Commit a580102f authored by dmar's avatar dmar

added folder for the 4th exercise

parent f0160f8a
......@@ -2,7 +2,7 @@
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
......@@ -14,7 +14,7 @@
},
{
"cell_type": "code",
"execution_count": 2,
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
......@@ -24,7 +24,7 @@
},
{
"cell_type": "code",
"execution_count": 3,
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
......@@ -67,7 +67,7 @@
},
{
"cell_type": "code",
"execution_count": 4,
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
......@@ -87,7 +87,7 @@
},
{
"cell_type": "code",
"execution_count": 23,
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
......@@ -101,22 +101,9 @@
},
{
"cell_type": "code",
"execution_count": 19,
"execution_count": null,
"metadata": {},
"outputs": [
{
"ename": "IndexError",
"evalue": "index 200 is out of bounds for axis 1 with size 200",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mIndexError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m<ipython-input-19-4be1c11f7d6c>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0;31m#average during the thermalized part of the simulation\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 6\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mn_step\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 7\u001b[0;31m \u001b[0mg_38\u001b[0m \u001b[0;34m+=\u001b[0m \u001b[0mg_step\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbox\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mn_bin\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mdist\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 8\u001b[0m \u001b[0mg_38\u001b[0m \u001b[0;34m/=\u001b[0m \u001b[0mn_step\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 9\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m<ipython-input-3-79309bc65b61>\u001b[0m in \u001b[0;36mg_step\u001b[0;34m(box, n_bin, d)\u001b[0m\n\u001b[1;32m 11\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mj\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0md\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 12\u001b[0m \u001b[0mg_index\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0md\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mj\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m/\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdel_bin\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 13\u001b[0;31m \u001b[0mg\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mg_index\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mastype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mint\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m+=\u001b[0m \u001b[0;36m2\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 14\u001b[0m \u001b[0;31m# we count both for i and j.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 15\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;31mIndexError\u001b[0m: index 200 is out of bounds for axis 1 with size 200"
]
}
],
"outputs": [],
"source": [
"n_bin = 200 #number of bin in the graph\n",
"box = 25 #side of the bon in the simulation \n",
......@@ -142,7 +129,7 @@
},
{
"cell_type": "code",
"execution_count": 6,
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
