PRW_file_test.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "               0                                                           577.5\n",
      "               +---------------------------------------------------------------+\n",
      "[-inf, 0)  0   |                                                               |\n",
      "[0, 1)     0   |                                                               |\n",
      "[1, 2)     0   |                                                               |\n",
      "[2, 3)     0   |                                                               |\n",
      "[3, 4)     0   |                                                               |\n",
      "[4, 5)     10  |*                                                              |\n",
      "[5, 6)     10  |*                                                              |\n",
      "[6, 7)     10  |*                                                              |\n",
      "[7, 8)     10  |*                                                              |\n",
      "[8, 9)     10  |*                                                              |\n",
      "[9, 10)    30  |***                                                            |\n",
      "[10, 11)   110 |************                                                   |\n",
      "[11, 12)   170 |*******************                                            |\n",
      "[12, 13)   250 |***************************                                    |\n",
      "[13, 14)   300 |*********************************                              |\n",
      "[14, 15)   340 |*************************************                          |\n",
      "[15, 16)   350 |**************************************                         |\n",
      "[16, 17)   360 |***************************************                        |\n",
      "[17, 18)   400 |********************************************                   |\n",
      "[18, 19)   460 |**************************************************             |\n",
      "[19, 20)   470 |***************************************************            |\n",
      "[20, 21)   480 |****************************************************           |\n",
      "[21, 22)   490 |*****************************************************          |\n",
      "[22, 23)   460 |**************************************************             |\n",
      "[23, 24)   490 |*****************************************************          |\n",
      "[24, 25)   480 |****************************************************           |\n",
      "[25, 26)   550 |************************************************************   |\n",
      "[26, 27)   450 |*************************************************              |\n",
      "[27, 28)   440 |************************************************               |\n",
      "[28, 29)   440 |************************************************               |\n",
      "[29, 30)   400 |********************************************                   |\n",
      "[30, 31)   380 |*****************************************                      |\n",
      "[31, 32)   340 |*************************************                          |\n",
      "[32, 33)   300 |*********************************                              |\n",
      "[33, 34)   270 |*****************************                                  |\n",
      "[34, 35)   200 |**********************                                         |\n",
      "[35, 36)   130 |**************                                                 |\n",
      "[36, 37)   110 |************                                                   |\n",
      "[37, 38)   80  |*********                                                      |\n",
      "[38, 39)   70  |********                                                       |\n",
      "[39, 40)   60  |*******                                                        |\n",
      "[40, 41)   40  |****                                                           |\n",
      "[41, 42)   20  |**                                                             |\n",
      "[42, 43)   10  |*                                                              |\n",
      "[43, 44)   10  |*                                                              |\n",
      "[44, 45)   10  |*                                                              |\n",
      "[45, 46)   0   |                                                               |\n",
      "[46, 47)   0   |                                                               |\n",
      "[47, 48)   0   |                                                               |\n",
      "[48, 49)   0   |                                                               |\n",
      "[49, 50)   0   |                                                               |\n",
      "[50, 51)   0   |                                                               |\n",
      "[51, 52)   0   |                                                               |\n",
      "[52, 53)   0   |                                                               |\n",
      "[53, 54)   0   |                                                               |\n",
      "[54, 55)   0   |                                                               |\n",
      "[55, 56)   0   |                                                               |\n",
      "[56, 57)   0   |                                                               |\n",
      "[57, 58)   0   |                                                               |\n",
      "[58, 59)   0   |                                                               |\n",
      "[59, 60)   0   |                                                               |\n",
      "[60, 61)   0   |                                                               |\n",
      "[61, 62)   0   |                                                               |\n",
      "[62, 63)   0   |                                                               |\n",
      "[63, 64)   0   |                                                               |\n",
      "[64, 65)   0   |                                                               |\n",
      "[65, 66)   0   |                                                               |\n",
      "[66, 67)   0   |                                                               |\n",
      "[67, 68)   0   |                                                               |\n",
      "[68, 69)   0   |                                                               |\n",
      "[69, 70)   0   |                                                               |\n",
      "[70, 71)   0   |                                                               |\n",
      "[71, 72)   0   |                                                               |\n",
      "[72, 73)   0   |                                                               |\n",
      "[73, 74)   0   |                                                               |\n",
      "[74, 75)   0   |                                                               |\n",
      "[75, 76)   0   |                                                               |\n",
      "[76, 77)   0   |                                                               |\n",
      "[77, 78)   0   |                                                               |\n",
      "[78, 79)   0   |                                                               |\n",
      "[79, 80)   0   |                                                               |\n",
      "[80, 81)   0   |                                                               |\n",
      "[81, 82)   0   |                                                               |\n",
      "[82, 83)   0   |                                                               |\n",
      "[83, 84)   0   |                                                               |\n",
      "[84, 85)   0   |                                                               |\n",
