From a5802ab35074a8947302638d0ebed7cf5116d8f0 Mon Sep 17 00:00:00 2001
From: haesleinhuepf <rhaase@mpi-cbg.de>
Date: Sun, 14 Jun 2020 16:21:03 +0200
Subject: [PATCH] more examples

---
 11_Hypothesis_testing/The p-value.ipynb | 422 ++++++++++++++++++++++++
 1 file changed, 422 insertions(+)
 create mode 100644 11_Hypothesis_testing/The p-value.ipynb

diff --git a/11_Hypothesis_testing/The p-value.ipynb b/11_Hypothesis_testing/The p-value.ipynb
new file mode 100644
index 0000000..be49326
--- /dev/null
+++ b/11_Hypothesis_testing/The p-value.ipynb	
@@ -0,0 +1,422 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Plotting the p-value depending on a given normal distribution"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "from numpy import random\n",
+    "import matplotlib.pyplot as plt"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def make_random_distribution(given_mean, given_standard_deviation, number_of_samples):\n",
+    "    x = random.normal(loc=7, scale=given_standard_deviation, size=number_of_samples)\n",
+    "    \n",
+    "    return x"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "\n",
+    "from scipy import stats\n",
+    "def test_if_mean_is(x, value):\n",
+    "    statistics, pvalue = stats.ttest_1samp(x, value)\n",
+    "    return [statistics, pvalue]\n",
+    "    "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def make_random_distribution_and_plot_pvalue(number_of_samples):\n",
+    "    given_mean = 7\n",
+    "    given_standard_deviation = 1\n",
+    "    x = make_random_distribution(given_mean, given_standard_deviation, number_of_samples)\n",
+    "    range = np.arange(4, 10, 0.25)\n",
+    "    p_values = []\n",
+    "    t_stats_arr = []\n",
+    "    for value in range:\n",
+    "        t_stats, p_value = test_if_mean_is(x, value)\n",
+    "        p_values = p_values + [p_value]\n",
+    "        t_stats_arr = t_stats_arr + [t_stats]\n",
+    "\n",
+    "\n",
+    "    fig, ax = plt.subplots()\n",
+    "    ax.hist(x, bins=10, range=(4,10))\n",
+    "    ax.set_title('Normal distribution of ' + str(number_of_samples) + ' samples')\n",
+    "    ax.set_ylabel(\"count\")\n",
+    "    ax.set_xlabel(\"Sample value\")\n",
+    "    plt.show()\n",
+    "\n",
+    "    fig, ax = plt.subplots()\n",
+    "    ax.plot(range, p_values)\n",
+    "    ax.set_title('p-value with respect to normal distibution of ' + str(number_of_samples) + ' samples')\n",
+    "    ax.set_ylabel(\"p-values\")\n",
+    "    ax.set_xlabel(\"Suspected mean\")\n",
+    "    plt.show()\n",
+    "\n",
+    "    fig, ax = plt.subplots()\n",
+    "    ax.plot(range, t_stats_arr)\n",
+    "    ax.set_ylabel(\"t-stats\")\n",
+    "    ax.set_xlabel(\"Suspected mean\")\n",
+    "    plt.show()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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4lyfiDeedHCYGgDnV5bzQ4SUGl12eGJzLExua2igvKeLYOZUHxs2tLvf2klzWeWJwLk9sbGrjhPnVFMcOfi3nVHlicNnnicG5PNA/OMTj2zs4aUHNsPFzq8vp7huks6c/R5G5qcgTg3N54KkdnfQNDB2oeI6bE97L4KUGl02eGJzLAxuaD614BphbPQ3wexlcdnlicC4PbGxqY9aMUhYcMW3YeL/72eWCJwbn8sCGpjZOWliDNLxH3NlVZQDeL4PLKk8MzuVYR08/W1q6DjmNBFBeEmPmjFLvyc1lVaSJQdIFkp6WtFnS51JM/4ykDeHjcUmDkmZGGZNz+ebx5nbMOKTiOa6+qtxLDC6rIksMkmLAd4HXAsuBiyUtT5zHzL5uZieb2cnA54G7zcy7rHJTyiNN8aa2q1NOr68u9zoGl1VRlhhOBzabWYOZ9QG3AKtGmf