Skip to content
Projects
Groups
Snippets
Help
Loading...
Help
Submit feedback
Contribute to GitLab
Sign in
Toggle navigation
M
mooc-rr
Project
Project
Details
Activity
Releases
Cycle Analytics
Repository
Repository
Files
Commits
Branches
Tags
Contributors
Graph
Compare
Charts
Issues
0
Issues
0
List
Board
Labels
Milestones
Merge Requests
0
Merge Requests
0
CI / CD
CI / CD
Pipelines
Jobs
Schedules
Charts
Wiki
Wiki
Snippets
Snippets
Members
Members
Collapse sidebar
Close sidebar
Activity
Graph
Charts
Create a new issue
Jobs
Commits
Issue Boards
Open sidebar
2d0644a0c7bbc07739f93a2d57be90e7
mooc-rr
Commits
92eae480
Commit
92eae480
authored
Oct 04, 2024
by
2d0644a0c7bbc07739f93a2d57be90e7
Browse files
Options
Browse Files
Download
Email Patches
Plain Diff
graph
parent
f7d4da10
Changes
1
Hide whitespace changes
Inline
Side-by-side
Showing
1 changed file
with
83 additions
and
3 deletions
+83
-3
exercice.ipynb
module2/exo3/exercice.ipynb
+83
-3
No files found.
module2/exo3/exercice.ipynb
View file @
92eae480
{
"cells": [],
"cells": [
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"arr = np.array([14.0, 7.6, 11.2, 12.8, 12.5, 9.9, 14.9, 9.4, 16.9, 10.2, 14.9, 18.1, 7.3, 9.8, 10.9,12.2, 9.9, 2.9, 2.8, 15.4, 15.7, 9.7, 13.1, 13.2, 12.3, 11.7, 16.0, 12.4, 17.9, 12.2, 16.2, 18.7, 8.9, 11.9, 12.1, 14.6, 12.1, 4.7, 3.9, 16.9, 16.8, 11.3, 14.4, 15.7, 14.0, 13.6, 18.0, 13.6, 19.9, 13.7, 17.0, 20.5, 9.9, 12.5, 13.2, 16.1, 13.5, 6.3, 6.4, 17.6, 19.1, 12.8, 15.5, 16.3, 15.2, 14.6, 19.1, 14.4, 21.4, 15.1, 19.6, 21.7, 11.3, 15.0, 14.3, 16.8, 14.0, 6.8, 8.2, 19.9, 20.4, 14.6, 16.4, 18.7, 16.8, 15.8, 20.4, 15.8, 22.4, 16.2, 20.3, 23.4, 12.1, 15.5, 15.4, 18.4, 15.7, 10.2, 8.9, 21.0])"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAeQAAAD8CAYAAACmXNe7AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAIABJREFUeJztvXl4XVd19//dmixbki3J8iQ7ieeMHhIbCARIgKQBwpAESphShpS0FCihtL+GlFAgpfDyQqDhhaYBUvIGGhrIQN4kZMBAIDSTB8myZdmSbEWWLEuWJVmWNV7d/ftjaeece+4Z7933DPL6PI+eK13d4ZzvPfd8z1p77bWFlBIMwzAMw0RLUdQbwDAMwzAMGzLDMAzDxAI2ZIZhGIaJAWzIDMMwDBMD2JAZhmEYJgawITMMwzBMDPA0ZCHEGUKI3wkh9gkh9gohPjtz/5eFEN1CiIaZn7cXfnMZhmEYZnYivOYhCyGWAVgmpdwphKgCsAPA1QDeB2BESvmtwm8mwzAMw8xuSrweIKXsAdAz8/tJIcQ+AMsLvWEMwzAMczrhGSFnPFiIlQD+AOACAH8H4KMAhgFsB/B5KeWgzXNuBHAjAMybN2/LunXroN6zqKgIqVQKpaWlmJycRHl5OUZHRzFv3rys2/HxcZSVlWFqagolJSVIp9Pq9ZFOp1FSUoLJyUnMmTMH4+PjmDt3btZrjI2Noby8HJOTkygpKcH09DSKiihrn06nUVxcjFQqhbKyMs/XmJiYQFlZGVKpFIqKinifeJ94n3ifeJ94n7L2qbGxsV9KucjRWM1+6deQhRCVAJ4B8DUp5YNCiCUA+gFIALeB0tofd3uNrVu3yu3bt/t6Pz+0t7djzZo12l7vdIV11APrqAfWUQ+sox7y1VEIsUNKudXPY31VWQshSgE8AOBnUsoHAUBK2SulnJZSpgH8EMCrc93gXKmtrQ37LWclrKMeWEc9sI56YB31EKaOfqqsBYAfA9gnpbzddP8y08OuAbBH/+a5Mzo6GvZbzkpYRz2wjnpgHfXAOuohTB09i7oAXALgegBNQoiGmftuAfABIcRmUMq6A8BfFWQLXVBjBkx+sI56YB31wDrqgXXUQ5g6+qmyfhaAsPnX4/o3JxilpaVRb8KsgHXUA+uoB9ZRD6yjHsLUMdGXUCMjI1FvwqyAddQD66gH1lEPrKMewtQx0YZcV1cX9SbMClhHPbCOemAd9cA66iFMHRNtyF1dXVFvwqyAddQD66gH1lEPrKMewtQxUGOQfNE9DzmVSqGkxE9dGuMG66gH1lEPrKMeWEc95Kuj9nnIcWXv3r1Rb8KsgHXUA+uoB9ZRD6yjHsLUMdERMsMwDMPEmdMmQt6xY0fUmzArYB31wDrqgXXUA+uohzB15AiZYRiGiZxjx4AXXwSuuirqLdELR8hMIFhHPbCOemAd9ZA0Hb/zHeBd7wImJqLekkw4QmYYhmFOK665Bnj4YWBgAKipiXpr9HHaRMhNTU1Rb8KsgHXUA+uoB9ZRD0nTcf9+uj11KtrtsBKmjok25PXr10e9CbMC1lEPrKMeWEc9JEnHVApoa6Pf42bIYeqYaEPu7OyMehNmBayjHlhHPbCOekiSjh0dwNQU/R63VSPD1DHRhrxkyZKoN2FWwDrqgXXUA+uohyTpqNLVQPwi5DB1TLQhDw0NRb0JswLWUQ+sox5YRz0kScc4G3KYOibakMvLy6PehFkB66gH1lEPrKMekqTjgQPG73FLWYepY6INmWEYhokn3/8+8JOf+Hvs/v2AWuUwbhFymCTakMfHx6PehFkB66gH1lEPrKMeotbxzjuBu+/299j9+4GLLqLf42bIYeqYaEOurq6OehNmBayjHlhHPbCOeohax4EBoL/f+3HDw0BPj2HIcUtZh6ljog25t7c36k2YFbCOemAd9cA66iFKHaUEjh+nHy/U+PGFF9Jt3CLkMHVMtCGfeeaZUW/CrIB11APrqAfWUQ9R6jg2Rj2pjx8nc3ZDVVhfcAFQWho/Qw5Tx0Qb8gFzaR6TM6yjHlhHPbCOeohSx4EBup2eBk6ccH/s/v1AURGwZg0wb178UtZh6phoQ96wYUPUmzArYB31wDrqIWk67t0LfOlL3pFg2ESpozlV7ZW23r8fWLkSmDMHqKiIX4Qcpo6JNuSkLS8WV1hHPbCOekiajt//PnDbbcDJk1FvSSZR6qgiZMC7sGv/fuDss+n3OBpymDom2pC3bNkS9SbMClhHPbCOekiajv/zP3QbNyOJUkezIbtFyOk0FXUpQ45jyjpMHRNtyEm7ko4rrKMeWEc9RK3jhz8M3HCDv8eePAmo1fniZshJiJC7uqgAjCNkoiS0dyoASbuSjiusox5YRz1ErWNjI1BW5u+xL75IUR4AjIwUbptyIUod/Y4hqwprsyHHLfXPEbJPGhsbo96EWQHrqAfWUQ9R6zg46G/+LAA895zxe9wMOUodBwaoSKukxD1CthpyHFPWYeqY6Aj5/PPPj3oTZgWsox5YRz1ErePAAFBc7O+xzz1HU3bS6filWqPUcWAAWLgQSKXcL24OHAAqK4Fly+jvqFPW3/8+bfuttxr3haljoiPktra2qDdhVsA66oF11EOUOk5M0JjmyAgwOen+2HSaDHnrVvo7bhFylDoePw7U1pIpe0XIZ58NCEF/R23Ijz8OPPJI5n1h6phoQ16xYkXUmzArYB31wDrqIUodBweN373S1gcO0OOvuIL+jluEHKWOAwNkyHV13mPIKl0NRJ+yHh2lbTATpo6JNuR+P53LGU9