2nd_moment.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from matplotlib import pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "data = np.loadtxt(\"4_25000_5000_500_6e-3_1e-5_2e-2_1e-2\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# TODO: parameters of the grid\n",
    "cells_num = 25000\n",
    "delta_r = 10 * 4 / 25000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1199, 625)\n",
      "(1207, 625)\n",
      "(1210, 625)\n",
      "(1217, 625)\n",
      "(1223, 625)\n",
      "(1235, 625)\n",
      "(1221, 625)\n",
      "(1209, 625)\n",
      "(1214, 625)\n",
      "(1182, 625)\n",
      "(1168, 625)\n",
      "(1169, 625)\n",
      "(1180, 625)\n",
      "(1193, 625)\n",
      "(1183, 625)\n",
      "(1188, 625)\n",
      "(1205, 625)\n",
      "(1212, 625)\n",
      "(1222, 625)\n",
      "(1219, 625)\n",
      "(1217, 625)\n",
      "(1227, 625)\n",
      "(1223, 625)\n",
      "(1197, 625)\n",
      "(1189, 625)\n",
      "(1178, 625)\n",
      "(1187, 625)\n",
      "(1174, 625)\n",
      "(1190, 625)\n",
      "(1163, 625)\n",
      "(1184, 625)\n",
      "(1202, 625)\n",
      "(1215, 625)\n",
      "(1218, 625)\n",
      "(1226, 625)\n",
      "(1214, 625)\n",
      "(1209, 625)\n",
      "(1247, 625)\n",
      "(1222, 625)\n",
      "(1239, 625)\n",
      "(1214, 625)\n",
      "(1214, 625)\n",
      "(1218, 625)\n",
      "(1224, 625)\n",
      "(1211, 625)\n",
      "(1204, 625)\n",
      "(1233, 625)\n",
      "(1246, 625)\n",
      "(1247, 625)\n",
      "(1242, 625)\n"
     ]
    }
   ],
   "source": [
    "super_rdf = []\n",
    "for time in range(4000, 5000, 20):\n",
    "    row = data[time, 2:]\n",
    "    rdf = []\n",
    "    for i in range(cells_num // 4, cells_num * 3 // 4):\n",
    "        if row[i] == 0:\n",
    "            continue\n",
    "        _rdf = np.zeros(int(cells_num * 0.025))\n",
    "        # computing rdf for an i-th guy\n",
    "        for j in range(0, int(cells_num * 0.25), 10):\n",
    "            right_cut = np.sum(row[i + j: i + j + 10])\n",
    "            left_cut = np.sum(row[i - j - 9: i - j + 1])\n",
    "            # we count j-th guy with him self\n",
    "            if j == 0:\n",
    "                    right_cut -= 2\n",
    "            _rdf[j // 10] = (right_cut + left_cut) / (2 * delta_r)\n",
    "        # multiply if there's more than one guy\n",
    "        _rdf *= row[i]\n",
    "        # \n",
    "        rdf.append(_rdf)\n",
    "    rdf = np.array(rdf)\n",
    "    print(rdf.shape)\n",
    "    # do not normalize rdf\n",
    "    rdf = rdf.mean(axis=0)\n",
    "    super_rdf.append(rdf)\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# дважды считаем пары, поэтому завышена оценка "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "super_rdf = np.array(super_rdf)\n",
    "super_rdf = super_rdf.mean(axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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6k4iOdbYPALBKOWa1s60sxEqB4KuIpamYQggs3LATj7y7HKff92/c9mLLGg4V+aJGteCa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\nh4WeYRimncNCzzAM085hoWcYhmnn/H82IIP/r6G2NgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x236299437b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# average for 10 times\n",
    "xx = np.linspace(0, int(cells_num * 0.5), super_rdf.shape[0])\n",
    "plt.plot(super_rdf)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# average for 50 times\n",
    "xx = np.linspace(0, int(cells_num * 0.5), super_rdf.shape[0])\n",
    "plt.plot(super_rdf)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "500.0\n",
      "2737.0\n",
      "2736.0\n",
      "2734.0\n",
      "2728.0\n",
      "2733.0\n",
      "2741.0\n",
      "2746.0\n",
      "2749.0\n",
      "2748.0\n",
      "2744.0\n",
      "2743.0\n",
      "2739.0\n",
      "2744.0\n",
      "2748.0\n",
      "2743.0\n",
      "2754.0\n",
      "2758.0\n",
      "2759.0\n",
      "2760.0\n",
      "2753.0\n",
      "2749.0\n",
      "2740.0\n",
      "2732.0\n",
      "2734.0\n",
      "2721.0\n",
      "2732.0\n",
      "2724.0\n",
      "2719.0\n",
      "2719.0\n"
     ]
    }
   ],
   "source": [
    "for i in range(30):\n",
    "    print(data[-i, 1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "  748.54045038  726.90783987  786.85362802  757.92326939  732.64178482\n",
