event_selection.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "3f084965",
   "metadata": {},
   "outputs": [],
   "source": [
    "import awkward as ak\n",
    "from coffea.nanoevents import NanoEventsFactory, NanoAODSchema\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import math\n",
    "from df_accumulator import DataframeAccumulator"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "db1d9ad3",
   "metadata": {},
   "outputs": [],
   "source": [
    "fname = '/hadoop/store/user/kmohrman/FullProduction/FullR2/UL17/Round1/Batch1/naodOnly_step/v2/nAOD_step_ttHJet_all22WCsStartPtCheckdim6TopMay20GST_run0/NAOD-00000_10199.root'\n",
    "events = NanoEventsFactory.from_root(fname, schemaclass=NanoAODSchema,entry_start=0, entry_stop=10).events()\n",
    "events2 = NanoEventsFactory.from_root(fname, schemaclass=NanoAODSchema,entry_start=10, entry_stop=15).events()\n",
    "events3 = NanoEventsFactory.from_root(fname, schemaclass=NanoAODSchema,entry_start=15, entry_stop=19).events()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "5a1631c1",
   "metadata": {},
   "outputs": [],
   "source": [
    "dfa       = DataframeAccumulator(pd.DataFrame())\n",
    "dfa2      = DataframeAccumulator(pd.DataFrame())\n",
    "dfa3      = DataframeAccumulator(pd.DataFrame())\n",
    "\n",
    "df        = dfa.get()\n",
    "df2       = dfa2.get()\n",
    "df3       = dfa3.get()\n",
    "\n",
    "higgs     = events.GenPart[((events.GenPart.pdgId == 25)) & events.GenPart.hasFlags('isLastCopy')]\n",
    "top       = events.GenPart[((events.GenPart.pdgId == 6)) & events.GenPart.hasFlags('isLastCopy')]\n",
    "anti_top  = events.GenPart[((events.GenPart.pdgId == -6)) & events.GenPart.hasFlags('isLastCopy')]\n",
    "\n",
    "higgs2    = events2.GenPart[((events2.GenPart.pdgId == 25)) & events2.GenPart.hasFlags('isLastCopy')]\n",
    "top2      = events2.GenPart[((events2.GenPart.pdgId == 6)) & events2.GenPart.hasFlags('isLastCopy')]\n",
    "anti_top2 = events2.GenPart[((events2.GenPart.pdgId == -6)) & events2.GenPart.hasFlags('isLastCopy')]\n",
    "\n",
    "higgs3    = events3.GenPart[((events3.GenPart.pdgId == 25)) & events3.GenPart.hasFlags('isLastCopy')]\n",
    "top3      = events3.GenPart[((events3.GenPart.pdgId == 6)) & events3.GenPart.hasFlags('isLastCopy')]\n",
    "anti_top3 = events3.GenPart[((events3.GenPart.pdgId == -6)) & events3.GenPart.hasFlags('isLastCopy')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "6daed197",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['Higgs pt']   = ak.to_pandas(ak.flatten(higgs.pt))\n",
    "df['Higgs eta']  = ak.to_pandas(ak.flatten(higgs.eta))\n",
    "df['Higgs phi']  = ak.to_pandas(ak.flatten(higgs.phi))\n",
    "df['Higgs mass'] = ak.to_pandas(ak.flatten(higgs.mass))\n",
    "\n",
    "df['Top pt']   = ak.to_pandas(ak.flatten(top.pt))\n",
    "df['Top eta']  = ak.to_pandas(ak.flatten(top.eta))\n",
    "df['Top phi']  = ak.to_pandas(ak.flatten(top.phi))\n",
    "df['Top mass'] = ak.to_pandas(ak.flatten(top.mass))\n",
    "\n",
    "df['Anti-Top pt']   = ak.to_pandas(ak.flatten(anti_top.pt))\n",
    "df['Anti-Top eta']  = ak.to_pandas(ak.flatten(anti_top.eta))\n",
    "df['Anti-Top phi']  = ak.to_pandas(ak.flatten(anti_top.phi))\n",
    "df['Anti-Top mass'] = ak.to_pandas(ak.flatten(anti_top.mass))\n",
    "\n",
    "df2['Higgs pt']   = ak.to_pandas(ak.flatten(higgs2.pt))\n",
    "df2['Higgs eta']  = ak.to_pandas(ak.flatten(higgs2.eta))\n",
    "df2['Higgs phi']  = ak.to_pandas(ak.flatten(higgs2.phi))\n",
    "df2['Higgs mass'] = ak.to_pandas(ak.flatten(higgs2.mass))\n",
    "\n",
    "df2['Top pt']   = ak.to_pandas(ak.flatten(top2.pt))\n",
    "df2['Top eta']  = ak.to_pandas(ak.flatten(top2.eta))\n",
    "df2['Top phi']  = ak.to_pandas(ak.flatten(top2.phi))\n",
    "df2['Top mass'] = ak.to_pandas(ak.flatten(top2.mass))\n",
    "\n",
    "df2['Anti-Top pt']   = ak.to_pandas(ak.flatten(anti_top2.pt))\n",
    "df2['Anti-Top eta']  = ak.to_pandas(ak.flatten(anti_top2.eta))\n",
    "df2['Anti-Top phi']  = ak.to_pandas(ak.flatten(anti_top2.phi))\n",
    "df2['Anti-Top mass'] = ak.to_pandas(ak.flatten(anti_top2.mass))\n",
    "\n",
    "df3['Higgs pt']   = ak.to_pandas(ak.flatten(higgs3.pt))\n",
    "df3['Higgs eta']  = ak.to_pandas(ak.flatten(higgs3.eta))\n",
    "df3['Higgs phi']  = ak.to_pandas(ak.flatten(higgs3.phi))\n",
    "df3['Higgs mass'] = ak.to_pandas(ak.flatten(higgs3.mass))\n",
    "\n",
    "df3['Top pt']   = ak.to_pandas(ak.flatten(top3.pt))\n",
    "df3['Top eta']  = ak.to_pandas(ak.flatten(top3.eta))\n",
    "df3['Top phi']  = ak.to_pandas(ak.flatten(top3.phi))\n",
    "df3['Top mass'] = ak.to_pandas(ak.flatten(top3.mass))\n",
    "\n",
    "df3['Anti-Top pt']   = ak.to_pandas(ak.flatten(anti_top3.pt))\n",
    "df3['Anti-Top eta']  = ak.to_pandas(ak.flatten(anti_top3.eta))\n",
    "df3['Anti-Top phi']  = ak.to_pandas(ak.flatten(anti_top3.phi))\n",