YRz2wjnqIUscghqymOylDjluEHKWOypDdIuSxMaCzM9OQVYQcVZMVO0MOU8dEG3JlZWXUmzArYB31kDQdp6bohBg3otQxSEOL554j01GrFMXNkKPWceFC9wi5tZWM12rI09PewwWFws6Qw9Qx0YY8NTUV9SbMClhHPSRNxx/+EDj3XIpU4kSUOgaNkC++mEwEiFfKuqeHpmQVku3bM/VSqJWeVITstMCEqrBev964T5lhVGlrO0MO83hMtCGn1QRAJi9YRz0kTcfGRjoBeTX/D5sodfRryENDQHMz8NrXUpV1RUV8IuSuLtqu66+vKdh7pFLAG94A3H579v/USk9qDHly0l4bO0OO+uLGzpDDPB49DVkIcYYQ4ndCiH1CiL1CiM/O3F8rhHhaCNE6c1u4T9+BeVblmJxgHfWQNB0PHqTbOEV2QLQ6+jXkF16g29e9jm6jrg5W9PUBl18OvPwyMDBQXLDUb18fMD4OdHRk/0+l/RcupB/AXsv2dqC+3jBhIJ6GHObx6CdCTgH4vJTyXAAXA/iUEOI8ADcD2CalXAdg28zfoTJgHvBhcoZ11EPSdGxvp9s4GImZKHVUhjxnjrsh/8//UGT86lfT35WV0UfIQ0PAlVdSXcCHP0z3+W1wEpTubro9ciT7f+o9VYQM2I/Hd3YC1qWG45iyDvN49DRkKWWPlHLnzO8nAewDsBzAuwHcM/OwewBcXaiNdKK+vj7st5yVsI56SJKO5oKuqI3ESpQ6DgwACxYAixa5m9lzzwEbN5IRA9Eb8qlTwFVX0VKQDz0EvPvddP+xY4V5P2XEypjNKP9SY8iAvZaHD2cbcpQR8tQUpeKthhzm8RhoDFkIsRLAhQBeALBEStkDkGkDWOzwnBuFENuFENt7enrQ39+Pnp4edHd3Y3BwEO3t7RgbG0NzczPS6TR27twJwGjovXPnTqTTaTQ3N2NsbAzt7e0YHBxEd3c3mpqa0N/fj46ODoyMjKClpQWpVOqVVmfqNdRtU1MTJiYm0NraiuHhYXR2dqKvrw99fX3o7OzE8PAwWltbMTExgaaZjvHW12hsbEQqlUJLSwtGRkbQ0dGhdZ+URmHu0wsvvDDr9imKz6m9vT3SffrYxybwwQ+e8LVP27a1YnqavqNHj56M1efU3Nwc2bF38OAgqqslKisn0Ns7ZbtPLS2teP55ifXrj7/y3IoKoKdnOLJj7+ab03j+eYn77gPq6nZg0SL6bI8dK8zn1NRE+97dnc7ap8bGwwCA3t59GRGyeZ9GR8fQ2ZnGokXjGfs0PNwDAGhpORz6sbdv38sAgFRqOGOfDhw4kNfnFAgppa8fAJUAdgC4dubvIcv/B71eY8uWLVIn09PTWl/vdIV11EPUOm7aRD9+eOopKan2VcoHHyzsdgUlSh3f8Q4pL7xQyje/WcrXvtb+Mbt3k27/9/8a911xhZQXXxzONtrx9rdLuXWr8ffevbSN991XmPf74heN42d4OPN/d91F9x8+LGV/P/3+b/+W+Zi+Pvv7d+2K7pg8coTe+847M+/P93gEsF369FlfEbIQohTAAwB+JqV8cObuXiHEspn/LwPQF+xSIH8aGhrCfstZCeuoh6h1PH7ce+6sQhV0AfEbQ45Sx8FBoKbGmK5jh2oIogq6gOiLukZHM4ujVGRa6JQ1QFOszJjHkKuraazdelwepiAaZ5yReX+UKWs1/c+asg7zePRTZS0A/BjAPimlucj9EQAfmfn9IwB+pX/z3LlIzchn8oJ11EPUOh4/7r+IRxV0AfEz5Ch19NPysaGBjGb1auO+OIwhm41k4ULqD12oJlPd3Ub/aes4slrpae5cWqSjpiZbS1W/EKcxZFVIZjXkMI9HPxHyJQCuB/BmIUTDzM/bAXwDwBVCiFYAV8z8HSpRL2Q+W2Ad9RCljqOjdIU/Pu6vQvXgQWOFnbgVdUWpozlCHhw01jo2091NRqIMCYjekK3VwcXFwPz5qYJGyKrDlrXSWnXpUvrYtc/0ipCjqLJ2MuQwj0fP5RellM8CEA7/fovezQlG1AuZzxZYRz3EZUH4/v7syMNKeztVCff0xC9CjlJHsyGn0zSVqLY28zHd3cDy5Zn3xSFlbTWSZctKCmrIb3sb0NJib8hmzeyyDZ2dFEWr4jOF2oc4RchhHo+J7tSlKt6Y/GAd9RCljuYTnlfaWkqKkNetA8rL42XIUgI7dkSjo+owpQwZsNfSzpArK+mErirXw+bUqcwxZACYO/dkQQx5YoJ0Ofts2m+rIau2mQqnCPmMMzKzDABQWko/cTLkML/XiTbkzZs3R70JswLWUQ9R6miNkL0eOzwMrFkTr5aPAPD1rwMf+9iFBXt9KYFzzqGF6K34mT87NUVdquwiZCBeDS1WrqwsiCErA66vp59cI2RrulpRURGvlHWY3+tEG3JLS0vUmzArYB31EKWOQSJkVWG9enX0qVYzUgJ33w3s2VO4SHN4mHoob9+e/T/VpcscIVsvbnp6aDvtImQgGi2ltDfkkpKhghR1KQNevpx+7Iq6lH6AfcW6XVMQxbx58YqQw/xeJ9qQV61aFfUmzApYRz1EqWOQCFlVWK9ZE30xkpm9e2nbpBS2qwjpQJmHdaoOkGnIatqQ1UjU863Nm5QhR6HlxASNd1tT1qtWVeL4cfvCtHxwi5DNKz0p6upoOEAZXipFz3GLkKM05LlzM+8P83udaEM+YtdIlQlM0nTs6gLuuCPqrcgmSh1ziZBXrYpXhPzww8bvUfRgtouQrdthjg7NxHG6TlnZCUxP2y+RaGVkBPiXf6EqfS/sDFktr2he6Ulh1fLIEbpIcIqQ45ayDvN7nWhDrrWWPzI5kTQd77wT+OxnCzfHMlei1LG/H6iqovmxfiLkZcvoxFNZGR9DfughKugBojFk8xjyggU0dcgpQnZKWUcRITsZyZlnlgPw1xzkwQeBW28FHn3U+7FHjgBlZaRTfT0ZsDJ980pPCusCE05TnhRRp6ytEXKY3+tEG/JoVBUUs4yk6aga55w8Ge12WIlSx+PHjeXu/ETIqqlFXIq6OjuBnTuBa66hvwtlyMqIjx8nIzFjjpCFIMOxM+SyMsNkFCpCjkJLZV7WlHVlJYW7fgxZjan//vfej+3uJiMWwkjdqwsV80WNwhohq6YgcUxZqyrvzPvD+14n2pCLihK9+bEhaTru2kW3cTASM1HqqAy5rs5fhLxmDf0el5S1SlffcAPdFrLDlOLo0cz/DQ6SycyfT3/bXdyYzchMlEVdThHywoWUR/ZjyC+9RLfPPOP92CNHjAyBujVf6ADZY8iA/wg515T1qVPAeecBTz8d/LmAfWEcEO73OllnYgul1ksZJieSpGNfn/Hlj5shR6mj3wh5fJxMRUXIcSnqevhhOplefDH9XeiUNZCdth4cNHovA86GbE1XA/FMWS9dWgzA++JmaoqyTvPmUYW71+OPHDEiY3WrtPQbIS9YYFz4WMk1Zb1nD7BvH/DEE8GfCzgbcpjf60Qb8kgcziQBGB8H/vSnqLcimyTpOLMaG4D4payj1NEcIbuZWUcHFeDEKUI+fhz4wx8oXV1VBZSUyIIa8pIl9Lu10npggNLVCrcI2UqURV1OKes5c2g5SK8Iee9eOjep7MQf/uD+eLMhq/arVkM2jyErczZHyG6d5HI9JtXspJnVFgPjZMhhfq8Tbch11oGcmPPDHwJvfKNx0MaFJOloXnglbtcRhdbx8cfJUO0wR8huEY55DjJgnPxUlWwUPPoozTu++mo1dltYQ966lX63i5CtqVazllJmpmvNxDFCXr68DlVV3oasxo8/+Ul6Dbdx5JMn6UcZcnk5aeaWsi4pocyD+p/q0uVErinrQhlymOfHRBtyV1dX1JsQiL17jf64cSJqHX/9a+CRR/w9dtcuo+giboZcSB3TaeDaa4Fvfzv7f6kUHVN1dfRz6pTz9BVlyCpCrqyk509OFma7/fDQQ8CKFYBqGTx//lRBDDmVAnp7gU2byCTsDNkuQlYXK8PDpK2dIasTeZwMuaurC4sWeRvySy9RCvmcc4BLLnEfRzZPeVLU12cWdamVnsyYLxQ7O90jZJWyDnqRuG8f3R49mlsNgpMhh3l+TLQhr127NupNCMSBA3QbdYrQStQ6/su/AF/+sr/HNjQYJ+64pawLqWN/P1UFq4IYM+Y0oVsPZoAKuioqgMWL6e8oU60AnQSfesqIjgFg2bKyghhyby9d2JxxBrB0qT9DnpgwDM9pyhNA485RT9exmsnatWt9GfL27ZQ1EAK49FJg927n48duHvby5Zkpa/NKTwo1lDI6SrdeEfL0dPCLxJYW4/PbsyfYcwFnQw7z/JhoQ967d2/UmxCIuBpy1Dr29fmrBB0dpbaHb3gD/R23CLmQOqqLdLuLdXXyVGPI5vusqClP6oQZZaoVAJ58kppJqOlOAFBaeqIgVdZmQ62v9zeGDBhauhkyEF2BnNMY8t69ez2r7sfHyYBf9Sr6+9JL6faPf7R/vFOEbDZku2m7KkL2qrA270eQtPXUFF1sXn01/Z1L2trJkMM8PybakDdt2hT1Jvjm1CnjCx03Q45aR2XIXimqpiaKcF77WopI4mbIhdRRHTvWvsFApiE79WBWtLcb48dA9BHy44/T+KK6yAKA1aurCxIhWw3Z2vLROoYc1JCjbvloNZNNmzZ5Rsi7d1MqX42rv+pVlG52Gke2ax1aX09p4unp7LaZChUhK0P2SlkDwbRsb6f9uOwyen+dhhzm+THRhhzlQuZBaWszfo+bkUSp4/g4jc1NTHjrogq6LryQopG4pawLqaOKjHt7KRowY2fIdoamll1U48dA9Ibc2wusXJnZjGFq6mjG2K0uzGZiNeRTp+iE7hYh20WHZqKKkEdH6QK1rCzz/h07drxiyE5aqvnHKkKeM4cueJ3GkY8cof2sqjLuq68nM+7r846QvZqCALkdk6qg69xzgQ0b9Kaswzw/JtqQo1zIPCgqXQ3EL0KOUkfz1btX2rqhgYpPzjorPvNnzRRSR2UmUmanWu1S1nYR8tGjlB42R8hRp6xHR7NTreefvxRTU/q36cgRKuZavJim6wwMGN26zF26FNb0f3c3/d9asKSIquuZWgvZOm67ZcsWLFrkfrG7fTuwaFGmQV52GU0vtOuBbVdlbm4OYl3pSaGKDdvaaDudsgxAboasCrrOPtsw5KAXdE6GHOb5MdGGnKQIubXV+D1uhhyljn19xu9+DHnzZvpCV1XFz5DDiJCtvwOGYdTVuUfI1gprIPoIWZmJmZMnOwDobw7S3U1GXFRkRLnq4kYVxtlFyOrixqkpiCKqvuBukd2iRfS703frpZcoOjab+aWXkpnZjSOb5yArzO0znVLWSsuGBpoHPmeO8/6ofQkyhtzSQp/N/PnABRdQ9uzll/0/X70fR8h5kLQIOcr2em5EqaNfQ56epvGuC2fWro9jyrrQEbI6fqzjyP39lK6sqKDbqir7CFktu2gXIUdpyNaT4NatKwEUxpCVoVo7TKlo0Gwm6ndzhOxlyFGlrJ0iO7eMycgIRZZq/Fjx6lfT/GK7cWQ3Q25vz17pSaG2Y9cu9/FjIPeU9Tnn0O8bNtBtkLS105rSAEfIvmnKdQZ4BBw4QPMfgfgZcpQ6mg3Z/LuV1lb6wmzeTH/HMWVdSB27u41xPrsI2TzVxKl95sGD9JiVK437olwUAbCPkIeG6MpBd6W12VBVhykVIdulrEtLKeLya8hRFXXZaQjQ8egWIe/aRUWS6rhSlJdTC1PrOLJqjGI15CVL6LhSBmiXslb3HT3qPn4MBDdkKTMN+fzz6TbI13Figl7HzpDDPD8m2pDXr18f6ft/9avA3/+9v8ceOEAHSklJ/Aw5Sh39RsiqoCsuhvzd7wJr1wLvex/wrW9Rem/FisLp2NVFV/5z52ZHyMqQFU7tM9va6GRoLv6JOmVtN4a8eTOdsQsRITv1YLYzZMC4uFFNRZIUIa9fv97VkFWHLrsA8LLLyLDNTYzUmLvVkEtKyJSVb7lFyIB/Q/absj56lApDlSEvWEBReBAfdapUB8I9PybakDtVyV5EPP00dZnyYmCAvtTr18dnuTszUerY10dX5HPnehtyaSlVUQKUlo0yZf2nP1F09dJLwD/8A7VE3bxZeD8xB4aHaV+XL6cfL0N2ap/Z2gqsW5d5X9RFXXbR3dgYpQB0GrJq+agMdeFCOp6sPZidDFk1FXGqsAZyN+STJ6nQ7IEHgj8XcDbkzs5OV0N+6SXSQ2ULzFx2GUWMTz1l3GfXFESxfDl1IgTcx5AB75R10GlPqqBLnRuA4JXWboYc5vkx0Ya8RHWJj4ihIX99qVVBlzLkuEXIUerY10cnI6/5krt2UbGGiu6ijpBHR+kEcOgQnaxvvBHo7CzD2Jj+91IGvGIF/TilrBVuEbLVkOfMoSKnKI5JKe3HkNeto3BKpyFbzaSoiLp1mVPWxcWZ03kAw5C95iADRg/mdDrYtu3aRcf+734X7HkKp5T1kiVLUFlJn7FThGxNVysuuYSK/779baNa2W3aV329YWpehqw7Za2mPKkIGaBzRUtL9hRBJ9wMOczzY6INeSjiptCDg2TIXuX1asrTunXxNOQodfRjyFLSSUulq4HoDXlszPjyLl5snNj8dBwLitkMnCJkc0rQLkIeGKAfqyELEd0xOTFB5mU1k5GRoYzFCHRgZ6jmuciqbaZTy0c/hqyyDUEXRlDDMbk2hHKKkIeGhiCE/RrZQ0MUKFgLuhQlJZT5efFF40LBrimIwnyf3RiyKjYE/EfIfnVsaSHtzduwYQOZ8f79/l7DzZDDPD8m2pDLy8sjff+hIeq36nXgtLbSFfnq1dFNjXAjSh39GPLRo/Q/syGraU9RrVI0NpY5H1X1hnYrTMsVFRGrCLm729hvKe0j5OHhzOhANaaxa8sbt5aP5eXlnstIBsWvIVsJGiEDwb/fhTJk9b22+26pmTxOETIAfOQjlEX4+tfpb6WVXYrbbIZ2ETJgHKNeEXJpKf0EiZDPOSfzYkpVWvsdR3Yz5DDPj4k25CiZmjIOGK+09YEDwKpVxtSUuBlylPgx5F276NYaIaupClEwOhqeIZsjk+XL6SJQRTzDw1RwZB1DBjINTQ2bWCNkIPqWj3bpVq9lJBXd3cBHP+qdmbCL7pYty5yH7GTIJ07QnNbSUrwyJmtHruPx6vg+diy3DItd2t+M3Xfr2WfJwNwMubwc+NzngN/8htLbR46QHnb+pC5U7FZ6UtTVkYZ+MsBBjsl9+zLHjwFqEFJc7H8c2c2QwyTRhjzutMZcCJw4Yfzux5DViTCOhhyVjlJmGrKTmakIwtxSNupipDAj5O5uOhHOnWuc+FTUbO7SpbAzZNUhadWq7NePW4Q8Pj7uOHXLyt/9HXDPPcD3vuf+uO5umsKkjhuAzHlggNq3WvtYK5SWTU1GUxEncjkmJycpMlbz63OJku0q1QHje21nyNu2ARddZH8RYuav/5qqlr/xDfspTwp1v91KT4q6OsrwuGmo8Lsm8smT9F0wjx8DdGFw9tl6IuQwz4+JNuTq6urI3ts6HcAJKSk6UZXzcayyLrSOqZR9ocvJk3RCWryYfsbG7C9W2tspdbZggXGfGo+K0pDNX95Cp6yVEa9YQbcq4rMzZLtmEK2tNHZnF93kepE4MUEXSY8+Gvy5gPGe1pNgdXW1L0P+3e+A+++n7f+P/zDaYNph1/LR3K3LLWUNUFMatwprIPeWj1NTwIc+RH8HNWS3hhbqe2015FOngOefB97yFu/Xnz8f+NSngAcfBF54wduQndLVAF08/eu/er8n4H8pS1WfYzVkgNLWOgw5TJ9JtCH39vZG9t5+DfnoUTINsyHHLUIutI4bNwL/639l36/MS0XIgH3KrrOT+lebUdFIVFOfrBFyRQVQXp4uWFGXMhN162bITilrp2Vdcz0mW1rIqB57LPhzAecIube319OQUyngb/+Wmpz813/RsXT//c6Pt2vqYW4O4mXIPT3u48dAbhGySldfdRVdcAY1ZFXVb2ck6nu9aBF9T9QFyx//SBcBfgwZAD77WYo4jx7Nz5CvuAJ4//v9vaffY9KuwlpxwQVAR4e/c4SbIYfpM4k25DO9yvUKiF9DVldwypDjWNRVSB3HxigKeOGF7P8FMWTrJkadsraOIQsBLFokChYhq8h46VIaG3NLWdtFyHZTnhS5pqybm+l29+7gzwWcx5DPPPNMLFxI2+S0SP0PfkDjg7ffDrzznXRCvuMO5yI/O0NWJtLV5WzI5up1L0POJUJuaCATWLeOGgcFNWS3cXjC0rqZAAAgAElEQVT1vbYeD9u2UT3L61/v7z0WLwb+8i/pdydDVvO63Qw5CH5T1i0t9H2wu9hUhV1+NHUz5DB9JtGGfMC8hFLIBDXkuI4h79oF/OhHPd4PzBEVyR06lP0/P4YspX2EHGXKWsrslDUAzJ8/5tuQJyeBu+5yNhzz4/r6DDMoLiZTtkbI1mlP5v+pKU+6I2TVkGH37uBzbwHnCPnAgQNZKy2Z6esDvvQliriuvpouhj7zGSo8srvwm562j3CVuRw4QNvvFiEDhYmQGxoog1RcTIYcdJUiNyNR50frd2vbNlpiMUgB0+c/T/unTM5KUREVXZ53nv/XdMNvynrfPpovbV16EghWaa10tCtIC9NnEm3IG5yOjhDwa8itrZTuUaX+FRV0Mp+eLuz2eXHqFH3Jtm4FbrppZcG2R0VyBw9mn2j8GPKxY1R04xQhR5GyVqk/65f3rLPm+Tbke+8F/uqvgF/+0v1xaqqJipABMgala38/GZJ5mGvuXDqhqYhITXlyipBzrWtQEfLICKUGg+I0hrxhw4aslZbM3HILPfeOO4wCor/4CxrvvOOO7Mf39