From c0b0501edb7e91df7b187b29bd882782d2eb87b8 Mon Sep 17 00:00:00 2001
From: juacrumar <juacrumar@lairen.eu>
Date: Thu, 23 Feb 2023 14:25:53 +0100
Subject: [PATCH 01/17] new commondata reader

---
 ...ground for the new commondata format.ipynb | 1084 ++++++
 buildmaster/NMCPD_fake/data.yaml              |  261 ++
 buildmaster/NMCPD_fake/kinematics.yaml        | 3121 +++++++++++++++++
 buildmaster/NMCPD_fake/metadata.yaml          |   63 +
 buildmaster/NMCPD_fake/uncertainties.yaml     |  530 +++
 buildmaster/NMCPD_fake/uncertainties_dw.yaml  |  266 ++
 buildmaster/NMCPD_fake/uncertainties_sh.yaml  |  266 ++
 validphys2/src/validphys/commondataparser.py  |  368 +-
 validphys2/src/validphys/core.py              |    4 +-
 validphys2/src/validphys/loader.py            |    6 +-
 validphys2/src/validphys/pineparser.py        |   77 +-
 validphys2/src/validphys/plotoptions/core.py  |    6 +-
 validphys2/src/validphys/utils.py             |   14 +-
 13 files changed, 5990 insertions(+), 76 deletions(-)
 create mode 100644 Playground for the new commondata format.ipynb
 create mode 100644 buildmaster/NMCPD_fake/data.yaml
 create mode 100644 buildmaster/NMCPD_fake/kinematics.yaml
 create mode 100644 buildmaster/NMCPD_fake/metadata.yaml
 create mode 100644 buildmaster/NMCPD_fake/uncertainties.yaml
 create mode 100644 buildmaster/NMCPD_fake/uncertainties_dw.yaml
 create mode 100644 buildmaster/NMCPD_fake/uncertainties_sh.yaml

diff --git a/Playground for the new commondata format.ipynb b/Playground for the new commondata format.ipynb
new file mode 100644
index 0000000000..980d8abb30
--- /dev/null
+++ b/Playground for the new commondata format.ipynb	
@@ -0,0 +1,1084 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "cc3f217c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from pathlib import Path\n",
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "\n",
+    "import validphys\n",
+    "from validphys.commondataparser import parse_commondata_folder, parse_commondata\n",
+    "from validphys.loader import _get_nnpdf_profile"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9de23dc5",
+   "metadata": {},
+   "source": [
+    "## Old-New comparison\n",
+    "\n",
+    "The following cells compare the output the old `parse_commondata` and the new `parse_commondata_folder` (both from `commondataparser.py`).\n",
+    "\n",
+    "The output of these two functions should be equal, since they parse the old/new commondata files into the `CommonData` class from `coredata.py`.\n",
+    "\n",
+    "Note that for this comparison, my version of \"NMCPD\" is called \"NMCPDF_fake\" so that the old and new dataset don't clash."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "51e437e6",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/Users/jumax9/Academic_Workspace/NNPDF/src/nnpdf/validphys2/src/validphys/../../../buildmaster/NMCPD_fake\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(folder_data/f\"{dataset}_fake\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "a1c03485",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#  for NMCPD\n",
+    "dataset = \"NMCPD\"\n",
+    "\n",
+    "\n",
+    "# Again, this assumes validphys installed in editable mode etc etc and we look at the defaults\n",
+    "nmcpd_path = Path(_get_nnpdf_profile()[\"data_path\"]) / \"commondata\" / f\"DATA_{dataset}.dat\"\n",
+    "nmcpd_unc_path = nmcpd_path.parent / \"systypes\" / f\"SYSTYPE_{dataset}_DEFAULT.dat\"\n",
+    "old_cd = parse_commondata(nmcpd_path, nmcpd_unc_path, dataset)\n",
+    "\n",
+    "# If this trick doesn't find your data, put here the path to wherever your data is\n",
+    "folder_data = Path(validphys.__file__).parent / \"../../../buildmaster\"\n",
+    "new_cd = parse_commondata_folder(folder_data / f\"{dataset}_fake\")\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "e052069a",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
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+       "      <th></th>\n",
+       "      <th>process</th>\n",
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+       "      <th>kin2</th>\n",
+       "      <th>kin3</th>\n",
+       "      <th>data</th>\n",
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+       "      <td>DIS_F2R</td>\n",
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+       "      <td>0.16</td>\n",
+       "      <td>0.0</td>\n",
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+       "      <td>0.000000</td>\n",
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+       "      <td>0.000000</td>\n",
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+       "      <td>0.0015</td>\n",
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+       "      <td>0.0</td>\n",
+       "      <td>1.0030</td>\n",
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+       "      <td>0.001003</td>\n",
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+       "      <td>0.001003</td>\n",
+       "      <td>0.1</td>\n",
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+       "      <th>3</th>\n",
+       "      <td>DIS_F2R</td>\n",
+       "      <td>0.0015</td>\n",
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+       "      <td>0.0</td>\n",
+       "      <td>0.9675</td>\n",
+       "      <td>0.0205</td>\n",
+       "      <td>0.001935</td>\n",
+       "      <td>0.2</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.010642</td>\n",
+       "      <td>1.1</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
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+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>DIS_F2R</td>\n",
+       "      <td>0.0015</td>\n",
+       "      <td>0.45</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0330</td>\n",
+       "      <td>0.0258</td>\n",
+       "      <td>0.001033</td>\n",
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+       "      <td>0.000000</td>\n",
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+       "      <td>DIS_F2R</td>\n",
+       "      <td>0.0015</td>\n",
+       "      <td>0.60</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.9912</td>\n",
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+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>256</th>\n",
+       "      <td>DIS_F2R</td>\n",
+       "      <td>0.6750</td>\n",
+       "      <td>26.49</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.6717</td>\n",
+       "      <td>0.0235</td>\n",
+       "      <td>0.000672</td>\n",
+       "      <td>0.1</td>\n",
+       "      <td>0.002687</td>\n",
+       "      <td>0.4</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.001343</td>\n",
+       "      <td>-0.2</td>\n",
+       "      <td>0.001343</td>\n",
+       "      <td>0.2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>257</th>\n",
+       "      <td>DIS_F2R</td>\n",
+       "      <td>0.6750</td>\n",
+       "      <td>35.40</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.7194</td>\n",
+       "      <td>0.0330</td>\n",
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+       "      <td>0.3</td>\n",
+       "      <td>0.000000</td>\n",
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+       "      <td>-0.001439</td>\n",
+       "      <td>-0.2</td>\n",
+       "      <td>0.002158</td>\n",
+       "      <td>0.3</td>\n",
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+       "      <td>0.0</td>\n",
+       "      <td>0.6959</td>\n",
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+       "    <tr>\n",
+       "      <th>259</th>\n",
+       "      <td>DIS_F2R</td>\n",
+       "      <td>0.6750</td>\n",
+       "      <td>63.53</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.7020</td>\n",
+       "      <td>0.0513</td>\n",
+       "      <td>0.000702</td>\n",
+       "      <td>0.1</td>\n",
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+       "      <td>-0.2</td>\n",
+       "      <td>0.002106</td>\n",
+       "      <td>0.3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>260</th>\n",
+       "      <td>DIS_F2R</td>\n",
+       "      <td>0.6750</td>\n",
+       "      <td>99.03</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.7724</td>\n",
+       "      <td>0.0645</td>\n",
+       "      <td>0.000772</td>\n",
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+       "      <td>0.002317</td>\n",
+       "      <td>0.3</td>\n",
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+       "  </tbody>\n",
+       "</table>\n",
+       "<p>260 rows × 16 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       process    kin1   kin2  kin3    data    stat       ADD  MULT       ADD  \\\n",
+       "entry                                                                           \n",
+       "1      DIS_F2R  0.0015   0.16   0.0  0.9815  0.0203  0.000982   0.1  0.000000   \n",
+       "2      DIS_F2R  0.0015   0.25   0.0  1.0030  0.0212  0.001003   0.1  0.000000   \n",
+       "3      DIS_F2R  0.0015   0.35   0.0  0.9675  0.0205  0.001935   0.2  0.000000   \n",
+       "4      DIS_F2R  0.0015   0.45   0.0  1.0330  0.0258  0.001033   0.1  0.000000   \n",
+       "5      DIS_F2R  0.0015   0.60   0.0  0.9912  0.0176  0.000991   0.1  0.000000   \n",
+       "...        ...     ...    ...   ...     ...     ...       ...   ...       ...   \n",
+       "256    DIS_F2R  0.6750  26.49   0.0  0.6717  0.0235  0.000672   0.1  0.002687   \n",
+       "257    DIS_F2R  0.6750  35.40   0.0  0.7194  0.0330  0.000719   0.1  0.002158   \n",
+       "258    DIS_F2R  0.6750  47.03   0.0  0.6959  0.0373  0.000696   0.1  0.000696   \n",
+       "259    DIS_F2R  0.6750  63.53   0.0  0.7020  0.0513  0.000702   0.1  0.000000   \n",
+       "260    DIS_F2R  0.6750  99.03   0.0  0.7724  0.0645  0.000772   0.1  0.000000   \n",
+       "\n",
+       "       MULT       ADD  MULT       ADD  MULT       ADD  MULT  \n",
+       "entry                                                        \n",
+       "1       0.0  0.010797   1.1  0.000000   0.0  0.000000   0.0  \n",
+       "2       0.0  0.013039   1.3  0.001003   0.1  0.001003   0.1  \n",
+       "3       0.0  0.010642   1.1  0.000000   0.0  0.000000   0.0  \n",
+       "4       0.0  0.019627   1.9  0.000000   0.0  0.000000   0.0  \n",
+       "5       0.0  0.011894   1.2  0.000000   0.0  0.000000   0.0  \n",
+       "...     ...       ...   ...       ...   ...       ...   ...  \n",
+       "256     0.4  0.000000   0.0 -0.001343  -0.2  0.001343   0.2  \n",
+       "257     0.3  0.000000   0.0 -0.001439  -0.2  0.002158   0.3  \n",
+       "258     0.1  0.000696   0.1 -0.001392  -0.2  0.002088   0.3  \n",
+       "259     0.0  0.000702   0.1 -0.001404  -0.2  0.002106   0.3  \n",
+       "260     0.0  0.001545   0.2 -0.001545  -0.2  0.002317   0.3  \n",
+       "\n",
+       "[260 rows x 16 columns]"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "old_cd.commondata_table"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "95d7dd50",
+   "metadata": {},
+   "outputs": [
+    {
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+       "      <th>1</th>\n",
+       "      <td>DIS NC</td>\n",
+       "      <td>0.0015</td>\n",
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+       "      <td>0.120852</td>\n",
+       "      <td>0.9815</td>\n",
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+       "      <td>0.0109</td>\n",
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+       "      <th>2</th>\n",
+       "      <td>DIS NC</td>\n",
+       "      <td>0.0015</td>\n",
+       "      <td>0.25</td>\n",
+       "      <td>0.188831</td>\n",
+       "      <td>1.0030</td>\n",
+       "      <td>0.0212</td>\n",
+       "      <td>0.0134</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>DIS NC</td>\n",
+       "      <td>0.0015</td>\n",
+       "      <td>0.35</td>\n",
+       "      <td>0.264363</td>\n",
+       "      <td>0.9675</td>\n",
+       "      <td>0.0205</td>\n",
+       "      <td>0.0112</td>\n",
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+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>DIS NC</td>\n",
+       "      <td>0.0015</td>\n",
+       "      <td>0.45</td>\n",
+       "      <td>0.339895</td>\n",
+       "      <td>1.0330</td>\n",
+       "      <td>0.0258</td>\n",
+       "      <td>0.0195</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>DIS NC</td>\n",
+       "      <td>0.0015</td>\n",
+       "      <td>0.60</td>\n",
+       "      <td>0.453194</td>\n",
+       "      <td>0.9912</td>\n",
+       "      <td>0.0176</td>\n",
+       "      <td>0.0121</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",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>256</th>\n",
+       "      <td>DIS NC</td>\n",
+       "      <td>0.6750</td>\n",
+       "      <td>26.49</td>\n",
+       "      <td>0.044463</td>\n",
+       "      <td>0.6717</td>\n",
+       "      <td>0.0235</td>\n",
+       "      <td>0.0034</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>257</th>\n",
+       "      <td>DIS NC</td>\n",
+       "      <td>0.6750</td>\n",
+       "      <td>35.40</td>\n",
+       "      <td>0.059419</td>\n",
+       "      <td>0.7194</td>\n",
+       "      <td>0.0330</td>\n",
+       "      <td>0.0033</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>258</th>\n",
+       "      <td>DIS NC</td>\n",
+       "      <td>0.6750</td>\n",
+       "      <td>47.03</td>\n",
+       "      <td>0.078940</td>\n",
+       "      <td>0.6959</td>\n",
+       "      <td>0.0373</td>\n",
+       "      <td>0.0026</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>259</th>\n",
+       "      <td>DIS NC</td>\n",
+       "      <td>0.6750</td>\n",
+       "      <td>63.53</td>\n",
+       "      <td>0.106635</td>\n",
+       "      <td>0.7020</td>\n",
+       "      <td>0.0513</td>\n",
+       "      <td>0.0029</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>260</th>\n",
+       "      <td>DIS NC</td>\n",
+       "      <td>0.6750</td>\n",
+       "      <td>99.03</td>\n",
+       "      <td>0.166221</td>\n",
+       "      <td>0.7724</td>\n",
+       "      <td>0.0645</td>\n",
+       "      <td>0.0034</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>260 rows × 7 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      process    kin1   kin2      kin3    data    stat     ADD\n",
+       "entry                                                         \n",
+       "1      DIS NC  0.0015   0.16  0.120852  0.9815  0.0203  0.0109\n",
+       "2      DIS NC  0.0015   0.25  0.188831  1.0030  0.0212  0.0134\n",
+       "3      DIS NC  0.0015   0.35  0.264363  0.9675  0.0205  0.0112\n",
+       "4      DIS NC  0.0015   0.45  0.339895  1.0330  0.0258  0.0195\n",
+       "5      DIS NC  0.0015   0.60  0.453194  0.9912  0.0176  0.0121\n",
+       "...       ...     ...    ...       ...     ...     ...     ...\n",
+       "256    DIS NC  0.6750  26.49  0.044463  0.6717  0.0235  0.0034\n",
+       "257    DIS NC  0.6750  35.40  0.059419  0.7194  0.0330  0.0033\n",
+       "258    DIS NC  0.6750  47.03  0.078940  0.6959  0.0373  0.0026\n",
+       "259    DIS NC  0.6750  63.53  0.106635  0.7020  0.0513  0.0029\n",
+       "260    DIS NC  0.6750  99.03  0.166221  0.7724  0.0645  0.0034\n",
+       "\n",
+       "[260 rows x 7 columns]"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "new_cd.commondata_table"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3f20c0e2",
+   "metadata": {},
+   "source": [
+    "## The new commondata\n",
+    "\n",
+    "The following cells basically do what `parse_commondata_folder` does internally (wihtout creating the final `CommonData` object).\n",
+    "\n",
+    "The first step is to read the metadata from `<datafolder>/metadata.yaml`. Most of the new logic is concentrated in this step since it uses `validobj` to ensure that all the information inside the `metadata` file is correct (very importantly, it checks the theory information which is also used by the pineappl parser later on!)\n",
+    "\n",
+    "After the metadata has been read, the data, uncertainties, and kinematics are read as well into beautiful dataframes. The `new_cd.commondata_table` above is made from a simplified concatenation of said dataframes."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "f0cd3ccf",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from validphys.utils import parse_yaml_inp\n",
+    "from validphys.commondataparser import CommonMetaData, _parse_data, _parse_uncertainties, _parse_kinematics\n",
+    "\n",
+    "commondata_folder = folder_data / \"NMCPD_fake\"\n",
+    "metadata_file = commondata_folder / \"metadata.yaml\"\n",
+    "\n",
+    "# Select which variants you want\n",
+    "variants = []\n",
+    "\n",
+    "# Read up all the metadata, i.e., use validobj to parse metadata_file into CommonMetaData\n",
+    "metadata = parse_yaml_inp(metadata_file, CommonMetaData)\n",
+    "\n",
+    "# Now apply variants:\n",
+    "for variant in variants:\n",
+    "    metadata = metadata.apply_variant(variant)\n",
+    "    \n",
+    "# Once we have our final commondata file, parse data, kinematics and uncertainties\n",
+    "data_df = _parse_data(metadata)\n",
+    "uncertainties_df = _parse_uncertainties(metadata)\n",
+    "kin_df = _parse_kinematics(metadata)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "b005b8e0",
+   "metadata": {},
+   "outputs": [
+    {
+     "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>data</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>entry</th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0.9815</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>1.0030</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0.9675</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>1.0330</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>0.9912</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>256</th>\n",
+       "      <td>0.6717</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>257</th>\n",
+       "      <td>0.7194</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>258</th>\n",
+       "      <td>0.6959</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>259</th>\n",
+       "      <td>0.7020</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>260</th>\n",
+       "      <td>0.7724</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>260 rows × 1 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         data\n",
+       "entry        \n",
+       "1      0.9815\n",
+       "2      1.0030\n",
+       "3      0.9675\n",
+       "4      1.0330\n",
+       "5      0.9912\n",
+       "...       ...\n",
+       "256    0.6717\n",
+       "257    0.7194\n",
+       "258    0.6959\n",
+       "259    0.7020\n",
+       "260    0.7724\n",
+       "\n",
+       "[260 rows x 1 columns]"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "f3b3a3a7",
+   "metadata": {},
+   "outputs": [
+    {
+     "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 tr th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead tr:last-of-type th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr>\n",
+       "      <th>name</th>\n",
+       "      <th>stat_1</th>\n",
+       "      <th>syst_1</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>treatment</th>\n",
+       "      <th>ADD</th>\n",
+       "      <th>ADD</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>type</th>\n",
+       "      <th>UNCORR</th>\n",
+       "      <th>CORR</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>entry</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0.0203</td>\n",
+       "      <td>0.0109</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0.0212</td>\n",
+       "      <td>0.0134</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0.0205</td>\n",
+       "      <td>0.0112</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>0.0258</td>\n",
+       "      <td>0.0195</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>0.0176</td>\n",
+       "      <td>0.0121</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>256</th>\n",
+       "      <td>0.0235</td>\n",
+       "      <td>0.0034</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>257</th>\n",
+       "      <td>0.0330</td>\n",
+       "      <td>0.0033</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>258</th>\n",
+       "      <td>0.0373</td>\n",
+       "      <td>0.0026</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>259</th>\n",
+       "      <td>0.0513</td>\n",
+       "      <td>0.0029</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>260</th>\n",
+       "      <td>0.0645</td>\n",
+       "      <td>0.0034</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>260 rows × 2 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "name       stat_1  syst_1\n",
+       "treatment     ADD     ADD\n",
+       "type       UNCORR    CORR\n",
+       "entry                    \n",
+       "1          0.0203  0.0109\n",
+       "2          0.0212  0.0134\n",
+       "3          0.0205  0.0112\n",
+       "4          0.0258  0.0195\n",
+       "5          0.0176  0.0121\n",
+       "...           ...     ...\n",
+       "256        0.0235  0.0034\n",
+       "257        0.0330  0.0033\n",
+       "258        0.0373  0.0026\n",
+       "259        0.0513  0.0029\n",
+       "260        0.0645  0.0034\n",
+       "\n",
+       "[260 rows x 2 columns]"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "uncertainties_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "e6cf5430",
+   "metadata": {},
+   "outputs": [
+    {
+     "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 tr th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead tr:last-of-type th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr>\n",
+       "      <th></th>\n",
+       "      <th>x</th>\n",
+       "      <th>q2</th>\n",
+       "      <th>y</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th></th>\n",
+       "      <th>mid</th>\n",
+       "      <th>mid</th>\n",
+       "      <th>mid</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>entry</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0.0015</td>\n",
+       "      <td>0.16</td>\n",
+       "      <td>0.120852</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0.0015</td>\n",
+       "      <td>0.25</td>\n",
+       "      <td>0.188831</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0.0015</td>\n",
+       "      <td>0.35</td>\n",
+       "      <td>0.264363</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>0.0015</td>\n",
+       "      <td>0.45</td>\n",
+       "      <td>0.339895</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>0.0015</td>\n",
+       "      <td>0.60</td>\n",
+       "      <td>0.453194</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>256</th>\n",
+       "      <td>0.6750</td>\n",
+       "      <td>26.49</td>\n",
+       "      <td>0.044463</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>257</th>\n",
+       "      <td>0.6750</td>\n",
+       "      <td>35.40</td>\n",
+       "      <td>0.059419</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>258</th>\n",
+       "      <td>0.6750</td>\n",
+       "      <td>47.03</td>\n",
+       "      <td>0.078940</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>259</th>\n",
+       "      <td>0.6750</td>\n",
+       "      <td>63.53</td>\n",
+       "      <td>0.106635</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>260</th>\n",
+       "      <td>0.6750</td>\n",
+       "      <td>99.03</td>\n",
+       "      <td>0.166221</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>260 rows × 3 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "            x     q2         y\n",
+       "          mid    mid       mid\n",
+       "entry                         \n",
+       "1      0.0015   0.16  0.120852\n",
+       "2      0.0015   0.25  0.188831\n",
+       "3      0.0015   0.35  0.264363\n",
+       "4      0.0015   0.45  0.339895\n",
+       "5      0.0015   0.60  0.453194\n",
+       "...       ...    ...       ...\n",
+       "256    0.6750  26.49  0.044463\n",
+       "257    0.6750  35.40  0.059419\n",
+       "258    0.6750  47.03  0.078940\n",
+       "259    0.6750  63.53  0.106635\n",
+       "260    0.6750  99.03  0.166221\n",
+       "\n",
+       "[260 rows x 3 columns]"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "kin_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "cb01b676",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "LHAPDF 6.5.3 loading /opt/homebrew/Cellar/lhapdf/6.5.3/share/LHAPDF/NNPDF40_nnlo_as_01180/NNPDF40_nnlo_as_01180_0000.dat\n",
+      "NNPDF40_nnlo_as_01180 PDF set, member #0, version 1; LHAPDF ID = 331100\n",
+      "             0\n",
+      "data          \n",
+      "0     0.631699\n",
+      "1     0.608279\n",
+      "2     0.526581\n"
+     ]
+    }
+   ],
+   "source": [
+    "if True:\n",
+    "    # Quickly check that nothing _important_ is broken\n",
+    "    from validphys.api import API\n",
+    "    from validphys.convolution import central_predictions\n",
+    "    pdf = API.pdf(pdf=\"NNPDF40_nnlo_as_01180\")\n",
+    "    dname = \"ATLAS_SINGLETOP_TCH_DIFF_7TEV_T_RAP_NORM\" # dataset with apfelcomb flags\n",
+    "    new_ds = API.dataset(dataset_input={\"dataset\": dname}, theoryid=400, use_cuts=\"internal\")\n",
+    "    print(central_predictions(new_ds, pdf))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "086c53ff",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "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": "3.10.10"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/buildmaster/NMCPD_fake/data.yaml b/buildmaster/NMCPD_fake/data.yaml
new file mode 100644
index 0000000000..4831d2f4e6
--- /dev/null
+++ b/buildmaster/NMCPD_fake/data.yaml
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diff --git a/buildmaster/NMCPD_fake/kinematics.yaml b/buildmaster/NMCPD_fake/kinematics.yaml
new file mode 100644
index 0000000000..fbb8b2c22e
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+    min: null
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+    min: null
+    mid: 63.53
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+  y:
+    min: null
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diff --git a/buildmaster/NMCPD_fake/metadata.yaml b/buildmaster/NMCPD_fake/metadata.yaml
new file mode 100644
index 0000000000..0c5e23c474
--- /dev/null
+++ b/buildmaster/NMCPD_fake/metadata.yaml
@@ -0,0 +1,63 @@
+# Generalia
+setname: "NMCPD_fake"
+ndata: 260
+observable: {description: "Ratio of deuterium to proton structure function F2", label:"$F_2^d/F_2^p(x,Q^2)$", units: "" }
+kinematics:
+   variables:
+      q2: {description: "Parton momentum transfer", label: "$Q^2$", units: "GeV²"}
+      x:  {description: "Bjorken x", label: '$x$', units: ""}
+      y:  {description: "Inelasticity", units: ""}
+   file: kinematics.yaml
+
+version: 0
+version_comment: "Initial implementation"
+
+# References
+arXiv:
+   url: "https://arxiv.org/abs/hep-ex/9611022"
+iNSPIRE:
+   url: "https://inspirehep.net/literature/424154"
+hepdata:
+   url: "https://www.hepdata.net/record/ins426595"
+   version: 1
+   tables: [2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21]
+
+# Data 
+data_central: data.yaml
+data_uncertainties:
+   - uncertainties.yaml
+
+# Data (variants)
+variants:
+  deweighted:
+     data_uncertainties:
+        - uncertainties.yaml
+        - uncertainties_dw.yaml
+  shifted:
+     data_uncertainties:
+        - uncertainties.yaml
+        - uncertainties_sh.yaml
+
+# Plotting  
+kinematic_coverage:
+   x: x
+   q2: q2
+dataset_label: "NMC $d/p$"
+plot_x: x
+figure_by: 
+   - q2
+
+# Theory
+theory:
+   apfelcomb:
+     repetition_flag:
+       - NMCPD_P
+   FK_tables:
+     - - NMCPD_D1
+       - NMCPD_D2
+     - - NMCPD_P
+   operation: "RATIO"
+
+nnpdf_metadata:
+   nnpdf31_process: "DIS NC"
+   experiment: "NMC"
diff --git a/buildmaster/NMCPD_fake/uncertainties.yaml b/buildmaster/NMCPD_fake/uncertainties.yaml
new file mode 100644
index 0000000000..9e23417c8b
--- /dev/null
+++ b/buildmaster/NMCPD_fake/uncertainties.yaml
@@ -0,0 +1,530 @@
+definition:
+  stat_1:
+    description: total statistical uncertainty
+    treatment: ADD
+    type: UNCORR
+  syst_1:
+    description: total systematic uncertainty
+    treatment: ADD
+    type: CORR
+bins:
+- stat_1: 0.0203
+  syst_1: 0.0109
+- stat_1: 0.0212
+  syst_1: 0.0134
+- stat_1: 0.0205
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+- stat_1: 0.0258
+  syst_1: 0.0195
+- stat_1: 0.0176
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+- stat_1: 0.0277
+  syst_1: 0.007
+- stat_1: 0.0171
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+- stat_1: 0.0137
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+- stat_1: 0.0108
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+- stat_1: 0.0116
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+- stat_1: 0.0615
+  syst_1: 0.003
+- stat_1: 0.025
+  syst_1: 0.0037
+- stat_1: 0.0208
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+- stat_1: 0.0172
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+- stat_1: 0.0157
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+  syst_1: 0.0028
+- stat_1: 0.0113
+  syst_1: 0.0025
+- stat_1: 0.0109
+  syst_1: 0.0023
+- stat_1: 0.012
+  syst_1: 0.002
+- stat_1: 0.0147
+  syst_1: 0.0018
+- stat_1: 0.0162
+  syst_1: 0.0013
+- stat_1: 0.0213
+  syst_1: 0.0011
+- stat_1: 0.0253
+  syst_1: 0.001
+- stat_1: 0.0242
+  syst_1: 0.0092
+- stat_1: 0.0245
+  syst_1: 0.0066
+- stat_1: 0.0161
+  syst_1: 0.0044
+- stat_1: 0.0211
+  syst_1: 0.0035
+- stat_1: 0.0227
+  syst_1: 0.0026
+- stat_1: 0.0158
+  syst_1: 0.0036
+- stat_1: 0.0146
+  syst_1: 0.0027
+- stat_1: 0.016
+  syst_1: 0.0025
+- stat_1: 0.0187
+  syst_1: 0.002
+- stat_1: 0.0222
+  syst_1: 0.0015
+- stat_1: 0.0281
+  syst_1: 0.0012
+- stat_1: 0.0296
+  syst_1: 0.001
+- stat_1: 0.0356
+  syst_1: 0.0072
+- stat_1: 0.0296
+  syst_1: 0.0055
+- stat_1: 0.028
+  syst_1: 0.0042
+- stat_1: 0.03
+  syst_1: 0.0032
+- stat_1: 0.0282
+  syst_1: 0.0037
+- stat_1: 0.0205
+  syst_1: 0.0037
+- stat_1: 0.0216
+  syst_1: 0.0029
+- stat_1: 0.0267
+  syst_1: 0.0023
+- stat_1: 0.0331
+  syst_1: 0.0021
+- stat_1: 0.0345
+  syst_1: 0.001
+- stat_1: 0.0458
+  syst_1: 0.0012
+- stat_1: 0.0361
+  syst_1: 0.0067
+- stat_1: 0.0465
+  syst_1: 0.0053
+- stat_1: 0.0353
+  syst_1: 0.0046
+- stat_1: 0.0395
+  syst_1: 0.0051
+- stat_1: 0.0281
+  syst_1: 0.0049
+- stat_1: 0.0235
+  syst_1: 0.0034
+- stat_1: 0.033
+  syst_1: 0.0033
+- stat_1: 0.0373
+  syst_1: 0.0026
+- stat_1: 0.0513
+  syst_1: 0.0029
+- stat_1: 0.0645
+  syst_1: 0.0034
diff --git a/buildmaster/NMCPD_fake/uncertainties_dw.yaml b/buildmaster/NMCPD_fake/uncertainties_dw.yaml
new file mode 100644
index 0000000000..0a4fcdf5ab
--- /dev/null
+++ b/buildmaster/NMCPD_fake/uncertainties_dw.yaml
@@ -0,0 +1,266 @@
+definition:
+  nuclear:
+    description: nuclear uncertainty (deweighted)
+    treatment: ADD
+    type: NUC_DW
+bins:
+- nuclear: 0.0203
+- nuclear: 0.0212
+- nuclear: 0.0205
+- nuclear: 0.0258
+- nuclear: 0.0176
+- nuclear: 0.0277
+- nuclear: 0.0171
+- nuclear: 0.0137
+- nuclear: 0.0129
+- nuclear: 0.0118
+- nuclear: 0.0108
+- nuclear: 0.0116
+- nuclear: 0.0615
+- nuclear: 0.025
+- nuclear: 0.0208
+- nuclear: 0.0172
+- nuclear: 0.0092
+- nuclear: 0.0157
+- nuclear: 0.0137
+- nuclear: 0.0128
+- nuclear: 0.0098
+- nuclear: 0.0547
+- nuclear: 0.025
+- nuclear: 0.0213
+- nuclear: 0.018
+- nuclear: 0.0091
+- nuclear: 0.0083
+- nuclear: 0.0088
+- nuclear: 0.01
+- nuclear: 0.0083
+- nuclear: 0.0086
+- nuclear: 0.0097
+- nuclear: 0.0122
+- nuclear: 0.0543
+- nuclear: 0.032
+- nuclear: 0.0233
+- nuclear: 0.0205
+- nuclear: 0.0127
+- nuclear: 0.0108
+- nuclear: 0.0092
+- nuclear: 0.0098
+- nuclear: 0.0072
+- nuclear: 0.0085
+- nuclear: 0.0103
+- nuclear: 0.0087
+- nuclear: 0.0095
+- nuclear: 0.0134
+- nuclear: 0.0402
+- nuclear: 0.0301
+- nuclear: 0.0268
+- nuclear: 0.0161
+- nuclear: 0.0155
+- nuclear: 0.0129
+- nuclear: 0.0119
+- nuclear: 0.0084
+- nuclear: 0.0087
+- nuclear: 0.0098
+- nuclear: 0.0092
+- nuclear: 0.01
+- nuclear: 0.0143
+- nuclear: 0.0107
+- nuclear: 0.0375
+- nuclear: 0.0287
+- nuclear: 0.0313
+- nuclear: 0.0131
+- nuclear: 0.0154
+- nuclear: 0.0124
+- nuclear: 0.0107
+- nuclear: 0.0076
+- nuclear: 0.0071
+- nuclear: 0.0074
+- nuclear: 0.0065
+- nuclear: 0.0085
+- nuclear: 0.0097
+- nuclear: 0.0085
+- nuclear: 0.01
+- nuclear: 0.0375
+- nuclear: 0.034
+- nuclear: 0.0207
+- nuclear: 0.0179
+- nuclear: 0.0183
+- nuclear: 0.0138
+- nuclear: 0.0089
+- nuclear: 0.0087
+- nuclear: 0.009
+- nuclear: 0.0069
+- nuclear: 0.0088
+- nuclear: 0.0111
+- nuclear: 0.0101
+- nuclear: 0.0115
+- nuclear: 0.0107
+- nuclear: 0.0144
+- nuclear: 0.0412
+- nuclear: 0.0214
+- nuclear: 0.0213
+- nuclear: 0.0167
+- nuclear: 0.0138
+- nuclear: 0.0092
+- nuclear: 0.0077
+- nuclear: 0.0077
+- nuclear: 0.0058
+- nuclear: 0.0069
+- nuclear: 0.0085
+- nuclear: 0.0076
+- nuclear: 0.0097
+- nuclear: 0.0087
+- nuclear: 0.009
+- nuclear: 0.0119
+- nuclear: 0.0438
+- nuclear: 0.0344
+- nuclear: 0.0542
+- nuclear: 0.0197
+- nuclear: 0.0117
+- nuclear: 0.0111
+- nuclear: 0.0096
+- nuclear: 0.0069
+- nuclear: 0.0079
+- nuclear: 0.0095
+- nuclear: 0.0082
+- nuclear: 0.0105
+- nuclear: 0.0105
+- nuclear: 0.0103
+- nuclear: 0.0103
+- nuclear: 0.0157
+- nuclear: 0.054
+- nuclear: 0.0537
+- nuclear: 0.0281
+- nuclear: 0.014
+- nuclear: 0.0136
+- nuclear: 0.0124
+- nuclear: 0.0082
+- nuclear: 0.0089
+- nuclear: 0.0106
+- nuclear: 0.0092
+- nuclear: 0.0114
+- nuclear: 0.0115
+- nuclear: 0.0116
+- nuclear: 0.0114
+- nuclear: 0.0147
+- nuclear: 0.0222
+- nuclear: 0.068
+- nuclear: 0.0306
+- nuclear: 0.0169
+- nuclear: 0.0151
+- nuclear: 0.0153
+- nuclear: 0.0097
+- nuclear: 0.0098
+- nuclear: 0.0117
+- nuclear: 0.0102
+- nuclear: 0.0127
+- nuclear: 0.0126
+- nuclear: 0.013
+- nuclear: 0.0124
+- nuclear: 0.0147
+- nuclear: 0.0209
+- nuclear: 0.0345
+- nuclear: 0.031
+- nuclear: 0.0143
+- nuclear: 0.0127
+- nuclear: 0.0125
+- nuclear: 0.009
+- nuclear: 0.0087
+- nuclear: 0.0095
+- nuclear: 0.0081
+- nuclear: 0.01
+- nuclear: 0.0097
+- nuclear: 0.0101
+- nuclear: 0.0098
+- nuclear: 0.011
+- nuclear: 0.0149
+- nuclear: 0.0191
+- nuclear: 0.0193
+- nuclear: 0.0146
+- nuclear: 0.015
+- nuclear: 0.0106
+- nuclear: 0.0117
+- nuclear: 0.012
+- nuclear: 0.0093
+- nuclear: 0.0108
+- nuclear: 0.0109
+- nuclear: 0.0114
+- nuclear: 0.0108
+- nuclear: 0.0122
+- nuclear: 0.0153
+- nuclear: 0.0202
+- nuclear: 0.0297
+- nuclear: 0.0172
+- nuclear: 0.0161
+- nuclear: 0.0109
+- nuclear: 0.0121
+- nuclear: 0.0137
+- nuclear: 0.0101
+- nuclear: 0.0112
+- nuclear: 0.0112
+- nuclear: 0.0116
+- nuclear: 0.0112
+- nuclear: 0.0126
+- nuclear: 0.0155
+- nuclear: 0.0186
+- nuclear: 0.0248
+- nuclear: 0.0203
+- nuclear: 0.0155
+- nuclear: 0.0141
+- nuclear: 0.0163
+- nuclear: 0.0142
+- nuclear: 0.0134
+- nuclear: 0.0128
+- nuclear: 0.0135
+- nuclear: 0.0127
+- nuclear: 0.014
+- nuclear: 0.0169
+- nuclear: 0.0214
+- nuclear: 0.0265
+- nuclear: 0.0349
+- nuclear: 0.0158
+- nuclear: 0.0134
+- nuclear: 0.0143
+- nuclear: 0.012
+- nuclear: 0.0165
+- nuclear: 0.0118
+- nuclear: 0.0113
+- nuclear: 0.0109
+- nuclear: 0.012
+- nuclear: 0.0147
+- nuclear: 0.0162
+- nuclear: 0.0213
+- nuclear: 0.0253
+- nuclear: 0.0242
+- nuclear: 0.0245
+- nuclear: 0.0161
+- nuclear: 0.0211
+- nuclear: 0.0227
+- nuclear: 0.0158
+- nuclear: 0.0146
+- nuclear: 0.016
+- nuclear: 0.0187
+- nuclear: 0.0222
+- nuclear: 0.0281
+- nuclear: 0.0296
+- nuclear: 0.0356
+- nuclear: 0.0296
+- nuclear: 0.028
+- nuclear: 0.03
+- nuclear: 0.0282
+- nuclear: 0.0205
+- nuclear: 0.0216
+- nuclear: 0.0267
+- nuclear: 0.0331
+- nuclear: 0.0345
+- nuclear: 0.0458
+- nuclear: 0.0361
+- nuclear: 0.0465
+- nuclear: 0.0353
+- nuclear: 0.0395
+- nuclear: 0.0281
+- nuclear: 0.0235
+- nuclear: 0.033
+- nuclear: 0.0373
+- nuclear: 0.0513
+- nuclear: 0.0645
diff --git a/buildmaster/NMCPD_fake/uncertainties_sh.yaml b/buildmaster/NMCPD_fake/uncertainties_sh.yaml
new file mode 100644
index 0000000000..d88571f56b
--- /dev/null
+++ b/buildmaster/NMCPD_fake/uncertainties_sh.yaml
@@ -0,0 +1,266 @@
+definition:
+  nuclear:
+    description: nuclear uncertainty (shifted)
+    treatment: ADD
+    type: NUC_SH
+bins:
+- nuclear: 0.0203
+- nuclear: 0.0212
+- nuclear: 0.0205
+- nuclear: 0.0258
+- nuclear: 0.0176
+- nuclear: 0.0277
+- nuclear: 0.0171
+- nuclear: 0.0137
+- nuclear: 0.0129
+- nuclear: 0.0118
+- nuclear: 0.0108
+- nuclear: 0.0116
+- nuclear: 0.0615
+- nuclear: 0.025
+- nuclear: 0.0208
+- nuclear: 0.0172
+- nuclear: 0.0092
+- nuclear: 0.0157
+- nuclear: 0.0137
+- nuclear: 0.0128
+- nuclear: 0.0098
+- nuclear: 0.0547
+- nuclear: 0.025
+- nuclear: 0.0213
+- nuclear: 0.018
+- nuclear: 0.0091
+- nuclear: 0.0083
+- nuclear: 0.0088
+- nuclear: 0.01
+- nuclear: 0.0083
+- nuclear: 0.0086
+- nuclear: 0.0097
+- nuclear: 0.0122
+- nuclear: 0.0543
+- nuclear: 0.032
+- nuclear: 0.0233
+- nuclear: 0.0205
+- nuclear: 0.0127
+- nuclear: 0.0108
+- nuclear: 0.0092
+- nuclear: 0.0098
+- nuclear: 0.0072
+- nuclear: 0.0085
+- nuclear: 0.0103
+- nuclear: 0.0087
+- nuclear: 0.0095
+- nuclear: 0.0134
+- nuclear: 0.0402
+- nuclear: 0.0301
+- nuclear: 0.0268
+- nuclear: 0.0161
+- nuclear: 0.0155
+- nuclear: 0.0129
+- nuclear: 0.0119
+- nuclear: 0.0084
+- nuclear: 0.0087
+- nuclear: 0.0098
+- nuclear: 0.0092
+- nuclear: 0.01
+- nuclear: 0.0143
+- nuclear: 0.0107
+- nuclear: 0.0375
+- nuclear: 0.0287
+- nuclear: 0.0313
+- nuclear: 0.0131
+- nuclear: 0.0154
+- nuclear: 0.0124
+- nuclear: 0.0107
+- nuclear: 0.0076
+- nuclear: 0.0071
+- nuclear: 0.0074
+- nuclear: 0.0065
+- nuclear: 0.0085
+- nuclear: 0.0097
+- nuclear: 0.0085
+- nuclear: 0.01
+- nuclear: 0.0375
+- nuclear: 0.034
+- nuclear: 0.0207
+- nuclear: 0.0179
+- nuclear: 0.0183
+- nuclear: 0.0138
+- nuclear: 0.0089
+- nuclear: 0.0087
+- nuclear: 0.009
+- nuclear: 0.0069
+- nuclear: 0.0088
+- nuclear: 0.0111
+- nuclear: 0.0101
+- nuclear: 0.0115
+- nuclear: 0.0107
+- nuclear: 0.0144
+- nuclear: 0.0412
+- nuclear: 0.0214
+- nuclear: 0.0213
+- nuclear: 0.0167
+- nuclear: 0.0138
+- nuclear: 0.0092
+- nuclear: 0.0077
+- nuclear: 0.0077
+- nuclear: 0.0058
+- nuclear: 0.0069
+- nuclear: 0.0085
+- nuclear: 0.0076
+- nuclear: 0.0097
+- nuclear: 0.0087
+- nuclear: 0.009
+- nuclear: 0.0119
+- nuclear: 0.0438
+- nuclear: 0.0344
+- nuclear: 0.0542
+- nuclear: 0.0197
+- nuclear: 0.0117
+- nuclear: 0.0111
+- nuclear: 0.0096
+- nuclear: 0.0069
+- nuclear: 0.0079
+- nuclear: 0.0095
+- nuclear: 0.0082
+- nuclear: 0.0105
+- nuclear: 0.0105
+- nuclear: 0.0103
+- nuclear: 0.0103
+- nuclear: 0.0157
+- nuclear: 0.054
+- nuclear: 0.0537
+- nuclear: 0.0281
+- nuclear: 0.014
+- nuclear: 0.0136
+- nuclear: 0.0124
+- nuclear: 0.0082
+- nuclear: 0.0089
+- nuclear: 0.0106
+- nuclear: 0.0092
+- nuclear: 0.0114
+- nuclear: 0.0115
+- nuclear: 0.0116
+- nuclear: 0.0114
+- nuclear: 0.0147
+- nuclear: 0.0222
+- nuclear: 0.068
+- nuclear: 0.0306
+- nuclear: 0.0169
+- nuclear: 0.0151
+- nuclear: 0.0153
+- nuclear: 0.0097
+- nuclear: 0.0098
+- nuclear: 0.0117
+- nuclear: 0.0102
+- nuclear: 0.0127
+- nuclear: 0.0126
+- nuclear: 0.013
+- nuclear: 0.0124
+- nuclear: 0.0147
+- nuclear: 0.0209
+- nuclear: 0.0345
+- nuclear: 0.031
+- nuclear: 0.0143
+- nuclear: 0.0127
+- nuclear: 0.0125
+- nuclear: 0.009
+- nuclear: 0.0087
+- nuclear: 0.0095
+- nuclear: 0.0081
+- nuclear: 0.01
+- nuclear: 0.0097
+- nuclear: 0.0101
+- nuclear: 0.0098
+- nuclear: 0.011
+- nuclear: 0.0149
+- nuclear: 0.0191
+- nuclear: 0.0193
+- nuclear: 0.0146
+- nuclear: 0.015
+- nuclear: 0.0106
+- nuclear: 0.0117
+- nuclear: 0.012
+- nuclear: 0.0093
+- nuclear: 0.0108
+- nuclear: 0.0109
+- nuclear: 0.0114
+- nuclear: 0.0108
+- nuclear: 0.0122
+- nuclear: 0.0153
+- nuclear: 0.0202
+- nuclear: 0.0297
+- nuclear: 0.0172
+- nuclear: 0.0161
+- nuclear: 0.0109
+- nuclear: 0.0121
+- nuclear: 0.0137
+- nuclear: 0.0101
+- nuclear: 0.0112
+- nuclear: 0.0112
+- nuclear: 0.0116
+- nuclear: 0.0112
+- nuclear: 0.0126
+- nuclear: 0.0155
+- nuclear: 0.0186
+- nuclear: 0.0248
+- nuclear: 0.0203
+- nuclear: 0.0155
+- nuclear: 0.0141
+- nuclear: 0.0163
+- nuclear: 0.0142
+- nuclear: 0.0134
+- nuclear: 0.0128
+- nuclear: 0.0135
+- nuclear: 0.0127
+- nuclear: 0.014
+- nuclear: 0.0169
+- nuclear: 0.0214
+- nuclear: 0.0265
+- nuclear: 0.0349
+- nuclear: 0.0158
+- nuclear: 0.0134
+- nuclear: 0.0143
+- nuclear: 0.012
+- nuclear: 0.0165
+- nuclear: 0.0118
+- nuclear: 0.0113
+- nuclear: 0.0109
+- nuclear: 0.012
+- nuclear: 0.0147
+- nuclear: 0.0162
+- nuclear: 0.0213
+- nuclear: 0.0253
+- nuclear: 0.0242
+- nuclear: 0.0245
+- nuclear: 0.0161
+- nuclear: 0.0211
+- nuclear: 0.0227
+- nuclear: 0.0158
+- nuclear: 0.0146
+- nuclear: 0.016
+- nuclear: 0.0187
+- nuclear: 0.0222
+- nuclear: 0.0281
+- nuclear: 0.0296
+- nuclear: 0.0356
+- nuclear: 0.0296
+- nuclear: 0.028
+- nuclear: 0.03
+- nuclear: 0.0282
+- nuclear: 0.0205
+- nuclear: 0.0216
+- nuclear: 0.0267
+- nuclear: 0.0331
+- nuclear: 0.0345
+- nuclear: 0.0458
+- nuclear: 0.0361
+- nuclear: 0.0465
+- nuclear: 0.0353
+- nuclear: 0.0395
+- nuclear: 0.0281
+- nuclear: 0.0235
+- nuclear: 0.033
+- nuclear: 0.0373
+- nuclear: 0.0513
+- nuclear: 0.0645
diff --git a/validphys2/src/validphys/commondataparser.py b/validphys2/src/validphys/commondataparser.py
index 80d55c0390..feacdef57b 100644
--- a/validphys2/src/validphys/commondataparser.py
+++ b/validphys2/src/validphys/commondataparser.py
@@ -1,19 +1,38 @@
 """
-This module implements parsers for commondata  and systype files into useful
-datastructures, contained in the :py:mod:`validphys.coredata` module, which are
-not backed by C++ managed memory, and so they can be easily pickled and
-interfaced with common Python libraries. 
+This module implements parsers for commondata and its associated metadata and uncertainties files
+into useful structures that can be fed to the main :py:class:`validphys.coredata.CommonData` class.
 