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      "  739.41826522  731.59924937  728.7322769   744.37030859  783.98665555\n",
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      "  746.97664721  700.58381985  756.88073394  778.51334445  719.34945788\n",
      "  730.55671393  775.38573812  728.47164304  723.78023353  757.40200167\n",
      "  730.03544621  747.75854879  742.54587156  758.96580484  774.08256881\n",
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      "  754.27439533  766.0029191   749.84361968  727.16847373  749.58298582\n",
      "  750.36488741  749.84361968  720.13135947  760.00834028  759.48707256\n",
      "  774.34320267  768.86989158  763.39658048  738.8969975   737.07256047\n",
      "  757.92326939  739.67889908  729.25354462  749.58298582  740.98206839\n",
      "  770.43369475  738.37572977  719.61009174  733.16305254  723.2589658\n",
      "  780.85904921  782.68348624  745.6734779   745.41284404  743.32777314\n",
      "  743.06713928  775.90700584  770.95496247  758.96580484  746.45537948\n",
      "  774.34320267  748.80108424  760.79024187  748.54045038  739.67889908\n",
      "  752.71059216  777.47080901  788.67806505  738.11509591  741.76396997\n",
      "  750.88615513  744.63094245  721.43452877  756.09883236  751.66805671\n",
      "  725.08340284  762.87531276  750.88615513  705.53586322  771.99749791\n",
      "  758.96580484  728.21100917  725.86530442  761.05087573  749.58298582\n",
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      "  729.25354462  774.34320267  780.59841535  772.51876564  744.63094245\n",
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      "  746.71601334  751.40742285  759.2264387   715.96121768  736.03002502\n",
      "  723.78023353  756.88073394  741.24270225  762.35404504  742.2852377\n",
      "  736.03002502  731.59924937  761.05087573  763.13594662  752.97122602\n",
      "  775.64637198  746.97664721  748.80108424  717.00375313  738.63636364\n",
      "  734.46622185  757.92326939  746.45537948  750.62552127  748.01918265\n",
      "  738.37572977  743.58840701  754.53502919  748.54045038  714.65804837\n",
      "  774.08256881  769.3911593   755.05629691  742.02460384  745.15221018\n",
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      "  721.9557965   760.52960801  775.64637198  767.56672227  724.82276897\n",
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      "  776.1676397   730.03544621  721.43452877  733.68432027  740.20016681\n",
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      "  726.64720601  767.04545455  740.46080067  739.67889908  731.85988324\n",
      "  727.16847373  725.3440367   755.8381985   781.64095079  758.44453711\n",
      "  764.96038365  749.0617181   762.35404504  736.03002502  765.22101751\n",
      "  750.10425354  755.05629691  739.15763136  744.89157631  727.68974145\n",
      "  719.08882402  789.45996664  721.9557965   734.72685571  739.93953294\n",
      "  746.45537948  776.94954128  753.23185988  759.48707256  722.21643036\n",
      "  754.79566305  704.75396163  722.21643036  750.62552127  749.84361968\n",
      "  739.67889908  780.07714762  787.37489575  748.01918265  746.19474562\n",
      "  732.64178482  747.75854879  727.42910759  770.43369475  758.96580484\n",
      "  744.37030859  755.31693078  707.88156797  727.68974145  729.51417848\n",
      "  743.58840701  728.99291076  757.66263553  744.37030859  752.71059216\n",
      "  746.45537948  765.74228524  740.46080067  740.98206839  775.12510425\n",
      "  758.44453711  740.20016681  746.97664721  753.49249374  723.78023353\n",
      "  731.07798165  747.49791493  767.82735613  785.02919099  746.97664721\n",
      "  735.5087573   713.61551293  752.71059216  755.8381985   733.94495413\n",
      "  751.14678899  767.82735613  736.03002502  703.71142619  758.18390325\n",
      "  758.96580484  733.42368641  755.57756464  787.11426188  724.82276897\n",
      "  754.79566305  743.84904087  725.60467056  749.32235196  733.42368641]\n",
      "[ 880.06621188  731.59109149  707.26324238  723.06380417  732.59430177\n",
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      "  764.94783307  764.19542536  789.77728732  764.19542536  795.29494382\n",
      "  803.320626    759.68097913  755.66813804  765.95104334  773.47512039\n",