dH3zRrdqajOb4cp3YYspbGCGUCGPDBAjWb84qQhYJwfzd+t48fpPf2mqxUrV9J2ve99zo/505+A224L9rpOBElZ26WrAdrmsrLMlfaccDPkMH0m0YYc5bKBypArK70j5LVr6QoYCN6ntRA8+SSNr9x+O6XSU6nMCwydKOMYGcmOdpR5LVrkXBSlutbFKWXt9OUtLu4PZMgAfRZu2M1/VXORAdK0psY4vhTmMVh1QnKKkHMdRmluNrYrl7S1U4S8Y8cOx2UkGxqAu++mcU3zibiyEvj4x4Ff/MK4iFE4tXwUgsaRlSHbRcjz5hlLBepOWXd00GwNVWGtFkUIkrZ2S1mr86PZkH/3O7oQCGrIAGnhVEEN0MWNnwpqP9ilrHt6gHe/G7jpJuC+++jc2trqbMhFRXRe8VPXMTpKBY9228/LL/okymUDh4bowzvrLG9DNkcmUTfzv/NO4K1vpZPMM88At95K9+teWUdhbvOo1uNV9PVRZFdWBscWf06GHGXKWhXSWA353HPr0NfnnXJ8+WXSvrSUegW7Pd7cNlNhjpCtTUEU5sYaasqTedlFM7lkbaam6GT43vfSazc2+n+uwslMtmzZ4mjISq+bb85+vU99ivbhP/4j8363ph719UZhkJ0hC2Ho61VlraJUv8ekdcGUfAzZbdlAZcj9/ZSurqx0n38cB+xS1k8/DTzyCPDv/w588IM0rWly0tmQATJkPxfJTpXqQMyWXxRC3C2E6BNC7DHd92UhRLcQomHm5+2F3Ux7oo6Qq6vpy+pkyNPTNGXHvFhI1Ib8zDOUPm9spAUR3NZL1YHZkK3jyGoOMqCKovwbcpQpa6fK1snJw5icpGYdbvzsZ3T7hS9Q5apbdKn0s0bIasEJJ0M2N9Zwm/IE5Nbysa2NMitbt1LknU+EbNXRLUJuaqL9N4+ZK9aupWrlO+/MnALlZciqo5nTnFy1LV4RcnExXaQFMeSiIspWAVQbUFOjz5DV+bGmht7n2DEy5EsvpYvBOGOXsm5vp/0YHCTt7rqL2ntefbXz6+gw5LhFyD8B8Fab+78jpdw88/O43s3yR5QR8uAgGXJtrbMhd3bSFZzZkKNeEH50lLZZpeHCMGQVmdlFyObOR06GPG9e9vheWRn1241ThHzRRVQo4HYCkJLS1a9/PY0hA+5p6+5u2n/zGLF56pObIZtT1k7paiD3+bMAFfFs2pS7Ic+Zk51ud4uQm5qcC4sAmgrV10fDMYrubjqR23WIMreBdGv5uGCBfVrYSpD0/65dFOUpIxAieKW12xiyOj8WFdE+7NxJx0Iu6eqwUSlrc/ZILR86bx4dc5/4BPDNb7o3N/FryHZFmopYRchSyj8A8LGmUfg05pIn04SKkN0M2TrlCYg+QrYeeGEY8tln0xfDLUIG7A355ZcpurOOXQkR7fqzQLYhj4zQFYfbCWDnTkqRXn89RWcbNrgbsmoKYt5/qyHbRYvmBQXcpjwBuR2TqqDr7LOpSri9Pfhn4bRKUWNjI+bOJX3Nhjw1RRcCKqK04/LLgeuuA774RYoGAdJJTRezYk5DO53Y1671Xz1sd0ymUsCvfkW3ZhoajPFjxQUXkCH7rbR2G0M2nx8XLTKWUkyCIc+bRxlG8yyE9nb3C0s7lCF76ekWIYfpM/mMIX9aCLF7JqXteI0ihLhRCLFdCLG9p6cH/f396OnpQXd3NwYHB9He3o6xsTE0NzcjnU5j586dAIw0wc6dO5FOp9Hc3IyxsTG0t7djcHAQ3d3dqKurQ39/Pzo6OjAyMoKWlhakUqlXBFSvoW6bmpowMTGB1tZWDA8Po7OzE319fejr60NnZyeGh4fR2tqKiYkJNDU14Ve/Ah54YE/GazQ2NiKVSqGnZxRVVSkUF5/AwIC03ac//IGmE42N7X7lNdQX5+RJ+31SGhVqn0ZHgVRq+JXXUCfz3t5ptLS0YGRkBB0dHdo+p87OadTWjuLMM6fQ3DyWsU9Hjkxh8WLjNYqLj+PYscx9OnRoGkuWjNnuU2WlRGfngK0u6nMqzD7RVcPk5ImMz+nCC8kp+/qcP6fvfW8QZWUSr33tYfT19eENbziFZ5+V6OnJ/JzUc6nl48mMfZqYaAcANDQcQ3+/RHn5SNY+pdPHMDQksW3bbgwMAOXlhx33CSAHOXTomO9jr7kZqK+fREnJBBYtOgIpgd/85qjrsWd9jVOngLKyyazPaenSpejp6UFNTQpHjky8sk9PPNGGyUmgqqrD8XMaHx/DLbccxPr103jf+6bx0ku96OiYRF3dhO0+TU7Sa5WUpDFvnv336ZZb+nDPPcd87VNFBXDkyFDGPv30p724+mrgC184+crntH37IRw+DCxb1ptx7FVVdWJoCHjqqSbH8575HDEwQG0dy8qyP6fJGTdramrCwoVppFJAXV0a8+e7nyPC/j7ZnfdGRqjU/IUXjPNvWxswf/6xjO+T13mvtjaF8XG6SHLbp5MnUyguHrfdp9WrV+e1T4GQUnr+AFgJYI/p7yUAikGG/jUAd/t5nS1btkid7Nu3T+vrWZk/X8obbrD/33nnSXnttVL+679KCUg5Npb9mL/7OynnzZMynTbu27GDHv/QQ4XZZi8uukjKd7wj877y8mn5+c/rf6+JCdrXr3xFyg98QMrVq43/pVJSCiHlrbca933uc1JWVma+xuLFUn7iE/avf+65Ur73vfq324vHH6f9ev75zPt///tWCUh55532z5uaov259lrjvqefptd69FH755x1lpQf/nDmfaOj9Jxbb6Xbr30t+3l33GG8LiDlr37lvD9PPEGP+dOfnB9jZfNmKd/+dvr90CHput9OvO99Up5zTvb96nu9eXPmsfrf/03vs2uX92sfOEDf361bpVy3Tsqrr7Z/nNr3xYuDbbsTF18s5RVXZN6nPouSEmPbt22j+556KvOxv/2t/f1O3H47PX5wMPt/5vPje99Lj7vuugA7EyE//CFt7+HD9PfgIP39zW8Ge52f/ISe19bm/rjXvU7Kyy+3/1++PgNgu/Thj1LK3CJkKWWvlHJaSpkG8EMAr87ldfJlhbn0VDOnTlHhjFP6cWiIUlxq3GlwMPsxqhm7Od0Ydcra2mEKsF8vVQfmCuHVqyn9rNJ2x49TGsmash4ZMcZox8ZIf6dGOXFLWW/YsBSA8zHz1FP0v+uvN+57/evpdezS1um0fQ/muXPpuFPjtk5jyAD1LAbcU31Bp5BNT1PaXa2wc9ZZNAc46DiyU8pafa+t7TObmijt7FZVq1i3jsbqt2+ncVOngiw/LR+DYDenu6ODCurq6mhJw8lJ+xXMAKPSOugqRW46AsawRhLS1UD2ebKdkkJYsybY66gaFa9xZLeUdSF9xkpOhiyEMK+IeQ0An4ePXgKnAwJw9CjduhmyGkMG7MeR7VZHiYMhWw+8BQumCmLI5nV8V62iE7m6z9wURGFtDqIe62TIVVW5VVlPTQFveAPweI6liE5FXcPD/aiudj5m7r2Xjpe3m+YklJcDl11mb8j9/bStdueD5cvdDVmdgJ9/3n3KE5Db/NnxcWNcVQgaR87FkO1Ogup7bTXkPXvIaP0uT/uudwH/9E/0u5che6165Be7oq5Dh0j/u+4ijW67jcaPly/PXs5x8WL67PwWdo2OUnGjXdW0+fyovmdJMWR1XFgNOZcxZMB7LrKbIRfSZ6z4mfZ0H4DnAJwthOgSQtwA4JtCiCYhxG4AbwLwuQJvpy2V5rXUNONmyJOT9AHmYshRV1lbF0UAqAdzoQ3ZWmntx5Cdpjwpco2Q9+2j9WAffjj4cwHnaU+VlZWOVZ3Dw/R+112X3ebvyiupANDa7cpuypNi+XKjSM4tQn7xRapMdTOxoIasKqzNa9AqQw7S9tEpQlbfa7sIOWjTpK98BfjudzOzEmZqa+nz0GnI1mPy0CHqGvXOd1KE/PWvA088kR0dK4JUWruthWw+P37848CPfuR+YRYnrA2UVLe5oNvvdxU2N0MupM9Y8VNl/QEp5TIpZamUcoWU8sdSyuullBuklBullO+SUhauGbILU2oCYQFwM2S1FrKbIUtJnWXM0yqAeEbI1dXToUTIgGEifgz55ZfpVrchq3Shug2KU4Q8NTXl2BnoyScpqlTL7Jm58krjMWbsmoIozPc5VVkDdCHgVmENBE9ZqwprsyFv2kTvpT4zPzit46u+1wsX0lDQ9DR9Xw4edK+wtqO4mLp6OWUdhaA0qK6spN382Y4O4/j/7nep4ru/392Qm5v9Xdw4aQhknh/POgu44Qbv14sLdinrpUsz17P2g46UdSF9xkqiO3Wlc+lo7xNlyKdOZX/BVJtJN0M+eZKeZ42QS0vpJwpDdloUoba2cIZcVUXjiytWUGpNRcjKtMyGbE0vdXbSCdPpZJlrylp1SGpqyp6K4genMeR0Oo1Fi+y//Hv30r7YTWk8+2y66LAasleErHCLkAHvNF8uEfKyZZlzozdupNsgM0ScImT1va6ro3H0oSHDoArRVviJJ4BvfEPPa1kvEoeG6EcZcnU1RapFRcAll9i/xvnn08WNuamOE25GUsjzY6Gxpqzb2oKPHwP0Ha2qys+Qw9Qx0YY8L8hyJQFRhgxkRzx+DFn1z7Vrt5drM/98mZykE5zVSJYsKcaJE0bHIl2Ylw0sKSHTMUfIRUWZxTR2Ketly+xXcgFyj5CVIU9MAPv3B3++ipCtaeB58+Y5pqz376coxS51LARFydu2ZX4G3d0U4dk1tDBfpNgZckWF0fzFK0JWphgkQrbOy73gAtqPIOPITulW9b02NwdRK/YUwpDPPFP/GLI6h6thiJUrjce89a20UMNb7dotIVgLTbeUdSHPj4XGmrLOZQ6ywqs5SDpN2as46JhYQ77nHuCaaxzO1BowG7L1wzQbcmUlmY3VkHtmkvjWlDUQ3RKMTmOf5eV0JnZbED4XzIYM0PiPeQx50aLMZu7z51P2QOlttw6ymcpK+sIG6cGsVthRa8Eqcw6CGoe3NisZGBjA4sWUjrRu0/79FAk7ceWVFBX9+tfGfV1ddPzYNbRQEbLZeM2YezB7nciKi+lCwc8xKSVFyFZDrqykCCaoIdtFyAMzXyarIc+da0SacUXtj/quqQtQ63bX1Tkv1BDEkN1S1gNuTfZjjjlrMzZGF6e5RMiAtyE7nRcVYeqYWEPu6gKeeaYio2etTnp6jBOhmyELYd+tyy1CznV1nXxxSrWuWTMfgL9VUYLQ1WUsOwnQSckcIZvT1UB2P2svQ1YLTATR8uWX6fN7//vJyHIZR7abOgYA9fX1WLyYTMt8cSMlFW15GfK6dbS83X330X3d3c7Vwep+u+hYof7nFSED/i8Su7tpmMA8fqzYtMl/yjqddjaT+pkvjdmQ9+who7K7OIkT1vF4dbybI2Qv6urodQ4f9n6sW6q13ms1jBhjTlmri/hCRchu/cCBcHVMrCE79brVxdGjxgnU+mGqOcdqDC2oIUcVITsdeJOTFM7rHEeemqKLGmuE3NdHJys7QwYMQ5bSX4QMBF8QHqDVbjZsyC9CtnLo0CHbqs7ubvq83Qy5shJ47jngNa+hlWy+8pXsDIMZdb+bIasozE9lqt/0vyrosmsluXEjjfX5ObbHqcGUrSEfmnExa4Qc4fLnvrGOx3d0UOYnaEq8psbfkqhuKetD1l61CcKcslYV1oWKkL0MOUwd2ZAdOHrUOAG4RciAvSH39NBBpaI4M1GnrLMXRSDX02nIR4+SqZoNRaXtOjq8Dbmvj8Z4C2HIaoWdzZvp7yBTdQDnRvTnnHOOrSGrcWo3QwbomH7qKZoa8+UvU/MNpwi5psZoNuFEfT1p7mfert9j0m7Kk2LTJtLST1MLt0URzpnp/KG+4y0tNOYatMI6Cuwi5FWr3NcRtqOmxr7ZkBW3CPkcPx1UYkpJCdWOnDqV+xxkhZr54FSb5WXIYeqYeEMuRHo/naYTwOrV9AWzM+SSEuMqzilCdsp0xC1CPnqUzqA6Ddk85UlhnovsZMjqy+M1BxnIbQlG8wo7mzfTBZ2aXuQXpwi5oaEhL0MGKI3+n/8JfO1r9LfTSUgI6ljllgr9xjdoUQM/+D0mm5vpu2dtaAEYldZ+xpHVe9lFyA0zaYsFCyhF/fvf0/1JiJDtDDlIuloRxJCdxpAbckn/xAi1JnJbW2YBbVAWL6ZzupNXeBlymDom1pDVh1OICHlggKbDLF1qn+5QXbrUVW8uhhzlsoHWA+9Nb6IzaaENWUXI+/ZRAZNbhOzHkFX2IWiErOZ/qpV2go4jO40hX3TRRbaGfOAAfeZe6+kqhABuuYUiwxtvdH7cE08A3/qW8/9XrPAfVQZJWZ93nn3Et3Il6dLS4v06boZ80UUXATAK07Zvp/uTYMjmlLWUmXOQg+DXkN1S1krHpKKWYMynwhrwbg7iZchh6phYQy5kylpVWC9dCtt5pcqQFU4pa7sKayD6CNlqJk1NOzB/fuENeeFCMtEXXqC/nQx5eJj6DwM0VciJoCnrgQEyemXIGzbQST/oBbBThLxjxw7U1lJK3Bohr18fPG159tn2FdSKJUtofFIHfo5JKcmQ7dLVgGGgfiM79b5WzAvCL1xIF8cLF9pP/4ob5mOyv580zSVCrq72N4bslrI265hE1DGZ6xxkRb6GHKaObMg2mA3ZLUJW1NaSiag5pFK6R8hRV1lbD7wtW7a4LjAhJV2l3ncfcNNN1CNYRbBOdHXR+5h1EoKiBbXggZMhA8COHfSFdCuGCWrIynhVZFxVRVfeuRiy04LwRUXZF3FeU57igJ8I+cgRuqhxWxs4SGQH2BuyeUF49T1XF09xxxwhqznIhYqQ1fxZp5T1FrsuNAli3jzqivjyy3oiZKdZJF6GHKaOiTXkefOAOXPSBTFk8xxiv4as7gfInEdH4zeG7FTUtXPnTixaZG/Iu3fThcnatVT9e9ddlCr94hfd30tVCFtPoqtXG/rajUOaDfnMM91Pwipl7XcMWRnvpk3GfaqwKwhOKWu1Vqr5mBkfpxNz3A3ZzzH5939P88T/7M+cHxPUkO1OgkpHINOQk4D5ItFpDrIfampII7dmPV5GYtYxiVRUUEZmejraCDlMHRNryABQVydCiZCtFXpOhqy2xa0pCEAH2vh4sIYWOnA68DZv3uwYIT/zDB3Id9xBxjU8TFHyT3/q3rjAacqO+eTkVNQF0MnMbfwYyC1Crq/PfN8LL6QiM9Wf3A9OKevNM7lwsyG3tVGGIemG/MtfAj//OfClLzmnrAE9EfJmU5NnZchJqLAG7A0516IuwF1LLyPZ7NQsOyFUVBi90fOJkBcupAv7XA05TB0TbcgVFROBDLm52V/v4qNH6cOprKSTayqVOZ7jZMhqHNltDjJtN92qAyEsnCLklpYW1NXZp3Ta2mh7P/1piixLSoB//EeKTm+91fm9nAzZPCfWLWUNFMaQrd8t9XeQHsxOKeuWmWomsyEHqbCOEpWytpsC1tcHfPKT1If75pvdXyfI2Cdgb8gtpqqwpEXI5oYWHR1G3URQ1PnFTUs3DYFMHZOI+TuWT4RcXEzTA3M15DB1TLQhL1tW6nva07PPUqefiy/2TlEePUrRsRD24w+6DDnsSmunA2/VqlWOEbKqcDSnjhcupPTlQw8BL72U/ZzpadLALUIuL7dfuSWIIZeWUtGTn5T1+DhdkDkZcpC0tVOEvGpm58wrPilDXr/e/+tHQUUFfW6Tk5n3Swn8zd9QZuSee+iCzA0dEfIqUxplzRp6TFIi5OJiOjZUhJxrq08/EbJb2h/I1DGJqGNj7lznbKNfnBZ9AbwNOUwdE23I5eVjviPkhx+mieZdXcDWrRTlOUWoypCB7PGHiQk6IbsZslfKOqo1kcfGqALYuljDkSNHUFdH/7dq0t5uf3V600101akWgDfT20tZBbcIefFi+/Hh6mrjpO9lyID/6Tp795LhqIIuxbJlVL0bxJCdxpCPzFyJqUrx8XEy5OXLgy8bFzZOF4k//znwwAPAV79q9Fh2o6aGLpC8MlFuZqJ0BGjJwLa23KLMqFDp/46O3NLVgJ6UtVnHJKKOyTVr8i/oc+vWNTpKr++0iE2YOibakJcuLfVtyI8+Clx2Gc2B/ehHgW9+kxoZWBeFB9wN2bwWssIuQq6sdD6JRLUmsjIS68FdW1v7Sscnc5Q8PU3jq3bjN1VVNFf26aeB3/0u8392U54U6gRll64GaNvUtrhNeVL4NWRluHbDQUEKu6anqdDGzpBrZw4Ec1YlCRXWgP1FYn8/DVVcfDFlRPygjMQrba3ex01HgC7O1HcxKVRW0gVZrnOQgWCG7JSyrs21k0ZMUBca+YwfK7wMed48Z9MPU8dEG3JV1SQGBrxbH7a10YnxHe+gA/1HP6Kl7tRUHituhmztYw1QRyEhMiNkt37kURqy3dX06OiorSF3d1MK02n85pOfJNO95ZbMz0AZsnlhCYVKPzkZMmCkrf1EyH7XRN61i06Udn2dN2+mdo/WdK0dbivDjM6cIdW+9fYmx5Dtjsnf/IaO6e98x/+iDup74ZW2Vg0timzOQKNhF1doprKSzi0TE7lHyEHGkJ0i5KTraI6Q88WPITsRpo6JNuTaWolUiq5G3XjsMbq96irjvje/mb4s1mKeiQk6CSlDVkalPkz1BTHPjy0qor/NEbLbmEc+hhy077IZp7HPoqIiW0NWTd2drlDLy6nq9vnnKbWpcIuQAVo44W/+xnk7VTrbT2erIBHypk32BrB5M0W9qk+zG07NVQDSETAMubmZjpckGLJdgVxjI0WoQRoV+Y2Q3Vo+Ftl9SAmiosLo5x3lGPJs0BHQFyEPDdlfdHsZcpg6JvoTq6ujHINX2vqxx6jvrzU62rQpu+9uby/dKkMtKaEiJqshmyNkILNbl1tTECD3oq6RETK5//zPYM9TOB14paWltoasmrq7XaF+9KOU0rzxRsPQurqo2MppJaJPfCLz4shKfT3tp9OYjhk/hpxOk7lYx48V6n4/aWunSnWAdAQMQ/7jH+k27gVdgP1F4u7dNMXJz+eg8GMk6n2cToJKx6RiPiZzNeTycvrJZww56TrqjpAB+5kkXoYcpo6JNuS5c+mIdDPkkyepOf073pH9v40bKaWoTrJA5hxkhTnd4WXIUhYuZf3gg2T2TzwR7HkKpwh5ZGTEMUIuK3OOdAGqdP7lL+mAvuYaylY4NQXxy1e/SoVEfnBLWU9MAPfeC7z2tXSCfPWr7R+3di2d/PysUuRmyCMzZ2GrISchQra7SNy9O7OJih+CGLJThDwSRaN3jZj3y08dhBNeFeteY8hJ13HxYspo6Vhsya05iJchh6ljog155UqqmnIz5N/8htKRdhHZxo0UPak1XoH8DVl16XJLWedaZX3vvXRrN9XID04HXl1dHWpq6OC3RsirVnmPHy5fDtx/Pxn4Rz9KC6u7mbgXK1fSesV+sIuQ02ky9TPOAP7iL6gQ7//8H+BDH7J/jeJiOHYqs+I2hlw3c1VTWUkGv38/ZQryOSmHhfWYHBigCyu1gpNfgowhOxlJnduakglAabl0qf2Fm1+85nR7payTruN73kOZLbtalKDkY8hh6phoQ56cJPd0m4v86KNUdHXJJdn/U1f/5rR1vobsNQcZyC1C7u6mQrRFi2h+Yy4dypwaWnR1daG4mPbBnNJpa/M/fnPppVS5/tBDNOc7H0MOgp0hb9sG/PM/Uyr6ySfpgutTn7IfP1YEbWhhd6Ltmhk8N89fX7vWf0FUlFiPSfWdCGrIOsaQlY5JRRlyrgVdCr8RspOZJF3H0lJ988/zSVmHqWOiDfnCC6kM18mc0mng8ceBK6+kD9fK6tX0QZgLu5Qhm6uArYZcWpp9QlaGrOYg6zbk//ovSoffdhv9ncsCJE7zZ9fOuK65OYhaUCLI+M3nPgdcdx39HqYhW1PWqqXnvfdS32U/NRk1Nf4M2S1lvdZ09aKOnySkq4HslLX6TgRNWc+dS1mBfCLktTqqeCJE7Ve+/ST8GHJZmXOzlqTrqJN8IuQwdUy0IR85QmdeJ0PetYsM1qmAqLiYWvKZI+SeHipGMheyLFpEZjs1lb0WsqK2lv53+DD97ZayLimh1w9iyD/9KfCa1xiGl0va2unA2zvjYGZD7uujk3OQY1EImlL2wQ/SilBhUFVFY8XmJvwtLfR52C1e4UR1tb8OU24p672m5t5JM2Rrynr3btIvlyUP/XTrcivq2uvWJD0BKC0LbchuGgLJ11En8+fTOTcXQw5Tx0Qb8pYtm1Bd7WzIjz5KJvG2tzm/xsaNFA2o6UTmOcgKdXLt789um6moraXXUJXGXq3eKir8V1nv3k0/119P771+vbFoexCciro2zYRBZkP2U9evWC4AAB/XSURBVGFtR2Ul8LOfAa97XfDtywW78fiWFioECVJUpiNlvckUTibNkOfMoUyC2ZA3bcqtMM/PxY1bhLwpaFgeM9R+5Zuy9jomvYwk6TrqRA0j5WLIYeqYaEPesWMHFi50NuTHHqOo0i1S2rgxc+zXzZD7+twNGaB0aVWVd6u/IEsw3nsvRdUqOt66VW+ErBbgNhuy1xzkuKAM2Zy2VoYcBB0pa/NC5kkzZCGM8fhUiirOg44fK/xo6TaGHOaC8IVAZ4R84kTmSnNm3DQEkq+jbnI15DB1TLQhb9myxdGQjx4l07Kb7mTGWth19Gh2dBvEkPfs8dcIvbLSnyFPT9P48dveZjQp2bqVirzUeLVfnCJktQC3MmQ1flxUlP9VfqFRFz4q2zA4SHPJgxpydTWd/LyWxHQzZPNC5qtXU9SpY8pGWKiLxLY26sOdjyHnEyGHuSB8Iaivp+GwfC/Gamrou+i0NKhXyjrpOuomV0MOU8dEG7JbhPzss3Trtpg6YCzrptLWfiJkc5cuhTLkjg73gi6F3wj5t7+l6P3664371JSgIGlrKZ2rrM0Rsup81tZGrSuDNIWIAmuHKbVSmtuavXaoiyyvrm9uY8jmK+mPfYyGL+wu3uKKGkZRF6e5Zuq8DHl6mgzf6SSY9MjuXe+i4zDf6Tpec7rjFNklATtDnpqic15cdEy0IW/ZsiWjQ5YZNQbqFaFUV9M80d27jRV63Ax5cNA9Qgb0GvK991JBwjvfadx34YUUvQYx5PFxuvWKkAGKkoNWWEeFNWWtDDmXlDXgL9UKeEfIZWX5pyzDRmVtVMvMoBc1Cq8xZK+GFkmP7IqL9Qz1ePWz9kpZJ11H3ShDNrcf9po6BnCE7JumpibHCPngQTIYP8u2bdxIhmw3BxkwlgT0k7IG/KWs/RjyyAh15/rzP6dGE+bnnndesHFktwOvqakJQLYhx338GMhOWbe0kBkGTbX7bWgxNkYnXLtpdErHpKKOyd276YJmzpzcXsdr7NNtLWQg+TrqwitC9kpZs46ZLF5M31/zedePIYepY6INef369Vi4kCJb87QXINji4Js20YlcLcVoNWRVodfZSVNs7AzZnMb2GyF7VVn/9Kd08HzsY9n/27qVImS/i024HXjrZ5otq+K3tjYy5SRFyGZDXrfOeW6mE35W1wGc0/6AoWNSUUVdu3fnPn4M0HchnXZuaeoVISddR13km7JmHTOxm4vsNgSlCFPHRBtyZ2fnKwsYWNPWBw/aL7Vnx8aNNK7129/S33brry5eDLS20u92hlxSQqllwJ8hexV1SQnccQettGM3hehVr6KuM2resxduxUidnZ0AjAj5hRfoNgkRsjVlvW9fboVUfg3ZqbkKYOiYVCoqqFiwszM/Q/bKNni1fEy6jrrI15BZx0xUwGE2ZD8Rcpg6JtqQlyxZ8oohm9PW09PAyy/7j5DVyefJJ+nWyZD376ffnQp1VNpaR8p62zYyl7/9W/u5oFu30q3ftLXbgbdkpvuDMuTnn6fbJETI5pT1xARdiOUy9ul3UQSnSnXA0DGpKEMGci/oAvylWtX72ZF0HXXhR0e3MWTWMRO7CNmPIYepY6INeWhoyNaQu7qocs5vhLx2LZ1kGxtpbNA8HqxYvNiowPUyZB1FXd/7Hl3RqbnHVjZtom31W9jlFiEPzYSFVVX0mmoZwiQYsrnlY3s7XYwVMkJ2M+QhPxOZY4zKNgD5p6wBZy29DDnpOuqiooLqFdyKutyMhHXMxK6ftR9DDlPHRBtyeXm5rSEfOkS3fg25uNhoYr50qX1Eau5trStCnpiwn/d68CDw//4frTFsLuYyM2cOTdnSESGXz7yJEBQlT02RDm5X33GhuJgM8uTJ3CusATKjoqL8xpDLnT6shKA+77o6f8ewE35Sreb3s5J0HXUhhPMUslQKmJx0NxLWMZNcU9Zh6uhpyEKIu4UQfUKIPab7aoUQTwshWmdubWbmhoMyQfMY8sGDdBtk2olK0dmlqwH/hlxVlRlpOOG2wMQPfkDm8MlPur/Gq17lv7DLbbqOGZW2TsL4saKqiiJkZci5NGQoKvLXPtNtDDnpqGNy48bc17IG/I8hJ+GCL2qcDNnroobJZu5cOlf09hr3+THkMPETIf8EwFst990MYJuUch2AbTN/h874+LhjhFxcHGxivkrR5WPI114L/NVf+Xs/uwXh1d8/+hHw3vfSOsNubN1K00tUm0s33KoJx9UkZRiGnIR0tUJVB+/bR5+5nwsiO/z0YHZLWZt1TCJKt3zS1YD/MWSnk2DSddSJlyG7GQnrmM355wPPPGP8HTcdPQ1ZSvkHANbWG+8GcM/M7/cAuFrzdvmiuroalZU07mk25IMH6cRsN1fUCR0R8nXXAf/7f/t7P7tFEQCa6nTiBBVzeaEKu/yMI7sdeNWmHUpihKwMOZce1mb8RMhuKevqJLXlskFdJObbS7+qyn3s0ytCTrqOOnE6Jv0YCeuYzQc/SDUye2byvXHTMdcx5CVSyh4AmLld7PRAIcSNQojtQojtPT096O/vR09PD7q7uzE4OIj29naMjY2hubkZ6XQaO3fuBGC0K9u5cyfS6TSam5sxNjaG9vZ2DA4Ooru7G21tbTh+vB/V1SkcPTqFlpYWpFIp7NlzCqtXG6+hbpuamjAxMYHW1lYMDw+js7MTfX196OvrQ03NYQghUV5+HBMTE69MBlfP7e+nZZzKytIoLU2hpaUFIyMj6OjoyGmf5s6lrgnHj4+/sk9dXd34znemsHFjCsuWdWBkZOSVfWqcWaDWvE/nn0/b89JLKdt96uzsxPDwMFpbW3HyJE3Unjs3W5eGhgakUrRPCxbQ4xYvHtb2OanPvaPDe5+8PifzPqnPqbIS6O4enll2kQaIGhsbX9knv59TcfEwhobc92lkZBrAqO0+9fT0aNsnu9fIZZ+CfE7A4MxnfySvz+nYsT7Mnz+N3t5J230