-The validphys commondata structure is an instance of :py:class:`validphys.coredata.CommonData`
+A CommonData file is completely defined by a name (which defines the folder in which the information is)
+and a variant (which defines which files inside of the folder will be read).
+
+
+In this module a few auxiliary dataclasses that hold special information:
+    - TheoryMeta: contains the necessary information to read the (new style) fktables
+    - KinematicsMeta: containins metadata about the kinematics
+    - ReferenceMeta: literature references for the dataset
+
+The CommonMetaData defines how the CommonData file is to be loaded,
+by modifying the CommonMetaData using one of the loaded Variants one can change the resulting
+:py:class:`validphys.coredata.CommonData` object.
 """
 import dataclasses
 from operator import attrgetter
 import logging
+from pathlib import Path
+from typing import Optional, Dict
+import dataclasses
 
 import pandas as pd
+from reportengine.compat import yaml
+from validobj.custom import Parser
+from validobj import ValidationError, parse_input
 
+from validphys.utils import parse_yaml_inp
 from validphys.coredata import CommonData
 
+EXT = "pineappl.lz4"
+_INDEX_NAME = "entry"
+
 log = logging.getLogger(__name__)
 
 KINLABEL_LATEX = {
@@ -43,6 +62,342 @@
 }
 
 
+@Parser
+def ValidPath(path_str: str) -> Path:
+    """Parse strings into paths"""
+    return Path(path_str)
+
+
+@Parser
+def ValidOperation(op_str: str) -> str:
+    """Ensures that the operation defined in the commondata file is implemented in validphys"""
+    ret = op_str.upper()
+    # TODO: move accepted operations to this module so that the convolution receives an operation to apply
+    # instead of an operation to understand
+    from validphys.convolution import OP
+
+    if ret not in OP:
+        raise ValidationError(f"The operation '{op_str}' is not implemented in validphys")
+    return ret
+
+
+@dataclasses.dataclass
+class ValidApfelComb:
+    """Some of the grids might have been converted from apfelcomb and introduce hacks.
+    These are the allowed hacks:
+        - repetition_flag:
+            list of fktables which might need to be repeated
+            necessary to apply c-factors in compound observables
+        - normalization:
+            mapping with the single fktables which need to be normalized and the factor
+            note that when they are global factors they are promoted to conversion_factor
+        - shifts:
+            mapping with the single fktables and their respective shifts
+            necessary to create "gaps" that some cfactors or datasets might expect
+    """
+
+    repetition_flag: Optional[list[str]] = None
+    normalization: Optional[dict] = None
+    shifts: Optional[dict] = None
+
+
+@dataclasses.dataclass
+class TheoryMeta:
+    """Contains the necessary information to load the associated fktables"""
+
+    FK_tables: list[list]
+    operation: ValidOperation
+    conversion_factor: float = 1.0
+    comment: Optional[str] = None
+    apfelcomb: Optional[ValidApfelComb] = None
+    # The following options are transitional so that the yamldb can be used from the theory
+    appl: Optional[bool] = False
+    target_dataset: Optional[str] = None
+
+    def fktables_to_paths(self, grids_folder):
+        """Given a source for pineappl grids, constructs the lists of fktables
+        to be loaded"""
+        ret = []
+        for operand in self.FK_tables:
+            ret.append([grids_folder / f"{m}.{EXT}" for m in operand])
+        return ret
+
+    @classmethod
+    def parser(cls, yaml_file):
+        """The yaml databases in the server use "operands" instead of "FK_tables" """
+        if not yaml_file.exists():
+            raise FileNotFoundError(yaml_file)
+        meta = yaml.safe_load(yaml_file.read_text())
+        # Make sure the operations are upper-cased for compound-compatibility
+        meta["operation"] = "NULL" if meta["operation"] is None else meta["operation"].upper()
+        if "operands" in meta:
+            meta["FK_tables"] = meta.pop("operands")
+        return parse_input(meta, cls)
+
+
+@dataclasses.dataclass
+class ValidKinematics:
+    """Contains all metadata for the kinematics of the dataset"""
+
+    file: ValidPath
+    variables: dict
+
+
+@dataclasses.dataclass
+class ValidReference:
+    """Holds literature information for the dataset"""
+
+    url: str
+    version: int = 0
+    tables: list[int] = dataclasses.field(default_factory=list)
+
+
+@dataclasses.dataclass
+class Variant:
+    """Defines the keys of the CommonMetaData that can be overwritten"""
+
+    data_uncertainties: list[ValidPath]
+
+
+@Parser
+def ValidVariants(variant_dict: dict) -> Dict[str, Variant]:
+    """Variants of a dataset are allowed to overwrite a subset of the keys of a dataset
+    (those defined in the Variant dataclass).
+    This wrapper class runs over the dictionary of variant and parses them into valid Variants
+    """
+    return {k: parse_input(v, Variant) for k, v in variant_dict.items()}
+
+
+# TODO: obviously the folder here is only for development purposes once the
+# whole thing is finished the data will be installed in the right path as given by the profile
+_folder_data = Path(__file__).parent / "../../../buildmaster"
+
+
+@dataclasses.dataclass
+class CommonMetaData:
+    setname: str
+    ndata: int
+    observable: dict
+    kinematics: ValidKinematics
+    kinematic_coverage: dict
+    data_central: ValidPath
+    data_uncertainties: list[ValidPath]
+    dataset_label: str
+    plot_x: str
+    figure_by: list[str]
+    theory: TheoryMeta
+    nnpdf_metadata: dict
+    version: int
+    version_comment: str = ""
+    arXiv: Optional[ValidReference] = None
+    iNSPIRE: Optional[ValidReference] = None
+    hepdata: Optional[ValidReference] = None
+    variants: Optional[ValidVariants] = dataclasses.field(default_factory=dict)
+    _folder: Optional[Path] = None
+
+    def apply_variant(self, variant_name):
+        """Return a new instance of this class with the variant applied
+
+        This class also defines how the variant is applied to the commondata
+        """
+        try:
+            variant = self.variants[variant_name]
+        except KeyError as e:
+            raise ValueError(f"The requested variant does not exist in {ret.name}") from e
+
+        return dataclasses.replace(self, data_uncertainties=variant.data_uncertainties)
+
+    @property
+    def folder(self):
+        if self._folder is None:
+            self._folder = _folder_data / self.setname
+        return self._folder
+
+
+@dataclasses.dataclass
+class ValidKinematics:
+    """Contains all metadata for the kinematics of the dataset"""
+
+    file: ValidPath
+    variables: dict
+
+
+@dataclasses.dataclass
+class ValidReference:
+    """Holds literature information for the dataset"""
+
+    url: str
+    version: int = 0
+    tables: list[int] = dataclasses.field(default_factory=list)
+
+
+@dataclasses.dataclass
+class Variant:
+    """Defines the keys of the CommonMetaData that can be overwritten"""
+
+    data_uncertainties: list[ValidPath]
+
+
+@Parser
+def ValidVariants(variant_dict: dict) -> Dict[str, Variant]:
+    """Variants of a dataset are allowed to overwrite a subset of the keys of a dataset
+    (those defined in the Variant dataclass).
+    This wrapper class runs over the dictionary of variant and parses them into valid Variants
+    """
+    return {k: parse_input(v, Variant) for k, v in variant_dict.items()}
+
+
+# TODO:
+# These three parsers could just as well be methods of the CommonMetaData class
+def _parse_data(metadata):
+    """Given the metadata defining the commondata,
+    returns a dataframe with the right central data loaded
+
+    Parameters
+    ----------
+    metadata: CommonMetaData
+        instance of CommonMetaData defining exactly the commondata to be loaded
+
+    Returns
+    -------
+    pd.DataFrame
+        a dataframe containing the data
+    """
+    data_file = metadata.folder / metadata.data_central
+    datayaml = yaml.safe_load(data_file.read_text(encoding="utf-8"))
+    data_df = pd.DataFrame(
+        datayaml["data_central"], index=range(1, metadata.ndata + 1), columns=["data"]
+    )
+    data_df.index.name = _INDEX_NAME
+    return data_df
+
+
+def _parse_uncertainties(metadata):
+    """Given the metadata defining the commondata,
+    returns a dataframe with all appropiate uncertainties
+
+    Parameters
+    ----------
+    metadata: CommonMetaData
+        instance of CommonMetaData defining exactly the commondata to be loaded
+
+    Returns
+    -------
+    pd.DataFrame
+        a dataframe containing the uncertainties
+    """
+    uncertainity_files = [metadata.folder / i for i in metadata.data_uncertainties]
+    all_df = []
+    for ufile in uncertainity_files:
+        uncyaml = yaml.safe_load(ufile.read_text())
+
+        mindex = pd.MultiIndex.from_tuples(
+            [(k, v["treatment"], v["type"]) for k, v in uncyaml["definition"].items()],
+            names=["name", "treatment", "type"],
+        )
+        # I'm guessing there will be a better way of doing this than calling  dataframe twice for the same thing?
+        final_df = pd.DataFrame(
+            pd.DataFrame(uncyaml["bins"]).values,
+            columns=mindex,
+            index=range(1, metadata.ndata + 1),
+        )
+        final_df.index.name = _INDEX_NAME
+        all_df.append(final_df)
+    return pd.concat(all_df, axis=1)
+
+
+def _parse_kinematics(metadata):
+    """Given the metadata defining the commondata,
+    returns a dataframe with the kinematic information
+
+    Parameters
+    ----------
+    metadata: CommonMetaData
+        instance of CommonMetaData defining exactly the commondata to be loaded
+
+    Returns
+    -------
+    pd.DataFrame
+        a dataframe containing the kinematics
+    """
+    kinematics_file = metadata.folder / metadata.kinematics.file
+    kinyaml = yaml.safe_load(kinematics_file.read_text())
+    kin_dict = {i + 1: pd.DataFrame(d).stack() for i, d in enumerate(kinyaml["bins"])}
+    return pd.concat(kin_dict, axis=1, names=[_INDEX_NAME]).swaplevel(0, 1).T
+
+
+def parse_commondata_folder(commondata_folder, variants=[]):
+    """In the current iteration of the commondata, each of the commondata
+    (i.e., an observable from a data publication) correspond to one single folder.
+    This function returns a commondata object constructed by parsing the metadata.
+
+    A commondata object is defined by the folder from where it is
+    being read and the variants to be enabled.
+    Once a variant is selected, it can no longer be changed
+
+    Note that this function reproduces `parse_commondata` below, which parses the
+    _old_ file format
+    """
+    # Parse the metadata by iterating over variants
+    commondata = commondata_folder.name
+    metadata_file = commondata_folder / "metadata.yaml"
+    metadata = parse_yaml_inp(metadata_file, CommonMetaData)
+    # TODO for debugging purposes
+    # keep a reference folder for people trying to test this out
+    metadata._folder = commondata_folder
+    for variant in variants:
+        metadata = metadata.apply_variant(variant)
+
+    # Now parse the data
+    data_df = _parse_data(metadata)
+    # the uncertainties
+    uncertainties_df = _parse_uncertainties(metadata)
+    # and the kinematics
+    kin_df = _parse_kinematics(metadata)
+
+    # Once we have loaded all uncertainty files, let's check how many sys we have
+    nsys = len([i for i in uncertainties_df.columns.get_level_values(0) if "syst" in i])
+
+    # Backwards-compatibility
+    # Finally, create the commondata by merging the dataframes in the old commondata_table
+
+    # For the kinematis, forget all the interesting information
+    procname = metadata.nnpdf_metadata["nnpdf31_process"]
+    kinames = ["kin1", "kin2", "kin3"]
+    kin_df.columns = kinames
+    kin_df["process"] = procname
+    kin_df = kin_df[["process"] + kinames]
+
+    # For the uncertainties, create a simplified version to concatenate
+    # and save the systype information
+    new_columns = []
+    systypes = {"type": [], "name": []}
+    for col in uncertainties_df.columns:
+        if col[0].startswith("stat"):
+            new_columns.append("stat")
+        else:
+            # if it is syst add the ADD/MULT information
+            new_columns.append(col[1])
+            systypes["type"].append(col[1])
+            systypes["name"].append(col[2])
+
+    uncertainties_df.columns = new_columns
+
+    commondata_table = pd.concat([kin_df, data_df, uncertainties_df], axis=1)
+    systype_table = pd.DataFrame(systypes, index=range(1, nsys + 1))
+    systype_table.index.name = "sys_index"
+
+    return CommonData(
+        setname=commondata,
+        ndata=metadata.ndata,
+        commondataproc=procname,
+        nkin=3,
+        nsys=nsys,
+        commondata_table=commondata_table,
+        systype_table=systype_table,
+    )
+
+
 def load_commondata(spec):
     """
     Load the data corresponding to a CommonDataSpec object.
@@ -132,8 +487,7 @@ class CommonDataMetadata:
 
 
 def peek_commondata_metadata(commondatafilename):
-    """Read some of the properties of the commondata object as a CommonData Metadata
-    """
+    """Read some of the properties of the commondata object as a CommonData Metadata"""
     with open(commondatafilename) as f:
         try:
             l = f.readline()
diff --git a/validphys2/src/validphys/core.py b/validphys2/src/validphys/core.py
index 944056a6d7..bb2fc945a3 100644
--- a/validphys2/src/validphys/core.py
+++ b/validphys2/src/validphys/core.py
@@ -528,8 +528,8 @@ def __init__(self, fkpath, cfactors, metadata=None):
         # If this is a yaml file that loads an applgrid-converted pineappl,
         # keep also the name of the target
         # this is needed since we can now easily reutilize grids
-        if not self.legacy and self.metadata.get("appl"):
-            super().__init__(fkpath, cfactors, self.metadata.get("target_dataset"))
+        if not self.legacy and self.metadata.appl:
+            super().__init__(fkpath, cfactors, self.metadata.target_dataset)
         else:
             super().__init__(fkpath, cfactors)
 
diff --git a/validphys2/src/validphys/loader.py b/validphys2/src/validphys/loader.py
index d9a86bb092..d7d72cfbec 100644
--- a/validphys2/src/validphys/loader.py
+++ b/validphys2/src/validphys/loader.py
@@ -368,12 +368,12 @@ def check_fkyaml(self, name, theoryID, cfac):
         theory = self.check_theoryID(theoryID)
         fkpath = (theory.yamldb_path / name).with_suffix(".yaml")
         metadata, fklist = pineparser.get_yaml_information(fkpath, theory.path)
-        op = metadata["operation"]
+        op = metadata.operation
 
         # TODO:
         #      at the moment there are no pineappl specific c-factors
         #      so they need to be loaded from the NNPDF names / compounds files
-        cfac_name = metadata["target_dataset"]
+        cfac_name = metadata.target_dataset
         # check whether there is a compound file
         cpath = theory.path / "compound" / f"FK_{cfac_name}-COMPOUND.dat"
         if cpath.exists():
@@ -385,7 +385,7 @@ def check_fkyaml(self, name, theoryID, cfac):
         ###
 
         fkspecs = [FKTableSpec(i, c, metadata) for i, c in zip(fklist, cfactors)]
-        return fkspecs, op
+        return fkspecs, metadata.operation
 
     def check_compound(self, theoryID, setname, cfac):
         thid, theopath = self.check_theoryID(theoryID)
diff --git a/validphys2/src/validphys/pineparser.py b/validphys2/src/validphys/pineparser.py
index a0c696ec56..cd41a21fc9 100644
--- a/validphys2/src/validphys/pineparser.py
+++ b/validphys2/src/validphys/pineparser.py
@@ -7,44 +7,16 @@
 import numpy as np
 import pandas as pd
 
-from reportengine.compat import yaml
-
 from validphys.coredata import FKTableData
-
-########### This part might eventually be part of whatever commondata reader
-EXT = "pineappl.lz4"
-
-
-class YamlFileNotFound(FileNotFoundError):
-    """ymldb file for dataset not found."""
+from validphys.commondataparser import TheoryMeta, EXT
+from validphys.utils import parse_yaml_inp
 
 
 class GridFileNotFound(FileNotFoundError):
     """PineAPPL file for FK table not found."""
 
 
-def _load_yaml(yaml_file):
-    """Load a dataset.yaml file.
-
-    Parameters
-    ----------
-    yaml_file : Path
-        path of the yaml file for the given dataset
-
-    Returns
-    -------
-    dict :
-        noramlized parsed file content
-    """
-    if not yaml_file.exists():
-        raise YamlFileNotFound(yaml_file)
-    ret = yaml.safe_load(yaml_file.read_text())
-    # Make sure the operations are upper-cased for compound-compatibility
-    ret["operation"] = "NULL" if ret["operation"] is None else ret["operation"].upper()
-    return ret
-
-
-def pineko_yaml(yaml_file, grids_folder, check_grid_existence=True):
+def pineko_yaml(yaml_file, grids_folder):
     """Given a yaml_file, returns the corresponding dictionary and grids.
 
     The dictionary contains all information and we return an extra field
@@ -66,20 +38,15 @@ def pineko_yaml(yaml_file, grids_folder, check_grid_existence=True):
     paths: list(list(path))
         List (of lists) with all the grids that will need to be loaded
     """
-    yaml_content = _load_yaml(yaml_file)
-
-    # Turn the operands and the members into paths (and check all of them exist)
-    ret = []
-    for operand in yaml_content["operands"]:
-        tmp = []
-        for member in operand:
-            p = grids_folder / f"{member}.{EXT}"
-            if not p.exists() and check_grid_existence:
-                raise GridFileNotFound(f"Failed to find {p}")
-            tmp.append(p)
-        ret.append(tmp)
-
-    return yaml_content, ret
+    # TODO: the theory metadata can be found inside the commondata metadata
+    # however, for the time being, pineappl tables contain this information in the `yamldb` database
+    # they should be 100% compatible (and if they are not there is something wrong somewhere)
+    # so already at this stage, use TheoryMeta parser to get the metadata for pineappl theories
+    # Note also that we need to use this "parser" due to the usage of the name "operands" in the yamldb
+#     theory_meta = parse_yaml_inp(yaml_file, TheoryMeta)
+    theory_meta = TheoryMeta.parser(yaml_file)
+    member_paths = theory_meta.fktables_to_paths(grids_folder)
+    return theory_meta, member_paths
 
 
 def pineko_apfelcomb_compatibility_flags(gridpaths, metadata):
@@ -120,7 +87,8 @@ def pineko_apfelcomb_compatibility_flags(gridpaths, metadata):
         shift: list(int)
             Shift in the data index for each grid that forms the fktable
     """
-    if metadata.get("apfelcomb") is None:
+    apfelcomb = metadata.apfelcomb
+    if apfelcomb is None:
         return None
 
     # Can't pathlib understand double suffixes?
@@ -128,24 +96,24 @@ def pineko_apfelcomb_compatibility_flags(gridpaths, metadata):
     ret = {}
 
     # Check whether we have a normalization active and whether it affects any of the grids
-    if metadata["apfelcomb"].get("normalization") is not None:
-        norm_info = metadata["apfelcomb"]["normalization"]
+    if apfelcomb.normalization is not None:
+        norm_info = apfelcomb.normalization
         # Now fill the operands that need normalization
         ret["normalization"] = [norm_info.get(op, 1.0) for op in operands]
 
     # Check whether the repetition flag is active
-    if metadata["apfelcomb"].get("repetition_flag") is not None:
+    if apfelcomb.repetition_flag is not None:
         if len(operands) == 1:
-            ret["repetition_flag"] = operands[0] in metadata["apfelcomb"]["repetition_flag"]
+            ret["repetition_flag"] = operands[0] in apfelcomb.repetition_flag
         else:
             # Just for the sake of it, let's check whether we did something stupid
-            if any(op in metadata["apfelcomb"]["repetition_flag"] for op in operands):
+            if any(op in apfelcomb.repetition_flag for op in operands):
                 raise ValueError(f"The yaml info for {metadata['target_dataset']} is broken")
 
     # Check whether the dataset has shifts
     # NOTE: this only happens for ATLASZPT8TEVMDIST, if that gets fixed we might as well remove it
-    if metadata["apfelcomb"].get("shifts") is not None:
-        shift_info = metadata["apfelcomb"]["shifts"]
+    if apfelcomb.shifts is not None:
+        shift_info = apfelcomb.shifts
         ret["shifts"] = [shift_info.get(op, 0) for op in operands]
 
     return ret
@@ -266,7 +234,6 @@ def pineappl_reader(fkspec):
     partial_fktables = []
     ndata = 0
     for i, p in enumerate(pines):
-
         # Remove the bin normalization
         raw_fktable = (p.table().T / p.bin_normalizations()).T
         n = raw_fktable.shape[0]
@@ -283,7 +250,7 @@ def pineappl_reader(fkspec):
                 ndata += apfelcomb["shifts"][i]
 
         # Check conversion factors and remove the x* from the fktable
-        raw_fktable *= fkspec.metadata.get("conversion_factor", 1.0) / xdivision
+        raw_fktable *= fkspec.metadata.conversion_factor / xdivision
 
         # Create the multi-index for the dataframe
         # for optimized pineappls different grids can potentially have different indices
diff --git a/validphys2/src/validphys/plotoptions/core.py b/validphys2/src/validphys/plotoptions/core.py
index f97fee6fac..ab65dd32e0 100644
--- a/validphys2/src/validphys/plotoptions/core.py
+++ b/validphys2/src/validphys/plotoptions/core.py
@@ -161,10 +161,8 @@ def from_commondata(cls, commondata, cuts=None, normalize=False):
         plot_params = ChainMap()
         if commondata.plotfiles:
             for file in commondata.plotfiles:
-                with open(file) as f:
-                    processed_input = yaml.round_trip_load(f)
-                    pf = parse_yaml_inp(processed_input, PlottingFile, file)
-                    config_params = dataclasses.asdict(pf, dict_factory=dict_factory)
+                pf = parse_yaml_inp(file, PlottingFile)
+                config_params = dataclasses.asdict(pf, dict_factory=dict_factory)
                 plot_params = plot_params.new_child(config_params)
             if normalize and 'normalize' in plot_params:
                 plot_params = plot_params.new_child(config_params['normalize'])
diff --git a/validphys2/src/validphys/utils.py b/validphys2/src/validphys/utils.py
index 0c2956daaa..01583cee2a 100644
--- a/validphys2/src/validphys/utils.py
+++ b/validphys2/src/validphys/utils.py
@@ -12,14 +12,18 @@
 import numpy as np
 
 from validobj import parse_input, ValidationError
+from reportengine.compat import yaml
 
 
-def parse_yaml_inp(inp, spec, path):
-    """Helper function to parse yaml using the `validobj` library and print
+def parse_yaml_inp(input_yaml, spec):
+    """
+    Helper function to parse yaml using the `validobj` library and print
     useful error messages in case of a parsing error.
 
     https://validobj.readthedocs.io/en/latest/examples.html#yaml-line-numbers
     """
+    input_yaml = pathlib.Path(input_yaml)
+    inp = yaml.round_trip_load(input_yaml.open("r", encoding="utf-8"))
     try:
         return parse_input(inp, spec)
     except ValidationError as e:
@@ -34,7 +38,7 @@ def parse_yaml_inp(inp, spec, path):
                 # ``(line_number, column)`` for a given item in
                 # the mapping.
                 line = current_inp.lc.item(wrong_field)[0]
-                error_text_lines.append(f"Problem processing key at line {line} in {path}:")
+                error_text_lines.append(f"Problem processing key at line {line} in {input_yaml}:")
                 current_inp = current_inp[wrong_field]
             elif hasattr(current_exc, 'wrong_index'):
                 wrong_index = current_exc.wrong_index
@@ -42,7 +46,7 @@ def parse_yaml_inp(inp, spec, path):
                 # a given item.
                 line = current_inp.lc.item(wrong_index)[0]
                 current_inp = current_inp[wrong_index]
-                error_text_lines.append(f"Problem processing list item at line {line} in {path}:")
+                error_text_lines.append(f"Problem processing list item at line {line} in {input_yaml}:")
             elif hasattr(current_exc, 'unknown'):
                 unknown_lines = []
                 for u in current_exc.unknown:
@@ -50,7 +54,7 @@ def parse_yaml_inp(inp, spec, path):
                 unknown_lines.sort()
                 for line, key in unknown_lines:
                     error_text_lines.append(
-                        f"Unknown key {key!r} defined at line {line} in {path}:"
+                        f"Unknown key {key!r} defined at line {line} in {input_yaml}:"
                     )
             error_text_lines.append(str(current_exc))
             current_exc = current_exc.__cause__

From b901e236108e64e75c9d08001ed4d00c7ff8eb84 Mon Sep 17 00:00:00 2001
From: juacrumar <juacrumar@lairen.eu>
Date: Thu, 23 Feb 2023 14:49:09 +0100
Subject: [PATCH 02/17] improve the notebook

---
 ...ground for the new commondata format.ipynb | 40 +++----------------
 1 file changed, 5 insertions(+), 35 deletions(-)

diff --git a/Playground for the new commondata format.ipynb b/Playground for the new commondata format.ipynb
index 980d8abb30..683248b6c6 100644
--- a/Playground for the new commondata format.ipynb	
+++ b/Playground for the new commondata format.ipynb	
@@ -30,24 +30,6 @@
     "Note that for this comparison, my version of \"NMCPD\" is called \"NMCPDF_fake\" so that the old and new dataset don't clash."
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "id": "51e437e6",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/Users/jumax9/Academic_Workspace/NNPDF/src/nnpdf/validphys2/src/validphys/../../../buildmaster/NMCPD_fake\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(folder_data/f\"{dataset}_fake\")"
-   ]
-  },
   {
    "cell_type": "code",
    "execution_count": 2,
@@ -66,7 +48,9 @@
     "\n",
     "# If this trick doesn't find your data, put here the path to wherever your data is\n",
     "folder_data = Path(validphys.__file__).parent / \"../../../buildmaster\"\n",
-    "new_cd = parse_commondata_folder(folder_data / f\"{dataset}_fake\")\n"
+    "\n",
+    "folder_new_dataset = folder_data / f\"{dataset}_fake\"\n",
+    "new_cd = parse_commondata_folder(folder_new_dataset)\n"
    ]
   },
   {
@@ -1025,23 +1009,9 @@
    "execution_count": 9,
    "id": "cb01b676",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "LHAPDF 6.5.3 loading /opt/homebrew/Cellar/lhapdf/6.5.3/share/LHAPDF/NNPDF40_nnlo_as_01180/NNPDF40_nnlo_as_01180_0000.dat\n",
-      "NNPDF40_nnlo_as_01180 PDF set, member #0, version 1; LHAPDF ID = 331100\n",
-      "             0\n",
-      "data          \n",
-      "0     0.631699\n",
-      "1     0.608279\n",
-      "2     0.526581\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
-    "if True:\n",
+    "if False:\n",
     "    # Quickly check that nothing _important_ is broken\n",
     "    from validphys.api import API\n",
     "    from validphys.convolution import central_predictions\n",

From 870f849813ea56e96c3a6f6a513e3b38ba84f6d8 Mon Sep 17 00:00:00 2001
From: juacrumar <juacrumar@lairen.eu>
Date: Thu, 23 Feb 2023 16:00:00 +0100
Subject: [PATCH 03/17] remove duplicated functions

---
 validphys2/src/validphys/commondataparser.py | 35 +-------------------
 1 file changed, 1 insertion(+), 34 deletions(-)

diff --git a/validphys2/src/validphys/commondataparser.py b/validphys2/src/validphys/commondataparser.py
index feacdef57b..92d546b3fa 100644
--- a/validphys2/src/validphys/commondataparser.py
+++ b/validphys2/src/validphys/commondataparser.py
@@ -203,7 +203,7 @@ def apply_variant(self, variant_name):
         try:
             variant = self.variants[variant_name]
         except KeyError as e:
-            raise ValueError(f"The requested variant does not exist in {ret.name}") from e
+            raise ValueError(f"The requested variant does not exist in {self.setname}") from e
 
         return dataclasses.replace(self, data_uncertainties=variant.data_uncertainties)
 
@@ -214,39 +214,6 @@ def folder(self):
         return self._folder
 
 
-@dataclasses.dataclass
-class ValidKinematics:
-    """Contains all metadata for the kinematics of the dataset"""
-
-    file: ValidPath
-    variables: dict
-
-
-@dataclasses.dataclass
-class ValidReference:
-    """Holds literature information for the dataset"""
-
-    url: str
-    version: int = 0
-    tables: list[int] = dataclasses.field(default_factory=list)
-
-
-@dataclasses.dataclass
-class Variant:
-    """Defines the keys of the CommonMetaData that can be overwritten"""
-
-    data_uncertainties: list[ValidPath]
-
-
-@Parser
-def ValidVariants(variant_dict: dict) -> Dict[str, Variant]:
-    """Variants of a dataset are allowed to overwrite a subset of the keys of a dataset
-    (those defined in the Variant dataclass).
-    This wrapper class runs over the dictionary of variant and parses them into valid Variants
-    """
-    return {k: parse_input(v, Variant) for k, v in variant_dict.items()}
-
-
 # TODO:
 # These three parsers could just as well be methods of the CommonMetaData class
 def _parse_data(metadata):

From 5290ba1b8f6d4bf8e15124c730fc5dd3ebc9a2d5 Mon Sep 17 00:00:00 2001
From: juacrumar <juacrumar@lairen.eu>
Date: Thu, 23 Feb 2023 16:40:41 +0100
Subject: [PATCH 04/17] make theory optional

---
 validphys2/src/validphys/commondataparser.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/validphys2/src/validphys/commondataparser.py b/validphys2/src/validphys/commondataparser.py
index 92d546b3fa..6723752a00 100644
--- a/validphys2/src/validphys/commondataparser.py
+++ b/validphys2/src/validphys/commondataparser.py
@@ -185,10 +185,10 @@ class CommonMetaData:
     dataset_label: str
     plot_x: str
     figure_by: list[str]
-    theory: TheoryMeta
     nnpdf_metadata: dict
     version: int
     version_comment: str = ""
+    theory: Optional[TheoryMeta] = None
     arXiv: Optional[ValidReference] = None
     iNSPIRE: Optional[ValidReference] = None
     hepdata: Optional[ValidReference] = None

From c51c659221ca85d1670e5934244289277629ec25 Mon Sep 17 00:00:00 2001
From: t7phy <t7phy.in@gmail.com>
Date: Sun, 26 Feb 2023 23:18:06 +0100
Subject: [PATCH 05/17] added experiment

---
 buildmaster/ATLAS_ttBar_8TeV/filter.py     |  0
 buildmaster/ATLAS_ttBar_8TeV/metadata.yaml |  0
 buildmaster/ATLAS_ttBar_8TeV/utils.py      | 46 ++++++++++++++++++++++
 3 files changed, 46 insertions(+)
 create mode 100644 buildmaster/ATLAS_ttBar_8TeV/filter.py
 create mode 100644 buildmaster/ATLAS_ttBar_8TeV/metadata.yaml
 create mode 100644 buildmaster/ATLAS_ttBar_8TeV/utils.py

diff --git a/buildmaster/ATLAS_ttBar_8TeV/filter.py b/buildmaster/ATLAS_ttBar_8TeV/filter.py
new file mode 100644
index 0000000000..e69de29bb2
diff --git a/buildmaster/ATLAS_ttBar_8TeV/metadata.yaml b/buildmaster/ATLAS_ttBar_8TeV/metadata.yaml
new file mode 100644
index 0000000000..e69de29bb2
diff --git a/buildmaster/ATLAS_ttBar_8TeV/utils.py b/buildmaster/ATLAS_ttBar_8TeV/utils.py
new file mode 100644
index 0000000000..9a43e1879a
--- /dev/null
+++ b/buildmaster/ATLAS_ttBar_8TeV/utils.py
@@ -0,0 +1,46 @@
+#    After adding a new util function, run the following command
+#    in the terminal in buildmaster directory:
+#    ....buildmaster$ for d in */; do cp utils.py "$d"; done
+#    to ensure the utils file is consistent across all folders.
+#    Existing functions should not be modified or removed as that might 
+#    break already implemented experiments' filter scripts.
+
+from math import sqrt
+import numpy as np
+from numpy.linalg import eig
+
+def symmetrize_errors(delta_plus, delta_minus):
+    semi_diff = (delta_plus + delta_minus)/2
+    average = (delta_plus - delta_minus)/2
+    se_delta = semi_diff
+    se_sigma = sqrt(average*average + 2*semi_diff*semi_diff)
+    return se_delta, se_sigma
+
+def percentage_to_absolute(percentage, value):
+    percentage = float(percentage.replace("%", ""))
+    absolute = percentage * value * 0.01
+    return absolute 
+
+def corMat_to_covMat(ndata, errArray, corMatArray):
+    covMatArray = []
+    for i in range(len(corMatArray)):
+        a = i // ndata
+        b = i % ndata
+        covMatArray.append(corMatArray[i] * errArray[a] * errArray[b])
+    return covMatArray
+
+def covMat_to_artUnc(ndata, covMatArray):
+    covMat = np.zeros((ndata, ndata))
+    artUnc = np.zeros((ndata, ndata))
+    for i in range(len(covMatArray)):
+        a = i // ndata
+        b = i % ndata
+        covMat[a][b] = covMatArray[i]
+    eigVal, eigVec = eig(covMat)
+    for i in range(ndata):
+        for j in range(ndata):
+            if eigVal[j] < 0:
+                continue
+            else:
+                artUnc[i][j] = eigVec[i][j] * sqrt(eigVal[j])
+    return artUnc
\ No newline at end of file

From 0e120667fe60df118c4b1a71b3c4c8e8879e7903 Mon Sep 17 00:00:00 2001
From: t7phy <t7phy.in@gmail.com>
Date: Sun, 26 Feb 2023 23:50:47 +0100
Subject: [PATCH 06/17] rawdata added

---
 buildmaster/ATLAS_ttBar_8TeV/metadata.yaml    |  29 +
 .../ATLAS_ttBar_8TeV/rawdata/Table1.yaml      |  50 ++
 .../ATLAS_ttBar_8TeV/rawdata/Table10.yaml     |  50 ++
 .../ATLAS_ttBar_8TeV/rawdata/Table11.yaml     |  35 +
 .../ATLAS_ttBar_8TeV/rawdata/Table12.yaml     |  50 ++
 .../ATLAS_ttBar_8TeV/rawdata/Table13.yaml     |  35 +
 .../ATLAS_ttBar_8TeV/rawdata/Table14.yaml     |  30 +
 .../ATLAS_ttBar_8TeV/rawdata/Table15.yaml     |  60 ++
 .../ATLAS_ttBar_8TeV/rawdata/Table16.yaml     | 203 +++++
 .../ATLAS_ttBar_8TeV/rawdata/Table17.yaml     | 143 +++
 .../ATLAS_ttBar_8TeV/rawdata/Table18.yaml     |  60 ++
 .../ATLAS_ttBar_8TeV/rawdata/Table19.yaml     | 203 +++++
 .../ATLAS_ttBar_8TeV/rawdata/Table2.yaml      |  80 ++
 .../ATLAS_ttBar_8TeV/rawdata/Table20.yaml     | 143 +++
 .../ATLAS_ttBar_8TeV/rawdata/Table21.yaml     |  72 ++
 .../ATLAS_ttBar_8TeV/rawdata/Table22.yaml     | 311 +++++++
 .../ATLAS_ttBar_8TeV/rawdata/Table23.yaml     | 175 ++++
 .../ATLAS_ttBar_8TeV/rawdata/Table24.yaml     |  36 +
 .../ATLAS_ttBar_8TeV/rawdata/Table25.yaml     |  59 ++
 .../ATLAS_ttBar_8TeV/rawdata/Table26.yaml     |  79 ++
 .../ATLAS_ttBar_8TeV/rawdata/Table27.yaml     |  60 ++
 .../ATLAS_ttBar_8TeV/rawdata/Table28.yaml     | 203 +++++
 .../ATLAS_ttBar_8TeV/rawdata/Table29.yaml     | 143 +++
 .../ATLAS_ttBar_8TeV/rawdata/Table3.yaml      |  30 +
 .../ATLAS_ttBar_8TeV/rawdata/Table30.yaml     |  60 ++
 .../ATLAS_ttBar_8TeV/rawdata/Table31.yaml     | 203 +++++
 .../ATLAS_ttBar_8TeV/rawdata/Table32.yaml     | 143 +++
 .../ATLAS_ttBar_8TeV/rawdata/Table33.yaml     |  48 +
 .../ATLAS_ttBar_8TeV/rawdata/Table34.yaml     | 119 +++
 .../ATLAS_ttBar_8TeV/rawdata/Table35.yaml     | 111 +++
 .../ATLAS_ttBar_8TeV/rawdata/Table36.yaml     |  72 ++
 .../ATLAS_ttBar_8TeV/rawdata/Table37.yaml     | 311 +++++++
 .../ATLAS_ttBar_8TeV/rawdata/Table38.yaml     | 175 ++++
 .../ATLAS_ttBar_8TeV/rawdata/Table39.yaml     |  54 ++
 .../ATLAS_ttBar_8TeV/rawdata/Table4.yaml      |  50 ++
 .../ATLAS_ttBar_8TeV/rawdata/Table40.yaml     | 158 ++++
 .../ATLAS_ttBar_8TeV/rawdata/Table41.yaml     | 127 +++
 .../ATLAS_ttBar_8TeV/rawdata/Table42.yaml     |  42 +
 .../ATLAS_ttBar_8TeV/rawdata/Table43.yaml     |  48 +
 .../ATLAS_ttBar_8TeV/rawdata/Table44.yaml     |  60 ++
 .../ATLAS_ttBar_8TeV/rawdata/Table45.yaml     |  36 +
 .../ATLAS_ttBar_8TeV/rawdata/Table46.yaml     |  42 +
 .../ATLAS_ttBar_8TeV/rawdata/Table47.yaml     |  42 +
 .../ATLAS_ttBar_8TeV/rawdata/Table48.yaml     |  36 +
 .../ATLAS_ttBar_8TeV/rawdata/Table49.yaml     |  60 ++
 .../ATLAS_ttBar_8TeV/rawdata/Table5.yaml      |  40 +
 .../ATLAS_ttBar_8TeV/rawdata/Table50.yaml     |  48 +
 .../ATLAS_ttBar_8TeV/rawdata/Table6.yaml      |  55 ++
 .../ATLAS_ttBar_8TeV/rawdata/Table7.yaml      |  35 +
 .../ATLAS_ttBar_8TeV/rawdata/Table8.yaml      |  90 ++
 .../ATLAS_ttBar_8TeV/rawdata/Table9.yaml      |  45 +
 .../ATLAS_ttBar_8TeV/rawdata/submission.yaml  | 832 ++++++++++++++++++
 52 files changed, 5481 insertions(+)
 create mode 100644 buildmaster/ATLAS_ttBar_8TeV/rawdata/Table1.yaml
 create mode 100644 buildmaster/ATLAS_ttBar_8TeV/rawdata/Table10.yaml
 create mode 100644 buildmaster/ATLAS_ttBar_8TeV/rawdata/Table11.yaml
 create mode 100644 buildmaster/ATLAS_ttBar_8TeV/rawdata/Table12.yaml
 create mode 100644 buildmaster/ATLAS_ttBar_8TeV/rawdata/Table13.yaml
 create mode 100644 buildmaster/ATLAS_ttBar_8TeV/rawdata/Table14.yaml
 create mode 100644 buildmaster/ATLAS_ttBar_8TeV/rawdata/Table15.yaml
 create mode 100644 buildmaster/ATLAS_ttBar_8TeV/rawdata/Table16.yaml
 create mode 100644 buildmaster/ATLAS_ttBar_8TeV/rawdata/Table17.yaml
 create mode 100644 buildmaster/ATLAS_ttBar_8TeV/rawdata/Table18.yaml
 create mode 100644 buildmaster/ATLAS_ttBar_8TeV/rawdata/Table19.yaml
 create mode 100644 buildmaster/ATLAS_ttBar_8TeV/rawdata/Table2.yaml
 create mode 100644 buildmaster/ATLAS_ttBar_8TeV/rawdata/Table20.yaml
 create mode 100644 buildmaster/ATLAS_ttBar_8TeV/rawdata/Table21.yaml
 create mode 100644 buildmaster/ATLAS_ttBar_8TeV/rawdata/Table22.yaml
 create mode 100644 buildmaster/ATLAS_ttBar_8TeV/rawdata/Table23.yaml
 create mode 100644 buildmaster/ATLAS_ttBar_8TeV/rawdata/Table24.yaml
 create mode 100644 buildmaster/ATLAS_ttBar_8TeV/rawdata/Table25.yaml
 create mode 100644 buildmaster/ATLAS_ttBar_8TeV/rawdata/Table26.yaml
 create mode 100644 buildmaster/ATLAS_ttBar_8TeV/rawdata/Table27.yaml
 create mode 100644 buildmaster/ATLAS_ttBar_8TeV/rawdata/Table28.yaml
 create mode 100644 buildmaster/ATLAS_ttBar_8TeV/rawdata/Table29.yaml
 create mode 100644 buildmaster/ATLAS_ttBar_8TeV/rawdata/Table3.yaml
 create mode 100644 buildmaster/ATLAS_ttBar_8TeV/rawdata/Table30.yaml
 create mode 100644 buildmaster/ATLAS_ttBar_8TeV/rawdata/Table31.yaml
 create mode 100644 buildmaster/ATLAS_ttBar_8TeV/rawdata/Table32.yaml
 create mode 100644 buildmaster/ATLAS_ttBar_8TeV/rawdata/Table33.yaml
 create mode 100644 buildmaster/ATLAS_ttBar_8TeV/rawdata/Table34.yaml
 create mode 100644 buildmaster/ATLAS_ttBar_8TeV/rawdata/Table35.yaml
 create mode 100644 buildmaster/ATLAS_ttBar_8TeV/rawdata/Table36.yaml
 create mode 100644 buildmaster/ATLAS_ttBar_8TeV/rawdata/Table37.yaml
 create mode 100644 buildmaster/ATLAS_ttBar_8TeV/rawdata/Table38.yaml
 create mode 100644 buildmaster/ATLAS_ttBar_8TeV/rawdata/Table39.yaml
 create mode 100644 buildmaster/ATLAS_ttBar_8TeV/rawdata/Table4.yaml
 create mode 100644 buildmaster/ATLAS_ttBar_8TeV/rawdata/Table40.yaml
 create mode 100644 buildmaster/ATLAS_ttBar_8TeV/rawdata/Table41.yaml
 create mode 100644 buildmaster/ATLAS_ttBar_8TeV/rawdata/Table42.yaml
 create mode 100644 buildmaster/ATLAS_ttBar_8TeV/rawdata/Table43.yaml
 create mode 100644 buildmaster/ATLAS_ttBar_8TeV/rawdata/Table44.yaml
 create mode 100644 buildmaster/ATLAS_ttBar_8TeV/rawdata/Table45.yaml
 create mode 100644 buildmaster/ATLAS_ttBar_8TeV/rawdata/Table46.yaml
 create mode 100644 buildmaster/ATLAS_ttBar_8TeV/rawdata/Table47.yaml
 create mode 100644 buildmaster/ATLAS_ttBar_8TeV/rawdata/Table48.yaml
 create mode 100644 buildmaster/ATLAS_ttBar_8TeV/rawdata/Table49.yaml
 create mode 100644 buildmaster/ATLAS_ttBar_8TeV/rawdata/Table5.yaml
 create mode 100644 buildmaster/ATLAS_ttBar_8TeV/rawdata/Table50.yaml
 create mode 100644 buildmaster/ATLAS_ttBar_8TeV/rawdata/Table6.yaml
 create mode 100644 buildmaster/ATLAS_ttBar_8TeV/rawdata/Table7.yaml
 create mode 100644 buildmaster/ATLAS_ttBar_8TeV/rawdata/Table8.yaml
 create mode 100644 buildmaster/ATLAS_ttBar_8TeV/rawdata/Table9.yaml
 create mode 100644 buildmaster/ATLAS_ttBar_8TeV/rawdata/submission.yaml