      "[85, 86)   0   |                                                               |\n",
      "[86, 87)   0   |                                                               |\n",
      "[87, 88)   0   |                                                               |\n",
      "[88, 89)   0   |                                                               |\n",
      "[89, 90)   0   |                                                               |\n",
      "[90, 91)   0   |                                                               |\n",
      "[91, 92)   0   |                                                               |\n",
      "[92, 93)   0   |                                                               |\n",
      "[93, 94)   0   |                                                               |\n",
      "[94, 95)   0   |                                                               |\n",
      "[95, 96)   0   |                                                               |\n",
      "[96, 97)   0   |                                                               |\n",
      "[97, 98)   0   |                                                               |\n",
      "[98, 99)   0   |                                                               |\n",
      "[99, 100)  0   |                                                               |\n",
      "[100, inf] 0   |                                                               |\n",
      "               +---------------------------------------------------------------+\n",
      "               0                                                           577.5\n",
      "               +---------------------------------------------------------------+\n",
      "[-inf, 0)  0   |                                                               |\n",
      "[0, 1)     0   |                                                               |\n",
      "[1, 2)     0   |                                                               |\n",
      "[2, 3)     0   |                                                               |\n",
      "[3, 4)     0   |                                                               |\n",
      "[4, 5)     10  |*                                                              |\n",
      "[5, 6)     10  |*                                                              |\n",
      "[6, 7)     10  |*                                                              |\n",
      "[7, 8)     10  |*                                                              |\n",
      "[8, 9)     10  |*                                                              |\n",
      "[9, 10)    30  |***                                                            |\n",
      "[10, 11)   110 |************                                                   |\n",
      "[11, 12)   170 |*******************                                            |\n",
      "[12, 13)   250 |***************************                                    |\n",
      "[13, 14)   300 |*********************************                              |\n",
      "[14, 15)   340 |*************************************                          |\n",
      "[15, 16)   350 |**************************************                         |\n",
      "[16, 17)   360 |***************************************                        |\n",
      "[17, 18)   400 |********************************************                   |\n",
      "[18, 19)   460 |**************************************************             |\n",
      "[19, 20)   470 |***************************************************            |\n",
      "[20, 21)   480 |****************************************************           |\n",
      "[21, 22)   490 |*****************************************************          |\n",
      "[22, 23)   460 |**************************************************             |\n",
      "[23, 24)   490 |*****************************************************          |\n",
      "[24, 25)   480 |****************************************************           |\n",
      "[25, 26)   550 |************************************************************   |\n",
      "[26, 27)   450 |*************************************************              |\n",
      "[27, 28)   440 |************************************************               |\n",
      "[28, 29)   440 |************************************************               |\n",
      "[29, 30)   400 |********************************************                   |\n",
      "[30, 31)   380 |*****************************************                      |\n",
      "[31, 32)   340 |*************************************                          |\n",
      "[32, 33)   300 |*********************************                              |\n",
      "[33, 34)   270 |*****************************                                  |\n",
      "[34, 35)   200 |**********************                                         |\n",
      "[35, 36)   130 |**************                                                 |\n",
      "[36, 37)   110 |************                                                   |\n",
      "[37, 38)   80  |*********                                                      |\n",
      "[38, 39)   70  |********                                                       |\n",
      "[39, 40)   60  |*******                                                        |\n",
      "[40, 41)   40  |****                                                           |\n",
      "[41, 42)   20  |**                                                             |\n",
      "[42, 43)   10  |*                                                              |\n",
      "[43, 44)   10  |*                                                              |\n",
      "[44, 45)   10  |*                                                              |\n",
      "[45, 46)   0   |                                                               |\n",
      "[46, 47)   0   |                                                               |\n",
      "[47, 48)   0   |                                                               |\n",
      "[48, 49)   0   |                                                               |\n",
      "[49, 50)   0   |                                                               |\n",
      "[50, 51)   0   |                                                               |\n",
      "[51, 52)   0   |                                                               |\n",
      "[52, 53)   0   |                                                               |\n",
      "[53, 54)   0   |                                                               |\n",
      "[54, 55)   0   |                                                               |\n",
      "[55, 56)   0   |                                                               |\n",
      "[56, 57)   0   |                                                               |\n",
      "[57, 58)   0   |                                                               |\n",
      "[58, 59)   0   |                                                               |\n",
      "[59, 60)   0   |                                                               |\n",
      "[60, 61)   0   |                                                               |\n",
      "[61, 62)   0   |                                                               |\n",
      "[62, 63)   0   |                                                               |\n",
      "[63, 64)   0   |                                                               |\n",
      "[64, 65)   0   |                                                               |\n",
      "[65, 66)   0   |                                                               |\n",
      "[66, 67)   0   |                                                               |\n",
      "[67, 68)   0   |                                                               |\n",