......@@ -159,32 +146,9 @@
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0,0.5,'radial distribution function')"
]
},
"execution_count": 18,
"execution_count": null,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAXwAAAEKCAYAAAARnO4WAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAIABJREFUeJzt3Xd4XOWV+PHvmaJqybJluXfjgmOwsWV6D0mAECCUAAmhhCy7STaFbH7spu4my24KSTaNBAgtIYSSECAQeu82bmCDe2+yZMu2ZLVp5/fHvSOP5dHozkijMnM+z6NHU+7MHI+sM6/OPe/7iqpijDEm9/n6OgBjjDG9wxK+McbkCUv4xhiTJyzhG2NMnrCEb4wxecISvjHG5ImsJnwRqRCRv4rIKhFZKSInZPP1jDHGdC6Q5ef/JfC0ql4iIgVASZZfzxhjTCckWxOvRKQceBeYrDa7yxhj+lw2R/iTgTrgbhGZDSwGvqqqTZ09YNiwYTpx4sQshmSMMbll8eLFu1W1ysux2RzhVwNvAyep6gIR+SXQoKrf7XDc9cD1AOPHj5+3efPmrMRjjDG5SEQWq2q1l2OzedJ2G7BNVRe41/8KzO14kKrerqrVqlpdVeXpQ8oYY0wGspbwVbUG2Coi092bPgx8kK3XM8YYk1q2u3S+DNznduhsAK7N8usZY4zpRFYTvqouAzzVlowxxmSXzbQ1xpg8YQnfGGPyhCV8Y4zJE5bwc9SWPc28vLq2r8MwxvQjlvBz1K2vruerDyzr6zCMMf2IJfwctWt/K82hSF+HYYzpRyzh56jaxjbCUSUSjfV1KMaYfsISfo6qbWwFoDViCd8Y47CEn4OiMWX3gRAALaFoH0djjOkvLOHnoPqmENGYswpqa9gSvjHGYQk/B8XLOWAJ3xhzkCX8HFTb2NZ+ucUSvjHGZQk/B9U1HEz4rWE7aWuMcVjCz0GJJR0b4Rtj4izh56BDSjrWpWOMcVnCz0G1DW0U+J0fbVvEEr4xxmEJPwfVNrYydmgxYCN8Y8xBlvBzUG1jG+OHlgBWwzfGHGQJP8eoKrWNbUxwE7516Rhj4izh55iGlgihSIxxNsI3xnRgCT/HxFsyh5cXURT00WYJ3xjjsoSfY+ItmcPLCikK+m2Eb4xpZwk/x7SP8MsKKQ76rUvHGNPOEn6OqXWXVRheXkRx0G/r4Rtj2lnCzzG1jW2UFPgZVBig0Eb4xpgElvBzTG1jG8PLCgEoDvpspq0xpl0gm08uIpuARiAKRFS1OpuvZ6C2oZXhZUUAzklbG+EbY1xZTfiuM1R1dy+8jgHqGts4cnQ5AMVBP/tbwn0ckTGmv7CSTo5JLOkUFfhtxytjTLtsJ3wFnhWRxSJyfbIDROR6EVkkIovq6uqyHE5uC0ViHGiLUFlaAEBRwG9LKxhj2mU74Z+kqnOBc4AvicipHQ9Q1dtVtVpVq6uqqrIcTm4LRZ3kXhjwA1Bc4LOJV8aYdllN+Kq6w/1eCzwCHJvN18t3YbfnPugXwKnhW0nHGBOXtYQvIqUiUha/DHwUWJGt1zMQjrkJP+D8WONLK6hqX4ZljOknstmlMwJ4RETir/NnVX06i6+X98JRJ7EH/QcTvqpT6omXeYwx+StrCV9VNwCzs/X85nDxkk5BQsIHaA1ZwjfGWFtmTgm7J20DCTV8sDXxjTEOS/g5JN6lEy/pFBc43+3ErTEGLOHnlHgNv72kE7ARvjHmIEv4OSTcYYRfVGAJ3xhzUJcJX0QuEpG1IrJfRBpEpFFEGnojOJOejn348RG+lXSMMeCtS+cnwCdUdWW2gzHd017DD8Rr+JbwjTEHeSnp7LJkPzB0rOHHu3RsPR1jDHgb4S8SkQeBR4G2+I2q+resRWUyEulYww86321NfGMMeEv45UAzztIIcQpYwu9nDrZlWh++MeZwXSZ8Vb22NwIx3XfY0gpWwzfGJPDSpTNWRB4RkVoR2SUiD4vI2N4IzqTnsLZM69IxxiTwctL2buDvwGhgDPC4e5vpZ8IdSjpBv+D3iZV0jDGAt4Rfpap3q2rE/boHsJ1K+qFQ5NC2TBGhKOCzLh1jDOAt4e8WkStFxO9+XQnsyXZgJn0d2zLB6cW3Eb4xBrwl/M8BnwJqgJ3AJe5tpp/pWMMHZ4lkq+EbY8Bbl84W4PxeiMV0Uzgawyfg90n7bZbwjTFxnSZ8EblRVX8iIr/G6bs/hKp+JauRmbSFo3rI6B6cXnybeGWMgdQj/PhyCot6IxDTfeFo7JD6PTizbe2krTEGUiR8VX3cvdisqn9JvE9ELs1qVCYj4WisfberuKKgn8bWSB9FZIzpT7yctP2mx9tMHwtHY0lLOlbDN8ZA6hr+OcC5wBgR+VXCXeWADRn7oVDk8Bq+nbQ1xsSlquHvwKnfnw8sTri9Ebghm0GZzISjMQoCSU7aWsI3xpC6hv8u8K6IPAI0qWoUQET8QGEvxWfS4JR0Dq3hFxf47aStMQbwVsN/FihOuF4MPJ+dcEx3JKvhFwZ9NsI3xgDeEn6Rqh6IX3Evl2QvJJOpUCd9+KFIjGjssKkUxpg84yXhN4nI3PgVEZkHtHh9AXf9naUi8kQmARrvIkn78J0lktsiNso3Jt952fHqa8BfRGSHe30UcFkar/FVnElc5WnGZtLUWVsmONsclhR4+XEbY3KVl7V03hGRGcB0QIBVqhr28uTuRikfB/4H+Hp3AjVdC0WVkoLkCb81Yidujcl3Xod884GJ7vHHiAiq+kcPj/sFcCNQlll4Jh3hSPKTtmAbmRtjPCR8EbkXmAIsA+JZQ4GUCV9EzgNqVXWxiJye4rjrgesBxo8f7y1qk5TTh9+hLTNo2xwaYxxeRvjVwExVTbfN4yTgfBE5FygCykXkT6p6ZeJBqno7cDtAdXW1tZJ0Q9Iavm1kboxxeenSWQGMTPeJVfWbqjpWVScClwMvdkz2pmclWx453qVjvfjGGC8j/GHAByKyEGiL36iqtilKPxPqokvHGJPfvCT8/+rui6jqy8DL3X0ek5qzHn7H5ZGdDwDr0jHGeGnLfKU3AjHdF0lR0mm1Eb4xec9Ll04jB7c4LACCOIup2USqfiYUjRHoLOHbTFtj8p6XEf