diff --git a/buildmaster/ATLAS_ttBar_8TeV/metadata.yaml b/buildmaster/ATLAS_ttBar_8TeV/metadata.yaml
index e69de29bb2..13a09eeee6 100644
--- a/buildmaster/ATLAS_ttBar_8TeV/metadata.yaml
+++ b/buildmaster/ATLAS_ttBar_8TeV/metadata.yaml
@@ -0,0 +1,29 @@
+# implemented by Tanishq Sharma
+
+setname: "ATLAS_ttBar_8TeV"
+
+arXiv:
+  url: "https://arxiv.org/abs/1505.04480"
+iNSPIRE:
+  url: "https://inspirehep.net/literature/1370682"
+hepdata:
+  url: "https://www.hepdata.net/record/ins1370682"
+  version: 1
+
+version: 
+version_comment:
+
+implemented_observables:
+
+  - observable: {description: "", label: '', units: ""}
+    ndata: 
+    tables: 
+    kinematics:
+      variables:
+        sqrt_s: {description: "", label: '', units: ""}
+      file: kinematics.yaml
+    data_central: 
+      file: data.yaml
+    data_uncertainties:
+      file:
+        - uncertainties.yaml
diff --git a/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table1.yaml b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table1.yaml
new file mode 100644
index 0000000000..ebb2c85a22
--- /dev/null
+++ b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table1.yaml
@@ -0,0 +1,50 @@
+dependent_variables:
+- header: {name: 1/sigma dsigma/dpt(lepton)}
+  qualifiers:
+  - {name: Cross section, value: $1/\sigma d\sigma/dpt(lepton)$}
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - errors:
+    - {label: stat, symerror: 0.000307}
+    - {label: sys, symerror: 0.000346}
+    value: 0.0143
+  - errors:
+    - {label: stat, symerror: 0.000319}
+    - {label: sys, symerror: 0.000613}
+    value: 0.0221
+  - errors:
+    - {label: stat, symerror: 0.000261}
+    - {label: sys, symerror: 0.000319}
+    value: 0.0183
+  - errors:
+    - {label: stat, symerror: 0.000201}
+    - {label: sys, symerror: 0.000196}
+    value: 0.0136
+  - errors:
+    - {label: stat, symerror: 0.000184}
+    - {label: sys, symerror: 0.000143}
+    value: 0.00942
+  - errors:
+    - {label: stat, symerror: 0.000108}
+    - {label: sys, symerror: 7.32e-05}
+    value: 0.00589
+  - errors:
+    - {label: stat, symerror: 5.31e-05}
+    - {label: sys, symerror: 0.000159}
+    value: 0.00251
+  - errors:
+    - {label: stat, symerror: 1.87e-05}
+    - {label: sys, symerror: 5.45e-05}
+    value: 0.000573
+independent_variables:
+- header: {name: pt(lepton) (range)}
+  values:
+  - {high: 37.0, low: 30.0}
+  - {high: 45.0, low: 37.0}
+  - {high: 55.0, low: 45.0}
+  - {high: 68.0, low: 55.0}
+  - {high: 80.0, low: 68.0}
+  - {high: 100.0, low: 80.0}
+  - {high: 135.0, low: 100.0}
+  - {high: 200.0, low: 135.0}
diff --git a/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table10.yaml b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table10.yaml
new file mode 100644
index 0000000000..a0d1fba2f5
--- /dev/null
+++ b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table10.yaml
@@ -0,0 +1,50 @@
+dependent_variables:
+- header: {name: 1/sigma dsigma/dmdilepton)}
+  qualifiers:
+  - {name: Cross section, value: $1/\sigma d\sigma/dm(\ell\ell)$}
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - errors:
+    - {label: stat, symerror: 9.6e-05}
+    - {label: sys, symerror: 8.67e-05}
+    value: 0.00374
+  - errors:
+    - {label: stat, symerror: 7.74e-05}
+    - {label: sys, symerror: 0.000112}
+    value: 0.00528
+  - errors:
+    - {label: stat, symerror: 7.62e-05}
+    - {label: sys, symerror: 0.000123}
+    value: 0.00761
+  - errors:
+    - {label: stat, symerror: 7.2e-05}
+    - {label: sys, symerror: 0.000153}
+    value: 0.00719
+  - errors:
+    - {label: stat, symerror: 7.27e-05}
+    - {label: sys, symerror: 7.37e-05}
+    value: 0.00541
+  - errors:
+    - {label: stat, symerror: 4.72e-05}
+    - {label: sys, symerror: 5.69e-05}
+    value: 0.0033
+  - errors:
+    - {label: stat, symerror: 1.82e-05}
+    - {label: sys, symerror: 4.17e-05}
+    value: 0.00123
+  - errors:
+    - {label: stat, symerror: 6.08e-06}
+    - {label: sys, symerror: 1.58e-05}
+    value: 0.000229
+independent_variables:
+- header: {name: m(ll) (range)}
+  values:
+  - {high: 30.0, low: 20.0}
+  - {high: 50.0, low: 30.0}
+  - {high: 76.0, low: 50.0}
+  - {high: 106.0, low: 76.0}
+  - {high: 130.0, low: 106.0}
+  - {high: 170.0, low: 130.0}
+  - {high: 260.0, low: 170.0}
+  - {high: 400.0, low: 260.0}
diff --git a/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table11.yaml b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table11.yaml
new file mode 100644
index 0000000000..9adb52a09a
--- /dev/null
+++ b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table11.yaml
@@ -0,0 +1,35 @@
+dependent_variables:
+- header: {name: 1/sigma dsigma/dpt(b-jet)}
+  qualifiers:
+  - {name: Cross section, value: $1/\sigma d\sigma/dpt(b-jet)$}
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - errors:
+    - {label: stat, symerror: 0.000144}
+    - {label: sys, symerror: 0.000889}
+    value: 0.0116
+  - errors:
+    - {label: stat, symerror: 0.000145}
+    - {label: sys, symerror: 0.000464}
+    value: 0.0123
+  - errors:
+    - {label: stat, symerror: 8.33e-05}
+    - {label: sys, symerror: 0.000202}
+    value: 0.00594
+  - errors:
+    - {label: stat, symerror: 2.48e-05}
+    - {label: sys, symerror: 5.64e-05}
+    value: 0.00111
+  - errors:
+    - {label: stat, symerror: 4.69e-06}
+    - {label: sys, symerror: 9.27e-06}
+    value: 6.88e-05
+independent_variables:
+- header: {name: pt(b-jet) (range)}
+  values:
+  - {high: 50.0, low: 30.0}
+  - {high: 80.0, low: 50.0}
+  - {high: 130.0, low: 80.0}
+  - {high: 210.0, low: 130.0}
+  - {high: 400.0, low: 210.0}
diff --git a/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table12.yaml b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table12.yaml
new file mode 100644
index 0000000000..74a27bd947
--- /dev/null
+++ b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table12.yaml
@@ -0,0 +1,50 @@
+dependent_variables:
+- header: {name: 1/sigma dsigma/deta(b-jet)}
+  qualifiers:
+  - {name: Cross section, value: $1/\sigma d\sigma/deta(b-jet)$}
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - errors:
+    - {label: stat, symerror: 0.00246}
+    - {label: sys, symerror: 0.00751}
+    value: 0.108
+  - errors:
+    - {label: stat, symerror: 0.00425}
+    - {label: sys, symerror: 0.00387}
+    value: 0.216
+  - errors:
+    - {label: stat, symerror: 0.0051}
+    - {label: sys, symerror: 0.00872}
+    value: 0.274
+  - errors:
+    - {label: stat, symerror: 0.0057}
+    - {label: sys, symerror: 0.00956}
+    value: 0.301
+  - errors:
+    - {label: stat, symerror: 0.0058}
+    - {label: sys, symerror: 0.0084}
+    value: 0.32
+  - errors:
+    - {label: stat, symerror: 0.00532}
+    - {label: sys, symerror: 0.0071}
+    value: 0.278
+  - errors:
+    - {label: stat, symerror: 0.00432}
+    - {label: sys, symerror: 0.00413}
+    value: 0.219
+  - errors:
+    - {label: stat, symerror: 0.00261}
+    - {label: sys, symerror: 0.0063}
+    value: 0.109
+independent_variables:
+- header: {name: eta(b-jet) (range)}
+  values:
+  - {high: -1.5, low: -2.4}
+  - {high: -1.0, low: -1.5}
+  - {high: -0.5, low: -1.0}
+  - {high: 0.0, low: -0.5}
+  - {high: 0.5, low: 0.0}
+  - {high: 1.0, low: 0.5}
+  - {high: 1.5, low: 1.0}
+  - {high: 2.4, low: 1.5}
diff --git a/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table13.yaml b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table13.yaml
new file mode 100644
index 0000000000..4340d5855e
--- /dev/null
+++ b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table13.yaml
@@ -0,0 +1,35 @@
+dependent_variables:
+- header: {name: 1/sigma dsigma/dpt(bb)}
+  qualifiers:
+  - {name: Cross section, value: $1/\sigma d\sigma/dpt(bb)$}
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - errors:
+    - {label: stat, symerror: 8.07e-05}
+    - {label: sys, symerror: 0.000127}
+    value: 0.00349
+  - errors:
+    - {label: stat, symerror: 9.43e-05}
+    - {label: sys, symerror: 0.000191}
+    value: 0.0065
+  - errors:
+    - {label: stat, symerror: 9.28e-05}
+    - {label: sys, symerror: 0.000167}
+    value: 0.00807
+  - errors:
+    - {label: stat, symerror: 4.14e-05}
+    - {label: sys, symerror: 0.000138}
+    value: 0.00427
+  - errors:
+    - {label: stat, symerror: 6.71e-06}
+    - {label: sys, symerror: 1.51e-05}
+    value: 0.000154
+independent_variables:
+- header: {name: pt(bb) (range)}
+  values:
+  - {high: 30.0, low: 0.0}
+  - {high: 60.0, low: 30.0}
+  - {high: 100.0, low: 60.0}
+  - {high: 180.0, low: 100.0}
+  - {high: 400.0, low: 180.0}
diff --git a/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table14.yaml b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table14.yaml
new file mode 100644
index 0000000000..06555d86c7
--- /dev/null
+++ b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table14.yaml
@@ -0,0 +1,30 @@
+dependent_variables:
+- header: {name: 1/sigma dsigma/dm(bb)}
+  qualifiers:
+  - {name: Cross section, value: $1/\sigma d\sigma/dm(bb)$}
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - errors:
+    - {label: stat, symerror: 1.64e-05}
+    - {label: sys, symerror: 3.3e-05}
+    value: 0.000848
+  - errors:
+    - {label: stat, symerror: 4.03e-05}
+    - {label: sys, symerror: 0.000124}
+    value: 0.00457
+  - errors:
+    - {label: stat, symerror: 2.37e-05}
+    - {label: sys, symerror: 3.79e-05}
+    value: 0.00397
+  - errors:
+    - {label: stat, symerror: 6.79e-06}
+    - {label: sys, symerror: 2.47e-05}
+    value: 0.000535
+independent_variables:
+- header: {name: m(bb) (range)}
+  values:
+  - {high: 60.0, low: 0.0}
+  - {high: 120.0, low: 60.0}
+  - {high: 240.0, low: 120.0}
+  - {high: 600.0, low: 240.0}
diff --git a/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table15.yaml b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table15.yaml
new file mode 100644
index 0000000000..0f3995bbfe
--- /dev/null
+++ b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table15.yaml
@@ -0,0 +1,60 @@
+dependent_variables:
+- header: {name: 1/sigma dsigma/dpt(top)}
+  qualifiers:
+  - {name: Cross section, value: $1/\sigma d\sigma/dpt(top)$}
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - errors:
+    - {label: stat, symerror: 5.13e-05}
+    - {label: sys, symerror: 0.000151}
+    value: 0.00414
+  - errors:
+    - {label: stat, symerror: 8.46e-05}
+    - {label: sys, symerror: 0.000112}
+    value: 0.00669
+  - errors:
+    - {label: stat, symerror: 5.4e-05}
+    - {label: sys, symerror: 0.000149}
+    value: 0.00496
+  - errors:
+    - {label: stat, symerror: 3.57e-05}
+    - {label: sys, symerror: 9.26e-05}
+    value: 0.00266
+  - errors:
+    - {label: stat, symerror: 1.7e-05}
+    - {label: sys, symerror: 3.35e-05}
+    value: 0.00106
+  - errors:
+    - {label: stat, symerror: 8.83e-06}
+    - {label: sys, symerror: 2.24e-05}
+    value: 0.000399
+  - errors:
+    - {label: stat, symerror: 3.59e-06}
+    - {label: sys, symerror: 9.94e-06}
+    value: 0.00013
+  - errors:
+    - {label: stat, symerror: 2.02e-06}
+    - {label: sys, symerror: 3.5e-06}
+    value: 3.7e-05
+independent_variables:
+- header: {name: pt(top) (range)}
+  values:
+  - {high: 60.0, low: 0.0}
+  - {high: 100.0, low: 60.0}
+  - {high: 150.0, low: 100.0}
+  - {high: 200.0, low: 150.0}
+  - {high: 260.0, low: 200.0}
+  - {high: 320.0, low: 260.0}
+  - {high: 400.0, low: 320.0}
+  - {high: 500.0, low: 400.0}
+- header: {name: pt(top) (bin-center)}
+  values:
+  - {value: 26.25}
+  - {value: 88.75}
+  - {value: 126.25}
+  - {value: 173.75}
+  - {value: 228.75}
+  - {value: 286.25}
+  - {value: 356.25}
+  - {value: 446.25}
diff --git a/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table16.yaml b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table16.yaml
new file mode 100644
index 0000000000..cb69306caf
--- /dev/null
+++ b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table16.yaml
@@ -0,0 +1,203 @@
+dependent_variables:
+- header: {name: $cov(1/\sigma d\sigma/dpt(top))$}
+  qualifiers:
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - {value: 2.626e-09}
+  - {value: -2.959e-09}
+  - {value: -4.857e-10}
+  - {value: -1.241e-10}
+  - {value: -7.701e-11}
+  - {value: -3.011e-11}
+  - {value: -1.652e-11}
+  - {value: -6.85e-12}
+  - {value: -2.959e-09}
+  - {value: 7.155e-09}
+  - {value: -1.9e-09}
+  - {value: -3.105e-10}
+  - {value: -1.34e-11}
+  - {value: 1.505e-11}
+  - {value: 1.829e-11}
+  - {value: 2.446e-12}
+  - {value: -4.857e-10}
+  - {value: -1.9e-09}
+  - {value: 2.917e-09}
+  - {value: -6.921e-10}
+  - {value: -6.892e-11}
+  - {value: -1.262e-11}
+  - {value: -1.052e-11}
+  - {value: -2.73e-12}
+  - {value: -1.241e-10}
+  - {value: -3.105e-10}
+  - {value: -6.921e-10}
+  - {value: 1.273e-09}
+  - {value: -1.396e-10}
+  - {value: -6.282e-12}
+  - {value: 3.309e-12}
+  - {value: -4.124e-12}
+  - {value: -7.701e-11}
+  - {value: -1.34e-11}
+  - {value: -6.892e-11}
+  - {value: -1.396e-10}
+  - {value: 2.902e-10}
+  - {value: -2.901e-11}
+  - {value: -8.667e-12}
+  - {value: 3.377e-12}
+  - {value: -3.011e-11}
+  - {value: 1.505e-11}
+  - {value: -1.262e-11}
+  - {value: -6.282e-12}
+  - {value: -2.901e-11}
+  - {value: 7.798e-11}
+  - {value: 1.741e-13}
+  - {value: -5.002e-12}
+  - {value: -1.652e-11}
+  - {value: 1.829e-11}
+  - {value: -1.052e-11}
+  - {value: 3.309e-12}
+  - {value: -8.667e-12}
+  - {value: 1.741e-13}
+  - {value: 1.298e-11}
+  - {value: 1.088e-12}
+  - {value: -6.85e-12}
+  - {value: 2.446e-12}
+  - {value: -2.73e-12}
+  - {value: -4.124e-12}
+  - {value: 3.377e-12}
+  - {value: -5.002e-12}
+  - {value: 1.088e-12}
+  - {value: 4.159e-12}
+independent_variables:
+- header: {name: pt(top) (range)}
+  values:
+  - {high: 60.0, low: 0.0}
+  - {high: 100.0, low: 60.0}
+  - {high: 150.0, low: 100.0}
+  - {high: 200.0, low: 150.0}
+  - {high: 260.0, low: 200.0}
+  - {high: 320.0, low: 260.0}
+  - {high: 400.0, low: 320.0}
+  - {high: 500.0, low: 400.0}
+  - {high: 60.0, low: 0.0}
+  - {high: 100.0, low: 60.0}
+  - {high: 150.0, low: 100.0}
+  - {high: 200.0, low: 150.0}
+  - {high: 260.0, low: 200.0}
+  - {high: 320.0, low: 260.0}
+  - {high: 400.0, low: 320.0}
+  - {high: 500.0, low: 400.0}
+  - {high: 60.0, low: 0.0}
+  - {high: 100.0, low: 60.0}
+  - {high: 150.0, low: 100.0}
+  - {high: 200.0, low: 150.0}
+  - {high: 260.0, low: 200.0}
+  - {high: 320.0, low: 260.0}
+  - {high: 400.0, low: 320.0}
+  - {high: 500.0, low: 400.0}
+  - {high: 60.0, low: 0.0}
+  - {high: 100.0, low: 60.0}
+  - {high: 150.0, low: 100.0}
+  - {high: 200.0, low: 150.0}
+  - {high: 260.0, low: 200.0}
+  - {high: 320.0, low: 260.0}
+  - {high: 400.0, low: 320.0}
+  - {high: 500.0, low: 400.0}
+  - {high: 60.0, low: 0.0}
+  - {high: 100.0, low: 60.0}
+  - {high: 150.0, low: 100.0}
+  - {high: 200.0, low: 150.0}
+  - {high: 260.0, low: 200.0}
+  - {high: 320.0, low: 260.0}
+  - {high: 400.0, low: 320.0}
+  - {high: 500.0, low: 400.0}
+  - {high: 60.0, low: 0.0}
+  - {high: 100.0, low: 60.0}
+  - {high: 150.0, low: 100.0}
+  - {high: 200.0, low: 150.0}
+  - {high: 260.0, low: 200.0}
+  - {high: 320.0, low: 260.0}
+  - {high: 400.0, low: 320.0}
+  - {high: 500.0, low: 400.0}
+  - {high: 60.0, low: 0.0}
+  - {high: 100.0, low: 60.0}
+  - {high: 150.0, low: 100.0}
+  - {high: 200.0, low: 150.0}
+  - {high: 260.0, low: 200.0}
+  - {high: 320.0, low: 260.0}
+  - {high: 400.0, low: 320.0}
+  - {high: 500.0, low: 400.0}
+  - {high: 60.0, low: 0.0}
+  - {high: 100.0, low: 60.0}
+  - {high: 150.0, low: 100.0}
+  - {high: 200.0, low: 150.0}
+  - {high: 260.0, low: 200.0}
+  - {high: 320.0, low: 260.0}
+  - {high: 400.0, low: 320.0}
+  - {high: 500.0, low: 400.0}
+- header: {name: pt(top) (range)}
+  values:
+  - {high: 60.0, low: 0.0}
+  - {high: 60.0, low: 0.0}
+  - {high: 60.0, low: 0.0}
+  - {high: 60.0, low: 0.0}
+  - {high: 60.0, low: 0.0}
+  - {high: 60.0, low: 0.0}
+  - {high: 60.0, low: 0.0}
+  - {high: 60.0, low: 0.0}
+  - {high: 100.0, low: 60.0}
+  - {high: 100.0, low: 60.0}
+  - {high: 100.0, low: 60.0}
+  - {high: 100.0, low: 60.0}
+  - {high: 100.0, low: 60.0}
+  - {high: 100.0, low: 60.0}
+  - {high: 100.0, low: 60.0}
+  - {high: 100.0, low: 60.0}
+  - {high: 150.0, low: 100.0}
+  - {high: 150.0, low: 100.0}
+  - {high: 150.0, low: 100.0}
+  - {high: 150.0, low: 100.0}
+  - {high: 150.0, low: 100.0}
+  - {high: 150.0, low: 100.0}
+  - {high: 150.0, low: 100.0}
+  - {high: 150.0, low: 100.0}
+  - {high: 200.0, low: 150.0}
+  - {high: 200.0, low: 150.0}
+  - {high: 200.0, low: 150.0}
+  - {high: 200.0, low: 150.0}
+  - {high: 200.0, low: 150.0}
+  - {high: 200.0, low: 150.0}
+  - {high: 200.0, low: 150.0}
+  - {high: 200.0, low: 150.0}
+  - {high: 260.0, low: 200.0}
+  - {high: 260.0, low: 200.0}
+  - {high: 260.0, low: 200.0}
+  - {high: 260.0, low: 200.0}
+  - {high: 260.0, low: 200.0}
+  - {high: 260.0, low: 200.0}
+  - {high: 260.0, low: 200.0}
+  - {high: 260.0, low: 200.0}
+  - {high: 320.0, low: 260.0}
+  - {high: 320.0, low: 260.0}
+  - {high: 320.0, low: 260.0}
+  - {high: 320.0, low: 260.0}
+  - {high: 320.0, low: 260.0}
+  - {high: 320.0, low: 260.0}
+  - {high: 320.0, low: 260.0}
+  - {high: 320.0, low: 260.0}
+  - {high: 400.0, low: 320.0}
+  - {high: 400.0, low: 320.0}
+  - {high: 400.0, low: 320.0}
+  - {high: 400.0, low: 320.0}
+  - {high: 400.0, low: 320.0}
+  - {high: 400.0, low: 320.0}
+  - {high: 400.0, low: 320.0}
+  - {high: 400.0, low: 320.0}
+  - {high: 500.0, low: 400.0}
+  - {high: 500.0, low: 400.0}
+  - {high: 500.0, low: 400.0}
+  - {high: 500.0, low: 400.0}
+  - {high: 500.0, low: 400.0}
+  - {high: 500.0, low: 400.0}
+  - {high: 500.0, low: 400.0}
+  - {high: 500.0, low: 400.0}
diff --git a/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table17.yaml b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table17.yaml
new file mode 100644
index 0000000000..c6eb52bd6c
--- /dev/null
+++ b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table17.yaml
@@ -0,0 +1,143 @@
+dependent_variables:
+- header: {name: Uncertainty, units: 'each bin (in [%])'}
+  qualifiers:
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - {value: 0.1}
+  - {value: 2.4}
+  - {value: 0.1}
+  - {value: 0.5}
+  - {value: 0.9}
+  - {value: 0.1}
+  - {value: 1.5}
+  - {value: 0.7}
+  - {value: 1.8}
+  - {value: 0.4}
+  - {value: 0.0}
+- header: {name: Uncertainty, units: 'each bin (in [%])'}
+  qualifiers:
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - {value: 0.1}
+  - {value: 0.2}
+  - {value: 0.2}
+  - {value: 0.5}
+  - {value: 0.2}
+  - {value: 0.1}
+  - {value: 1.2}
+  - {value: 0.8}
+  - {value: 0.0}
+  - {value: 0.4}
+  - {value: 0.0}
+- header: {name: Uncertainty, units: 'each bin (in [%])'}
+  qualifiers:
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - {value: 0.0}
+  - {value: 0.9}
+  - {value: 0.1}
+  - {value: 0.4}
+  - {value: 0.3}
+  - {value: 0.0}
+  - {value: 1.4}
+  - {value: 1.6}
+  - {value: 1.5}
+  - {value: 1.1}
+  - {value: 0.0}
+- header: {name: Uncertainty, units: 'each bin (in [%])'}
+  qualifiers:
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - {value: 0.1}
+  - {value: 1.5}
+  - {value: 0.2}
+  - {value: 0.3}
+  - {value: 0.6}
+  - {value: 0.1}
+  - {value: 1.8}
+  - {value: 1.4}
+  - {value: 1.8}
+  - {value: 0.8}
+  - {value: 0.0}
+- header: {name: Uncertainty, units: 'each bin (in [%])'}
+  qualifiers:
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - {value: 0.2}
+  - {value: 1.2}
+  - {value: 0.5}
+  - {value: 0.5}
+  - {value: 1.0}
+  - {value: 0.2}
+  - {value: 2.2}
+  - {value: 0.8}
+  - {value: 0.3}
+  - {value: 1.3}
+  - {value: 0.0}
+- header: {name: Uncertainty, units: 'each bin (in [%])'}
+  qualifiers:
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - {value: 0.2}
+  - {value: 1.1}
+  - {value: 0.8}
+  - {value: 0.4}
+  - {value: 1.2}
+  - {value: 0.3}
+  - {value: 4.2}
+  - {value: 1.4}
+  - {value: 2.6}
+  - {value: 1.2}
+  - {value: 0.0}
+- header: {name: Uncertainty, units: 'each bin (in [%])'}
+  qualifiers:
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - {value: 0.3}
+  - {value: 2.7}
+  - {value: 0.3}
+  - {value: 0.5}
+  - {value: 1.5}
+  - {value: 0.4}
+  - {value: 5.1}
+  - {value: 1.6}
+  - {value: 4.1}
+  - {value: 1.5}
+  - {value: 0.0}
+- header: {name: Uncertainty, units: 'each bin (in [%])'}
+  qualifiers:
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - {value: 0.3}
+  - {value: 4.2}
+  - {value: 0.7}
+  - {value: 0.9}
+  - {value: 1.7}
+  - {value: 0.7}
+  - {value: 6.9}
+  - {value: 2.7}
+  - {value: 3.1}
+  - {value: 1.2}
+  - {value: 0.3}
+independent_variables:
+- header: {name: Source}
+  values:
+  - {value: LEP}
+  - {value: JES}
+  - {value: JER}
+  - {value: BG}
+  - {value: Btag}
+  - {value: PU}
+  - {value: TopScale}
+  - {value: TopMatch}
+  - {value: Hadronization}
+  - {value: TopMass}
+  - {value: PDF}
diff --git a/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table18.yaml b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table18.yaml
new file mode 100644
index 0000000000..e2f9573579
--- /dev/null
+++ b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table18.yaml
@@ -0,0 +1,60 @@
+dependent_variables:
+- header: {name: 1/sigma dsigma/dpt*(top)}
+  qualifiers:
+  - {name: Cross section, value: $1/\sigma d\sigma/dpt^*(top)$}
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - errors:
+    - {label: stat, symerror: 7.2e-05}
+    - {label: sys, symerror: 0.000196}
+    value: 0.00444
+  - errors:
+    - {label: stat, symerror: 0.000121}
+    - {label: sys, symerror: 8.99e-05}
+    value: 0.00703
+  - errors:
+    - {label: stat, symerror: 7.37e-05}
+    - {label: sys, symerror: 0.00014}
+    value: 0.00493
+  - errors:
+    - {label: stat, symerror: 4.62e-05}
+    - {label: sys, symerror: 7.63e-05}
+    value: 0.00244
+  - errors:
+    - {label: stat, symerror: 2.13e-05}
+    - {label: sys, symerror: 3.38e-05}
+    value: 0.0009
+  - errors:
+    - {label: stat, symerror: 1.07e-05}
+    - {label: sys, symerror: 1.35e-05}
+    value: 0.000321
+  - errors:
+    - {label: stat, symerror: 4.27e-06}
+    - {label: sys, symerror: 5.94e-06}
+    value: 9.4e-05
+  - errors:
+    - {label: stat, symerror: 2.4e-06}
+    - {label: sys, symerror: 2.31e-06}
+    value: 2.5e-05
+independent_variables:
+- header: {name: pt*(top) (range)}
+  values:
+  - {high: 60.0, low: 0.0}
+  - {high: 100.0, low: 60.0}
+  - {high: 150.0, low: 100.0}
+  - {high: 200.0, low: 150.0}
+  - {high: 260.0, low: 200.0}
+  - {high: 320.0, low: 260.0}
+  - {high: 400.0, low: 320.0}
+  - {high: 500.0, low: 400.0}
+- header: {name: pt*(top) (bin-center)}
+  values:
+  - {value: 26.25}
+  - {value: 63.75}
+  - {value: 126.25}
+  - {value: 173.75}
+  - {value: 226.25}
+  - {value: 286.25}
+  - {value: 356.25}
+  - {value: 443.75}
diff --git a/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table19.yaml b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table19.yaml
new file mode 100644
index 0000000000..6002a14a44
--- /dev/null
+++ b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table19.yaml
@@ -0,0 +1,203 @@
+dependent_variables:
+- header: {name: $cov(1/\sigma d\sigma/dpt^*(top))$}
+  qualifiers:
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
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+  - {value: -6.174e-09}
+  - {value: -6.977e-10}
+  - {value: -2.979e-10}
+  - {value: -1.281e-10}
+  - {value: -5.106e-11}
+  - {value: -2.662e-11}
+  - {value: -1.034e-11}
+  - {value: -6.174e-09}
+  - {value: 1.453e-08}
+  - {value: -3.981e-09}
+  - {value: -2.929e-10}
+  - {value: -4.306e-11}
+  - {value: 3.641e-11}
+  - {value: 3.429e-11}
+  - {value: 4.986e-12}
+  - {value: -6.977e-10}
+  - {value: -3.981e-09}
+  - {value: 5.436e-09}
+  - {value: -1.259e-09}
+  - {value: -7.143e-11}
+  - {value: -3.022e-11}
+  - {value: -1.619e-11}
+  - {value: -2.989e-12}
+  - {value: -2.979e-10}
+  - {value: -2.929e-10}
+  - {value: -1.259e-09}
+  - {value: 2.138e-09}
+  - {value: -2.304e-10}
+  - {value: 3.723e-12}
+  - {value: 3.257e-12}
+  - {value: -6.214e-12}
+  - {value: -1.281e-10}
+  - {value: -4.306e-11}
+  - {value: -7.143e-11}
+  - {value: -2.304e-10}
+  - {value: 4.552e-10}
+  - {value: -4.747e-11}
+  - {value: -1.0e-11}
+  - {value: 4.852e-12}
+  - {value: -5.106e-11}
+  - {value: 3.641e-11}
+  - {value: -3.022e-11}
+  - {value: 3.723e-12}
+  - {value: -4.747e-11}
+  - {value: 1.152e-10}
+  - {value: -1.262e-12}
+  - {value: -6.563e-12}
+  - {value: -2.662e-11}
+  - {value: 3.429e-11}
+  - {value: -1.619e-11}
+  - {value: 3.257e-12}
+  - {value: -1.0e-11}
+  - {value: -1.262e-12}
+  - {value: 1.813e-11}
+  - {value: 1.276e-12}
+  - {value: -1.034e-11}
+  - {value: 4.986e-12}
+  - {value: -2.989e-12}
+  - {value: -6.214e-12}
+  - {value: 4.852e-12}
+  - {value: -6.563e-12}
+  - {value: 1.276e-12}
+  - {value: 5.564e-12}
+independent_variables:
+- header: {name: pt*(top) (range)}
+  values:
+  - {high: 60.0, low: 0.0}
+  - {high: 100.0, low: 60.0}
+  - {high: 150.0, low: 100.0}
+  - {high: 200.0, low: 150.0}
+  - {high: 260.0, low: 200.0}
+  - {high: 320.0, low: 260.0}
+  - {high: 400.0, low: 320.0}
+  - {high: 500.0, low: 400.0}
+  - {high: 60.0, low: 0.0}
+  - {high: 100.0, low: 60.0}
+  - {high: 150.0, low: 100.0}
+  - {high: 200.0, low: 150.0}
+  - {high: 260.0, low: 200.0}
+  - {high: 320.0, low: 260.0}
+  - {high: 400.0, low: 320.0}
+  - {high: 500.0, low: 400.0}
+  - {high: 60.0, low: 0.0}
+  - {high: 100.0, low: 60.0}
+  - {high: 150.0, low: 100.0}
+  - {high: 200.0, low: 150.0}
+  - {high: 260.0, low: 200.0}
+  - {high: 320.0, low: 260.0}
+  - {high: 400.0, low: 320.0}
+  - {high: 500.0, low: 400.0}
+  - {high: 60.0, low: 0.0}
+  - {high: 100.0, low: 60.0}
+  - {high: 150.0, low: 100.0}
+  - {high: 200.0, low: 150.0}
+  - {high: 260.0, low: 200.0}
+  - {high: 320.0, low: 260.0}
+  - {high: 400.0, low: 320.0}
+  - {high: 500.0, low: 400.0}
+  - {high: 60.0, low: 0.0}
+  - {high: 100.0, low: 60.0}
+  - {high: 150.0, low: 100.0}
+  - {high: 200.0, low: 150.0}
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+  - {high: 400.0, low: 320.0}
+  - {high: 500.0, low: 400.0}
+  - {high: 60.0, low: 0.0}
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+  - {high: 500.0, low: 400.0}
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+  - {high: 400.0, low: 320.0}
+  - {high: 500.0, low: 400.0}
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+  - {high: 320.0, low: 260.0}
+  - {high: 400.0, low: 320.0}
+  - {high: 500.0, low: 400.0}
+- header: {name: pt*(top) (range)}
+  values:
+  - {high: 60.0, low: 0.0}
+  - {high: 60.0, low: 0.0}
+  - {high: 60.0, low: 0.0}
+  - {high: 60.0, low: 0.0}
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+  - {high: 150.0, low: 100.0}
+  - {high: 150.0, low: 100.0}
+  - {high: 150.0, low: 100.0}
+  - {high: 150.0, low: 100.0}
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+  - {high: 200.0, low: 150.0}
+  - {high: 200.0, low: 150.0}
+  - {high: 200.0, low: 150.0}
+  - {high: 200.0, low: 150.0}
+  - {high: 200.0, low: 150.0}
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+  - {high: 260.0, low: 200.0}
+  - {high: 260.0, low: 200.0}
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+  - {high: 320.0, low: 260.0}
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+  - {high: 320.0, low: 260.0}
+  - {high: 320.0, low: 260.0}
+  - {high: 400.0, low: 320.0}
+  - {high: 400.0, low: 320.0}
+  - {high: 400.0, low: 320.0}
+  - {high: 400.0, low: 320.0}
+  - {high: 400.0, low: 320.0}
+  - {high: 400.0, low: 320.0}
+  - {high: 400.0, low: 320.0}
+  - {high: 400.0, low: 320.0}
+  - {high: 500.0, low: 400.0}
+  - {high: 500.0, low: 400.0}
+  - {high: 500.0, low: 400.0}
+  - {high: 500.0, low: 400.0}
+  - {high: 500.0, low: 400.0}
+  - {high: 500.0, low: 400.0}
+  - {high: 500.0, low: 400.0}
+  - {high: 500.0, low: 400.0}
diff --git a/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table2.yaml b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table2.yaml
new file mode 100644
index 0000000000..7d361e3917
--- /dev/null
+++ b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table2.yaml
@@ -0,0 +1,80 @@
+dependent_variables:
+- header: {name: 1/sigma dsigma/deta(lepton)}
+  qualifiers:
+  - {name: Cross section, value: $1/\sigma d\sigma/dpt(lepton)$}
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - errors:
+    - {label: stat, symerror: 0.00417}
+    - {label: sys, symerror: 0.00417}
+    value: 0.0976
+  - errors:
+    - {label: stat, symerror: 0.00451}
+    - {label: sys, symerror: 0.00426}
+    value: 0.137
+  - errors:
+    - {label: stat, symerror: 0.00526}
+    - {label: sys, symerror: 0.00462}
+    value: 0.194
+  - errors:
+    - {label: stat, symerror: 0.0059}
+    - {label: sys, symerror: 0.00658}
+    value: 0.239
+  - errors:
+    - {label: stat, symerror: 0.00595}
+    - {label: sys, symerror: 0.00688}
+    value: 0.303
+  - errors:
+    - {label: stat, symerror: 0.0064}
+    - {label: sys, symerror: 0.00477}
+    value: 0.341
+  - errors:
+    - {label: stat, symerror: 0.00692}
+    - {label: sys, symerror: 0.00516}
+    value: 0.36
+  - errors:
+    - {label: stat, symerror: 0.00677}
+    - {label: sys, symerror: 0.00675}
+    value: 0.339
+  - errors:
+    - {label: stat, symerror: 0.00647}
+    - {label: sys, symerror: 0.0101}
+    value: 0.335
+  - errors:
+    - {label: stat, symerror: 0.00589}
+    - {label: sys, symerror: 0.0128}
+    value: 0.306
+  - errors:
+    - {label: stat, symerror: 0.00554}
+    - {label: sys, symerror: 0.00561}
+    value: 0.25
+  - errors:
+    - {label: stat, symerror: 0.0053}
+    - {label: sys, symerror: 0.00442}
+    value: 0.201
+  - errors:
+    - {label: stat, symerror: 0.00452}
+    - {label: sys, symerror: 0.00339}
+    value: 0.136
+  - errors:
+    - {label: stat, symerror: 0.00388}
+    - {label: sys, symerror: 0.00518}
+    value: 0.0931
+independent_variables:
+- header: {name: eta(lepton) (range)}
+  values:
+  - {high: -1.8, low: -2.1}
+  - {high: -1.5, low: -1.8}
+  - {high: -1.2, low: -1.5}
+  - {high: -0.9, low: -1.2}
+  - {high: -0.6, low: -0.9}
+  - {high: -0.3, low: -0.6}
+  - {high: 0.0, low: -0.3}
+  - {high: 0.3, low: 0.0}
+  - {high: 0.6, low: 0.3}
+  - {high: 0.9, low: 0.6}
+  - {high: 1.2, low: 0.9}
+  - {high: 1.5, low: 1.2}
+  - {high: 1.8, low: 1.5}
+  - {high: 2.1, low: 1.8}
diff --git a/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table20.yaml b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table20.yaml
new file mode 100644
index 0000000000..e22edbd3d8
--- /dev/null
+++ b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table20.yaml
@@ -0,0 +1,143 @@
+dependent_variables:
+- header: {name: Uncertainty, units: 'each bin (in [%])'}
+  qualifiers:
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - {value: 0.1}
+  - {value: 2.1}
+  - {value: 0.2}
+  - {value: 0.5}
+  - {value: 0.9}
+  - {value: 0.2}
+  - {value: 1.6}
+  - {value: 1.5}
+  - {value: 3.0}
+  - {value: 0.6}
+  - {value: 0.0}
+- header: {name: Uncertainty, units: 'each bin (in [%])'}
+  qualifiers:
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - {value: 0.1}
+  - {value: 0.2}
+  - {value: 0.4}
+  - {value: 0.4}
+  - {value: 0.1}
+  - {value: 0.2}
+  - {value: 0.5}
+  - {value: 0.6}
+  - {value: 0.7}
+  - {value: 0.3}
+  - {value: 0.0}
+- header: {name: Uncertainty, units: 'each bin (in [%])'}
+  qualifiers:
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - {value: 0.1}
+  - {value: 1.3}
+  - {value: 0.4}
+  - {value: 0.2}
+  - {value: 0.4}
+  - {value: 0.2}
+  - {value: 0.7}
+  - {value: 1.1}
+  - {value: 2.0}
+  - {value: 0.7}
+  - {value: 0.0}
+- header: {name: Uncertainty, units: 'each bin (in [%])'}
+  qualifiers:
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - {value: 0.1}
+  - {value: 1.6}
+  - {value: 0.1}
+  - {value: 0.2}
+  - {value: 0.7}
+  - {value: 0.2}
+  - {value: 2.0}
+  - {value: 1.6}
+  - {value: 0.2}
+  - {value: 0.3}
+  - {value: 0.0}
+- header: {name: Uncertainty, units: 'each bin (in [%])'}
+  qualifiers:
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - {value: 0.2}
+  - {value: 1.0}
+  - {value: 0.2}
+  - {value: 0.6}
+  - {value: 1.0}
+  - {value: 0.1}
+  - {value: 1.7}
+  - {value: 1.7}
+  - {value: 1.8}
+  - {value: 1.6}
+  - {value: 0.0}
+- header: {name: Uncertainty, units: 'each bin (in [%])'}
+  qualifiers:
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - {value: 0.2}
+  - {value: 1.1}
+  - {value: 0.4}
+  - {value: 0.5}
+  - {value: 1.3}
+  - {value: 0.2}
+  - {value: 3.0}
+  - {value: 1.5}
+  - {value: 0.1}
+  - {value: 1.7}
+  - {value: 0.0}
+- header: {name: Uncertainty, units: 'each bin (in [%])'}
+  qualifiers:
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - {value: 0.3}
+  - {value: 2.9}
+  - {value: 0.6}
+  - {value: 0.7}
+  - {value: 1.6}
+  - {value: 0.6}
+  - {value: 4.7}
+  - {value: 1.2}
+  - {value: 0.1}
+  - {value: 2.2}
+  - {value: 0.0}
+- header: {name: Uncertainty, units: 'each bin (in [%])'}
+  qualifiers:
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - {value: 0.3}
+  - {value: 3.5}
+  - {value: 0.6}
+  - {value: 1.1}
+  - {value: 1.9}
+  - {value: 0.1}
+  - {value: 7.2}
+  - {value: 1.9}
+  - {value: 1.1}
+  - {value: 3.4}
+  - {value: 0.2}
+independent_variables:
+- header: {name: Source}
+  values:
+  - {value: LEP}
+  - {value: JES}
+  - {value: JER}
+  - {value: BG}
+  - {value: Btag}
+  - {value: PU}
+  - {value: TopScale}
+  - {value: TopMatch}
+  - {value: Hadronization}
+  - {value: TopMass}
+  - {value: PDF}
diff --git a/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table21.yaml b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table21.yaml
new file mode 100644
index 0000000000..f3de031c22
--- /dev/null
+++ b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table21.yaml
@@ -0,0 +1,72 @@
+dependent_variables:
+- header: {name: 1/sigma dsigma/dy(top)}
+  qualifiers:
+  - {name: Cross section, value: $1/\sigma d\sigma/dy(top)$}
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - errors:
+    - {label: stat, symerror: 0.00184}
+    - {label: sys, symerror: 0.00279}
+    value: 0.0736
+  - errors:
+    - {label: stat, symerror: 0.00265}
+    - {label: sys, symerror: 0.00428}
+    value: 0.175
+  - errors:
+    - {label: stat, symerror: 0.00357}
+    - {label: sys, symerror: 0.00776}
+    value: 0.261
+  - errors:
+    - {label: stat, symerror: 0.00385}
+    - {label: sys, symerror: 0.00381}
+    value: 0.3
+  - errors:
+    - {label: stat, symerror: 0.00412}
+    - {label: sys, symerror: 0.00495}
+    value: 0.333
+  - errors:
+    - {label: stat, symerror: 0.004}
+    - {label: sys, symerror: 0.00535}
+    value: 0.331
+  - errors:
+    - {label: stat, symerror: 0.00383}
+    - {label: sys, symerror: 0.00528}
+    value: 0.3
+  - errors:
+    - {label: stat, symerror: 0.00335}
+    - {label: sys, symerror: 0.00749}
+    value: 0.247
+  - errors:
+    - {label: stat, symerror: 0.00266}
+    - {label: sys, symerror: 0.00299}
+    value: 0.188
+  - errors:
+    - {label: stat, symerror: 0.00185}
+    - {label: sys, symerror: 0.00262}
+    value: 0.0777
+independent_variables:
+- header: {name: y(top) (range)}
+  values:
+  - {high: -1.6, low: -2.5}
+  - {high: -1.2, low: -1.6}
+  - {high: -0.8, low: -1.2}
+  - {high: -0.4, low: -0.8}
+  - {high: 0.0, low: -0.4}
+  - {high: 0.4, low: 0.0}
+  - {high: 0.8, low: 0.4}
+  - {high: 1.2, low: 0.8}
+  - {high: 1.6, low: 1.2}
+  - {high: 2.5, low: 1.6}
+- header: {name: y(top) (bin-center)}
+  values:
+  - {value: -2.01}
+  - {value: -1.39}
+  - {value: -1.01}
+  - {value: -0.61}
+  - {value: -0.24}
+  - {value: 0.24}
+  - {value: 0.61}
+  - {value: 1.01}
+  - {value: 1.41}
+  - {value: 2.01}
diff --git a/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table22.yaml b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table22.yaml
new file mode 100644
index 0000000000..97baef1e64
--- /dev/null
+++ b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table22.yaml
@@ -0,0 +1,311 @@
+dependent_variables:
+- header: {name: $cov(1/\sigma d\sigma/dy(top))$}
+  qualifiers:
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - {value: 3.391e-06}
+  - {value: -3.722e-07}
+  - {value: -2.071e-06}
+  - {value: -8.246e-07}
+  - {value: -1.091e-06}
+  - {value: -1.145e-06}
+  - {value: -6.703e-07}
+  - {value: -7.291e-07}
+  - {value: -7.143e-07}
+  - {value: -3.448e-07}
+  - {value: -3.722e-07}
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+  - {value: -2.214e-06}
+  - {value: -4.366e-07}
+  - {value: 3.407e-06}
+independent_variables:
+- header: {name: y(top) (range)}
+  values:
+  - {high: -1.6, low: -2.5}
+  - {high: -1.2, low: -1.6}
+  - {high: -0.8, low: -1.2}
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+  - {high: 0.8, low: 0.4}
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+  - {high: 2.5, low: 1.6}
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+  - {high: -1.2, low: -1.6}
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+  - {high: 0.0, low: -0.4}
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+  - {high: -1.2, low: -1.6}
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+  - {high: -0.4, low: -0.8}
+  - {high: 0.0, low: -0.4}
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+  - {high: -0.8, low: -1.2}
+  - {high: -0.4, low: -0.8}
+  - {high: 0.0, low: -0.4}
+  - {high: 0.4, low: 0.0}
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+  - {high: 0.0, low: -0.4}
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+  - {high: 0.8, low: 0.4}
+  - {high: 1.2, low: 0.8}
+  - {high: 1.6, low: 1.2}
+  - {high: 2.5, low: 1.6}
+  - {high: -1.6, low: -2.5}
+  - {high: -1.2, low: -1.6}
+  - {high: -0.8, low: -1.2}
+  - {high: -0.4, low: -0.8}
+  - {high: 0.0, low: -0.4}
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+  - {high: 0.8, low: 0.4}
+  - {high: 1.2, low: 0.8}
+  - {high: 1.6, low: 1.2}
+  - {high: 2.5, low: 1.6}
+  - {high: -1.6, low: -2.5}
+  - {high: -1.2, low: -1.6}
+  - {high: -0.8, low: -1.2}
+  - {high: -0.4, low: -0.8}
+  - {high: 0.0, low: -0.4}
+  - {high: 0.4, low: 0.0}
+  - {high: 0.8, low: 0.4}
+  - {high: 1.2, low: 0.8}
+  - {high: 1.6, low: 1.2}
+  - {high: 2.5, low: 1.6}
+- header: {name: y(top) (range)}
+  values:
+  - {high: -1.6, low: -2.5}
+  - {high: -1.6, low: -2.5}
+  - {high: -1.6, low: -2.5}
+  - {high: -1.6, low: -2.5}
+  - {high: -1.6, low: -2.5}
+  - {high: -1.6, low: -2.5}
+  - {high: -1.6, low: -2.5}
+  - {high: -1.6, low: -2.5}
+  - {high: -1.6, low: -2.5}
+  - {high: -1.6, low: -2.5}
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+  - {high: -1.2, low: -1.6}
+  - {high: -1.2, low: -1.6}
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+  - {high: 0.8, low: 0.4}
+  - {high: 0.8, low: 0.4}
+  - {high: 0.8, low: 0.4}
+  - {high: 1.2, low: 0.8}
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+  - {high: 1.2, low: 0.8}
+  - {high: 1.2, low: 0.8}
+  - {high: 1.2, low: 0.8}
+  - {high: 1.2, low: 0.8}
+  - {high: 1.2, low: 0.8}
+  - {high: 1.2, low: 0.8}
+  - {high: 1.2, low: 0.8}
+  - {high: 1.2, low: 0.8}
+  - {high: 1.6, low: 1.2}
+  - {high: 1.6, low: 1.2}
+  - {high: 1.6, low: 1.2}
+  - {high: 1.6, low: 1.2}
+  - {high: 1.6, low: 1.2}
+  - {high: 1.6, low: 1.2}
+  - {high: 1.6, low: 1.2}
+  - {high: 1.6, low: 1.2}
+  - {high: 1.6, low: 1.2}
+  - {high: 1.6, low: 1.2}
+  - {high: 2.5, low: 1.6}
+  - {high: 2.5, low: 1.6}
+  - {high: 2.5, low: 1.6}
+  - {high: 2.5, low: 1.6}
+  - {high: 2.5, low: 1.6}
+  - {high: 2.5, low: 1.6}
+  - {high: 2.5, low: 1.6}
+  - {high: 2.5, low: 1.6}
+  - {high: 2.5, low: 1.6}
+  - {high: 2.5, low: 1.6}
diff --git a/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table23.yaml b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table23.yaml
new file mode 100644
index 0000000000..68ea221c7c
--- /dev/null
+++ b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table23.yaml
@@ -0,0 +1,175 @@
+dependent_variables:
+- header: {name: Uncertainty, units: 'each bin (in [%])'}
+  qualifiers:
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - {value: 0.2}
+  - {value: 1.2}
+  - {value: 0.7}
+  - {value: 0.5}
+  - {value: 0.9}
+  - {value: 0.2}
+  - {value: 0.5}
+  - {value: 2.6}
+  - {value: 1.9}
+  - {value: 0.3}
+  - {value: 0.7}
+- header: {name: Uncertainty, units: 'each bin (in [%])'}
+  qualifiers:
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - {value: 0.2}
+  - {value: 0.7}
+  - {value: 0.3}
+  - {value: 0.1}
+  - {value: 0.7}
+  - {value: 0.2}
+  - {value: 1.8}
+  - {value: 1.1}
+  - {value: 0.7}
+  - {value: 0.4}
+  - {value: 0.1}
+- header: {name: Uncertainty, units: 'each bin (in [%])'}
+  qualifiers:
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - {value: 0.1}
+  - {value: 0.3}
+  - {value: 0.3}
+  - {value: 0.2}
+  - {value: 0.2}
+  - {value: 0.0}
+  - {value: 2.4}
+  - {value: 1.2}
+  - {value: 1.1}
+  - {value: 0.4}
+  - {value: 0.0}
+- header: {name: Uncertainty, units: 'each bin (in [%])'}
+  qualifiers:
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - {value: 0.1}
+  - {value: 0.3}
+  - {value: 0.4}
+  - {value: 0.1}
+  - {value: 0.3}
+  - {value: 0.1}
+  - {value: 0.4}
+  - {value: 0.4}
+  - {value: 0.8}
+  - {value: 0.6}
+  - {value: 0.0}
+- header: {name: Uncertainty, units: 'each bin (in [%])'}
+  qualifiers:
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - {value: 0.2}
+  - {value: 0.6}
+  - {value: 0.2}
+  - {value: 0.3}
+  - {value: 0.7}
+  - {value: 0.1}
+  - {value: 0.8}
+  - {value: 0.1}
+  - {value: 0.4}
+  - {value: 0.5}
+  - {value: 0.1}
+- header: {name: Uncertainty, units: 'each bin (in [%])'}
+  qualifiers:
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - {value: 0.2}
+  - {value: 0.7}
+  - {value: 0.2}
+  - {value: 0.3}
+  - {value: 0.8}
+  - {value: 0.0}
+  - {value: 0.5}
+  - {value: 0.7}
+  - {value: 0.5}
+  - {value: 0.7}
+  - {value: 0.1}
+- header: {name: Uncertainty, units: 'each bin (in [%])'}
+  qualifiers:
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - {value: 0.1}
+  - {value: 0.5}
+  - {value: 0.4}
+  - {value: 0.2}
+  - {value: 0.3}
+  - {value: 0.1}
+  - {value: 0.6}
+  - {value: 0.7}
+  - {value: 0.9}
+  - {value: 0.9}
+  - {value: 0.0}
+- header: {name: Uncertainty, units: 'each bin (in [%])'}
+  qualifiers:
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - {value: 0.1}
+  - {value: 0.2}
+  - {value: 0.2}
+  - {value: 0.2}
+  - {value: 0.2}
+  - {value: 0.1}
+  - {value: 0.4}
+  - {value: 0.7}
+  - {value: 2.8}
+  - {value: 0.6}
+  - {value: 0.0}
+- header: {name: Uncertainty, units: 'each bin (in [%])'}
+  qualifiers:
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - {value: 0.2}
+  - {value: 0.4}
+  - {value: 0.5}
+  - {value: 0.1}
+  - {value: 0.6}
+  - {value: 0.1}
+  - {value: 0.7}
+  - {value: 0.9}
+  - {value: 0.3}
+  - {value: 0.6}
+  - {value: 0.1}
+- header: {name: Uncertainty, units: 'each bin (in [%])'}
+  qualifiers:
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - {value: 0.2}
+  - {value: 1.5}
+  - {value: 0.5}
+  - {value: 0.6}
+  - {value: 0.9}
+  - {value: 0.1}
+  - {value: 1.3}
+  - {value: 1.3}
+  - {value: 1.8}
+  - {value: 0.7}
+  - {value: 0.7}
+independent_variables:
+- header: {name: Source}
+  values:
+  - {value: LEP}
+  - {value: JES}
+  - {value: JER}
+  - {value: BG}
+  - {value: Btag}
+  - {value: PU}
+  - {value: TopScale}
+  - {value: TopMatch}
+  - {value: Hadronization}
+  - {value: TopMass}
+  - {value: PDF}
diff --git a/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table24.yaml b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table24.yaml
new file mode 100644
index 0000000000..ede842313c
--- /dev/null
+++ b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table24.yaml
@@ -0,0 +1,36 @@
+dependent_variables:
+- header: {name: '1/sigma dsigma/ddeltaphi(t,tbar)'}
+  qualifiers:
+  - {name: Cross section, value: '$1/\sigma d\sigma/d\Delta\phi(t,\bar{t})$'}
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - errors:
+    - {label: stat, symerror: 0.00151}
+    - {label: sys, symerror: 0.00476}
+    value: 0.0683
+  - errors:
+    - {label: stat, symerror: 0.00388}
+    - {label: sys, symerror: 0.0123}
+    value: 0.322
+  - errors:
+    - {label: stat, symerror: 0.0157}
+    - {label: sys, symerror: 0.0362}
+    value: 1.13
+  - errors:
+    - {label: stat, symerror: 0.0301}
+    - {label: sys, symerror: 0.15}
+    value: 2.27
+independent_variables:
+- header: {name: 'deltaphi(t,tbar) (range)'}
+  values:
+  - {high: 2.0, low: 0.0}
+  - {high: 2.75, low: 2.0}
+  - {high: 3.0, low: 2.75}
+  - {high: 3.15, low: 3.0}
+- header: {name: 'deltaphi(t,tbar) (bin-center)'}
+  values:
+  - {value: 1.26}
+  - {value: 2.44}
+  - {value: 2.89}
+  - {value: 3.14}
diff --git a/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table25.yaml b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table25.yaml
new file mode 100644
index 0000000000..ab88a0d7aa
--- /dev/null
+++ b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table25.yaml
@@ -0,0 +1,59 @@
+dependent_variables:
+- header: {name: '$cov(1/\sigma d\sigma/d\Delta\phi(t,\bar{t}))$'}
+  qualifiers:
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - {value: 2.291e-06}
+  - {value: -1.392e-06}
+  - {value: -1.272e-05}
+  - {value: -2.388e-06}
+  - {value: -1.392e-06}
+  - {value: 1.503e-05}
+  - {value: 1.114e-05}
+  - {value: -7.515e-05}
+  - {value: -1.272e-05}
+  - {value: 1.114e-05}
+  - {value: 0.0002479}
+  - {value: -0.0002992}
+  - {value: -2.388e-06}
+  - {value: -7.515e-05}
+  - {value: -0.0002992}
+  - {value: 0.0009063}
+independent_variables:
+- header: {name: 'deltaphi(t,tbar) (range)'}
+  values:
+  - {high: 2.0, low: 0.0}
+  - {high: 2.75, low: 2.0}
+  - {high: 3.0, low: 2.75}
+  - {high: 3.15, low: 3.0}
+  - {high: 2.0, low: 0.0}
+  - {high: 2.75, low: 2.0}
+  - {high: 3.0, low: 2.75}
+  - {high: 3.15, low: 3.0}
+  - {high: 2.0, low: 0.0}
+  - {high: 2.75, low: 2.0}
+  - {high: 3.0, low: 2.75}
+  - {high: 3.15, low: 3.0}
+  - {high: 2.0, low: 0.0}
+  - {high: 2.75, low: 2.0}
+  - {high: 3.0, low: 2.75}
+  - {high: 3.15, low: 3.0}
+- header: {name: 'deltaphi(t,tbar) (range)'}
+  values:
+  - {high: 2.0, low: 0.0}
+  - {high: 2.0, low: 0.0}
+  - {high: 2.0, low: 0.0}
+  - {high: 2.0, low: 0.0}
+  - {high: 2.75, low: 2.0}
+  - {high: 2.75, low: 2.0}
+  - {high: 2.75, low: 2.0}
+  - {high: 2.75, low: 2.0}
+  - {high: 3.0, low: 2.75}
+  - {high: 3.0, low: 2.75}
+  - {high: 3.0, low: 2.75}
+  - {high: 3.0, low: 2.75}
+  - {high: 3.15, low: 3.0}
+  - {high: 3.15, low: 3.0}
+  - {high: 3.15, low: 3.0}
+  - {high: 3.15, low: 3.0}
diff --git a/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table26.yaml b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table26.yaml
new file mode 100644
index 0000000000..a621452e0a
--- /dev/null
+++ b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table26.yaml
@@ -0,0 +1,79 @@
+dependent_variables:
+- header: {name: Uncertainty, units: 'each bin (in [%])'}
+  qualifiers:
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - {value: 0.1}
+  - {value: 0.9}
+  - {value: 1.0}
+  - {value: 1.1}
+  - {value: 0.6}
+  - {value: 0.5}
+  - {value: 3.9}
+  - {value: 1.9}
+  - {value: 5.1}
+  - {value: 0.2}
+  - {value: 0.0}
+- header: {name: Uncertainty, units: 'each bin (in [%])'}
+  qualifiers:
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - {value: 0.1}
+  - {value: 2.2}
+  - {value: 0.9}
+  - {value: 0.4}
+  - {value: 0.3}
+  - {value: 0.6}
+  - {value: 1.6}
+  - {value: 0.3}
+  - {value: 2.2}
+  - {value: 0.8}
+  - {value: 0.0}
+- header: {name: Uncertainty, units: 'each bin (in [%])'}
+  qualifiers:
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - {value: 0.0}
+  - {value: 1.0}
+  - {value: 0.8}
+  - {value: 0.3}
+  - {value: 0.1}
+  - {value: 0.5}
+  - {value: 2.0}
+  - {value: 0.3}
+  - {value: 1.3}
+  - {value: 1.6}
+  - {value: 0.0}
+- header: {name: Uncertainty, units: 'each bin (in [%])'}
+  qualifiers:
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - {value: 0.1}
+  - {value: 2.8}
+  - {value: 1.2}
+  - {value: 0.3}
+  - {value: 0.5}
+  - {value: 1.0}
+  - {value: 2.7}
+  - {value: 0.9}
+  - {value: 4.7}
+  - {value: 1.9}
+  - {value: 0.0}
+independent_variables:
+- header: {name: Source}
+  values:
+  - {value: LEP}
+  - {value: JES}
+  - {value: JER}
+  - {value: BG}
+  - {value: Btag}
+  - {value: PU}
+  - {value: TopScale}
+  - {value: TopMatch}
+  - {value: Hadronization}
+  - {value: TopMass}
+  - {value: PDF}
diff --git a/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table27.yaml b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table27.yaml
new file mode 100644
index 0000000000..015667dfca
--- /dev/null
+++ b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table27.yaml
@@ -0,0 +1,60 @@
+dependent_variables:
+- header: {name: 1/sigma dsigma/dpt(t1)}
+  qualifiers:
+  - {name: Cross section, value: $1/\sigma d\sigma/dpt(t1)$}
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - errors:
+    - {label: stat, symerror: 5.84e-05}
+    - {label: sys, symerror: 0.000129}
+    value: 0.00261
+  - errors:
+    - {label: stat, symerror: 9.78e-05}
+    - {label: sys, symerror: 0.00015}
+    value: 0.00639
+  - errors:
+    - {label: stat, symerror: 7.32e-05}
+    - {label: sys, symerror: 0.000185}
+    value: 0.00556
+  - errors:
+    - {label: stat, symerror: 5.31e-05}
+    - {label: sys, symerror: 0.000121}
+    value: 0.00336
+  - errors:
+    - {label: stat, symerror: 2.65e-05}
+    - {label: sys, symerror: 4.89e-05}
+    value: 0.00143
+  - errors:
+    - {label: stat, symerror: 1.41e-05}
+    - {label: sys, symerror: 3.53e-05}
+    value: 0.000556
+  - errors:
+    - {label: stat, symerror: 5.83e-06}
+    - {label: sys, symerror: 1.53e-05}
+    value: 0.000187
+  - errors:
+    - {label: stat, symerror: 3.36e-06}
+    - {label: sys, symerror: 5.89e-06}
+    value: 5.6e-05
+independent_variables:
+- header: {name: pt(t1) (range)}
+  values:
+  - {high: 60.0, low: 0.0}
+  - {high: 100.0, low: 60.0}
+  - {high: 150.0, low: 100.0}
+  - {high: 200.0, low: 150.0}
+  - {high: 260.0, low: 200.0}
+  - {high: 320.0, low: 260.0}
+  - {high: 400.0, low: 320.0}
+  - {high: 500.0, low: 400.0}
+- header: {name: pt(t1) (bin-center)}
+  values:
+  - {value: 31.25}
+  - {value: 76.25}
+  - {value: 126.25}
+  - {value: 173.75}
+  - {value: 228.75}
+  - {value: 286.25}
+  - {value: 356.25}
+  - {value: 446.25}
diff --git a/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table28.yaml b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table28.yaml
new file mode 100644
index 0000000000..6f0dae6417
--- /dev/null
+++ b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table28.yaml
@@ -0,0 +1,203 @@
+dependent_variables:
+- header: {name: $cov(1/\sigma d\sigma/dpt(t1))$}
+  qualifiers:
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - {value: 3.41e-09}
+  - {value: -3.097e-09}
+  - {value: -1.094e-09}
+  - {value: -1.84e-10}
+  - {value: -1.454e-10}
+  - {value: -6.453e-11}
+  - {value: -3.056e-11}
+  - {value: -1.209e-11}
+  - {value: -3.097e-09}
+  - {value: 9.564e-09}
+  - {value: -2.867e-09}
+  - {value: -1.041e-09}
+  - {value: -6.28e-11}
+  - {value: 8.516e-12}
+  - {value: 2.433e-11}
+  - {value: 1.046e-12}
+  - {value: -1.094e-09}
+  - {value: -2.867e-09}
+  - {value: 5.363e-09}
+  - {value: -1.352e-09}
+  - {value: -2.577e-10}
+  - {value: -2.385e-11}
+  - {value: -2.415e-11}
+  - {value: -9.497e-12}
+  - {value: -1.84e-10}
+  - {value: -1.041e-09}
+  - {value: -1.352e-09}
+  - {value: 2.816e-09}
+  - {value: -2.813e-10}
+  - {value: -4.003e-11}
+  - {value: 5.544e-12}
+  - {value: -9.96e-12}
+  - {value: -1.454e-10}
+  - {value: -6.28e-11}
+  - {value: -2.577e-10}
+  - {value: -2.813e-10}
+  - {value: 7.045e-10}
+  - {value: -5.526e-11}
+  - {value: -2.56e-11}
+  - {value: 6.878e-12}
+  - {value: -6.453e-11}
+  - {value: 8.516e-12}
+  - {value: -2.385e-11}
+  - {value: -4.003e-11}
+  - {value: -5.526e-11}
+  - {value: 1.99e-10}
+  - {value: 4.287e-12}
+  - {value: -1.374e-11}
+  - {value: -3.056e-11}
+  - {value: 2.433e-11}
+  - {value: -2.415e-11}
+  - {value: 5.544e-12}
+  - {value: -2.56e-11}
+  - {value: 4.287e-12}
+  - {value: 3.395e-11}
+  - {value: 3.574e-12}
+  - {value: -1.209e-11}
+  - {value: 1.046e-12}
+  - {value: -9.497e-12}
+  - {value: -9.96e-12}
+  - {value: 6.878e-12}
+  - {value: -1.374e-11}
+  - {value: 3.574e-12}
+  - {value: 1.112e-11}
+independent_variables:
+- header: {name: pt(t1) (range)}
+  values:
+  - {high: 60.0, low: 0.0}
+  - {high: 100.0, low: 60.0}
+  - {high: 150.0, low: 100.0}
+  - {high: 200.0, low: 150.0}
+  - {high: 260.0, low: 200.0}
+  - {high: 320.0, low: 260.0}
+  - {high: 400.0, low: 320.0}
+  - {high: 500.0, low: 400.0}
+  - {high: 60.0, low: 0.0}
+  - {high: 100.0, low: 60.0}
+  - {high: 150.0, low: 100.0}
+  - {high: 200.0, low: 150.0}
+  - {high: 260.0, low: 200.0}
+  - {high: 320.0, low: 260.0}
+  - {high: 400.0, low: 320.0}
+  - {high: 500.0, low: 400.0}
+  - {high: 60.0, low: 0.0}
+  - {high: 100.0, low: 60.0}
+  - {high: 150.0, low: 100.0}
+  - {high: 200.0, low: 150.0}
+  - {high: 260.0, low: 200.0}
+  - {high: 320.0, low: 260.0}
+  - {high: 400.0, low: 320.0}
+  - {high: 500.0, low: 400.0}
+  - {high: 60.0, low: 0.0}
+  - {high: 100.0, low: 60.0}
+  - {high: 150.0, low: 100.0}
+  - {high: 200.0, low: 150.0}
+  - {high: 260.0, low: 200.0}
+  - {high: 320.0, low: 260.0}
+  - {high: 400.0, low: 320.0}
+  - {high: 500.0, low: 400.0}
+  - {high: 60.0, low: 0.0}
+  - {high: 100.0, low: 60.0}
+  - {high: 150.0, low: 100.0}
+  - {high: 200.0, low: 150.0}
+  - {high: 260.0, low: 200.0}
+  - {high: 320.0, low: 260.0}
+  - {high: 400.0, low: 320.0}
+  - {high: 500.0, low: 400.0}
+  - {high: 60.0, low: 0.0}
+  - {high: 100.0, low: 60.0}
+  - {high: 150.0, low: 100.0}
+  - {high: 200.0, low: 150.0}
+  - {high: 260.0, low: 200.0}
+  - {high: 320.0, low: 260.0}
+  - {high: 400.0, low: 320.0}
+  - {high: 500.0, low: 400.0}
+  - {high: 60.0, low: 0.0}
+  - {high: 100.0, low: 60.0}
+  - {high: 150.0, low: 100.0}
+  - {high: 200.0, low: 150.0}
+  - {high: 260.0, low: 200.0}
+  - {high: 320.0, low: 260.0}
+  - {high: 400.0, low: 320.0}
+  - {high: 500.0, low: 400.0}
+  - {high: 60.0, low: 0.0}
+  - {high: 100.0, low: 60.0}
+  - {high: 150.0, low: 100.0}
+  - {high: 200.0, low: 150.0}
+  - {high: 260.0, low: 200.0}
+  - {high: 320.0, low: 260.0}
+  - {high: 400.0, low: 320.0}
+  - {high: 500.0, low: 400.0}
+- header: {name: pt(t1) (range)}
+  values:
+  - {high: 60.0, low: 0.0}
+  - {high: 60.0, low: 0.0}
+  - {high: 60.0, low: 0.0}
+  - {high: 60.0, low: 0.0}
+  - {high: 60.0, low: 0.0}
+  - {high: 60.0, low: 0.0}
+  - {high: 60.0, low: 0.0}
+  - {high: 60.0, low: 0.0}
+  - {high: 100.0, low: 60.0}
+  - {high: 100.0, low: 60.0}
+  - {high: 100.0, low: 60.0}
+  - {high: 100.0, low: 60.0}
+  - {high: 100.0, low: 60.0}
+  - {high: 100.0, low: 60.0}
+  - {high: 100.0, low: 60.0}
+  - {high: 100.0, low: 60.0}
+  - {high: 150.0, low: 100.0}
+  - {high: 150.0, low: 100.0}
+  - {high: 150.0, low: 100.0}
+  - {high: 150.0, low: 100.0}
+  - {high: 150.0, low: 100.0}
+  - {high: 150.0, low: 100.0}
+  - {high: 150.0, low: 100.0}
+  - {high: 150.0, low: 100.0}
+  - {high: 200.0, low: 150.0}
+  - {high: 200.0, low: 150.0}
+  - {high: 200.0, low: 150.0}
+  - {high: 200.0, low: 150.0}
+  - {high: 200.0, low: 150.0}
+  - {high: 200.0, low: 150.0}
+  - {high: 200.0, low: 150.0}
+  - {high: 200.0, low: 150.0}
+  - {high: 260.0, low: 200.0}
+  - {high: 260.0, low: 200.0}
+  - {high: 260.0, low: 200.0}
+  - {high: 260.0, low: 200.0}
+  - {high: 260.0, low: 200.0}
+  - {high: 260.0, low: 200.0}
+  - {high: 260.0, low: 200.0}
+  - {high: 260.0, low: 200.0}
+  - {high: 320.0, low: 260.0}
+  - {high: 320.0, low: 260.0}
+  - {high: 320.0, low: 260.0}
+  - {high: 320.0, low: 260.0}
+  - {high: 320.0, low: 260.0}
+  - {high: 320.0, low: 260.0}
+  - {high: 320.0, low: 260.0}
+  - {high: 320.0, low: 260.0}
+  - {high: 400.0, low: 320.0}
+  - {high: 400.0, low: 320.0}
+  - {high: 400.0, low: 320.0}
+  - {high: 400.0, low: 320.0}
+  - {high: 400.0, low: 320.0}
+  - {high: 400.0, low: 320.0}
+  - {high: 400.0, low: 320.0}
+  - {high: 400.0, low: 320.0}
+  - {high: 500.0, low: 400.0}
+  - {high: 500.0, low: 400.0}
+  - {high: 500.0, low: 400.0}
+  - {high: 500.0, low: 400.0}
+  - {high: 500.0, low: 400.0}
+  - {high: 500.0, low: 400.0}
+  - {high: 500.0, low: 400.0}
+  - {high: 500.0, low: 400.0}
diff --git a/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table29.yaml b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table29.yaml
new file mode 100644
index 0000000000..0906b61117
--- /dev/null
+++ b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table29.yaml
@@ -0,0 +1,143 @@
+dependent_variables:
+- header: {name: Uncertainty, units: 'each bin (in [%])'}
+  qualifiers:
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - {value: 0.1}
+  - {value: 4.1}
+  - {value: 0.3}
+  - {value: 0.7}
+  - {value: 1.1}
+  - {value: 0.6}
+  - {value: 1.4}
+  - {value: 1.1}
+  - {value: 1.3}
+  - {value: 0.5}
+  - {value: 0.0}
+- header: {name: Uncertainty, units: 'each bin (in [%])'}
+  qualifiers:
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - {value: 0.1}
+  - {value: 0.7}
+  - {value: 0.2}
+  - {value: 0.6}
+  - {value: 0.4}
+  - {value: 0.0}
+  - {value: 1.5}
+  - {value: 1.0}
+  - {value: 0.8}
+  - {value: 0.7}
+  - {value: 0.0}
+- header: {name: Uncertainty, units: 'each bin (in [%])'}
+  qualifiers:
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - {value: 0.0}
+  - {value: 0.9}
+  - {value: 0.2}
+  - {value: 0.2}
+  - {value: 0.2}
+  - {value: 0.1}
+  - {value: 1.6}
+  - {value: 1.9}
+  - {value: 1.6}
+  - {value: 1.2}
+  - {value: 0.0}
+- header: {name: Uncertainty, units: 'each bin (in [%])'}
+  qualifiers:
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - {value: 0.1}
+  - {value: 1.9}
+  - {value: 0.5}
+  - {value: 0.3}
+  - {value: 0.5}
+  - {value: 0.1}
+  - {value: 1.8}
+  - {value: 1.2}
+  - {value: 1.7}
+  - {value: 0.8}
+  - {value: 0.0}
+- header: {name: Uncertainty, units: 'each bin (in [%])'}
+  qualifiers:
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - {value: 0.2}
+  - {value: 1.6}
+  - {value: 0.6}
+  - {value: 0.5}
+  - {value: 0.9}
+  - {value: 0.3}
+  - {value: 2.5}
+  - {value: 0.7}
+  - {value: 0.7}
+  - {value: 0.9}
+  - {value: 0.0}
+- header: {name: Uncertainty, units: 'each bin (in [%])'}
+  qualifiers:
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - {value: 0.2}
+  - {value: 1.5}
+  - {value: 1.1}
+  - {value: 0.4}
+  - {value: 1.2}
+  - {value: 0.3}
+  - {value: 4.0}
+  - {value: 1.4}
+  - {value: 4.0}
+  - {value: 1.1}
+  - {value: 0.0}
+- header: {name: Uncertainty, units: 'each bin (in [%])'}
+  qualifiers:
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - {value: 0.3}
+  - {value: 2.9}
+  - {value: 0.4}
+  - {value: 0.5}
+  - {value: 1.4}
+  - {value: 0.5}
+  - {value: 4.7}
+  - {value: 1.4}
+  - {value: 5.5}
+  - {value: 1.3}
+  - {value: 0.0}
+- header: {name: Uncertainty, units: 'each bin (in [%])'}
+  qualifiers:
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - {value: 0.3}
+  - {value: 3.9}
+  - {value: 0.5}
+  - {value: 0.9}
+  - {value: 1.6}
+  - {value: 1.0}
+  - {value: 7.0}
+  - {value: 3.4}
+  - {value: 5.4}
+  - {value: 0.7}
+  - {value: 0.3}
+independent_variables:
+- header: {name: Source}
+  values:
+  - {value: LEP}
+  - {value: JES}
+  - {value: JER}
+  - {value: BG}
+  - {value: Btag}
+  - {value: PU}
+  - {value: TopScale}
+  - {value: TopMatch}
+  - {value: Hadronization}
+  - {value: TopMass}
+  - {value: PDF}
diff --git a/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table3.yaml b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table3.yaml
new file mode 100644
index 0000000000..bf9de5074c
--- /dev/null
+++ b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table3.yaml
@@ -0,0 +1,30 @@
+dependent_variables:
+- header: {name: 1/sigma dsigma/dpt(b-jet)}
+  qualifiers:
+  - {name: Cross section, value: $1/\sigma d\sigma/dpt(b-jet)$}
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - errors:
+    - {label: stat, symerror: 0.000174}
+    - {label: sys, symerror: 0.000981}
+    value: 0.014
+  - errors:
+    - {label: stat, symerror: 0.000106}
+    - {label: sys, symerror: 0.000224}
+    value: 0.0123
+  - errors:
+    - {label: stat, symerror: 2.45e-05}
+    - {label: sys, symerror: 0.000181}
+    value: 0.00367
+  - errors:
+    - {label: stat, symerror: 4.37e-06}
+    - {label: sys, symerror: 1.67e-05}
+    value: 0.000134
+independent_variables:
+- header: {name: pt(b-jet) (range)}
+  values:
+  - {high: 48.0, low: 30.0}
+  - {high: 75.0, low: 48.0}
+  - {high: 180.0, low: 75.0}
+  - {high: 400.0, low: 180.0}
diff --git a/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table30.yaml b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table30.yaml
new file mode 100644
index 0000000000..bb3db740e0
--- /dev/null
+++ b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table30.yaml
@@ -0,0 +1,60 @@
+dependent_variables:
+- header: {name: 1/sigma dsigma/dpt(t2)}
+  qualifiers:
+  - {name: Cross section, value: $1/\sigma d\sigma/dpt(t2)$}
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - errors:
+    - {label: stat, symerror: 7.83e-05}
+    - {label: sys, symerror: 0.000182}
+    value: 0.00564
+  - errors:
+    - {label: stat, symerror: 0.000132}
+    - {label: sys, symerror: 0.000128}
+    value: 0.00697
+  - errors:
+    - {label: stat, symerror: 7.47e-05}
+    - {label: sys, symerror: 0.000115}
+    value: 0.00439
+  - errors:
+    - {label: stat, symerror: 4.41e-05}
+    - {label: sys, symerror: 6.25e-05}
+    value: 0.00197
+  - errors:
+    - {label: stat, symerror: 1.97e-05}
+    - {label: sys, symerror: 2.26e-05}
+    value: 0.000693
+  - errors:
+    - {label: stat, symerror: 9.79e-06}
+    - {label: sys, symerror: 1.08e-05}
+    value: 0.000243
+  - errors:
+    - {label: stat, symerror: 3.94e-06}
+    - {label: sys, symerror: 5.46e-06}
+    value: 7.5e-05
+  - errors:
+    - {label: stat, symerror: 2.17e-06}
+    - {label: sys, symerror: 2.11e-06}
+    value: 1.9e-05
+independent_variables:
+- header: {name: pt(t2) (range)}
+  values:
+  - {high: 60.0, low: 0.0}
+  - {high: 100.0, low: 60.0}
+  - {high: 150.0, low: 100.0}
+  - {high: 200.0, low: 150.0}
+  - {high: 260.0, low: 200.0}
+  - {high: 320.0, low: 260.0}
+  - {high: 400.0, low: 320.0}
+  - {high: 500.0, low: 400.0}
+- header: {name: pt(t2) (bin-center)}
+  values:
+  - {value: 23.75}
+  - {value: 83.75}
+  - {value: 123.75}
+  - {value: 173.75}
+  - {value: 228.75}
+  - {value: 286.75}
+  - {value: 356.25}
+  - {value: 443.75}
diff --git a/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table31.yaml b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table31.yaml
new file mode 100644
index 0000000000..66e6111cf6
--- /dev/null
+++ b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table31.yaml
@@ -0,0 +1,203 @@
+dependent_variables:
+- header: {name: $cov(1/\sigma d\sigma/dpt(t2))$}
+  qualifiers:
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - {value: 6.125e-09}
+  - {value: -7.928e-09}
+  - {value: -4.938e-10}
+  - {value: -2.519e-10}
+  - {value: -1.126e-10}
+  - {value: -4.328e-11}
+  - {value: -2.703e-11}
+  - {value: -1.089e-11}
+  - {value: -7.928e-09}
+  - {value: 1.755e-08}
+  - {value: -4.511e-09}
+  - {value: -1.14e-10}
+  - {value: -2.12e-11}
+  - {value: 3.886e-11}
+  - {value: 3.73e-11}
+  - {value: 6.471e-12}
+  - {value: -4.938e-10}
+  - {value: -4.511e-09}
+  - {value: 5.577e-09}
+  - {value: -1.272e-09}
+  - {value: -3.408e-11}
+  - {value: -2.816e-11}
+  - {value: -1.526e-11}
+  - {value: -1.884e-12}
+  - {value: -2.519e-10}
+  - {value: -1.14e-10}
+  - {value: -1.272e-09}
+  - {value: 1.943e-09}
+  - {value: -2.275e-10}
+  - {value: 7.494e-12}
+  - {value: 3.805e-12}
+  - {value: -5.751e-12}
+  - {value: -1.126e-10}
+  - {value: -2.12e-11}
+  - {value: -3.408e-11}
+  - {value: -2.275e-10}
+  - {value: 3.884e-10}
+  - {value: -4.522e-11}
+  - {value: -8.542e-12}
+  - {value: 4.56e-12}
+  - {value: -4.328e-11}
+  - {value: 3.886e-11}
+  - {value: -2.816e-11}
+  - {value: 7.494e-12}
+  - {value: -4.522e-11}
+  - {value: 9.608e-11}
+  - {value: -1.635e-12}
+  - {value: -5.378e-12}
+  - {value: -2.703e-11}
+  - {value: 3.73e-11}
+  - {value: -1.526e-11}
+  - {value: 3.805e-12}
+  - {value: -8.542e-12}
+  - {value: -1.635e-12}
+  - {value: 1.536e-11}
+  - {value: 1.106e-12}
+  - {value: -1.089e-11}
+  - {value: 6.471e-12}
+  - {value: -1.884e-12}
+  - {value: -5.751e-12}
+  - {value: 4.56e-12}
+  - {value: -5.378e-12}
+  - {value: 1.106e-12}
+  - {value: 4.627e-12}
+independent_variables:
+- header: {name: pt(t2) (range)}
+  values:
+  - {high: 60.0, low: 0.0}
+  - {high: 100.0, low: 60.0}
+  - {high: 150.0, low: 100.0}
+  - {high: 200.0, low: 150.0}
+  - {high: 260.0, low: 200.0}
+  - {high: 320.0, low: 260.0}
+  - {high: 400.0, low: 320.0}
+  - {high: 500.0, low: 400.0}
+  - {high: 60.0, low: 0.0}
+  - {high: 100.0, low: 60.0}
+  - {high: 150.0, low: 100.0}
+  - {high: 200.0, low: 150.0}
+  - {high: 260.0, low: 200.0}
+  - {high: 320.0, low: 260.0}
+  - {high: 400.0, low: 320.0}
+  - {high: 500.0, low: 400.0}
+  - {high: 60.0, low: 0.0}
+  - {high: 100.0, low: 60.0}
+  - {high: 150.0, low: 100.0}
+  - {high: 200.0, low: 150.0}
+  - {high: 260.0, low: 200.0}
+  - {high: 320.0, low: 260.0}
+  - {high: 400.0, low: 320.0}
+  - {high: 500.0, low: 400.0}
+  - {high: 60.0, low: 0.0}
+  - {high: 100.0, low: 60.0}
+  - {high: 150.0, low: 100.0}
+  - {high: 200.0, low: 150.0}
+  - {high: 260.0, low: 200.0}
+  - {high: 320.0, low: 260.0}
+  - {high: 400.0, low: 320.0}
+  - {high: 500.0, low: 400.0}
+  - {high: 60.0, low: 0.0}
+  - {high: 100.0, low: 60.0}
+  - {high: 150.0, low: 100.0}
+  - {high: 200.0, low: 150.0}
+  - {high: 260.0, low: 200.0}
+  - {high: 320.0, low: 260.0}
+  - {high: 400.0, low: 320.0}
+  - {high: 500.0, low: 400.0}
+  - {high: 60.0, low: 0.0}
+  - {high: 100.0, low: 60.0}
+  - {high: 150.0, low: 100.0}
+  - {high: 200.0, low: 150.0}
+  - {high: 260.0, low: 200.0}
+  - {high: 320.0, low: 260.0}
+  - {high: 400.0, low: 320.0}
+  - {high: 500.0, low: 400.0}
+  - {high: 60.0, low: 0.0}
+  - {high: 100.0, low: 60.0}
+  - {high: 150.0, low: 100.0}
+  - {high: 200.0, low: 150.0}
+  - {high: 260.0, low: 200.0}
+  - {high: 320.0, low: 260.0}
+  - {high: 400.0, low: 320.0}
+  - {high: 500.0, low: 400.0}
+  - {high: 60.0, low: 0.0}
+  - {high: 100.0, low: 60.0}
+  - {high: 150.0, low: 100.0}
+  - {high: 200.0, low: 150.0}
+  - {high: 260.0, low: 200.0}
+  - {high: 320.0, low: 260.0}
+  - {high: 400.0, low: 320.0}
+  - {high: 500.0, low: 400.0}
+- header: {name: pt(t2) (range)}
+  values:
+  - {high: 60.0, low: 0.0}
+  - {high: 60.0, low: 0.0}
+  - {high: 60.0, low: 0.0}
+  - {high: 60.0, low: 0.0}
+  - {high: 60.0, low: 0.0}
+  - {high: 60.0, low: 0.0}
+  - {high: 60.0, low: 0.0}
+  - {high: 60.0, low: 0.0}
+  - {high: 100.0, low: 60.0}
+  - {high: 100.0, low: 60.0}
+  - {high: 100.0, low: 60.0}
+  - {high: 100.0, low: 60.0}
+  - {high: 100.0, low: 60.0}
+  - {high: 100.0, low: 60.0}
+  - {high: 100.0, low: 60.0}
+  - {high: 100.0, low: 60.0}
+  - {high: 150.0, low: 100.0}
+  - {high: 150.0, low: 100.0}
+  - {high: 150.0, low: 100.0}
+  - {high: 150.0, low: 100.0}
+  - {high: 150.0, low: 100.0}
+  - {high: 150.0, low: 100.0}
+  - {high: 150.0, low: 100.0}
+  - {high: 150.0, low: 100.0}
+  - {high: 200.0, low: 150.0}
+  - {high: 200.0, low: 150.0}
+  - {high: 200.0, low: 150.0}
+  - {high: 200.0, low: 150.0}
+  - {high: 200.0, low: 150.0}
+  - {high: 200.0, low: 150.0}
+  - {high: 200.0, low: 150.0}
+  - {high: 200.0, low: 150.0}
+  - {high: 260.0, low: 200.0}
+  - {high: 260.0, low: 200.0}
+  - {high: 260.0, low: 200.0}
+  - {high: 260.0, low: 200.0}
+  - {high: 260.0, low: 200.0}
+  - {high: 260.0, low: 200.0}
+  - {high: 260.0, low: 200.0}
+  - {high: 260.0, low: 200.0}
+  - {high: 320.0, low: 260.0}
+  - {high: 320.0, low: 260.0}
+  - {high: 320.0, low: 260.0}
+  - {high: 320.0, low: 260.0}
+  - {high: 320.0, low: 260.0}
+  - {high: 320.0, low: 260.0}
+  - {high: 320.0, low: 260.0}
+  - {high: 320.0, low: 260.0}
+  - {high: 400.0, low: 320.0}
+  - {high: 400.0, low: 320.0}
+  - {high: 400.0, low: 320.0}
+  - {high: 400.0, low: 320.0}
+  - {high: 400.0, low: 320.0}
+  - {high: 400.0, low: 320.0}
+  - {high: 400.0, low: 320.0}
+  - {high: 400.0, low: 320.0}
+  - {high: 500.0, low: 400.0}
+  - {high: 500.0, low: 400.0}
+  - {high: 500.0, low: 400.0}
+  - {high: 500.0, low: 400.0}
+  - {high: 500.0, low: 400.0}
+  - {high: 500.0, low: 400.0}
+  - {high: 500.0, low: 400.0}
+  - {high: 500.0, low: 400.0}
diff --git a/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table32.yaml b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table32.yaml
new file mode 100644
index 0000000000..74b8439fa4
--- /dev/null
+++ b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table32.yaml
@@ -0,0 +1,143 @@
+dependent_variables:
+- header: {name: Uncertainty, units: 'each bin (in [%])'}
+  qualifiers:
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - {value: 0.1}
+  - {value: 1.8}
+  - {value: 0.3}
+  - {value: 0.4}
+  - {value: 0.8}
+  - {value: 0.1}
+  - {value: 1.0}
+  - {value: 0.9}
+  - {value: 2.1}
+  - {value: 0.3}
+  - {value: 0.0}
+- header: {name: Uncertainty, units: 'each bin (in [%])'}
+  qualifiers:
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - {value: 0.0}
+  - {value: 0.8}
+  - {value: 0.1}
+  - {value: 0.5}
+  - {value: 0.1}
+  - {value: 0.1}
+  - {value: 1.1}
+  - {value: 0.6}
+  - {value: 0.9}
+  - {value: 0.4}
+  - {value: 0.0}
+- header: {name: Uncertainty, units: 'each bin (in [%])'}
+  qualifiers:
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - {value: 0.1}
+  - {value: 1.1}
+  - {value: 0.1}
+  - {value: 0.4}
+  - {value: 0.5}
+  - {value: 0.1}
+  - {value: 1.4}
+  - {value: 1.1}
+  - {value: 1.1}
+  - {value: 0.8}
+  - {value: 0.0}
+- header: {name: Uncertainty, units: 'each bin (in [%])'}
+  qualifiers:
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - {value: 0.2}
+  - {value: 0.8}
+  - {value: 0.2}
+  - {value: 0.3}
+  - {value: 0.8}
+  - {value: 0.1}
+  - {value: 1.3}
+  - {value: 1.6}
+  - {value: 1.9}
+  - {value: 0.8}
+  - {value: 0.0}
+- header: {name: Uncertainty, units: 'each bin (in [%])'}
+  qualifiers:
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - {value: 0.2}
+  - {value: 0.6}
+  - {value: 0.3}
+  - {value: 0.6}
+  - {value: 1.1}
+  - {value: 0.0}
+  - {value: 1.1}
+  - {value: 1.6}
+  - {value: 0.4}
+  - {value: 2.1}
+  - {value: 0.0}
+- header: {name: Uncertainty, units: 'each bin (in [%])'}
+  qualifiers:
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - {value: 0.3}
+  - {value: 0.4}
+  - {value: 0.3}
+  - {value: 0.5}
+  - {value: 1.3}
+  - {value: 0.2}
+  - {value: 3.7}
+  - {value: 1.5}
+  - {value: 0.4}
+  - {value: 1.2}
+  - {value: 0.0}
+- header: {name: Uncertainty, units: 'each bin (in [%])'}
+  qualifiers:
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - {value: 0.3}
+  - {value: 2.4}
+  - {value: 0.5}
+  - {value: 0.6}
+  - {value: 1.7}
+  - {value: 0.4}
+  - {value: 5.8}
+  - {value: 2.3}
+  - {value: 1.0}
+  - {value: 2.0}
+  - {value: 0.0}
+- header: {name: Uncertainty, units: 'each bin (in [%])'}
+  qualifiers:
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - {value: 0.3}
+  - {value: 5.4}
+  - {value: 1.2}
+  - {value: 1.0}
+  - {value: 2.1}
+  - {value: 0.3}
+  - {value: 6.5}
+  - {value: 2.3}
+  - {value: 3.1}
+  - {value: 5.5}
+  - {value: 0.2}
+independent_variables:
+- header: {name: Source}
+  values:
+  - {value: LEP}
+  - {value: JES}
+  - {value: JER}
+  - {value: BG}
+  - {value: Btag}
+  - {value: PU}
+  - {value: TopScale}
+  - {value: TopMatch}
+  - {value: Hadronization}
+  - {value: TopMass}
+  - {value: PDF}
diff --git a/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table33.yaml b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table33.yaml
new file mode 100644
index 0000000000..169577f8ca
--- /dev/null
+++ b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table33.yaml
@@ -0,0 +1,48 @@
+dependent_variables:
+- header: {name: 1/sigma dsigma/dpt(ttbar)}
+  qualifiers:
+  - {name: Cross section, value: $1/\sigma d\sigma/dpt(ttbar)$}
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - errors:
+    - {label: stat, symerror: 0.000308}
+    - {label: sys, symerror: 0.00104}
+    value: 0.0132
+  - errors:
+    - {label: stat, symerror: 0.000244}
+    - {label: sys, symerror: 0.000397}
+    value: 0.0118
+  - errors:
+    - {label: stat, symerror: 0.000115}
+    - {label: sys, symerror: 0.000351}
+    value: 0.0064
+  - errors:
+    - {label: stat, symerror: 6.46e-05}
+    - {label: sys, symerror: 0.000188}
+    value: 0.00284
+  - errors:
+    - {label: stat, symerror: 2.72e-05}
+    - {label: sys, symerror: 6.05e-05}
+    value: 0.00107
+  - errors:
+    - {label: stat, symerror: 1.17e-05}
+    - {label: sys, symerror: 3.75e-05}
+    value: 0.000306
+independent_variables:
+- header: {name: pt(ttbar) (range)}
+  values:
+  - {high: 20.0, low: 0.0}
+  - {high: 45.0, low: 20.0}
+  - {high: 75.0, low: 45.0}
+  - {high: 120.0, low: 75.0}
+  - {high: 190.0, low: 120.0}
+  - {high: 300.0, low: 190.0}
+- header: {name: pt(ttbar) (bin-center)}
+  values:
+  - {value: 4.5}
+  - {value: 32.5}
+  - {value: 58.5}
+  - {value: 95.5}
+  - {value: 152.5}
+  - {value: 237.5}
diff --git a/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table34.yaml b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table34.yaml
new file mode 100644
index 0000000000..6d152d4d02
--- /dev/null
+++ b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table34.yaml
@@ -0,0 +1,119 @@
+dependent_variables:
+- header: {name: $cov(1/\sigma d\sigma/dpt(ttbar))$}
+  qualifiers:
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - {value: 9.466e-08}
+  - {value: -6.063e-08}
+  - {value: -1.706e-08}
+  - {value: 5.933e-09}
+  - {value: -7.648e-10}
+  - {value: -5.106e-10}
+  - {value: -6.063e-08}
+  - {value: 5.969e-08}
+  - {value: 2.759e-09}
+  - {value: -9.159e-09}
+  - {value: 5.869e-10}
+  - {value: 8.365e-11}
+  - {value: -1.706e-08}
+  - {value: 2.759e-09}
+  - {value: 1.325e-08}
+  - {value: -1.063e-09}
+  - {value: -1.191e-09}
+  - {value: -4.496e-12}
+  - {value: 5.933e-09}
+  - {value: -9.159e-09}
+  - {value: -1.063e-09}
+  - {value: 4.168e-09}
+  - {value: -6.9e-11}
+  - {value: -2.514e-10}
+  - {value: -7.648e-10}
+  - {value: 5.869e-10}
+  - {value: -1.191e-09}
+  - {value: -6.9e-11}
+  - {value: 7.41e-10}
+  - {value: -4.863e-11}
+  - {value: -5.106e-10}
+  - {value: 8.365e-11}
+  - {value: -4.496e-12}
+  - {value: -2.514e-10}
+  - {value: -4.863e-11}
+  - {value: 1.371e-10}
+independent_variables:
+- header: {name: pt(ttbar) (range)}
+  values:
+  - {high: 20.0, low: 0.0}
+  - {high: 45.0, low: 20.0}
+  - {high: 75.0, low: 45.0}
+  - {high: 120.0, low: 75.0}
+  - {high: 190.0, low: 120.0}
+  - {high: 300.0, low: 190.0}
+  - {high: 20.0, low: 0.0}
+  - {high: 45.0, low: 20.0}
+  - {high: 75.0, low: 45.0}
+  - {high: 120.0, low: 75.0}
+  - {high: 190.0, low: 120.0}
+  - {high: 300.0, low: 190.0}
+  - {high: 20.0, low: 0.0}
+  - {high: 45.0, low: 20.0}
+  - {high: 75.0, low: 45.0}
+  - {high: 120.0, low: 75.0}
+  - {high: 190.0, low: 120.0}
+  - {high: 300.0, low: 190.0}
+  - {high: 20.0, low: 0.0}
+  - {high: 45.0, low: 20.0}
+  - {high: 75.0, low: 45.0}
+  - {high: 120.0, low: 75.0}
+  - {high: 190.0, low: 120.0}
+  - {high: 300.0, low: 190.0}
+  - {high: 20.0, low: 0.0}
+  - {high: 45.0, low: 20.0}
+  - {high: 75.0, low: 45.0}
+  - {high: 120.0, low: 75.0}
+  - {high: 190.0, low: 120.0}
+  - {high: 300.0, low: 190.0}
+  - {high: 20.0, low: 0.0}
+  - {high: 45.0, low: 20.0}
+  - {high: 75.0, low: 45.0}
+  - {high: 120.0, low: 75.0}
+  - {high: 190.0, low: 120.0}
+  - {high: 300.0, low: 190.0}
+- header: {name: pt(ttbar) (range)}
+  values:
+  - {high: 20.0, low: 0.0}
+  - {high: 20.0, low: 0.0}
+  - {high: 20.0, low: 0.0}
+  - {high: 20.0, low: 0.0}
+  - {high: 20.0, low: 0.0}
+  - {high: 20.0, low: 0.0}
+  - {high: 45.0, low: 20.0}
+  - {high: 45.0, low: 20.0}
+  - {high: 45.0, low: 20.0}
+  - {high: 45.0, low: 20.0}
+  - {high: 45.0, low: 20.0}
+  - {high: 45.0, low: 20.0}
+  - {high: 75.0, low: 45.0}
+  - {high: 75.0, low: 45.0}
+  - {high: 75.0, low: 45.0}
+  - {high: 75.0, low: 45.0}
+  - {high: 75.0, low: 45.0}
+  - {high: 75.0, low: 45.0}
+  - {high: 120.0, low: 75.0}
+  - {high: 120.0, low: 75.0}
+  - {high: 120.0, low: 75.0}
+  - {high: 120.0, low: 75.0}
+  - {high: 120.0, low: 75.0}
+  - {high: 120.0, low: 75.0}
+  - {high: 190.0, low: 120.0}
+  - {high: 190.0, low: 120.0}
+  - {high: 190.0, low: 120.0}
+  - {high: 190.0, low: 120.0}
+  - {high: 190.0, low: 120.0}
+  - {high: 190.0, low: 120.0}
+  - {high: 300.0, low: 190.0}
+  - {high: 300.0, low: 190.0}
+  - {high: 300.0, low: 190.0}
+  - {high: 300.0, low: 190.0}
+  - {high: 300.0, low: 190.0}
+  - {high: 300.0, low: 190.0}
diff --git a/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table35.yaml b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table35.yaml
new file mode 100644
index 0000000000..d57523c23a
--- /dev/null
+++ b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table35.yaml
@@ -0,0 +1,111 @@
+dependent_variables:
+- header: {name: Uncertainty, units: 'each bin (in [%])'}
+  qualifiers:
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - {value: 0.0}
+  - {value: 6.1}
+  - {value: 3.0}
+  - {value: 0.6}
+  - {value: 0.3}
+  - {value: 2.4}
+  - {value: 2.6}
+  - {value: 0.5}
+  - {value: 1.4}
+  - {value: 0.3}
+  - {value: 0.0}
+- header: {name: Uncertainty, units: 'each bin (in [%])'}
+  qualifiers:
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - {value: 0.0}
+  - {value: 1.1}
+  - {value: 0.7}
+  - {value: 0.7}
+  - {value: 0.1}
+  - {value: 0.9}
+  - {value: 1.4}
+  - {value: 1.3}
+  - {value: 2.1}
+  - {value: 0.6}
+  - {value: 0.0}
+- header: {name: Uncertainty, units: 'each bin (in [%])'}
+  qualifiers:
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - {value: 0.0}
+  - {value: 4.0}
+  - {value: 1.7}
+  - {value: 0.2}
+  - {value: 0.1}
+  - {value: 1.2}
+  - {value: 2.7}
+  - {value: 1.6}
+  - {value: 0.1}
+  - {value: 0.2}
+  - {value: 0.0}
+- header: {name: Uncertainty, units: 'each bin (in [%])'}
+  qualifiers:
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - {value: 0.0}
+  - {value: 4.8}
+  - {value: 1.3}
+  - {value: 0.4}
+  - {value: 0.2}
+  - {value: 0.5}
+  - {value: 3.5}
+  - {value: 1.9}
+  - {value: 0.4}
+  - {value: 1.6}
+  - {value: 0.0}
+- header: {name: Uncertainty, units: 'each bin (in [%])'}
+  qualifiers:
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - {value: 0.1}
+  - {value: 3.5}
+  - {value: 0.8}
+  - {value: 0.8}
+  - {value: 0.4}
+  - {value: 0.7}
+  - {value: 1.4}
+  - {value: 1.7}
+  - {value: 3.6}
+  - {value: 0.5}
+  - {value: 0.0}
+- header: {name: Uncertainty, units: 'each bin (in [%])'}
+  qualifiers:
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - {value: 0.1}
+  - {value: 2.4}
+  - {value: 0.8}
+  - {value: 0.9}
+  - {value: 0.6}
+  - {value: 0.9}
+  - {value: 4.5}
+  - {value: 1.5}
+  - {value: 10.8}
+  - {value: 1.1}
+  - {value: 0.2}
+independent_variables:
+- header: {name: Source}
+  values:
+  - {value: LEP}
+  - {value: JES}
+  - {value: JER}
+  - {value: BG}
+  - {value: Btag}
+  - {value: PU}
+  - {value: TopScale}
+  - {value: TopMatch}
+  - {value: Hadronization}
+  - {value: TopMass}
+  - {value: PDF}
diff --git a/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table36.yaml b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table36.yaml
new file mode 100644
index 0000000000..e9bbc58787
--- /dev/null
+++ b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table36.yaml
@@ -0,0 +1,72 @@
+dependent_variables:
+- header: {name: 1/sigma dsigma/dy(ttbar)}
+  qualifiers:
+  - {name: Cross section, value: $1/\sigma d\sigma/dy(ttbar)$}
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - errors:
+    - {label: stat, symerror: 0.00213}
+    - {label: sys, symerror: 0.00175}
+    value: 0.0607
+  - errors:
+    - {label: stat, symerror: 0.00406}
+    - {label: sys, symerror: 0.00517}
+    value: 0.22
+  - errors:
+    - {label: stat, symerror: 0.006}
+    - {label: sys, symerror: 0.00942}
+    value: 0.327
+  - errors:
+    - {label: stat, symerror: 0.00634}
+    - {label: sys, symerror: 0.0059}
+    value: 0.373
+  - errors:
+    - {label: stat, symerror: 0.00684}
+    - {label: sys, symerror: 0.00673}
+    value: 0.427
+  - errors:
+    - {label: stat, symerror: 0.00659}
+    - {label: sys, symerror: 0.00766}
+    value: 0.413
+  - errors:
+    - {label: stat, symerror: 0.00631}
+    - {label: sys, symerror: 0.00648}
+    value: 0.374
+  - errors:
+    - {label: stat, symerror: 0.00568}
+    - {label: sys, symerror: 0.00531}
+    value: 0.317
+  - errors:
+    - {label: stat, symerror: 0.00408}
+    - {label: sys, symerror: 0.00506}
+    value: 0.23
+  - errors:
+    - {label: stat, symerror: 0.00213}
+    - {label: sys, symerror: 0.00245}
+    value: 0.0641
+independent_variables:
+- header: {name: y(ttbar) (range)}
+  values:
+  - {high: -1.3, low: -2.5}
+  - {high: -0.9, low: -1.3}
+  - {high: -0.6, low: -0.9}
+  - {high: -0.3, low: -0.6}
+  - {high: 0.0, low: -0.3}
+  - {high: 0.3, low: 0.0}
+  - {high: 0.6, low: 0.3}
+  - {high: 0.9, low: 0.6}
+  - {high: 1.3, low: 0.9}
+  - {high: 2.5, low: 1.3}
+- header: {name: y(ttbar) (bin-center)}
+  values:
+  - {value: -1.82}
+  - {value: -1.09}
+  - {value: -0.76}
+  - {value: -0.46}
+  - {value: -0.14}
+  - {value: 0.14}
+  - {value: 0.47}
+  - {value: 0.76}
+  - {value: 1.09}
+  - {value: 1.82}
diff --git a/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table37.yaml b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table37.yaml
new file mode 100644
index 0000000000..64eb37392c
--- /dev/null
+++ b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table37.yaml
@@ -0,0 +1,311 @@
+dependent_variables:
+- header: {name: $cov(1/\sigma d\sigma/dy(ttbar))$}
+  qualifiers:
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - {value: 4.52e-06}
+  - {value: -1.162e-06}
+  - {value: -3.678e-06}
+  - {value: -1.29e-06}
+  - {value: -2.35e-06}
+  - {value: -2.446e-06}
+  - {value: -1.448e-06}
+  - {value: -1.55e-06}
+  - {value: -1.465e-06}
+  - {value: -4.948e-07}
+  - {value: -1.162e-06}
+  - {value: 1.648e-05}