      "[68, 69)   0   |                                                               |\n",
      "[69, 70)   0   |                                                               |\n",
      "[70, 71)   0   |                                                               |\n",
      "[71, 72)   0   |                                                               |\n",
      "[72, 73)   0   |                                                               |\n",
      "[73, 74)   0   |                                                               |\n",
      "[74, 75)   0   |                                                               |\n",
      "[75, 76)   0   |                                                               |\n",
      "[76, 77)   0   |                                                               |\n",
      "[77, 78)   0   |                                                               |\n",
      "[78, 79)   0   |                                                               |\n",
      "[79, 80)   0   |                                                               |\n",
      "[80, 81)   0   |                                                               |\n",
      "[81, 82)   0   |                                                               |\n",
      "[82, 83)   0   |                                                               |\n",
      "[83, 84)   0   |                                                               |\n",
      "[84, 85)   0   |                                                               |\n",
      "[85, 86)   0   |                                                               |\n",
      "[86, 87)   0   |                                                               |\n",
      "[87, 88)   0   |                                                               |\n",
      "[88, 89)   0   |                                                               |\n",
      "[89, 90)   0   |                                                               |\n",
      "[90, 91)   0   |                                                               |\n",
      "[91, 92)   0   |                                                               |\n",
      "[92, 93)   0   |                                                               |\n",
      "[93, 94)   0   |                                                               |\n",
      "[94, 95)   0   |                                                               |\n",
      "[95, 96)   0   |                                                               |\n",
      "[96, 97)   0   |                                                               |\n",
      "[97, 98)   0   |                                                               |\n",
      "[98, 99)   0   |                                                               |\n",
      "[99, 100)  0   |                                                               |\n",
      "[100, inf] 0   |                                                               |\n",
      "               +---------------------------------------------------------------+\n",
      "               0                                                           577.5\n",
      "               +---------------------------------------------------------------+\n",
      "[-inf, 0)  0   |                                                               |\n",
      "[0, 1)     9   |*                                                              |\n",
      "[1, 2)     9   |*                                                              |\n",
      "[2, 3)     9   |*                                                              |\n",
      "[3, 4)     9   |*                                                              |\n",
      "[4, 5)     10  |*                                                              |\n",
      "[5, 6)     10  |*                                                              |\n",
      "[6, 7)     10  |*                                                              |\n",
      "[7, 8)     10  |*                                                              |\n",
      "[8, 9)     10  |*                                                              |\n",
      "[9, 10)    30  |***                                                            |\n",
      "[10, 11)   110 |************                                                   |\n",
      "[11, 12)   170 |*******************                                            |\n",
      "[12, 13)   250 |***************************                                    |\n",
      "[13, 14)   300 |*********************************                              |\n",
      "[14, 15)   340 |*************************************                          |\n",
      "[15, 16)   350 |**************************************                         |\n",
      "[16, 17)   360 |***************************************                        |\n",
      "[17, 18)   400 |********************************************                   |\n",
      "[18, 19)   460 |**************************************************             |\n",
      "[19, 20)   470 |***************************************************            |\n",
      "[20, 21)   480 |****************************************************           |\n",
      "[21, 22)   490 |*****************************************************          |\n",
      "[22, 23)   460 |**************************************************             |\n",
      "[23, 24)   490 |*****************************************************          |\n",
      "[24, 25)   480 |****************************************************           |\n",
      "[25, 26)   550 |************************************************************   |\n",
      "[26, 27)   450 |*************************************************              |\n",
      "[27, 28)   440 |************************************************               |\n",
      "[28, 29)   440 |************************************************               |\n",
      "[29, 30)   400 |********************************************                   |\n",
      "[30, 31)   380 |*****************************************                      |\n",
      "[31, 32)   340 |*************************************                          |\n",
      "[32, 33)   300 |*********************************                              |\n",
      "[33, 34)   270 |*****************************                                  |\n",
      "[34, 35)   200 |**********************                                         |\n",
      "[35, 36)   130 |**************                                                 |\n",
      "[36, 37)   110 |************                                                   |\n",
      "[37, 38)   80  |*********                                                      |\n",
      "[38, 39)   70  |********                                                       |\n",
      "[39, 40)   60  |*******                                                        |\n",
      "[40, 41)   28  |***                                                            |\n",
      "[41, 42)   11  |*                                                              |\n",
      "[42, 43)   5   |*                                                              |\n",
      "[43, 44)   5   |*                                                              |\n",
      "[44, 45)   5   |*                                                              |\n",
      "[45, 46)   0   |                                                               |\n",
      "[46, 47)   0   |                                                               |\n",
      "[47, 48)   0   |                                                               |\n",
      "[48, 49)   0   |                                                               |\n",
      "[49, 50)   0   |                                                               |\n",
      "[50, 51)   0   |                                                               |\n",