    "df3['Anti-Top mass'] = ak.to_pandas(ak.flatten(anti_top3.mass))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "32a2272d",
   "metadata": {},
   "outputs": [],
   "source": [
    "WC = []\n",
    "factors = ['cpt', 'ctp', 'cptb', 'cQlMi', 'cQq81', 'cQq11', 'cQl3i', 'ctq8', 'ctlTi', 'ctq1', 'ctli', 'cQq13',\n",
    "           'cbW', 'cpQM', 'cpQ3', 'ctei', 'cQei', 'ctW', 'ctlSi', 'cQq83', 'ctZ', 'ctG']\n",
    "factors.insert(0,'SM')\n",
    "\n",
    "for i in range(276):\n",
    "    WC.append(factors[math.floor((-1+math.sqrt(9-8*(1-i)))/2)] + '*' \n",
    "              + factors[i - int((math.floor((-1+math.sqrt(9-8*(1-i)))/2)+1)*\n",
    "                                math.floor((-1+math.sqrt(9-8*(1-i)))/2)/2)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "88970376",
   "metadata": {},
   "outputs": [],
   "source": [
    "eft_coeffs = ak.to_numpy(events['EFTfitCoefficients']) if hasattr(events, \"EFTfitCoefficients\") else None\n",
    "eft_coeffs = pd.DataFrame(data = eft_coeffs, columns = WC)\n",
    "\n",
    "eft_coeffs2 = ak.to_numpy(events2['EFTfitCoefficients']) if hasattr(events2, \"EFTfitCoefficients\") else None\n",
    "eft_coeffs2 = pd.DataFrame(data = eft_coeffs2, columns = WC)\n",
    "\n",
    "eft_coeffs3 = ak.to_numpy(events3['EFTfitCoefficients']) if hasattr(events3, \"EFTfitCoefficients\") else None\n",
    "eft_coeffs3 = pd.DataFrame(data = eft_coeffs3, columns = WC)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "d78ccda9",
   "metadata": {},
   "outputs": [],
   "source": [
    "dfa  = dfa.concat(eft_coeffs)\n",
    "dfa2 = dfa2.concat(eft_coeffs2)\n",
    "dfa3 = dfa3.concat(eft_coeffs3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "8d6da9af",
   "metadata": {},
   "outputs": [],
   "source": [
    "temp = dfa + dfa2\n",
    "full = (temp + dfa3).get()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "92b16711",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Higgs pt</th>\n",
       "      <th>Higgs eta</th>\n",
       "      <th>Higgs phi</th>\n",
       "      <th>Higgs mass</th>\n",
       "      <th>Top pt</th>\n",
       "      <th>Top eta</th>\n",
       "      <th>Top phi</th>\n",
       "      <th>Top mass</th>\n",
       "      <th>Anti-Top pt</th>\n",
       "      <th>Anti-Top eta</th>\n",
       "      <th>...</th>\n",
       "      <th>ctG*cbW</th>\n",
       "      <th>ctG*cpQM</th>\n",
       "      <th>ctG*cpQ3</th>\n",
       "      <th>ctG*ctei</th>\n",
       "      <th>ctG*cQei</th>\n",
       "      <th>ctG*ctW</th>\n",
       "      <th>ctG*ctlSi</th>\n",
       "      <th>ctG*cQq83</th>\n",
       "      <th>ctG*ctZ</th>\n",
       "      <th>ctG*ctG</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>135.500</td>\n",
       "      <td>1.234375</td>\n",
       "      <td>2.570312</td>\n",
       "      <td>125.0</td>\n",
       "      <td>65.50</td>\n",
       "      <td>2.132812</td>\n",
       "      <td>3.117188</td>\n",
       "      <td>172.5</td>\n",
       "      <td>162.5000</td>\n",
       "      <td>0.310547</td>\n",
       "      <td>...</td>\n",
       "      <td>-2.184635e-10</td>\n",
       "      <td>-7.101335e-06</td>\n",
       "      <td>5.573497e-11</td>\n",
       "      <td>6.931788e-12</td>\n",
       "      <td>3.979483e-12</td>\n",
       "      <td>4.057400e-05</td>\n",
       "      <td>-3.485545e-12</td>\n",
       "      <td>-7.591443e-06</td>\n",
       "      <td>-3.245100e-05</td>\n",
       "      <td>0.000434</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>200.500</td>\n",
       "      <td>0.798828</td>\n",
       "      <td>2.796875</td>\n",
       "      <td>125.0</td>\n",
       "      <td>116.50</td>\n",
       "      <td>2.453125</td>\n",
       "      <td>2.773438</td>\n",
       "      <td>172.5</td>\n",
       "      <td>317.0000</td>\n",
       "      <td>2.773438</td>\n",
       "      <td>...</td>\n",
       "      <td>2.089617e-11</td>\n",
       "      <td>-1.752909e-11</td>\n",
       "      <td>-1.872191e-11</td>\n",
       "      <td>7.872314e-13</td>\n",
       "      <td>-3.569645e-13</td>\n",
       "      <td>-9.599788e-11</td>\n",
       "      <td>-1.722678e-12</td>\n",
       "      <td>2.484769e-04</td>\n",
       "      <td>-1.062688e-10</td>\n",
       "      <td>0.000308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>67.250</td>\n",
       "      <td>-0.873047</td>\n",
       "      <td>3.078125</td>\n",
       "      <td>125.0</td>\n",
       "      <td>106.00</td>\n",
       "      <td>-0.436523</td>\n",
       "      <td>2.851562</td>\n",
       "      <td>172.5</td>\n",
       "      <td>182.5000</td>\n",
       "      <td>-0.871094</td>\n",
       "      <td>...</td>\n",
       "      <td>-8.287149e-12</td>\n",
       "      <td>-7.674694e-13</td>\n",
       "      <td>1.510880e-11</td>\n",
       "      <td>-5.564993e-14</td>\n",