+  - {value: 8.492e-08}
+  - {value: -7.238e-06}
+  - {value: -3.421e-07}
+  - {value: -1.898e-07}
+  - {value: -1.884e-06}
+  - {value: -1.566e-06}
+  - {value: -1.357e-06}
+  - {value: -1.059e-06}
+  - {value: -3.678e-06}
+  - {value: 8.492e-08}
+  - {value: 3.597e-05}
+  - {value: -5.103e-06}
+  - {value: -8.003e-06}
+  - {value: 1.675e-07}
+  - {value: -1.453e-06}
+  - {value: -8.755e-08}
+  - {value: -7.146e-07}
+  - {value: -1.438e-06}
+  - {value: -1.29e-06}
+  - {value: -7.238e-06}
+  - {value: -5.103e-06}
+  - {value: 4.022e-05}
+  - {value: -6.153e-06}
+  - {value: -7.191e-06}
+  - {value: 2.001e-06}
+  - {value: 9.766e-08}
+  - {value: -1.384e-06}
+  - {value: -1.781e-06}
+  - {value: -2.35e-06}
+  - {value: -3.421e-07}
+  - {value: -8.003e-06}
+  - {value: -6.153e-06}
+  - {value: 4.678e-05}
+  - {value: -7.991e-06}
+  - {value: -7.95e-06}
+  - {value: 3.464e-06}
+  - {value: -1.052e-06}
+  - {value: -2.178e-06}
+  - {value: -2.446e-06}
+  - {value: -1.898e-07}
+  - {value: 1.675e-07}
+  - {value: -7.191e-06}
+  - {value: -7.991e-06}
+  - {value: 4.338e-05}
+  - {value: -4.425e-06}
+  - {value: -5.542e-06}
+  - {value: -2.205e-07}
+  - {value: -1.975e-06}
+  - {value: -1.448e-06}
+  - {value: -1.884e-06}
+  - {value: -1.453e-06}
+  - {value: 2.001e-06}
+  - {value: -7.95e-06}
+  - {value: -4.425e-06}
+  - {value: 3.986e-05}
+  - {value: -4.828e-06}
+  - {value: -5.583e-06}
+  - {value: -1.839e-06}
+  - {value: -1.55e-06}
+  - {value: -1.566e-06}
+  - {value: -8.755e-08}
+  - {value: 9.766e-08}
+  - {value: 3.464e-06}
+  - {value: -5.542e-06}
+  - {value: -4.828e-06}
+  - {value: 3.233e-05}
+  - {value: -3.525e-07}
+  - {value: -4.116e-06}
+  - {value: -1.465e-06}
+  - {value: -1.357e-06}
+  - {value: -7.146e-07}
+  - {value: -1.384e-06}
+  - {value: -1.052e-06}
+  - {value: -2.205e-07}
+  - {value: -5.583e-06}
+  - {value: -3.525e-07}
+  - {value: 1.661e-05}
+  - {value: -1.254e-06}
+  - {value: -4.948e-07}
+  - {value: -1.059e-06}
+  - {value: -1.438e-06}
+  - {value: -1.781e-06}
+  - {value: -2.178e-06}
+  - {value: -1.975e-06}
+  - {value: -1.839e-06}
+  - {value: -4.116e-06}
+  - {value: -1.254e-06}
+  - {value: 4.557e-06}
+independent_variables:
+- header: {name: y(ttbar) (range)}
+  values:
+  - {high: -1.3, low: -2.5}
+  - {high: -0.9, low: -1.3}
+  - {high: -0.6, low: -0.9}
+  - {high: -0.3, low: -0.6}
+  - {high: 0.0, low: -0.3}
+  - {high: 0.3, low: 0.0}
+  - {high: 0.6, low: 0.3}
+  - {high: 0.9, low: 0.6}
+  - {high: 1.3, low: 0.9}
+  - {high: 2.5, low: 1.3}
+  - {high: -1.3, low: -2.5}
+  - {high: -0.9, low: -1.3}
+  - {high: -0.6, low: -0.9}
+  - {high: -0.3, low: -0.6}
+  - {high: 0.0, low: -0.3}
+  - {high: 0.3, low: 0.0}
+  - {high: 0.6, low: 0.3}
+  - {high: 0.9, low: 0.6}
+  - {high: 1.3, low: 0.9}
+  - {high: 2.5, low: 1.3}
+  - {high: -1.3, low: -2.5}
+  - {high: -0.9, low: -1.3}
+  - {high: -0.6, low: -0.9}
+  - {high: -0.3, low: -0.6}
+  - {high: 0.0, low: -0.3}
+  - {high: 0.3, low: 0.0}
+  - {high: 0.6, low: 0.3}
+  - {high: 0.9, low: 0.6}
+  - {high: 1.3, low: 0.9}
+  - {high: 2.5, low: 1.3}
+  - {high: -1.3, low: -2.5}
+  - {high: -0.9, low: -1.3}
+  - {high: -0.6, low: -0.9}
+  - {high: -0.3, low: -0.6}
+  - {high: 0.0, low: -0.3}
+  - {high: 0.3, low: 0.0}
+  - {high: 0.6, low: 0.3}
+  - {high: 0.9, low: 0.6}
+  - {high: 1.3, low: 0.9}
+  - {high: 2.5, low: 1.3}
+  - {high: -1.3, low: -2.5}
+  - {high: -0.9, low: -1.3}
+  - {high: -0.6, low: -0.9}
+  - {high: -0.3, low: -0.6}
+  - {high: 0.0, low: -0.3}
+  - {high: 0.3, low: 0.0}
+  - {high: 0.6, low: 0.3}
+  - {high: 0.9, low: 0.6}
+  - {high: 1.3, low: 0.9}
+  - {high: 2.5, low: 1.3}
+  - {high: -1.3, low: -2.5}
+  - {high: -0.9, low: -1.3}
+  - {high: -0.6, low: -0.9}
+  - {high: -0.3, low: -0.6}
+  - {high: 0.0, low: -0.3}
+  - {high: 0.3, low: 0.0}
+  - {high: 0.6, low: 0.3}
+  - {high: 0.9, low: 0.6}
+  - {high: 1.3, low: 0.9}
+  - {high: 2.5, low: 1.3}
+  - {high: -1.3, low: -2.5}
+  - {high: -0.9, low: -1.3}
+  - {high: -0.6, low: -0.9}
+  - {high: -0.3, low: -0.6}
+  - {high: 0.0, low: -0.3}
+  - {high: 0.3, low: 0.0}
+  - {high: 0.6, low: 0.3}
+  - {high: 0.9, low: 0.6}
+  - {high: 1.3, low: 0.9}
+  - {high: 2.5, low: 1.3}
+  - {high: -1.3, low: -2.5}
+  - {high: -0.9, low: -1.3}
+  - {high: -0.6, low: -0.9}
+  - {high: -0.3, low: -0.6}
+  - {high: 0.0, low: -0.3}
+  - {high: 0.3, low: 0.0}
+  - {high: 0.6, low: 0.3}
+  - {high: 0.9, low: 0.6}
+  - {high: 1.3, low: 0.9}
+  - {high: 2.5, low: 1.3}
+  - {high: -1.3, low: -2.5}
+  - {high: -0.9, low: -1.3}
+  - {high: -0.6, low: -0.9}
+  - {high: -0.3, low: -0.6}
+  - {high: 0.0, low: -0.3}
+  - {high: 0.3, low: 0.0}
+  - {high: 0.6, low: 0.3}
+  - {high: 0.9, low: 0.6}
+  - {high: 1.3, low: 0.9}
+  - {high: 2.5, low: 1.3}
+  - {high: -1.3, low: -2.5}
+  - {high: -0.9, low: -1.3}
+  - {high: -0.6, low: -0.9}
+  - {high: -0.3, low: -0.6}
+  - {high: 0.0, low: -0.3}
+  - {high: 0.3, low: 0.0}
+  - {high: 0.6, low: 0.3}
+  - {high: 0.9, low: 0.6}
+  - {high: 1.3, low: 0.9}
+  - {high: 2.5, low: 1.3}
+- header: {name: y(ttbar) (range)}
+  values:
+  - {high: -1.3, low: -2.5}
+  - {high: -1.3, low: -2.5}
+  - {high: -1.3, low: -2.5}
+  - {high: -1.3, low: -2.5}
+  - {high: -1.3, low: -2.5}
+  - {high: -1.3, low: -2.5}
+  - {high: -1.3, low: -2.5}
+  - {high: -1.3, low: -2.5}
+  - {high: -1.3, low: -2.5}
+  - {high: -1.3, low: -2.5}
+  - {high: -0.9, low: -1.3}
+  - {high: -0.9, low: -1.3}
+  - {high: -0.9, low: -1.3}
+  - {high: -0.9, low: -1.3}
+  - {high: -0.9, low: -1.3}
+  - {high: -0.9, low: -1.3}
+  - {high: -0.9, low: -1.3}
+  - {high: -0.9, low: -1.3}
+  - {high: -0.9, low: -1.3}
+  - {high: -0.9, low: -1.3}
+  - {high: -0.6, low: -0.9}
+  - {high: -0.6, low: -0.9}
+  - {high: -0.6, low: -0.9}
+  - {high: -0.6, low: -0.9}
+  - {high: -0.6, low: -0.9}
+  - {high: -0.6, low: -0.9}
+  - {high: -0.6, low: -0.9}
+  - {high: -0.6, low: -0.9}
+  - {high: -0.6, low: -0.9}
+  - {high: -0.6, low: -0.9}
+  - {high: -0.3, low: -0.6}
+  - {high: -0.3, low: -0.6}
+  - {high: -0.3, low: -0.6}
+  - {high: -0.3, low: -0.6}
+  - {high: -0.3, low: -0.6}
+  - {high: -0.3, low: -0.6}
+  - {high: -0.3, low: -0.6}
+  - {high: -0.3, low: -0.6}
+  - {high: -0.3, low: -0.6}
+  - {high: -0.3, low: -0.6}
+  - {high: 0.0, low: -0.3}
+  - {high: 0.0, low: -0.3}
+  - {high: 0.0, low: -0.3}
+  - {high: 0.0, low: -0.3}
+  - {high: 0.0, low: -0.3}
+  - {high: 0.0, low: -0.3}
+  - {high: 0.0, low: -0.3}
+  - {high: 0.0, low: -0.3}
+  - {high: 0.0, low: -0.3}
+  - {high: 0.0, low: -0.3}
+  - {high: 0.3, low: 0.0}
+  - {high: 0.3, low: 0.0}
+  - {high: 0.3, low: 0.0}
+  - {high: 0.3, low: 0.0}
+  - {high: 0.3, low: 0.0}
+  - {high: 0.3, low: 0.0}
+  - {high: 0.3, low: 0.0}
+  - {high: 0.3, low: 0.0}
+  - {high: 0.3, low: 0.0}
+  - {high: 0.3, low: 0.0}
+  - {high: 0.6, low: 0.3}
+  - {high: 0.6, low: 0.3}
+  - {high: 0.6, low: 0.3}
+  - {high: 0.6, low: 0.3}
+  - {high: 0.6, low: 0.3}
+  - {high: 0.6, low: 0.3}
+  - {high: 0.6, low: 0.3}
+  - {high: 0.6, low: 0.3}
+  - {high: 0.6, low: 0.3}
+  - {high: 0.6, low: 0.3}
+  - {high: 0.9, low: 0.6}
+  - {high: 0.9, low: 0.6}
+  - {high: 0.9, low: 0.6}
+  - {high: 0.9, low: 0.6}
+  - {high: 0.9, low: 0.6}
+  - {high: 0.9, low: 0.6}
+  - {high: 0.9, low: 0.6}
+  - {high: 0.9, low: 0.6}
+  - {high: 0.9, low: 0.6}
+  - {high: 0.9, low: 0.6}
+  - {high: 1.3, low: 0.9}
+  - {high: 1.3, low: 0.9}
+  - {high: 1.3, low: 0.9}
+  - {high: 1.3, low: 0.9}
+  - {high: 1.3, low: 0.9}
+  - {high: 1.3, low: 0.9}
+  - {high: 1.3, low: 0.9}
+  - {high: 1.3, low: 0.9}
+  - {high: 1.3, low: 0.9}
+  - {high: 1.3, low: 0.9}
+  - {high: 2.5, low: 1.3}
+  - {high: 2.5, low: 1.3}
+  - {high: 2.5, low: 1.3}
+  - {high: 2.5, low: 1.3}
+  - {high: 2.5, low: 1.3}
+  - {high: 2.5, low: 1.3}
+  - {high: 2.5, low: 1.3}
+  - {high: 2.5, low: 1.3}
+  - {high: 2.5, low: 1.3}
+  - {high: 2.5, low: 1.3}
diff --git a/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table38.yaml b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table38.yaml
new file mode 100644
index 0000000000..65a67ba4f7
--- /dev/null
+++ b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table38.yaml
@@ -0,0 +1,175 @@
+dependent_variables:
+- header: {name: Uncertainty, units: 'each bin (in [%])'}
+  qualifiers:
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - {value: 0.4}
+  - {value: 0.7}
+  - {value: 0.5}
+  - {value: 0.5}
+  - {value: 1.3}
+  - {value: 0.4}
+  - {value: 1.2}
+  - {value: 1.3}
+  - {value: 0.1}
+  - {value: 1.1}
+  - {value: 0.9}
+- header: {name: Uncertainty, units: 'each bin (in [%])'}
+  qualifiers:
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - {value: 0.2}
+  - {value: 0.6}
+  - {value: 0.1}
+  - {value: 0.3}
+  - {value: 0.6}
+  - {value: 0.1}
+  - {value: 0.4}
+  - {value: 1.1}
+  - {value: 1.7}
+  - {value: 0.8}
+  - {value: 0.1}
+- header: {name: Uncertainty, units: 'each bin (in [%])'}
+  qualifiers:
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - {value: 0.0}
+  - {value: 0.4}
+  - {value: 0.2}
+  - {value: 0.2}
+  - {value: 0.1}
+  - {value: 0.1}
+  - {value: 2.0}
+  - {value: 0.2}
+  - {value: 1.5}
+  - {value: 1.3}
+  - {value: 0.1}
+- header: {name: Uncertainty, units: 'each bin (in [%])'}
+  qualifiers:
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - {value: 0.2}
+  - {value: 0.4}
+  - {value: 0.1}
+  - {value: 0.1}
+  - {value: 0.5}
+  - {value: 0.1}
+  - {value: 1.0}
+  - {value: 0.9}
+  - {value: 0.5}
+  - {value: 0.3}
+  - {value: 0.1}
+- header: {name: Uncertainty, units: 'each bin (in [%])'}
+  qualifiers:
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - {value: 0.2}
+  - {value: 0.7}
+  - {value: 0.2}
+  - {value: 0.4}
+  - {value: 0.8}
+  - {value: 0.0}
+  - {value: 0.9}
+  - {value: 0.3}
+  - {value: 0.0}
+  - {value: 0.6}
+  - {value: 0.1}
+- header: {name: Uncertainty, units: 'each bin (in [%])'}
+  qualifiers:
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - {value: 0.2}
+  - {value: 0.8}
+  - {value: 0.4}
+  - {value: 0.2}
+  - {value: 0.8}
+  - {value: 0.1}
+  - {value: 0.8}
+  - {value: 0.8}
+  - {value: 0.8}
+  - {value: 0.3}
+  - {value: 0.0}
+- header: {name: Uncertainty, units: 'each bin (in [%])'}
+  qualifiers:
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - {value: 0.2}
+  - {value: 0.5}
+  - {value: 0.3}
+  - {value: 0.3}
+  - {value: 0.5}
+  - {value: 0.1}
+  - {value: 0.3}
+  - {value: 0.5}
+  - {value: 1.0}
+  - {value: 1.0}
+  - {value: 0.1}
+- header: {name: Uncertainty, units: 'each bin (in [%])'}
+  qualifiers:
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - {value: 0.1}
+  - {value: 0.6}
+  - {value: 0.4}
+  - {value: 0.6}
+  - {value: 0.2}
+  - {value: 0.0}
+  - {value: 0.6}
+  - {value: 1.3}
+  - {value: 0.1}
+  - {value: 0.3}
+  - {value: 0.1}
+- header: {name: Uncertainty, units: 'each bin (in [%])'}
+  qualifiers:
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - {value: 0.2}
+  - {value: 0.4}
+  - {value: 0.4}
+  - {value: 0.3}
+  - {value: 0.6}
+  - {value: 0.0}
+  - {value: 0.8}
+  - {value: 0.7}
+  - {value: 1.7}
+  - {value: 0.2}
+  - {value: 0.1}
+- header: {name: Uncertainty, units: 'each bin (in [%])'}
+  qualifiers:
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - {value: 0.4}
+  - {value: 1.2}
+  - {value: 0.8}
+  - {value: 0.4}
+  - {value: 1.4}
+  - {value: 0.1}
+  - {value: 2.1}
+  - {value: 1.1}
+  - {value: 1.5}
+  - {value: 1.3}
+  - {value: 0.8}
+independent_variables:
+- header: {name: Source}
+  values:
+  - {value: LEP}
+  - {value: JES}
+  - {value: JER}
+  - {value: BG}
+  - {value: Btag}
+  - {value: PU}
+  - {value: TopScale}
+  - {value: TopMatch}
+  - {value: Hadronization}
+  - {value: TopMass}
+  - {value: PDF}
diff --git a/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table39.yaml b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table39.yaml
new file mode 100644
index 0000000000..006d182125
--- /dev/null
+++ b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table39.yaml
@@ -0,0 +1,54 @@
+dependent_variables:
+- header: {name: 1/sigma dsigma/dm(ttbar)}
+  qualifiers:
+  - {name: Cross section, value: $1/\sigma d\sigma/dm(ttbar)$}
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - errors:
+    - {label: stat, symerror: 9.99e-05}
+    - {label: sys, symerror: 0.000335}
+    value: 0.00469
+  - errors:
+    - {label: stat, symerror: 9.16e-05}
+    - {label: sys, symerror: 0.000124}
+    value: 0.0043
+  - errors:
+    - {label: stat, symerror: 5.38e-05}
+    - {label: sys, symerror: 0.000163}
+    value: 0.00267
+  - errors:
+    - {label: stat, symerror: 2.74e-05}
+    - {label: sys, symerror: 8.52e-05}
+    value: 0.00117
+  - errors:
+    - {label: stat, symerror: 1.17e-05}
+    - {label: sys, symerror: 1.97e-05}
+    value: 0.000466
+  - errors:
+    - {label: stat, symerror: 3.37e-06}
+    - {label: sys, symerror: 1.08e-05}
+    value: 0.000114
+  - errors:
+    - {label: stat, symerror: 8.83e-07}
+    - {label: sys, symerror: 1.08e-06}
+    value: 1.1e-05
+independent_variables:
+- header: {name: m(ttbar) (range)}
+  values:
+  - {high: 400.0, low: 345.0}
+  - {high: 470.0, low: 400.0}
+  - {high: 550.0, low: 470.0}
+  - {high: 650.0, low: 550.0}
+  - {high: 800.0, low: 650.0}
+  - {high: 1100.0, low: 800.0}
+  - {high: 1600.0, low: 1100.0}
+- header: {name: m(ttbar) (bin-center)}
+  values:
+  - {value: 362.5}
+  - {value: 435.5}
+  - {value: 508.5}
+  - {value: 595.5}
+  - {value: 717.5}
+  - {value: 927.5}
+  - {value: 1328.5}
diff --git a/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table4.yaml b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table4.yaml
new file mode 100644
index 0000000000..14f26e4889
--- /dev/null
+++ b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table4.yaml
@@ -0,0 +1,50 @@
+dependent_variables:
+- header: {name: 1/sigma dsigma/deta(b-jet)}
+  qualifiers:
+  - {name: Cross section, value: $1/\sigma d\sigma/deta(b-jet)$}
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - errors:
+    - {label: stat, symerror: 0.00169}
+    - {label: sys, symerror: 0.00287}
+    value: 0.1
+  - errors:
+    - {label: stat, symerror: 0.00279}
+    - {label: sys, symerror: 0.00315}
+    value: 0.208
+  - errors:
+    - {label: stat, symerror: 0.00315}
+    - {label: sys, symerror: 0.0034}
+    value: 0.277
+  - errors:
+    - {label: stat, symerror: 0.00343}
+    - {label: sys, symerror: 0.00631}
+    value: 0.323
+  - errors:
+    - {label: stat, symerror: 0.00346}
+    - {label: sys, symerror: 0.00609}
+    value: 0.328
+  - errors:
+    - {label: stat, symerror: 0.00328}
+    - {label: sys, symerror: 0.00293}
+    value: 0.289
+  - errors:
+    - {label: stat, symerror: 0.00289}
+    - {label: sys, symerror: 0.00458}
+    value: 0.209
+  - errors:
+    - {label: stat, symerror: 0.00161}
+    - {label: sys, symerror: 0.00292}
+    value: 0.103
+independent_variables:
+- header: {name: eta(b-jet) (range)}
+  values:
+  - {high: -1.5, low: -2.4}
+  - {high: -1.0, low: -1.5}
+  - {high: -0.5, low: -1.0}
+  - {high: 0.0, low: -0.5}
+  - {high: 0.5, low: 0.0}
+  - {high: 1.0, low: 0.5}
+  - {high: 1.5, low: 1.0}
+  - {high: 2.4, low: 1.5}
diff --git a/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table40.yaml b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table40.yaml
new file mode 100644
index 0000000000..0e0ee142d4
--- /dev/null
+++ b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table40.yaml
@@ -0,0 +1,158 @@
+dependent_variables:
+- header: {name: $cov(1/\sigma d\sigma/dm(ttbar))$}
+  qualifiers:
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - {value: 9.979e-09}
+  - {value: -7.253e-09}
+  - {value: -1.143e-10}
+  - {value: 2.47e-11}
+  - {value: -1.844e-10}
+  - {value: -2.21e-11}
+  - {value: -3.35e-12}
+  - {value: -7.253e-09}
+  - {value: 8.396e-09}
+  - {value: -2.28e-09}
+  - {value: -1.65e-10}
+  - {value: 9.255e-11}
+  - {value: -1.13e-11}
+  - {value: 1.487e-12}
+  - {value: -1.143e-10}
+  - {value: -2.28e-09}
+  - {value: 2.896e-09}
+  - {value: -5.731e-10}
+  - {value: -4.64e-11}
+  - {value: 2.038e-12}
+  - {value: -4.1e-12}
+  - {value: 2.47e-11}
+  - {value: -1.65e-10}
+  - {value: -5.731e-10}
+  - {value: 7.489e-10}
+  - {value: -1.054e-10}
+  - {value: -1.163e-11}
+  - {value: 7.554e-13}
+  - {value: -1.844e-10}
+  - {value: 9.255e-11}
+  - {value: -4.64e-11}
+  - {value: -1.054e-10}
+  - {value: 1.375e-10}
+  - {value: -4.911e-12}
+  - {value: -2.196e-12}
+  - {value: -2.21e-11}
+  - {value: -1.13e-11}
+  - {value: 2.038e-12}
+  - {value: -1.163e-11}
+  - {value: -4.911e-12}
+  - {value: 1.125e-11}
+  - {value: 7.062e-13}
+  - {value: -3.35e-12}
+  - {value: 1.487e-12}
+  - {value: -4.1e-12}
+  - {value: 7.554e-13}
+  - {value: -2.196e-12}
+  - {value: 7.062e-13}
+  - {value: 8.107e-13}
+independent_variables:
+- header: {name: m(ttbar) (range)}
+  values:
+  - {high: 400.0, low: 345.0}
+  - {high: 470.0, low: 400.0}
+  - {high: 550.0, low: 470.0}
+  - {high: 650.0, low: 550.0}
+  - {high: 800.0, low: 650.0}
+  - {high: 1100.0, low: 800.0}
+  - {high: 1600.0, low: 1100.0}
+  - {high: 400.0, low: 345.0}
+  - {high: 470.0, low: 400.0}
+  - {high: 550.0, low: 470.0}
+  - {high: 650.0, low: 550.0}
+  - {high: 800.0, low: 650.0}
+  - {high: 1100.0, low: 800.0}
+  - {high: 1600.0, low: 1100.0}
+  - {high: 400.0, low: 345.0}
+  - {high: 470.0, low: 400.0}
+  - {high: 550.0, low: 470.0}
+  - {high: 650.0, low: 550.0}
+  - {high: 800.0, low: 650.0}
+  - {high: 1100.0, low: 800.0}
+  - {high: 1600.0, low: 1100.0}
+  - {high: 400.0, low: 345.0}
+  - {high: 470.0, low: 400.0}
+  - {high: 550.0, low: 470.0}
+  - {high: 650.0, low: 550.0}
+  - {high: 800.0, low: 650.0}
+  - {high: 1100.0, low: 800.0}
+  - {high: 1600.0, low: 1100.0}
+  - {high: 400.0, low: 345.0}
+  - {high: 470.0, low: 400.0}
+  - {high: 550.0, low: 470.0}
+  - {high: 650.0, low: 550.0}
+  - {high: 800.0, low: 650.0}
+  - {high: 1100.0, low: 800.0}
+  - {high: 1600.0, low: 1100.0}
+  - {high: 400.0, low: 345.0}
+  - {high: 470.0, low: 400.0}
+  - {high: 550.0, low: 470.0}
+  - {high: 650.0, low: 550.0}
+  - {high: 800.0, low: 650.0}
+  - {high: 1100.0, low: 800.0}
+  - {high: 1600.0, low: 1100.0}
+  - {high: 400.0, low: 345.0}
+  - {high: 470.0, low: 400.0}
+  - {high: 550.0, low: 470.0}
+  - {high: 650.0, low: 550.0}
+  - {high: 800.0, low: 650.0}
+  - {high: 1100.0, low: 800.0}
+  - {high: 1600.0, low: 1100.0}
+- header: {name: m(ttbar) (range)}
+  values:
+  - {high: 400.0, low: 345.0}
+  - {high: 400.0, low: 345.0}
+  - {high: 400.0, low: 345.0}
+  - {high: 400.0, low: 345.0}
+  - {high: 400.0, low: 345.0}
+  - {high: 400.0, low: 345.0}
+  - {high: 400.0, low: 345.0}
+  - {high: 470.0, low: 400.0}
+  - {high: 470.0, low: 400.0}
+  - {high: 470.0, low: 400.0}
+  - {high: 470.0, low: 400.0}
+  - {high: 470.0, low: 400.0}
+  - {high: 470.0, low: 400.0}
+  - {high: 470.0, low: 400.0}
+  - {high: 550.0, low: 470.0}
+  - {high: 550.0, low: 470.0}
+  - {high: 550.0, low: 470.0}
+  - {high: 550.0, low: 470.0}
+  - {high: 550.0, low: 470.0}
+  - {high: 550.0, low: 470.0}
+  - {high: 550.0, low: 470.0}
+  - {high: 650.0, low: 550.0}
+  - {high: 650.0, low: 550.0}
+  - {high: 650.0, low: 550.0}
+  - {high: 650.0, low: 550.0}
+  - {high: 650.0, low: 550.0}
+  - {high: 650.0, low: 550.0}
+  - {high: 650.0, low: 550.0}
+  - {high: 800.0, low: 650.0}
+  - {high: 800.0, low: 650.0}
+  - {high: 800.0, low: 650.0}
+  - {high: 800.0, low: 650.0}
+  - {high: 800.0, low: 650.0}
+  - {high: 800.0, low: 650.0}
+  - {high: 800.0, low: 650.0}
+  - {high: 1100.0, low: 800.0}
+  - {high: 1100.0, low: 800.0}
+  - {high: 1100.0, low: 800.0}
+  - {high: 1100.0, low: 800.0}
+  - {high: 1100.0, low: 800.0}
+  - {high: 1100.0, low: 800.0}
+  - {high: 1100.0, low: 800.0}
+  - {high: 1600.0, low: 1100.0}
+  - {high: 1600.0, low: 1100.0}
+  - {high: 1600.0, low: 1100.0}
+  - {high: 1600.0, low: 1100.0}
+  - {high: 1600.0, low: 1100.0}
+  - {high: 1600.0, low: 1100.0}
+  - {high: 1600.0, low: 1100.0}
diff --git a/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table41.yaml b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table41.yaml
new file mode 100644
index 0000000000..2152efcdc1
--- /dev/null
+++ b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table41.yaml
@@ -0,0 +1,127 @@
+dependent_variables:
+- header: {name: Uncertainty, units: 'each bin (in [%])'}
+  qualifiers:
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - {value: 0.1}
+  - {value: 5.2}
+  - {value: 0.2}
+  - {value: 0.5}
+  - {value: 1.0}
+  - {value: 0.3}
+  - {value: 1.6}
+  - {value: 1.0}
+  - {value: 4.4}
+  - {value: 0.5}
+  - {value: 0.0}
+- header: {name: Uncertainty, units: 'each bin (in [%])'}
+  qualifiers:
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - {value: 0.0}
+  - {value: 1.3}
+  - {value: 0.3}
+  - {value: 0.1}
+  - {value: 0.1}
+  - {value: 0.1}
+  - {value: 2.1}
+  - {value: 1.0}
+  - {value: 0.7}
+  - {value: 0.8}
+  - {value: 0.0}
+- header: {name: Uncertainty, units: 'each bin (in [%])'}
+  qualifiers:
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - {value: 0.0}
+  - {value: 1.7}
+  - {value: 0.3}
+  - {value: 0.5}
+  - {value: 0.4}
+  - {value: 0.0}
+  - {value: 1.6}
+  - {value: 1.1}
+  - {value: 5.5}
+  - {value: 0.1}
+  - {value: 0.0}
+- header: {name: Uncertainty, units: 'each bin (in [%])'}
+  qualifiers:
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - {value: 0.1}
+  - {value: 2.3}
+  - {value: 0.5}
+  - {value: 1.7}
+  - {value: 0.7}
+  - {value: 0.1}
+  - {value: 3.0}
+  - {value: 2.1}
+  - {value: 4.8}
+  - {value: 2.8}
+  - {value: 0.0}
+- header: {name: Uncertainty, units: 'each bin (in [%])'}
+  qualifiers:
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - {value: 0.2}
+  - {value: 1.9}
+  - {value: 0.1}
+  - {value: 0.2}
+  - {value: 0.9}
+  - {value: 0.2}
+  - {value: 1.5}
+  - {value: 2.5}
+  - {value: 0.5}
+  - {value: 2.2}
+  - {value: 0.1}
+- header: {name: Uncertainty, units: 'each bin (in [%])'}
+  qualifiers:
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - {value: 0.2}
+  - {value: 3.7}
+  - {value: 1.0}
+  - {value: 0.8}
+  - {value: 1.2}
+  - {value: 0.4}
+  - {value: 4.7}
+  - {value: 2.3}
+  - {value: 6.5}
+  - {value: 2.0}
+  - {value: 0.1}
+- header: {name: Uncertainty, units: 'each bin (in [%])'}
+  qualifiers:
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - {value: 0.4}
+  - {value: 6.5}
+  - {value: 2.2}
+  - {value: 0.8}
+  - {value: 1.8}
+  - {value: 0.6}
+  - {value: 4.7}
+  - {value: 3.7}
+  - {value: 2.1}
+  - {value: 2.0}
+  - {value: 0.6}
+independent_variables:
+- header: {name: Source}
+  values:
+  - {value: LEP}
+  - {value: JES}
+  - {value: JER}
+  - {value: BG}
+  - {value: Btag}
+  - {value: PU}
+  - {value: TopScale}
+  - {value: TopMatch}
+  - {value: Hadronization}
+  - {value: TopMass}
+  - {value: PDF}
diff --git a/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table42.yaml b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table42.yaml
new file mode 100644
index 0000000000..bc31ba738c
--- /dev/null
+++ b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table42.yaml
@@ -0,0 +1,42 @@
+dependent_variables:
+- header: {name: 1/sigma dsigma/dpt(top)}
+  qualifiers:
+  - {name: Cross section, value: $1/\sigma d\sigma/dpt(top)$}
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - errors:
+    - {label: stat, symerror: 4.82e-05}
+    - {label: sys, symerror: 9.82e-05}
+    value: 0.00433
+  - errors:
+    - {label: stat, symerror: 5.75e-05}
+    - {label: sys, symerror: 9.24e-05}
+    value: 0.0064
+  - errors:
+    - {label: stat, symerror: 3.08e-05}
+    - {label: sys, symerror: 6.5e-05}
+    value: 0.00308
+  - errors:
+    - {label: stat, symerror: 1.11e-05}
+    - {label: sys, symerror: 3.12e-05}
+    value: 0.000862
+  - errors:
+    - {label: stat, symerror: 5.15e-06}
+    - {label: sys, symerror: 1.38e-05}
+    value: 0.000188
+independent_variables:
+- header: {name: pt(top) (range)}
+  values:
+  - {high: 65.0, low: 0.0}
+  - {high: 125.0, low: 65.0}
+  - {high: 200.0, low: 125.0}
+  - {high: 290.0, low: 200.0}
+  - {high: 400.0, low: 290.0}
+- header: {name: pt(top) (bin-center)}
+  values:
+  - {value: 28.75}
+  - {value: 101.25}
+  - {value: 161.25}
+  - {value: 238.75}
+  - {value: 336.25}
diff --git a/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table43.yaml b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table43.yaml
new file mode 100644
index 0000000000..feb8c980a1
--- /dev/null
+++ b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table43.yaml
@@ -0,0 +1,48 @@
+dependent_variables:
+- header: {name: 1/sigma dsigma/dpt*(top)}
+  qualifiers:
+  - {name: Cross section, value: $1/\sigma d\sigma/dpt^*(top)$}
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - errors:
+    - {label: stat, symerror: 6.6e-05}
+    - {label: sys, symerror: 0.00012}
+    value: 0.00445
+  - errors:
+    - {label: stat, symerror: 9.47e-05}
+    - {label: sys, symerror: 0.000147}
+    value: 0.00689
+  - errors:
+    - {label: stat, symerror: 4.49e-05}
+    - {label: sys, symerror: 7.52e-05}
+    value: 0.00341
+  - errors:
+    - {label: stat, symerror: 1.89e-05}
+    - {label: sys, symerror: 4.82e-05}
+    value: 0.000878
+  - errors:
+    - {label: stat, symerror: 4.84e-06}
+    - {label: sys, symerror: 1.16e-05}
+    value: 0.000187
+  - errors:
+    - {label: stat, symerror: 2.18e-06}
+    - {label: sys, symerror: 2.66e-06}
+    value: 2.91e-05
+independent_variables:
+- header: {name: pt*(top) (range)}
+  values:
+  - {high: 60.0, low: 0.0}
+  - {high: 115.0, low: 60.0}
+  - {high: 190.0, low: 115.0}
+  - {high: 275.0, low: 190.0}
+  - {high: 380.0, low: 275.0}
+  - {high: 500.0, low: 380.0}
+- header: {name: pt*(top) (bin-center)}
+  values:
+  - {value: 26.25}
+  - {value: 93.75}
+  - {value: 151.25}
+  - {value: 226.25}
+  - {value: 318.75}
+  - {value: 428.75}
diff --git a/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table44.yaml b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table44.yaml
new file mode 100644
index 0000000000..277ece81ae
--- /dev/null
+++ b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table44.yaml
@@ -0,0 +1,60 @@
+dependent_variables:
+- header: {name: 1/sigma dsigma/dy(top)}
+  qualifiers:
+  - {name: Cross section, value: $1/\sigma d\sigma/dy(top)$}
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - errors:
+    - {label: stat, symerror: 0.00151}
+    - {label: sys, symerror: 0.00402}
+    value: 0.0763
+  - errors:
+    - {label: stat, symerror: 0.00204}
+    - {label: sys, symerror: 0.00292}
+    value: 0.197
+  - errors:
+    - {label: stat, symerror: 0.00304}
+    - {label: sys, symerror: 0.00436}
+    value: 0.282
+  - errors:
+    - {label: stat, symerror: 0.00337}
+    - {label: sys, symerror: 0.00503}
+    value: 0.335
+  - errors:
+    - {label: stat, symerror: 0.0034}
+    - {label: sys, symerror: 0.00634}
+    value: 0.328
+  - errors:
+    - {label: stat, symerror: 0.00318}
+    - {label: sys, symerror: 0.00303}
+    value: 0.285
+  - errors:
+    - {label: stat, symerror: 0.00212}
+    - {label: sys, symerror: 0.0023}
+    value: 0.203
+  - errors:
+    - {label: stat, symerror: 0.00146}
+    - {label: sys, symerror: 0.00394}
+    value: 0.074
+independent_variables:
+- header: {name: y(top) (range)}
+  values:
+  - {high: -1.6, low: -2.5}
+  - {high: -1.0, low: -1.6}
+  - {high: -0.5, low: -1.0}
+  - {high: 0.0, low: -0.5}
+  - {high: 0.5, low: 0.0}
+  - {high: 1.0, low: 0.5}
+  - {high: 1.6, low: 1.0}
+  - {high: 2.5, low: 1.6}
+- header: {name: y(top) (bin-center)}
+  values:
+  - {value: -2.01}
+  - {value: -1.31}
+  - {value: -0.76}
+  - {value: -0.29}
+  - {value: 0.29}
+  - {value: 0.76}
+  - {value: 1.31}
+  - {value: 2.01}
diff --git a/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table45.yaml b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table45.yaml
new file mode 100644
index 0000000000..c9f69b708d
--- /dev/null
+++ b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table45.yaml
@@ -0,0 +1,36 @@
+dependent_variables:
+- header: {name: '1/sigma dsigma/ddeltaphi(t,tbar)'}
+  qualifiers:
+  - {name: Cross section, value: '$1/\sigma d\sigma/d\Delta\phi(t,\bar{t})$'}
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - errors:
+    - {label: stat, symerror: 0.00126}
+    - {label: sys, symerror: 0.00467}
+    value: 0.064
+  - errors:
+    - {label: stat, symerror: 0.00309}
+    - {label: sys, symerror: 0.0167}
+    value: 0.296
+  - errors:
+    - {label: stat, symerror: 0.013}
+    - {label: sys, symerror: 0.0393}
+    value: 1.24
+  - errors:
+    - {label: stat, symerror: 0.0393}
+    - {label: sys, symerror: 0.202}
+    value: 2.58
+independent_variables:
+- header: {name: 'deltaphi(t,tbar) (range)'}
+  values:
+  - {high: 1.89, low: 0.0}
+  - {high: 2.77, low: 1.89}
+  - {high: 3.05, low: 2.77}
+  - {high: 3.15, low: 3.05}
+- header: {name: 'deltaphi(t,tbar) (bin-center)'}
+  values:
+  - {value: 1.19}
+  - {value: 2.44}
+  - {value: 2.94}
+  - {value: 3.09}
diff --git a/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table46.yaml b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table46.yaml
new file mode 100644
index 0000000000..bb0177106b
--- /dev/null
+++ b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table46.yaml
@@ -0,0 +1,42 @@
+dependent_variables:
+- header: {name: 1/sigma dsigma/dpt(t1)}
+  qualifiers:
+  - {name: Cross section, value: $1/\sigma d\sigma/dpt(t1)$}
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - errors:
+    - {label: stat, symerror: 4.98e-05}
+    - {label: sys, symerror: 0.000122}
+    value: 0.00331
+  - errors:
+    - {label: stat, symerror: 7.13e-05}
+    - {label: sys, symerror: 0.000118}
+    value: 0.00643
+  - errors:
+    - {label: stat, symerror: 4.41e-05}
+    - {label: sys, symerror: 0.000107}
+    value: 0.00367
+  - errors:
+    - {label: stat, symerror: 1.75e-05}
+    - {label: sys, symerror: 4.57e-05}
+    value: 0.00117
+  - errors:
+    - {label: stat, symerror: 8.32e-06}
+    - {label: sys, symerror: 1.79e-05}
+    value: 0.000261
+independent_variables:
+- header: {name: pt(t1) (range)}
+  values:
+  - {high: 75.0, low: 0.0}
+  - {high: 130.0, low: 75.0}
+  - {high: 200.0, low: 130.0}
+  - {high: 290.0, low: 200.0}
+  - {high: 400.0, low: 290.0}
+- header: {name: pt(t1) (bin-center)}
+  values:
+  - {value: 36.25}
+  - {value: 111.25}
+  - {value: 163.75}
+  - {value: 241.25}
+  - {value: 336.25}
diff --git a/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table47.yaml b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table47.yaml
new file mode 100644
index 0000000000..94a012cb79
--- /dev/null
+++ b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table47.yaml
@@ -0,0 +1,42 @@
+dependent_variables:
+- header: {name: 1/sigma dsigma/dpt(t2)}
+  qualifiers:
+  - {name: Cross section, value: $1/\sigma d\sigma/dpt(t2)$}
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - errors:
+    - {label: stat, symerror: 9.18e-05}
+    - {label: sys, symerror: 0.000118}
+    value: 0.00538
+  - errors:
+    - {label: stat, symerror: 9.31e-05}
+    - {label: sys, symerror: 0.000108}
+    value: 0.00674
+  - errors:
+    - {label: stat, symerror: 4.28e-05}
+    - {label: sys, symerror: 5.38e-05}
+    value: 0.0025
+  - errors:
+    - {label: stat, symerror: 1.35e-05}
+    - {label: sys, symerror: 2.55e-05}
+    value: 0.000558
+  - errors:
+    - {label: stat, symerror: 5.87e-06}
+    - {label: sys, symerror: 1.17e-05}
+    value: 0.000114
+independent_variables:
+- header: {name: pt(t2) (range)}
+  values:
+  - {high: 55.0, low: 0.0}
+  - {high: 120.0, low: 55.0}
+  - {high: 200.0, low: 120.0}
+  - {high: 290.0, low: 200.0}
+  - {high: 400.0, low: 290.0}
+- header: {name: pt(t2) (bin-center)}
+  values:
+  - {value: 23.75}
+  - {value: 91.25}
+  - {value: 156.25}
+  - {value: 238.75}
+  - {value: 338.75}
diff --git a/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table48.yaml b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table48.yaml
new file mode 100644
index 0000000000..003a944352
--- /dev/null
+++ b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table48.yaml
@@ -0,0 +1,36 @@
+dependent_variables:
+- header: {name: 1/sigma dsigma/dpt(ttbar)}
+  qualifiers:
+  - {name: Cross section, value: $1/\sigma d\sigma/dpt(ttbar)$}
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - errors:
+    - {label: stat, symerror: 0.00012}
+    - {label: sys, symerror: 0.000863}
+    value: 0.0143
+  - errors:
+    - {label: stat, symerror: 6.73e-05}
+    - {label: sys, symerror: 0.000325}
+    value: 0.0069
+  - errors:
+    - {label: stat, symerror: 2.09e-05}
+    - {label: sys, symerror: 0.000103}
+    value: 0.00191
+  - errors:
+    - {label: stat, symerror: 7.38e-06}
+    - {label: sys, symerror: 1.61e-05}
+    value: 0.000347
+independent_variables:
+- header: {name: pt(ttbar) (range)}
+  values:
+  - {high: 30.0, low: 0.0}
+  - {high: 80.0, low: 30.0}
+  - {high: 170.0, low: 80.0}
+  - {high: 300.0, low: 170.0}
+- header: {name: pt(ttbar) (bin-center)}
+  values:
+  - {value: 4.5}
+  - {value: 51.5}
+  - {value: 118.5}
+  - {value: 223.5}
diff --git a/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table49.yaml b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table49.yaml
new file mode 100644
index 0000000000..fa02805f5b
--- /dev/null
+++ b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table49.yaml
@@ -0,0 +1,60 @@
+dependent_variables:
+- header: {name: 1/sigma dsigma/dy(ttbar)}
+  qualifiers:
+  - {name: Cross section, value: $1/\sigma d\sigma/dy(ttbar)$}
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - errors:
+    - {label: stat, symerror: 0.00191}
+    - {label: sys, symerror: 0.00311}
+    value: 0.0471
+  - errors:
+    - {label: stat, symerror: 0.00319}
+    - {label: sys, symerror: 0.00282}
+    value: 0.182
+  - errors:
+    - {label: stat, symerror: 0.00445}
+    - {label: sys, symerror: 0.00453}
+    value: 0.309
+  - errors:
+    - {label: stat, symerror: 0.00509}
+    - {label: sys, symerror: 0.00732}
+    value: 0.418
+  - errors:
+    - {label: stat, symerror: 0.0051}
+    - {label: sys, symerror: 0.00496}
+    value: 0.409
+  - errors:
+    - {label: stat, symerror: 0.00468}
+    - {label: sys, symerror: 0.00402}
+    value: 0.315
+  - errors:
+    - {label: stat, symerror: 0.00331}
+    - {label: sys, symerror: 0.00326}
+    value: 0.179
+  - errors:
+    - {label: stat, symerror: 0.00183}
+    - {label: sys, symerror: 0.00275}
+    value: 0.0459
+independent_variables:
+- header: {name: y(ttbar) (range)}
+  values:
+  - {high: -1.5, low: -2.5}
+  - {high: -1.0, low: -1.5}
+  - {high: -0.5, low: -1.0}
+  - {high: 0.0, low: -0.5}
+  - {high: 0.5, low: 0.0}
+  - {high: 1.0, low: 0.5}
+  - {high: 1.5, low: 1.0}
+  - {high: 2.5, low: 1.5}
+- header: {name: y(ttbar) (bin-center)}
+  values:
+  - {value: -1.93}
+  - {value: -1.24}
+  - {value: -0.76}
+  - {value: -0.31}
+  - {value: 0.29}
+  - {value: 0.76}
+  - {value: 1.24}
+  - {value: 1.93}
diff --git a/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table5.yaml b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table5.yaml
new file mode 100644
index 0000000000..41505fa16b
--- /dev/null
+++ b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table5.yaml
@@ -0,0 +1,40 @@
+dependent_variables:
+- header: {name: 1/sigma dsigma/dpt(bb)}
+  qualifiers:
+  - {name: Cross section, value: $1/\sigma d\sigma/dpt(bb)$}
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - errors:
+    - {label: stat, symerror: 8.05e-05}
+    - {label: sys, symerror: 0.000139}
+    value: 0.00341
+  - errors:
+    - {label: stat, symerror: 0.00011}
+    - {label: sys, symerror: 0.000199}
+    value: 0.00655
+  - errors:
+    - {label: stat, symerror: 0.000125}
+    - {label: sys, symerror: 0.000258}
+    value: 0.00851
+  - errors:
+    - {label: stat, symerror: 0.000102}
+    - {label: sys, symerror: 0.000336}
+    value: 0.00504
+  - errors:
+    - {label: stat, symerror: 2.18e-05}
+    - {label: sys, symerror: 6.52e-05}
+    value: 0.000579
+  - errors:
+    - {label: stat, symerror: 2.4e-06}
+    - {label: sys, symerror: 3.96e-06}
+    value: 1.7e-05
+independent_variables:
+- header: {name: pt(bb) (range)}
+  values:
+  - {high: 35.0, low: 0.0}
+  - {high: 75.0, low: 35.0}
+  - {high: 115.0, low: 75.0}
+  - {high: 155.0, low: 115.0}
+  - {high: 280.0, low: 155.0}
+  - {high: 500.0, low: 280.0}
diff --git a/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table50.yaml b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table50.yaml
new file mode 100644
index 0000000000..384ea439e9
--- /dev/null
+++ b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table50.yaml
@@ -0,0 +1,48 @@
+dependent_variables:
+- header: {name: 1/sigma dsigma/dm(ttbar)}
+  qualifiers:
+  - {name: Cross section, value: $1/\sigma d\sigma/dm(ttbar)$}
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - errors:
+    - {label: stat, symerror: 0.000124}
+    - {label: sys, symerror: 0.000356}
+    value: 0.00414
+  - errors:
+    - {label: stat, symerror: 7.83e-05}
+    - {label: sys, symerror: 0.000238}
+    value: 0.0045
+  - errors:
+    - {label: stat, symerror: 3.54e-05}
+    - {label: sys, symerror: 5.62e-05}
+    value: 0.00195
+  - errors:
+    - {label: stat, symerror: 1.48e-05}
+    - {label: sys, symerror: 1.66e-05}
+    value: 0.000525
+  - errors:
+    - {label: stat, symerror: 3.7e-06}
+    - {label: sys, symerror: 7.31e-06}
+    value: 0.0001
+  - errors:
+    - {label: stat, symerror: 1.05e-06}
+    - {label: sys, symerror: 2.05e-06}
+    value: 7.28e-06
+independent_variables:
+- header: {name: m(ttbar) (range)}
+  values:
+  - {high: 380.0, low: 340.0}
+  - {high: 470.0, low: 380.0}
+  - {high: 620.0, low: 470.0}
+  - {high: 820.0, low: 620.0}
+  - {high: 1100.0, low: 820.0}
+  - {high: 1600.0, low: 1100.0}
+- header: {name: m(ttbar) (bin-center)}
+  values:
+  - {value: 354.5}
+  - {value: 428.5}
+  - {value: 537.5}
+  - {value: 705.5}
+  - {value: 940.5}
+  - {value: 1328.5}
diff --git a/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table6.yaml b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table6.yaml
new file mode 100644
index 0000000000..7ebd7f0df5
--- /dev/null
+++ b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table6.yaml
@@ -0,0 +1,55 @@
+dependent_variables:
+- header: {name: 1/sigma dsigma/dm(bb)}
+  qualifiers:
+  - {name: Cross section, value: $1/\sigma d\sigma/dm(bb)$}
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - errors:
+    - {label: stat, symerror: 3.86e-05}
+    - {label: sys, symerror: 0.000153}
+    value: 0.002
+  - errors:
+    - {label: stat, symerror: 9.58e-05}
+    - {label: sys, symerror: 0.000227}
+    value: 0.00579
+  - errors:
+    - {label: stat, symerror: 8.75e-05}
+    - {label: sys, symerror: 0.000132}
+    value: 0.00444
+  - errors:
+    - {label: stat, symerror: 6.03e-05}
+    - {label: sys, symerror: 0.00011}
+    value: 0.00237
+  - errors:
+    - {label: stat, symerror: 4.22e-05}
+    - {label: sys, symerror: 8.6e-05}
+    value: 0.00113
+  - errors:
+    - {label: stat, symerror: 2.22e-05}
+    - {label: sys, symerror: 3.89e-05}
+    value: 0.00045
+  - errors:
+    - {label: stat, symerror: 1.38e-05}
+    - {label: sys, symerror: 1.72e-05}
+    value: 0.000157
+  - errors:
+    - {label: stat, symerror: 5.92e-06}
+    - {label: sys, symerror: 1.34e-05}
+    value: 4.7e-05
+  - errors:
+    - {label: stat, symerror: 2.63e-06}
+    - {label: sys, symerror: 1.85e-06}
+    value: 1.2e-05
+independent_variables:
+- header: {name: m(bb) (range)}
+  values:
+  - {high: 85.0, low: 0.0}
+  - {high: 135.0, low: 85.0}
+  - {high: 190.0, low: 135.0}
+  - {high: 255.0, low: 190.0}
+  - {high: 325.0, low: 255.0}
+  - {high: 415.0, low: 325.0}
+  - {high: 505.0, low: 415.0}
+  - {high: 630.0, low: 505.0}
+  - {high: 800.0, low: 630.0}
diff --git a/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table7.yaml b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table7.yaml
new file mode 100644
index 0000000000..cb7c953f6e
--- /dev/null
+++ b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table7.yaml
@@ -0,0 +1,35 @@
+dependent_variables:
+- header: {name: 1/sigma dsigma/dpt(lepton)}
+  qualifiers:
+  - {name: Cross section, value: $1/\sigma d\sigma/dpt(lepton)$}
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - errors:
+    - {label: stat, symerror: 0.000103}
+    - {label: sys, symerror: 0.000313}
+    value: 0.0193
+  - errors:
+    - {label: stat, symerror: 6.76e-05}
+    - {label: sys, symerror: 8.79e-05}
+    value: 0.0125
+  - errors:
+    - {label: stat, symerror: 3.22e-05}
+    - {label: sys, symerror: 6.91e-05}
+    value: 0.00379
+  - errors:
+    - {label: stat, symerror: 1.28e-05}
+    - {label: sys, symerror: 4.67e-05}
+    value: 0.000651
+  - errors:
+    - {label: stat, symerror: 1.79e-06}
+    - {label: sys, symerror: 4.68e-06}
+    value: 3.89e-05
+independent_variables:
+- header: {name: pt(lepton) (range)}
+  values:
+  - {high: 40.0, low: 20.0}
+  - {high: 70.0, low: 40.0}
+  - {high: 120.0, low: 70.0}
+  - {high: 180.0, low: 120.0}
+  - {high: 400.0, low: 180.0}
diff --git a/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table8.yaml b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table8.yaml
new file mode 100644
index 0000000000..fb9adcbcb9
--- /dev/null
+++ b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table8.yaml
@@ -0,0 +1,90 @@
+dependent_variables:
+- header: {name: 1/sigma dsigma/deta(lepton)}
+  qualifiers:
+  - {name: Cross section, value: $1/\sigma d\sigma/d\eta(lepton)$}
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - errors:
+    - {label: stat, symerror: 0.00183}
+    - {label: sys, symerror: 0.00166}
+    value: 0.0604
+  - errors:
+    - {label: stat, symerror: 0.00213}
+    - {label: sys, symerror: 0.00277}
+    value: 0.0949
+  - errors:
+    - {label: stat, symerror: 0.00263}
+    - {label: sys, symerror: 0.00179}
+    value: 0.14
+  - errors:
+    - {label: stat, symerror: 0.00305}
+    - {label: sys, symerror: 0.00301}
+    value: 0.198
+  - errors:
+    - {label: stat, symerror: 0.00342}
+    - {label: sys, symerror: 0.00149}
+    value: 0.243
+  - errors:
+    - {label: stat, symerror: 0.00353}
+    - {label: sys, symerror: 0.00645}
+    value: 0.286
+  - errors:
+    - {label: stat, symerror: 0.00381}
+    - {label: sys, symerror: 0.00311}
+    value: 0.322
+  - errors:
+    - {label: stat, symerror: 0.00387}
+    - {label: sys, symerror: 0.00244}
+    value: 0.336
+  - errors:
+    - {label: stat, symerror: 0.00391}
+    - {label: sys, symerror: 0.0038}
+    value: 0.317
+  - errors:
+    - {label: stat, symerror: 0.00394}
+    - {label: sys, symerror: 0.00394}
+    value: 0.323
+  - errors:
+    - {label: stat, symerror: 0.00367}
+    - {label: sys, symerror: 0.00309}
+    value: 0.29
+  - errors:
+    - {label: stat, symerror: 0.00343}
+    - {label: sys, symerror: 0.00242}
+    value: 0.243
+  - errors:
+    - {label: stat, symerror: 0.0031}
+    - {label: sys, symerror: 0.00238}
+    value: 0.197
+  - errors:
+    - {label: stat, symerror: 0.00275}
+    - {label: sys, symerror: 0.00345}
+    value: 0.13
+  - errors:
+    - {label: stat, symerror: 0.00224}
+    - {label: sys, symerror: 0.00299}
+    value: 0.097
+  - errors:
+    - {label: stat, symerror: 0.0019}
+    - {label: sys, symerror: 0.00278}
+    value: 0.0538
+independent_variables:
+- header: {name: eta(lepton) (range)}
+  values:
+  - {high: -2.1, low: -2.4}
+  - {high: -1.8, low: -2.1}
+  - {high: -1.5, low: -1.8}
+  - {high: -1.2, low: -1.5}
+  - {high: -0.9, low: -1.2}
+  - {high: -0.6, low: -0.9}
+  - {high: -0.3, low: -0.6}
+  - {high: 0.0, low: -0.3}
+  - {high: 0.3, low: 0.0}
+  - {high: 0.6, low: 0.3}
+  - {high: 0.9, low: 0.6}
+  - {high: 1.2, low: 0.9}
+  - {high: 1.5, low: 1.2}
+  - {high: 1.8, low: 1.5}
+  - {high: 2.1, low: 1.8}
+  - {high: 2.4, low: 2.1}
diff --git a/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table9.yaml b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table9.yaml
new file mode 100644
index 0000000000..35f0682aa0
--- /dev/null
+++ b/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table9.yaml
@@ -0,0 +1,45 @@
+dependent_variables:
+- header: {name: 1/sigma dsigma/dpt(dilepton)}
+  qualifiers:
+  - {name: Cross section, value: $1/\sigma d\sigma/dpt(\ell\ell)$}
+  - {name: RE, value: P P --> TOP TOPBAR X}
+  - {name: SQRT(S), units: GeV, value: '8000.0'}
+  values:
+  - errors:
+    - {label: stat, symerror: 6.79e-05}
+    - {label: sys, symerror: 5.89e-05}
+    value: 0.00184
+  - errors:
+    - {label: stat, symerror: 9.71e-05}
+    - {label: sys, symerror: 0.000136}
+    value: 0.00482
+  - errors:
+    - {label: stat, symerror: 9.57e-05}
+    - {label: sys, symerror: 0.000215}
+    value: 0.00774
+  - errors:
+    - {label: stat, symerror: 0.000115}
+    - {label: sys, symerror: 0.000244}
+    value: 0.011
+  - errors:
+    - {label: stat, symerror: 6.76e-05}
+    - {label: sys, symerror: 9.14e-05}
+    value: 0.0097
+  - errors:
+    - {label: stat, symerror: 3.72e-05}
+    - {label: sys, symerror: 0.000144}
+    value: 0.00287
+  - errors:
+    - {label: stat, symerror: 3.46e-06}
+    - {label: sys, symerror: 7.26e-06}
+    value: 0.000103
+independent_variables:
+- header: {name: pt(ll) (range)}
+  values:
+  - {high: 10.0, low: 0.0}
+  - {high: 20.0, low: 10.0}
+  - {high: 40.0, low: 20.0}
+  - {high: 60.0, low: 40.0}
+  - {high: 100.0, low: 60.0}
+  - {high: 150.0, low: 100.0}
+  - {high: 400.0, low: 150.0}
diff --git a/buildmaster/ATLAS_ttBar_8TeV/rawdata/submission.yaml b/buildmaster/ATLAS_ttBar_8TeV/rawdata/submission.yaml
new file mode 100644
index 0000000000..bc0a20c799
--- /dev/null
+++ b/buildmaster/ATLAS_ttBar_8TeV/rawdata/submission.yaml
@@ -0,0 +1,832 @@
+---
+comment: |
+  CERN-LHC.  The normalized differential cross section for top quark pair (ttbar) production is measured in pp collisions at a centre-of-mass energy of 8 TeV at the CERN LHC using the CMS detector in data corresponding to an integrated luminosity of 19.7 inverse femtobarns. The measurements are performed in the lepton+jets (e/mu+jets) and in the dilepton (e e, mu mu, and e mu) decay channels. The ttbar cross section is measured as a function of the kinematic properties of the charged leptons, the jets associated to b quarks, the top quarks, and the ttbar system. The data are compared with several predictions from perturbative QCD up to approximate next-to-next-to-leading-order precision. No significant deviations are observed relative to the standard model predictions.
+dateupdated: 02/03/2016 14:31:27
+modifications:
+- {action: Encoded, date: 08 JUL 2015, who: Andreas Meyer (CMS)}
+record_ids:
+- {id: 1370682, type: inspire}
+- {id: 6405, type: red}
+
+---
+data_file: Table1.yaml
+description: |
+  Normalized differential tt cross section (from l+jets channel) as a function of the transverse momentum pt of the lepton. The results are presented at particle level in the fiducial phase space. The statistical and systematic uncertainties are added in quadrature to yield the total uncertainty.
+keywords:
+- name: reactions
+  values: [P P --> TOP TOPBAR X]
+- name: observables
+  values: [DSIG/DPT]
+- name: phrases
+  values: [Inclusive, Top, Single Differential Cross Section, Transverse Momentum
+      Dependence, Proton-Proton Scattering]
+- name: cmenergies
+  values: [8000.0]
+location: Data from Page 36 of preprint, table A.1, top 8 lines of table, pt(lepton)
+name: Table 1
+
+---
+data_file: Table2.yaml
+description: |
+  Normalized differential tt cross section (from l+jets channel) as a function of the pseudo-rapidity of the lepton. The results are presented at particle level in the fiducial phase space. The statistical and systematic uncertainties are added in quadrature to yield the total uncertainty.
+keywords:
+- name: reactions
+  values: [P P --> TOP TOPBAR X]
+- name: observables
+  values: [DSIG/DPT]
+- name: phrases
+  values: [Inclusive, Top, Single Differential Cross Section, Transverse Momentum
+      Dependence, Proton-Proton Scattering]
+- name: cmenergies
+  values: [8000.0]
+location: Data from Page 36 of preprint, table A.1, bottom 14 lines of table, eta(lepton)
+name: Table 2
+
+---
+data_file: Table3.yaml
+description: |
+  Normalized differential tt cross section (from l+jets channel) as a function of the transverse momentum pt(b-jet) of the b-jet. The results are presented at particle level in the fiducial phase space. The statistical and systematic uncertainties are added in quadrature to yield the total uncertainty.
+keywords:
+- name: reactions
+  values: [P P --> TOP TOPBAR X]
+- name: observables
+  values: [DSIG/DPT]
+- name: phrases
+  values: [Inclusive, Top, Single Differential Cross Section, Transverse Momentum
+      Dependence, Proton-Proton Scattering]
+- name: cmenergies
+  values: [8000.0]
+location: Data from Page 37 of preprint, table A.2, first variable in table, pt(b-jet)
+name: Table 3
+
+---
+data_file: Table4.yaml
+description: |
+  Normalized differential tt cross section (from l+jets channel) as a function of the pseudo-rapidity eta(b-jet) of the b-jet. The results are presented at particle level in the fiducial phase space. The statistical and systematic uncertainties are added in quadrature to yield the total uncertainty.
+keywords:
+- name: reactions
+  values: [P P --> TOP TOPBAR X]
+- name: observables
+  values: [DSIG/DETARAP]
+- name: phrases
+  values: [Inclusive, Top, Single Differential Cross Section, Proton-Proton Scattering]
+- name: cmenergies
+  values: [8000.0]
+location: Data from Page 37 of preprint, table A.2, 2nd variable in table, eta(b-jet)
+name: Table 4
+
+---
+data_file: Table5.yaml
+description: |
+  Normalized differential tt cross section (from l+jets channel) as a function of the transverse momentum pt(bb) of the system consisting of the two selected b-jets. The results are presented at particle level in the fiducial phase space. The statistical and systematic uncertainties are added in quadrature to yield the total uncertainty.
+keywords:
+- name: reactions
+  values: [P P --> TOP TOPBAR X]
+- name: observables
+  values: [DSIG/DPT]
+- name: phrases
+  values: [Inclusive, Top, Single Differential Cross Section, Transverse Momentum
+      Dependence, Proton-Proton Scattering]
+- name: cmenergies
+  values: [8000.0]
+location: Data from Page 37 of preprint, table A.2, 3rd variable in table, pt(bb)
+name: Table 5
+
+---
+data_file: Table6.yaml
+description: |
+  Normalized differential tt cross section (from l+jets channel) as a function of the invariant mass m(bb) of the system consisting of the two selected b-jets. The results are presented at particle level in the fiducial phase space. The statistical and systematic uncertainties are added in quadrature to yield the total uncertainty.
+keywords:
+- name: reactions
+  values: [P P --> TOP TOPBAR X]
+- name: observables
+  values: [DSIG/DETARAP]
+- name: phrases
+  values: [Inclusive, Top, Single Differential Cross Section, Proton-Proton Scattering]
+- name: cmenergies
+  values: [8000.0]
+location: Data from Page 37 of preprint, table A.2, 4th variable in table, m(bb)
+name: Table 6
+
+---
+data_file: Table7.yaml
+description: |
+  Normalized differential tt cross section (from dilepton channel) as a function of the transverse momentum pt of the lepton. The results are presented at particle level in the fiducial phase space. The statistical and systematic uncertainties are added in quadrature to yield the total uncertainty.
+keywords:
+- name: reactions
+  values: [P P --> TOP TOPBAR X]
+- name: observables
+  values: [DSIG/DPT]
+- name: phrases
+  values: [Inclusive, Top, Single Differential Cross Section, Transverse Momentum
+      Dependence, Proton-Proton Scattering]
+- name: cmenergies
+  values: [8000.0]
+location: Data from Page 38 of preprint, table A.3, top 5 lines of table, pt(lepton)
+name: Table 7
+
+---
+data_file: Table8.yaml
+description: |
+  Normalized differential tt cross section (from dilepton channel) as a function of the pseudo-rapidity eta of the lepton. The results are presented at particle level in the fiducial phase space. The statistical and systematic uncertainties are added in quadrature to yield the total uncertainty.
+keywords:
+- name: reactions
+  values: [P P --> TOP TOPBAR X]
+- name: observables
+  values: [DSIG/DETARAP]
+- name: phrases
+  values: [Inclusive, Top, Single Differential Cross Section, Proton-Proton Scattering]
+- name: cmenergies
+  values: [8000.0]
+location: Data from Page 38 of preprint, table A.3, bottom part of table, eta(lepton)
+name: Table 8
+
+---
+data_file: Table9.yaml
+description: |
+  Normalized differential tt cross section (from dilepton channel) as a function of the transverse momentum pt of the dilepton system. The results are presented at particle level in the fiducial phase space. The statistical and systematic uncertainties are added in quadrature to yield the total uncertainty.
+keywords:
+- name: reactions
+  values: [P P --> TOP TOPBAR X]
+- name: observables
+  values: [DSIG/DPT]
+- name: phrases
+  values: [Inclusive, Top, Single Differential Cross Section, Transverse Momentum
+      Dependence, Proton-Proton Scattering]
+- name: cmenergies
+  values: [8000.0]
+location: Data from Page 39 of preprint, table A.4, top part of table, pt(dilepton)
+name: Table 9
+
+---
+data_file: Table10.yaml
+description: |
+  Normalized differential tt cross section (from dilepton channel) as a function of the mass (m) of the dilepton system. The results are presented at particle level in the fiducial phase space. The statistical and systematic uncertainties are added in quadrature to yield the total uncertainty.
+keywords:
+- name: reactions
+  values: [P P --> TOP TOPBAR X]
+- name: observables
+  values: [DSIG/DM]
+- name: phrases
+  values: [Inclusive, Top, Single Differential Cross Section, Proton-Proton Scattering]
+- name: cmenergies
+  values: [8000.0]
+location: Data from Page 39 of preprint, table A.4, top part of table, m(dilepton)
+name: Table 10
+
+---
+data_file: Table11.yaml
+description: |
+  Normalized differential tt cross section (from dilepton channel) as a function of the transverse momentum pt(b-jet) of the b-jet. The results are presented at particle level in the fiducial phase space. The statistical and systematic uncertainties are added in quadrature to yield the total uncertainty.
+keywords:
+- name: reactions
+  values: [P P --> TOP TOPBAR X]
+- name: observables
+  values: [DSIG/DPT]
+- name: phrases
+  values: [Inclusive, Top, Single Differential Cross Section, Transverse Momentum
+      Dependence, Proton-Proton Scattering]
+- name: cmenergies
+  values: [8000.0]
+location: Data from Page 40 of preprint, table A.5, first variable in table, pt(b-jet)
+name: Table 11
+
+---
+data_file: Table12.yaml
+description: |
+  Normalized differential tt cross section (from dilepton channel) as a function of the pseudo-rapidity eta(b-jet) of the b-jet. The results are presented at particle level in the fiducial phase space. The statistical and systematic uncertainties are added in quadrature to yield the total uncertainty.
+keywords:
+- name: reactions
+  values: [P P --> TOP TOPBAR X]
+- name: observables
+  values: [DSIG/DETARAP]
+- name: phrases
+  values: [Inclusive, Top, Single Differential Cross Section, Proton-Proton Scattering]
+- name: cmenergies
+  values: [8000.0]
+location: Data from Page 40 of preprint, table A.5, 2nd variable in table, eta(b-jet)
+name: Table 12
+
+---
+data_file: Table13.yaml
+description: |
+  Normalized differential tt cross section (from dilepton channel) as a function of the transverse momentum pt(bb) of the system consisting of the two selected b-jets. The results are presented at particle level in the fiducial phase space. The statistical and systematic uncertainties are added in quadrature to yield the total uncertainty.
+keywords:
+- name: reactions
+  values: [P P --> TOP TOPBAR X]
+- name: observables
+  values: [DSIG/DPT]
+- name: phrases
+  values: [Inclusive, Top, Single Differential Cross Section, Transverse Momentum
+      Dependence, Proton-Proton Scattering]
+- name: cmenergies
+  values: [8000.0]
+location: Data from Page 40 of preprint, table A.5, 3rd variable in table, pt(bb)
+name: Table 13
+
+---
+data_file: Table14.yaml
+description: |
+  Normalized differential tt cross section (from dilepton channel) as a function of the invariant mass m(bb) of the system consisting of the two selected b-jets. The results are presented at particle level in the fiducial phase space. The statistical and systematic uncertainties are added in quadrature to yield the total uncertainty.
+keywords:
+- name: reactions
+  values: [P P --> TOP TOPBAR X]
+- name: observables
+  values: [DSIG/DETARAP]
+- name: phrases
+  values: [Inclusive, Top, Single Differential Cross Section, Proton-Proton Scattering]
+- name: cmenergies
+  values: [8000.0]
+location: Data from Page 40 of preprint, table A.5, 4th variable in table, m(bb)
+name: Table 14
+
+---
+data_file: Table15.yaml
+description: |
+  Normalized differential tt cross section (from l+jets channel) as a function of the transverse momentum pt(top) of the top quark or antiquark. The horizontally-corrected bin centres according to the MADGRAPH+PYTHIA6 prediction are also provided. The results are presented at parton level in the full phase space. The statistical and systematic uncertainties are added in quadrature to yield the total uncertainty.
+keywords:
+- name: reactions
+  values: [P P --> TOP TOPBAR X]
+- name: observables
+  values: [DSIG/DPT]
+- name: phrases
+  values: [Inclusive, Top, Single Differential Cross Section, Transverse Momentum
+      Dependence, Proton-Proton Scattering]
+- name: cmenergies
+  values: [8000.0]
+location: Data from Page 41 of preprint, table A.6, 1st variable in table, pt(top)
+name: Table 15
+
+---
+data_file: Table16.yaml
+description: |
+  Statistical covariance matrix for the normalized differential tt cross section (from l+jets channel) as a function of the transverse momentum pt(top) of the top quark or antiquark.
+keywords:
+- name: reactions
+  values: [P P --> TOP TOPBAR X]
+- name: observables
+  values: [DSIG/DPT]
+- name: phrases
+  values: [Inclusive, Top, Transverse Momentum Dependence, Proton-Proton Scattering]
+- name: cmenergies
+  values: [8000.0]
+location: Data from Additional table (stat. cov.mat for pt(top))
+name: Table 16
+
+---
+data_file: Table17.yaml
+description: |
+  Breakdown of systematic uncertainties per bin for the normalized differential tt cross section (from l+jets channel) as a function of the transverse momentum pt(top) of the top quark or antiquark.
+keywords:
+- name: reactions
+  values: [P P --> TOP TOPBAR X]
+- name: observables
+  values: [DSIG/DPT]
+- name: phrases
+  values: [Inclusive, Top, Transverse Momentum Dependence, Proton-Proton Scattering]
+- name: cmenergies
+  values: [8000.0]
+location: Data from Additional table (breakdown of systematics)
+name: Table 17
+
+---
+data_file: Table18.yaml
+description: |
+  Normalized differential tt cross section (from l+jets channel) as a function of the transverse momentum pt*(top) of the top quark or antiquark in the ttbar rest frame. The horizontally-corrected bin centres according to the MADGRAPH+PYTHIA6 prediction are also provided. The results are presented at parton level in the full phase space. The statistical and systematic uncertainties are added in quadrature to yield the total uncertainty.
+keywords:
+- name: reactions
+  values: [P P --> TOP TOPBAR X]
+- name: observables
+  values: [DSIG/DPT]
+- name: phrases
+  values: [Inclusive, Top, Single Differential Cross Section, Transverse Momentum
+      Dependence, Proton-Proton Scattering]
+- name: cmenergies
+  values: [8000.0]
+location: Data from Page 41 of preprint, table A.6, 2nd variable in table, pt*(top)
+name: Table 18
+
+---
+data_file: Table19.yaml
+description: |
+  Statistical covariance matrix for the normalized differential tt cross section (from l+jets channel) as a function of the transverse momentum pt(top) of the top quark or antiquark in the ttbar rest frame.
+keywords:
+- name: reactions
+  values: [P P --> TOP TOPBAR X]
+- name: observables
+  values: [DSIG/DPT]
+- name: phrases
+  values: [Inclusive, Top, Transverse Momentum Dependence, Proton-Proton Scattering]
+- name: cmenergies
+  values: [8000.0]
+location: Data from Additional table (stat. cov.mat for pt*(top))
+name: Table 19
+
+---
+data_file: Table20.yaml
+description: |
+  Breakdown of systematic uncertainties per bin for the normalized differential tt cross section (from l+jets channel) as a function of the transverse momentum pt(top) of the top quark or antiquark in the ttbar rest frame.
+keywords:
+- name: reactions
+  values: [P P --> TOP TOPBAR X]
+- name: observables
+  values: [DSIG/DPT]
+- name: phrases
+  values: [Inclusive, Top, Transverse Momentum Dependence, Proton-Proton Scattering]
+- name: cmenergies
+  values: [8000.0]
+location: Data from Additional table (breakdown of systematics)
+name: Table 20
+
+---
+data_file: Table21.yaml
+description: |
+  Normalized differential tt cross section (from l+jets channel) as a function of the rapidity y of the top quark or antiquark. The horizontally-corrected bin centres according to the MADGRAPH+PYTHIA6 prediction are also provided. The results are presented at parton level in the full phase space. The statistical and systematic uncertainties are added in quadrature to yield the total uncertainty.
+keywords:
+- name: reactions
+  values: [P P --> TOP TOPBAR X]
+- name: observables
+  values: [DSIG/DYRAP]
+- name: phrases
+  values: [Inclusive, Top, Single Differential Cross Section, Rapidity Dependence,
+    Proton-Proton Scattering]
+- name: cmenergies
+  values: [8000.0]
+location: Data from Page 42 of preprint, table A.7, 1st variable in table, y(top)
+name: Table 21
+
+---
+data_file: Table22.yaml
+description: |
+  Statistical covariance matrix for the normalized differential tt cross section (from l+jets channel) as a function of the rapidity y of the top quark or antiquark.
+keywords:
+- name: reactions
+  values: [P P --> TOP TOPBAR X]
+- name: observables
+  values: [DSIG/DYRAP]
+- name: phrases
+  values: [Inclusive, Top, Rapidity Dependence, Proton-Proton Scattering]
+- name: cmenergies
+  values: [8000.0]
+location: Data from Additional table (stat. cov.mat for y(top))
+name: Table 22
+
+---
+data_file: Table23.yaml
+description: |
+  Breakdown of systematic uncertainties per bin for the normalized differential tt cross section (from l+jets channel) as a function of the rapidity y of the top quark or antiquark.
+keywords:
+- name: reactions
+  values: [P P --> TOP TOPBAR X]
+- name: observables
+  values: [DSIG/DYRAP]
+- name: phrases
+  values: [Inclusive, Top, Rapidity Dependence, Proton-Proton Scattering]
+- name: cmenergies
+  values: [8000.0]
+location: Data from Additional table (breakdown of systematics)
+name: Table 23
+
+---
+data_file: Table24.yaml
+description: |
+  Normalized differential tt cross section (from l+jets channel) as a function of the azimuthal opening angle between the top quark and antiquark. The horizontally-corrected bin centres according to the MADGRAPH+PYTHIA6 prediction are also provided. The results are presented at parton level in the full phase space. The statistical and systematic uncertainties are added in quadrature to yield the total uncertainty.
+keywords:
+- name: reactions
+  values: [P P --> TOP TOPBAR X]
+- name: observables
+  values: [DSIG/DPHI]
+- name: phrases
+  values: [Inclusive, Top, Single Differential Cross Section, Proton-Proton Scattering]
+- name: cmenergies
+  values: [8000.0]
+location: Data from Page 42 of preprint, table A.7, 2nd variable in table, deltaphi(t,tbar)
+name: Table 24
+
+---
+data_file: Table25.yaml
+description: |
+  Statistical covariance matrix for the normalized differential tt cross section (from l+jets channel) as a function of the azimuthal opening angle between the top quark and antiquark.
+keywords:
+- name: reactions
+  values: [P P --> TOP TOPBAR X]
+- name: observables
+  values: [DSIG/DPHI]
+- name: phrases
+  values: [Inclusive, Top, Proton-Proton Scattering]
+- name: cmenergies
+  values: [8000.0]
+location: Data from Additional table (stat. cov.mat for deltaphi(t,tbar))
+name: Table 25
+
+---
+data_file: Table26.yaml
+description: |
+  Breakdown of systematic uncertainties per bin for the normalized differential tt cross section (from l+jets channel) as a function of the azimuthal opening angle between the top quark and antiquark.
+keywords:
+- name: reactions
+  values: [P P --> TOP TOPBAR X]
+- name: observables
+  values: [DSIG/DPHI]
+- name: phrases
+  values: [Inclusive, Top, Proton-Proton Scattering]
+- name: cmenergies
+  values: [8000.0]
+location: Data from Additional table (breakdown of systematics)
+name: Table 26
+
+---
+data_file: Table27.yaml
+description: |
+  Normalized differential tt cross section in the l+jets channels as a function of the transverse momentum of the leading (pt1) top quark or antiquark. The horizontally-corrected bin centres according to the MADGRAPH+PYTHIA6 prediction are also provided. The results are presented at parton level in the full phase space. The statistical and systematic uncertainties are added in quadrature to yield the total uncertainty.
+keywords:
+- name: reactions
+  values: [P P --> TOP TOPBAR X]
+- name: observables
+  values: [DSIG/DPT]
+- name: phrases
+  values: [Inclusive, Top, Single Differential Cross Section, Transverse Momentum
+      Dependence, Proton-Proton Scattering]
+- name: cmenergies
+  values: [8000.0]
+location: Data from Page 43 of preprint, table A.8, 1st variable in table, pt(t1)
+name: Table 27
+
+---
+data_file: Table28.yaml
+description: |
+  Statistical covariance matrix for the normalized differential tt cross section in the l+jets channels as a function of the transverse momentum of the leading (pt1) top quark or antiquark.
+keywords:
+- name: reactions
+  values: [P P --> TOP TOPBAR X]
+- name: observables
+  values: [DSIG/DPT]
+- name: phrases
+  values: [Inclusive, Top, Transverse Momentum Dependence, Proton-Proton Scattering]
+- name: cmenergies
+  values: [8000.0]
+location: Data from Additional table (stat. cov.mat for pt(t1))
+name: Table 28
+
+---
+data_file: Table29.yaml
+description: |
+  Breakdown of systematic uncertainties per bin for the normalized differential tt cross section in the l+jets channels as a function of the transverse momentum of the leading (pt1) top quark or antiquark.
+keywords:
+- name: reactions
+  values: [P P --> TOP TOPBAR X]
+- name: observables
+  values: [DSIG/DPT]
+- name: phrases
+  values: [Inclusive, Top, Transverse Momentum Dependence, Proton-Proton Scattering]
+- name: cmenergies
+  values: [8000.0]
+location: Data from Additional table (breakdown of systematics)
+name: Table 29
+
+---
+data_file: Table30.yaml
+description: |
+  Normalized differential tt cross section in the l+jets channels as a function of the transverse momentum of the trailing (pt2) top quark or antiquark. The horizontally-corrected bin centres according to the MADGRAPH+PYTHIA6 prediction are also provided. The results are presented at parton level in the full phase space. The statistical and systematic uncertainties are added in quadrature to yield the total uncertainty.
+keywords:
+- name: reactions
+  values: [P P --> TOP TOPBAR X]
+- name: observables
+  values: [DSIG/DPT]
+- name: phrases
+  values: [Inclusive, Top, Single Differential Cross Section, Transverse Momentum
+      Dependence, Proton-Proton Scattering]
+- name: cmenergies
+  values: [8000.0]
+location: Data from Page 43 of preprint, table A.8, 2nd variable in table, pt(t2)
+name: Table 30
+
+---
+data_file: Table31.yaml
+description: |
+  Statistical covariance matrix for the normalized differential tt cross section in the l+jets channels as a function of the transverse momentum of the trailing (pt2) top quark or antiquark.
+keywords:
+- name: reactions
+  values: [P P --> TOP TOPBAR X]
+- name: observables
+  values: [DSIG/DPT]
+- name: phrases
+  values: [Inclusive, Top, Transverse Momentum Dependence, Proton-Proton Scattering]
+- name: cmenergies
+  values: [8000.0]
+location: Data from Additional table (stat. cov.mat for pt(t2))
+name: Table 31
+
+---
+data_file: Table32.yaml
+description: |
+  Breakdown of systematic uncertainties per bin for the normalized differential tt cross section in the l+jets channels as a function of the transverse momentum of the trailing (pt2) top quark or antiquark.
+keywords:
+- name: reactions
+  values: [P P --> TOP TOPBAR X]
+- name: observables
+  values: [DSIG/DPT]
+- name: phrases
+  values: [Inclusive, Top, Transverse Momentum Dependence, Proton-Proton Scattering]
+- name: cmenergies
+  values: [8000.0]
+location: Data from Additional table (breakdown of systematics)
+name: Table 32
+
+---
+data_file: Table33.yaml
+description: |
+  Normalized differential tt cross section (from l+jets channel) as a function of the transverse momentum ptt of the top quark pair. The horizontally-corrected bin centres according to the MADGRAPH+PYTHIA6 prediction are also provided. The results are presented at parton level in the full phase space. The statistical and systematic uncertainties are added in quadrature to yield the total uncertainty.
+keywords:
+- name: reactions
+  values: [P P --> TOP TOPBAR X]
+- name: observables
+  values: [DSIG/DPT]
+- name: phrases
+  values: [Inclusive, Top, Single Differential Cross Section, Transverse Momentum
+      Dependence, Proton-Proton Scattering]
+- name: cmenergies
+  values: [8000.0]
+location: Data from Page 44 of preprint, table A.9, 1st variable in table, pt(ttbar)
+name: Table 33
+
+---
+data_file: Table34.yaml
+description: |
+  Statistical covariance matrix for the normalized differential tt cross section (from l+jets channel) as a function of the transverse momentum ptt of the top quark pair.
+keywords:
+- name: reactions
+  values: [P P --> TOP TOPBAR X]
+- name: observables
+  values: [DSIG/DPT]
+- name: phrases
+  values: [Inclusive, Top, Transverse Momentum Dependence, Proton-Proton Scattering]
+- name: cmenergies
+  values: [8000.0]
+location: Data from Additional table (stat. cov.mat for pt(ttbar))
+name: Table 34
+
+---
+data_file: Table35.yaml
+description: |
+  Breakdown of systematic uncertainties per bin for the normalized differential tt cross section (from l+jets channel) as a function of the transverse momentum ptt of the top quark pair.
+keywords:
+- name: reactions
+  values: [P P --> TOP TOPBAR X]
+- name: observables
+  values: [DSIG/DPT]
+- name: phrases
+  values: [Inclusive, Top, Transverse Momentum Dependence, Proton-Proton Scattering]
+- name: cmenergies
+  values: [8000.0]
+location: Data from Additional table (breakdown of systematics)
+name: Table 35
+
+---
+data_file: Table36.yaml
+description: |
+  Normalized differential tt cross section (from l+jets channel) as a function of the rapidity y_tt of the top quark pair. The horizontally-corrected bin centres according to the MADGRAPH+PYTHIA6 prediction are also provided. The results are presented at parton level in the full phase space. The statistical and systematic uncertainties are added in quadrature to yield the total uncertainty.
+keywords:
+- name: reactions
+  values: [P P --> TOP TOPBAR X]
+- name: observables
+  values: [DSIG/DYRAP]
+- name: phrases
+  values: [Inclusive, Top, Single Differential Cross Section, Rapidity Dependence,
+    Proton-Proton Scattering]
+- name: cmenergies
+  values: [8000.0]
+location: Data from Page 44 of preprint, table A.9, 2nd variable in table, y(ttbar)
+name: Table 36
+
+---
+data_file: Table37.yaml
+description: |
+  Statistical covariance matrix for the normalized differential tt cross section (from l+jets channel) as a function of the rapidity y_tt of the top quark pair.
+keywords:
+- name: reactions
+  values: [P P --> TOP TOPBAR X]
+- name: observables
+  values: [DSIG/DYRAP]
+- name: phrases
+  values: [Inclusive, Top, Rapidity Dependence, Proton-Proton Scattering]
+- name: cmenergies
+  values: [8000.0]
+location: Data from Additional table (stat. cov.mat for y(ttbar))
+name: Table 37
+
+---
+data_file: Table38.yaml
+description: |
+  Breakdown of systematic uncertainties per bin for the normalized differential tt cross section (from l+jets channel) as a function of the rapidity y_tt of the top quark pair.
+keywords:
+- name: reactions
+  values: [P P --> TOP TOPBAR X]
+- name: observables
+  values: [DSIG/DYRAP]
+- name: phrases
+  values: [Inclusive, Top, Rapidity Dependence, Proton-Proton Scattering]
+- name: cmenergies
+  values: [8000.0]
+location: Data from Additional table (breakdown of systematics)
+name: Table 38
+
+---
+data_file: Table39.yaml
+description: |
+  Normalized differential tt cross section (from l+jets channel) as a function of the invariant mass m_tt of the top quark pair. The horizontally-corrected bin centres according to the MADGRAPH+PYTHIA6 prediction are also provided. The results are presented at parton level in the full phase space. The statistical and systematic uncertainties are added in quadrature to yield the total uncertainty.
+keywords:
+- name: reactions
+  values: [P P --> TOP TOPBAR X]
+- name: observables
+  values: [DSIG/DM]
+- name: phrases
+  values: [Inclusive, Top, Single Differential Cross Section, Proton-Proton Scattering]
+- name: cmenergies
+  values: [8000.0]
+location: Data from Page 44 of preprint, table A.9, 3rd variable in table, m(ttbar)
+name: Table 39
+
+---
+data_file: Table40.yaml
+description: |
+  Statistical covariance matrix for the normalized differential tt cross section (from l+jets channel) as a function of the invariant mass m_tt of the top quark pair.
+keywords:
+- name: reactions
+  values: [P P --> TOP TOPBAR X]
+- name: observables
+  values: [DSIG/DM]
+- name: phrases
+  values: [Inclusive, Top, Proton-Proton Scattering]
+- name: cmenergies
+  values: [8000.0]
+location: Data from Additional table (stat. cov.mat for m(ttbar))
+name: Table 40
+
+---
+data_file: Table41.yaml
+description: |
+  Breakdown of systematic uncertainties per bin for the normalized differential tt cross section (from l+jets channel) as a function of the invariant mass m_tt of the top quark pair.
+keywords:
+- name: reactions
+  values: [P P --> TOP TOPBAR X]
+- name: observables
+  values: [DSIG/DM]
+- name: phrases
+  values: [Inclusive, Top, Proton-Proton Scattering]
+- name: cmenergies
+  values: [8000.0]
+location: Data from Additional table (breakdown of systematics)
+name: Table 41
+
+---
+data_file: Table42.yaml
+description: |
+  Normalized differential tt cross section (from dilepton channel) as a function of the transverse momentum pt(top) of the top quark or antiquark. The horizontally-corrected bin centres according to the MADGRAPH+PYTHIA6 prediction are also provided. The results are presented at parton level in the full phase space. The statistical and systematic uncertainties are added in quadrature to yield the total uncertainty.
+keywords:
+- name: reactions
+  values: [P P --> TOP TOPBAR X]
+- name: observables
+  values: [DSIG/DPT]
+- name: phrases
+  values: [Inclusive, Top, Single Differential Cross Section, Transverse Momentum
+      Dependence, Proton-Proton Scattering]
+- name: cmenergies
+  values: [8000.0]
+location: Data from Page 45 of preprint, table A.10, 1st variable in table, pt(top)
+name: Table 42
+
+---
+data_file: Table43.yaml
+description: |
+  Normalized differential tt cross section (from dilepton channel) as a function of the transverse momentum pt*(top) of the top quark or antiquark in the ttbar rest frame. The horizontally-corrected bin centres according to the MADGRAPH+PYTHIA6 prediction are also provided. The results are presented at parton level in the full phase space. The statistical and systematic uncertainties are added in quadrature to yield the total uncertainty.
+keywords:
+- name: reactions
+  values: [P P --> TOP TOPBAR X]
+- name: observables
+  values: [DSIG/DPT]
+- name: phrases
+  values: [Inclusive, Top, Single Differential Cross Section, Transverse Momentum
+      Dependence, Proton-Proton Scattering]
+- name: cmenergies
+  values: [8000.0]
+location: Data from Page 45 of preprint, table A.10, 2nd variable in table, pt*(top)
+name: Table 43
+
+---
+data_file: Table44.yaml
+description: |
+  Normalized differential tt cross section (from dilepton channel) as a function of the rapidity y of the top quark or antiquark. The horizontally-corrected bin centres according to the MADGRAPH+PYTHIA6 prediction are also provided. The results are presented at parton level in the full phase space. The statistical and systematic uncertainties are added in quadrature to yield the total uncertainty.
+keywords:
+- name: reactions
+  values: [P P --> TOP TOPBAR X]
+- name: observables
+  values: [DSIG/DYRAP]
+- name: phrases
+  values: [Inclusive, Top, Single Differential Cross Section, Rapidity Dependence,
+    Proton-Proton Scattering]
+- name: cmenergies
+  values: [8000.0]
+location: Data from Page 45 of preprint, table A.10, 3rd variable in table, y(top)
+name: Table 44
+
+---
+data_file: Table45.yaml
+description: |
+  Normalized differential tt cross section (from dilepton channel) as a function of the azimuthal opening angle between the top quark and antiquark. The horizontally-corrected bin centres according to the MADGRAPH+PYTHIA6 prediction are also provided. The results are presented at parton level in the full phase space. The statistical and systematic uncertainties are added in quadrature to yield the total uncertainty.
+keywords:
+- name: reactions
+  values: [P P --> TOP TOPBAR X]
+- name: observables
+  values: [DSIG/DPHI]
+- name: phrases
+  values: [Inclusive, Top, Single Differential Cross Section, Proton-Proton Scattering]
+- name: cmenergies
+  values: [8000.0]
+location: Data from Page 45 of preprint, table A.10, 4th variable in table, deltaphi(t,tbar)
+name: Table 45
+
+---
+data_file: Table46.yaml
+description: |
+  Normalized differential tt cross section in the dilepton channels as a function of the transverse momentum of the leading (pt1) top quark or antiquark. The horizontally-corrected bin centres according to the MADGRAPH+PYTHIA6 prediction are also provided. The results are presented at parton level in the full phase space. The statistical and systematic uncertainties are added in quadrature to yield the total uncertainty.
+keywords:
+- name: reactions
+  values: [P P --> TOP TOPBAR X]
+- name: observables
+  values: [DSIG/DPT]
+- name: phrases
+  values: [Inclusive, Top, Single Differential Cross Section, Transverse Momentum
+      Dependence, Proton-Proton Scattering]
+- name: cmenergies
+  values: [8000.0]
+location: Data from Page 46 of preprint, table A.11, 1st variable in table, pt(t1)
+name: Table 46
+
+---
+data_file: Table47.yaml
+description: |
+  Normalized differential tt cross section in the dilepton channels as a function of the transverse momentum of the trailing (pt2) top quark or antiquark. The horizontally-corrected bin centres according to the MADGRAPH+PYTHIA6 prediction are also provided. The results are presented at parton level in the full phase space. The statistical and systematic uncertainties are added in quadrature to yield the total uncertainty.
+keywords:
+- name: reactions
+  values: [P P --> TOP TOPBAR X]
+- name: observables
+  values: [DSIG/DPT]
+- name: phrases
+  values: [Inclusive, Top, Single Differential Cross Section, Transverse Momentum
+      Dependence, Proton-Proton Scattering]
+- name: cmenergies
+  values: [8000.0]
+location: Data from Page 46 of preprint, table A.11, 2nd variable in table, pt(t2)
+name: Table 47
+
+---
+data_file: Table48.yaml
+description: |
+  Normalized differential tt cross section (from dilepton channel) as a function of the transverse momentum ptt of the top quark pair. The horizontally-corrected bin centres according to the MADGRAPH+PYTHIA6 prediction are also provided. The results are presented at parton level in the full phase space. The statistical and systematic uncertainties are added in quadrature to yield the total uncertainty.
+keywords:
+- name: reactions
+  values: [P P --> TOP TOPBAR X]
+- name: observables
+  values: [DSIG/DPT]
+- name: phrases
+  values: [Inclusive, Top, Single Differential Cross Section, Transverse Momentum
+      Dependence, Proton-Proton Scattering]
+- name: cmenergies
+  values: [8000.0]
+location: Data from Page 47 of preprint, table A.12, 1st variable in table, pt(ttbar)
+name: Table 48
+
+---
+data_file: Table49.yaml
+description: |
+  Normalized differential tt cross section (from dilepton channel) as a function of the rapidity y_tt of the top quark pair. The horizontally-corrected bin centres according to the MADGRAPH+PYTHIA6 prediction are also provided. The results are presented at parton level in the full phase space. The statistical and systematic uncertainties are added in quadrature to yield the total uncertainty.
+keywords:
+- name: reactions
+  values: [P P --> TOP TOPBAR X]
+- name: observables
+  values: [DSIG/DYRAP]
+- name: phrases
+  values: [Inclusive, Top, Single Differential Cross Section, Rapidity Dependence,
+    Proton-Proton Scattering]
+- name: cmenergies
+  values: [8000.0]
+location: Data from Page 47 of preprint, table A.12, 2nd variable in table, y(ttbar)
+name: Table 49
+
+---
+data_file: Table50.yaml
+description: |
+  Normalized differential tt cross section (from dilepton channel) as a function of the invariant mass m_tt of the top quark pair. The horizontally-corrected bin centres according to the MADGRAPH+PYTHIA6 prediction are also provided. The results are presented at parton level in the full phase space. The statistical and systematic uncertainties are added in quadrature to yield the total uncertainty.
+keywords:
+- name: reactions
+  values: [P P --> TOP TOPBAR X]
+- name: observables
+  values: [DSIG/DM]
+- name: phrases
+  values: [Inclusive, Top, Single Differential Cross Section, Proton-Proton Scattering]
+- name: cmenergies
+  values: [8000.0]
+location: Data from Page 47 of preprint, table A.12, 3rd variable in table, m(ttbar)
+name: Table 50
+