      "[51, 52)   0   |                                                               |\n",
      "[52, 53)   0   |                                                               |\n",
      "[53, 54)   0   |                                                               |\n",
      "[54, 55)   0   |                                                               |\n",
      "[55, 56)   0   |                                                               |\n",
      "[56, 57)   0   |                                                               |\n",
      "[57, 58)   0   |                                                               |\n",
      "[58, 59)   0   |                                                               |\n",
      "[59, 60)   0   |                                                               |\n",
      "[60, 61)   0   |                                                               |\n",
      "[61, 62)   0   |                                                               |\n",
      "[62, 63)   0   |                                                               |\n",
      "[63, 64)   0   |                                                               |\n",
      "[64, 65)   0   |                                                               |\n",
      "[65, 66)   0   |                                                               |\n",
      "[66, 67)   0   |                                                               |\n",
      "[67, 68)   0   |                                                               |\n",
      "[68, 69)   0   |                                                               |\n",
      "[69, 70)   0   |                                                               |\n",
      "[70, 71)   0   |                                                               |\n",
      "[71, 72)   0   |                                                               |\n",
      "[72, 73)   0   |                                                               |\n",
      "[73, 74)   0   |                                                               |\n",
      "[74, 75)   0   |                                                               |\n",
      "[75, 76)   0   |                                                               |\n",
      "[76, 77)   0   |                                                               |\n",
      "[77, 78)   0   |                                                               |\n",
      "[78, 79)   0   |                                                               |\n",
      "[79, 80)   0   |                                                               |\n",
      "[80, 81)   0   |                                                               |\n",
      "[81, 82)   0   |                                                               |\n",
      "[82, 83)   0   |                                                               |\n",
      "[83, 84)   0   |                                                               |\n",
      "[84, 85)   0   |                                                               |\n",
      "[85, 86)   0   |                                                               |\n",
      "[86, 87)   0   |                                                               |\n",
      "[87, 88)   0   |                                                               |\n",
      "[88, 89)   0   |                                                               |\n",
      "[89, 90)   0   |                                                               |\n",
      "[90, 91)   0   |                                                               |\n",
      "[91, 92)   0   |                                                               |\n",
      "[92, 93)   0   |                                                               |\n",
      "[93, 94)   0   |                                                               |\n",
      "[94, 95)   0   |                                                               |\n",
      "[95, 96)   0   |                                                               |\n",
      "[96, 97)   0   |                                                               |\n",
      "[97, 98)   0   |                                                               |\n",
      "[98, 99)   0   |                                                               |\n",
      "[99, 100)  0   |                                                               |\n",
      "[100, inf] 0   |                                                               |\n",
      "               +---------------------------------------------------------------+\n"
     ]
    }
   ],
   "source": [
    "import uproot\n",
    "\n",
    "old = uproot.open('/eos/home-r/rnewhous/tmp/mc16_13TeV.311602.Pythia8EvtGen_A14NNPDF23LO_WmuHNL50_3G_lt1dd.merge.NTUP_PILEUP.e7422_e5984_a875_r10740_r10706_p3384_p3385/NTUP_PILEUP.18059545._000002.pool.root')\n",
    "new = uproot.open('/eos/home-r/rnewhous/tmp/mc16_13TeV.311602.Pythia8EvtGen_A14NNPDF23LO_WmuHNL50_3G_lt1dd.merge.NTUP_PILEUP.e7422_e5984_a875_r11915_r11748_p3604_p3605/NTUP_PILEUP.21476526._000001.pool.root')\n",
    "central = uproot.open('/cvmfs/atlas.cern.ch/repo/sw/database/GroupData/dev/PileupReweighting/share/DSID311xxx/pileup_mc16a_dsid311602_AFII.root')\n",
    "\n",
    "old['PileupReweighting']['pileup_chan311602_run284500'].show()\n",
    "new['PileupReweighting']['pileup_chan311602_run284500'].show()\n",
    "central['PileupReweighting']['pileup_chan311602_run284500'].show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                Channel  RunNumber  PeriodStarts  PeriodEnds  \\\n",
      "entry subentry                                                 \n",
      "0     0          311602     284500        222222      999999   \n",
      "\n",
      "                                      HistName  \n",
      "entry subentry                                  \n",
      "0     0         b'pileup_chan311602_run284500'  \n",
      "-----------------------------------------------------------\n",
      "                Channel  RunNumber  PeriodStarts  PeriodEnds  \\\n",
      "entry subentry                                                 \n",
      "0     0          311602     284500        222222      999999   \n",
      "\n",
      "                                      HistName  \n",
      "entry subentry                                  \n",
      "0     0         b'pileup_chan311602_run284500'  \n",
      "-----------------------------------------------------------\n",
      "                Channel  RunNumber  PeriodStarts  PeriodEnds  \\\n",
      "entry subentry                                                 \n",
      "0     0          311602     284500        222222      999999   \n",
      "1     0          311602     284500        222222      999999   \n",
      "2     0          311602     284500        222222      999999   \n",
      "3     0          311602     284500        222222      999999   \n",
      "4     0          311602     284500        222222      999999   \n",
      "5     0          311602     284500        222222      999999   \n",
      "6     0          311602     284500        222222      999999   \n",
      "7     0          311602     284500        222222      999999   \n",
      "\n",
      "                                      HistName  \n",
      "entry subentry                                  \n",
      "0     0         b'pileup_chan311602_run284500'  \n",
      "1     0         b'pileup_chan311602_run284500'  \n",
      "2     0         b'pileup_chan311602_run284500'  \n",
      "3     0         b'pileup_chan311602_run284500'  \n",
      "4     0         b'pileup_chan311602_run284500'  \n",
      "5     0         b'pileup_chan311602_run284500'  \n",
      "6     0         b'pileup_chan311602_run284500'  \n",
      "7     0         b'pileup_chan311602_run284500'  \n"
     ]
    }
   ],
   "source": [
    "print(old['PileupReweighting']['MCPileupReweighting'].pandas.df())\n",