       "      <td>-3.137768e-13</td>\n",
       "      <td>1.717826e-11</td>\n",
       "      <td>2.071746e-13</td>\n",
       "      <td>3.133493e-11</td>\n",
       "      <td>-1.133635e-10</td>\n",
       "      <td>0.000400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>81.000</td>\n",
       "      <td>2.679688</td>\n",
       "      <td>-2.101562</td>\n",
       "      <td>125.0</td>\n",
       "      <td>208.50</td>\n",
       "      <td>2.210938</td>\n",
       "      <td>3.125000</td>\n",
       "      <td>172.5</td>\n",
       "      <td>136.5000</td>\n",
       "      <td>2.523438</td>\n",
       "      <td>...</td>\n",
       "      <td>-4.372502e-12</td>\n",
       "      <td>-2.476154e-07</td>\n",
       "      <td>-8.165468e-12</td>\n",
       "      <td>-3.474443e-13</td>\n",
       "      <td>1.481426e-12</td>\n",
       "      <td>4.163012e-06</td>\n",
       "      <td>-2.658290e-13</td>\n",
       "      <td>3.334433e-04</td>\n",
       "      <td>-1.862471e-06</td>\n",
       "      <td>0.000334</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>80.000</td>\n",
       "      <td>-1.242188</td>\n",
       "      <td>1.535156</td>\n",
       "      <td>125.0</td>\n",
       "      <td>79.50</td>\n",
       "      <td>-3.000000</td>\n",
       "      <td>-1.664062</td>\n",
       "      <td>172.5</td>\n",
       "      <td>12.6875</td>\n",
       "      <td>-2.640625</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.285361e-12</td>\n",
       "      <td>3.240186e-13</td>\n",
       "      <td>1.012024e-12</td>\n",
       "      <td>1.486034e-13</td>\n",
       "      <td>-2.581685e-13</td>\n",
       "      <td>2.841283e-11</td>\n",
       "      <td>9.256484e-13</td>\n",
       "      <td>-6.931122e-12</td>\n",
       "      <td>4.420997e-11</td>\n",
       "      <td>0.005212</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>63.125</td>\n",
       "      <td>1.531250</td>\n",
       "      <td>0.182617</td>\n",
       "      <td>125.0</td>\n",
       "      <td>54.50</td>\n",
       "      <td>1.355469</td>\n",
       "      <td>-1.832031</td>\n",
       "      <td>172.5</td>\n",
       "      <td>39.5000</td>\n",
       "      <td>-2.015625</td>\n",
       "      <td>...</td>\n",
       "      <td>1.750988e-12</td>\n",
       "      <td>-7.939427e-12</td>\n",
       "      <td>-3.390066e-12</td>\n",
       "      <td>-7.072676e-13</td>\n",
       "      <td>-5.853304e-14</td>\n",
       "      <td>-1.930811e-11</td>\n",
       "      <td>-4.947154e-13</td>\n",
       "      <td>3.763567e-11</td>\n",
       "      <td>-8.049739e-11</td>\n",
       "      <td>0.002757</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>137.500</td>\n",
       "      <td>1.101562</td>\n",
       "      <td>-2.437500</td>\n",
       "      <td>125.0</td>\n",
       "      <td>90.00</td>\n",
       "      <td>2.234375</td>\n",
       "      <td>1.511719</td>\n",
       "      <td>172.5</td>\n",
       "      <td>71.5000</td>\n",
       "      <td>1.593750</td>\n",
       "      <td>...</td>\n",
       "      <td>-2.259881e-11</td>\n",
       "      <td>-1.193257e-06</td>\n",
       "      <td>4.420109e-11</td>\n",
       "      <td>3.680389e-12</td>\n",
       "      <td>1.561078e-14</td>\n",
       "      <td>1.363317e-05</td>\n",
       "      <td>-1.407707e-12</td>\n",
       "      <td>3.950085e-11</td>\n",
       "      <td>-1.142127e-05</td>\n",
       "      <td>0.001896</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1072.000</td>\n",
       "      <td>0.589844</td>\n",
       "      <td>2.031250</td>\n",
       "      <td>125.0</td>\n",
       "      <td>1436.00</td>\n",
       "      <td>0.483398</td>\n",
       "      <td>-1.093750</td>\n",
       "      <td>172.5</td>\n",
       "      <td>350.0000</td>\n",
       "      <td>0.480469</td>\n",
       "      <td>...</td>\n",
       "      <td>-5.256240e-11</td>\n",
       "      <td>-1.763983e-07</td>\n",
       "      <td>-6.770762e-11</td>\n",
       "      <td>1.878386e-12</td>\n",
       "      <td>-3.984146e-12</td>\n",
       "      <td>1.356122e-06</td>\n",
       "      <td>-1.180278e-12</td>\n",
       "      <td>-8.891895e-05</td>\n",
       "      <td>7.782364e-07</td>\n",
       "      <td>0.000004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>60.625</td>\n",
       "      <td>-1.347656</td>\n",
       "      <td>2.507812</td>\n",
       "      <td>125.0</td>\n",
       "      <td>298.00</td>\n",
       "      <td>-1.710938</td>\n",
       "      <td>-2.671875</td>\n",
       "      <td>172.5</td>\n",
       "      <td>27.8750</td>\n",
       "      <td>-2.679688</td>\n",
       "      <td>...</td>\n",
       "      <td>4.555289e-11</td>\n",
       "      <td>-1.118053e-05</td>\n",
       "      <td>2.564970e-11</td>\n",
       "      <td>3.589462e-12</td>\n",
       "      <td>1.221068e-11</td>\n",