4hPfQiciFwbNYiMhlR1aQlnUJ3uWTr0jHGeOnSOYSqPgqcmYVYTDdEY4oqnZd0bIlkY/Kel5LORQlXfTh9+dYv38+Eo86PJNhhA5Sg34ffJ7Z4mjHGU5fOJxIuR4BNwAVZicZkLBR1RvAdR/gARQGfjfCNMSn3tP2xqv478JSqPtSLMZkMhN2E37GGD7avrTHGkaqGf66IBIH/6K1gTObCqUb4Qdvm0BiTuqTzNLAbKBWRhoTbBVBry+xfwhG3hp8k4RcGfNaWaYzpfISvqv9PVQcD/1DV8oSvMkv2/U97DT+QJOEH/bRZSceYvNdlW6aq2gnaASAScxO+L1kN30ebLa1gTN5Luw/f9E+pSjpFATtpa4yxhJ8zUpV0ioLWlmmMsYSfMw526Rxe0im0Eb4xBm8zbU/CWSJ5gnt8vEtncnZDM+k42IffyQjfunSMyXteZtreCdwALObgnramn+mqD7/NSjrG5D0vCX+/qj6V9UhMt4RSnbS1mbbGGLwl/JdE5Gbgbxy6xeGSrEVl0tZe0gkkqeEHfbbjlTHGU8I/zv1enXCbYksk9yspSzoBP6FIjFhM8SXp0zfG5AcvG6Cc0RuBmO6JuMsjd9zxCpwRPkBbJEZxgb9X4zLG9B9dtmWKyGAR+bmILHK/fiYig3sjOONdKEVbZlEgvgmK1fGNyWde+vDvAhqBT7lfDcDd2QzKpC91W6aT8G15BWPym5ca/hRVvTjh+vdFZFm2AjKZSd2WafvaGmO8jfBbROTk+BV3IlZL9kIymWjf4jDFCN8mXxmT37yM8L8A/MGt2wtQD1yTzaBM+kKRFDX89hG+lXSMyWdeunSWAbNFpNy93tDFQ0wfCEdjBP2CSPK1dMBKOsbku1R72l6pqn8Ska93uB0AVf15qicWkSLgVaDQfZ2/qup/djtik5ST8JNX6KyGb4yB1CP8Uvd7WZL71MNztwFnquoBd2/c10XkKVV9O90gTdfCUSXQyaSq+AjfunSMyW+dJnxVvc29+LyqvpF4n3viNiVVVeCAezXofnn5oDAZCEdjFCRZCx8STtraCN+YvOalS+fXHm87jIj43RbOWuA5VV2Q5Jjr45O66urqvDytScJLScdWzDQmv6Wq4Z8AnAhUdajjlwOe5uerahSYIyIVwCMiMktVV3Q45nbgdoDq6mr7CyBD4aimSPjWlmmMST3CLwAG4XwolCV8NQCXpPMiqroPeBk4O6MoTZdCbpdOMoUBO2lrjEldw38FeEVE7lHVzek+sYhUAWFV3ScixcBZwI8zD9WkEo6kKunEa/hW0jEmn3mZeHWPiBxWalHVrpZHHoUzYcuP85fEQ6r6RAYxGg9SnbQN+n34fUKblXSMyWteEv43Ei4XARcDka4epKrvAcdkGJdJU6oaPkBRwGcjfGPynJeZtos73PSGiLySpXhMhlLV8MG2OTTGeEj4IjI04aoPmAeMzFpEJiPhaIxBhZ3/OAtthG9M3vNS0lmMM2FKcEo5G4HrshmUSV+qPnxwR/hWwzcmr3kp6UzqjUBM90SimrKkUxj002YlHWPympeSThHwReBknJH+68DvVLU1y7GZNIS6HOH7bC0dY/Kcl5LOH3G2OIwvp3AFcC9wabaCMukLR2NJtzeMKwrYSVtj8p2XhD9dVWcnXH9JRN7NVkAmM+FIF22ZQR+7D3TZTWuMyWFeFk9bKiLHx6+IyHHAGymON30gHI0RDKSo4dsI35i8l2rxtOU4NfsgcJWIbHGvTwA+6J3wjFdeavjWpWNMfktV0jmv16Iw3dZlDT/ot+WRjclzqRL+XlVt6DDxyvRT4agSsJm2xpgUUiX8P+OM8hMnXsUpMDmLcZk0xGJKNJb6pG1h0EertWUak9dSLY98njg7lp+mqlt6MSaTpnDMSeSpF0/zE4rEiMUUXyd73xpjclvKLh13X9pHeikWk6Fw1Fm9OlUNvzC+zaGN8o3JW17aMt8WkflZj8RkLByJj/BT1PADtpG5MfnOy8SrM4B/FpHNQBNOLV9V9eisRmY8C0fdhN/JBihwcNcrG+Ebk7+8JPxzsh6F6ZZQ1EMNP2j72hqT77yUdG5S1c2JX8BN2Q7MeOelht++r61NvjImb3lJ+B9KvOLuUTsvO+GYTMRLOqn68AsD8RG+lXSMyVedJnwR+aaINAJHi0iD+9UI1AKP9VqEpkuhiJeSjp20NSbfdZohVPWHqloG3Kyq5e5XmapWquo3ezFG04X4CD91Scdq+MbkOy8lnSdEpBRARK4UkZ+LyIQsx2XSEIk5NfyUM20D1qVjTL7zkvB/BzSLyGzgRmAzzqYopp/w1IdvJR1j8p6XhB9xZ9xeAPxSVX8JlGU3LJOOkKc+fHembQ6ftG0JRbnlpXX2oWZMJ7wk/EYR+SZwJfAPt0snmN2wTDo8La0QyP22zKdW7OTmZ1bz/MpdfR2KMf2Sl4R/GdAGXKeqNcAY4OauHiQi40TkJRFZKSLvi8hXuxmr6UTYJl4B8PaGPQAs2rS3jyMxpn/qcqatm+R/nnB9C95q+BHg31R1iYiUAYtF5DlVtd2yetjBhO+lhp+7JZ0FG+sBWLzZEr4xyaTqw3/d/d6Y0IffEL/e1ROr6k5VXeJebgRW4vx1YHqYlz78oN+H3ye05WhJZ+f+FjbvaaaytIAPdjbQ1GYbthvTUao+/JPd72UJffjxXvzydF5ERCYCxwALuhOsSS5ew0+V8AGKAr6cHeEv2OCM7j938iSiMeXdrfv6OCJj+p9UI/yhqb68voCIDAIeBr6mqof9ZSAi14vIIhFZVFdXl9m/Is95KelAbm9zuGDjHsqLAnzmuPGIwCIr6xhzmFQ1/MStDccDe93LFcAWYFJXTy4iQZxkf5+q/i3ZMap6O3A7QHV1taYTvHF4WR4ZnPV0cnWE//aGeo6dNJSKkgKmDS+zhG9MEqlKOpNUdTLwDPAJVR2mqpU4+9wmTd6J3O0R7wRWqurPuzreZK69pOProqQT9OdkW+auhlY27m7iuEmVAMybOISlm/cSjdn4wZhEXtoy56vqk/ErqvoUcJqHx50EfBY4U0SWuV/nZhinSaHFLdMUdjXCD/ppy8GSTrwd8/jJTsKvnjCExrYIa3Y19mVYxvQ7XjZA2S0i3wH+hFPiuRLY09WDVPV1nBKQybLWcJSioK/LzcmLgr6cXEtnwcZ6ygoDzBzt9BJUT3BOMS3avJcjR6XVX2BMTvMywr8CqMLZzPwR9/IV2QzKpKc5FKGkoOvP7qJAbp60XVPTyJGjy/G7H3jjhhZTVVbIEqvjG3MILxOv6gGbJduPNYeiFLsTq1IpCvrYfSD3+tNrGlqpnjCk/bqIMHX4IDbvaerDqIzpf7yM8E0/1xKKUlzgJeH72+v9uSIWU2ob2hgxuOiQ20cOLmLn/tY+isqY/skSfg5oCUcp8ZDwBxUGONCaWyP8+uYQoWiMkeWHJvzRg4upbWwjEs29cxbGZMoSfg7wWtIZXBykoTXcCxH1nhp3FD+qwwh/VEUR0ZhSd6CtL8Iypl/qtIYvIr/G6cpJSlW/kpWITNpaQlGGDSro8rjy4iDNoSjhaKzLZRgGil0NTsIf0WGEH/8A2Lm/lVGDi3s9LmP6o1QnbRf1WhSmW5pDEYoLuk5q5UXOj7uhJUzloMJsh9UratyEP7LjCN9N8jv3tTrzxI0xnSd8Vf1DbwZiMtcajlEc7Lotc3CJs29NQ2skdxL+/lZ8AlUd/j0HR/gtfRGWMf1Sl1lCRKqAfwdmAu3DKFU9M4txmTQ4ffhd1/DLi9yE35I7dfya/a1UlRUS6FCiGlwcpDjot04dYxJ4KeTeh7OW/STg+8Am4J0sxmTS1Bzy1qVTXuwk/P25lPAbWg/r0AGnF3/U4KL2k7rGGG8Jv1JV7wTCqvqKqn4OOD7LcRmPojGlLRJr39EqlcHF8ZJO7iT8XQ2th52wjRtVUcQOK+kY085Lwo9nh50i8nEROQYYm8WYTBriE6nSK+nkTi++04WTPOGPLC+2Eb4xCbwsnnaTiAwG/g34NVAO3JDVqIxnLaE0En6x8+POlZJOcyhCY2vksFm2caMritjV0EokGjusxm9MPvKyls4T7sX9wBnZDcekK57wiz0snlYc9BP0S86UdOKj92Q1fHBaNWMKdQfarBffGFJPvLpRVX/S2QQsm3jVPzSHnfKMl5m2IkJ5UTBnunTae/A7Sfij3SS/Y59NvjIGUo/wV7rfbQJWP9acRkkHnE6dXCnptI/wO6vhu7dbHd8YR6qJV4+7320CVj/W2l7S8ZjwiwI05MgCap3Nso2Lj/Bt8pUxjlQlncdJvZbO+VmJyKQlkxF+rpR0du1vpawo0OnmL+XFAZt8ZUyCVCWdn7rfLwJG4mxxCM5uV5uyGJNJQ7Pblumlhg9Owt++NzdGvDUNnbdkgjv5qqLIRvjGuFKVdF4BEJH/VtVTE+56XERezXpkxpOWkHvS1nNJJ3eWSK7Z3/mkq7hRthGKMe28NCdXicjk+BURmYSzr63pBw724XuZUuGuid8SQbXTat2A0dmyColGDS52Vsw0xniaeHUD8LKIbHCvTwT+OWsRmbQ0pzHTFpy6diga87wcQ38Vicaoa2xLWdIBZ4Rf22iTr4wBbxOvnhaRqcAM96ZVqmrbCPUTLaEoIlAY8JbM4ssr7G8JD+iEv/tAiJjS6SzbuFGDi4kp1Da2MbrCevFNfvM65JkKTAdmA5eJyFXZC8mkI769oYh4Or59AbUB3qkTXxStqxH+2CFOkt+WIyeqjemOLhO+iPwnzho6v8ZZWuEngLVk9hNeNzCPK8+RFTPjnUZjKkpSHjd+qHP/lvrmrMdkTH/nZYR/CfBhoEZVr8UZ5efGdkk5oCUU9dyhAwe3ORzos22373MS/uiK1CP80RXF+MQSvjHgLeG3qGoMiIhIOVALTO7iMYjIXSJSKyIruhuk6VxzKOK5Bx8SSzoDe7btjn0tlBcFKHPPSXSmIOBj1OBitlrCN8ZTwl8kIhXA74HFwBJgoYfH3QOcnXloxovmUNTTSplxvV3SqdnfymW3vcXG3U09+rzb97YwZkjqck7c+KElNsLvQFV5bW0dX39wGfe8sZFdDda6mg9SJnxxzgT+UFX3qeqtwEeAq93STkqq+ipQ3zNhms60hqOUpDHCb+/Sae6dhP/Ysu0s2FjPz59b06PPu31fC2M8dt1Ywj/UqpoGPnPHAj5750Keeb+G/3r8A47/4Qt865HlOTE/w3QuZcJX56f/aML1Tar6Xk8GICLXi8giEVlUV1fXk0+dF7zuZxtXEPBRHPT32gj/2Q92AfDEeztYu6uxx57XSfip6/dx4ytLqGtsa5+k5pWq5lwCXF3TyGW3vc2qmka+d95MlnzvIzz/9VP59LHj+fOCLdz6yoaun8QMWF5KOm+LyPxsBaCqt6tqtapWV1XZBN50tYSiFKWR8MGZfNUbNfzaxlaWbNnLNSdOpCTo55cvrO2R521oDdPYGmHMEG8j/HFup87WvV2P8lvDUa675x1O/clLzPzeM1x229u0RdL7oOivtuxp5rN3LqAo6OOxL53E506eRGHAzxHDy7jpwlmcd/QofvLMKp53P6RN7vGS8M8A3hKR9SLynogsF5EeHeWbzDWH0ivpgFPW6Y0unRdW1qIKl80fxzUnTeQfy3eypgdG+fGWTK8TqeKtmZv3dJ3wn1qxkxdW1TJjZBkXzBnNwk31/N9zPfNB1ZcaWsN89q4FhKIx7r3uuPYPwTgR4eZLZvOh0eV89YGlVtPPUV4S/jnAFOBM4BPAee530w+k24cP7hLJvVDSee6DXYwbWsyMkWV8/uTJlBYEuPWV9d1+3h374j346SV8L3X8+xdsZWJlCbd9dh4/uvhoLqsex+2vrmfJlr2ZB9wP3PLSOrbUN/P7q6qZNqIs6THFBX5+dfkxNIWi/HXxtl6O0PSGLhO+qm5O9tXV40TkfuAtYLqIbBOR63oiYHOoljS7dMBdQC3LCf9AW4TX1+3mozNHIiIMKS3gjBnDWbCh++fx4z34Xks6Q0qCDCoMdNmaua72AAs31XPZ/PHtM5e/c96RjBpczDceepfW8MAs7WzZ08zdr2/i4rljmT9xaMpjJ1cN4vjJQ3lo0VZisdw6f2G8L62QNlW9QlVHqWpQVceq6p3Zeq18FYnGCEVjafXhgzP5KtslnVfX1BGKxPjozBHttx09ZjDb97Ww50D3lmLavreFAr+PYaXe5v+JCOM8dOo8+M4WAj7hknlj228rKwryo4uPYsPuph4b9dY3hXh06XbufWsTd7y2gX3NoR553s788KmVBPzC//vYdE/HXzZ/HJv3NLNgozXZ5RpbPnAAS3elzLhyd4nkbHp+5S6GlASZN2FI+21HjR0MwPLt+7v13Nv3tTC6ogifz9v6QQDjhxanTPhtkSgPL9nOWUeOoKrs0A+Sk48YxtThg3hs2faMY070g8ff52sPLuO7j73PTf9YyY+eWtUjz5vMwo31