      "  769.71308186  769.96388443  776.73555377  739.11516854  788.27247191\n",
      "  806.33025682  756.67134831  802.81902087  766.95425361  755.41733547\n",
      "  787.77086677  758.42696629  783.50722311  717.04454254  782.25321027\n",
      "  739.11516854  789.52648475  773.97672552  757.17295345  786.7676565\n",
      "  783.50722311  769.96388443  788.27247191  768.96067416  771.71950241\n",
      "  768.96067416  737.35955056  775.98314607  791.5329053   787.26926164\n",
      "  793.79012841  768.96067416  746.13764045  774.47833066  766.45264848\n",
      "  759.43017657  739.11516854  805.82865169  748.39486356  794.29173355\n",
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      "  767.95746388  809.08908507  797.8029695   768.70987159  742.12479936\n",
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      "  787.52006421  765.70024077  770.214687    736.85794543  772.22110754\n",
      "  759.43017657  775.48154093  783.75802568  736.85794543  800.31099518\n",
      "  787.26926164  796.04735152  778.49117175  787.77086677  743.3788122\n",
      "  754.66492777  800.06019262  782.25321027  773.97672552  780.4975923\n",
      "  799.30778491  797.30136437  806.33025682  752.40770465  741.12158909\n",
      "  767.45585875  788.02166934  780.4975923   785.26284109  777.73876404\n",
      "  766.95425361  769.96388443  798.80617978  769.46227929  811.59711075\n",
      "  768.20826645  766.70345104  800.31099518  746.63924559  771.97030498\n",
      "  771.46869984  810.59390048  759.43017657  774.47833066  823.8864366\n",
      "  767.70666132  804.82544141  713.78410915  767.95746388  801.31420546\n",
      "  788.77407705  799.30778491  812.34951846  778.74197432  793.03772071\n",
      "  801.31420546  775.23073836  817.61637239  736.60714286  782.50401284\n",
      "  757.92536116  784.51043339  789.27568218  782.50401284  791.03130016\n",
      "  733.84831461  811.34630819  755.91894061  756.67134831  750.15048154\n",
      "  752.65850722  832.66452648  786.0152488   780.99919743  756.92215088\n",
      "  720.80658106  795.54574639  769.71308186  755.91894061  791.03130016\n",
      "  807.08266453  732.84510433  783.50722311  721.05738363  807.08266453\n",
      "  780.74839486  765.95104334  761.18579454  809.59069021  738.6135634\n",
      "  779.74518459  790.02808989  761.93820225  763.69382022  740.61998395\n",
      "  753.16011236  788.27247191  786.7676565   798.30457464  753.6617175\n",
      "  789.02487961  804.82544141  742.62640449  718.04775281  766.70345104\n",
      "  704.25361156  789.02487961  760.43338684  796.79975923  810.84470305\n",
      "  754.66492777  728.07985554  736.35634029  761.93820225  787.26926164\n",
      "  773.72592295  816.36235955  746.38844302  815.35914928  793.53932584\n",
      "  758.17616372  799.80939005  736.85794543  730.08627608  757.17295345\n",
      "  773.47512039  771.71950241  767.20505618  790.27889246  744.1312199\n",
      "  787.26926164  819.1211878   772.47191011  735.35313002  748.39486356\n",
      "  767.45585875  756.67134831  781.75160514  804.32383628  768.45906902\n",
      "  757.92536116  744.88362761  749.6488764   770.9670947   731.84189406\n",
      "  761.18579454  789.77728732  743.12800963  807.58426966  789.27568218\n",
      "  748.144061    721.80979133  775.7323435   778.49117175  758.42696629\n",
      "  806.07945425  805.07624398  771.71950241  730.08627608  754.66492777\n",
      "  793.03772071  767.20505618  765.4494382   732.84510433  766.70345104\n",
      "  752.90930979  836.92817014  771.46869984  757.92536116  763.69382022\n",
      "  766.70345104  769.46227929  758.42696629  807.58426966  784.51043339\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "  736.03002502  731.59924937  761.05087573  763.13594662  752.97122602\n",
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      "  734.46622185  757.92326939  746.45537948  750.62552127  748.01918265\n",
      "  738.37572977  743.58840701  754.53502919  748.54045038  714.65804837\n",
      "  774.08256881  769.3911593   755.05629691  742.02460384  745.15221018\n",
      "  712.83361134  697.19557965  743.58840701  738.63636364  751.14678899\n",
      "  769.65179316  745.15221018  749.32235196  747.23728107  750.36488741\n",
