00ahRoyRJTz/9tLZs2aKJEyfq888/11dffaUFCxbo+++/tzh9/aAMAQBguEWLFql3794aMWKE+vfvL6fTqRUrVsjb21uSFB8fr48++ki7du3S1Vdfrf79++tf//qXvLyaxnFYNqfT6bQ6RGOWl5enkJAQ5ebmKjg42Oo4AAA3VlRUpMOHDysmJkZ+fn5Wx3F7F/s8r+T7m5khAABgNMoQAAAwGmUIAAAYjTIEAACMRhkCAABGowwBAACjUYYAAIDRKEMAAMBolCEAAGA0yhAAALikcePGyWazVbsNGzaszq+dmZkpm82mM2fO1D1oLTSNi4oAAGCYcodTmw+f1qn8IoUH+enqmBby9LA16HsOGzZMixYtqjLm6+vboO/pCswMAQDgZlZ+cUID53ysu17dqEfe3Km7Xt2ogXM+1sovTjTo+/r6+ioiIqLKLTQ0VJI0d+5cde/eXYGBgYqOjtbEiRNVUFBQ+dwjR45o5MiRCg0NVWBgoLp27aoVK1YoKytLdrtdkhQaGiqbzaZx48Y16Hb8HDNDAAC4kZVfnNCEN7br51dZP5lbpAlvbNeCu6/SsG6RLs/l4eGhefPmKSYmRocOHdLEiRP1xBNP6OWXX5YkTZo0SSUlJfrkk08UGBioPXv2qFmzZoqOjtaSJUs0evRo7du3T8HBwfL393dpdsoQAABuotzh1DPv7alWhCTJKckm6Zn39ui6xIgG2WW2fPlyNWvWrMrYtGnTNG3aNKWmplaOdejQQbNnz9bDDz9cWYaOHj2q0aNHq3v37pKk2NjYyse3aNFCkhQeHq7mzZvXe+5LoQwBAOAmNh8+rRO5RRe83ynpRG6RNh8+rf4dw+r9/e12uxYsWFBl7HyRWb16tdLS0vTVV18pLy9PZWVlKioq0rlz5xQQEKApU6ZowoQJ+uijjzR06FCNHj1aPXr0qPeMtcGaIQAA3MSp/AsXodo87koFBgYqLi6uyq1FixbKysrSiBEj1KNHDy1ZskTbtm3TSy+9JEkqKSmRJI0fP16HDh3SPffco927d6tPnz6aP39+g+S8UpQhAADcRHiQX70+rr5s27ZNDodDzz//vPr166f4+HhlZ2dXe1x0dLQefvhhLV26VL/61a/06quvSpJ8fHwkSeXl5S7NfR67yQAAcBNXx7RQZIifTuYW1bhuyCYpIqTiMPuGUFxcrJMnT1YZ8/LyUlxcnEpLSzV//nyNHDlS69evV3p6epXHpaamavjw4YqPj1dOTo4yMjKUkJAgSWrfvr1sNpuWL1+uG2+8Uf7+/tXWJjUkZoYAAHATnh42zRyZKKmi+PzU+Z9njkxssPMNrVy5UpGRkVVuAwcOVM+ePTV37lzNmTNH3bp10+LFi5WWllblueXl5Zo0aZISEhI0bNgwxcfHVy6ubtOmjZ555hk99dRTat26tSZPntwg+S/E5nQ6ayqX+Le8vDyFhIQoNzdXwcHBVscBALixoqIiHT58WDExMfLzq/2urJVfnNAz7+2pspg6MsRPM0cmWnJYvVUu9nleyfc3u8kAAHAzw7pF6rrECJefgbqpogwBAOCGPD1sDXL4vIlYMwQAAIxGGQIAAEajDAEAAKNRhgAAgNEoQwAAwGiUIQAAYDTKEAAAMBplCAAAGI0yBAAALio9PV1BQUEqKyurHCsoKJC3t7dSUlKqPDYzM1M2m00HDx6s9ftlZWXJZrNp586dtX6NK0EZAgDAHTnKpcOfSrvfrvhPR3mDvZXdbldBQYG2bt1aOfbpp58qIiJCmzZtUlHRj9dIy8jIULt27dSxY8cGy1PfKEMAALibPcukF7pJr42QljxQ8Z8vdKsYbwCdO3dWZGSkMjMzK8cyMzM1atQoxcTEaOPGjVXG7Xa7HA6H0tLSFBMTI39/f/Xs2VNvv/125eNycnI0ZswYtWrVSv7+/urUqZMWLVokSYqJiZEkJSUlyWazVZt9qm+UIQAA3MmeZdJb90p52VXH805UjDdQIbLb7crIyKj8OSMjQykpKUpOTq4cLyws1KZNm2S325WWlqa//vWvSk9P15dffqmpU6fq7rvv1tq1ayVJ06dP1549e/TBBx9o7969WrBggVq2bClJ2rx5syRp9erVOnHihJYuXdog23QeF2oFAMBdOMqllU9KctZwp1OSTVr5lNTlJsnDs17f2m63KzU1VWVlZSosLNSOHTuUnJys0tJSpaenS5I2bNig4uJipaSkKDExUatXr1b//v0lSbGxsVq3bp1eeeUVJScn6+jRo0pKSlKfPn0kSR06dKh8r1atWkmSwsLCFBERUa/bURPKEAAA7uLIZ9VnhKpwSnnHKx4XM6he3zolJUVnz57Vli1blJOTo/j4eLVq1UrJycm67777VFRUpMzMTMXGxqqgoEDnzp3TddddV+U1SkpKlJSUJEmaMGGCRo8ere3bt+v666/XLbfcogEDBtRr5stFGQIAwF0UfFu/j7sCcXFxatu2rTIyMpSTk6Pk5GRJUlRUlKKjo/XZZ58pIyND1157rQoKCiRJ77//vtq0aVPldXx9fSVJw4cP15EjR7RixQqtWrVKQ4YM0aRJk/Tcc8/Ve/ZLYc0QAADuolnr+n3cFbLb7crMzFRmZmaVRc2DBw/WBx98oM2bN8tutysxMVG+vr46evSo4uLiqtyio6Mrn9eqVSuNHTtWb7zxhl544QUtXLhQkuTj4yNJKi9vuCPkfoqZIQAA3EX7AVJwVMVi6RrXDdkq7m/fMLub7Ha7Jk2apNLS0sqZIUlKTk7W5MmTVVJSIrvdrqCgID322GOaOnWqHA6HBg4cqNzcXK1fv17BwcEaO3asZsyYod69e6tr164qLi7W8uXLlZCQIEkKDw+Xv7+/Vq5cqbZt28rPz08hISENsk0SM0MAALgPD09p2Jx//2D72Z3//nnY7+t98fR5drtdhYWFiouLU+vWP84+JScnKz8/v/IQfEmaNWuWpk+frrS0NCUkJGjYsGF6//33Kw+b9/Hx0dNPP60ePXpo8ODB8vT01JtvvilJ8vLy0rx58/TKK68oKipKo0aNapDtOc/mdDprqpb4t7y8PIWEhCg3N1fBwcFWxwEAuLGioiIdPnxYMTEx8vPzq/0L7VlWcVTZTxdTB7epKEKJN9c9qJu42Od5Jd/f7CYDAMDdJN5ccfj8kc8qFks3a12xa6yBZoSaOsoQAADuyMOz3g+fNxVrhgAAgNEoQwAAwGiUIQAAXIxjl+pHfX2OrBmCkTK+OqX/W7Nfe7Lz1D4sQA8NjtVtfaIv/UQAqANvb29J0rlz5+Tv729xGvdXUlIiSfL0rNvCccoQjLP+wPd64LUtcvz7D4r9pwr0+Nufq8zh1F1Xt7M2HIAmzdPTU82bN9epU6ckSQEBAbLZfn6+IFwOh8Oh7777TgEBAfLyqludoQzBOOlrD1YWoZ96OfMAZQhAgzt/FfbzhQi15+HhoXbt2tW5UFKGYJyDpwpqHD92ulAlZQ75eLGUDkDDsdlsioyMVHh4uEpLS62O49Z8fHzk4VH339mUIQs4nU59/NUprfzipLw8PTSyZ6QGdGxpdSxjxEcEKTu3qNp4TMtAihAAl/H09KzzWhfUD8qQBZ5aslv/2Hqs8ue/bz6qKdfG6dHrO1uYyhwTU+K0bv/3KvvZvrLJ9riLPi+3sFTvbP9Gh78/qy6RwRrVK0oBPvwTAgB3x7XJLqG+r022/WiOfvnyZ9XGPWzSJ0/Y1TY0oM7vgUv77OD3evHjA/rieK46tAzUQ4NjNaJH1AUfn/X9Wd2xcIO+zSuuHItpGah//Fc/hQfV4fpCAIAGwbXJGrFPvv6uxnGHU/p0//cs4HWRAR1bXtGuyd+u2FulCEnS4e/P6oXV+/W7/+he3/EAAC7EAgkXC/bzvuB9If4Xvg/Wyviq5qM+Pt7L0SAA4O4oQy52c68o+XlX/9hbNvPRtV3CLUiEy+HvXfMiR38fFj8CgLujDLlYy2a+euWePgoP8q0ca9ciQH8a+wv5XeALF9b75VVtah5Pqnm8IRSWlGvxpiN69K2deu7DfTp2+pzL3hsAmjIWUF9CfS+gPq+03KHtR3Lk5emhpOjm8vDgDKSN2dniMk1YvL3Kmq8RPSL1v3f0krdnw/9NkVtYqjte2aCvTuZXjvl7e+rP436h/h3DGvz9AcDdXMn3N2XoEhqqDDVmDodTp8+VKNjPm/Pu/Mye7Lx/H1ofpI6tmrnsfeeu+lrz1uyvNt4lIkgrUwe7LAcAuAuOJkOtvb3tG/3vqq91/EyhQvy9NXZAB6UO6cTM1b8lRgUrMcr1pfhCRyF+dTJfJ3OLFBHC4f0AUFuUIVRas/dbPfbPXZU/5xaWat6a/fLysGnKkE4WJkOQX83/VD09bCziBoA6Yh8IKv15/eEax//yWZYcNV3ZFC5ze5/oGseHdY3glAwAUEeUIVQ6nlNY4/jpsyUqLC13cRr81MieUfp/18ZVWcM1oGOYfvsf3SxMBQBNQ6MqQ+PGjZPNZqt2GzZsWJ1fOzMzUzabTWfOnKl70CaqV3TzGsc7hTdToC97VK32q+s7a8NT1+q1+6/WqqmD9bcH+6l5gI/VsQDA7TW6b7hhw4Zp0aJFVcZ8fX0v8GjUp4n2OK3ee0oFxWWVYx62ii9hNA5hzXyVHN/K6hgA0KQ0qpkhqaL4REREVLmFhoZKkubOnavu3bsrMDBQ0dHRmjhxogoKCiqfe+TIEY0cOVKhoaEKDAxU165dtWLFCmVlZclut0uSQkNDZbPZNG7cOCs2r1GLbx2kdycN0G2926pLRJCuS2ytxeP7aVi3CKujAQDQYBrdzNDFeHh4aN68eYqJidGhQ4c0ceJEPfHEE3r55ZclSZMmTVJJSYk++eQTBQYGas+ePWrWrJmio6O1ZMkSjR49Wvv27VNwcLD8/f1rfI/i4mIVF/94Qc68vDyXbFtjERcepD/c1tPqGAAAuEyjK0PLly9Xs2ZVT2Y3bdo0TZs2TampqZVjHTp00OzZs/Xwww9XlqGjR49q9OjR6t694irisbGxlY9v0aKFJCk8PFzNmze/4PunpaXpmWeeqaetaVo+3f+d3tuVrXKHNLxbhIYkhMtm4/xDAAD31ujKkN1u14IFC6qMnS8yq1evVlpamr766ivl5eWprKxMRUVFOnfunAICAjRlyhRNmDBBH330kYYOHarRo0erR48eV/T+Tz/9tB599NHKn/Py8hQdXfNhzSaZs/IrLcg8WPnzku3f6M5fROv3o6/s8wUAoLFpdGuGAgMDFRcXV+XWokULZWVlacSIEerRo4eWLFmibdu26aWXXpIklZSUSJLGjx+vQ4cO6Z577tHu3bvVp08fzZ8//4re39fXV8HBwVVupjvyw1mlrz1YbfzNLce069gZ1wcCAKAeNboydCHbtm2Tw+HQ888/r379+ik+Pl7Z2dnVHhcdHa2HH35YS5cu1a9+9Su9+uqrkiQfn4pDkMvLOV/Olfp0//e60BXsLnSZCAAA3EWj201WXFyskydPVhnz8vJSXFycSktLNX/+fI0cOVLr169Xenp6lcelpqZq+PDhio+PV05OjjIyMpSQkCBJat++vWw2m5YvX64bb7xR/v7+1dYmoWYXO8Nx8wDOfoyL++J4rjYc/EGhgT4a3i2Cc1YBaHQa3czQypUrFRkZWeU2cOBA9ezZU3PnztWcOXPUrVs3LV68WGlpaVWeW15erkmTJikhIUHDhg1TfHx85eLqNm3a6JlnntFTTz2l1q1ba/LkyVZsnlu6LrG1wgKrn9wv0MdTI3pEWZAI7sDpdOqJt3dpxPx1+u2KvXrsn7s06NkMff7NGaujAUAVNqfzQjtAIFUsoA4JCVFubq7R64d2HjujKX/foaOnz0mSIoL99PztPXVNXEuLk6GxWv55tib/bUe18bjwZlr9aLIFiQCY5Eq+v5mvxmXpFd1cmY+laNc3Z1TucKpXdHN5eTa6iUU0Iit2n6hx/MCpAu07ma/OEUEuTgQANaMM4bJ5eNiU1C60wd+nqLRcu46dUUiAt7pEmDsb5+5s4hxUANwDZQiNytvbvtGs5XuUW1gqSerZNkQvjblKbUMDLE6GK3Vj90i9X8PsUFx4M2aFADQq7OdAo/HF8Vw98fauyiIkSbu+ydXExdstTIXaurF7hO7oU/WEpS0CffS/t/eyJhAAXAAzQ2g0/rn1mBw1LOf//Jtc7T2Rp4RIdpm5E5vNpjm39tC9A9prw8Ef1CLQR8O6RSjAh187ABoXfiuh0fjpjNDPnTl34fvQuHWNClHXqBCrYwDABbGbDI3GoE6tahwP9vNSr+jmrg0DADAGM0NoNEb2jNKS7d/os4M/VI7ZbNJ/35Qofx/Pen2vNXu/1f+t2a8vs/PUPixADw/uqNt/wQV5AcBElCE0Gj5eHvrLfVdr2a5sffL1dwrx99btfaLVvW397mJZt/97PfjXrZXrkw59d1ZPLPlcZQ6n/rNvu3p9LwBA40cZQqPi4+WhW3u31a292zbYe7zyycEaF2q/nHmAMgQABmLNEIxz8FRBjePf5BSqpMzh4jQAAKtRhmCcC53wL6ZloHy8+CcBAKbhNz+MM9EeJ2/P6peKmDIkzoI0AACrUYZgnF90aKHXH+irgXEtFRrgrZ7RzbVgzFX6j6SGW6cEAGi8WEANI/WLDVO/2DCrYwAAGgFmhgAAgNEoQwAAwGiUIQAAYDTKEAAAMBplCAAAGI0yBAAAjEYZAgAARqMMAQAAo1GGAACA0ShDAADAaJQhAABgNMoQAAAwGmUIAAAYjTIEAACMRhkCAABGowwBAACjUYYAAIDRKEMAAMBolCEAAGA0yhAAADAaZQgAABiNMgQAAIxGGQIAAEajDAEAAKNRhgAAgNEoQwAAwGiUIQAAYDTKEAAAMBplCAAAGI0yBAAAjEYZAgAARqMMAQAAo1GGAACA0ShDAADAaJQhAABgNMoQAAAwGmUIAAAYjTIEAACMRhkCAABGowwBAACjUYYAAIDRKEMAAMBolCEAAGA0yhAAADAaZQgAABiNMgQAAIxGGQIAAEajDAEAAKNRhgAAgNEoQwAAwGiUIQAAYDTKEAAAMBplCAAAGI0yBAAAjEYZAgAARqMMAQAAo1GGAACA0ShDAADAaJQhAABgNMoQAAAwGmUIAAAYjTIEAACMRhkCAABGowwBAACj1aoM5ebm6vTp09XGT58+rby8vDqHAgAAcJValaE777xTb775ZrXxt956S3feeWedQwEAALhKrcrQpk2bZLfbq42npKRo06ZNdQ4FAADgKrUqQ8XFxSorK6s2XlpaqsLCwjqHAgAAcJValaGrr75aCxcurDaenp6u3r171zkUAACAq3jV5kmzZ8/W0KFDtWvXLg0ZMkSStGbNGm3ZskUfffRRvQYEAABoSLWaGbrmmmu0YcMGtW3bVm+99Zbee+89xcXF6fPPP9egQYPqOyMAAECDsTmdTqfVIRqzvLw8hYSEKDc3V8HBwVbHAQAAl+FKvr9rtZtMksrLy/Xuu+9q7969kqSuXbvq5ptvlqenZ21fEgAAwOVqVYYOHDigm266Sd988406d+4sSUpLS1N0dLTef/99dezYsV5DAgAANJRarRmaMmWKYmNjdezYMW3fvl3bt2/X0aNHFRMToylTptR3RgAAgAZTq5mhtWvXauPGjWrRokXlWFhYmH7/+9/rmmuuqbdwAAAADa1WM0O+vr7Kz8+vNl5QUCAfH586hwIAAHCVWpWhESNG6KGHHtKmTZvkdDrldDq1ceNGPfzww7r55pvrOyMAAECDqVUZmjdvnjp27Kj+/fvLz89Pfn5+GjBggOLi4vTCCy/Uc0QAAICGU6s1Q82bN9e//vUvHThwoPLQ+oSEBMXFxdVrOAAAgIZ22WXo0Ucfvej9GRkZlf997ty5tU8EAADgQpddhnbs2HFZj7PZbLUOAwAA4GqXXYZ+OvMDAADQVNRqATUAAEBTQRkCAABGowwBAACjUYYAAIDRKEMAAMBolCEAAGA0yhAAADAaZQgAABiNMgQAAIxGGQIAAEajDAEAAKNRhgAAgNEoQwAAwGiUIQAAYDTKEAAAMBplCAAAGI0yBAAAjEYZAgAARqMMAQAAo1GGAACA0ShDAADAaJQhAABgNMoQAAAwGmUIAAAYjTIEAACMRhkCAABGowwBAACjUYYAAIDRKEMAAMBolCEAAGA0yhAAADAaZQgAABiNMgQAAIxGGQIAAEajDAEAAKNRhgAAgNEoQwAAwGiUIQAAYDTKEAAAMBplCAAAGI0yBAAAjEYZAgAARqMMAQAAo1GGAACA0ShDAADAaJQhAABgNMoQAAAwGmUIAAAYjTIEAACMRhkCAABGowwBAACjUYYAAIDRKEMAAMBolCEAAGA0yhAAADAaZQgAABiNMgQAAIxGGQIAAEajDAFwL2XFUsk5q1MAaEK8rA4AAJfl7PfSB09Ie5ZJjjKpo10a/qzUspPVyQC4OWaGALiHxbdKXyyRHKWSnNLBj6W/jJCK861OBsDNUYYANH5Z66TsHdXHC05Ku992fR4ATQplCEDjl3PkIvdluSwGgKaJMgSg8YtKqt19QFP0zbaKtXN52VYnaTJYQA2g8WudKHX9pfTl0qrjUUlSlxF1e21HueThWbfXAFwh/1vpzbuk49sqfvbwkvo+LN3wW2tzNQGUIQDu4ZcLpTZXSbv/WXF4fZebpGsekTxr+WtsY7q04UUp95jUurtknyZ1ubF+MwP16b0pPxYhqeKoyg0vVvxR0P1W63I1ATan0+m0OkRjlpeXp5CQEOXm5io4ONjqOADqw4aXpA+nVR2zeUj3vCvFJlsSCbiosz9Iz8VJTkf1++KGSncvcX2mRu5Kvr9ZMwTALA6HtH5e9XGnQ/psvuvzAJejrLDmIiRJJWddm6UJogwBMEvp2YpD8mty+qBrswCXK6St1LpbzffF3+DaLE0QZQiAWXyaSaExNd93oS8boDG46XnJJ6jqWJs+0i8etCZPE8ICagBmsdmklKekd/6r6riXnzRwqjWZcHkcDmnPu9K+FZKXr9TjDilmsNWpXKddP2nyFmnnYin/hBTdT0ocJXn5WJ3M7bGA+hJYQA00UXvfq1hInZNVcTTOoMektr2tToULcTqlf46rKEM/Zf9vKflxKxKhkbuS729mhgCYKWFkxQ3u4VBm9SIkSWt/L111jxQU4epEaEJYMwQAV+LkbunAauncaauTmOVQRs3jjjLp8CeuzYL65SivmPmzEDNDAHA58r+V3rpHOrap4mcvPyn5CWnQr6zNZQr/0Nrdh8br1FfSR/8tHVwjeQdIPe+Uhj4j+TZzeRRmhgDgcrw74cciJEllRdKa/5G+/si6TCbpfntFAf25kHZSrN31eVA3Z3+Q/nKTdGBVxfmTSgqkLX+U3r7PkjiWlaH09HQFBQWprKyscqygoEDe3t5KSUmp8tjMzEzZbDYdPFj7c4BkZWXJZrNp586dtX4NAIbKy5YOflzzfTvfcG0WU4W0kW5/XQqK/HGsVRfpP/9R+0uywDo7F0vnvq8+vv8j6dRel8ex7P9BdrtdBQUF2rp1q/r16ydJ+vTTTxUREaFNmzapqKhIfn4VfwVkZGSoXbt26tixo1VxAZisuEDSBdY0FOW5NIrR4q+XUr+ouD6Xt58U2dPqRKit04cufl94guuyyMKZoc6dOysyMlKZmZmVY5mZmRo1apRiYmK0cePGKuN2u10Oh0NpaWmKiYmRv7+/evbsqbfffrvycTk5ORozZoxatWolf39/derUSYsWLZIkxcRUnGQtKSlJNput2uzTecXFxcrLy6tyAxrEwQxp1Uxp/f9J+Rc4IzIah7A4KbRDzfd1us6lUYzn6SW160sRcncRFzjBqc1Dat3VtVlk8Zohu92ujIwfjxDIyMhQSkqKkpOTK8cLCwu1adMm2e12paWl6a9//avS09P15ZdfaurUqbr77ru1du1aSdL06dO1Z88effDBB9q7d68WLFigli1bSpI2b94sSVq9erVOnDihpUuX1pgpLS1NISEhlbfo6OiG/AhgIke59NZY6fVbpPUvSKtmSP/XSzqwxuJguCAPD+nG5yRP36rjbfpIvcdZEglwaz3ulFrEVh/v+Z8X/sOjAVl60sU//vGPSk1N1ZkzZ1RYWKgWLVooOztbq1evVnp6utauXauPP/5YQ4YMUVZWlhITE7V69Wr179+/8jXGjx+vc+fO6W9/+5tuvvlmtWzZUn/+85+rvVdWVpZiYmK0Y8cO9erV64KZiouLVVxcXPlzXl6eoqOjOeki6s/ut6UlD1QfD24jpe6WPDxdnwmX54eD0o43pIJvpfbXSN1vrTgTclNzfLu0/TXp7PdSh4FS0j2WHOGDJi7/W+mTZysOQvAJlHr9p9R/Ur39DnSbky6mpKTo7Nmz2rJli3JychQfH69WrVopOTlZ9913n4qKipSZmanY2FgVFBTo3Llzuu66qlPSJSUlSkpKkiRNmDBBo0eP1vbt23X99dfrlltu0YABA64ok6+vr3x9m+AvNzQe+1bUPJ53XMreyVmQG7OwjtLQmVanaFif/1N656Efr5D+1XJp59+k+1ZIvkEXfy5wJYJaV1xv7Sarg1hchuLi4tS2bVtlZGQoJydHycnJkqSoqChFR0frs88+U0ZGhq699loVFBRIkt5//321adOmyuucLy/Dhw/XkSNHtGLFCq1atUpDhgzRpEmT9Nxzz7l2w4CL+fmulp/iGkOwUnmp9OG0H4vQeSc/l7a9Jg2YbE0uoIFZfp4hu92uzMxMZWZmVlnUPHjwYH3wwQfavHmz7Ha7EhMT5evrq6NHjyouLq7K7afrelq1aqWxY8fqjTfe0AsvvKCFCxdKknx8Kr5kysvLXbp9QDXdb615PDxRiuju2izAT53aK509VfN9h9e6NgvgQpafnMFut2vSpEkqLS2tnBmSpOTkZE2ePFklJSWy2+0KCgrSY489pqlTp8rhcGjgwIHKzc3V+vXrFRwcrLFjx2rGjBnq3bu3unbtquLiYi1fvlwJCRWH54WHh8vf318rV65U27Zt5efnp5CQEKs2GyaLGyINfkL69HnJ+e9yHhItjf6TtbmAgBaSbKrxNAIBYa5OA7hMoyhDhYWF6tKli1q3bl05npycrPz8/MpD8CVp1qxZatWqldLS0nTo0CE1b95cV111laZNmyapYvbn6aefVlZWlvz9/TVo0CC9+eabkiQvLy/NmzdP//M//6MZM2Zo0KBBVQ7rB1zq2l9XHIWU9ank30LqeC0njoP1QtpKcUMrzgpchU26aqwlkQBXsPRoMndwJavRAcDtnf1BWjr+xzNu+4dKQ3/DKQTgdtzmaDIAQCMTGCbd846Uk1VxaH3rbhVnewaaMMoQAKC60A6WnPwOsILlR5MBAABYiTIEAACMxm4yAKirU3uljN9KWeulZuHSL8ZX3Gw2q5MBuAyUIQCoi5wj0p9vkIpyK34uPC2teEzKPykNmW5tNgCXhd1kAFAXmxf+WIR+auMCqTjf9XkAXDHKEADUxbdf1jxeerZi1ghAo0cZAoC6aBlf87iXv9Q8uub7ADQqlCEAqIu+/yX5NKs+3ud+yY/rHwLugDIEAHUR1lEau0yKTZE8vKXgNtK106XrZ1udDMBl4mgyAKirNr2le/9ldQoAtcTMEAAAMBplCAAAGI0yBAAAjEYZAgAARqMMAQAAo1GGAACA0ShDAADAaJQhAABgNMoQAAAwGmUIAAAYjTIEAACMRhkCAABGowwBAACjUYYAAIDRKEMAAMBolCEAAGA0yhAAADAaZQgAABiNMgQAAIxGGQIAAEajDAEAAKNRhgAAgNEoQwAAwGiUIQAAYDTKEAAAMBplCAAAGI0yBAAAjEYZAgAARqMMAQAAo1GGAACA0ShDAADAaJQhAABgNMoQAAAwGmUIAAAYjTIEAACMRhkCAABGowwBAACjUYYAAIDRKEMAAMBolCEAAGA0yhAAADAaZQgAABiNMgQAAIxGGQIAAEajDAEAAKNRhgAAgNEoQwAAwGiUIQAAYDTKEAAAMBplCAAAGI0yBAAAjEYZAgAARqMMAQAAo1GGAACA0ShDAADAaJQhAABgNMoQAAAwGmUIAAAYjTIEAACMRhkCAABGowwBAACjUYYAAIDRKEMAAMBolCEAAGA0yhAAADAaZQgAABiNMgQAAIxGGQIAAEajDAEAAKNRhgAAgNEoQwAAwGiUIQAAYDQvqwM0dk6nU5KUl5dncRIAAHC5zn9vn/8evxjK0CXk5+dLkqKjoy1OAgAArlR+fr5CQkIu+hib83Iqk8EcDoeys7MVFBQkm81mdRzl5eUpOjpax44dU3BwsNVxXM707Zf4DNh+s7df4jMwffuly/sMnE6n8vPzFRUVJQ+Pi68KYmboEjw8PNS2bVurY1QTHBxs7D8Cie2X+AzYfrO3X+IzMH37pUt/BpeaETqPBdQAAMBolCEAAGA0ypCb8fX11cyZM+Xr62t1FEuYvv0SnwHbb/b2S3wGpm+/VP+fAQuoAQCA0ZgZAgAARqMMAQAAo1GGAACA0ShDAADAaJQhN/Gb3/xGNputyq1Lly5Wx3Kp48eP6+6771ZYWJj8/f3VvXt3bd261epYLtGhQ4dq//vbbDZNmjTJ6mguU15erunTpysmJkb+/v7q2LGjZs2adVnXHWoq8vPzlZqaqvbt28vf318DBgzQli1brI7VYD755BONHDlSUVFRstlsevfdd6vc73Q6NWPGDEVGRsrf319Dhw7V/v37rQnbAC61/UuXLtX111+vsLAw2Ww27dy505KcDeVi219aWqonn3xS3bt3V2BgoKKionTvvfcqOzu7Vu9FGXIjXbt21YkTJypv69atszqSy+Tk5Oiaa66Rt7e3PvjgA+3Zs0fPP/+8QkNDrY7mElu2bKnyv/2qVaskSbfddpvFyVxnzpw5WrBggV588UXt3btXc+bM0bPPPqv58+dbHc1lxo8fr1WrVun111/X7t27df3112vo0KE6fvy41dEaxNmzZ9WzZ0+99NJLNd7/7LPPat68eUpPT9emTZsUGBioG264QUVFRS5O2jAutf1nz57VwIEDNWfOHBcnc42Lbf+5c+e0fft2TZ8+Xdu3b9fSpUu1b98+3XzzzbV7MyfcwsyZM509e/a0OoZlnnzySefAgQOtjtFoPPLII86OHTs6HQ6H1VFc5qabbnLef//9VcZ++ctfOseMGWNRItc6d+6c09PT07l8+fIq41dddZXz17/+tUWpXEeS85133qn82eFwOCMiIpx/+MMfKsfOnDnj9PX1df7973+3IGHD+vn2/9Thw4edkpw7duxwaSZXutj2n7d582anJOeRI0eu+PWZGXIj+/fvV1RUlGJjYzVmzBgdPXrU6kgus2zZMvXp00e33XabwsPDlZSUpFdffdXqWJYoKSnRG2+8ofvvv79RXDzYVQYMGKA1a9bo66+/liTt2rVL69at0/Dhwy1O5hplZWUqLy+Xn59flXF/f3+jZonPO3z4sE6ePKmhQ4dWjoWEhKhv377asGGDhclgldzcXNlsNjVv3vyKn0sZchN9+/bVX/7yF61cuVILFizQ4cOHNWjQIOXn51sdzSUOHTqkBQsWqFOnTvrwww81YcIETZkyRa+99prV0Vzu3Xff1ZkzZzRu3Diro7jUU089pTvvvFNdunSRt7e3kpKSlJqaqjFjxlgdzSWCgoLUv39/zZo1S9nZ2SovL9cbb7yhDRs26MSJE1bHc7mTJ09Kklq3bl1lvHXr1pX3wRxFRUV68sknddddd9Xq4rVctd5N/PSv3x49eqhv375q37693nrrLT3wwAMWJnMNh8OhPn366He/+50kKSkpSV988YXS09M1duxYi9O51p/+9CcNHz5cUVFRVkdxqbfeekuLFy/W3/72N3Xt2lU7d+5UamqqoqKijPn/wOuvv677779fbdq0kaenp6666irddddd2rZtm9XRAMuUlpbq9ttvl9Pp1IIFC2r1GswMuanmzZsrPj5eBw4csDqKS0RGRioxMbHKWEJCglG7CiXpyJEjWr16tcaPH291FJd7/PHHK2eHunfvrnvuuUdTp05VWlqa1dFcpmPHjlq7dq0KCgp07Ngxbd68WaWlpYqNjbU6mstFRERIkr799tsq499++23lfWj6zhehI0eOaNWqVbWaFZIoQ26roKBABw8eVGRkpNVRXOKaa67Rvn37qox9/fXXat++vUWJrLFo0SKFh4frpptusjqKy507d04eHlV/ZXl6esrhcFiUyDqBgYGKjIxUTk6OPvzwQ40aNcrqSC4XExOjiIgIrVmzpnIsLy9PmzZtUv/+/S1MBlc5X4T279+v1atXKywsrNavxW4yN/HYY49p5MiRat++vbKzszVz5kx5enrqrrvusjqaS0ydOlUDBgzQ7373O91+++3avHmzFi5cqIULF1odzWUcDocWLVqksWPHysvLvH+6I0eO1G9/+1u1a9dOXbt21Y4dOzR37lzdf//9VkdzmQ8//FBOp1OdO3fWgQMH9Pjjj6tLly667777rI7WIAoKCqrMfh8+fFg7d+5UixYt1K5dO6Wmpmr27Nnq1KmTYmJiNH36dEVFRemWW26xLnQ9utT2nz59WkePHq08t875PxgjIiKaxOzYxbY/MjJSt956q7Zv367ly5ervLy8cq1YixYt5OPjc2VvVqtj3OByd9xxhzMyMtLp4+PjbNOmjfOOO+5wHjhwwOpYLvXee+85u3Xr5vT19XV26dLFuXDhQqsjudSHH37olOTct2+f1VEskZeX53zkkUec7dq1c/r5+TljY2Odv/71r53FxcVWR3OZf/zjH87Y2Finj4+PMyIiwjlp0iTnmTNnrI7VYDIyMpySqt3Gjh3rdDorDq+fPn26s3Xr1k5fX1/nkCFDmtS/j0tt/6JFi2q8f+bMmZbmri8X2/7zpxOo6ZaRkXHF72VzOg06fSsAAMDPsGYIAAAYjTIEAACMRhkCAABGowwBAACjUYYAAIDRKEMAAMBolCEAAGA0yhAAADAaZQiAcbKysmSz2bRz506rowBoBDgDNQDjlJeX67vvvlPLli2NvM4bgKooQwCMUlJScuUXcQTQpLGbDIBbS0lJ0eTJkzV58mSFhISoZcuWmj59us7/ndehQwfNmjVL9957r4KDg/XQQw/VuJvsyy+/1IgRIxQcHKygoCANGjRIBw8erLz/j3/8oxISEuTn56cuXbro5ZdfdvWmAmggzA8DcHuvvfaaHnjgAW3evFlbt27VQw89pHbt2unBBx+UJD333HOaMWOGZs6cWePzjx8/rsGDByslJUUff/yxgoODtX79epWVlUmSFi9erBkzZujFF19UUlKSduzYoQcffFCBgYEaO3asy7YTQMNgNxkAt5aSkqJTp07pyy+/lM1mkyQ99dRTWrZsmfbs2aMOHTooKSlJ77zzTuVzsrKyFBMTox07dqhXr16aNm2a3nzzTe3bt0/e3t7V3iMuLk6zZs3SXXfdVTk2e/ZsrVixQp999lnDbySABsVuMgBur1+/fpVFSJL69++v/fv3q7y8XJLUp0+fiz5/586dGjRoUI1F6OzZszp48KAeeOABNWvWrPI2e/bsKrvRALgvdpMBaPICAwMver+/v/8F7ysoKJAkvfrqq+rbt