    "print('-----------------------------------------------------------')\n",
    "print(new['PileupReweighting']['MCPileupReweighting'].pandas.df())\n",
    "print('-----------------------------------------------------------')\n",
    "print(central['PileupReweighting']['MCPileupReweighting'].pandas.df())\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "               0                                                           640.5\n",
      "               +---------------------------------------------------------------+\n",
      "[-inf, 0)  0   |                                                               |\n",
      "[0, 1)     10  |*                                                              |\n",
      "[1, 2)     10  |*                                                              |\n",
      "[2, 3)     10  |*                                                              |\n",
      "[3, 4)     10  |*                                                              |\n",
      "[4, 5)     10  |*                                                              |\n",
      "[5, 6)     10  |*                                                              |\n",
      "[6, 7)     10  |*                                                              |\n",
      "[7, 8)     10  |*                                                              |\n",
      "[8, 9)     10  |*                                                              |\n",
      "[9, 10)    10  |*                                                              |\n",
      "[10, 11)   10  |*                                                              |\n",
      "[11, 12)   20  |**                                                             |\n",
      "[12, 13)   20  |**                                                             |\n",
      "[13, 14)   40  |****                                                           |\n",
      "[14, 15)   60  |******                                                         |\n",
      "[15, 16)   80  |********                                                       |\n",
      "[16, 17)   120 |************                                                   |\n",
      "[17, 18)   150 |***************                                                |\n",
      "[18, 19)   200 |********************                                           |\n",
      "[19, 20)   240 |************************                                       |\n",
      "[20, 21)   290 |*****************************                                  |\n",
      "[21, 22)   340 |*********************************                              |\n",
      "[22, 23)   380 |*************************************                          |\n",
      "[23, 24)   410 |****************************************                       |\n",
      "[24, 25)   450 |********************************************                   |\n",
      "[25, 26)   470 |**********************************************                 |\n",
      "[26, 27)   490 |************************************************               |\n",
      "[27, 28)   510 |**************************************************             |\n",
      "[28, 29)   530 |****************************************************           |\n",
      "[29, 30)   550 |******************************************************         |\n",
      "[30, 31)   560 |*******************************************************        |\n",
      "[31, 32)   570 |********************************************************       |\n",
      "[32, 33)   580 |*********************************************************      |\n",
      "[33, 34)   590 |**********************************************************     |\n",
      "[34, 35)   600 |***********************************************************    |\n",
      "[35, 36)   600 |***********************************************************    |\n",
      "[36, 37)   600 |***********************************************************    |\n",
      "[37, 38)   600 |***********************************************************    |\n",
      "[38, 39)   610 |************************************************************   |\n",
      "[39, 40)   610 |************************************************************   |\n",
      "[40, 41)   610 |************************************************************   |\n",
      "[41, 42)   610 |************************************************************   |\n",
      "[42, 43)   600 |***********************************************************    |\n",
      "[43, 44)   590 |**********************************************************     |\n",
      "[44, 45)   570 |********************************************************       |\n",
      "[45, 46)   550 |******************************************************         |\n",
      "[46, 47)   530 |****************************************************           |\n",
      "[47, 48)   500 |*************************************************              |\n",
      "[48, 49)   470 |**********************************************                 |\n",
      "[49, 50)   430 |******************************************                     |\n",
      "[50, 51)   400 |***************************************                        |\n",
      "[51, 52)   360 |***********************************                            |\n",
      "[52, 53)   320 |*******************************                                |\n",
      "[53, 54)   290 |*****************************                                  |\n",
      "[54, 55)   250 |*************************                                      |\n",
      "[55, 56)   220 |**********************                                         |\n",
      "[56, 57)   180 |******************                                             |\n",
      "[57, 58)   160 |****************                                               |\n",
      "[58, 59)   130 |*************                                                  |\n",
      "[59, 60)   110 |***********                                                    |\n",
      "[60, 61)   90  |*********                                                      |\n",
      "[61, 62)   70  |*******                                                        |\n",
      "[62, 63)   60  |******                                                         |\n",
      "[63, 64)   50  |*****                                                          |\n",
      "[64, 65)   40  |****                                                           |\n",
      "[65, 66)   30  |***                                                            |\n",
      "[66, 67)   30  |***                                                            |\n",
      "[67, 68)   20  |**                                                             |\n",
      "[68, 69)   20  |**                                                             |\n",
      "[69, 70)   20  |**                                                             |\n",
      "[70, 71)   20  |**                                                             |\n",
      "[71, 72)   10  |*                                                              |\n",
      "[72, 73)   10  |*                                                              |\n",
      "[73, 74)   10  |*                                                              |\n",
      "[74, 75)   10  |*                                                              |\n",
      "[75, 76)   10  |*                                                              |\n",
      "[76, 77)   10  |*                                                              |\n",
      "[77, 78)   10  |*                                                              |\n",
      "[78, 79)   10  |*                                                              |\n",
      "[79, 80)   10  |*                                                              |\n",
      "[80, 81)   10  |*                                                              |\n",
      "[81, 82)   10  |*                                                              |\n",
      "[82, 83)   10  |*                                                              |\n",
      "[83, 84)   10  |*                                                              |\n",
      "[84, 85)   10  |*                                                              |\n",
      "[85, 86)   10  |*                                                              |\n",
      "[86, 87)   10  |*                                                              |\n",
      "[87, 88)   10  |*                                                              |\n",
      "[88, 89)   10  |*                                                              |\n",
      "[89, 90)   10  |*                                                              |\n",
      "[90, 91)   10  |*                                                              |\n",
      "[91, 92)   10  |*                                                              |\n",
      "[92, 93)   10  |*                                                              |\n",
      "[93, 94)   10  |*                                                              |\n",
      "[94, 95)   10  |*                                                              |\n",
      "[95, 96)   10  |*                                                              |\n",
      "[96, 97)   10  |*                                                              |\n",
      "[97, 98)   10  |*                                                              |\n",
      "[98, 99)   10  |*                                                              |\n",
      "[99, 100)  10  |*                                                              |\n",
      "[100, inf] 0   |                                                               |\n",
      "               +---------------------------------------------------------------+\n",
      "               0                                                           640.5\n",
      "               +---------------------------------------------------------------+\n",
      "[-inf, 0)  0   |                                                               |\n",
      "[0, 1)     10  |*                                                              |\n",
      "[1, 2)     10  |*                                                              |\n",
      "[2, 3)     10  |*                                                              |\n",
      "[3, 4)     10  |*                                                              |\n",
      "[4, 5)     10  |*                                                              |\n",
      "[5, 6)     10  |*                                                              |\n",
      "[6, 7)     10  |*                                                              |\n",
      "[7, 8)     10  |*                                                              |\n",
      "[8, 9)     10  |*                                                              |\n",
      "[9, 10)    10  |*                                                              |\n",
      "[10, 11)   10  |*                                                              |\n",
      "[11, 12)   20  |**                                                             |\n",
      "[12, 13)   20  |**                                                             |\n",
      "[13, 14)   40  |****                                                           |\n",
      "[14, 15)   60  |******                                                         |\n",
      "[15, 16)   80  |********                                                       |\n",
      "[16, 17)   120 |************                                                   |\n",
      "[17, 18)   150 |***************                                                |\n",
      "[18, 19)   200 |********************                                           |\n",
      "[19, 20)   240 |************************                                       |\n",
      "[20, 21)   290 |*****************************                                  |\n",
      "[21, 22)   340 |*********************************                              |\n",
      "[22, 23)   380 |*************************************                          |\n",
      "[23, 24)   410 |****************************************                       |\n",
      "[24, 25)   450 |********************************************                   |\n",
      "[25, 26)   470 |**********************************************                 |\n",
      "[26, 27)   490 |************************************************               |\n",
      "[27, 28)   510 |**************************************************             |\n",
      "[28, 29)   530 |****************************************************           |\n",
      "[29, 30)   550 |******************************************************         |\n",
      "[30, 31)   560 |*******************************************************        |\n",
      "[31, 32)   570 |********************************************************       |\n",
      "[32, 33)   580 |*********************************************************      |\n",
      "[33, 34)   590 |**********************************************************     |\n",
      "[34, 35)   600 |***********************************************************    |\n",
      "[35, 36)   600 |***********************************************************    |\n",
      "[36, 37)   600 |***********************************************************    |\n",
      "[37, 38)   600 |***********************************************************    |\n",
      "[38, 39)   610 |************************************************************   |\n",
      "[39, 40)   610 |************************************************************   |\n",
      "[40, 41)   610 |************************************************************   |\n",
      "[41, 42)   610 |************************************************************   |\n",
      "[42, 43)   600 |***********************************************************    |\n",
      "[43, 44)   590 |**********************************************************     |\n",
      "[44, 45)   570 |********************************************************       |\n",
      "[45, 46)   550 |******************************************************         |\n",
      "[46, 47)   530 |****************************************************           |\n",
      "[47, 48)   500 |*************************************************              |\n",
      "[48, 49)   470 |**********************************************                 |\n",
      "[49, 50)   430 |******************************************                     |\n",
      "[50, 51)   400 |***************************************                        |\n",
      "[51, 52)   360 |***********************************                            |\n",
      "[52, 53)   320 |*******************************                                |\n",
      "[53, 54)   290 |*****************************                                  |\n",
      "[54, 55)   250 |*************************                                      |\n",
      "[55, 56)   220 |**********************                                         |\n",
      "[56, 57)   180 |******************                                             |\n",
      "[57, 58)   160 |****************                                               |\n",
      "[58, 59)   130 |*************                                                  |\n",
      "[59, 60)   110 |***********                                                    |\n",
      "[60, 61)   90  |*********                                                      |\n",
      "[61, 62)   70  |*******                                                        |\n",
      "[62, 63)   60  |******                                                         |\n",
      "[63, 64)   50  |*****                                                          |\n",
      "[64, 65)   40  |****                                                           |\n",