From 047f46999a0eaa780931e5681694375569af5121 Mon Sep 17 00:00:00 2001
From: t7phy <t7phy.in@gmail.com>
Date: Mon, 27 Feb 2023 23:34:01 +0100
Subject: [PATCH 07/17] dataset implemented

---
 .../ATLAS_ttBar_8TeV/data_dSig_dmttBar.yaml   |   8 +
 .../ATLAS_ttBar_8TeV/data_dSig_dpTt.yaml      |   9 +
 .../ATLAS_ttBar_8TeV/data_dSig_dyt.yaml       |  11 +
 .../ATLAS_ttBar_8TeV/data_dSig_dyttBar.yaml   |  11 +
 buildmaster/ATLAS_ttBar_8TeV/filter.py        | 241 ++++++++++++++++++
 .../kinematics_dSig_dmttBar.yaml              |  57 +++++
 .../kinematics_dSig_dpTt.yaml                 |  65 +++++
 .../ATLAS_ttBar_8TeV/kinematics_dSig_dyt.yaml |  81 ++++++
 .../kinematics_dSig_dyttBar.yaml              |  81 ++++++
 buildmaster/ATLAS_ttBar_8TeV/metadata.yaml    |  93 ++++++-
 .../uncertainties_dSig_dmttBar.yaml           | 101 ++++++++
 .../uncertainties_dSig_dpTt.yaml              | 122 +++++++++
 .../uncertainties_dSig_dyt.yaml               | 170 ++++++++++++
 .../uncertainties_dSig_dyttBar.yaml           | 170 ++++++++++++
 14 files changed, 1213 insertions(+), 7 deletions(-)
 create mode 100644 buildmaster/ATLAS_ttBar_8TeV/data_dSig_dmttBar.yaml
 create mode 100644 buildmaster/ATLAS_ttBar_8TeV/data_dSig_dpTt.yaml
 create mode 100644 buildmaster/ATLAS_ttBar_8TeV/data_dSig_dyt.yaml
 create mode 100644 buildmaster/ATLAS_ttBar_8TeV/data_dSig_dyttBar.yaml
 create mode 100644 buildmaster/ATLAS_ttBar_8TeV/kinematics_dSig_dmttBar.yaml
 create mode 100644 buildmaster/ATLAS_ttBar_8TeV/kinematics_dSig_dpTt.yaml
 create mode 100644 buildmaster/ATLAS_ttBar_8TeV/kinematics_dSig_dyt.yaml
 create mode 100644 buildmaster/ATLAS_ttBar_8TeV/kinematics_dSig_dyttBar.yaml
 create mode 100644 buildmaster/ATLAS_ttBar_8TeV/uncertainties_dSig_dmttBar.yaml
 create mode 100644 buildmaster/ATLAS_ttBar_8TeV/uncertainties_dSig_dpTt.yaml
 create mode 100644 buildmaster/ATLAS_ttBar_8TeV/uncertainties_dSig_dyt.yaml
 create mode 100644 buildmaster/ATLAS_ttBar_8TeV/uncertainties_dSig_dyttBar.yaml

diff --git a/buildmaster/ATLAS_ttBar_8TeV/data_dSig_dmttBar.yaml b/buildmaster/ATLAS_ttBar_8TeV/data_dSig_dmttBar.yaml
new file mode 100644
index 0000000000..163cdecc0b
--- /dev/null
+++ b/buildmaster/ATLAS_ttBar_8TeV/data_dSig_dmttBar.yaml
@@ -0,0 +1,8 @@
+data_central:
+- 0.00469
+- 0.0043
+- 0.00267
+- 0.00117
+- 0.000466
+- 0.000114
+- 1.1e-05
diff --git a/buildmaster/ATLAS_ttBar_8TeV/data_dSig_dpTt.yaml b/buildmaster/ATLAS_ttBar_8TeV/data_dSig_dpTt.yaml
new file mode 100644
index 0000000000..87dd496247
--- /dev/null
+++ b/buildmaster/ATLAS_ttBar_8TeV/data_dSig_dpTt.yaml
@@ -0,0 +1,9 @@
+data_central:
+- 0.00414
+- 0.00669
+- 0.00496
+- 0.00266
+- 0.00106
+- 0.000399
+- 0.00013
+- 3.7e-05
diff --git a/buildmaster/ATLAS_ttBar_8TeV/data_dSig_dyt.yaml b/buildmaster/ATLAS_ttBar_8TeV/data_dSig_dyt.yaml
new file mode 100644
index 0000000000..335eb902e3
--- /dev/null
+++ b/buildmaster/ATLAS_ttBar_8TeV/data_dSig_dyt.yaml
@@ -0,0 +1,11 @@
+data_central:
+- 0.0736
+- 0.175
+- 0.261
+- 0.3
+- 0.333
+- 0.331
+- 0.3
+- 0.247
+- 0.188
+- 0.0777
diff --git a/buildmaster/ATLAS_ttBar_8TeV/data_dSig_dyttBar.yaml b/buildmaster/ATLAS_ttBar_8TeV/data_dSig_dyttBar.yaml
new file mode 100644
index 0000000000..db76501bc9
--- /dev/null
+++ b/buildmaster/ATLAS_ttBar_8TeV/data_dSig_dyttBar.yaml
@@ -0,0 +1,11 @@
+data_central:
+- 0.0607
+- 0.22
+- 0.327
+- 0.373
+- 0.427
+- 0.413
+- 0.374
+- 0.317
+- 0.23
+- 0.0641
diff --git a/buildmaster/ATLAS_ttBar_8TeV/filter.py b/buildmaster/ATLAS_ttBar_8TeV/filter.py
index e69de29bb2..5a5b5d909b 100644
--- a/buildmaster/ATLAS_ttBar_8TeV/filter.py
+++ b/buildmaster/ATLAS_ttBar_8TeV/filter.py
@@ -0,0 +1,241 @@
+# implemented by Tanishq Sharma
+
+import yaml
+from utils import covMat_to_artUnc as cta
+
+def processData():
+    with open('metadata.yaml', 'r') as file:
+        metadata = yaml.safe_load(file)
+
+    ndata_dSig_dpTt = metadata['implemented_observables'][0]['ndata']
+    ndata_dSig_dyt = metadata['implemented_observables'][1]['ndata']
+    ndata_dSig_dyttBar = metadata['implemented_observables'][2]['ndata']
+    ndata_dSig_dmttBar = metadata['implemented_observables'][3]['ndata']
+
+    data_central_dSig_dpTt = []
+    kin_dSig_dpTt = []
+    error_dSig_dpTt = []
+    data_central_dSig_dyt = []
+    kin_dSig_dyt = []
+    error_dSig_dyt = []
+    data_central_dSig_dyttBar = []
+    kin_dSig_dyttBar = []
+    error_dSig_dyttBar = []
+    data_central_dSig_dmttBar = []
+    kin_dSig_dmttBar = []
+    error_dSig_dmttBar = []
+
+    covMatArray_dSig_dpTt = []
+    covMatArray_dSig_dyt = []
+    covMatArray_dSig_dyttBar = []
+    covMatArray_dSig_dmttBar = []
+
+# dSig_dpTt data
+
+    hepdata_tables="rawdata/Table15.yaml"
+    with open(hepdata_tables, 'r') as file:
+        input = yaml.safe_load(file)
+
+    covariance_matrix="rawdata/Table16.yaml"
+    with open(covariance_matrix, 'r') as file2:
+        input2 = yaml.safe_load(file2)
+
+    for i in range(ndata_dSig_dpTt*ndata_dSig_dpTt):
+        covMatEl = input2['dependent_variables'][0]['values'][i]['value']
+        covMatArray_dSig_dpTt.append(covMatEl)
+    artUncMat_dSig_dpTt = cta(ndata_dSig_dpTt, covMatArray_dSig_dpTt)
+
+    sqrt_s = float(input['dependent_variables'][0]['qualifiers'][2]['value'])
+    values = input['dependent_variables'][0]['values']
+
+    for i in range(len(values)):
+        pT_t_min = input['independent_variables'][0]['values'][i]['low']
+        pT_t_mid = input['independent_variables'][1]['values'][i]['value']
+        pT_t_max = input['independent_variables'][0]['values'][i]['high']
+        error_value = {}
+        error_value['stat'] = 0
+        error_value['sys'] = values[i]['errors'][1]['symerror']
+        for j in range(ndata_dSig_dpTt):
+            error_value['ArtUnc_'+str(j+1)] = float(artUncMat_dSig_dpTt[i][j])
+        data_central_value = values[i]['value']
+        kin_value = {'sqrt_s': {'min': None, 'mid': sqrt_s, 'max': None}, 'pT_t': {'min': pT_t_min, 'mid': pT_t_mid, 'max': pT_t_max}}
+        data_central_dSig_dpTt.append(data_central_value)
+        kin_dSig_dpTt.append(kin_value)
+        error_dSig_dpTt.append(error_value)
+
+    error_definition_dSig_dpTt = {}
+    error_definition_dSig_dpTt['stat'] = {'description': 'total statistical uncertainty', 'treatment': 'ADD', 'type': 'UNCORR'}
+    error_definition_dSig_dpTt['sys'] = {'description': 'total systematic uncertainty', 'treatment': 'MULT', 'type': 'CORR'}
+    for i in range(ndata_dSig_dpTt):
+        error_definition_dSig_dpTt['ArtUnc_'+str(i+1)] = {'definition': 'artificial uncertainty '+str(i+1), 'treatment': 'ADD', 'type': 'CORR'}
+
+    data_central_dSig_dpTt_yaml = {'data_central': data_central_dSig_dpTt}
+    kinematics_dSig_dpTt_yaml = {'bins': kin_dSig_dpTt}
+    uncertainties_dSig_dpTt_yaml = {'definitions': error_definition_dSig_dpTt, 'bins': error_dSig_dpTt}
+
+    with open('data_dSig_dpTt.yaml', 'w') as file:
+         yaml.dump(data_central_dSig_dpTt_yaml, file, sort_keys=False)
+
+    with open('kinematics_dSig_dpTt.yaml', 'w') as file:
+         yaml.dump(kinematics_dSig_dpTt_yaml, file, sort_keys=False)
+
+    with open('uncertainties_dSig_dpTt.yaml', 'w') as file:
+        yaml.dump(uncertainties_dSig_dpTt_yaml, file, sort_keys=False)
+
+# dSig_dyt data
+
+    hepdata_tables="rawdata/Table21.yaml"
+    with open(hepdata_tables, 'r') as file:
+        input = yaml.safe_load(file)
+
+    covariance_matrix="rawdata/Table22.yaml"
+    with open(covariance_matrix, 'r') as file2:
+        input2 = yaml.safe_load(file2)
+
+    for i in range(ndata_dSig_dyt*ndata_dSig_dyt):
+        covMatEl = input2['dependent_variables'][0]['values'][i]['value']
+        covMatArray_dSig_dyt.append(covMatEl)
+    artUncMat_dSig_dyt = cta(ndata_dSig_dyt, covMatArray_dSig_dyt)
+
+    sqrt_s = float(input['dependent_variables'][0]['qualifiers'][2]['value'])
+    values = input['dependent_variables'][0]['values']
+
+    for i in range(len(values)):
+        y_t_min = input['independent_variables'][0]['values'][i]['low']
+        y_t_mid = input['independent_variables'][1]['values'][i]['value']
+        y_t_max = input['independent_variables'][0]['values'][i]['high']
+        error_value = {}
+        error_value['stat'] = 0
+        error_value['sys'] = values[i]['errors'][1]['symerror']
+        for j in range(ndata_dSig_dyt):
+            error_value['ArtUnc_'+str(j+1)] = float(artUncMat_dSig_dyt[i][j])
+        data_central_value = values[i]['value']
+        kin_value = {'sqrt_s': {'min': None, 'mid': sqrt_s, 'max': None}, 'y_t': {'min': y_t_min, 'mid': y_t_mid, 'max': y_t_max}}
+        data_central_dSig_dyt.append(data_central_value)
+        kin_dSig_dyt.append(kin_value)
+        error_dSig_dyt.append(error_value)
+
+    error_definition_dSig_dyt = {}
+    error_definition_dSig_dyt['stat'] = {'description': 'total statistical uncertainty', 'treatment': 'ADD', 'type': 'UNCORR'}
+    error_definition_dSig_dyt['sys'] = {'description': 'total systematic uncertainty', 'treatment': 'MULT', 'type': 'CORR'}
+    for i in range(ndata_dSig_dyt):
+        error_definition_dSig_dyt['ArtUnc_'+str(i+1)] = {'definition': 'artificial uncertainty '+str(i+1), 'treatment': 'ADD', 'type': 'CORR'}
+
+    data_central_dSig_dyt_yaml = {'data_central': data_central_dSig_dyt}
+    kinematics_dSig_dyt_yaml = {'bins': kin_dSig_dyt}
+    uncertainties_dSig_dyt_yaml = {'definitions': error_definition_dSig_dyt, 'bins': error_dSig_dyt}
+
+    with open('data_dSig_dyt.yaml', 'w') as file:
+         yaml.dump(data_central_dSig_dyt_yaml, file, sort_keys=False)
+
+    with open('kinematics_dSig_dyt.yaml', 'w') as file:
+         yaml.dump(kinematics_dSig_dyt_yaml, file, sort_keys=False)
+
+    with open('uncertainties_dSig_dyt.yaml', 'w') as file:
+        yaml.dump(uncertainties_dSig_dyt_yaml, file, sort_keys=False)
+
+# dSig_dyttBar data
+
+    hepdata_tables="rawdata/Table36.yaml"
+    with open(hepdata_tables, 'r') as file:
+        input = yaml.safe_load(file)
+
+    covariance_matrix="rawdata/Table37.yaml"
+    with open(covariance_matrix, 'r') as file2:
+        input2 = yaml.safe_load(file2)
+
+    for i in range(ndata_dSig_dyttBar*ndata_dSig_dyttBar):
+        covMatEl = input2['dependent_variables'][0]['values'][i]['value']
+        covMatArray_dSig_dyttBar.append(covMatEl)
+    artUncMat_dSig_dyttBar = cta(ndata_dSig_dyttBar, covMatArray_dSig_dyttBar)
+
+    sqrt_s = float(input['dependent_variables'][0]['qualifiers'][2]['value'])
+    values = input['dependent_variables'][0]['values']
+
+    for i in range(len(values)):
+        y_ttBar_min = input['independent_variables'][0]['values'][i]['low']
+        y_ttBar_mid = input['independent_variables'][1]['values'][i]['value']
+        y_ttBar_max = input['independent_variables'][0]['values'][i]['high']
+        error_value = {}
+        error_value['stat'] = 0
+        error_value['sys'] = values[i]['errors'][1]['symerror']
+        for j in range(ndata_dSig_dyttBar):
+            error_value['ArtUnc_'+str(j+1)] = float(artUncMat_dSig_dyttBar[i][j])
+        data_central_value = values[i]['value']
+        kin_value = {'sqrt_s': {'min': None, 'mid': sqrt_s, 'max': None}, 'y_ttBar': {'min': y_ttBar_min, 'mid': y_ttBar_mid, 'max': y_ttBar_max}}
+        data_central_dSig_dyttBar.append(data_central_value)
+        kin_dSig_dyttBar.append(kin_value)
+        error_dSig_dyttBar.append(error_value)
+
+    error_definition_dSig_dyttBar = {}
+    error_definition_dSig_dyttBar['stat'] = {'description': 'total statistical uncertainty', 'treatment': 'ADD', 'type': 'UNCORR'}
+    error_definition_dSig_dyttBar['sys'] = {'description': 'total systematic uncertainty', 'treatment': 'MULT', 'type': 'CORR'}
+    for i in range(ndata_dSig_dyttBar):
+        error_definition_dSig_dyttBar['ArtUnc_'+str(i+1)] = {'definition': 'artificial uncertainty '+str(i+1), 'treatment': 'ADD', 'type': 'CORR'}
+
+    data_central_dSig_dyttBar_yaml = {'data_central': data_central_dSig_dyttBar}
+    kinematics_dSig_dyttBar_yaml = {'bins': kin_dSig_dyttBar}
+    uncertainties_dSig_dyttBar_yaml = {'definitions': error_definition_dSig_dyttBar, 'bins': error_dSig_dyttBar}
+
+    with open('data_dSig_dyttBar.yaml', 'w') as file:
+         yaml.dump(data_central_dSig_dyttBar_yaml, file, sort_keys=False)
+
+    with open('kinematics_dSig_dyttBar.yaml', 'w') as file:
+         yaml.dump(kinematics_dSig_dyttBar_yaml, file, sort_keys=False)
+
+    with open('uncertainties_dSig_dyttBar.yaml', 'w') as file:
+        yaml.dump(uncertainties_dSig_dyttBar_yaml, file, sort_keys=False)
+
+# dSig_dmttBar data
+
+    hepdata_tables="rawdata/Table39.yaml"
+    with open(hepdata_tables, 'r') as file:
+        input = yaml.safe_load(file)
+
+    covariance_matrix="rawdata/Table40.yaml"
+    with open(covariance_matrix, 'r') as file2:
+        input2 = yaml.safe_load(file2)
+
+    for i in range(ndata_dSig_dmttBar*ndata_dSig_dmttBar):
+        covMatEl = input2['dependent_variables'][0]['values'][i]['value']
+        covMatArray_dSig_dmttBar.append(covMatEl)
+    artUncMat_dSig_dmttBar = cta(ndata_dSig_dmttBar, covMatArray_dSig_dmttBar)
+
+    sqrt_s = float(input['dependent_variables'][0]['qualifiers'][2]['value'])
+    values = input['dependent_variables'][0]['values']
+
+    for i in range(len(values)):
+        m_ttBar_min = input['independent_variables'][0]['values'][i]['low']
+        m_ttBar_mid = input['independent_variables'][1]['values'][i]['value']
+        m_ttBar_max = input['independent_variables'][0]['values'][i]['high']
+        error_value = {}
+        error_value['stat'] = 0
+        error_value['sys'] = values[i]['errors'][1]['symerror']
+        for j in range(ndata_dSig_dmttBar):
+            error_value['ArtUnc_'+str(j+1)] = float(artUncMat_dSig_dmttBar[i][j])
+        data_central_value = values[i]['value']
+        kin_value = {'sqrt_s': {'min': None, 'mid': sqrt_s, 'max': None}, 'm_ttBar': {'min': m_ttBar_min, 'mid': m_ttBar_mid, 'max': m_ttBar_max}}
+        data_central_dSig_dmttBar.append(data_central_value)
+        kin_dSig_dmttBar.append(kin_value)
+        error_dSig_dmttBar.append(error_value)
+
+    error_definition_dSig_dmttBar = {}
+    error_definition_dSig_dmttBar['stat'] = {'description': 'total statistical uncertainty', 'treatment': 'ADD', 'type': 'UNCORR'}
+    error_definition_dSig_dmttBar['sys'] = {'description': 'total systematic uncertainty', 'treatment': 'MULT', 'type': 'CORR'}
+    for i in range(ndata_dSig_dmttBar):
+        error_definition_dSig_dmttBar['ArtUnc_'+str(i+1)] = {'definition': 'artificial uncertainty '+str(i+1), 'treatment': 'ADD', 'type': 'CORR'}
+
+    data_central_dSig_dmttBar_yaml = {'data_central': data_central_dSig_dmttBar}
+    kinematics_dSig_dmttBar_yaml = {'bins': kin_dSig_dmttBar}
+    uncertainties_dSig_dmttBar_yaml = {'definitions': error_definition_dSig_dmttBar, 'bins': error_dSig_dmttBar}
+
+    with open('data_dSig_dmttBar.yaml', 'w') as file:
+         yaml.dump(data_central_dSig_dmttBar_yaml, file, sort_keys=False)
+
+    with open('kinematics_dSig_dmttBar.yaml', 'w') as file:
+         yaml.dump(kinematics_dSig_dmttBar_yaml, file, sort_keys=False)
+
+    with open('uncertainties_dSig_dmttBar.yaml', 'w') as file:
+        yaml.dump(uncertainties_dSig_dmttBar_yaml, file, sort_keys=False)
+
+processData()
diff --git a/buildmaster/ATLAS_ttBar_8TeV/kinematics_dSig_dmttBar.yaml b/buildmaster/ATLAS_ttBar_8TeV/kinematics_dSig_dmttBar.yaml
new file mode 100644
index 0000000000..0080086b15
--- /dev/null
+++ b/buildmaster/ATLAS_ttBar_8TeV/kinematics_dSig_dmttBar.yaml
@@ -0,0 +1,57 @@
+bins:
+- sqrt_s:
+    min: null
+    mid: 8000.0
+    max: null
+  m_ttBar:
+    min: 345.0
+    mid: 362.5
+    max: 400.0
+- sqrt_s:
+    min: null
+    mid: 8000.0
+    max: null
+  m_ttBar:
+    min: 400.0
+    mid: 435.5
+    max: 470.0
+- sqrt_s:
+    min: null
+    mid: 8000.0
+    max: null
+  m_ttBar:
+    min: 470.0
+    mid: 508.5
+    max: 550.0
+- sqrt_s:
+    min: null
+    mid: 8000.0
+    max: null
+  m_ttBar:
+    min: 550.0
+    mid: 595.5
+    max: 650.0
+- sqrt_s:
+    min: null
+    mid: 8000.0
+    max: null
+  m_ttBar:
+    min: 650.0
+    mid: 717.5
+    max: 800.0
+- sqrt_s:
+    min: null
+    mid: 8000.0
+    max: null
+  m_ttBar:
+    min: 800.0
+    mid: 927.5
+    max: 1100.0
+- sqrt_s:
+    min: null
+    mid: 8000.0
+    max: null
+  m_ttBar:
+    min: 1100.0
+    mid: 1328.5
+    max: 1600.0
diff --git a/buildmaster/ATLAS_ttBar_8TeV/kinematics_dSig_dpTt.yaml b/buildmaster/ATLAS_ttBar_8TeV/kinematics_dSig_dpTt.yaml
new file mode 100644
index 0000000000..6adc97323a
--- /dev/null
+++ b/buildmaster/ATLAS_ttBar_8TeV/kinematics_dSig_dpTt.yaml
@@ -0,0 +1,65 @@
+bins:
+- sqrt_s:
+    min: null
+    mid: 8000.0
+    max: null
+  pT_t:
+    min: 0.0
+    mid: 26.25
+    max: 60.0
+- sqrt_s:
+    min: null
+    mid: 8000.0
+    max: null
+  pT_t:
+    min: 60.0
+    mid: 88.75
+    max: 100.0
+- sqrt_s:
+    min: null
+    mid: 8000.0
+    max: null
+  pT_t:
+    min: 100.0
+    mid: 126.25
+    max: 150.0
+- sqrt_s:
+    min: null
+    mid: 8000.0
+    max: null
+  pT_t:
+    min: 150.0
+    mid: 173.75
+    max: 200.0
+- sqrt_s:
+    min: null
+    mid: 8000.0
+    max: null
+  pT_t:
+    min: 200.0
+    mid: 228.75
+    max: 260.0
+- sqrt_s:
+    min: null
+    mid: 8000.0
+    max: null
+  pT_t:
+    min: 260.0
+    mid: 286.25
+    max: 320.0
+- sqrt_s:
+    min: null
+    mid: 8000.0
+    max: null
+  pT_t:
+    min: 320.0
+    mid: 356.25
+    max: 400.0
+- sqrt_s:
+    min: null
+    mid: 8000.0
+    max: null
+  pT_t:
+    min: 400.0
+    mid: 446.25
+    max: 500.0
diff --git a/buildmaster/ATLAS_ttBar_8TeV/kinematics_dSig_dyt.yaml b/buildmaster/ATLAS_ttBar_8TeV/kinematics_dSig_dyt.yaml
new file mode 100644
index 0000000000..8887eeb66d
--- /dev/null
+++ b/buildmaster/ATLAS_ttBar_8TeV/kinematics_dSig_dyt.yaml
@@ -0,0 +1,81 @@
+bins:
+- sqrt_s:
+    min: null
+    mid: 8000.0
+    max: null
+  y_t:
+    min: -2.5
+    mid: -2.01
+    max: -1.6
+- sqrt_s:
+    min: null
+    mid: 8000.0
+    max: null
+  y_t:
+    min: -1.6
+    mid: -1.39
+    max: -1.2
+- sqrt_s:
+    min: null
+    mid: 8000.0
+    max: null
+  y_t:
+    min: -1.2
+    mid: -1.01
+    max: -0.8
+- sqrt_s:
+    min: null
+    mid: 8000.0
+    max: null
+  y_t:
+    min: -0.8
+    mid: -0.61
+    max: -0.4
+- sqrt_s:
+    min: null
+    mid: 8000.0
+    max: null
+  y_t:
+    min: -0.4
+    mid: -0.24
+    max: 0.0
+- sqrt_s:
+    min: null
+    mid: 8000.0
+    max: null
+  y_t:
+    min: 0.0
+    mid: 0.24
+    max: 0.4
+- sqrt_s:
+    min: null
+    mid: 8000.0
+    max: null
+  y_t:
+    min: 0.4
+    mid: 0.61
+    max: 0.8
+- sqrt_s:
+    min: null
+    mid: 8000.0
+    max: null
+  y_t:
+    min: 0.8
+    mid: 1.01
+    max: 1.2
+- sqrt_s:
+    min: null
+    mid: 8000.0
+    max: null
+  y_t:
+    min: 1.2
+    mid: 1.41
+    max: 1.6
+- sqrt_s:
+    min: null
+    mid: 8000.0
+    max: null
+  y_t:
+    min: 1.6
+    mid: 2.01
+    max: 2.5
diff --git a/buildmaster/ATLAS_ttBar_8TeV/kinematics_dSig_dyttBar.yaml b/buildmaster/ATLAS_ttBar_8TeV/kinematics_dSig_dyttBar.yaml
new file mode 100644
index 0000000000..325bf06706
--- /dev/null
+++ b/buildmaster/ATLAS_ttBar_8TeV/kinematics_dSig_dyttBar.yaml
@@ -0,0 +1,81 @@
+bins:
+- sqrt_s:
+    min: null
+    mid: 8000.0
+    max: null
+  y_ttBar:
+    min: -2.5
+    mid: -1.82
+    max: -1.3
+- sqrt_s:
+    min: null
+    mid: 8000.0
+    max: null
+  y_ttBar:
+    min: -1.3
+    mid: -1.09
+    max: -0.9
+- sqrt_s:
+    min: null
+    mid: 8000.0
+    max: null
+  y_ttBar:
+    min: -0.9
+    mid: -0.76
+    max: -0.6
+- sqrt_s:
+    min: null
+    mid: 8000.0
+    max: null
+  y_ttBar:
+    min: -0.6
+    mid: -0.46
+    max: -0.3
+- sqrt_s:
+    min: null
+    mid: 8000.0
+    max: null
+  y_ttBar:
+    min: -0.3
+    mid: -0.14
+    max: 0.0
+- sqrt_s:
+    min: null
+    mid: 8000.0
+    max: null
+  y_ttBar:
+    min: 0.0
+    mid: 0.14
+    max: 0.3
+- sqrt_s:
+    min: null
+    mid: 8000.0
+    max: null
+  y_ttBar:
+    min: 0.3
+    mid: 0.47
+    max: 0.6
+- sqrt_s:
+    min: null
+    mid: 8000.0
+    max: null
+  y_ttBar:
+    min: 0.6
+    mid: 0.76
+    max: 0.9
+- sqrt_s:
+    min: null
+    mid: 8000.0
+    max: null
+  y_ttBar:
+    min: 0.9
+    mid: 1.09
+    max: 1.3
+- sqrt_s:
+    min: null
+    mid: 8000.0
+    max: null
+  y_ttBar:
+    min: 1.3
+    mid: 1.82
+    max: 2.5
diff --git a/buildmaster/ATLAS_ttBar_8TeV/metadata.yaml b/buildmaster/ATLAS_ttBar_8TeV/metadata.yaml
index 13a09eeee6..7d4cc0fef4 100644
--- a/buildmaster/ATLAS_ttBar_8TeV/metadata.yaml
+++ b/buildmaster/ATLAS_ttBar_8TeV/metadata.yaml
@@ -2,6 +2,10 @@
 