2+V+zw9PeseDoDlKEMA3N6mTZuq/Lxx40Z16tTpsstKjx499Nprr6m0tLTa7FDr1q0VFRWlQ4cOacyYMfWWGUDjwW4yAG7v6NGjevTRR7Vv3z79/e9/1/z58/XII49c9vMnT56svLw83Xnnndq6dav279+v119/Xfv27ZMkPfPMM0pLS9O8efP09ddfa/fu3Vq0aJHmzp3bUJsEwIWYGQLg9u69914VFhbq6quvlqenpx555BE99NBDl/38sLAwffzxx3r88ceVnJwsT09P9erVS9dcc40kafz48QoICNAf/vAHPf744woMDFT37t2VmpraQFsEwJU4mgyAW0tJSVGvXr30wgsvWB0FgJtiNxkAADAaZQgAABiN3WQAAMBozAwBAACjUYYAAIDRKEMAAMBolCEAAGA0yhAAADAaZQgAABiNMgQAAIxGGQIAAEb7/wj90gJj8HFCAAAAAElFTkSuQmCC\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -2918,7 +2848,7 @@ } ], "source": [ - "sns.stripplot(data=eprices, x=\"price\", y=\"loc\", hue=\"loc\")" + "sns.stripplot(data=eprices, x=\"price\", y=\"loc\", hue=\"loc\");" ] }, { @@ -3110,17 +3040,7 @@ "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 56, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -3130,7 +3050,7 @@ } ], "source": [ - "sns.stripplot(data=students, x=\"score\", y=\"curriculum\", hue=\"curriculum\")" + "sns.stripplot(data=students, x=\"score\", y=\"curriculum\", hue=\"curriculum\");" ] }, { @@ -3338,17 +3258,7 @@ "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 62, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -3358,7 +3268,7 @@ } ], "source": [ - "sns.stripplot(data=kombucha, x=\"batch\", y=\"volume\", alpha=0.3)" + "sns.stripplot(data=kombucha, x=\"batch\", y=\"volume\", alpha=0.3);" ] }, { @@ -3423,7 +3333,7 @@ { "data": { "text/plain": [ - "(224, 4)" + "(156, 12)" ] }, "execution_count": 64, @@ -3473,41 +3383,78 @@ " \n", " permit\n", " name\n", - " location\n", + " loc\n", + " work\n", + " age\n", + " exp\n", + " hours\n", + " caf\n", + " alc\n", + " weed\n", + " exrc\n", " score\n", " \n", " \n", " \n", " \n", " 0\n", - " 93636\n", - " Yesenia Smith\n", - " urban\n", - " 82.0\n", + " 93273\n", + " Robert Snyder\n", + " rur\n", + " hos\n", + " 26\n", + " 2\n", + " 21\n", + " 2\n", + " 0\n", + " 5.0\n", + " 0.0\n", + " 63\n", " \n", " \n", " 1\n", - " 79288\n", - " Andrew Stanley\n", - " rural\n", - " 85.0\n", + " 90852\n", + " David Barnett\n", + " urb\n", + " cli\n", + " 43\n", + " 11\n", + " 74\n", + " 26\n", + " 20\n", + " 0.0\n", + " 4.5\n", + " 16\n", " \n", " \n", " 2\n", - " 94980\n", - " Jessica Castro\n", - " rural\n", - " 97.0\n", + " 92744\n", + " Wesley Sanchez\n", + " urb\n", + " hos\n", + " 30\n", + " 1\n", + " 63\n", + " 25\n", + " 1\n", + " 0.0\n", + " 7.0\n", + " 58\n", " \n", " \n", "\n", "" ], "text/plain": [ - " permit name location score\n", - "0 93636 Yesenia Smith urban 82.0\n", - "1 79288 Andrew Stanley rural 85.0\n", - "2 94980 Jessica Castro rural 97.0" + " permit name loc