PLWihn85bUqXewfEnTNrFGVFAR58Z0vW4jJ9wxL+AJbufrZxg4uDNLaGs/on+4rt+5k3YcghSxJ/aHQ5IrB8W/cTvtdyTtz4oSVsrW/u9N/83Ae7qG8Kcfmx4w67T0S48JgxvLNpL9s8dPqkcqAtwtPv13Dx3LG88+2zuOqECfxl8TY21B3o1vN25mfPrmZkeRH/dEqXk+PbFQX9XDBnNE+tqBnwS3CYQ1nCH8DS3c82rrwoSEyhKZSdUX4oEmNDXdNhJwfLioJMHlbKe90d4e9tad+g3KvxlaW0RWLUdVJO+sd7OxlRXsgpU5O3Bp8/ezQAjy3bkV6wHTz7fg2t4RhXHDuOqrJCvnzmVAoDPn7WwxPTAJZu2cuCjfV8/pRJaQ8KLqseT1skxt976K8a0z9Ywh/A4gk/7Rp+cXYXUNuw+wCRmDJ95OHdIEeNGdytEX5bJEptY1tGI3xI3qkTisR4be1uzpwxAn8nZaJxQ0uonjCEx5Zt79ZkrEeWbmfskOL2UldVWSGfO2kS/3hvJyu6+UHY0W2vbKC8KMDlx45P+7GzxpQzY2QZDy+xhJ9LLOEPYC3h9Pazjcv2Amqra5xe+xkjyw+776ixFdQ0tFKbYZ93jbs/rdeWzLj2hJ+kF/+dTfUcaItw5ozhKZ/jgmPGsGbXAVbuzGwuQW1jK2+s282Fc8Ycsn/B9adNpqIkyM3PrM7oeZNZX3eAZz6o4aoTJjKoML0uLnDKWJ88ZgzLtu7r8XWQTN+xhD+AtYRigPf9bOPi6+lkqzVzVU0jAZ8waVjpYfcd3c0TtwfXwU8v4Y+pKEY6WSb5xVW1FAR8nHREZcrn+PhRowj4hEczLHM8/u5OYgoXHjP6kNvLi4L886lTeGVNHUt7qN//jtc2EPT7uOakiRk/x/lzRiNCj52sNn3PEv4A1uzW4NOt4Q9zu1Dio+WetrqmkSlVgyhIsu3izFHl+ATey7Csk24PflxBwMekytKkE6heXFXLCZMru/zgHFpawGnTqnji3R0ZnfB+dOl2jhozmCOGH17quuqECQwpCfbI8hObdjfx8OLtXDpvLMMGZb51xajBxRw/qZJHl3avjNVfRG1egSX8gazFbctMd2/aCZUl+ISsdYasrmlMWr8HKC0McMTwQZmP8Pe1IAIju9jaMJmzZ43kzfV72J1w4nZD3QE27m7iw0emLufEffzoUezY38qybfvSeu0d+1pYvn0/n5g9Kun9pYUBPn/KZF5eXceyrek9dyJV5duPLqcw4OMrH56a8fPEffKYMWza08y73eys6iu1Da3c9fpGLrzlDY749pPM/5/nuei3b3DbK+s9TaRTVXYfaGNrfTMH2iID/oMv/eKe6Tcy7dIpDPgZP7SE9XU9X5ttbA2zfV8Lnz6u8xOFR42p4JU1daiq571447bsaWZ4WSGFgfQ3YD9/zmh++/J6nly+k6tOmAg4o3uAM6Z7S/hnzRxBgd/Hk+/tZO74IV3CBiP/AAAXj0lEQVQ/wPX62t0AnDat89e5+sSJ/P61DfzqhbXcdU1m6xU+snQ7b6zbw39fOMtz330qZx81ku88toJHl25nzriKbj9ftqkq9U0h3t22jwcWbuWFVbVEY8qHRpdz/amT2dsUYm3tAX741Cr+8OYmvvaRaZw/e/Qhg6b9LWEeXryNvy3dxoa6pvbfM4DCgI8ZI8uYPa6C+ROHcvr0qi434elPLOEPYC0ZJnyAKVWDWJ+FEX58cbTpnazXAk4d/+El29ixvzXtWvyybfs4aszgjGKbMbKcaSMG8fdlO9oT/kura5k2YtBhi4l1prwoyClTh/Hk8p1869wjPU/+em3dboaXFTJtxKBOjxlUGODzJ0/ip8+u4YWVu/jwkSM6PTaZ+qYQN/1jJXPHV/CZDDpzkikvCnLWkcN5/N0dfOvcI5OW6fpSKBJjwcY9LNhQz8JN9azc2UBjq1PqrCwt4POnTOLSeeM4Yvih7/ub63fzwydXceNf3+N/n1zJBbNH4/f5WFvbyDub6mkNx5gzroIrjh3P2CHFlBYE2Nscoraxjfd37Ofhxdv441ubKfA7536uO3kyJx1RmfYAprdZwh/A4iWddLt0AKYMH8Rr63YTjWmnrYiZWF3jfIh0VtIB2kfGizbVM2bOGM/Pva85xIa6Ji6eO7brgztx/uzR/PTZNWzf18Km3U28vaGe60/1PikJ4NyjRvHCqlqWbdvnaZQfiylvrNvN6dOqukwI15w0yZkZ+6fF3PLpuXz0QyM9xbTnQBvX/WERDS1h/veio9KahdyVT1WP48nlNTy8ZBtXpPlB0tQWYef+FsJRxSfChMqStEuQHcViymvrdvPo0u08v3IXja0R/D5h1pjBXDhnDBOHlXLE8EGcMLmy0w+oE6cM47EvncSb6/fwwDtbuH/hVnw+mDq8jEvnjeOy+eOYlWJgEY0pS7bs5dn3a3hs2Q6uvHMBc8dX8O9nz+C4yalP/vclS/gDWHMogk+gwJ/+qGtKVSmhSIzte1sYX+ltdOvF6poGSgv8KUfuM0eXU1YYYMHGei5II+Ev3eLUttMppXT0CTfh/+K5NTy9ooYjqgbxhdOnpPUc6ZZ1PtjZQH1TiJOnDuvy2EGFAf78+eO5+u6FfPG+JVxz4kSGlBZQGPBRFPRTFPRTOaiAcUOKGV5ehAA797dy/R8XsXN/K7d8Zm7SdtjuOG1aFbPHVfCbF9dx8dyxXY7yVZWnVtTw92U7eGl1LW2RWPt9AZ8wdUQZw8sKiakSjTlfqlBS6KeytJAR5YVMH1nGjJHlVJQEEaApFGXTniZW7mzgoXe2smlPM4OLg3zsQyM5Z9ZIjp9cSWma7ac+n3Dy1GGcPHUYreEoBX6f5w9Kv0+YP3Eo8ycO5d8+Op2/LN7G715ax2W3v811J0/i/31serc/2PY1h9i0p5kt9c2UFQY4bvLQtDvyOrKEP4A5u10FMvozckqV8yfu+roDPZrwV9U0Mm1kWcpfHL9PqJ44hAUb9qT13Eu27MUnB1s7MzGhspTZ4yr4y+JtDC8r5K5r57e3qXo1uDi9ss7r65z6/clHdJ3wAQaXBLn3umP54n1LuOP1jZ4eM6QkyJ//6fhD1i7qKSLC186ayrV3v8NfFm/lM8dN6PTYhtYw33joXZ79YBdVZYVccex45k4YQoFfCEWVVTsbWLGjgX0tYXwCfhF8PsHnc0pSa3cdoLaxlXC085Oj8yYM4YaPTOPsWSMzOpeTTHeSc1HQz2ePn8DFc8fwwydXcefrG3l1TR13XTPfc6kw0eY9Tfzi+bU8umw7ieeIg37h2ElD+eLpR3CSx/9LHVnCH8Baw9GMyjlwaMI/o4sJR16pKmt2NXL2rK7LEMdNruSl1XXUNbYdtlhZZ5Zu2ceMkeVpj+Q6uvqECdxU38xd18xP+xxCXLyss2TLXqq7WHL49bW7mT6ijOFpnEQtKwpy73XHoaq0RWK0hWO0RaK0hKPUNbaxbW8LtY2tCELAL5x15IiMkotXp0+rYs64Cm55cR2XzBubNNGuqmngX+5dzLa9LXzn40dy7UmTDisXxpeoSCUcjbG+7gCraxppaosSU6Uw4GPisFImDSvtVqtpNpUUBPjvC2fxkZkj+PL9S7nod29yz7Xz+dBobwOUSDTGT59dwx2vbSDgF647aRLHTa5kQmUJtQ1tvLa2jsff3cFn7ljAKVOH8e9nz0hZdkrGEv4Alu5+tomGlBYwtLSgR0/c1ja2sbc53OkGG4mOm+QkyYUb6/n40clbFRNFY8qyrfsOm7SUiYvmjuWCOWO6de7iY7NG8p1HV/DXxdtSJvzWcJSFm+r57PGdj4pTEZH2Ug44f4lMqCylemJGT5cxEeGGj0zj6rsW8psX1/H1j0w75C/LV9fU8cX7llBS4Of+64/vct39VIJ+HzNGlvd4aaq3nDqtioe/cAJX3bmQy257m1uvnNdlOW9/S5gv37+UV9fUcem8sXzjY9MP6bKaNqKMk6cO44aPTONPb2/mlpfWcd6vX+c8D787ifrXKXeTluZQNO11dBJNqSplfW3PtWYudNdPP8ZDXXvWmMGUFPhZsNFbWWdtbSMH2iLdqt8n6u6J6kGFAc49ahRPvLezfQJcMu9sqicUiXmq3/d3p04dxgVzRvPrF9fx7UdXEI7GaGgN88e3NnHtPe8wdkgxj/3rSd1K9rniiOFlPPzFExlTUczVdy/kvgWd7xn1xrrdXHjLG7y5bjf/+8mjuPnS2Z221BYF/Xz+lMm8cuMZ/OsZR/DCytq04rIR/gDm7HbVnYQ/iOd6cMPqN9fvoawwwKzRXY/Mgn4f8yYM8bwD1pLN3T9h29MurR7Lw0u28fSKGi7qpHPomfdrKAz42v+iGchEhP/71BzGVBTz25fX8/wHu6g70IaqM6q95dPHDKie9GwbNbiYv37hBL5y/1K+/cgKlm3ZxwVzxjB3QgUNLRFW7mzgT29v5oVVtYwdUsx9nz/Oc4dPeVGQb3xsOledMIERN3mPyRL+AJbJfraJplQN4oGmrextCjGktKDb8by1fjfHTR56yBr4qRw/uZKbn1lNfVOIoV28/pItexlaWsCEHjzB3F3HTRrKhMoSHlq0NWnCbwlFeWzpDj5+1Khud1f0Fz6fcOPZMzhi+CCeXF7DrDHlzJ84lOMnV/Zoe2+uKCsKcsfV8/nx087J3L902DWtrDDAf5wzg2tOnJjRieN0zguBJfwBrTkUZUhJ5ol6ynBncbMNuw8wr7R7I9Dt+1rYtKeZz7oTmrxIrON3daJ36Za9zB1f0a8mtogIl8wdy8+eW8OWPc2HdTs9uXwnjW0RLpt/+KYqA91Fc8d2+leNOZTfJ3zr3CP58plHsHjzXpZu2cfQ0gKOHFXOzNHlGa1mmimr4Q9gLaFIt0s6QI/U8d9a79TiT5zifdLJ0WMrKAr6eMNtW+zMjn0trK9r8nRuoLddPG8sIvBAku0AH1y0lUnDSjk2B8o5pvvKioKcPn24c/L7xIkcO2loryZ7sIQ/oDWHopR046Tt2CElFPh9PdKp8+b63QwtLUi5pEJHBQEfH505kkeWbk+5Gctdr2/E73O2GexvRlcUc86skdzx2kZW7mxov31D3QEWbqznU9Xj+tVfJSa/WcIfoPa3hKlvCjGsLPOSjt9ds35lTWYbesSpKm+t38MJkyvTntJ//amTOdAW4c8Lkm+Yvb8lzP0Lt/CJo0dl3DOfbT+4YBblxUG+9sCy9hUYH1y0Fb9PuHhe//uQMvnLEv4A9cLKXURiyllpLrDV0RkzhvPa2rpuLZW8aU8zO/e3cmIXG4gkM2vMYE6ZOoy73thIW+Tw5Wr/vGALTaEo15+a3vIHvWnYoEJ+eunRrN7VyNcfWsY/37uIu17fyIdnDGd4WfdXrDSmp1jCH6CeXF7D6MFF3V6y9rqTJ1Hg93HrK+szfo431zs1+BOnZNZr/i+nTaGusY1Hlx66s1JbJMrdb2zklKnDmOmh1bMvnT59ONecOJEnl9ewZMs+rjphIjd9clZfh2XMIaxLZwBqbA3z6to6rjxuQrfrw1VlhVw+fxz3LdjCV8+alnbZpDUc5e43NjF+aAkTM2yZPHFKJbPGlHPrKxs4c8YIqsoKicaUX72wltrGNn72qdkZPW9v++55M7lo7hhmjir33JpqTG/K6v9KETlbRFaLyDoR+Y9svlY+eXFVLaFIjHOP8rZ0bleuP80pl/z+1Q1pP/bHT69iXe0B/ueTszL+8BER/u2j09m2t5kzf/oyv3lxLZfc+ia3vLSejx89yvOiY33N7xOOHlthyd70W1n7nykifuAW4BxgJnCFiMzM1uvlk6eW1zC8rLDHZp2OqSjmk8eM4f6FW3hlTZ3nx72+djd3v7GJa06cyClTq7oVwxnTh/PM105l3sQh/PTZNWzc3cQvLpvDb644xrpcjOkh2SzpHAusU9UNACLyAHAB8EEWXzPnNbVFeGl1LZfPH9ejm1x89aypvLOpnqvvWshHZ47gmhMnMmFYKSPLiw6bQbl5TxOPLN3OH9/azJSqUv7jnBk9EsPkqkHcfc18lmzZy4TK/rsqojEDVTYT/hhga8L1bcBxqR6wrvYAH/n5K1kMaeBSnHr5/uYwbZEY5xyV3ip5XRk7pIRnbjiVO17byG9eXMez7ho7IlDsrtYYjSkt4SihSAwROH5SJd+/4EPd3ughkYgwb4JNVDImG7KZ8JMNPw/b1UBErgeuBxg8ejJTU+z5me+KAn7KigKMG1rCsVlYkbAw4OdLZxzBFceOZ+XOBjbvaaZmfwst4SjNoShBv7PrUlVZIefMGsnoftoXb4xJTlQ731mmW08scgLwX6r6Mff6NwFU9YedPaa6uloXLVqUlXiMMSYXichiVa32cmw22wneAaaKyCQRKQAuB/6exdczxhiTQtZKOqoaEZF/BZ4B/MBdqvp+tl7PGGNMalmdeKWqTwJPZvM1jDHGeGMzRIwxJk9YwjfGmDxhCd8YY/KEJXxjjMkTlvCNMSZPZG3iVSZEpBFY3ddxJDEMSL3xat+wuNJjcaXH4kpPX8U1QVU9rV7Y39bDX+11xlhvEpFFFpd3Fld6LK70WFyZs5KOMcbkCUv4xhiTJ/pbwr+9rwPohMWVHosrPRZXeiyuDPWrk7bGGGOyp7+N8I0xxmRJryf8rjY2F5FCEXnQvX+BiEzsJ3FdIyJ1IrLM/fp8L8V1l4jUisiKTu4XEfmVG/d7IjK3n8R1uojsT3i/vtcLMY0TkZdEZKWIvC8iX01yTK+/Xx7j6ov3q0hEForIu25c309yTK//PnqMq09+H93X9ovIUhF5Isl9fZK/PFPVXvvCWSZ5PTAZKADeBWZ2OOaLwK3u5cuBB/tJXNcAv+nN98t93VOBucCKTu4/F3gKZ4ex44EF/SSu04Enevm9GgXMdS+XAWuS/Bx7/f3yGFdfvF8CDHIvB4EFwPEdjumL30cvcfXJ76P72l8H/pzs59UX71c6X709wm/f2FxVQ0B8Y/NEFwB/cC//FfiwiPTcbt2Zx9UnVPVVoD7FIRcAf1TH20CFiPTshreZxdXrVHWnqi5xLzcCK3H2Vk7U6++Xx7h6nfseHHCvBt2vjif1ev330WNcfUJExgIfB+7o5JC+yF+e9XbCT7axecf/+O3HqGoE2A9U9oO4AC52ywB/FZFxWY7JK6+x94UT3D/LnxKRD/XmC7t/Sh+DMzpM1KfvV4q4oA/eL7c8sQyoBZ5T1U7fr178ffQSF/TN7+MvgBuBWCf398n75VVvJ3wvG5t72vy8h3l5zceBiap6NPA8Bz/F+1pfvF9eLMGZ8j0b+DXwaG+9sIgMAh4GvqaqDR3vTvKQXnm/uoirT94vVY2q6hxgLHCsiMzqcEifvF8e4ur130cROQ+oVdXFqQ5Lclt/+H0Eej/hbwMSP4nHAjs6O0ZEAsBgsl866DIuVd2jqm3u1d8D87Ick1de3tNep6oN8T/L1dn5LCgiw7L9uiISxEmq96nq35Ic0ifvV1dx9dX7lfD6+4CXgbM73NUXv49dxtVHv48nAeeLyCacsu+ZIvKnDsf06fvVld5O+F42Nv87cLV7+RLgRXXPgPRlXB3qvOfj1GH7g78DV7ndJ8cD+1V1Z18HJSIj47VLETkW5//aniy/pgB3AitV9eedHNbr75eXuPro/aoSkQr3cjFwFrCqw2G9/vvoJa6++H1U1W+q6lhVnYiTI15U1Ss7HNYX+cuzXl08TTvZ2FxEfgAsUtW/4/xi3Csi63A+GS/vJ3F9RUTOByJuXNdkOy4AEbkfp4NjmIhsA/4T5yQWqnorzp7B5wLrgGbg2n4S1yXAF0QkArQAl/fCf/yTgM8Cy936L8C3gPEJcfXF++Ulrr54v0YBfxARP84HzEOq+kRf/z56jKtPfh+T6Qfvl2c209YYY/KEzbQ1xpg8YQnfGGPyhCV8Y4zJE5bwjTEmT1jCN8aYPGEJ3/QaEfkvEfmGe/kHInJWimMvFJGZvRdd0tf/Xofb3nXbUbPxeteIyOgsPXeBiLzqTgQyecwSvukTqvo9VX0+xSEXAn2W8HHWS/lt/IqIHInz+3KqiJRm4fWuAZImfLcfPWPugoAvAJd153nMwGcJ32SViHxbnH0GngemJ9x+j4hc4l7+kYh84C6E9VMRORFn9uTN4qx1PkVE/klE3nFH2Q+LSEnC8/xKRN4UkQ3x53Tvu1FElruP+ZF72xQReVpEFovIayIyI0nM04A2Vd2dcPOngXuBZ93Y4se+LCI/Fmf99jUicop7e4mIPOT+mx4UZ230anEWBbtHRFa4sd3gxlwN3Of+e4tFZJOIfE9EXgcuFZE5IvK2+3yPiMiQhNf/P3cEv1JE5ovI30RkrYjclBD/o8BnuvGjNLmgt9Zhtq/8+8JZ32Q5UAKU48xu/YZ73z04s0uHAqs5OAmwIvH+hOeqTLh8E/DlhOP+gjN4mYmzzDXAOcCbQIl7faj7/QVgqnv5OJyp7x3jvhb4WYfb1gATgI8Cf0+4/eX4sTgzeJ93L38DuM29PAtnRmi1+548l/D4ioTnqU64fRNwY8L194DT3Ms/AH6R8Lgfu5e/irMu0CigEGddl0r3Pj9Q19f/J+yrb79shG+y6RTgEVVtVmd1yI7rJgE0AK3AHSJyEc5yB8nMckfky3FGqonLBz+qqjFV/QAY4d52FnC3qjYDqGq9OKtVngj8xV3i4Dac5NjRKKAufkVE5uMky804Hxhz4yNsV3wxtMXARPfyyTgLbKGqK3ASNsAGYLKI/FpEznb//Z150H39wTgfDK+4t/8BZwOauPj7uhx4X53199vc1xrnxhAFQiJSluL1TI6zhG+yLeXaHeqsGX4szkqSFwJPd3LoPcC/qupRwPeBooT72hIuS8L3jq/tA/ap6pyEryOTvFZLh+e/ApghziqJ63H+Wrk4yetHObg+VdJNL1R1LzAbZ2T+JTrfSAOgKcV9ieKvH+PQ9yLGoetlFeJ8uJo8ZQnfZNOrwCfdmnQZ8ImOB7ij7sHqLAn8NWCOe1cjznaAcWXATnGWGfZSi34W+FxCrX+o+1fGRhG51L1NRGR2kseuBI5wj/EBlwJHq+pEdVZKvADnQyCV14FPuc8xEzjKvTwM8Knqw8B3cbaJTPbvbaeq+4G98fMDOAuxvZLs2M6ISCXOXynhdB5ncou1aZmsUdUlIvIgsAzYDLyW5LAy4DERKcIZFd/g3v4A8HsR+QpOrf+7OLtEbcYpXaQsTajq0yIyB1gkIiGcVTK/hfNh8TsR+Q7O6p4P4OxhnOhV4GciIjilk+2qur3D/TMl9daIv8VZ8fE9YClOSWc/zo5Id7sfJADfdL/fA9wqIi3ACUme72r3/hKcUk26q3yegfMemDxmq2Uak4SI/BJ4XFO3jqZ6vB8IqmqriEzBqf1PU6dFsteJyN+Ab6rq6r54fdM/2AjfmOT+F6eLJ1MlwEtuCUqAL/Rhsi/AObFtyT7P2QjfGGPyhJ20NcaYPGEJ3xhj8oQlfGOMyROW8I0xJk9YwjfGmDxhCd8YY/LE/wfioyDdAhDJkgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"outputs": [],
"source": [
"n_bin = 400 \n",
"box = 30 \n",
......@@ -210,7 +174,7 @@
},
{
"cell_type": "code",
"execution_count": 9,