9i4OYI43EuL21samNJ7QxqppemnF5fXe59MrisijIxzAeaEoabw3GHkDQduAD4+QjTL5W0XtL6lpaWjAfqXC5tbG4bsbQAwamk3d199A4MZjEqN5VFmRiUYtxInde+Abh/pNNIZnaNma0wsxV1dXUZC9C5XNvRvp+dHb0pK57j4j257erwVlZddkSZGJqBhQnDC4DtI8x7EX4ayU1BG+P1C6MlBr+XwWVZlIlhHbBM0hJJpQQ//quTZ5JUDZwL/DLCWJzLS480tVESEy+aWzXiPN6Tm8u24qhWbGYDki4H7gRiwHVmtknSZeH0q8NZ3wz8zsy6o4rFuXy1samN5XOrKC+JjTjPnHhi8J7cXJZElhgAzGwNsCZp3NVJwzcAN0QZh3P5aHDIeKy5nbecumDU+SrLiplRGvOe3FzW+J3PzuXI5l1ddPcNHtLUdjJJ3pObyypPDM7lSLzi+eRFoycG8J7cXHZ5YnAuRzY0t1FZXsySWTPGnNd7cnPZ5InBuRzZsK2NkxbUUFSU6paf4eZWl7Ors5fBoZFuBXIuczwxOJcD+/sGeXpn56g3tiWqrypnYMjY3eUV0C56nhicy4FN29sZHLJRb2xLVO89ubks8sTgXA5sOHDH88htJCXyu59dNnlicC4HNjS1Mb9mGrMry9OaP95ekrey6rLBE4NzObCxuS3t0gLArBmllMTkJQaXFZ4YnMuy3V29NO3Zn3bFM0BRkZhd6T25uezwxOBclm1sjvfYln5iAO/JzWWPJwbnsmzDtjaKBC+en/6pJPCe3Fz2eGJwLss2NLdzzJxKZpSNrw3L+qqgxGDmN7m5aHlicC6LzIyNTW3jql+Im1tdzv7+QTp6BiKIzLmDPDE4l0Vbd++jfX9/2je2JZpTFe+XwU8nuWhFmhgkXSDpaUmbJX1uhHleLmmDpE2S7o4yHudy7UCLqhMsMYDf/eyiF1lHPZJiwHeB8wn6f14nabWZPZEwTw3wPeACM9smaXZU8TiXDzY0tTGtJMay2RXjXvZgicH7ZXDRirLEcDqw2cwazKwPuAVYlTTPO4HbzGwbgJntijAe53JuQ1MbJyyopjg2/q/ewcTgDem5aEWZGOYDTQnDzeG4RMcAR0i6S9JDkt6bakWSLpW0XtL6lpaWiMJ1Llp9A0M8sb1jQqeRAEqLi6itKPWe3FzkokwMqRqZT77Orhg4FXg98BrgnyUdc8hCZteY2QozW1FXV5f5SJ3Lgqde6KBvcGjcN7Ylqvee3FwWRFbHQFBCWJgwvADYnmKeVjPrBrol3QOcBDwTYVzO5cSGcXTlOZL6qnKa93qJwUUryhLDOmCZpCWSSoGLgNVJ8/wSOEdSsaTpwBnAkxHG5FzObGhqo7aijHnV6bWomorf/eyyIbISg5kNSLocuBOIAdeZ2SZJl4XTrzazJyXdATwKDAHXmtnjUcXkXC4FN7ZVI43dledI6qvK2buvn57+QcpLYhmMzrmDojyVhJmtAdYkjbs6afjrwNejjMO5XGvf38+Wlm7e/JLk6y/GJ96T286OHo6cNSMToTl3CL/z2bkseKy5HWBCdzwnqve7n10WeGJwLgs2NO0F4MRJXJEEUF9dBvjdzy5anhicy4INTe0cVTeD6mklk1pP/FSSlxhclDwxOBcxM2NDUxsnT7K0AFBRVkxFWbF32OMi5YnBuYhtb++htat3UvcvJPJLVl3UPDE4F7F4i6qTueM5UbzDHuei4onBuYg92txOSUwcN7cyI+vzEoOLmicG5yK2paWLxbNmUFacmRvS6qvK2dXZy+CQd/HpouGJwbmINbZ2s6Q2czej1VeXMzhktHZ589suGp4YnIvQwOAQz+3u5qi68XfMM5L4TW5ez+Ci4onBuQg937af/kHjqAyXGMDvZXDR8cTgXIQaWrsBOKouisTgzW+7aHhicC5CDS1BYshkHcPM6aWUxop4ocPrGFw0PDE4F6HG1i6qyouZOaM0Y+ssKhKzq8q8xOAi44nBuQg1tAQVz5PpgyGVudXl3pCei4wnBuci1NjandGK57g5Vd73s4tOpIlB0gWSnpa0WdLnUkx/uaR2SRvCxxeijMe5bNrXN8CO9p6MVjzHxUsMZn6Tm8u8yHpwkxQDvgucDzQD6yStNrMnkma918wujCoO53KlsTVe8Zy5exji5lSV09M/RPv+fmqmZ67+wjmItsRwOrDZzBrMrA+4BVgV4facyyuNEVyqGjc33i+D1zO4CESZGOYDTQnDzeG4ZC+VtFHSbyUdn2pFki6VtF7S+paWlihidS7j4peqLo6gb+Z4T25+97OLQpSJIdVlGMknRB8GjjSzk4BvA7enWpGZXWNmK8xsRV1dXYbDdC4aja3dzKsuZ1ppZhrPSxTvyW2nJwYXgSgTQzOwMGF4AbA9cQYz6zCzrvD5GqBEUm2EMTmXNQ0tXRltIynR7MoyJC8xuGhEmRjWAcskLZFUClwErE6cQVK9wgu8JZ0exrM7wpicywozoyHDraomKokVUVtR5v0yuEhEdlWSmQ1Iuhy4E4gB15nZJkmXhdOvBt4KfETSALAfuMj8+jt3GNjd3Udnz0AkFc9x3pObi0pkiQEOnB5akzTu6oTn3wG+E2UMzuVCFG0kJauvLqdpz77I1u+mrrROJUl6m6TK8PmVkm6TdEq0oTlXuBpbuwA4OqI6BvASg4tOunUM/2xmnZJWAq8Bfgh8P7qwnCtsDS3dlMaKmFczLbJt1FeX076/n/19g5Ftw01N6SaG+Cfv9cD3zeyXgN9u6dwIGlq7OXLWdGJFmW08L1G8Jze/yc1lWrqJ4XlJ/wO8HVgjqWwcyzo35QSXqkZXvwBBe0ngPbm5zEv3x/3tBFcXXWBmbcBM4DORReVcARsYHGLbnn2RtJGUaE48MXR4vwwus9JKDGa2D9gFrAxHDQDPRhWUc4XsQD/PEZcYDpxKavee3FxmpXtV0r8AnwU+H44qAW6MKijnCln8UtUo+mFINKOsmMryYu/JzWVcuqeS3gy8EegGMLPtQGVUQTlXyBpao7+HIc57cnNRSDcx9IV3JBuApOg/8c4VqIaWLqqnlWS0n+eReE9uLgrpJoafhlcl1Uj6MPAH4H+jC8u5wtUYtpGU6X6eU/ESg4tCWk1imNk3JJ0PdADHAl8ws99HGplzBaqhpZuzls7Kyrbqq8pp6exlYHCI4phfQe4yI+22ksJE4MnAuVF09w7wQkdP5BXPcfXV0xgyaOnqPdCrm3OTle5VSZ2SOsJHj6RBSR1RB+dcodm6O96dZ7T3MMR5T24uCumeShp2BZKkNxH06eycS5CNVlUT1Vd5T24u8yZ0UtLMbgdemeFYnCt4ja3R9fOcSn1497OXGFwmpVVikPQ3CYNFwAoO7b851XIXAN8i6KjnWjP76gjznQasBd5hZremE5Nz+aihpYv5NdMi6ec5lSOml1BaXOQ9ubmMSrfy+Q0JzweArcCq0RaQFAO+C5xP0P/zOkmrzeyJFPN9jaAtJucKWmOE3XmmIsn7ZXAZl24dw/snsO7Tgc1m1gAg6RaCZPJE0nwfA34OnDaBbTiXN+L9PL/5JfOzut16v5fBZdioiUHStxnllJGZXTHK4vOBpoThZuCMpPXPJ2hu45V4YnAFrrUr6Oc5myUGCO5l2NDUltVtusPbWCWG9ZNYd6rbPpOTzDeBz5rZ4Gh3iUq6FLgUYNGiRZMIybnoxCues3Wpatzc6nLu2NSDmWXlbmt3+Bs1MZjZDyex7mZgYcLwAmB70jwrgFvCD3Mt8DpJA+FVT4lxXANcA7BixYoxK72dy4WGlqCf52zd3BY3p6qcvoEh9u7rz0r7TO7wl+5VSXUEzW4vB8rj481stEtW1wHLJC0BngcuAt6ZOIOZLUnYxg3Ar5OTgnOForG1m9LiaPt5TiWxJzdPDC4T0r2P4SbgSWAJ8K8EVyWtG20BMxsALie42uhJ4KdmtknSZZIum3DEzuWpLS3dLI64n+dUvCc3l2npXq46y8x+IOnjZnY3cLeku8dayMzWAGuSxl09wryXpBmLc3mpsbWLpbOzW78AiSUG78nNZUa6JYb+8P8OSa+X9BKCOgPnHAf7ec52xTNAXUUZRcJ7cnMZk26J4cuSqoFPAd8GqoBPRBaVcwWmeW/Qz3O2L1UFKI4VUVdZ5vcyuIxJNzH81czagXbgFRHG41xBil+qenRdbjo39LufXSaleyrpL5J+J+mDko6INCLnCtCW8FLVJbXZP5UEwSWr3l6Sy5S0EoOZLQOuBI4HHpL0a0nvjjQy5wpIY2s31dNKOGJ6SU62P7fa+352mZN2s9tm9qCZfZKgDaQ9wGRufnPusNLQ0s1Rddnp5zmVOdXldPQMsK9vICfbd4eXdHtwq5L0Pkm/Bf4C7MA76nHugGy3qpos8SY35yYr3crnjcDtwJfM7IEI43Gu4MT7eT46B5eqxs2pOpgYcnHJrDu8pJsYjjIzA5B0oZn9OsKYnCso8SuScltiCJrh8EtWXSakW/mc2HDdlyKKxbmClA+Job7Ku/h0mTORPp+9XV/nEjS05D4xTCuNUT2txC9ZdRmRbuVzuaRPSroN2CvpE5LKx1zQuSmgsTXo57m8JDv9PI/Eb3JzmZJuHcOPgE6C5jAALgZ+DLwtiqCcKySNrcGlqrlWX+03ubnMSDcxHGtmJyUM/1nSxigCcq6QmBkNLd28+ZTs9vOcSn1VOU/s6Mh1GO4wkG4dwyOSzowPSDoDuD+akJwrHK1dfXT2DmS917ZU6qvLae3qpX9wKNehuAKXbmI4g6C9pK2StgIPAOdKekzSo5FF51yei3fnuSQP7h2ory7HDHZ1er8MbnLSPZV0wURWLukC4FtADLjWzL6aNH0VcBUwBAwAf29m901kW87lQvxS1XwpMUBwk9v8LHcv6g4vaSUGM3tuvCuWFAO+C5wPNAPrJK02sycSZvsjsNrMTNKJwE+B48a7LedypSFH/TynUl/lzWK4zJjIfQzpOh3YbGYNZtYH3AKsSpzBzLoSbp6bARjOFZCGHPXznEo8OW3d3Z3jSFyhizIxzAeaEoabw3HDSHqzpKeA3wAfSLUiSZdKWi9pfUtLSyTBOjcRja1dHJWjPhiSVU8r4bj6Su7f3JrrUFyBizIxpDqEOqREYGa/MLPjgDcR1DccupDZNWa2wsxW1NXVZThM5yYm3s/zkjy4hyHunGW1rN+6l/19g7kOxRWwKBNDM7AwYXgBsH2kmc3sHuBoSbURxuRcxsT7ec6Hiue4lcvq6Bsc4sGte3IdiitgUSaGdcAySUsklQIXAasTZ5C0VGHPJpJOAUqB3RHG5FzGNLQGl6rmw13PcacvnklpcRH3PeunXN3EpXu56riZ2YCky4E7CS5Xvc7MNkm6LJx+NfAW4L2S+oH9wDuSWnJ1Lm8dbDwvP+oYIGhM77TFR3Dvs17P4CYussQAYGZrgDVJ465OeP414GtRxuBcVBpau6mZXsLMGaW5DmWYlUvr+NodT7Grs4fZld7WpRu/KE8lOXdYa2zJbXeeIzlnWVBN51cnuYnyxODcBDW2dufNpaqJls+tYuaMUj+d5CbME4NzExDv5zmfKp7jiorE2Utrue/ZVrzKzk2EJwbnJiAfuvMczTlLa9nV2cszO7tyHYorQJ4YnJuAhnjjeXlYYgBYGaL+jKIAABZNSURBVNYz3OuXrboJ8MTg3AQ0tnQjweJZ+ZkY5tVM46i6GdznFdBuAjwxODcBDa1dzKvOfT/PozlnaS1/bdhD74A3j+HGxxODcxOQL/08j+acZXXs7x/koef25joUV2A8MTg3TmZGY0t3XrWRlMqZR8+iuEjc55etunHyxODcOLV09dLZO5C3VyTFVZQV85JFNV7P4MbNE4Nz49QYbyMpD/p5HsvKpXU89nw7e7v7ch2KKyCeGJwbp4Y86ud5LCuX1WIG92/xUoNLnycG58apMY/6eR7LSQuqqSwv9noGNy6eGJwbp4aWbpbMmpEX/TyPpThWxFlHz+Jebx7DjYMnBufGqaG1K+8rnhOtXFbH82372bp7X65DcQXCE4Nz4zAwOMS23fvy/h6GROcsDZrH8F7dXLoiTQySLpD0tKTNkj6XYvq7JD0aPv4i6aQo43Fuspr27mdgyAqqxHDkrOksOGIa93g9g0tTZIlBUgz4LvBaYDlwsaTlSbM1Auea2YnAVcA1UcXjXCY05mE/z2ORxDnL6li7ZTcDg0O5DscVgChLDKcDm82swcz6gFuAVYkzmNlfzCx+v/5aYEGE8Tg3afF+nvOxg57RnLOsls7eATY2t+U6FFcAokwM84GmhOHmcNxIPgj8NtUESZdKWi9pfUuLnyd1uRPv5/mIPOvneSxnHT0LCe/VzaUlysSQ6lq+lNfLSXoFQWL4bKrpZnaNma0wsxV1dXUZDNG58XlyR0dB3NiWrGZ6KSfOr/bE4NISZWJoBhYmDC8AtifPJOlE4FpglZntjjAe5yblyR0dPLKtjVcfX5/rUCZk5bJaNjS10dHTn+tQXJ6LMjGsA5ZJWiKpFLgIWJ04g6RFwG3Ae8zsmQhjcW7Sbrh/K+UlRVx02sKxZ85D5yyrY3DIWLvFj7/c6CJLDGY2AFwO3Ak8CfzUzDZJukzSZeFsXwBmAd+TtEHS+qjicW4y9nT3cfuG5/mbUxZQM72w6hfiTll0BNNLY97aqhtTcZQrN7M1wJqkcVcnPP8Q8KEoY3AuE25+cBu9A0NcctbiXIcyYaXFRZyxZKa3m+TG5Hc+OzeG/sEhfvzAc6xcWssxcypzHc6krFxWR0NrN817vXkMNzJPDM6N4Y7HX+CFjh7ef/biXIcyaecsizeP4aUGNzJPDM6N4fr7G1k8azqvOHZ2rkOZtGWzK5hTVca9Xs/gRuGJwblRbGxq4+FtbbzvrMUUFUAz22ORxMqlddy/uZXBIW+G26XmicG5UVx/fyMVZcW89dTDp7WWc5bV0ravn03b23MdistTnhicG8Gujh5+89gO3rZiAZXlJbkOJ2PODpvh9rug3Ug8MTg3ghvXPsfAkBX0Jaqp1FWWcVx9pVdAuxF5YnAuhZ7+QW766zZeddxsjpxVeG0jjeVlx9Tx0HN72d83mOtQXB7yxOBcCr/auJ3d3X28/+wluQ4lEiuX1tI3OMRfG715DHcoTwzOJTEzrr9/K8fMqeCso2flOpxInL5kJqXFRV7P4FLyxOBcknVb9/LEjg4uOWsJUuFfoppKeUmM0xYf4fUMLiVPDM4luf7+Rmqml/Dml4zWr1ThW7m0jqd3drKroyfXobg844nBuQTNe/dx56YXuOi0RUwrjeU6nEgdaB7D74J2STwxOJfgxw88hyTe+9Ijcx1K5JbPrWLWjFKvZ3CH8MTgXGhf3wA3P7iNC46vZ17NtFyHE7miInHW0lru29yKmTeP4Q6KNDFIukDS05I2S/pciunHSXpAUq+kT0cZi3Njue3h5+noGTgsWlFN1zlLa2np7OXpnZ25DsXlkcgSg6QY8F3gtcBy4GJJy5Nm2wNcAXwjqjicS4eZccNftnLC/GpOPfKIXIeTNSu9GW6XQpQlhtOBzWbWYGZ9wC3AqsQZzGyXma0DvHdyl1P3PtvK5l1dvP/sxYftJaqpzKuZxnH1lVx//1ZaOntzHY7LE1EmhvlAU8Jwczhu3CRdKmm9pPUtLS0ZCc65RNff30htRRmvP3FurkPJuq+/9SR2d/dy2Y0P0dPvTWS4aBNDqsOuCdVwmdk1ZrbCzFbU1dVNMiznhmto6eLPT7fwrjMWUVZ8eF+imsoJC6r5z7edzEPP7eUfb3vMK6JdpImhGViYMLwA2B7h9pybkB898BwlMfGuMxflOpScef2Jc/nEecdw2yPPc/XdDbkOx+VYlIlhHbBM0hJJpcBFwOoIt+fcuHX09POz9U284cR5zK4sz3U4OXXFq5Zy4Ylz+Y87n+L3T+zMdTguhyJLDGY2AFwO3Ak8CfzUzDZJukzSZQCS6iU1A58ErpTULKkqqpicS/az9c109w0etq2ojockvvG2kzhxfjUfv+URntzRkeuQXI6o0M4nrlixwtavX5/rMNxhYHDIeMU37mJ2ZRm3fuSsXIeTN3Z29LDqO/cTKxK3f/Rs6irLch2SywBJD5nZinTm9Tuf3ZT1p6d2sW3PPi8tJJlTVc7/vnfFgSuVegf8SqWpxhODm5KGhoxr721gXnU5rzl+Tq7DyTsnLKjmv94eXKn0eb9SacrxxOCmnN1dvbzv+gf5a+MePvyyoyiO+dcgldedEF6p9LBfqTTVFOc6AOeyad3WPXzsJ4+wZ18fX/2bE3jHaQvHXmgKu+JVS9nc0sV/3PkUS2dXcP5yL11NBX6o5KaEoSHj+3dt4aJr1lJeUsQv/u4sLjp90ZRq/mIiJPH1t57oVypNMZ4Y3GFvb3cfH/rRer52x1NccHw9v/rYSo6fV53rsApGeUmMa967gqryEj70w/XeptIU4InBHdYe3raXC799H/c+28KXVh3Pd975EirLS3IdVsHxK5WmFk8M7rBkZvzgvkbefvUDSPDzj5zFe186tVpOzTS/Umnq8Mpnd9hp39/PP9y6kTs37eT85XP4xltPonq6lxIyIX6l0n//4RnmVU/j8lcupbxk6jU8eLjzxOAOK481t/N3P3mIHW09XPn6F/HBlUu8lJBhV7xqKY2tXXznz5u58a/P8fYVC3nXGYs4ctaMXIfmMsSbxHCHBTPjxrXPcdWvn2RWRSnfeecpU6ontmwzM9Y27OHHa7dy56adDA4Z5x5Tx3vOPJJXHDebWJEn43wzniYxPDG4gjYwOMTG5jauu28rv3lsBy8/to7/evvJzJxRmuvQpoydHT3c/OA2bn5wGzs7eplfM413nrGId5y2kNoKb2cpX3hicIe1pj37uOfZFu59ppX7t7TS2TNAcZH4xPnH8JFzj6bIj1Zzon9wiD88sZMfPfAcDzTspjRWxOtOqOc9Lz2SUxYd4af0cswTgzusdPcO8MCW3dz7bAv3PNtKY2s3AHOry3nZsjpedkwdZy+dRc10LyXki827Orlx7TZ+/lAznb0DvGhuFe8580hWnTyPGWVetZkLnhhcQRsaMjZt7+CeZ1u455kWHt62l/5BY1pJjDOPmsk5YTI4um6GH4Xmue7eAW7f8Dw/fuA5nnqhk/KSIpbOrmDZ7EqWzq4In1ewaOZ0b7MqYp4YXF4zM9r397O9rYcd7fvZ3t7Djrb97GjvYXvbfp7d1cWe7j4Als+t4pxjajl3WR2nLj5iSvbJfDgwMx56bi9rHnuBZ3d1snlXFzvaew5ML40VsaR2BkvnVLC0roJlc4Lksbh2ur/nGTKexBBpmU7SBcC3gBhwrZl9NWm6wumvA/YBl5jZw1HG5DLPzOjpH6Krd4Cu3gG6ewfo7An+7+7uPZAA4j/8O9p72Nc3/M7Z4iIxp6qceTXlvPK42Zy9dBZnL62d8t1tHi4ksWLxTFYsnnlgXGdPP1taunl2ZyebW7rYvLOLx5rbWfPYDuLHq7EisWjmdOoqyqieXsIR00uomV5KzfQSaqaVcsT0Eqrjz2cE/6eVeiKZrMgSg6QY8F3gfKAZWCdptZk9kTDba4Fl4eMM4Pvh/ynPzBgyGDJjcMiw8PlQfPzQweeDQ8bA0BBDQzAwNMTgkDFoxsCghdOCeQ8OD9E/aPQNDNE3OBj+D4fjj3B8/6DRG47b33/wBz9IAIN09vTT3TfI4NDIJU8J6irKmFszjWPmVHLuMbOZV1PO3OppzK0pZ171NOoqy/wSxymmsryEkxfWcPLCmmHje/oH2dLSxeZdwWNLSxe7u/po2rOPR5v72Luvn76BoRHXW1ZcRM30EmaUFlNeEqO8pCj8Hz4vjlGWOL744PPS4iKKi0RJrIhYkSiJieKiIooT/sfHxcL5imOiSCImUVRE8LwoGFekILkpHBeTUDguPj0fT4dGWWI4HdhsZg0Akm4BVgGJiWEV8CMLzmetlVQjaa6Z7ch0MHc/08JVv37iwG38duDPgX/DptmBaXbwuR2cL9U8B8clDgc/3vFlCH/g4/MawXTC54ND4XCOxYpEaayI0uLwEStiemmMGWXFVJYXM7uynIryYirKiplRFqOirISKshgV5cXMKC0+MO2I6aXMqSqntNjPH7v0lJfEOH5e9agNHfb0D7J3Xx9t+/rDRx9t+w8+37uvj319g/T0D9E7MEhP/yCdPQP09A/SMxCM7+kfpLd/iL7BkZNMtkggCJNFMFCkYDg+XoIPrFzC3593TOTxRJkY5gNNCcPNHFoaSDXPfGBYYpB0KXApwKJFiyYUTEVZMcfOqQxXePBfPFvHc7ZGmnZgvA68icF/HVhO4YzJ0xOPCuJvcHx6/EMQX29w1KEDH4r4srGEcUo8EgGKY0XEwnniRy/FReERSviIH+EEDyiNxQ7+6Ic//In//ejd5bPyklhQ4qyeNul1DQ5ZmDyGwlLyEANDxsCB/0b/0BADg8G4/iFjMCx1DwyGpXUzBofCUn1YYk8s2Q8mlfCHhoKDw/g44geQHDxTED+IDA4sg+fZahU4ysSQ6pcl+Vg4nXkws2uAayCofJ5IMKceeYTfCeucO0SsSEwvLcavdj4oyvJ9M5DYPdYCYPsE5nHOOZdFUSaGdcAySUsklQIXAauT5lkNvFeBM4H2KOoXnHPOpS+yU0lmNiDpcuBOgstVrzOzTZIuC6dfDawhuFR1M8Hlqu+PKh7nnHPpifQ+BjNbQ/Djnzju6oTnBnw0yhicc86Nj19D6JxzbhhPDM4554bxxOCcc24YTwzOOeeGKbjWVSW1AM9NcPFaoDWD4eQDf02FwV9TYTicX9ORZlaXzgIFlxgmQ9L6dJudLRT+mgqDv6bC4K8p4KeSnHPODeOJwTnn3DBTLTFck+sAIuCvqTD4ayoM/pqYYnUMzjnnxjbVSgzOOefG4InBOefcMFMqMUiKSXpE0q9zHUsmSNoq6TFJGyStz3U8mRB273qrpKckPSnppbmOaTIkHRu+P/FHh6S/z3VckyXpE5I2SXpc0s2SynMd02RJ+nj4ejYV6nsk6TpJuyQ9njBupqTfS3o2/D9mj2VTKjEAHweezHUQGfYKMzv5MLr2+lvAHWZ2HHASBf5+mdnT4ftzMnAqQfPyv8hxWJMiaT5wBbDCzF5M0Kz+RbmNanIkvRj4MEFf9ScBF0paltuoJuQG4IKkcZ8D/mhmy4A/hsOjmjKJQdIC4PXAtbmOxaUmqQp4GfADADPrM7O23EaVUa8CtpjZRO/czyfFwDRJxcB0Cr/nxRcBa81sn5kNAHcDb85xTONmZvcAe5JGrwJ+GD7/IfCmsdYzZRID8E3gH4ChXAeSQQb8TtJDki7NdTAZcBTQAlwfnvK7VtKMXAeVQRcBN+c6iMkys+eBbwDbgB0EPS/+LrdRTdrjwMskzZI0naADsYVjLFMo5sR7xgz/zx5rgSmRGCRdCOwys4dyHUuGnW1mpwCvBT4q6WW5DmiSioFTgO+b2UuAbtIo9haCsHvbNwI/y3UskxWeo14FLAHmATMkvTu3UU2OmT0JfA34PXAHsBEYyGlQOTQlEgNwNvBGSVuBW4BXSroxtyFNnpltD//vIjhvfXpuI5q0ZqDZzP4aDt9KkCgOB68FHjaznbkOJAPOAxrNrMXM+oHbgLNyHNOkmdkPzOwUM3sZwemYZ3MdU4bslDQXIPy/a6wFpkRiMLPPm9kCM1tMUJz/k5kV9BGOpBmSKuPPgVcTFIcLlpm9ADRJOjYc9SrgiRyGlEkXcxicRgptA86UNF2SCN6ngr5IAEDS7PD/IuBvOHzer9XA+8Ln7wN+OdYCkfb57CI1B/hF8L2kGPiJmd2R25Ay4mPATeGplwbg/TmOZ9LCc9bnA3+b61gywcz+KulW4GGC0y2PcHg0JfFzSbOAfuCjZrY31wGNl6SbgZcDtZKagX8Bvgr8VNIHCZL628ZcjzeJ4ZxzLtGUOJXknHMufZ4YnHPODeOJwTnn3DCeGJxzzg3jicE559wwnhhcwZD0T2HLl4+GLZWekcNYTpb0ugksd5ekw6XBQ3eY8vsYXEEIm9++EDjFzHol1QKlOQzpZGAFsCaHMTgXCS8xuEIxF2g1s14AM2uNNwkS9ktRGz5fIemu8Pm5Cf0gPCKpUtLLJd0j6ReSnpB0taSicP5XS3pA0sOSfiapIhx/mqS/SNoo6UFJ1cCXgHeE635HeCf6dZLWhdtaFS47TdItYSnn/4BpqV5c+Br+Pdz+ekmnSLpT0hZJlyXM95lwG49K+teE8beHjSluSmxQUVKXpH8LY18raU4G3xN3uDIzf/gj7x9ABbABeAb4HnBuwrStQG34fAVwV/j8VwQNDcaXLya4K7SHoCXXGEGjaW8FaoF7gBnh/J8FvkBQKmkATgvHV4XruQT4TkIM/w68O3xeE8Y5A/gkcF04/kSCO4VXpHh9W4GPhM//G3gUqATqCBqAhKDZk2sAERzU/Rp4WThtZvh/GkHTKLPCYQPeED7/D+DKXL+X/sj/h59KcgXBzLoknQqcA7wC+D9JnzOzG0ZZ7H7gvyTdBNxmZs1hEyIPmlkDHGhCYCVBslgO3B/OUwo8ABwL7DCzdWEcHeFyydt6NUFDjZ8Oh8uBRQT9S/y/cNlHJT06Sryrw/+PARVm1gl0SuqRVBNu49UETVBAkOyWESS0KyTF+w9YGI7fDfQRJBCAhwia5nBuVJ4YXMEws0HgLuAuSY8RNAh2A8FRePy0aHnC/F+V9BuCtvXXSjovPil51QRH4b83s4sTJ0g6McX8qQh4i5k9nbR8qu2NpDf8P5TwPD5cHG7jK2b2P0nbeDlBi6cvNbN94am0+H7oN7P49gfx77xLg9cxuIKgoO/kxK4WTwbiPaFtJeg2E+AtCcscbWaPmdnXgPXAceGk0yUtCesW3gHcB6wFzpa0NFx2uqRjgKeAeZJOC8dXKui1rJPgVE/cncDHwtZGkfSScPw9wLvCcS8mOJ00UXcCH0io+5gftghaDewNk8JxwJmT2IZznhhcwagAfhhWGD9KcNrni+G0fwW+JelegqPiuL9X0Ln7RmA/8Ntw/AMELU4+DjQCvzCzFoJ6g5vD9a8FjjOzPoLk8e1wPb8nOBr/M7A8XvkMXAWUAI8q6Ij9qnBb3wcqwnX+A/DgRHeABb2k/QR4ICwx3UqQnO4AisNtXBXG7tyEeeuqbkoJT7t82swuzHUszuUrLzE455wbxksMzjnnhvESg3POuWE8MTjnnBvGE4NzzrlhPDE455wbxhODc865Yf4/z9VX/gvmJS0AAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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aTChyFfz8NpQBY4HVzrm4NMvLprlbT2BFVmeT0Gdm3NWyEvGx0bSrUZK/f7OaXqN/5OdfNJhQ5Er4uWbRFrgXuOGCr8m+bGbLzSwZuB4Y5mNGCXHXFMnL2/dFMurOa9m2/xg3vzqbEbPWcuqMBhOKXA7f91lkBu2zkIzYf/QUf5uykklLd1K7TCFeurURTSoW9TuWiG9CZp+FSFYqXiA3I/tcy9i+kRw8fppeb8zl71NXcfyUBhOKpEdlITnOjXXLMDM2ij4tKvHOnE10GpHIjxv2+h1LJKipLCRHKpw3F8/3bMhn/VoRZnDX2wt4cnwyhzSYUOSiVBaSo7WuXoJpQ6J4OKoaX/y0jZi4BOJX7fY7lkjQSbcszKyAmYV5l2uZWTfv9xEi2UK+3OE82aUuEwe2pVj+3PT7MIlHP1vC3iMn/Y4mEjQysmaRCOQ1s/LAd8ADwPuBDCXih0YVijJ5UDtiY2oxfcUuYuISmLhkh0aGiJCxsjDn3DGgF/Cqc64nUC+wsUT8kTsijME31uSbwe2pXKIAQ79YykMfJLHz1+N+RxPxVYbKwsxaA3cD33jLIgIXScR/tcoU4usBbfjzzfWYt2EfHYcn8vH8LZzTyBDJoTJSFkOAJ4EJzrmVZlYN+D6wsUT8Fx5mPNSuKjOGRtG4YhGenriCO9+ez6a9R/2OJpLlMlIWZZxz3ZxzLwE45zYCswMbSyR4VCqRn48fasnLvRuxatchOo9I5M2EDZw5q5EhknNkpCyezOAykWzLzLi9eUVmxUYTVasUL0xbQ6/RP7J61yG/o4lkid/c92BmNwFdgPJmNirNTYWBM4EOJhKMyhTOy1v3NuPb5b/w18kruOXVOfz+uuoMvKEGeSLC/Y4nEjCXWrPYCSQBJ0g9Pvb502SgU+CjiQQnM6Nro7LED4umW5NyjPr3erqOmsOiLQf8jiYSMOlOnTWzXM65oJ6BoKmz4qfvf97DU+OXs+vQCe5vU4XHOtUmf259YVCCX2ZPna1iZuPMbJWZbTx/usqMItnG9bVLMzM2mntbVea9uZvpODyROes0mFCyl4yUxXvAaFL3U1wPfAh8FMhQIqGmYJ4Inu3egC8fbk2u8DDuGbuAP41bxsHjQb1SLpJhGSmLfM6570jdZLXFOfcMcENgY4mEphZVizNtSHsGXFedrxfvICYugRkrf/E7lshVy0hZnPAGCa4zs0Fm1hMoHeBcIiErb65wHu9ch4m/b0uJgnl4+KNFDPxkMSmHNZhQQldGymIokB8YDDQD7gHuC2QoADPrbGY/m9l6M3si0K8nktkaVijC5EFteaxTbeJX7SZmeALjF2/XYEIJSRnawe2cO+Kc2+6ce8A51xuoFMhQZhYOvA7cROrQwjvNTMMLJeTkCg9j4PU1+HZIO6qVLEDsl8t44P2f2KHBhBJigvUX3C2A9c65jc65U8DnQPcAv6ZIwNQoXYivHmnDM7fUY+Gm/XSMS+CjeZs1mFBCRrD+grs8sC3N9e1Aywvy9Qf6A1SqFNAVHZFMER5m3N+2KjfWLcP/TVjOnyetZMqyXbzYuyHVShX0O57IJQXrL7jtIsv+6yOYc+4t51ykcy6yVKlSAY4jknkqFs/Phw+24J+3NmLNL4foPHI2o3/QYEIJbr+5ZuGcWwYsM7NPz/+C28yKARWdc4Gea7AdqJjmegVSy0skWzAzbousSHTtUvxl4kpemr6Gb5bv5KXejahfrojf8UT+R0b2WcSbWWEzKw4sA94zs7gA5/oJqGlmVc0sN9CH1DUakWyldKG8jLm3GaPvbsovB0/S7bW5/HPGGk6cPut3NJH/kpGyKOKcO0TqYVXfc841AzoEMpRz7gwwCJgBrAa+dM6tDORrivjppoZlmRUbRY8m5Xn9+w10HTWbRVv2+x1L5D8yUhYRZlYWuB2YGuA8/+Gc+9Y5V8s5V90594+sel0RvxTNn5t/3d6YDx5swYnT57h1zDz+OmkFR07qiADiv4yUxbOkfsJf75z7yTus6rrAxhLJuaJrlWLmsCj6tq7Ch/O30Gl4IglrU/yOJTlcuiPKQ4FGlEt2lbR5P3/6OpmNKUe5tVkFnu5al6L5c/sdS7KJzB5RnvaJF19ZJBG5EpFVivPt4PYMvL46E5bsoENcItOW7/I7luRAl1UWXPz3DyISQHlzhfNYpzpMHtSWMoXzMOCTxQz4eBF7Dp/wO5rkIOmWhZm9lObqNxdZJiJZoH65Ikwa2JbHO9fhuzV7iIlL5KukbRpMKFkiI2sWMecvOOee9i7eFJg4InIpEeFhDLiuOtOGtKdWmYI8Ni6Z+95dyLb9x/yOJtncb5aFmQ0ws+VAbTNLTnPaBCRnXUQRuVD1UgX5on9rnuten8VbDtBpRCLvz92kwYQSML/5bSgzKwIUA14A0h5P4rBzLqh+LaRvQ0lOtv3AMZ6asIKEtSk0q1yMl3o3pEbpQn7HkhBwOd+G0ldnRbIB5xwTluzg2amrOHbyLEM61KR/VDVyhV/ud1gkJwnYV2dFJDiZGb2aViB+WDQx9crwzxk/0+21uazYcdDvaJJNqCxEspFShfLw+t1NGXNPM/YeOUn31+fy4jQNJpSrp7IQyYY6N7iGWcOi6d20PGMSNtBl5GwWbgqqXY0SYlQWItlUkfy5ePnWxnz8UEtOnT3H7W/O488TNZhQrozKQiSba1ezJDOGRvFA2yp8vGALHeMS+P7nPX7HkhCjshDJAQrkieCvt9Rn3CNtyJ8nggfe+4nYL5Zy4Ogpv6NJiFBZiOQgzSoX45vB7Rh8Qw0mL9tJh7gEpibv1MgQSZfKQiSHyRMRTmzH2kx5tB3liuZj0KdLePijRew+pMGE8ttUFiI5VN2yhZnw+zY8eVMdEtam0CEugS9+2qq1DLkoX8rCzP5pZmu8WVMTzKyot7yKmR03s6XeaYwf+URyiojwMB6Ors70oVHULVuYx79ezj1jF7B1nwYTyn/za80iHmjgnGsErAWeTHPbBudcE+/0iD/xRHKWqiUL8Hm/Vvy9RwOWbTtIpxGJjJ2zibMaTCgeX8rCOTfTOXf+y97zgQp+5BCR/y8szLinVWVmDouiVbXiPDd1Fb1H/8ja3Yf9jiZBIBj2WTwITEtzvaqZLTGzBDNr/1sPMrP+ZpZkZkkpKTqYvUhmKVc0H+/