       "      <td>1.710746e-05</td>\n",
       "      <td>-6.383560e-12</td>\n",
       "      <td>-2.778918e-04</td>\n",
       "      <td>-8.508097e-06</td>\n",
       "      <td>0.000368</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>280.000</td>\n",
       "      <td>-0.190918</td>\n",
       "      <td>3.109375</td>\n",
       "      <td>125.0</td>\n",
       "      <td>278.00</td>\n",
       "      <td>-2.406250</td>\n",
       "      <td>-0.120850</td>\n",
       "      <td>172.5</td>\n",
       "      <td>23.3750</td>\n",
       "      <td>-3.820312</td>\n",
       "      <td>...</td>\n",
       "      <td>-3.280043e-11</td>\n",
       "      <td>8.617551e-12</td>\n",
       "      <td>3.573852e-11</td>\n",
       "      <td>-6.045442e-13</td>\n",
       "      <td>-6.295520e-13</td>\n",
       "      <td>3.457501e-11</td>\n",
       "      <td>1.131817e-12</td>\n",
       "      <td>-8.701484e-12</td>\n",
       "      <td>-2.434319e-10</td>\n",
       "      <td>0.001051</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>132.500</td>\n",
       "      <td>-1.265625</td>\n",
       "      <td>-1.250000</td>\n",
       "      <td>125.0</td>\n",
       "      <td>368.00</td>\n",
       "      <td>-0.269531</td>\n",
       "      <td>-2.390625</td>\n",
       "      <td>172.5</td>\n",
       "      <td>460.0000</td>\n",
       "      <td>-0.701172</td>\n",
       "      <td>...</td>\n",
       "      <td>-8.311218e-11</td>\n",
       "      <td>9.167008e-06</td>\n",
       "      <td>8.261480e-11</td>\n",
       "      <td>-3.752332e-12</td>\n",
       "      <td>1.575851e-12</td>\n",
       "      <td>2.188906e-04</td>\n",
       "      <td>4.146017e-12</td>\n",
       "      <td>-2.343512e-10</td>\n",
       "      <td>-2.508014e-04</td>\n",
       "      <td>0.000701</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>62.375</td>\n",
       "      <td>0.748047</td>\n",
       "      <td>-0.833984</td>\n",
       "      <td>125.0</td>\n",
       "      <td>102.00</td>\n",
       "      <td>1.113281</td>\n",
       "      <td>-0.519531</td>\n",
       "      <td>172.5</td>\n",
       "      <td>105.2500</td>\n",
       "      <td>-1.968750</td>\n",
       "      <td>...</td>\n",
       "      <td>2.739697e-12</td>\n",
       "      <td>-3.428036e-12</td>\n",
       "      <td>-1.089129e-11</td>\n",
       "      <td>5.374867e-13</td>\n",
       "      <td>4.286710e-13</td>\n",
       "      <td>4.486189e-11</td>\n",
       "      <td>-1.627309e-13</td>\n",
       "      <td>6.311174e-12</td>\n",
       "      <td>-1.539036e-11</td>\n",
       "      <td>0.001492</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>59.250</td>\n",
       "      <td>-1.484375</td>\n",
       "      <td>-1.812500</td>\n",
       "      <td>125.0</td>\n",
       "      <td>104.25</td>\n",
       "      <td>-0.644531</td>\n",
       "      <td>-0.593750</td>\n",
       "      <td>172.5</td>\n",
       "      <td>156.0000</td>\n",
       "      <td>-0.873047</td>\n",
       "      <td>...</td>\n",
       "      <td>4.755307e-12</td>\n",
       "      <td>-9.457990e-13</td>\n",
       "      <td>5.237144e-12</td>\n",
       "      <td>-1.057418e-13</td>\n",
       "      <td>-1.109564e-13</td>\n",
       "      <td>2.501732e-11</td>\n",
       "      <td>1.274744e-13</td>\n",
       "      <td>3.100631e-12</td>\n",
       "      <td>5.054446e-11</td>\n",
       "      <td>0.006718</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>250.500</td>\n",
       "      <td>2.101562</td>\n",
       "      <td>1.691406</td>\n",
       "      <td>125.0</td>\n",
       "      <td>374.00</td>\n",
       "      <td>0.017517</td>\n",
       "      <td>-1.343750</td>\n",
       "      <td>172.5</td>\n",
       "      <td>57.7500</td>\n",
       "      <td>0.876953</td>\n",
       "      <td>...</td>\n",
       "      <td>-3.718981e-11</td>\n",
       "      <td>5.543116e-07</td>\n",
       "      <td>4.103828e-12</td>\n",
       "      <td>-3.445577e-12</td>\n",
       "      <td>-1.238287e-12</td>\n",
       "      <td>5.834550e-05</td>\n",
       "      <td>2.530642e-12</td>\n",
       "      <td>-2.496563e-10</td>\n",
       "      <td>-5.587190e-05</td>\n",
       "      <td>0.003310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>93.750</td>\n",
       "      <td>-0.865234</td>\n",
       "      <td>-0.859375</td>\n",
       "      <td>125.0</td>\n",
       "      <td>119.00</td>\n",
       "      <td>-0.238281</td>\n",
       "      <td>3.101562</td>\n",
       "      <td>172.5</td>\n",
       "      <td>88.2500</td>\n",
       "      <td>-2.835938</td>\n",
       "      <td>...</td>\n",
       "      <td>-2.343015e-11</td>\n",
       "      <td>-5.938805e-12</td>\n",
       "      <td>-1.376588e-11</td>\n",
       "      <td>2.137845e-12</td>\n",
       "      <td>1.825984e-12</td>\n",
       "      <td>1.238973e-10</td>\n",