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
......@@ -227,32 +191,9 @@
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0,0.5,'radial distribution function')"
]
},
"execution_count": 11,
"execution_count": null,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"outputs": [],
"source": [
"n_bin = 400 \n",
"box = 40 \n",
......@@ -278,7 +219,7 @@
},
{
"cell_type": "code",
"execution_count": 12,
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
......@@ -295,32 +236,9 @@
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0,0.5,'radial distribution function')"
]
},
"execution_count": 17,
"execution_count": null,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"outputs": [],
"source": [
"n_bin = 400 \n",
"box = 45 \n",
......@@ -346,32 +264,9 @@
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0,0.5,'T')"
]
},
"execution_count": 16,
"execution_count": null,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"outputs": [],
"source": []
},
{
......
......@@ -2,7 +2,7 @@
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
......@@ -14,7 +14,7 @@
},
{
"cell_type": "code",
"execution_count": 2,
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
......@@ -26,7 +26,7 @@
},
{
"cell_type": "code",
"execution_count": 3,
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
......@@ -70,7 +70,7 @@
},
{
"cell_type": "code",
"execution_count": 9,
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
......@@ -100,32 +100,9 @@
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0,0.5,'radial distribution function')"
]
},
"execution_count": 8,
"execution_count": null,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"outputs": [],
"source": [
"n_bin = 300 #number of bin in the graph\n",
"box = cell_side #side of the bon in the simulation \n",
......@@ -172,7 +149,7 @@
},
{
"cell_type": "code",
"execution_count": 4,
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
......@@ -195,32 +172,9 @@
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0,0.5,'radial distribution function')"
]
},
"execution_count": 5,
"execution_count": null,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"outputs": [],
"source": [
"\n",
"\n",
......@@ -249,32 +203,9 @@
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0,0.5,'radial distribution function')"
]
},
"execution_count": 11,
"execution_count": null,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"outputs": [],
"source": [
"plt.plot(g_400[0],g_400[1])\n",
"plt.plot(g_20[0],g_20[1])\n",
......@@ -285,7 +216,7 @@
},
{
"cell_type": "code",
"execution_count": 1,
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
......@@ -294,22 +225,9 @@
},
{
"cell_type": "code",
"execution_count": 17,
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 864x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"outputs": [],
"source": [
"data38 = np.loadtxt('production_38-1.ener' )\n",
"data150 = np.loadtxt('production_150-1.ener')\n",
......@@ -393,23 +311,6 @@
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": []
},
{
"cell_type": "code",
"execution_count": null,
......
Markdown is supported
0% or .
You are about to add 0 people to the discussion. Proceed with caution.
Finish editing this message first!
Please register or to comment