e35yRfZqwZd9Ruo6azajv1nHqzDm/o4mPAjZ11sxmAddc5KannHOTvPs8BUQCvZxzzszyAAWdc/vMrBkwEajvnDt0qdfS1FmRwNh35CTPTFnFlGU7qXNNIV7q3YjGFYv6HUsySUiMKDezvsAjwI3OuYvuTTOzH4A/Oucu2QQqC5HAil+1m6cnLifl8En6ta/G0A61yJc73O9YcpWCfkS5mXUGHge6pS0KMytlZuHe5WpATWCjHxlF5P+LqVeG+Nho7mheiTcTN3LTyETmbdjndyzJQn7ts3gNKATEX/AV2Sgg2cyWAeOAR4LtqHwiOVXhvLl4oVdDPu3XEgfc+fZ8/m/Ccg6dOO13NMkCOlKeiFy246fOEhf/M2PnbKJ0obw836sBN9Qp43csuUxBvxlKREJbvtzhPNW1HuN/35Yi+XLx4PtJDPl8CfuOnPQ7mgSIykJErliTikWZ8mg7hnaoybfLdxEzPJFJS3doZEg2pLIQkauSOyKMoR1qMfXR9lQsnp8hny+l34dJ7Dp43O9okolUFiKSKWpfU4jxA9rwdNe6zFm/l45xiXy6YCvnNDIkW1BZiEimCQ8zfte+GjOGRtGgfBH+b8Jy7npnPpv3HvU7mlwllYWIZLrKJQrwab+WvNCrISt3HKLzyETeTtyowYQhTGUhIgFhZtzZohLxsdG0q1GSf3y7ml5vzGXNL5ec3iNBSmUhIgF1TZG8vH1fJKPuvJZtB45z86g5xMWv5eSZs35Hk8ugshCRgDMzujUux6zYaLo2Ksuo79Zxy6tzWLL1gN/RJINUFiKSZYoXyM3IPtcytm8kh46fodfoH3lu6iqOnTqT/oPFVyoLEclyN9Ytw8zYKO5qUYmxczbRecRsfly/1+9YcgkqCxHxReG8ufhHz4Z81q8VZnDXOwt44utkDh7XYMJgpLIQEV+1rl6C6UOieDiqGl8mbaPj8ATiV+32O5ZcQGUhIr7LlzucJ7vUZeLAthTLn5t+HyYx6NPF7NVgwqChshCRoNGoQlEmD2pHbEwtZqz8hZi4BCYu0WDCYKCyEJGgkjsijME31uSbwe2pUrIAQ79YykMfJLHzVw0m9JPKQkSCUq0yhRj3SBv+cnM95m3YR8fhiXw8f4sGE/pEZSEiQSs8zHiwXVVmDI2iccUiPD1xBX3ens8mDSbMcr6UhZk9Y2Y7vONvLzWzLmlue9LM1pvZz2bWyY98IhJcKpXIz8cPteTl3o1YvesQnUckMiZhA2fOnvM7Wo7h55rFcOdcE+/0LYCZ1QP6APWBzsAbZhbuY0YRCRJmxu3NKzIrNproWqV4cdoaer7xI6t2ajBhVgi2zVDdgc+dcyedc5uA9UALnzOJSBApUzgvb97bjNfvasqug8fp9toc/jXzZw0mDDA/y2KQmSWb2btmVsxbVh7YluY+271l/8PM+ptZkpklpaSkBDqriAQRM6Nro7LED4umW5NyvPrv9XQdNYdFWzSYMFACVhZmNsvMVlzk1B0YDVQHmgC7gH+df9hFnuqiX31wzr3lnIt0zkWWKlUqIO9BRIJbsQK5ibu9Ce890JxjJ89w65gf+duUlRw9qcGEmS0iUE/snOuQkfuZ2dvAVO/qdqBimpsrADszOZqIZDPX1y7NzNhoXp6+hvfmbiZ+1W5e6NWQ9jX1QTKz+PVtqLJprvYEVniXJwN9zCyPmVUFagILszqfiISegnkieLZ7A758uDW5w8O4d+xC/jRuGQePaTBhZvBrn8XLZrbczJKB64FhAM65lcCXwCpgOjDQOae9ViKSYS2qFufbIe0ZcF11vl68gw7DE5i+4he/Y4U8yw4zVyIjI11SUpLfMUQkyKzYcZA/jUtm1a5DdGl4Dc90q0/pQnn9jhU0zGyRcy4yI/cNtq/OiohkmgblizBpUFse61SbWav3EBOXyNeLtmsw4RVQWYhItpYrPIyB19fg28HtqVG6IH/4ahl93/uJ7QeO+R0tpKgsRCRHqFG6IF893Jq/datP0ub9dBqeyIfzNmswYQapLEQkxwgLM/q2qcKMoVE0rVyMv0xayR1vzWNDyhG/owU9lYWI5DgVi+fnwwdb8MptjVm7+wg3jZzNGz+s57QGE/4mlYWI5Ehmxq3NKhAfG0WHuqV5efrP9Hh9Lit2HPQ7WlBSWYhIjla6UF7euLsZY+5pyu5DJ+n++lxenr6GE6f1E6+0VBYiIkDnBmX5LjaanteW540fNtBl1GySNu/3O1bQUFmIiHiK5M/FK7c15sMHW3Dy9Dlue3Mef520giMaTKiyEBG5UFStUswcFkXf1lX4cP4WOg1PJGFtzj4UgspCROQiCuSJ4Jlu9fnq4dbkzRVG33cX8ocvl/HrsVN+R/OFykJE5BIiqxTnm8HtGXR9DSYu3UGHuESmLd/ld6wsp7IQEUlH3lzh/LFTbSYPakuZwnkY8MliHvloEXsOnfA7WpZRWYiIZFD9ckWYNLAtj3euw79/3kOHuAS+StqWIwYTqixERC5DRHgYA66rzrQh7al9TSEeG5fMfe8uZNv+7D2YUGUhInIFqpcqyBf9W/Nc9/os3nKATiMSeX/upmw7mFBlISJyhcLCjHtbV2HGsCiaVynOM1NWcdub81i/57Df0TKdykJE5CpVKJaf9x9oTtztjdmQcoQuI+fw2r/XZavBhL6UhZl9YWZLvdNmM1vqLa9iZsfT3DbGj3wiIpfLzOjVtALxw6KJqV+GV2aupdtr2WcwYYQfL+qcu+P8ZTP7F5D2X3ODc65J1qcSEbl6pQrl4fW7mtKt8S88PXEF3V+fS7/21RjaoSZ5c4X7He+K+boZyswMuB34zM8cIiKZrVP9a5g1LJpbm1ZgTMIGuoyczcJNoTuY0O99Fu2B3c65dWmWVTWzJWaWYGbtf+uBZtbfzJLMLCklJWfPbBGR4FQkfy5eurURHz/UklNnz3H7m/P48yaY26IAAAn2SURBVMQVHD5x2u9ol80C9WMSM5sFXHORm55yzk3y7jMaWO+c+5d3PQ9Q0Dm3z8yaAROB+s65Q5d6rcjISJeUlJS5b0BEJBMdO3WGV2as5b0fN1G2cF7+0ash19cu7WsmM1vknIvM0H39+uWhmUUAO4Bmzrntv3GfH4A/Oucu2QQqCxEJFYu2HOCJr5NZt+cIPa8tz19urkexArl9yXI5ZeHnZqgOwJq0RWFmpcws3LtcDagJbPQpn4hIpmtWuRhTB7dj8A01mLJsJx3iEpiavDPoR4b4WRZ9+N8d21FAspktA8YBjzjnQnePkIjIReSJCCe2Y22mPNqOckXzMejTJfT/aBG7g3gwoW