      "[65, 66)   30  |***                                                            |\n",
      "[66, 67)   30  |***                                                            |\n",
      "[67, 68)   20  |**                                                             |\n",
      "[68, 69)   20  |**                                                             |\n",
      "[69, 70)   20  |**                                                             |\n",
      "[70, 71)   20  |**                                                             |\n",
      "[71, 72)   10  |*                                                              |\n",
      "[72, 73)   10  |*                                                              |\n",
      "[73, 74)   10  |*                                                              |\n",
      "[74, 75)   10  |*                                                              |\n",
      "[75, 76)   10  |*                                                              |\n",
      "[76, 77)   10  |*                                                              |\n",
      "[77, 78)   10  |*                                                              |\n",
      "[78, 79)   10  |*                                                              |\n",
      "[79, 80)   10  |*                                                              |\n",
      "[80, 81)   10  |*                                                              |\n",
      "[81, 82)   10  |*                                                              |\n",
      "[82, 83)   10  |*                                                              |\n",
      "[83, 84)   10  |*                                                              |\n",
      "[84, 85)   10  |*                                                              |\n",
      "[85, 86)   10  |*                                                              |\n",
      "[86, 87)   10  |*                                                              |\n",
      "[87, 88)   10  |*                                                              |\n",
      "[88, 89)   10  |*                                                              |\n",
      "[89, 90)   10  |*                                                              |\n",
      "[90, 91)   10  |*                                                              |\n",
      "[91, 92)   10  |*                                                              |\n",
      "[92, 93)   10  |*                                                              |\n",
      "[93, 94)   10  |*                                                              |\n",
      "[94, 95)   10  |*                                                              |\n",
      "[95, 96)   10  |*                                                              |\n",
      "[96, 97)   10  |*                                                              |\n",
      "[97, 98)   10  |*                                                              |\n",
      "[98, 99)   10  |*                                                              |\n",
      "[99, 100)  10  |*                                                              |\n",
      "[100, inf] 0   |                                                               |\n",
      "               +---------------------------------------------------------------+\n",
      "               0                                                           640.5\n",
      "               +---------------------------------------------------------------+\n",
      "[-inf, 0)  0   |                                                               |\n",
      "[0, 1)     10  |*                                                              |\n",
      "[1, 2)     10  |*                                                              |\n",
      "[2, 3)     10  |*                                                              |\n",
      "[3, 4)     10  |*                                                              |\n",
      "[4, 5)     10  |*                                                              |\n",
      "[5, 6)     10  |*                                                              |\n",
      "[6, 7)     10  |*                                                              |\n",
      "[7, 8)     10  |*                                                              |\n",
      "[8, 9)     10  |*                                                              |\n",
      "[9, 10)    10  |*                                                              |\n",
      "[10, 11)   10  |*                                                              |\n",
      "[11, 12)   20  |**                                                             |\n",
      "[12, 13)   20  |**                                                             |\n",
      "[13, 14)   40  |****                                                           |\n",
      "[14, 15)   60  |******                                                         |\n",
      "[15, 16)   80  |********                                                       |\n",
      "[16, 17)   120 |************                                                   |\n",
      "[17, 18)   150 |***************                                                |\n",
      "[18, 19)   200 |********************                                           |\n",
      "[19, 20)   240 |************************                                       |\n",
      "[20, 21)   290 |*****************************                                  |\n",
      "[21, 22)   340 |*********************************                              |\n",
      "[22, 23)   380 |*************************************                          |\n",
      "[23, 24)   410 |****************************************                       |\n",
      "[24, 25)   450 |********************************************                   |\n",
      "[25, 26)   470 |**********************************************                 |\n",
      "[26, 27)   490 |************************************************               |\n",
      "[27, 28)   510 |**************************************************             |\n",
      "[28, 29)   530 |****************************************************           |\n",
      "[29, 30)   550 |******************************************************         |\n",
      "[30, 31)   560 |*******************************************************        |\n",
      "[31, 32)   570 |********************************************************       |\n",
      "[32, 33)   580 |*********************************************************      |\n",
      "[33, 34)   590 |**********************************************************     |\n",
      "[34, 35)   600 |***********************************************************    |\n",
      "[35, 36)   600 |***********************************************************    |\n",
      "[36, 37)   600 |***********************************************************    |\n",
      "[37, 38)   600 |***********************************************************    |\n",
      "[38, 39)   610 |************************************************************   |\n",
      "[39, 40)   610 |************************************************************   |\n",
      "[40, 41)   610 |************************************************************   |\n",
      "[41, 42)   610 |************************************************************   |\n",
      "[42, 43)   600 |***********************************************************    |\n",
      "[43, 44)   590 |**********************************************************     |\n",
      "[44, 45)   570 |********************************************************       |\n",
      "[45, 46)   550 |******************************************************         |\n",
      "[46, 47)   530 |****************************************************           |\n",
      "[47, 48)   500 |*************************************************              |\n",
      "[48, 49)   470 |**********************************************                 |\n",
      "[49, 50)   430 |******************************************                     |\n",
      "[50, 51)   400 |***************************************                        |\n",
      "[51, 52)   360 |***********************************                            |\n",
      "[52, 53)   320 |*******************************                                |\n",
      "[53, 54)   290 |*****************************                                  |\n",
      "[54, 55)   250 |*************************                                      |\n",
      "[55, 56)   220 |**********************                                         |\n",
      "[56, 57)   180 |******************                                             |\n",
      "[57, 58)   160 |****************                                               |\n",
      "[58, 59)   130 |*************                                                  |\n",
      "[59, 60)   110 |***********                                                    |\n",
      "[60, 61)   90  |*********                                                      |\n",
      "[61, 62)   70  |*******                                                        |\n",
      "[62, 63)   60  |******                                                         |\n",
      "[63, 64)   50  |*****                                                          |\n",
      "[64, 65)   40  |****                                                           |\n",
      "[65, 66)   30  |***                                                            |\n",
      "[66, 67)   30  |***                                                            |\n",
      "[67, 68)   20  |**                                                             |\n",
      "[68, 69)   20  |**                                                             |\n",
      "[69, 70)   20  |**                                                             |\n",
      "[70, 71)   20  |**                                                             |\n",
      "[71, 72)   10  |*                                                              |\n",
      "[72, 73)   10  |*                                                              |\n",
      "[73, 74)   10  |*                                                              |\n",
      "[74, 75)   10  |*                                                              |\n",
      "[75, 76)   10  |*                                                              |\n",
      "[76, 77)   10  |*                                                              |\n",
      "[77, 78)   10  |*                                                              |\n",
      "[78, 79)   10  |*                                                              |\n",
      "[79, 80)   10  |*                                                              |\n",
      "[80, 81)   10  |*                                                              |\n",
      "[81, 82)   10  |*                                                              |\n",
      "[82, 83)   10  |*                                                              |\n",
      "[83, 84)   10  |*                                                              |\n",
      "[84, 85)   10  |*                                                              |\n",
      "[85, 86)   10  |*                                                              |\n",
      "[86, 87)   10  |*                                                              |\n",
      "[87, 88)   10  |*                                                              |\n",
      "[88, 89)   10  |*                                                              |\n",
      "[89, 90)   10  |*                                                              |\n",
      "[90, 91)   10  |*                                                              |\n",
      "[91, 92)   10  |*                                                              |\n",
      "[92, 93)   10  |*                                                              |\n",
      "[93, 94)   10  |*                                                              |\n",
      "[94, 95)   10  |*                                                              |\n",
      "[95, 96)   10  |*                                                              |\n",
      "[96, 97)   10  |*                                                              |\n",
      "[97, 98)   10  |*                                                              |\n",
      "[98, 99)   10  |*                                                              |\n",
      "[99, 100)  10  |*                                                              |\n",
      "[100, inf] 0   |                                                               |\n",
      "               +---------------------------------------------------------------+\n"
     ]
    }
   ],
   "source": [
    "import uproot\n",
    "\n",
    "old = uproot.open('/eos/home-r/rnewhous/tmp/mc16_13TeV.311635.Pythia8EvtGen_A14NNPDF23LO_WmuHNL50_10G_lt1dd_el.merge.NTUP_PILEUP.e7422_e5984_a875_r10790_r10726_p3604_p3605/NTUP_PILEUP.18055731._000001.pool.root.1')\n",
    "new = uproot.open('/eos/home-r/rnewhous/tmp/mc16_13TeV.311635.Pythia8EvtGen_A14NNPDF23LO_WmuHNL50_10G_lt1dd_el.merge.NTUP_PILEUP.e7422_e5984_a875_r11891_r11748_p3604_p3605/NTUP_PILEUP.21479601._000001.pool.root.1')\n",
    "central = uproot.open('/cvmfs/atlas.cern.ch/repo/sw/database/GroupData/dev/PileupReweighting/share/DSID311xxx/pileup_mc16e_dsid311635_AFII.root')\n",
    "\n",
    "old['PileupReweighting']['pileup_chan311635_run310000'].show()\n",
    "new['PileupReweighting']['pileup_chan311635_run310000'].show()\n",
    "central['PileupReweighting']['pileup_chan311635_run310000'].show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                Channel  RunNumber  PeriodStarts  PeriodEnds  \\\n",
      "entry subentry                                                 \n",
      "0     0          311635     310000        222222      999999   \n",
      "1     0          311635     310000        222222      999999   \n",
      "\n",
      "                                      HistName  \n",
      "entry subentry                                  \n",
      "0     0         b'pileup_chan311635_run310000'  \n",
      "1     0         b'pileup_chan311635_run310000'  \n",
      "-----------------------------------------------------------\n",
      "                Channel  RunNumber  PeriodStarts  PeriodEnds  \\\n",
      "entry subentry                                                 \n",
      "0     0          311635     310000        222222      999999   \n",
      "\n",
      "                                      HistName  \n",
      "entry subentry                                  \n",
      "0     0         b'pileup_chan311635_run310000'  \n",
      "-----------------------------------------------------------\n",
      "                Channel  RunNumber  PeriodStarts  PeriodEnds  \\\n",
      "entry subentry                                                 \n",
      "0     0          311635     310000        222222      999999   \n",
      "\n",
      "                                      HistName  \n",
      "entry subentry                                  \n",
      "0     0         b'pileup_chan311635_run310000'  \n"
     ]
    }
   ],
   "source": [
    "print(old['PileupReweighting']['MCPileupReweighting'].pandas.df())\n",
    "print('-----------------------------------------------------------')\n",
    "print(new['PileupReweighting']['MCPileupReweighting'].pandas.df())\n",
    "print('-----------------------------------------------------------')\n",
    "print(central['PileupReweighting']['MCPileupReweighting'].pandas.df())\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
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   "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": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
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