       "      <td>-2.709610e-12</td>\n",
       "      <td>3.602952e-04</td>\n",
       "      <td>-1.045457e-10</td>\n",
       "      <td>0.000161</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>15 rows × 288 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Higgs pt  Higgs eta  Higgs phi  Higgs mass   Top pt   Top eta   Top phi  \\\n",
       "0    135.500   1.234375   2.570312       125.0    65.50  2.132812  3.117188   \n",
       "1    200.500   0.798828   2.796875       125.0   116.50  2.453125  2.773438   \n",
       "2     67.250  -0.873047   3.078125       125.0   106.00 -0.436523  2.851562   \n",
       "3     81.000   2.679688  -2.101562       125.0   208.50  2.210938  3.125000   \n",
       "4     80.000  -1.242188   1.535156       125.0    79.50 -3.000000 -1.664062   \n",
       "5     63.125   1.531250   0.182617       125.0    54.50  1.355469 -1.832031   \n",
       "6    137.500   1.101562  -2.437500       125.0    90.00  2.234375  1.511719   \n",
       "7   1072.000   0.589844   2.031250       125.0  1436.00  0.483398 -1.093750   \n",
       "8     60.625  -1.347656   2.507812       125.0   298.00 -1.710938 -2.671875   \n",
       "9    280.000  -0.190918   3.109375       125.0   278.00 -2.406250 -0.120850   \n",
       "10   132.500  -1.265625  -1.250000       125.0   368.00 -0.269531 -2.390625   \n",
       "11    62.375   0.748047  -0.833984       125.0   102.00  1.113281 -0.519531   \n",
       "12    59.250  -1.484375  -1.812500       125.0   104.25 -0.644531 -0.593750   \n",
       "13   250.500   2.101562   1.691406       125.0   374.00  0.017517 -1.343750   \n",
       "14    93.750  -0.865234  -0.859375       125.0   119.00 -0.238281  3.101562   \n",
       "\n",
       "    Top mass  Anti-Top pt  Anti-Top eta  ...       ctG*cbW      ctG*cpQM  \\\n",
       "0      172.5     162.5000      0.310547  ... -2.184635e-10 -7.101335e-06   \n",
       "1      172.5     317.0000      2.773438  ...  2.089617e-11 -1.752909e-11   \n",
       "2      172.5     182.5000     -0.871094  ... -8.287149e-12 -7.674694e-13   \n",
       "3      172.5     136.5000      2.523438  ... -4.372502e-12 -2.476154e-07   \n",
       "4      172.5      12.6875     -2.640625  ... -1.285361e-12  3.240186e-13   \n",
       "5      172.5      39.5000     -2.015625  ...  1.750988e-12 -7.939427e-12   \n",
       "6      172.5      71.5000      1.593750  ... -2.259881e-11 -1.193257e-06   \n",
       "7      172.5     350.0000      0.480469  ... -5.256240e-11 -1.763983e-07   \n",
       "8      172.5      27.8750     -2.679688  ...  4.555289e-11 -1.118053e-05   \n",
       "9      172.5      23.3750     -3.820312  ... -3.280043e-11  8.617551e-12   \n",
       "10     172.5     460.0000     -0.701172  ... -8.311218e-11  9.167008e-06   \n",
       "11     172.5     105.2500     -1.968750  ...  2.739697e-12 -3.428036e-12   \n",
       "12     172.5     156.0000     -0.873047  ...  4.755307e-12 -9.457990e-13   \n",
       "13     172.5      57.7500      0.876953  ... -3.718981e-11  5.543116e-07   \n",
       "14     172.5      88.2500     -2.835938  ... -2.343015e-11 -5.938805e-12   \n",
       "\n",
       "        ctG*cpQ3      ctG*ctei      ctG*cQei       ctG*ctW     ctG*ctlSi  \\\n",
       "0   5.573497e-11  6.931788e-12  3.979483e-12  4.057400e-05 -3.485545e-12   \n",
       "1  -1.872191e-11  7.872314e-13 -3.569645e-13 -9.599788e-11 -1.722678e-12   \n",
       "2   1.510880e-11 -5.564993e-14 -3.137768e-13  1.717826e-11  2.071746e-13   \n",
       "3  -8.165468e-12 -3.474443e-13  1.481426e-12  4.163012e-06 -2.658290e-13   \n",
       "4   1.012024e-12  1.486034e-13 -2.581685e-13  2.841283e-11  9.256484e-13   \n",
       "5  -3.390066e-12 -7.072676e-13 -5.853304e-14 -1.930811e-11 -4.947154e-13   \n",
       "6   4.420109e-11  3.680389e-12  1.561078e-14  1.363317e-05 -1.407707e-12   \n",
       "7  -6.770762e-11  1.878386e-12 -3.984146e-12  1.356122e-06 -1.180278e-12   \n",
       "8   2.564970e-11  3.589462e-12  1.221068e-11  1.710746e-05 -6.383560e-12   \n",
       "9   3.573852e-11 -6.045442e-13 -6.295520e-13  3.457501e-11  1.131817e-12   \n",
       "10  8.261480e-11 -3.752332e-12  1.575851e-12  2.188906e-04  4.146017e-12   \n",
       "11 -1.089129e-11  5.374867e-13  4.286710e-13  4.486189e-11 -1.627309e-13   \n",
       "12  5.237144e-12 -1.057418e-13 -1.109564e-13  2.501732e-11  1.274744e-13   \n",
       "13  4.103828e-12 -3.445577e-12 -1.238287e-12  5.834550e-05  2.530642e-12   \n",
       "14 -1.376588e-11  2.137845e-12  1.825984e-12  1.238973e-10 -2.709610e-12   \n",
       "\n",
       "       ctG*cQq83       ctG*ctZ   ctG*ctG  \n",
       "0  -7.591443e-06 -3.245100e-05  0.000434  \n",
       "1   2.484769e-04 -1.062688e-10  0.000308  \n",
       "2   3.133493e-11 -1.133635e-10  0.000400  \n",
       "3   3.334433e-04 -1.862471e-06  0.000334  \n",
       "4  -6.931122e-12  4.420997e-11  0.005212  \n",