yp1vt9ungwYOJOfYK/TkVF5/AwEA6a5+6u+mzKi4ec9wn9Zpx26coP6frrgOKiyV++lPap5MnqYgnnXbep66urrz2KRBSSs8fACsB7DH9PWT5/6Cf19myZYvUyfj4uJRSyvPPl/Kaa4z7lyyR8oYbgr/e009LeeyY/f8OHZISoNfWwZNP0us9+6xx34sv0n133+3/dc46S8rrr/d+3Le+Ra994kT2/5SOUkr5pS/R41580f82RM2VV0q5fDlt9/e/n/vrvOc9Up53nvtjzjhDyo9+1P5/Zh2TyNiYlA8/rOe11qyR8gMfsP/fF78oZVGRlOm0/f+TrqNO/vqvpayry77/+efpeH/sMefnso72XHWVlCtWSDk9LeVtt5GOk5POj89XRwDbpQ9/lFLmHCH3CiGWAcDMrc0aGoXnwIEDAJDRPnN0lAbt/VZYm7n8ciNla0VV6OnKXtgVdanU8+WX+3+d2lrvcU/AfdqT0hGgtZYrKug2KVCETL+HkbJ2GkM265hEysuBd79bz2u5LTChWj46FY4lXUedKB2thZt+Uq2soz3XX09TY3//e9KxtNR9eDNMHXM15EcAfGTm948A+JWezQnGhpmlmsyGrKY86W7sX1FBP4U05F27yGBXrPD/On6WugPowCspsT/wlI4A8IEPUKemBQv8b0PUmIu4cl0QAch/DNms4+mOlyG7VQezjgbV1TQ10lpr4qfKmnW0513voq6K997rb9ZEmDr6mfZ0H4DnAJwthOgSQtwA4BsArhBCtAK4Yubv0FF5/IULjWlPQecgB2HxYv2GbK6ybmgANm8ONuUkiCE7HXjm5cWKiuwbo8QZ1a1r/nznojw/1NSQTpOT9v+X0r+Opzs1Ne5FXW5GwjoaOFWse1WqA6yjE3Pn0iyWX/6SevZ7TXkKU0fPFvxSyg84/OstmrclMGpZrNpaipClzG0Osl8++cn8TvhmrFXWqRTQ1AR86lPBXqemxn75SStukV3Sl2lTWp5zjp75s0NDmVX1islJOsacDDnpOurEbQoZLxvoH7Mhm6dxxm3ZwKTx4Q8Dd98NPPKIMRzpBC+/6BNzhDw5SeZ26BB92b1EzoV/+Acaf9CBNWV94ACtWbx5c7DX8TuG7NZmL+lX0mZDzgev9plu4/BA8nXUidPYJ+C9bCDraOAUIfsxZNbRmUsvpQuckyfjFSEn2pDVlYu5OcjBgxQd5xMphYHVkHftotughlxTQy04lVk44VaMlPQraZWyzmf8GPDf8nG2Zhp0UlNDLViVZma8Utaso4HTRaKfbmesozNFRcCHPkS/exkyR8g+UXPUzIZ86FBhxo91U1xM/ajVF6uhgf4O2vbR7ypFbhGy0jGpxCVCTrqOOnFbYMLLkFlHA68I2a0giXV0R2U7vQw5TB0Tbcjnn38+APsIOQlUVBhFXQ0NtFhEkO5igPGF9RpHdouQlY5JZc0aupi56KL8XidfQ066jjpx62ftNYbMOhq4GfKcOXRh7wTr6M555wGvfz1w1lnujwtTx0QbcttME2dlyC0tdPWdhAgZoMju1CkaZ1MV1kFRFdH5RMhtfpphx5hLL6WLsTPPzO91vBZFcOsHDiRfR524ZW68ImTW0WDBAhp+s6uy9lpYgnX05umnae0AN8LUMdGGvGJmwq4yZNVYIymGrNZE7u6m8vtcDDlIytopslsRZOJzTNGx6o3XOr5eacLZoKMuvAzZLU3IOhoUFdF0Pusx6bUWMsA6+qG8nPozuBGmjok2ZNUnVH35lSEnKWV96hRFx0BhDdlt2lPgfquzlPJyoKws95Q162iQzxgy65iJXa8BP4bMOuohTB0TbciVM9U8ZWVUabuP1n9IpCELkduyd37HkN2+wJW5rlc4yxDCvVuXlyGzjgZO6f+pKfpxM2TWMRM7Q/aTsmYd9RCmjok25KmpqVd+X7iQxmKXLInPYtNemA157Vpj+k4QnMaYrLgVdZl1PN1x63zmNe2JdTRwMmQ/LR9Zx0xyjZBZRz2EqWOiDTmdTr/yuxpHTsr4MWBUWe/alVu6GqAxJreuSAq3L7BZx9OdfCJk1tGguJjGPnNp+cg6ZmLXhrS727uNL+uohzB1TLQhzzN9q5UhJyVdDVCV9dGjNFUrV0MGvPtZT09TJzMnI5mXlJRCCORjyKxjJnZG4qehBeuYifWCu7kZ2L8feOtb3Z/HOuohTB0TbcgDpoHTpEbIJ07Q7xdemPvrePWz9pquM+CnGfZpglu2gXUMhp2WfgyZdczEesH9i1/QMNV73uP+PNZRD2HqmGhDrq+vf+X3JEbI5pNSISNkr+k6Zh1Pd9xWKVI6lpfb/591zMRp7BNwN2TWMZOaGupzPz5Of99/P/DGNwLLlrk/j3XUQ5g6JtqQD6m1FmE0yEhahAzQykL5rCLltcCEV2Rn1vF0R6Ws7RZFGBuj7khFDt8a1jETp+pgwH0MmXXMxDyFbO9eSlm/733ez2Md9RCmjok25HNMzYuVoa1ZE9HG5IAy5KBrIFvxGyE7nQTPybcJ9Cyiutp5UQS3SnWAdbSS6xgy65iJuWL9v/+bLgi90tUA66iLMHVMtCE3qI4aoPUtH300c83QuKOmt+Uzfgy4L3UHeBcjmXU83XFraOE11YR1zCTXMWTWMRNz85/77wcuu4ymd3rBOuohTB0TbcgXmVYTqKoCrroqwo3JAXOEnA9qqTt1srPiFSFflO+qDLMItwUmvCJk1jGTmho69iYnjfv8jCGzjpkoQ37mGaqu9pOuBlhHXYSpY6INOekLcJ9zDhnAJZfk9zpeC0x4FXUlXUeduC0w4WXIrGMmdm1d/UTIrGMmSscf/pDS1dde6+95rKMewtQx0Yac9AW4t2yhk1W+aXavftZeRV1J11Enbilrt37gAOtoxU5LP0VdrGMm6iLx0CHgzW8GFi3y9zzWUQ9h6phoQ965c2fUmxALvAzZK0JmHQ3cUtZuK2YBrKMVu2zDqVO0uk5ZmfPzWMdM1Pcb8J+uBlhHXYSpY6INeXO+g6+zBK8FJrwiZNbRIJ+UNeuYiVPK2mtRBNYxk9JS0qy4GLjmGv/PYx31EKaOiTbklpaWqDchFvgdQ3YyZNbRIJ+iLtYxEztDHh31NmTWMZslS4C3vAWoq/P/HNZRD2Hq6LE0c7xZlaS2XAXE7xiyk5mwjgYqGsll2hPrmInTGLJXa2DWMZtf/ML/2LGCddRDmDomOkI+cuRI1JsQC6qqKJ2V6xgy65iJ0wITXhEy65iJ0xiyV4TMOmZz0UXBiz9ZRz2EqWOiI+Ralas9zRGCTn5OY8ijo1REU1xs/3/WMROnBSa8DJl1zGTOHNJrcJCWC3zxRaClxTvtyjrqgXXUQ5g6JjpCHrXrb3ia4tbP2mu6DuuYidMCE16GzDpmU1MDfPe7wIoVNH/20CHgTW9yfw7rqAfWUQ9h6pjoCLnIqcv/aYhbP2uv6TqsYybV1RTRmZmeBiYm3C9sWMdsPvMZoKkJeM1r6GfTJufVshSsox5YRz2EqWOiDbm0tDTqTYgNbobsFSGzjplUVwN79mTep5a+c7uwYR2zufnm4M9hHfXAOuohTB0TfQk1MjIS9SbEhpoa9zFkN0NmHTOxK+ryqlQHWEddsI56YB31EKaOiTbkuiCT8mY5XmPIbkbCOmZSUwOcOAGk08Z9XnO5AdZRF6yjHlhHPYSpY6INuaurK+pNiA2qEMluCUavCJl1zKS6mnQcHjbu8xMhs456YB31wDrqIUwdE23Ia9eujXoTYkNNDRUenTyZ/T+voi7WMRO7bl1+DJl11APrqAfWUQ9h6phoQ967d2/UmxAb3PpZexV1sY6Z2HWY8mPIrKMeWEc9sI56CFPHRBvypk2bot6E2ODWz9orQmYdM7HrMOVnDJl11APrqAfWUQ9h6piXIQshOoQQTUKIBiHEdl0b5RdegNvArZ+1V4TMOmaSa8qaddQD66gH1lEPYeqoYx7ym6SU/RpeJzC8ALeBmyF7FXWxjpnkmrJmHfXAOuqBddRDmDomOmXNV4AGXmPIHNn5J9eUNeuoB9ZRD6yjHsLUMV9DlgCeEkLsEELcaPcAIcSNQojtQojtPT096O/vR09PD7q7uzE4OIj29naMjY2hubkZ6XQaO3fuBGCIsHPnTqTTaTQ3N2NsbAzt7e0YHBxEd3c36uvr0d/fj46ODoyMjKClpQWpVAqNjY0Zr6Fum5qaMDExgdbWVgwPD6OzsxN9fX3o6+tDZ2cnhoeH0draiomJCTQ1Ndm+RmNjI1KpFFpaWjAyMoKOjg6t+6Q0CrpPAwNtAIBDhwYz9un48WGkUkBZWcpxn0pKSmK5T1F9Tq2tOyAEsG9fzyv7dOLEJABgYmLIcZ82bdoU231K0ud01llnzbp9iuJzUsymfYriczrvvPPy2qdASClz/gFQP3O7GEAjgDe6PX7Lli1SJ7