+boTKTNkOJSKg6c/YcY+dsIi5+Lbkjwni6a11uj6xI6pdFAytUNkOJiOR4EeFhPBxdnelDo6hbtjCPf72cu99ZwNZ9wTWYUGUhIhIEqpYswOf9WvH3Hg1I3n6QTiMSGTtnE2eDZDChykJEJEiEhRn3tKrMzGFRtK5eguemrqL36B9Zu9v/wYQqCxGRIFOuaD7G9o1kZJ8mbNl3lK6jZjNy1jpOnfFvMKHKQkQkCJkZ3ZuUZ1ZsNJ0blGX4rLV0e20Oy7b96kselYWISBArUTAPr955LW/fF8mBY6fo+cZcnv92NcdPnc3SHCoLEZEQEFOvDPGx0dzRvBJvJW7kppGJzNuwL8teX2UhIhIiCufNxQu9GvJpv5Y44M635/P3qauy5LVVFiIiIaZN9ZJMHxJF/6hqVC6RP0te05eDH4mIyNXJlzuc/+tSN8teT2sWIiKSLpWFiIikS2UhIiLpUlmIiEi6VBYiIpIulYWIiKRLZSEiIulSWYiISLqyxWFVzSwF2HIVT1ES2JtJcYJBdns/oPcUKvSeQsP591TZOVcqIw/IFmVxtcwsKaPHoQ0F2e39gN5TqNB7Cg1X8p60GUpERNKlshARkXSpLFK95XeATJbd3g/oPYUKvafQcNnvSfssREQkXVqzEBGRdKksREQkXTm+LMws3MyWmNlUv7NkBjPbbGbLzWypmSX5nSczmFlRMxtnZmvMbLWZtfY709Uws9re3+f86ZCZDfU719Uys2FmttLMVpjZZ2aW1+9MV8vMhnjvZ2Wo/o3M7F0z22NmK9IsK25m8Wa2zjsvlt7z5PiyAIYAq/0Okcmud841yUbfDR8JTHfO1QEaE+J/L+fcz97fpwnQDDgGTPA51lUxs/LAYCDSOdcACAf6+Jvq6phZA6Af0ILU/+5uNrOa/qa6Iu8DnS9Y9gTwnXOuJvCdd/2ScnRZmFkFoCvwjt9Z5OLMrDAQBYwFcM6dcs796m+qTHUjsME5dzUTCIJFBJDPzCKA/MBOn/NcrbrAfOfcMefcGSAB6OlzpsvmnEsE9l+wuDvwgXf5A6BHes+To8sCGAH8CTjnd5BM5ICZZrbIzPr7HSYTVANSgPe8zYXvmFkBv0Nloj7AZ36HuFrOuR3AK8BWYBdw0Dk3099UV20FEGVmJcwsP9AFqOhzpsxSxjm3C8A7L53eA3JsWZjZzcAe59wiv7NksrbOuabATcBAM4vyO9BVigCaAqOdc9cCR8nAKnMoMLPcQDfgK7+zXC1vm3d3oCpQDihgZvf4m+rqOOdWAy8B8cB0YBlwxtdQPsqxZQG0BbqZ2Wbgc+AGM/vY30hXzzm30zvfQ+p28Bb+Jrpq24HtzrkF3vVxpJZHdnATsNg5t9vvIJmgA7DJOZfinDsNjAfa+JzpqjnnxjrnmjrnokjdlLPO70yZZLeZlQXwzvek94AcWxbOuSedcxWcc1VI3RTwb+dcSH8SMrMCZlbo/GWgI6mr0iHLOfcLsM3ManuLbgRW+RgpM91JNtgE5dkKtDKz/GZmpP6dQvqLCABmVto7rwT0Ivv8vSYDfb3LfYFJ6T0gIqBxJKuVASak/m+VCOBT59x0fyNlikeBT7zNNhuBB3zOc9W8beAxwMN+Z8kMzrkFZjYOWEzqppolZI8xGV+bWQngNDDQOXfA70CXy8w+A64DSprZduCvwIvAl2b2EKlFf1u6z6NxHyIikp4cuxlKREQyTmUhIiLpUlmIiEi6VBYiIpIulYWIiKRLZSEhzcye8iaCJnsTXFv6mKWJmXW5gsf9YGbZZeijZFP6nYWELG9U+c1AU+fcSTMrCeT2MVITIBL41scMIgGhNQsJZWWBvc65kwDOub3nx514x/Uo6V2ONLMfvMvRaY4jscTMCpnZdWaWaGYTzGyVmY0xszDv/h3NbJ6ZLTazr8ysoLe8uZn9aGbLzGyhmRUBngXu8J77Du8X9e+a2U/ea3X3HpvPzD731oa+APJd7M157+F57/WTzKypmc0wsw1m9kia+z3mvUaymf0tzfKJ3kDJlWmHSprZETP7h5d9vpmVycS/iWRXzjmddArJE1AQWAqsBd4AotPcthko6V2OBH7wLk8hddji+cdHkPrr1hOkTrgNJ3Vw3K1ASSARKODd/3HgL6SuvWwEmnvLC3vPcz/wWpoMzwP3eJeLejkLALHAu97yRqT+4jnyIu9vMzDAuzwcSAYKAaVIHYIJqSNd3gKM1A9/U4Eo77bi3nk+Use+lPCuO+AW7/LLwNN+/y11Cv6TNkNJyHLOHTGzZkB74HrgCzN7wjn3/iUeNheIM7NPgPHOue3eeJSFzrmN8J/xCO1ILZB6wFzvPrmBeUBtYJdz7icvxyHvcRe+VkdSh1X+0bueF6hE6vE5RnmPTTaz5EvkneydLwcKOucOA4fN7ISZFfVeoyOp4zUgtQBrklpyg83s/PEXKnrL9wGnSC0VgEWkjh0RuSSVhYQ059xZ4AfgBzNbTupQtPdJ/bR+fjNr3jT3f9HMviH12ATzzazD+ZsufGpSP63HO+fuTHuDmTW6yP0vxoDezrmfL3j8xV7vt5z0zs+luXz+eoT3Gi8459684DWuI3USbGvn3DFvM9z5f4fTzrnzr38W/f+AZID2WUjIstRjWac9zGUT4PwR5zaTeshSgN5pHlPdObfcOfcSkATU8W5qYWZVvX0VdwBzgPlAWzOr4T02v5nVAtYA5cysube8kKUeHe4wqZuJzpsBPOpNYcXMrvWWJwJ3e8sakLop6krNAB5Msy+lvDcptQhwwCuKOkCrq3gNEZWFhLSCwAfeTulkUjcZPePd9jdgpJnNJvXT83lDzWyFmS0DjgPTvOXzSJ3EuQLYBExwzqWQuh/iM+/55wN1nHOnSC2UV73niSf1U/v3QL3zO7iB54BcQLKZrfCuA4wGCnrP+Sdg4ZX+A7jUo9F9Cszz1qzGkVpY04EI7zWe87KLXDFNnZUcz9tk80fn3M1+ZxEJVlqzEBGRdGnNQkRE0qU1CxERSZfKQkRE0qWyEBGRdKksREQkXSoLERFJ1/8DWjq0qUKUodIAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "for number_of_samples in [2, 5, 10, 20, 100, 1000, 10000, 100000]:\n",
+    "    make_random_distribution_and_plot_pvalue(number_of_samples)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
-- 
GitLab