       "5   3.763567e-11 -8.049739e-11  0.002757  \n",
       "6   3.950085e-11 -1.142127e-05  0.001896  \n",
       "7  -8.891895e-05  7.782364e-07  0.000004  \n",
       "8  -2.778918e-04 -8.508097e-06  0.000368  \n",
       "9  -8.701484e-12 -2.434319e-10  0.001051  \n",
       "10 -2.343512e-10 -2.508014e-04  0.000701  \n",
       "11  6.311174e-12 -1.539036e-11  0.001492  \n",
       "12  3.100631e-12  5.054446e-11  0.006718  \n",
       "13 -2.496563e-10 -5.587190e-05  0.003310  \n",
       "14  3.602952e-04 -1.045457e-10  0.000161  \n",
       "\n",
       "[15 rows x 288 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "temp.get()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "232bf119",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 15931401 entries, 0 to 15931400\n",
      "Columns: 288 entries, Higgs pt to ctG*ctG\n",
      "dtypes: float32(288)\n",
      "memory usage: 17.1 GB\n",
      "None\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Higgs pt</th>\n",
       "      <th>Higgs eta</th>\n",
       "      <th>Higgs phi</th>\n",
       "      <th>Higgs mass</th>\n",
       "      <th>Top pt</th>\n",
       "      <th>Top eta</th>\n",
       "      <th>Top phi</th>\n",
       "      <th>Top mass</th>\n",
       "      <th>Anti-Top pt</th>\n",
       "      <th>Anti-Top eta</th>\n",
       "      <th>...</th>\n",
       "      <th>ctG*cbW</th>\n",
       "      <th>ctG*cpQM</th>\n",
       "      <th>ctG*cpQ3</th>\n",
       "      <th>ctG*ctei</th>\n",
       "      <th>ctG*cQei</th>\n",
       "      <th>ctG*ctW</th>\n",
       "      <th>ctG*ctlSi</th>\n",
       "      <th>ctG*cQq83</th>\n",
       "      <th>ctG*ctZ</th>\n",
       "      <th>ctG*ctG</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>477.00</td>\n",
       "      <td>-1.769531</td>\n",
       "      <td>0.878906</td>\n",
       "      <td>125.0</td>\n",
       "      <td>612.0000</td>\n",
       "      <td>-0.566406</td>\n",
       "      <td>-2.390625</td>\n",
       "      <td>172.5</td>\n",
       "      <td>151.000</td>\n",
       "      <td>-1.972656</td>\n",
       "      <td>...</td>\n",
       "      <td>9.663825e-12</td>\n",
       "      <td>-4.506262e-11</td>\n",
       "      <td>-8.756729e-11</td>\n",
       "      <td>1.624478e-12</td>\n",
       "      <td>-9.341417e-13</td>\n",
       "      <td>-2.320135e-10</td>\n",
       "      <td>-4.394707e-12</td>\n",
       "      <td>4.773028e-05</td>\n",
       "      <td>-1.700968e-10</td>\n",
       "      <td>0.000077</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>93.50</td>\n",
       "      <td>0.119385</td>\n",
       "      <td>-1.183594</td>\n",
       "      <td>125.0</td>\n",
       "      <td>172.5000</td>\n",
       "      <td>-0.742188</td>\n",
       "      <td>0.247070</td>\n",
       "      <td>172.5</td>\n",
       "      <td>163.500</td>\n",
       "      <td>0.744141</td>\n",
       "      <td>...</td>\n",
       "      <td>-9.202239e-11</td>\n",
       "      <td>5.333095e-08</td>\n",
       "      <td>1.731326e-11</td>\n",
       "      <td>1.409595e-12</td>\n",
       "      <td>-8.204548e-13</td>\n",
       "      <td>7.959455e-05</td>\n",
       "      <td>-3.039513e-13</td>\n",
       "      <td>4.676792e-11</td>\n",
       "      <td>-8.634478e-05</td>\n",
       "      <td>0.002165</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>363.00</td>\n",
       "      <td>-1.054688</td>\n",
       "      <td>-2.250000</td>\n",
       "      <td>125.0</td>\n",
       "      <td>184.5000</td>\n",
       "      <td>-2.039062</td>\n",
       "      <td>-0.026978</td>\n",
       "      <td>172.5</td>\n",
       "      <td>277.000</td>\n",
       "      <td>-0.384766</td>\n",
       "      <td>...</td>\n",
       "      <td>-5.865886e-11</td>\n",
       "      <td>2.626330e-07</td>\n",
       "      <td>7.705836e-11</td>\n",
       "      <td>-3.232692e-13</td>\n",
       "      <td>-6.258327e-13</td>\n",
       "      <td>6.575137e-05</td>\n",
       "      <td>7.072953e-13</td>\n",
       "      <td>-7.363710e-11</td>\n",
       "      <td>-7.542595e-05</td>\n",
       "      <td>0.001087</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>122.50</td>\n",
       "      <td>1.480469</td>\n",
       "      <td>-1.015625</td>\n",
       "      <td>125.0</td>\n",
       "      <td>313.0000</td>\n",
       "      <td>0.796875</td>\n",
       "      <td>-0.943359</td>\n",
       "      <td>172.5</td>\n",
       "      <td>459.000</td>\n",
       "      <td>1.207031</td>\n",
       "      <td>...</td>\n",
       "      <td>-3.914868e-12</td>\n",
       "      <td>1.582123e-12</td>\n",
       "      <td>9.782841e-12</td>\n",
       "      <td>-8.169160e-14</td>\n",
       "      <td>7.278067e-13</td>\n",
       "      <td>-4.245315e-11</td>\n",
       "      <td>7.544243e-13</td>\n",