 setname: "ATLAS_ttBar_8TeV"
 
+nnpdf_metadata:
+  nnpdf_process: ""
+  experiment: ""
+
 arXiv:
   url: "https://arxiv.org/abs/1505.04480"
 iNSPIRE:
@@ -15,15 +19,90 @@ version_comment:
 
 implemented_observables:
 
-  - observable: {description: "", label: '', units: ""}
-    ndata: 
-    tables: 
+  - observable: {description: "normalized differential cross section w.r.t. pT of t", label: '$1/\sigma * d\sigma/dpT_t$', units: "1/GeV"}
+    observable_name: pT_t
+    ndata: 8
+    tables: [15]
+    kinematics:
+      variables:
+        sqrt_s: {description: "center of mass energy", label: '$\sqrt{s}$', units: "GeV"}
+        pT: {description: "transverse momentum of t", label: "$pT$", units: "GeV"}
+      file: kinematics_dSig_dpTt.yaml
+    data_central: 
+      file: data_dSig_dpTt.yaml
+    data_uncertainties:
+      file:
+        - uncertainties_dSig_dpTt.yaml
+    kinematic_coverage:
+    dataset_label: 
+    plot_x:
+    figure_by: 
+      -
+    theory:
+      FK_tables:
+
+  - observable: {description: "normalized differential cross section w.r.t. rapidity of t", label: '$1/\sigma * d\sigma/dy_{t}$', units: ""}
+    observable_name: y_t
+    ndata: 10
+    tables: [21]
+    kinematics:
+      variables:
+        sqrt_s: {description: "center of mass energy", label: '$\sqrt{s}$', units: "GeV"}
+        y_t: {description: "rapidity of t", label: '$y_{t}$', units: ""}
+      file: kinematics_dSig_dyt.yaml
+    data_central: 
+      file: data_dSig_dyt.yaml
+    data_uncertainties:
+      file:
+        - uncertainties_dSig_dyt.yaml
+    kinematic_coverage:
+    dataset_label: 
+    plot_x:
+    figure_by: 
+      -
+    theory:
+      FK_tables:
+
+  - observable: {description: "normalized differential cross section w.r.t. rapidity of ttBar", label: '$1/\sigma * d\sigma/dy_{t\bar{t}}$', units: ""}
+    observable_name: y_ttBar
+    ndata: 10
+    tables: [36]
+    kinematics:
+      variables:
+        sqrt_s: {description: "center of mass energy", label: '$\sqrt{s}$', units: "GeV"}
+        y_ttBar: {description: "absolute rapidity of ttBar", label: '$y_{t\bar{t}}$', units: ""}
+      file: kinematics_dSig_dyttBar.yaml
+    data_central: 
+      file: data_dSig_dyttBar.yaml
+    data_uncertainties:
+      file:
+        - uncertainties_dSig_dyttBar.yaml
+    kinematic_coverage:
+    dataset_label: 
+    plot_x:
+    figure_by: 
+      -
+    theory:
+      FK_tables:
+
+  - observable: {description: "normalized differential cross section w.r.t. ttBar invariant mass", label: '$1/\sigma * d\sigma/dm_{t\bar{t}}$', units: "1/GeV"}
+    observable_name: m_ttBar
+    ndata: 7
+    tables: [39]
     kinematics:
       variables:
-        sqrt_s: {description: "", label: '', units: ""}
-      file: kinematics.yaml
+        sqrt_s: {description: "center of mass energy", label: '$\sqrt{s}$', units: "GeV"}
+        m_ttBar: {description: "invariant mass of ttBar", label: '$m_{t\bar{t}}$', units: "GeV"}
+      file: kinematics_dSig_dmttBar.yaml
     data_central: 
-      file: data.yaml
+      file: data_dSig_dmttBar.yaml
     data_uncertainties:
       file:
-        - uncertainties.yaml
+        - uncertainties_dSig_dmttBar.yaml
+    kinematic_coverage:
+    dataset_label: 
+    plot_x:
+    figure_by: 
+      -
+    theory:
+      FK_tables:
diff --git a/buildmaster/ATLAS_ttBar_8TeV/uncertainties_dSig_dmttBar.yaml b/buildmaster/ATLAS_ttBar_8TeV/uncertainties_dSig_dmttBar.yaml
new file mode 100644
index 0000000000..6534e5a56b
--- /dev/null
+++ b/buildmaster/ATLAS_ttBar_8TeV/uncertainties_dSig_dmttBar.yaml
@@ -0,0 +1,101 @@
+definitions:
+  stat:
+    description: total statistical uncertainty
+    treatment: ADD
+    type: UNCORR
+  sys:
+    description: total systematic uncertainty
+    treatment: MULT
+    type: CORR
+  ArtUnc_1:
+    definition: artificial uncertainty 1
+    treatment: ADD
+    type: CORR
+  ArtUnc_2:
+    definition: artificial uncertainty 2
+    treatment: ADD
+    type: CORR
+  ArtUnc_3:
+    definition: artificial uncertainty 3
+    treatment: ADD
+    type: CORR
+  ArtUnc_4:
+    definition: artificial uncertainty 4
+    treatment: ADD
+    type: CORR
+  ArtUnc_5:
+    definition: artificial uncertainty 5
+    treatment: ADD
+    type: CORR
+  ArtUnc_6:
+    definition: artificial uncertainty 6
+    treatment: ADD
+    type: CORR
+  ArtUnc_7:
+    definition: artificial uncertainty 7
+    treatment: ADD
+    type: CORR
+bins:
+- stat: 0
+  sys: 0.000335
+  ArtUnc_1: -9.438874519539647e-05
+  ArtUnc_2: 3.0364060435848206e-05
+  ArtUnc_3: -1.1367508363449357e-05
+  ArtUnc_4: 4.1267860231979514e-06
+  ArtUnc_5: -1.2331275598624894e-06
+  ArtUnc_6: 1.3266580907116983e-07
+  ArtUnc_7: 0.0
+- stat: 0
+  sys: 0.000124
+  ArtUnc_1: 8.684406238635851e-05
+  ArtUnc_2: 2.5118495917924933e-05
+  ArtUnc_3: -1.3704847762305007e-05
+  ArtUnc_4: 5.730982054538363e-06
+  ArtUnc_5: -1.573150271507936e-06
+  ArtUnc_6: 1.6882525176755308e-07
+  ArtUnc_7: 0.0
+- stat: 0
+  sys: 0.000163
+  ArtUnc_1: -1.3604238144555771e-05
+  ArtUnc_2: -5.068862273253288e-05
+  ArtUnc_3: -9.848049249303884e-06
+  ArtUnc_4: 6.413641378010805e-06
+  ArtUnc_5: -1.852988590227014e-06
+  ArtUnc_6: 1.902945845297342e-07
+  ArtUnc_7: 0.0
+- stat: 0
+  sys: 8.52e-05
+  ArtUnc_1: -5.683862002505464e-07
+  ArtUnc_2: 7.4940730357691776e-06
+  ArtUnc_3: 2.530146962938858e-05
+  ArtUnc_4: 6.818845413103451e-06
+  ArtUnc_5: -2.38659930099386e-06
+  ArtUnc_6: 2.441016286903003e-07
+  ArtUnc_7: 0.0
+- stat: 0
+  sys: 1.97e-05
+  ArtUnc_1: 1.5836986765994103e-06
+  ArtUnc_2: -4.2340989321177215e-07
+  ArtUnc_3: -1.504590990602275e-06
+  ArtUnc_4: -1.0737819143128676e-05
+  ArtUnc_5: -4.138952641675538e-06
+  ArtUnc_6: 3.443904678513308e-07
+  ArtUnc_7: 0.0
+- stat: 0
+  sys: 1.08e-05
+  ArtUnc_1: 6.469783136848223e-08
+  ArtUnc_2: -2.743279913058013e-07
+  ArtUnc_3: 9.491133250688172e-08
+  ArtUnc_4: -7.001538101783062e-07
+  ArtUnc_5: 3.1052169598059207e-06
+  ArtUnc_6: 1.0172415600359493e-06
+  ArtUnc_7: 0.0
+- stat: 0
+  sys: 1.08e-06
+  ArtUnc_1: 2.9886316316346485e-08
+  ArtUnc_2: 3.586815646695955e-08
+  ArtUnc_3: 7.631522039403438e-08
+  ArtUnc_4: -1.3315308123463623e-08
+  ArtUnc_5: 4.79889512455555e-07
+  ArtUnc_6: -7.688688162447231e-07
+  ArtUnc_7: 0.0
diff --git a/buildmaster/ATLAS_ttBar_8TeV/uncertainties_dSig_dpTt.yaml b/buildmaster/ATLAS_ttBar_8TeV/uncertainties_dSig_dpTt.yaml
new file mode 100644
index 0000000000..8ce251ae25
--- /dev/null
+++ b/buildmaster/ATLAS_ttBar_8TeV/uncertainties_dSig_dpTt.yaml
@@ -0,0 +1,122 @@
+definitions:
+  stat:
+    description: total statistical uncertainty
+    treatment: ADD
+    type: UNCORR
+  sys:
+    description: total systematic uncertainty
+    treatment: MULT
+    type: CORR
+  ArtUnc_1:
+    definition: artificial uncertainty 1
+    treatment: ADD
+    type: CORR
+  ArtUnc_2:
+    definition: artificial uncertainty 2
+    treatment: ADD
+    type: CORR
+  ArtUnc_3:
+    definition: artificial uncertainty 3
+    treatment: ADD
+    type: CORR
+  ArtUnc_4:
+    definition: artificial uncertainty 4
+    treatment: ADD
+    type: CORR
+  ArtUnc_5:
+    definition: artificial uncertainty 5
+    treatment: ADD
+    type: CORR
+  ArtUnc_6:
+    definition: artificial uncertainty 6
+    treatment: ADD
+    type: CORR
+  ArtUnc_7:
+    definition: artificial uncertainty 7
+    treatment: ADD
+    type: CORR
+  ArtUnc_8:
+    definition: artificial uncertainty 8
+    treatment: ADD
+    type: CORR
+bins:
+- stat: 0
+  sys: 0.000151
+  ArtUnc_1: -3.727486332856683e-05
+  ArtUnc_2: 2.9251079153239327e-05
+  ArtUnc_3: -1.8247090568402194e-05
+  ArtUnc_4: 6.361152568520358e-06
+  ArtUnc_5: -2.3074645056963037e-06
+  ArtUnc_6: 1.4149993872655876e-06
+  ArtUnc_7: 0.0
+  ArtUnc_8: -4.671513397077992e-07
+- stat: 0
+  sys: 0.000112
+  ArtUnc_1: 8.40550251877203e-05
+  ArtUnc_2: -2.882433162009405e-07
+  ArtUnc_3: -8.221614461659393e-06
+  ArtUnc_4: 4.296599926928324e-06
+  ArtUnc_5: -1.6090884671799458e-06
+  ArtUnc_6: 9.649630337955898e-07
+  ArtUnc_7: 0.0
+  ArtUnc_8: -3.1065512988805885e-07
+- stat: 0
+  sys: 0.000149
+  ArtUnc_1: -2.3223064974424977e-05
+  ArtUnc_2: -4.842901292942469e-05
+  ArtUnc_3: -1.4952116885850452e-06
+  ArtUnc_4: 4.9619524127647656e-06
+  ArtUnc_5: -1.9742398662039686e-06
+  ArtUnc_6: 1.1905616671761293e-06
+  ArtUnc_7: 0.0
+  ArtUnc_8: -3.908649392831986e-07
+- stat: 0
+  sys: 9.26e-05
+  ArtUnc_1: -7.066863722586342e-07
+  ArtUnc_2: 1.4110707535602481e-05
+  ArtUnc_3: 3.247755301007909e-05
+  ArtUnc_4: 3.6032351660527235e-06
+  ArtUnc_5: -1.998115541669428e-06
+  ArtUnc_6: 1.2152690043355693e-06
+  ArtUnc_7: 0.0
+  ArtUnc_8: -3.859179449364433e-07
+- stat: 0
+  sys: 3.35e-05
+  ArtUnc_1: 3.943412638895566e-07
+  ArtUnc_2: -2.823409233982968e-07
+  ArtUnc_3: -2.491174966096364e-06
+  ArtUnc_4: -1.667233896128916e-05
+  ArtUnc_5: -1.8278327753099945e-06
+  ArtUnc_6: 1.475844011418074e-06
+  ArtUnc_7: 0.0
+  ArtUnc_8: -5.285252988288685e-07
+- stat: 0
+  sys: 2.24e-05
+  ArtUnc_1: 2.9979343411875754e-07
+  ArtUnc_2: -1.0660537143690202e-07
+  ArtUnc_3: 2.2581193509773277e-07
+  ArtUnc_4: 9.183487704084401e-07
+  ArtUnc_5: 8.626782860561277e-06
+  ArtUnc_6: 1.568063868649318e-06
+  ArtUnc_7: 0.0
+  ArtUnc_8: -3.326363317411657e-07
+- stat: 0
+  sys: 9.94e-06
+  ArtUnc_1: 2.6629520562952613e-07
+  ArtUnc_2: 2.0681175105003188e-08
+  ArtUnc_3: 2.0392290653549256e-07
+  ArtUnc_4: 2.1384898088772396e-07
+  ArtUnc_5: 4.933162977164165e-07
+  ArtUnc_6: -3.148839363292506e-06
+  ArtUnc_7: 0.0
+  ArtUnc_8: -1.6347685569150892e-06
+- stat: 0
+  sys: 3.5e-06
+  ArtUnc_1: 5.8657334369507166e-08
+  ArtUnc_2: -3.752925755472416e-08
+  ArtUnc_3: -2.3493119791544966e-08
+  ArtUnc_4: -3.2890478884738366e-07
+  ArtUnc_5: -2.5955656173664936e-07
+  ArtUnc_6: -1.2332466791256998e-06
+  ArtUnc_7: 0.0
+  ArtUnc_8: 1.5819018190323897e-06
diff --git a/buildmaster/ATLAS_ttBar_8TeV/uncertainties_dSig_dyt.yaml b/buildmaster/ATLAS_ttBar_8TeV/uncertainties_dSig_dyt.yaml
new file mode 100644
index 0000000000..ff9e21436e
--- /dev/null
+++ b/buildmaster/ATLAS_ttBar_8TeV/uncertainties_dSig_dyt.yaml
@@ -0,0 +1,170 @@
+definitions:
+  stat:
+    description: total statistical uncertainty
+    treatment: ADD
+    type: UNCORR
+  sys:
+    description: total systematic uncertainty
+    treatment: MULT
+    type: CORR
+  ArtUnc_1:
+    definition: artificial uncertainty 1
+    treatment: ADD
+    type: CORR
+  ArtUnc_2:
+    definition: artificial uncertainty 2
+    treatment: ADD
+    type: CORR
+  ArtUnc_3:
+    definition: artificial uncertainty 3
+    treatment: ADD
+    type: CORR
+  ArtUnc_4:
+    definition: artificial uncertainty 4
+    treatment: ADD
+    type: CORR
+  ArtUnc_5:
+    definition: artificial uncertainty 5
+    treatment: ADD
+    type: CORR
+  ArtUnc_6:
+    definition: artificial uncertainty 6
+    treatment: ADD
+    type: CORR
+  ArtUnc_7:
+    definition: artificial uncertainty 7
+    treatment: ADD
+    type: CORR
+  ArtUnc_8:
+    definition: artificial uncertainty 8
+    treatment: ADD
+    type: CORR
+  ArtUnc_9:
+    definition: artificial uncertainty 9
+    treatment: ADD
+    type: CORR
+  ArtUnc_10:
+    definition: artificial uncertainty 10
+    treatment: ADD
+    type: CORR
+bins:
+- stat: 0
+  sys: 0.00279
+  ArtUnc_1: 1.4188477011049096e-05
+  ArtUnc_2: 2.6171080392768394e-05
+  ArtUnc_3: 0.00014188916268979162
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+  ArtUnc_8: 0.0002399217410825539
+  ArtUnc_9: 0.0009477193045895226
+  ArtUnc_10: 5.145497829685526e-05
+- stat: 0
+  sys: 0.00428
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+  ArtUnc_2: 4.3582683310370936e-05
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+  ArtUnc_10: -0.0010907222586496264
+- stat: 0
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+  ArtUnc_1: 5.6971350978950205e-06
+  ArtUnc_2: 0.0009492885012596237
+  ArtUnc_3: -1.4180189829562322e-05
+  ArtUnc_4: -0.0002770999950406006
+  ArtUnc_5: 0.0008769243987595158
+  ArtUnc_6: 0.0016229797495193083
+  ArtUnc_7: 7.305712861612185e-05
+  ArtUnc_8: -6.963020934595439e-05
+  ArtUnc_9: 0.00018303608684744948
+  ArtUnc_10: -0.0026067385391173588
+- stat: 0
+  sys: 0.00299
+  ArtUnc_1: 5.520196849414722e-06
+  ArtUnc_2: 0.0001337977506831524
+  ArtUnc_3: -0.0003006714631212865
+  ArtUnc_4: 6.837170971018259e-05
+  ArtUnc_5: 0.0005086701499294546
+  ArtUnc_6: 0.00036731083231537464
+  ArtUnc_7: -0.0009538278485184886
+  ArtUnc_8: -0.0022182505556967453
+  ArtUnc_9: 0.0006467072083052955
+  ArtUnc_10: 0.0005706783640693383
+- stat: 0
+  sys: 0.00262
+  ArtUnc_1: 1.4177091844784163e-05
+  ArtUnc_2: -8.221969309422323e-05
+  ArtUnc_3: -3.569579897528726e-05
+  ArtUnc_4: -0.0012920060959336762
+  ArtUnc_5: -7.104323170582284e-05
+  ArtUnc_6: -0.0001954059378342299
+  ArtUnc_7: 0.0007716653468936514
+  ArtUnc_8: 0.0001623729225930966
+  ArtUnc_9: 0.000557883525003807
+  ArtUnc_10: 0.000867864026083218
diff --git a/buildmaster/ATLAS_ttBar_8TeV/uncertainties_dSig_dyttBar.yaml b/buildmaster/ATLAS_ttBar_8TeV/uncertainties_dSig_dyttBar.yaml
new file mode 100644
index 0000000000..cdffc5c474
--- /dev/null
+++ b/buildmaster/ATLAS_ttBar_8TeV/uncertainties_dSig_dyttBar.yaml
@@ -0,0 +1,170 @@
+definitions:
+  stat:
+    description: total statistical uncertainty
+    treatment: ADD
+    type: UNCORR
+  sys:
+    description: total systematic uncertainty
+    treatment: MULT
+    type: CORR
+  ArtUnc_1:
+    definition: artificial uncertainty 1
+    treatment: ADD
+    type: CORR
+  ArtUnc_2:
+    definition: artificial uncertainty 2
+    treatment: ADD
+    type: CORR
+  ArtUnc_3:
+    definition: artificial uncertainty 3
+    treatment: ADD
+    type: CORR
+  ArtUnc_4:
+    definition: artificial uncertainty 4
+    treatment: ADD
+    type: CORR
+  ArtUnc_5:
+    definition: artificial uncertainty 5
+    treatment: ADD
+    type: CORR
+  ArtUnc_6:
+    definition: artificial uncertainty 6
+    treatment: ADD
+    type: CORR
+  ArtUnc_7:
+    definition: artificial uncertainty 7
+    treatment: ADD
+    type: CORR
+  ArtUnc_8:
+    definition: artificial uncertainty 8
+    treatment: ADD
+    type: CORR
+  ArtUnc_9:
+    definition: artificial uncertainty 9
+    treatment: ADD
+    type: CORR
+  ArtUnc_10:
+    definition: artificial uncertainty 10
+    treatment: ADD
+    type: CORR
+bins:
+- stat: 0
+  sys: 0.00175
+  ArtUnc_1: 1.2733064761574074e-05
+  ArtUnc_2: 0.001542260069558157
+  ArtUnc_3: 1.9119788477594598e-05
+  ArtUnc_4: 0.00017545686733472644
+  ArtUnc_5: 0.0010294512705265695
+  ArtUnc_6: -0.00018013151671195685
+  ArtUnc_7: -0.0009721104459771376
+  ArtUnc_8: -0.00010478340624733983
+  ArtUnc_9: 0.00019599222122196677
+  ArtUnc_10: -0.00015333803969663662
+- stat: 0
+  sys: 0.00517
+  ArtUnc_1: 4.191259919877449e-06
+  ArtUnc_2: -4.618995488358831e-06
+  ArtUnc_3: 0.00010413544609612212
+  ArtUnc_4: -0.0010336743850029844
+  ArtUnc_5: -0.0026182256861051576
+  ArtUnc_6: -0.0023633046100344146
+  ArtUnc_7: -0.001405322749341066
+  ArtUnc_8: -0.00015062100192500888
+  ArtUnc_9: -0.0008421134423775114
+  ArtUnc_10: -0.0005035334982063892
+- stat: 0
+  sys: 0.00942
+  ArtUnc_1: 3.153314945012184e-06
+  ArtUnc_2: 0.00012070884300045583
+  ArtUnc_3: -0.0018944252545218373
+  ArtUnc_4: -0.0012620706358322214
+  ArtUnc_5: -0.00015567576846951827
+  ArtUnc_6: 2.3244440783897364e-05
+  ArtUnc_7: 0.0025012136213238053
+  ArtUnc_8: -0.0015206433212051533
+  ArtUnc_9: -0.003872528880777916
+  ArtUnc_10: 0.0026803114046374276
+- stat: 0
+  sys: 0.0059
+  ArtUnc_1: 3.152253866690535e-06
+  ArtUnc_2: 4.793118809785956e-06
+  ArtUnc_3: -0.0006430766521554771
+  ArtUnc_4: 0.004534166760172301
+  ArtUnc_5: -0.0008257489050681757
+  ArtUnc_6: -0.0005955755625793483
+  ArtUnc_7: 0.0017810193734395803
+  ArtUnc_8: -0.0009278553099829891
+  ArtUnc_9: 0.0031387454047782106
+  ArtUnc_10: 0.002080026825283469
+- stat: 0
+  sys: 0.00673
+  ArtUnc_1: 3.1523338288264684e-06
+  ArtUnc_2: 3.950132280960023e-05
+  ArtUnc_3: 0.006005117191817795
+  ArtUnc_4: -0.0009119800060213611
+  ArtUnc_5: -0.00032629954389699824
+  ArtUnc_6: 0.00011028355813961226
+  ArtUnc_7: 0.002449023802152561
+  ArtUnc_8: -0.0007632222846588109
+  ArtUnc_9: 8.867431145395418e-05
+  ArtUnc_10: -0.0017828535725276443
+- stat: 0
+  sys: 0.00766
+  ArtUnc_1: 3.1526830698109407e-06
+  ArtUnc_2: 2.9663904405671416e-06
+  ArtUnc_3: -0.0029475195176351826
+  ArtUnc_4: -0.00434638954966833
+  ArtUnc_5: -0.00026965264381615387
+  ArtUnc_6: -4.918738430744944e-05
+  ArtUnc_7: 0.0020110933767959233
+  ArtUnc_8: 0.001268552507634009
+  ArtUnc_9: 0.0030701356878229885
+  ArtUnc_10: -0.0008040029311248681
+- stat: 0
+  sys: 0.00648
+  ArtUnc_1: 3.152667763583191e-06
+  ArtUnc_2: -2.088179770028689e-05
+  ArtUnc_3: -0.0023866785933756487
+  ArtUnc_4: 0.0030802203082412527
+  ArtUnc_5: -0.0005646036748073596
+  ArtUnc_6: 0.0006393924309916323
+  ArtUnc_7: 0.0013113219606989252
+  ArtUnc_8: 0.0015772349783507048
+  ArtUnc_9: -0.001965504113594864
+  ArtUnc_10: -0.003984660623354727
+- stat: 0
+  sys: 0.00531
+  ArtUnc_1: 3.1526033649317752e-06
+  ArtUnc_2: -0.0001522249436840137
+  ArtUnc_3: 0.0019004122242591947
+  ArtUnc_4: 0.00040127513984510873
+  ArtUnc_5: -0.00010994862793098158
+  ArtUnc_6: -5.546519599504701e-05
+  ArtUnc_7: 0.0002859255241820049
+  ArtUnc_8: 0.004546160512398277
+  ArtUnc_9: -0.0007885128674446689
+  ArtUnc_10: 0.002673571174832699
+- stat: 0
+  sys: 0.00506
+  ArtUnc_1: 4.193174434389627e-06
+  ArtUnc_2: 2.3527356578624555e-05
+  ArtUnc_3: 0.0002222798223911547
+  ArtUnc_4: -0.0005402577755692252
+  ArtUnc_5: -0.001853840673493125
+  ArtUnc_6: 0.0032305204196668292
+  ArtUnc_7: -0.0011086889020951373
+  ArtUnc_8: -0.000492438814921078
+  ArtUnc_9: 0.00042151862454088717
+  ArtUnc_10: 0.0008635911380907639
+- stat: 0
+  sys: 0.00245
+  ArtUnc_1: 1.2731462503432041e-05
+  ArtUnc_2: -0.0015474160623654412
+  ArtUnc_3: -0.00013474417900154968
+  ArtUnc_4: -2.7315597147523722e-05
+  ArtUnc_5: 0.0010005373332215638
+  ArtUnc_6: -0.00012384183250245475
+  ArtUnc_7: -0.000760356339403535
+  ArtUnc_8: -0.0007185239771657239
+  ArtUnc_9: 2.4142422745833406e-05
+  ArtUnc_10: -0.00017895872238232857

From 558a35c4fc91d8e16026137a2a9b0d5776ee71dc Mon Sep 17 00:00:00 2001
From: t7phy <t7phy.in@gmail.com>
Date: Wed, 1 Mar 2023 13:15:36 +0100
Subject: [PATCH 08/17] metedata corrections

---
 .../data_dSig_dmttBar.yaml                    |  0
 .../data_dSig_dpTt.yaml                       |  0
 .../data_dSig_dyt.yaml                        |  0
 .../data_dSig_dyttBar.yaml                    |  0
 .../filter.py                                 |  0
 .../kinematics_dSig_dmttBar.yaml              |  0
 .../kinematics_dSig_dpTt.yaml                 |  0
 .../kinematics_dSig_dyt.yaml                  |  0
 .../kinematics_dSig_dyttBar.yaml              |  0
 .../metadata.yaml                             | 30 +++++++++++++------
 .../rawdata/Table1.yaml                       |  0
 .../rawdata/Table10.yaml                      |  0
 .../rawdata/Table11.yaml                      |  0
 .../rawdata/Table12.yaml                      |  0
 .../rawdata/Table13.yaml                      |  0
 .../rawdata/Table14.yaml                      |  0
 .../rawdata/Table15.yaml                      |  0
 .../rawdata/Table16.yaml                      |  0
 .../rawdata/Table17.yaml                      |  0
 .../rawdata/Table18.yaml                      |  0
 .../rawdata/Table19.yaml                      |  0
 .../rawdata/Table2.yaml                       |  0
 .../rawdata/Table20.yaml                      |  0
 .../rawdata/Table21.yaml                      |  0
 .../rawdata/Table22.yaml                      |  0
 .../rawdata/Table23.yaml                      |  0
 .../rawdata/Table24.yaml                      |  0
 .../rawdata/Table25.yaml                      |  0
 .../rawdata/Table26.yaml                      |  0
 .../rawdata/Table27.yaml                      |  0
 .../rawdata/Table28.yaml                      |  0
 .../rawdata/Table29.yaml                      |  0
 .../rawdata/Table3.yaml                       |  0
 .../rawdata/Table30.yaml                      |  0
 .../rawdata/Table31.yaml                      |  0
 .../rawdata/Table32.yaml                      |  0
 .../rawdata/Table33.yaml                      |  0
 .../rawdata/Table34.yaml                      |  0
 .../rawdata/Table35.yaml                      |  0
 .../rawdata/Table36.yaml                      |  0
 .../rawdata/Table37.yaml                      |  0
 .../rawdata/Table38.yaml                      |  0
 .../rawdata/Table39.yaml                      |  0
 .../rawdata/Table4.yaml                       |  0
 .../rawdata/Table40.yaml                      |  0
 .../rawdata/Table41.yaml                      |  0
 .../rawdata/Table42.yaml                      |  0
 .../rawdata/Table43.yaml                      |  0
 .../rawdata/Table44.yaml                      |  0
 .../rawdata/Table45.yaml                      |  0
 .../rawdata/Table46.yaml                      |  0
 .../rawdata/Table47.yaml                      |  0
 .../rawdata/Table48.yaml                      |  0
 .../rawdata/Table49.yaml                      |  0
 .../rawdata/Table5.yaml                       |  0
 .../rawdata/Table50.yaml                      |  0
 .../rawdata/Table6.yaml                       |  0
 .../rawdata/Table7.yaml                       |  0
 .../rawdata/Table8.yaml                       |  0
 .../rawdata/Table9.yaml                       |  0
 .../rawdata/submission.yaml                   |  0
 .../uncertainties_dSig_dmttBar.yaml           |  0
 .../uncertainties_dSig_dpTt.yaml              |  0
 .../uncertainties_dSig_dyt.yaml               |  0
 .../uncertainties_dSig_dyttBar.yaml           |  0
 .../utils.py                                  |  0
 buildmaster/backward_compatibility.yaml       |  3 ++
 67 files changed, 24 insertions(+), 9 deletions(-)
 rename buildmaster/{ATLAS_ttBar_8TeV => CMS_ttBar_8TeV}/data_dSig_dmttBar.yaml (100%)
 rename buildmaster/{ATLAS_ttBar_8TeV => CMS_ttBar_8TeV}/data_dSig_dpTt.yaml (100%)
 rename buildmaster/{ATLAS_ttBar_8TeV => CMS_ttBar_8TeV}/data_dSig_dyt.yaml (100%)
 rename buildmaster/{ATLAS_ttBar_8TeV => CMS_ttBar_8TeV}/data_dSig_dyttBar.yaml (100%)
 rename buildmaster/{ATLAS_ttBar_8TeV => CMS_ttBar_8TeV}/filter.py (100%)
 rename buildmaster/{ATLAS_ttBar_8TeV => CMS_ttBar_8TeV}/kinematics_dSig_dmttBar.yaml (100%)
 rename buildmaster/{ATLAS_ttBar_8TeV => CMS_ttBar_8TeV}/kinematics_dSig_dpTt.yaml (100%)
 rename buildmaster/{ATLAS_ttBar_8TeV => CMS_ttBar_8TeV}/kinematics_dSig_dyt.yaml (100%)
 rename buildmaster/{ATLAS_ttBar_8TeV => CMS_ttBar_8TeV}/kinematics_dSig_dyttBar.yaml (100%)
 rename buildmaster/{ATLAS_ttBar_8TeV => CMS_ttBar_8TeV}/metadata.yaml (81%)
 rename buildmaster/{ATLAS_ttBar_8TeV => CMS_ttBar_8TeV}/rawdata/Table1.yaml (100%)
 rename buildmaster/{ATLAS_ttBar_8TeV => CMS_ttBar_8TeV}/rawdata/Table10.yaml (100%)
 rename buildmaster/{ATLAS_ttBar_8TeV => CMS_ttBar_8TeV}/rawdata/Table11.yaml (100%)
 rename buildmaster/{ATLAS_ttBar_8TeV => CMS_ttBar_8TeV}/rawdata/Table12.yaml (100%)
 rename buildmaster/{ATLAS_ttBar_8TeV => CMS_ttBar_8TeV}/rawdata/Table13.yaml (100%)
 rename buildmaster/{ATLAS_ttBar_8TeV => CMS_ttBar_8TeV}/rawdata/Table14.yaml (100%)
 rename buildmaster/{ATLAS_ttBar_8TeV => CMS_ttBar_8TeV}/rawdata/Table15.yaml (100%)
 rename buildmaster/{ATLAS_ttBar_8TeV => CMS_ttBar_8TeV}/rawdata/Table16.yaml (100%)
 rename buildmaster/{ATLAS_ttBar_8TeV => CMS_ttBar_8TeV}/rawdata/Table17.yaml (100%)
 rename buildmaster/{ATLAS_ttBar_8TeV => CMS_ttBar_8TeV}/rawdata/Table18.yaml (100%)
 rename buildmaster/{ATLAS_ttBar_8TeV => CMS_ttBar_8TeV}/rawdata/Table19.yaml (100%)
 rename buildmaster/{ATLAS_ttBar_8TeV => CMS_ttBar_8TeV}/rawdata/Table2.yaml (100%)
 rename buildmaster/{ATLAS_ttBar_8TeV => CMS_ttBar_8TeV}/rawdata/Table20.yaml (100%)
 rename buildmaster/{ATLAS_ttBar_8TeV => CMS_ttBar_8TeV}/rawdata/Table21.yaml (100%)
 rename buildmaster/{ATLAS_ttBar_8TeV => CMS_ttBar_8TeV}/rawdata/Table22.yaml (100%)
 rename buildmaster/{ATLAS_ttBar_8TeV => CMS_ttBar_8TeV}/rawdata/Table23.yaml (100%)
 rename buildmaster/{ATLAS_ttBar_8TeV => CMS_ttBar_8TeV}/rawdata/Table24.yaml (100%)
 rename buildmaster/{ATLAS_ttBar_8TeV => CMS_ttBar_8TeV}/rawdata/Table25.yaml (100%)
 rename buildmaster/{ATLAS_ttBar_8TeV => CMS_ttBar_8TeV}/rawdata/Table26.yaml (100%)
 rename buildmaster/{ATLAS_ttBar_8TeV => CMS_ttBar_8TeV}/rawdata/Table27.yaml (100%)
 rename buildmaster/{ATLAS_ttBar_8TeV => CMS_ttBar_8TeV}/rawdata/Table28.yaml (100%)
 rename buildmaster/{ATLAS_ttBar_8TeV => CMS_ttBar_8TeV}/rawdata/Table29.yaml (100%)
 rename buildmaster/{ATLAS_ttBar_8TeV => CMS_ttBar_8TeV}/rawdata/Table3.yaml (100%)
 rename buildmaster/{ATLAS_ttBar_8TeV => CMS_ttBar_8TeV}/rawdata/Table30.yaml (100%)
 rename buildmaster/{ATLAS_ttBar_8TeV => CMS_ttBar_8TeV}/rawdata/Table31.yaml (100%)
 rename buildmaster/{ATLAS_ttBar_8TeV => CMS_ttBar_8TeV}/rawdata/Table32.yaml (100%)
 rename buildmaster/{ATLAS_ttBar_8TeV => CMS_ttBar_8TeV}/rawdata/Table33.yaml (100%)
 rename buildmaster/{ATLAS_ttBar_8TeV => CMS_ttBar_8TeV}/rawdata/Table34.yaml (100%)
 rename buildmaster/{ATLAS_ttBar_8TeV => CMS_ttBar_8TeV}/rawdata/Table35.yaml (100%)
 rename buildmaster/{ATLAS_ttBar_8TeV => CMS_ttBar_8TeV}/rawdata/Table36.yaml (100%)
 rename buildmaster/{ATLAS_ttBar_8TeV => CMS_ttBar_8TeV}/rawdata/Table37.yaml (100%)
 rename buildmaster/{ATLAS_ttBar_8TeV => CMS_ttBar_8TeV}/rawdata/Table38.yaml (100%)
 rename buildmaster/{ATLAS_ttBar_8TeV => CMS_ttBar_8TeV}/rawdata/Table39.yaml (100%)
 rename buildmaster/{ATLAS_ttBar_8TeV => CMS_ttBar_8TeV}/rawdata/Table4.yaml (100%)
 rename buildmaster/{ATLAS_ttBar_8TeV => CMS_ttBar_8TeV}/rawdata/Table40.yaml (100%)
 rename buildmaster/{ATLAS_ttBar_8TeV => CMS_ttBar_8TeV}/rawdata/Table41.yaml (100%)
 rename buildmaster/{ATLAS_ttBar_8TeV => CMS_ttBar_8TeV}/rawdata/Table42.yaml (100%)
 rename buildmaster/{ATLAS_ttBar_8TeV => CMS_ttBar_8TeV}/rawdata/Table43.yaml (100%)
 rename buildmaster/{ATLAS_ttBar_8TeV => CMS_ttBar_8TeV}/rawdata/Table44.yaml (100%)
 rename buildmaster/{ATLAS_ttBar_8TeV => CMS_ttBar_8TeV}/rawdata/Table45.yaml (100%)
 rename buildmaster/{ATLAS_ttBar_8TeV => CMS_ttBar_8TeV}/rawdata/Table46.yaml (100%)
 rename buildmaster/{ATLAS_ttBar_8TeV => CMS_ttBar_8TeV}/rawdata/Table47.yaml (100%)
 rename buildmaster/{ATLAS_ttBar_8TeV => CMS_ttBar_8TeV}/rawdata/Table48.yaml (100%)
 rename buildmaster/{ATLAS_ttBar_8TeV => CMS_ttBar_8TeV}/rawdata/Table49.yaml (100%)
 rename buildmaster/{ATLAS_ttBar_8TeV => CMS_ttBar_8TeV}/rawdata/Table5.yaml (100%)
 rename buildmaster/{ATLAS_ttBar_8TeV => CMS_ttBar_8TeV}/rawdata/Table50.yaml (100%)
 rename buildmaster/{ATLAS_ttBar_8TeV => CMS_ttBar_8TeV}/rawdata/Table6.yaml (100%)
 rename buildmaster/{ATLAS_ttBar_8TeV => CMS_ttBar_8TeV}/rawdata/Table7.yaml (100%)
 rename buildmaster/{ATLAS_ttBar_8TeV => CMS_ttBar_8TeV}/rawdata/Table8.yaml (100%)
 rename buildmaster/{ATLAS_ttBar_8TeV => CMS_ttBar_8TeV}/rawdata/Table9.yaml (100%)
 rename buildmaster/{ATLAS_ttBar_8TeV => CMS_ttBar_8TeV}/rawdata/submission.yaml (100%)
 rename buildmaster/{ATLAS_ttBar_8TeV => CMS_ttBar_8TeV}/uncertainties_dSig_dmttBar.yaml (100%)
 rename buildmaster/{ATLAS_ttBar_8TeV => CMS_ttBar_8TeV}/uncertainties_dSig_dpTt.yaml (100%)
 rename buildmaster/{ATLAS_ttBar_8TeV => CMS_ttBar_8TeV}/uncertainties_dSig_dyt.yaml (100%)
 rename buildmaster/{ATLAS_ttBar_8TeV => CMS_ttBar_8TeV}/uncertainties_dSig_dyttBar.yaml (100%)
 rename buildmaster/{ATLAS_ttBar_8TeV => CMS_ttBar_8TeV}/utils.py (100%)
 create mode 100644 buildmaster/backward_compatibility.yaml

diff --git a/buildmaster/ATLAS_ttBar_8TeV/data_dSig_dmttBar.yaml b/buildmaster/CMS_ttBar_8TeV/data_dSig_dmttBar.yaml
similarity index 100%
rename from buildmaster/ATLAS_ttBar_8TeV/data_dSig_dmttBar.yaml
rename to buildmaster/CMS_ttBar_8TeV/data_dSig_dmttBar.yaml
diff --git a/buildmaster/ATLAS_ttBar_8TeV/data_dSig_dpTt.yaml b/buildmaster/CMS_ttBar_8TeV/data_dSig_dpTt.yaml
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rename to buildmaster/CMS_ttBar_8TeV/data_dSig_dpTt.yaml
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rename to buildmaster/CMS_ttBar_8TeV/data_dSig_dyttBar.yaml
diff --git a/buildmaster/ATLAS_ttBar_8TeV/filter.py b/buildmaster/CMS_ttBar_8TeV/filter.py
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diff --git a/buildmaster/ATLAS_ttBar_8TeV/kinematics_dSig_dmttBar.yaml b/buildmaster/CMS_ttBar_8TeV/kinematics_dSig_dmttBar.yaml
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diff --git a/buildmaster/ATLAS_ttBar_8TeV/kinematics_dSig_dyt.yaml b/buildmaster/CMS_ttBar_8TeV/kinematics_dSig_dyt.yaml
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rename from buildmaster/ATLAS_ttBar_8TeV/kinematics_dSig_dyt.yaml
rename to buildmaster/CMS_ttBar_8TeV/kinematics_dSig_dyt.yaml
diff --git a/buildmaster/ATLAS_ttBar_8TeV/kinematics_dSig_dyttBar.yaml b/buildmaster/CMS_ttBar_8TeV/kinematics_dSig_dyttBar.yaml
similarity index 100%
rename from buildmaster/ATLAS_ttBar_8TeV/kinematics_dSig_dyttBar.yaml
rename to buildmaster/CMS_ttBar_8TeV/kinematics_dSig_dyttBar.yaml
diff --git a/buildmaster/ATLAS_ttBar_8TeV/metadata.yaml b/buildmaster/CMS_ttBar_8TeV/metadata.yaml
similarity index 81%
rename from buildmaster/ATLAS_ttBar_8TeV/metadata.yaml
rename to buildmaster/CMS_ttBar_8TeV/metadata.yaml
index 7d4cc0fef4..0105bea60d 100644
--- a/buildmaster/ATLAS_ttBar_8TeV/metadata.yaml
+++ b/buildmaster/CMS_ttBar_8TeV/metadata.yaml
@@ -1,6 +1,6 @@
 # implemented by Tanishq Sharma
 
-setname: "ATLAS_ttBar_8TeV"
+setname: "CMS_ttBar_8TeV"
 
 nnpdf_metadata:
   nnpdf_process: ""
@@ -34,12 +34,15 @@ implemented_observables:
       file:
         - uncertainties_dSig_dpTt.yaml
     kinematic_coverage:
-    dataset_label: 
-    plot_x:
+      sqrt_s: sqrt_s
+      pT: pT
+    dataset_label: 'CMS 8 TeV $t\bar{t}: differential cross section in pT_{t}$'
+    plot_x: pT
     figure_by: 
       -
     theory:
       FK_tables:
+        - - 
 
   - observable: {description: "normalized differential cross section w.r.t. rapidity of t", label: '$1/\sigma * d\sigma/dy_{t}$', units: ""}
     observable_name: y_t
@@ -56,12 +59,15 @@ implemented_observables:
       file:
         - uncertainties_dSig_dyt.yaml
     kinematic_coverage:
-    dataset_label: 
-    plot_x:
+      sqrt_s: sqrt_s
+      y_t: y_t
+    dataset_label: 'CMS 8 TeV $t\bar{t}: differential cross section in y_{t}$'
+    plot_x: y_t
     figure_by: 
       -
     theory:
       FK_tables:
+        - -
 
   - observable: {description: "normalized differential cross section w.r.t. rapidity of ttBar", label: '$1/\sigma * d\sigma/dy_{t\bar{t}}$', units: ""}
     observable_name: y_ttBar
@@ -78,12 +84,15 @@ implemented_observables:
       file:
         - uncertainties_dSig_dyttBar.yaml
     kinematic_coverage:
-    dataset_label: 
-    plot_x:
+      sqrt_s: sqrt_s
+      y_ttBar: y_ttBar
+    dataset_label: 'CMS 8 TeV $t\bar{t}: differential cross section in y_{t\bar{t}}$'
+    plot_x: y_ttBar
     figure_by: 
       -
     theory:
       FK_tables:
+        - - CMSTOPDIFF8TEVTTRAPNORM
 