      "  721.9557965   760.52960801  775.64637198  767.56672227  724.82276897\n",
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      "  719.08882402  786.85362802  765.74228524  751.92869058  758.70517098\n",
      "  725.86530442  762.6146789   728.7322769   749.58298582  769.65179316\n",
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      "  736.55129274  757.14136781  780.33778148  744.10967473  768.60925771\n",
      "  745.15221018  727.95037531  728.47164304  704.75396163  734.20558799\n",
      "  736.55129274  744.63094245  745.41284404  731.07798165  720.39199333\n",
      "  754.53502919  743.84904087  734.72685571  751.66805671  748.80108424\n",
      "  751.14678899  740.46080067  722.47706422  794.93327773  716.74311927\n",
      "  770.69432861  734.72685571  715.70058382  765.22101751  766.78482068\n",
      "  721.43452877  758.18390325  787.37489575  744.10967473  765.22101751\n",
      "  767.30608841  770.95496247  696.1530442   750.88615513  722.73769808\n",
      "  740.20016681  742.02460384  746.71601334  720.91326105  744.63094245\n",
      "  766.52418682  719.34945788  797.01834862  760.79024187  746.97664721\n",
      "  768.34862385  734.98748957  733.68432027  729.77481234  759.48707256\n",
      "  782.68348624  713.0942452   781.11968307  748.27981651  723.2589658\n",
      "  763.65721435  771.73686405  757.66263553  775.38573812  701.6263553\n",
      "  771.47623019  735.76939116  721.17389491  746.71601334  760.79024187\n",
      "  776.1676397   730.03544621  721.43452877  733.68432027  740.20016681\n",
      "  754.79566305  756.62010008  760.79024187  748.27981651  741.50333611\n",
      "  724.82276897  748.27981651  756.62010008  748.01918265  746.19474562\n",
      "  743.84904087  735.76939116  782.16221852  746.19474562  744.89157631\n",
      "  775.38573812  753.49249374  730.55671393  726.64720601  763.65721435\n",
      "  726.64720601  767.04545455  740.46080067  739.67889908  731.85988324\n",
      "  727.16847373  725.3440367   755.8381985   781.64095079  758.44453711\n",
      "  764.96038365  749.0617181   762.35404504  736.03002502  765.22101751\n",
      "  750.10425354  755.05629691  739.15763136  744.89157631  727.68974145\n",
      "  719.08882402  789.45996664  721.9557965   734.72685571  739.93953294\n",
      "  746.45537948  776.94954128  753.23185988  759.48707256  722.21643036\n",
      "  754.79566305  704.75396163  722.21643036  750.62552127  749.84361968\n",
      "  739.67889908  780.07714762  787.37489575  748.01918265  746.19474562\n",
      "  732.64178482  747.75854879  727.42910759  770.43369475  758.96580484\n",
      "  744.37030859  755.31693078  707.88156797  727.68974145  729.51417848\n",
      "  743.58840701  728.99291076  757.66263553  744.37030859  752.71059216\n",
      "  746.45537948  765.74228524  740.46080067  740.98206839  775.12510425\n",
      "  758.44453711  740.20016681  746.97664721  753.49249374  723.78023353\n",
      "  731.07798165  747.49791493  767.82735613  785.02919099  746.97664721\n",
      "  735.5087573   713.61551293  752.71059216  755.8381985   733.94495413\n",
      "  751.14678899  767.82735613  736.03002502  703.71142619  758.18390325\n",
      "  758.96580484  733.42368641  755.57756464  787.11426188  724.82276897\n",
      "  754.79566305  743.84904087  725.60467056  749.32235196  733.42368641]\n"
     ]
    },
    {
     "ename": "IndexError",
     "evalue": "list index out of range",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mIndexError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-48-096a3f404470>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m30\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m     \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msuper_rdf\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m-\u001b[0m\u001b[0mi\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;31mIndexError\u001b[0m: list index out of range"
     ]
    }
   ],
   "source": [
    "for i in range(30):\n",
    "    print(super_rdf[-i])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
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   "language": "python",
   "name": "python3"
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   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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