       "      <td>2.279776e-11</td>\n",
       "      <td>6.813661e-12</td>\n",
       "      <td>0.000936</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>201.50</td>\n",
       "      <td>0.165527</td>\n",
       "      <td>-1.507812</td>\n",
       "      <td>125.0</td>\n",
       "      <td>123.7500</td>\n",
       "      <td>-0.904297</td>\n",
       "      <td>1.289062</td>\n",
       "      <td>172.5</td>\n",
       "      <td>123.500</td>\n",
       "      <td>-0.246094</td>\n",
       "      <td>...</td>\n",
       "      <td>-6.327525e-10</td>\n",
       "      <td>-1.319638e-05</td>\n",
       "      <td>1.335962e-10</td>\n",
       "      <td>2.280132e-11</td>\n",
       "      <td>5.926593e-12</td>\n",
       "      <td>-1.327426e-06</td>\n",
       "      <td>-3.546829e-12</td>\n",
       "      <td>-1.055840e-05</td>\n",
       "      <td>9.571668e-07</td>\n",
       "      <td>0.000131</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15931396</th>\n",
       "      <td>112.75</td>\n",
       "      <td>0.330078</td>\n",
       "      <td>-2.046875</td>\n",
       "      <td>125.0</td>\n",
       "      <td>950.0000</td>\n",
       "      <td>0.431641</td>\n",
       "      <td>-1.121094</td>\n",
       "      <td>172.5</td>\n",
       "      <td>840.000</td>\n",
       "      <td>-1.394531</td>\n",
       "      <td>...</td>\n",
       "      <td>2.746781e-11</td>\n",
       "      <td>8.426468e-09</td>\n",
       "      <td>-1.251277e-12</td>\n",
       "      <td>1.915801e-12</td>\n",
       "      <td>1.663503e-12</td>\n",
       "      <td>-1.225527e-05</td>\n",
       "      <td>-4.717338e-12</td>\n",
       "      <td>1.034141e-05</td>\n",
       "      <td>3.551249e-06</td>\n",
       "      <td>0.000031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15931397</th>\n",
       "      <td>76.75</td>\n",
       "      <td>1.375000</td>\n",
       "      <td>1.312500</td>\n",
       "      <td>125.0</td>\n",
       "      <td>167.0000</td>\n",
       "      <td>1.007812</td>\n",
       "      <td>-1.480469</td>\n",
       "      <td>172.5</td>\n",
       "      <td>145.500</td>\n",
       "      <td>-0.295898</td>\n",
       "      <td>...</td>\n",
       "      <td>1.689482e-12</td>\n",
       "      <td>-4.005907e-12</td>\n",
       "      <td>-8.537171e-12</td>\n",
       "      <td>9.728329e-14</td>\n",
       "      <td>-2.001316e-13</td>\n",
       "      <td>-6.320222e-13</td>\n",
       "      <td>-1.743120e-13</td>\n",
       "      <td>1.842348e-11</td>\n",
       "      <td>4.021672e-12</td>\n",
       "      <td>0.001088</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15931398</th>\n",
       "      <td>90.25</td>\n",
       "      <td>-2.046875</td>\n",
       "      <td>-0.576172</td>\n",
       "      <td>125.0</td>\n",
       "      <td>13.4375</td>\n",
       "      <td>-3.960938</td>\n",
       "      <td>-3.093750</td>\n",
       "      <td>172.5</td>\n",
       "      <td>78.500</td>\n",
       "      <td>-1.984375</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.389555e-11</td>\n",
       "      <td>3.710447e-07</td>\n",
       "      <td>1.606182e-11</td>\n",
       "      <td>-1.056447e-14</td>\n",
       "      <td>1.033331e-14</td>\n",
       "      <td>9.636208e-05</td>\n",
       "      <td>4.951040e-13</td>\n",
       "      <td>-2.722977e-11</td>\n",
       "      <td>-9.500608e-05</td>\n",
       "      <td>0.002186</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15931399</th>\n",
       "      <td>74.50</td>\n",
       "      <td>-0.245117</td>\n",
       "      <td>1.703125</td>\n",
       "      <td>125.0</td>\n",
       "      <td>154.0000</td>\n",
       "      <td>1.144531</td>\n",
       "      <td>-1.300781</td>\n",
       "      <td>172.5</td>\n",
       "      <td>42.875</td>\n",
       "      <td>0.896484</td>\n",
       "      <td>...</td>\n",
       "      <td>-5.780265e-12</td>\n",
       "      <td>7.073786e-13</td>\n",
       "      <td>-1.451905e-11</td>\n",
       "      <td>-1.489989e-13</td>\n",
       "      <td>3.048117e-13</td>\n",
       "      <td>2.228884e-11</td>\n",
       "      <td>-4.435341e-13</td>\n",
       "      <td>1.353184e-11</td>\n",
       "      <td>2.632294e-11</td>\n",
       "      <td>0.001405</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15931400</th>\n",
       "      <td>347.00</td>\n",
       "      <td>1.484375</td>\n",
       "      <td>0.080322</td>\n",
       "      <td>125.0</td>\n",
       "      <td>205.0000</td>\n",
       "      <td>-1.003906</td>\n",
       "      <td>3.054688</td>\n",
       "      <td>172.5</td>\n",
       "      <td>196.000</td>\n",
       "      <td>0.195312</td>\n",
       "      <td>...</td>\n",
       "      <td>-5.639933e-11</td>\n",
       "      <td>1.697699e-07</td>\n",
       "      <td>3.207923e-11</td>\n",
       "      <td>-2.393530e-12</td>\n",