work age exp hours caf alc weed exrc \\\n", + "0 93273 Robert Snyder rur hos 26 2 21 2 0 5.0 0.0 \n", + "1 90852 David Barnett urb cli 43 11 74 26 20 0.0 4.5 \n", + "2 92744 Wesley Sanchez urb hos 30 1 63 25 1 0.0 7.0 \n", + "\n", + " score \n", + "0 63 \n", + "1 16 \n", + "2 58 " ] }, "execution_count": 65, @@ -3536,17 +3483,7 @@ "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 66, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -3556,7 +3493,7 @@ } ], "source": [ - "sns.stripplot(data=doctors, x=\"score\", y=\"location\", hue=\"location\")" + "sns.stripplot(data=doctors, x=\"score\", y=\"loc\", hue=\"loc\");" ] }, { @@ -3576,7 +3513,7 @@ { "data": { "text/plain": [ - "79.57051282051282" + "45.96363636363636" ] }, "execution_count": 67, @@ -3585,7 +3522,7 @@ } ], "source": [ - "udoctors = doctors[doctors[\"location\"]==\"urban\"]\n", + "udoctors = doctors[doctors[\"loc\"]==\"urb\"]\n", "udoctors[\"score\"].mean()" ] }, @@ -3598,7 +3535,7 @@ { "data": { "text/plain": [ - "81.79411764705883" + "52.95652173913044" ] }, "execution_count": 68, @@ -3607,7 +3544,7 @@ } ], "source": [ - "rdoctors = doctors[doctors[\"location\"]==\"rural\"]\n", + "rdoctors = doctors[doctors[\"loc\"]==\"rur\"]\n", "rdoctors[\"score\"].mean()" ] }, @@ -3616,7 +3553,7 @@ "id": "77332a23-158f-439f-823a-cc2a50217988", "metadata": {}, "source": [ - "We see doctors in `rural` locations get better sleep, on average, than doctors in `urban` locations." + "We see doctors in `rur`al locations get better sleep, on average, than doctors in `urb`an locations." ] }, { @@ -3845,17 +3782,7 @@ "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 73, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -3865,7 +3792,7 @@ } ], "source": [ - "sns.barplot(data=visitors, x=\"bought\", y=\"version\")" + "sns.barplot(data=visitors, x=\"bought\", y=\"version\");" ] }, { diff --git a/notebooks/35_two_sample_tests.ipynb b/notebooks/35_two_sample_tests.ipynb index 43be4044..da4fff44 100644 --- a/notebooks/35_two_sample_tests.ipynb +++ b/notebooks/35_two_sample_tests.ipynb @@ -487,13 +487,15 @@ "\n", "The probability model under the alternative hypothesis\n", "describes two populations with different parameters:\n", - "$$ \n", + "\n", + "$$\n", " H_A: \\qquad X_W = \\mathcal{N}(\\color{blue}{\\mu_W}, \\sigma_W)\n", " \\quad \\textrm{and} \\quad\n", " X_{E} = \\mathcal{N}(\\color{orange}{\\mu_{E}}, \\sigma_{E})\n", "$$\n", "\n", "Under the null hypothesis the populations have the same mean:\n", + "\n", "$$ \n", " H_0: \\qquad X_W = \\mathcal{N}(\\color{red}{\\mu_0}, \\sigma_W)\n", " \\quad \\textrm{and} \\quad\n",