t379b6ekkmnZaytFTKm2/OvH9oSEpAym99y/m5rGM2CxZI+ZnPGH/ffjvpODjo/BzWUQ+sox5YRz3kqyOA7dKnp+YVIUspj8zc9gF4CMCr83m9oKxfvz7Mt4s1Qtj3s1Zjn26pVtYxm5oaoLfX+NvPGDLrqAfWUQ+sox7C1DFnQxZCVAghqtTvAP4MwB73Z+mls7MzzLeLPXb9rNXYp5uRsI7ZvOUtwEMPAQcO0N+jo0BREa0r7QTrqAfWUQ+sox7C1DGfCHkJgGeFEI0AXgTwmJTyCT2b5XMDliwJ8+1iT64RMuuYzde+RhcxN91EbTRVYZwQzs9hHfXAOuqBddRDmDrmbMhSyoNSyk0zP+dLKb+mc8P8MGS3ivxpjN0CE36qg1nHbJYsAb78ZeDXvwYee8y7Uh1gHXXBOuqBddRDmDometpTuddK56cZdhGyn5Q162jPpz8NnHsuRcmDg+4XNQDrqAvWUQ+sox7C1DHRhsxkYjeG7CdlzdhTWgrccQfQ3g488IB3hMwwDJMPiTbk8fHxqDchVrit4+tmJqyjM5dfDlx7LTA15W3IrKMeWEc9sI56CFPHRBtytWqpxACgMWQpyZQVfiJk1tGdb38bKC/3NmTWUQ+sox5YRz2EqWOiDbnXPFGUse1n7SdCZh3dWbkS+NnPgH/8R/fHsY56YB31wDrqIUwddSwuERlnnnlm1JsQK+wM2U+EzDp6c+213o9hHfXAOuqBddRDmDomOkI+oLo2MADsF5jwM+2JddQD66gH1lEPrKMewtQx0Ya8YcOGqDchVtTW0q1dytqtcp911APrqAfWUQ+sox7C1DHRhszLi2XilLL26jDFOuqBddQD66gH1lEPSVp+MVJ4Ae5MnIq6vKqDWUc9sI56YB31wDrqIUwdE23IfAWYydy5wJw5mWPIY2PeTUFYRz2wjnpgHfXAOuqBI2Sf8BVgNrW12UVdHCGHA+uoB9ZRD6yjHjhC9kljY2PUmxA7liwBfvxjYO1a4EMfAhoavCNk1lEPrKMeWEc9sI56CFNHIaUM7c22bt0qt2/fru31UqkUSkoSPZVaO/v2AY88Arz4Iv10dQFvexvw+OPOz2Ed9cA66oF11APrqId8dRRC7JBSbvXz2ERHyG1tbVFvQuw491zqKPXAA8Dhw8CRI8D997s/h3XUA+uoB9ZRD6yjHsLUMdGXTytWrIh6E2LPsmXej2Ed9cA66oF11APrqIcwdUx0hNzf3x/1JswKWEc9sI56YB31wDrqIUwdE23IlZWVUW/CrIB11APrqAfWUQ+sox7C1DHRhjw1NRX1JswKWEc9sI56YB31wDrqIUwdE23I6XQ66k2YFbCOemAd9cA66oF11EOYOibakOd5TbBlfME66oF11APrqAfWUQ9h6phoQx4wt6RicoZ11APrqAfWUQ+sox7C1DHRhlxfXx/1JswKWEc9sI56YB31wDrqIUwdE23Ihw4dinoTZgWsox5YRz2wjnpgHfUQpo6Jbp2ZTqdRVJToa4pYwDrqgXXUA+uoB9ZRD/nqeNq0zmxoaIh6E2YFrKMeWEc9sI56YB31EKaOiY6QGYZhGCbOnDYRMi/ArQfWUQ+sox5YRz2wjnoIU0eOkBmGYRimQJw2EfLOnTuj3oRZAeuoB9ZRD6yjHlhHPYSpY6IjZK4i1APrqAfWUQ+sox5YRz1wlbVPWlpaot6EWQHrqAfWUQ+sox5YRz2EqWOiDXnVqlVRb8KsgHXUA+uoB9ZRD6yjHsLUMdGGfOTIkag3YVbAOuqBddQD66gH1lEPYeqYaEOura2NehNmBayjHlhHPbCOemAd9RCmjnkZshDirUKI/UKINiHEzbo2yi+jo6Nhv+WshHXUA+uoB9ZRD6yjHsLUMWdDFkIUA/g+gLcBOA/AB4QQ5+naMD9wBaEeWEc9sI56YB31wDrqIUwd83mnVwNok1IelFJOAvg5gHfr2Sx/lJaWhvl2sxbWUQ+sox5YRz2wjnoIU8eSPJ67HMBh099dAF5jfZAQ4kYAN878OSKE2J/He1qpA9Cv8fVOV1hHPbCOemAd9cA66iFfHc/y+8B8DFnY3JfVZURKeReAu/J4H+cNEGK73wnXjDOsox5YRz2wjnpgHfUQpo75pKy7AJxh+nsFAK6zZxiGYZgcyMeQXwKwTgixSghRBuD9AB7Rs1kMwzAMc3qRc8paSpkSQnwawJMAigHcLaXcq23L/FGQVPhpCOuoB9ZRD6yjHlhHPYSmY6iLSzAMwzAMYw9PVGMYhmGYGMCGzDAMwzAxILGGHHXbzqQihDhDCPE7IcQ+IcReIcRnZ+6vFUI8LYRonbmtiXpb444QolgIsUsI8ejM36xhDgghqoUQvxRCtMwcl69lLYMhhPjczPd5jxDiPiFEOWvoDyHE3UKIPiHEHtN9jtoJIb4w4zv7hRBX6tyWRBpyHNp2JpgUgM9LKc8FcDGAT81odzOAbVLKdQC2zfzNuPNZAPtMf7OGufFvAJ6QUp4DYBNIU9bSJ0KI5QD+FsBWKeUFoCLb94M19MtPALzVcp+tdjPnyvcDOH/mOT+Y8SMtJNKQEYO2nUlFStkjpdw58/tJ0MlvOUi/e2Yedg+Aq6PZwmQghFgB4CoAPzLdzRoGRAgxH8AbAfwYAKSUk1LKIbCWQSkBMFcIUQJgHqgnBGvoAynlHwAMWO520u7dAH4upZyQUh4C0AbyIy0k1ZDt2nYuj2hbEosQYiWACwG8AGCJlLIHINMGsDi6LUsE3wXw/wFIm+5jDYOzGsAxAP85k/7/kRCiAqylb6SU3QC+BaATQA+AE1LKp8Aa5oOTdgX1nqQasq+2nYwzQohKAA8AuElKORz19iQJIcQ7APRJKXdEvS2zgBIAFwH4dynlhQBOgVOrgZgZ33w3gFUA6gFUCCE+HO1WzVoK6j1JNWRu25kHQohSkBn/TEr54MzdvUKIZTP/XwagL6rtSwCXAHiXEKIDNFzyZiHET8Ea5kIXgC4p5Qszf/8SZNCspX8uB3BISnlMSjkF4EEArwNrmA9O2hXUe5JqyNy2M0eEEAI0XrdPSnm76V+PAPjIzO8fAfCrsLctKUgpvyClXCGlXAk69n4rpfwwWMPASCmPAjgshDh75q63AGgGaxmETgAXCyHmzXy/3wKqDWENc8dJu0cAvF8IMUcIsQrAOgAv6nrTxHbqEkK8HTSOp9p2fi3iTUoEQojXA/gjgCYY45+3gMaR7wdwJugL/udSSmuhA2NBCHEZgL+XUr5DCLEQrGFghBCbQcVxZQAOAvgYKFhgLX0ihPgKgOtAsyh2AfhLAJVgDT0RQtwH4DLQMou9AP4ZwMNw0E4I8U8APg7S+iYp5a+1bUtSDZlhGIZhZhNJTVkzDMMwzKyCDZlhGIZhYgAbMsMwDMPEADZkhmEYhokBbMgMwzAMEwPYkBmGYRgmBrAhMwzDMEwM+P8BvqRuyt3XtMsAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 576x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"\n",
"plt.figure(figsize=(8, 4))\n",
"plt.plot(arr, linestyle='-', color='b')\n",
"plt.ylim(0, 25)\n",
"plt.grid(True, which='both', linestyle=':')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 576x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(8, 4))\n",
"plt.hist(arr, bins=10, color='b', edgecolor='black') \n",
"plt.xlim(0, 25)\n",
"plt.ylim(0, 25)\n",
"plt.grid(True, which='both', linestyle=':')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
...
...
@@ -16,10 +97,9 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.
3
"
"version": "3.6.
4
"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
Write
Preview
Markdown
is supported
0%
Try again
or
attach a new file
Attach a file
Cancel
You are about to add
0
people
to the discussion. Proceed with caution.
Finish editing this message first!
Cancel
Please
register
or
sign in
to comment