       "      <td>5.075940e-13</td>\n",
       "      <td>-6.166752e-06</td>\n",
       "      <td>2.646994e-12</td>\n",
       "      <td>-2.355716e-11</td>\n",
       "      <td>6.838702e-06</td>\n",
       "      <td>0.008936</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>15931401 rows × 288 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          Higgs pt  Higgs eta  Higgs phi  Higgs mass    Top pt   Top eta  \\\n",
       "0           477.00  -1.769531   0.878906       125.0  612.0000 -0.566406   \n",
       "1            93.50   0.119385  -1.183594       125.0  172.5000 -0.742188   \n",
       "2           363.00  -1.054688  -2.250000       125.0  184.5000 -2.039062   \n",
       "3           122.50   1.480469  -1.015625       125.0  313.0000  0.796875   \n",
       "4           201.50   0.165527  -1.507812       125.0  123.7500 -0.904297   \n",
       "...            ...        ...        ...         ...       ...       ...   \n",
       "15931396    112.75   0.330078  -2.046875       125.0  950.0000  0.431641   \n",
       "15931397     76.75   1.375000   1.312500       125.0  167.0000  1.007812   \n",
       "15931398     90.25  -2.046875  -0.576172       125.0   13.4375 -3.960938   \n",
       "15931399     74.50  -0.245117   1.703125       125.0  154.0000  1.144531   \n",
       "15931400    347.00   1.484375   0.080322       125.0  205.0000 -1.003906   \n",
       "\n",
       "           Top phi  Top mass  Anti-Top pt  Anti-Top eta  ...       ctG*cbW  \\\n",
       "0        -2.390625     172.5      151.000     -1.972656  ...  9.663825e-12   \n",
       "1         0.247070     172.5      163.500      0.744141  ... -9.202239e-11   \n",
       "2        -0.026978     172.5      277.000     -0.384766  ... -5.865886e-11   \n",
       "3        -0.943359     172.5      459.000      1.207031  ... -3.914868e-12   \n",
       "4         1.289062     172.5      123.500     -0.246094  ... -6.327525e-10   \n",
       "...            ...       ...          ...           ...  ...           ...   \n",
       "15931396 -1.121094     172.5      840.000     -1.394531  ...  2.746781e-11   \n",
       "15931397 -1.480469     172.5      145.500     -0.295898  ...  1.689482e-12   \n",
       "15931398 -3.093750     172.5       78.500     -1.984375  ... -1.389555e-11   \n",
       "15931399 -1.300781     172.5       42.875      0.896484  ... -5.780265e-12   \n",
       "15931400  3.054688     172.5      196.000      0.195312  ... -5.639933e-11   \n",
       "\n",
       "              ctG*cpQM      ctG*cpQ3      ctG*ctei      ctG*cQei  \\\n",
       "0        -4.506262e-11 -8.756729e-11  1.624478e-12 -9.341417e-13   \n",
       "1         5.333095e-08  1.731326e-11  1.409595e-12 -8.204548e-13   \n",
       "2         2.626330e-07  7.705836e-11 -3.232692e-13 -6.258327e-13   \n",
       "3         1.582123e-12  9.782841e-12 -8.169160e-14  7.278067e-13   \n",
       "4        -1.319638e-05  1.335962e-10  2.280132e-11  5.926593e-12   \n",
       "...                ...           ...           ...           ...   \n",
       "15931396  8.426468e-09 -1.251277e-12  1.915801e-12  1.663503e-12   \n",
       "15931397 -4.005907e-12 -8.537171e-12  9.728329e-14 -2.001316e-13   \n",
       "15931398  3.710447e-07  1.606182e-11 -1.056447e-14  1.033331e-14   \n",
       "15931399  7.073786e-13 -1.451905e-11 -1.489989e-13  3.048117e-13   \n",
       "15931400  1.697699e-07  3.207923e-11 -2.393530e-12  5.075940e-13   \n",
       "\n",
       "               ctG*ctW     ctG*ctlSi     ctG*cQq83       ctG*ctZ   ctG*ctG  \n",
       "0        -2.320135e-10 -4.394707e-12  4.773028e-05 -1.700968e-10  0.000077  \n",
       "1         7.959455e-05 -3.039513e-13  4.676792e-11 -8.634478e-05  0.002165  \n",
       "2         6.575137e-05  7.072953e-13 -7.363710e-11 -7.542595e-05  0.001087  \n",
       "3        -4.245315e-11  7.544243e-13  2.279776e-11  6.813661e-12  0.000936  \n",
       "4        -1.327426e-06 -3.546829e-12 -1.055840e-05  9.571668e-07  0.000131  \n",
       "...                ...           ...           ...           ...       ...  \n",
       "15931396 -1.225527e-05 -4.717338e-12  1.034141e-05  3.551249e-06  0.000031  \n",
       "15931397 -6.320222e-13 -1.743120e-13  1.842348e-11  4.021672e-12  0.001088  \n",
       "15931398  9.636208e-05  4.951040e-13 -2.722977e-11 -9.500608e-05  0.002186  \n",
       "15931399  2.228884e-11 -4.435341e-13  1.353184e-11  2.632294e-11  0.001405  \n",
       "15931400 -6.166752e-06  2.646994e-12 -2.355716e-11  6.838702e-06  0.008936  \n",
       "\n",
       "[15931401 rows x 288 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_feather('data/data.feather')\n",
    "print(data.info(memory_usage=\"deep\"))\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "76e1f860",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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