   - observable: {description: "normalized differential cross section w.r.t. ttBar invariant mass", label: '$1/\sigma * d\sigma/dm_{t\bar{t}}$', units: "1/GeV"}
     observable_name: m_ttBar
@@ -100,9 +109,12 @@ implemented_observables:
       file:
         - uncertainties_dSig_dmttBar.yaml
     kinematic_coverage:
-    dataset_label: 
-    plot_x:
+      sqrt_s: sqrt_s
+      m_ttBar: m_ttBar
+    dataset_label: 'CMS 8 TeV $t\bar{t}: differential cross section in m_{t\bar{t}}$'
+    plot_x: m_ttBar
     figure_by: 
       -
     theory:
       FK_tables:
+        - -
diff --git a/buildmaster/ATLAS_ttBar_8TeV/rawdata/Table1.yaml b/buildmaster/CMS_ttBar_8TeV/rawdata/Table1.yaml
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similarity index 100%
rename from buildmaster/ATLAS_ttBar_8TeV/uncertainties_dSig_dpTt.yaml
rename to buildmaster/CMS_ttBar_8TeV/uncertainties_dSig_dpTt.yaml
diff --git a/buildmaster/ATLAS_ttBar_8TeV/uncertainties_dSig_dyt.yaml b/buildmaster/CMS_ttBar_8TeV/uncertainties_dSig_dyt.yaml
similarity index 100%
rename from buildmaster/ATLAS_ttBar_8TeV/uncertainties_dSig_dyt.yaml
rename to buildmaster/CMS_ttBar_8TeV/uncertainties_dSig_dyt.yaml
diff --git a/buildmaster/ATLAS_ttBar_8TeV/uncertainties_dSig_dyttBar.yaml b/buildmaster/CMS_ttBar_8TeV/uncertainties_dSig_dyttBar.yaml
similarity index 100%
rename from buildmaster/ATLAS_ttBar_8TeV/uncertainties_dSig_dyttBar.yaml
rename to buildmaster/CMS_ttBar_8TeV/uncertainties_dSig_dyttBar.yaml
diff --git a/buildmaster/ATLAS_ttBar_8TeV/utils.py b/buildmaster/CMS_ttBar_8TeV/utils.py
similarity index 100%
rename from buildmaster/ATLAS_ttBar_8TeV/utils.py
rename to buildmaster/CMS_ttBar_8TeV/utils.py
diff --git a/buildmaster/backward_compatibility.yaml b/buildmaster/backward_compatibility.yaml
new file mode 100644
index 0000000000..c79fd89177
--- /dev/null
+++ b/buildmaster/backward_compatibility.yaml
@@ -0,0 +1,3 @@
+old exp name
+  - dataset name:
+  - observable name:

From a825d274bb43f74b9bac71c6a02fc9d4bd3addad Mon Sep 17 00:00:00 2001
From: t7phy <t7phy.in@gmail.com>
Date: Wed, 1 Mar 2023 13:18:28 +0100
Subject: [PATCH 09/17] backward compatibility dict

---
 buildmaster/backward_compatibility.yaml | 4 +---
 1 file changed, 1 insertion(+), 3 deletions(-)

diff --git a/buildmaster/backward_compatibility.yaml b/buildmaster/backward_compatibility.yaml
index c79fd89177..c78e3566eb 100644
--- a/buildmaster/backward_compatibility.yaml
+++ b/buildmaster/backward_compatibility.yaml
@@ -1,3 +1 @@
-old exp name
-  - dataset name:
-  - observable name:
+CMSTOPDIFF8TEVTTRAPNORM: {setname: CMS_ttBar_8TeV, observable_name: y_ttBar}
\ No newline at end of file

From 99407656e4217ce415f3cf70801c9ec51c423420 Mon Sep 17 00:00:00 2001
From: t7phy <t7phy.in@gmail.com>
Date: Wed, 1 Mar 2023 13:45:37 +0100
Subject: [PATCH 10/17] added systematics breakdown

---
 buildmaster/CMS_ttBar_8TeV/filter.py          |  49 ++++-
 .../uncertainties_dSig_dmttBar.yaml           | 132 ++++++++++++--
 .../uncertainties_dSig_dpTt.yaml              | 144 +++++++++++++--
 .../uncertainties_dSig_dyt.yaml               | 168 ++++++++++++++++--
 .../uncertainties_dSig_dyttBar.yaml           | 168 ++++++++++++++++--
 buildmaster/CMS_ttBar_8TeV/utils.py           |   6 +-
 6 files changed, 607 insertions(+), 60 deletions(-)

diff --git a/buildmaster/CMS_ttBar_8TeV/filter.py b/buildmaster/CMS_ttBar_8TeV/filter.py
index 5a5b5d909b..225613c399 100644
--- a/buildmaster/CMS_ttBar_8TeV/filter.py
+++ b/buildmaster/CMS_ttBar_8TeV/filter.py
@@ -2,6 +2,7 @@
 
 import yaml
 from utils import covMat_to_artUnc as cta
+from utils import percentage_to_absolute_num as ptan
 
 def processData():
     with open('metadata.yaml', 'r') as file:
@@ -40,6 +41,10 @@ def processData():
     with open(covariance_matrix, 'r') as file2:
         input2 = yaml.safe_load(file2)
 
+    systematics_breakdown="rawdata/Table17.yaml"
+    with open(systematics_breakdown, 'r') as file3:
+        input3 = yaml.safe_load(file3)
+
     for i in range(ndata_dSig_dpTt*ndata_dSig_dpTt):
         covMatEl = input2['dependent_variables'][0]['values'][i]['value']
         covMatArray_dSig_dpTt.append(covMatEl)
@@ -54,10 +59,12 @@ def processData():
         pT_t_max = input['independent_variables'][0]['values'][i]['high']
         error_value = {}
         error_value['stat'] = 0
-        error_value['sys'] = values[i]['errors'][1]['symerror']
+        # error_value['sys'] = values[i]['errors'][1]['symerror']
         for j in range(ndata_dSig_dpTt):
             error_value['ArtUnc_'+str(j+1)] = float(artUncMat_dSig_dpTt[i][j])
         data_central_value = values[i]['value']
+        for j in range(11):
+            error_value[input3['independent_variables'][0]['values'][j]['value']] = ptan(input3['dependent_variables'][i]['values'][j]['value'], data_central_value)
         kin_value = {'sqrt_s': {'min': None, 'mid': sqrt_s, 'max': None}, 'pT_t': {'min': pT_t_min, 'mid': pT_t_mid, 'max': pT_t_max}}
         data_central_dSig_dpTt.append(data_central_value)
         kin_dSig_dpTt.append(kin_value)
@@ -65,9 +72,11 @@ def processData():
 
     error_definition_dSig_dpTt = {}
     error_definition_dSig_dpTt['stat'] = {'description': 'total statistical uncertainty', 'treatment': 'ADD', 'type': 'UNCORR'}
-    error_definition_dSig_dpTt['sys'] = {'description': 'total systematic uncertainty', 'treatment': 'MULT', 'type': 'CORR'}
+    # error_definition_dSig_dpTt['sys'] = {'description': 'total systematic uncertainty', 'treatment': 'MULT', 'type': 'CORR'}
     for i in range(ndata_dSig_dpTt):
         error_definition_dSig_dpTt['ArtUnc_'+str(i+1)] = {'definition': 'artificial uncertainty '+str(i+1), 'treatment': 'ADD', 'type': 'CORR'}
+    for i in range(11):
+        error_definition_dSig_dpTt[input3['independent_variables'][0]['values'][i]['value']] = {'definition': 'systematic uncertainty- '+str(input3['independent_variables'][0]['values'][i]['value']), 'treatment': 'MULT', 'type': 'CORR'}
 
     data_central_dSig_dpTt_yaml = {'data_central': data_central_dSig_dpTt}
     kinematics_dSig_dpTt_yaml = {'bins': kin_dSig_dpTt}
@@ -92,6 +101,10 @@ def processData():
     with open(covariance_matrix, 'r') as file2:
         input2 = yaml.safe_load(file2)
 
+    systematics_breakdown="rawdata/Table23.yaml"
+    with open(systematics_breakdown, 'r') as file3:
+        input3 = yaml.safe_load(file3)
+
     for i in range(ndata_dSig_dyt*ndata_dSig_dyt):
         covMatEl = input2['dependent_variables'][0]['values'][i]['value']
         covMatArray_dSig_dyt.append(covMatEl)
@@ -106,10 +119,12 @@ def processData():
         y_t_max = input['independent_variables'][0]['values'][i]['high']
         error_value = {}
         error_value['stat'] = 0
-        error_value['sys'] = values[i]['errors'][1]['symerror']
+        # error_value['sys'] = values[i]['errors'][1]['symerror']
         for j in range(ndata_dSig_dyt):
             error_value['ArtUnc_'+str(j+1)] = float(artUncMat_dSig_dyt[i][j])
         data_central_value = values[i]['value']
+        for j in range(11):
+            error_value[input3['independent_variables'][0]['values'][j]['value']] = ptan(input3['dependent_variables'][i]['values'][j]['value'], data_central_value)
         kin_value = {'sqrt_s': {'min': None, 'mid': sqrt_s, 'max': None}, 'y_t': {'min': y_t_min, 'mid': y_t_mid, 'max': y_t_max}}
         data_central_dSig_dyt.append(data_central_value)
         kin_dSig_dyt.append(kin_value)
@@ -117,9 +132,11 @@ def processData():
 
     error_definition_dSig_dyt = {}
     error_definition_dSig_dyt['stat'] = {'description': 'total statistical uncertainty', 'treatment': 'ADD', 'type': 'UNCORR'}
-    error_definition_dSig_dyt['sys'] = {'description': 'total systematic uncertainty', 'treatment': 'MULT', 'type': 'CORR'}
+    # error_definition_dSig_dyt['sys'] = {'description': 'total systematic uncertainty', 'treatment': 'MULT', 'type': 'CORR'}
     for i in range(ndata_dSig_dyt):
         error_definition_dSig_dyt['ArtUnc_'+str(i+1)] = {'definition': 'artificial uncertainty '+str(i+1), 'treatment': 'ADD', 'type': 'CORR'}
+    for i in range(11):
+        error_definition_dSig_dyt[input3['independent_variables'][0]['values'][i]['value']] = {'definition': 'systematic uncertainty- '+str(input3['independent_variables'][0]['values'][i]['value']), 'treatment': 'MULT', 'type': 'CORR'}
 
     data_central_dSig_dyt_yaml = {'data_central': data_central_dSig_dyt}
     kinematics_dSig_dyt_yaml = {'bins': kin_dSig_dyt}
@@ -144,6 +161,10 @@ def processData():
     with open(covariance_matrix, 'r') as file2:
         input2 = yaml.safe_load(file2)
 
+    systematics_breakdown="rawdata/Table38.yaml"
+    with open(systematics_breakdown, 'r') as file3:
+        input3 = yaml.safe_load(file3)
+
     for i in range(ndata_dSig_dyttBar*ndata_dSig_dyttBar):
         covMatEl = input2['dependent_variables'][0]['values'][i]['value']
         covMatArray_dSig_dyttBar.append(covMatEl)
@@ -158,10 +179,12 @@ def processData():
         y_ttBar_max = input['independent_variables'][0]['values'][i]['high']
         error_value = {}
         error_value['stat'] = 0
-        error_value['sys'] = values[i]['errors'][1]['symerror']
+        # error_value['sys'] = values[i]['errors'][1]['symerror']
         for j in range(ndata_dSig_dyttBar):
             error_value['ArtUnc_'+str(j+1)] = float(artUncMat_dSig_dyttBar[i][j])
         data_central_value = values[i]['value']
+        for j in range(11):
+            error_value[input3['independent_variables'][0]['values'][j]['value']] = ptan(input3['dependent_variables'][i]['values'][j]['value'], data_central_value)
         kin_value = {'sqrt_s': {'min': None, 'mid': sqrt_s, 'max': None}, 'y_ttBar': {'min': y_ttBar_min, 'mid': y_ttBar_mid, 'max': y_ttBar_max}}
         data_central_dSig_dyttBar.append(data_central_value)
         kin_dSig_dyttBar.append(kin_value)
@@ -169,9 +192,11 @@ def processData():
 
     error_definition_dSig_dyttBar = {}
     error_definition_dSig_dyttBar['stat'] = {'description': 'total statistical uncertainty', 'treatment': 'ADD', 'type': 'UNCORR'}
-    error_definition_dSig_dyttBar['sys'] = {'description': 'total systematic uncertainty', 'treatment': 'MULT', 'type': 'CORR'}
+    # error_definition_dSig_dyttBar['sys'] = {'description': 'total systematic uncertainty', 'treatment': 'MULT', 'type': 'CORR'}
     for i in range(ndata_dSig_dyttBar):
         error_definition_dSig_dyttBar['ArtUnc_'+str(i+1)] = {'definition': 'artificial uncertainty '+str(i+1), 'treatment': 'ADD', 'type': 'CORR'}
+    for i in range(11):
+        error_definition_dSig_dyttBar[input3['independent_variables'][0]['values'][i]['value']] = {'definition': 'systematic uncertainty- '+str(input3['independent_variables'][0]['values'][i]['value']), 'treatment': 'MULT', 'type': 'CORR'}
 
     data_central_dSig_dyttBar_yaml = {'data_central': data_central_dSig_dyttBar}
     kinematics_dSig_dyttBar_yaml = {'bins': kin_dSig_dyttBar}
@@ -196,6 +221,10 @@ def processData():
     with open(covariance_matrix, 'r') as file2:
         input2 = yaml.safe_load(file2)
 
+    systematics_breakdown="rawdata/Table41.yaml"
+    with open(systematics_breakdown, 'r') as file3:
+        input3 = yaml.safe_load(file3)
+
     for i in range(ndata_dSig_dmttBar*ndata_dSig_dmttBar):
         covMatEl = input2['dependent_variables'][0]['values'][i]['value']
         covMatArray_dSig_dmttBar.append(covMatEl)
@@ -210,10 +239,12 @@ def processData():
         m_ttBar_max = input['independent_variables'][0]['values'][i]['high']
         error_value = {}
         error_value['stat'] = 0
-        error_value['sys'] = values[i]['errors'][1]['symerror']
+        # error_value['sys'] = values[i]['errors'][1]['symerror']
         for j in range(ndata_dSig_dmttBar):
             error_value['ArtUnc_'+str(j+1)] = float(artUncMat_dSig_dmttBar[i][j])
         data_central_value = values[i]['value']
+        for j in range(11):
+            error_value[input3['independent_variables'][0]['values'][j]['value']] = ptan(input3['dependent_variables'][i]['values'][j]['value'], data_central_value)
         kin_value = {'sqrt_s': {'min': None, 'mid': sqrt_s, 'max': None}, 'm_ttBar': {'min': m_ttBar_min, 'mid': m_ttBar_mid, 'max': m_ttBar_max}}
         data_central_dSig_dmttBar.append(data_central_value)
         kin_dSig_dmttBar.append(kin_value)
@@ -221,9 +252,11 @@ def processData():
 
     error_definition_dSig_dmttBar = {}
     error_definition_dSig_dmttBar['stat'] = {'description': 'total statistical uncertainty', 'treatment': 'ADD', 'type': 'UNCORR'}
-    error_definition_dSig_dmttBar['sys'] = {'description': 'total systematic uncertainty', 'treatment': 'MULT', 'type': 'CORR'}
+    # error_definition_dSig_dmttBar['sys'] = {'description': 'total systematic uncertainty', 'treatment': 'MULT', 'type': 'CORR'}
     for i in range(ndata_dSig_dmttBar):
         error_definition_dSig_dmttBar['ArtUnc_'+str(i+1)] = {'definition': 'artificial uncertainty '+str(i+1), 'treatment': 'ADD', 'type': 'CORR'}
+    for i in range(11):
+        error_definition_dSig_dmttBar[input3['independent_variables'][0]['values'][i]['value']] = {'definition': 'systematic uncertainty- '+str(input3['independent_variables'][0]['values'][i]['value']), 'treatment': 'MULT', 'type': 'CORR'}
 
     data_central_dSig_dmttBar_yaml = {'data_central': data_central_dSig_dmttBar}
     kinematics_dSig_dmttBar_yaml = {'bins': kin_dSig_dmttBar}
diff --git a/buildmaster/CMS_ttBar_8TeV/uncertainties_dSig_dmttBar.yaml b/buildmaster/CMS_ttBar_8TeV/uncertainties_dSig_dmttBar.yaml
index 6534e5a56b..8ee8e122e9 100644
--- a/buildmaster/CMS_ttBar_8TeV/uncertainties_dSig_dmttBar.yaml
+++ b/buildmaster/CMS_ttBar_8TeV/uncertainties_dSig_dmttBar.yaml
@@ -3,10 +3,6 @@ definitions:
     description: total statistical uncertainty
     treatment: ADD
     type: UNCORR
-  sys:
-    description: total systematic uncertainty
-    treatment: MULT
-    type: CORR
   ArtUnc_1:
     definition: artificial uncertainty 1
     treatment: ADD
@@ -35,9 +31,52 @@ definitions:
     definition: artificial uncertainty 7
     treatment: ADD
     type: CORR
+  LEP:
+    definition: systematic uncertainty- LEP
+    treatment: MULT
+    type: CORR
+  JES:
+    definition: systematic uncertainty- JES
+    treatment: MULT
+    type: CORR
+  JER:
+    definition: systematic uncertainty- JER
+    treatment: MULT
+    type: CORR
+  BG:
+    definition: systematic uncertainty- BG
+    treatment: MULT
+    type: CORR
+  Btag:
+    definition: systematic uncertainty- Btag
+    treatment: MULT
+    type: CORR
+  PU:
+    definition: systematic uncertainty- PU
+    treatment: MULT
+    type: CORR
+  TopScale:
+    definition: systematic uncertainty- TopScale
+    treatment: MULT
+    type: CORR
+  TopMatch:
+    definition: systematic uncertainty- TopMatch
+    treatment: MULT
+    type: CORR
+  Hadronization:
+    definition: systematic uncertainty- Hadronization
+    treatment: MULT
+    type: CORR
+  TopMass:
+    definition: systematic uncertainty- TopMass
+    treatment: MULT
+    type: CORR
+  PDF:
+    definition: systematic uncertainty- PDF
+    treatment: MULT
+    type: CORR
 bins:
 - stat: 0
-  sys: 0.000335
   ArtUnc_1: -9.438874519539647e-05
   ArtUnc_2: 3.0364060435848206e-05
   ArtUnc_3: -1.1367508363449357e-05
@@ -45,8 +84,18 @@ bins:
   ArtUnc_5: -1.2331275598624894e-06
   ArtUnc_6: 1.3266580907116983e-07
   ArtUnc_7: 0.0
+  LEP: 4.69e-06
+  JES: 0.00024388
+  JER: 9.38e-06
+  BG: 2.345e-05
+  Btag: 4.69e-05
+  PU: 1.4069999999999999e-05
+  TopScale: 7.504e-05
+  TopMatch: 4.69e-05
+  Hadronization: 0.00020636000000000002
+  TopMass: 2.345e-05
+  PDF: 0.0
 - stat: 0
-  sys: 0.000124
   ArtUnc_1: 8.684406238635851e-05
   ArtUnc_2: 2.5118495917924933e-05
   ArtUnc_3: -1.3704847762305007e-05
@@ -54,8 +103,18 @@ bins:
   ArtUnc_5: -1.573150271507936e-06
   ArtUnc_6: 1.6882525176755308e-07
   ArtUnc_7: 0.0
+  LEP: 0.0
+  JES: 5.5900000000000004e-05
+  JER: 1.29e-05
+  BG: 4.3e-06
+  Btag: 4.3e-06
+  PU: 4.3e-06
+  TopScale: 9.03e-05
+  TopMatch: 4.3e-05
+  Hadronization: 3.0099999999999996e-05
+  TopMass: 3.44e-05
+  PDF: 0.0
 - stat: 0
-  sys: 0.000163
   ArtUnc_1: -1.3604238144555771e-05
   ArtUnc_2: -5.068862273253288e-05
   ArtUnc_3: -9.848049249303884e-06
@@ -63,8 +122,18 @@ bins:
   ArtUnc_5: -1.852988590227014e-06
   ArtUnc_6: 1.902945845297342e-07
   ArtUnc_7: 0.0
+  LEP: 0.0
+  JES: 4.539e-05
+  JER: 8.01e-06
+  BG: 1.3350000000000001e-05
+  Btag: 1.0680000000000001e-05
+  PU: 0.0
+  TopScale: 4.2720000000000004e-05
+  TopMatch: 2.9370000000000005e-05
+  Hadronization: 0.00014685
+  TopMass: 2.6700000000000003e-06
+  PDF: 0.0
 - stat: 0
-  sys: 8.52e-05
   ArtUnc_1: -5.683862002505464e-07
   ArtUnc_2: 7.4940730357691776e-06
   ArtUnc_3: 2.530146962938858e-05
@@ -72,8 +141,18 @@ bins:
   ArtUnc_5: -2.38659930099386e-06
   ArtUnc_6: 2.441016286903003e-07
   ArtUnc_7: 0.0
+  LEP: 1.1700000000000002e-06
+  JES: 2.6909999999999998e-05
+  JER: 5.85e-06
+  BG: 1.9889999999999998e-05
+  Btag: 8.19e-06
+  PU: 1.1700000000000002e-06
+  TopScale: 3.51e-05
+  TopMatch: 2.457e-05
+  Hadronization: 5.6160000000000004e-05
+  TopMass: 3.276e-05
+  PDF: 0.0
 - stat: 0
-  sys: 1.97e-05
   ArtUnc_1: 1.5836986765994103e-06
   ArtUnc_2: -4.2340989321177215e-07
   ArtUnc_3: -1.504590990602275e-06
@@ -81,8 +160,18 @@ bins:
   ArtUnc_5: -4.138952641675538e-06
   ArtUnc_6: 3.443904678513308e-07
   ArtUnc_7: 0.0
+  LEP: 9.32e-07
+  JES: 8.854e-06
+  JER: 4.66e-07
+  BG: 9.32e-07
+  Btag: 4.194e-06
+  PU: 9.32e-07
+  TopScale: 6.99e-06
+  TopMatch: 1.165e-05
+  Hadronization: 2.33e-06
+  TopMass: 1.0252e-05
+  PDF: 4.66e-07
 - stat: 0
-  sys: 1.08e-05
   ArtUnc_1: 6.469783136848223e-08
   ArtUnc_2: -2.743279913058013e-07
   ArtUnc_3: 9.491133250688172e-08
@@ -90,8 +179,18 @@ bins:
   ArtUnc_5: 3.1052169598059207e-06
   ArtUnc_6: 1.0172415600359493e-06
   ArtUnc_7: 0.0
+  LEP: 2.2800000000000003e-07
+  JES: 4.218000000000001e-06
+  JER: 1.14e-06
+  BG: 9.120000000000001e-07
+  Btag: 1.3679999999999999e-06
+  PU: 4.5600000000000006e-07
+  TopScale: 5.358e-06
+  TopMatch: 2.6219999999999996e-06
+  Hadronization: 7.41e-06
+  TopMass: 2.28e-06
+  PDF: 1.1400000000000001e-07
 - stat: 0
-  sys: 1.08e-06
   ArtUnc_1: 2.9886316316346485e-08
   ArtUnc_2: 3.586815646695955e-08
   ArtUnc_3: 7.631522039403438e-08
@@ -99,3 +198,14 @@ bins:
   ArtUnc_5: 4.79889512455555e-07
   ArtUnc_6: -7.688688162447231e-07
   ArtUnc_7: 0.0
+  LEP: 4.4000000000000004e-08
+  JES: 7.15e-07
+  JER: 2.42e-07
+  BG: 8.800000000000001e-08
+  Btag: 1.98e-07
+  PU: 6.6e-08
+  TopScale: 5.170000000000001e-07
+  TopMatch: 4.0700000000000003e-07
+  Hadronization: 2.31e-07
+  TopMass: 2.2e-07
+  PDF: 6.6e-08
diff --git a/buildmaster/CMS_ttBar_8TeV/uncertainties_dSig_dpTt.yaml b/buildmaster/CMS_ttBar_8TeV/uncertainties_dSig_dpTt.yaml
index 8ce251ae25..040de7fd14 100644
--- a/buildmaster/CMS_ttBar_8TeV/uncertainties_dSig_dpTt.yaml
+++ b/buildmaster/CMS_ttBar_8TeV/uncertainties_dSig_dpTt.yaml
@@ -3,10 +3,6 @@ definitions:
     description: total statistical uncertainty
     treatment: ADD
     type: UNCORR
-  sys:
-    description: total systematic uncertainty
-    treatment: MULT
-    type: CORR
   ArtUnc_1:
     definition: artificial uncertainty 1
     treatment: ADD
@@ -39,9 +35,52 @@ definitions:
     definition: artificial uncertainty 8
     treatment: ADD
     type: CORR
+  LEP:
+    definition: systematic uncertainty- LEP
+    treatment: MULT
+    type: CORR
+  JES:
+    definition: systematic uncertainty- JES
+    treatment: MULT
+    type: CORR
+  JER:
+    definition: systematic uncertainty- JER
+    treatment: MULT
+    type: CORR
+  BG:
+    definition: systematic uncertainty- BG
+    treatment: MULT
+    type: CORR
+  Btag:
+    definition: systematic uncertainty- Btag
+    treatment: MULT
+    type: CORR
+  PU:
+    definition: systematic uncertainty- PU
+    treatment: MULT
+    type: CORR
+  TopScale:
+    definition: systematic uncertainty- TopScale
+    treatment: MULT
+    type: CORR
+  TopMatch:
+    definition: systematic uncertainty- TopMatch
+    treatment: MULT
+    type: CORR
+  Hadronization:
+    definition: systematic uncertainty- Hadronization
+    treatment: MULT
+    type: CORR
+  TopMass:
+    definition: systematic uncertainty- TopMass
+    treatment: MULT
+    type: CORR
+  PDF:
+    definition: systematic uncertainty- PDF
+    treatment: MULT
+    type: CORR
 bins:
 - stat: 0
-  sys: 0.000151
   ArtUnc_1: -3.727486332856683e-05
   ArtUnc_2: 2.9251079153239327e-05
   ArtUnc_3: -1.8247090568402194e-05
@@ -50,8 +89,18 @@ bins:
   ArtUnc_6: 1.4149993872655876e-06
   ArtUnc_7: 0.0
   ArtUnc_8: -4.671513397077992e-07
+  LEP: 4.14e-06
+  JES: 9.935999999999998e-05
+  JER: 4.14e-06
+  BG: 2.07e-05
+  Btag: 3.726e-05
+  PU: 4.14e-06
+  TopScale: 6.209999999999999e-05
+  TopMatch: 2.8979999999999997e-05
+  Hadronization: 7.452e-05
+  TopMass: 1.656e-05
+  PDF: 0.0
 - stat: 0
-  sys: 0.000112
   ArtUnc_1: 8.40550251877203e-05
   ArtUnc_2: -2.882433162009405e-07
   ArtUnc_3: -8.221614461659393e-06
@@ -60,8 +109,18 @@ bins:
   ArtUnc_6: 9.649630337955898e-07
   ArtUnc_7: 0.0
   ArtUnc_8: -3.1065512988805885e-07
+  LEP: 6.69e-06
+  JES: 1.338e-05
+  JER: 1.338e-05
+  BG: 3.345e-05
+  Btag: 1.338e-05
+  PU: 6.69e-06
+  TopScale: 8.027999999999998e-05
+  TopMatch: 5.352e-05
+  Hadronization: 0.0
+  TopMass: 2.676e-05
+  PDF: 0.0
 - stat: 0
-  sys: 0.000149
   ArtUnc_1: -2.3223064974424977e-05
   ArtUnc_2: -4.842901292942469e-05
   ArtUnc_3: -1.4952116885850452e-06
@@ -70,8 +129,18 @@ bins:
   ArtUnc_6: 1.1905616671761293e-06
   ArtUnc_7: 0.0
   ArtUnc_8: -3.908649392831986e-07
+  LEP: 0.0
+  JES: 4.464e-05
+  JER: 4.96e-06
+  BG: 1.984e-05
+  Btag: 1.488e-05
+  PU: 0.0
+  TopScale: 6.944e-05
+  TopMatch: 7.936e-05
+  Hadronization: 7.44e-05
+  TopMass: 5.4560000000000006e-05
+  PDF: 0.0
 - stat: 0
-  sys: 9.26e-05
   ArtUnc_1: -7.066863722586342e-07
   ArtUnc_2: 1.4110707535602481e-05
   ArtUnc_3: 3.247755301007909e-05
@@ -80,8 +149,18 @@ bins:
   ArtUnc_6: 1.2152690043355693e-06
   ArtUnc_7: 0.0
   ArtUnc_8: -3.859179449364433e-07
+  LEP: 2.6600000000000004e-06
+  JES: 3.990000000000001e-05
+  JER: 5.320000000000001e-06
+  BG: 7.98e-06
+  Btag: 1.596e-05
+  PU: 2.6600000000000004e-06
+  TopScale: 4.788000000000001e-05
+  TopMatch: 3.724e-05
+  Hadronization: 4.788000000000001e-05
+  TopMass: 2.1280000000000003e-05
+  PDF: 0.0
 - stat: 0
-  sys: 3.35e-05
   ArtUnc_1: 3.943412638895566e-07
   ArtUnc_2: -2.823409233982968e-07
   ArtUnc_3: -2.491174966096364e-06
@@ -90,8 +169,18 @@ bins:
   ArtUnc_6: 1.475844011418074e-06
   ArtUnc_7: 0.0
   ArtUnc_8: -5.285252988288685e-07
+  LEP: 2.12e-06
+  JES: 1.272e-05
+  JER: 5.3e-06
+  BG: 5.3e-06
+  Btag: 1.06e-05
+  PU: 2.12e-06
+  TopScale: 2.3320000000000004e-05
+  TopMatch: 8.48e-06
+  Hadronization: 3.18e-06
+  TopMass: 1.3780000000000002e-05
+  PDF: 0.0
 - stat: 0
-  sys: 2.24e-05
   ArtUnc_1: 2.9979343411875754e-07
   ArtUnc_2: -1.0660537143690202e-07
   ArtUnc_3: 2.2581193509773277e-07
@@ -100,8 +189,18 @@ bins:
   ArtUnc_6: 1.568063868649318e-06
   ArtUnc_7: 0.0
   ArtUnc_8: -3.326363317411657e-07
+  LEP: 7.98e-07
+  JES: 4.389000000000001e-06
+  JER: 3.192e-06
+  BG: 1.596e-06
+  Btag: 4.788e-06
+  PU: 1.197e-06
+  TopScale: 1.6758e-05
+  TopMatch: 5.5859999999999995e-06
+  Hadronization: 1.0374e-05
+  TopMass: 4.788e-06
+  PDF: 0.0
 - stat: 0
-  sys: 9.94e-06
   ArtUnc_1: 2.6629520562952613e-07
   ArtUnc_2: 2.0681175105003188e-08
   ArtUnc_3: 2.0392290653549256e-07
@@ -110,8 +209,18 @@ bins:
   ArtUnc_6: -3.148839363292506e-06
   ArtUnc_7: 0.0
   ArtUnc_8: -1.6347685569150892e-06
+  LEP: 3.899999999999999e-07
+  JES: 3.51e-06
+  JER: 3.899999999999999e-07
+  BG: 6.499999999999999e-07
+  Btag: 1.9499999999999995e-06
+  PU: 5.2e-07
+  TopScale: 6.629999999999998e-06
+  TopMatch: 2.08e-06
+  Hadronization: 5.33e-06
+  TopMass: 1.9499999999999995e-06
+  PDF: 0.0
 - stat: 0
-  sys: 3.5e-06
   ArtUnc_1: 5.8657334369507166e-08
   ArtUnc_2: -3.752925755472416e-08
   ArtUnc_3: -2.3493119791544966e-08
@@ -120,3 +229,14 @@ bins:
   ArtUnc_6: -1.2332466791256998e-06
   ArtUnc_7: 0.0
   ArtUnc_8: 1.5819018190323897e-06
+  LEP: 1.1099999999999999e-07
+  JES: 1.554e-06
+  JER: 2.59e-07
+  BG: 3.33e-07
+  Btag: 6.29e-07
+  PU: 2.59e-07
+  TopScale: 2.5530000000000004e-06
+  TopMatch: 9.99e-07
+  Hadronization: 1.147e-06
+  TopMass: 4.4399999999999995e-07
+  PDF: 1.1099999999999999e-07
diff --git a/buildmaster/CMS_ttBar_8TeV/uncertainties_dSig_dyt.yaml b/buildmaster/CMS_ttBar_8TeV/uncertainties_dSig_dyt.yaml
index ff9e21436e..86904d6aef 100644
--- a/buildmaster/CMS_ttBar_8TeV/uncertainties_dSig_dyt.yaml
+++ b/buildmaster/CMS_ttBar_8TeV/uncertainties_dSig_dyt.yaml
@@ -3,10 +3,6 @@ definitions:
     description: total statistical uncertainty
     treatment: ADD
     type: UNCORR
-  sys:
-    description: total systematic uncertainty
-    treatment: MULT
-    type: CORR
   ArtUnc_1:
     definition: artificial uncertainty 1
     treatment: ADD
@@ -47,9 +43,52 @@ definitions:
     definition: artificial uncertainty 10
     treatment: ADD
     type: CORR
+  LEP:
+    definition: systematic uncertainty- LEP
+    treatment: MULT
+    type: CORR
+  JES:
+    definition: systematic uncertainty- JES
+    treatment: MULT
+    type: CORR
+  JER:
+    definition: systematic uncertainty- JER
+    treatment: MULT
+    type: CORR
+  BG:
+    definition: systematic uncertainty- BG
+    treatment: MULT
+    type: CORR
+  Btag:
+    definition: systematic uncertainty- Btag
+    treatment: MULT
+    type: CORR
+  PU:
+    definition: systematic uncertainty- PU
+    treatment: MULT
+    type: CORR
+  TopScale:
+    definition: systematic uncertainty- TopScale
+    treatment: MULT
+    type: CORR
+  TopMatch:
+    definition: systematic uncertainty- TopMatch
+    treatment: MULT
+    type: CORR
+  Hadronization:
+    definition: systematic uncertainty- Hadronization
+    treatment: MULT
+    type: CORR
+  TopMass:
+    definition: systematic uncertainty- TopMass
+    treatment: MULT
+    type: CORR
+  PDF:
+    definition: systematic uncertainty- PDF
+    treatment: MULT
+    type: CORR
 bins:
 - stat: 0
-  sys: 0.00279
   ArtUnc_1: 1.4188477011049096e-05
   ArtUnc_2: 2.6171080392768394e-05
   ArtUnc_3: 0.00014188916268979162
@@ -60,8 +99,18 @@ bins:
   ArtUnc_8: 0.0002399217410825539
   ArtUnc_9: 0.0009477193045895226
   ArtUnc_10: 5.145497829685526e-05
+  LEP: 0.0001472
+  JES: 0.0008832
+  JER: 0.0005152
+  BG: 0.000368
+  Btag: 0.0006624000000000001
+  PU: 0.0001472
+  TopScale: 0.000368
+  TopMatch: 0.0019136000000000001
+  Hadronization: 0.0013984
+  TopMass: 0.0002208
+  PDF: 0.0005152
 - stat: 0
-  sys: 0.00428
   ArtUnc_1: 5.517051812745032e-06
   ArtUnc_2: 4.3582683310370936e-05
   ArtUnc_3: -0.0006460814274410478
@@ -72,8 +121,18 @@ bins:
   ArtUnc_8: 0.001265344204248914
   ArtUnc_9: 0.0010815923111381848
   ArtUnc_10: 1.9429371027878434e-05
+  LEP: 0.00035
+  JES: 0.001225
+  JER: 0.000525
+  BG: 0.000175
+  Btag: 0.001225
+  PU: 0.00035
+  TopScale: 0.00315
+  TopMatch: 0.001925
+  Hadronization: 0.001225
+  TopMass: 0.0007
+  PDF: 0.000175
 - stat: 0
-  sys: 0.00776
   ArtUnc_1: 5.699128410224744e-06
   ArtUnc_2: -0.0007539798030334915
   ArtUnc_3: -0.0008653725807127809
@@ -84,8 +143,18 @@ bins:
   ArtUnc_8: 0.0001405091272878291
   ArtUnc_9: -0.0013646031474794915
   ArtUnc_10: 0.0008238865432357172
+  LEP: 0.000261
+  JES: 0.000783
+  JER: 0.000783
+  BG: 0.000522
+  Btag: 0.000522
+  PU: 0.0
+  TopScale: 0.006264
+  TopMatch: 0.003132
+  Hadronization: 0.0028710000000000003
+  TopMass: 0.001044
+  PDF: 0.0
 - stat: 0
-  sys: 0.00381
   ArtUnc_1: 5.69745218123564e-06
   ArtUnc_2: -0.0006812940785951013
   ArtUnc_3: 0.0026757447124280205
@@ -96,8 +165,18 @@ bins:
   ArtUnc_8: 0.00041045676964193554
   ArtUnc_9: -0.0010568956328334761
   ArtUnc_10: 0.0004993808573609149
+  LEP: 0.0003
+  JES: 0.0009
+  JER: 0.0012
+  BG: 0.0003
+  Btag: 0.0009
+  PU: 0.0003
+  TopScale: 0.0012
+  TopMatch: 0.0012
+  Hadronization: 0.0024
+  TopMass: 0.0018
+  PDF: 0.0
 - stat: 0
-  sys: 0.00495
   ArtUnc_1: 5.7004778610052354e-06
   ArtUnc_2: 0.003689131539127573
   ArtUnc_3: -0.0004885440463598347
@@ -108,8 +187,18 @@ bins:
   ArtUnc_8: -1.674950346082894e-06
   ArtUnc_9: -0.001394866992556426
   ArtUnc_10: 0.00019862460547790257
+  LEP: 0.000666
+  JES: 0.001998
+  JER: 0.000666
+  BG: 0.000999
+  Btag: 0.002331
+  PU: 0.000333
+  TopScale: 0.002664
+  TopMatch: 0.000333
+  Hadronization: 0.001332
+  TopMass: 0.001665
+  PDF: 0.000333
 - stat: 0
-  sys: 0.00535
   ArtUnc_1: 5.698757181256402e-06
   ArtUnc_2: -0.0020503424721307
   ArtUnc_3: -0.002628556648424143
@@ -120,8 +209,18 @@ bins:
   ArtUnc_8: -5.292221922624902e-05
   ArtUnc_9: -0.0011461316177639918
   ArtUnc_10: -0.0006839099548628593
+  LEP: 0.0006620000000000002
+  JES: 0.002317
+  JER: 0.0006620000000000002
+  BG: 0.000993
+  Btag: 0.0026480000000000006
+  PU: 0.0
+  TopScale: 0.0016550000000000002
+  TopMatch: 0.002317
+  Hadronization: 0.0016550000000000002
+  TopMass: 0.002317
+  PDF: 0.0003310000000000001
 - stat: 0
-  sys: 0.00528
   ArtUnc_1: 5.6988073963659e-06
   ArtUnc_2: -0.0011861595719749342
   ArtUnc_3: 0.0019739692983289803
@@ -132,8 +231,18 @@ bins:
   ArtUnc_8: -0.0005042099731818688
   ArtUnc_9: -0.0006412214733969265
   ArtUnc_10: -0.0010907222586496264
+  LEP: 0.0003
+  JES: 0.0015
+  JER: 0.0012
+  BG: 0.0006
+  Btag: 0.0009
+  PU: 0.0003
+  TopScale: 0.0018
+  TopMatch: 0.0021
+  Hadronization: 0.0027
+  TopMass: 0.0027
+  PDF: 0.0
 - stat: 0
-  sys: 0.00749
   ArtUnc_1: 5.6971350978950205e-06
   ArtUnc_2: 0.0009492885012596237
   ArtUnc_3: -1.4180189829562322e-05
@@ -144,8 +253,18 @@ bins:
   ArtUnc_8: -6.963020934595439e-05
   ArtUnc_9: 0.00018303608684744948
   ArtUnc_10: -0.0026067385391173588
+  LEP: 0.000247
+  JES: 0.000494
+  JER: 0.000494
+  BG: 0.000494
+  Btag: 0.000494
+  PU: 0.000247
+  TopScale: 0.000988
+  TopMatch: 0.001729
+  Hadronization: 0.006916
+  TopMass: 0.001482
+  PDF: 0.0
 - stat: 0
-  sys: 0.00299
   ArtUnc_1: 5.520196849414722e-06
   ArtUnc_2: 0.0001337977506831524
   ArtUnc_3: -0.0003006714631212865
@@ -156,8 +275,18 @@ bins:
   ArtUnc_8: -0.0022182505556967453
   ArtUnc_9: 0.0006467072083052955
   ArtUnc_10: 0.0005706783640693383
+  LEP: 0.00037600000000000003
+  JES: 0.0007520000000000001
+  JER: 0.00094
+  BG: 0.00018800000000000002
+  Btag: 0.001128
+  PU: 0.00018800000000000002
+  TopScale: 0.001316
+  TopMatch: 0.0016920000000000001
+  Hadronization: 0.000564
+  TopMass: 0.001128
+  PDF: 0.00018800000000000002
 - stat: 0
-  sys: 0.00262
   ArtUnc_1: 1.4177091844784163e-05
   ArtUnc_2: -8.221969309422323e-05
   ArtUnc_3: -3.569579897528726e-05
@@ -168,3 +297,14 @@ bins:
   ArtUnc_8: 0.0001623729225930966
   ArtUnc_9: 0.000557883525003807
   ArtUnc_10: 0.000867864026083218
+  LEP: 0.0001554
+  JES: 0.0011655
+  JER: 0.0003885
+  BG: 0.0004662
+  Btag: 0.0006993
+  PU: 7.77e-05
+  TopScale: 0.0010101
+  TopMatch: 0.0010101
+  Hadronization: 0.0013986
+  TopMass: 0.0005439
+  PDF: 0.0005439
diff --git a/buildmaster/CMS_ttBar_8TeV/uncertainties_dSig_dyttBar.yaml b/buildmaster/CMS_ttBar_8TeV/uncertainties_dSig_dyttBar.yaml
index cdffc5c474..4ff0d8529d 100644
--- a/buildmaster/CMS_ttBar_8TeV/uncertainties_dSig_dyttBar.yaml
+++ b/buildmaster/CMS_ttBar_8TeV/uncertainties_dSig_dyttBar.yaml
@@ -3,10 +3,6 @@ definitions:
     description: total statistical uncertainty
     treatment: ADD
     type: UNCORR
-  sys:
-    description: total systematic uncertainty
-    treatment: MULT
-    type: CORR
   ArtUnc_1:
     definition: artificial uncertainty 1
     treatment: ADD
@@ -47,9 +43,52 @@ definitions:
     definition: artificial uncertainty 10
     treatment: ADD
     type: CORR
+  LEP:
+    definition: systematic uncertainty- LEP
+    treatment: MULT
+    type: CORR
+  JES:
+    definition: systematic uncertainty- JES
+    treatment: MULT
+    type: CORR
+  JER:
+    definition: systematic uncertainty- JER
+    treatment: MULT
+    type: CORR
+  BG:
+    definition: systematic uncertainty- BG
+    treatment: MULT
+    type: CORR
+  Btag:
+    definition: systematic uncertainty- Btag
+    treatment: MULT
+    type: CORR
+  PU:
+    definition: systematic uncertainty- PU
+    treatment: MULT
+    type: CORR
+  TopScale:
+    definition: systematic uncertainty- TopScale
+    treatment: MULT
+    type: CORR
+  TopMatch:
+    definition: systematic uncertainty- TopMatch
+    treatment: MULT
+    type: CORR
+  Hadronization:
+    definition: systematic uncertainty- Hadronization
+    treatment: MULT
+    type: CORR
+  TopMass:
+    definition: systematic uncertainty- TopMass
+    treatment: MULT
+    type: CORR
+  PDF:
+    definition: systematic uncertainty- PDF
+    treatment: MULT
+    type: CORR
 bins:
 - stat: 0
-  sys: 0.00175
   ArtUnc_1: 1.2733064761574074e-05
   ArtUnc_2: 0.001542260069558157
   ArtUnc_3: 1.9119788477594598e-05
@@ -60,8 +99,18 @@ bins:
   ArtUnc_8: -0.00010478340624733983
   ArtUnc_9: 0.00019599222122196677
   ArtUnc_10: -0.00015333803969663662
+  LEP: 0.0002428
+  JES: 0.0004248999999999999
+  JER: 0.0003035
+  BG: 0.0003035
+  Btag: 0.0007890999999999999
+  PU: 0.0002428
+  TopScale: 0.0007283999999999999
+  TopMatch: 0.0007890999999999999
+  Hadronization: 6.07e-05
+  TopMass: 0.0006677
+  PDF: 0.0005463
 - stat: 0
-  sys: 0.00517
   ArtUnc_1: 4.191259919877449e-06
   ArtUnc_2: -4.618995488358831e-06
   ArtUnc_3: 0.00010413544609612212
@@ -72,8 +121,18 @@ bins:
   ArtUnc_8: -0.00015062100192500888
   ArtUnc_9: -0.0008421134423775114
   ArtUnc_10: -0.0005035334982063892
+  LEP: 0.00044000000000000007
+  JES: 0.00132
+  JER: 0.00022000000000000003
+  BG: 0.00066
+  Btag: 0.00132
+  PU: 0.00022000000000000003
+  TopScale: 0.0008800000000000001
+  TopMatch: 0.0024200000000000003
+  Hadronization: 0.0037400000000000003
+  TopMass: 0.0017600000000000003
+  PDF: 0.00022000000000000003
 - stat: 0
-  sys: 0.00942
   ArtUnc_1: 3.153314945012184e-06
   ArtUnc_2: 0.00012070884300045583
   ArtUnc_3: -0.0018944252545218373
@@ -84,8 +143,18 @@ bins:
   ArtUnc_8: -0.0015206433212051533
   ArtUnc_9: -0.003872528880777916
   ArtUnc_10: 0.0026803114046374276
+  LEP: 0.0
+  JES: 0.001308
+  JER: 0.000654
+  BG: 0.000654
+  Btag: 0.000327
+  PU: 0.000327
+  TopScale: 0.006540000000000001
+  TopMatch: 0.000654
+  Hadronization: 0.0049050000000000005
+  TopMass: 0.0042510000000000004
+  PDF: 0.000327
 - stat: 0
-  sys: 0.0059
   ArtUnc_1: 3.152253866690535e-06
   ArtUnc_2: 4.793118809785956e-06
   ArtUnc_3: -0.0006430766521554771
@@ -96,8 +165,18 @@ bins:
   ArtUnc_8: -0.0009278553099829891
   ArtUnc_9: 0.0031387454047782106
   ArtUnc_10: 0.002080026825283469
+  LEP: 0.000746
+  JES: 0.001492
+  JER: 0.000373
+  BG: 0.000373
+  Btag: 0.0018650000000000001
+  PU: 0.000373
+  TopScale: 0.0037300000000000002
+  TopMatch: 0.003357
+  Hadronization: 0.0018650000000000001
+  TopMass: 0.001119
+  PDF: 0.000373
 - stat: 0
-  sys: 0.00673
   ArtUnc_1: 3.1523338288264684e-06
   ArtUnc_2: 3.950132280960023e-05
   ArtUnc_3: 0.006005117191817795
@@ -108,8 +187,18 @@ bins:
   ArtUnc_8: -0.0007632222846588109
   ArtUnc_9: 8.867431145395418e-05
   ArtUnc_10: -0.0017828535725276443
+  LEP: 0.000854
+  JES: 0.002989
+  JER: 0.000854
+  BG: 0.001708
+  Btag: 0.003416
+  PU: 0.0
+  TopScale: 0.0038429999999999996
+  TopMatch: 0.001281
+  Hadronization: 0.0
+  TopMass: 0.002562
+  PDF: 0.000427
 - stat: 0
-  sys: 0.00766
   ArtUnc_1: 3.1526830698109407e-06
   ArtUnc_2: 2.9663904405671416e-06
   ArtUnc_3: -0.0029475195176351826
@@ -120,8 +209,18 @@ bins:
   ArtUnc_8: 0.001268552507634009
   ArtUnc_9: 0.0030701356878229885
   ArtUnc_10: -0.0008040029311248681
+  LEP: 0.0008260000000000001
+  JES: 0.0033040000000000005
+  JER: 0.0016520000000000003
+  BG: 0.0008260000000000001
+  Btag: 0.0033040000000000005
+  PU: 0.00041300000000000006
+  TopScale: 0.0033040000000000005
+  TopMatch: 0.0033040000000000005
+  Hadronization: 0.0033040000000000005
+  TopMass: 0.0012389999999999999
+  PDF: 0.0
 - stat: 0
-  sys: 0.00648
   ArtUnc_1: 3.152667763583191e-06
   ArtUnc_2: -2.088179770028689e-05
   ArtUnc_3: -0.0023866785933756487
@@ -132,8 +231,18 @@ bins:
   ArtUnc_8: 0.0015772349783507048
   ArtUnc_9: -0.001965504113594864
   ArtUnc_10: -0.003984660623354727
+  LEP: 0.0007480000000000001
+  JES: 0.0018700000000000001
+  JER: 0.001122
+  BG: 0.001122
+  Btag: 0.0018700000000000001
+  PU: 0.00037400000000000004
+  TopScale: 0.001122
+  TopMatch: 0.0018700000000000001
+  Hadronization: 0.0037400000000000003
+  TopMass: 0.0037400000000000003
+  PDF: 0.00037400000000000004
 - stat: 0
-  sys: 0.00531
   ArtUnc_1: 3.1526033649317752e-06
   ArtUnc_2: -0.0001522249436840137
   ArtUnc_3: 0.0019004122242591947
@@ -144,8 +253,18 @@ bins:
   ArtUnc_8: 0.004546160512398277
   ArtUnc_9: -0.0007885128674446689
   ArtUnc_10: 0.002673571174832699
+  LEP: 0.000317
+  JES: 0.001902
+  JER: 0.001268
+  BG: 0.001902
+  Btag: 0.000634
+  PU: 0.0
+  TopScale: 0.001902
+  TopMatch: 0.0041210000000000005
+  Hadronization: 0.000317
+  TopMass: 0.000951
+  PDF: 0.000317
 - stat: 0
-  sys: 0.00506
   ArtUnc_1: 4.193174434389627e-06
   ArtUnc_2: 2.3527356578624555e-05
   ArtUnc_3: 0.0002222798223911547
@@ -156,8 +275,18 @@ bins:
   ArtUnc_8: -0.000492438814921078
   ArtUnc_9: 0.00042151862454088717
   ArtUnc_10: 0.0008635911380907639
+  LEP: 0.00046000000000000007
+  JES: 0.0009200000000000001
+  JER: 0.0009200000000000001
+  BG: 0.0006900000000000001
+  Btag: 0.0013800000000000002
+  PU: 0.0
+  TopScale: 0.0018400000000000003
+  TopMatch: 0.00161
+  Hadronization: 0.00391
+  TopMass: 0.00046000000000000007
+  PDF: 0.00023000000000000003
 - stat: 0
-  sys: 0.00245
   ArtUnc_1: 1.2731462503432041e-05
   ArtUnc_2: -0.0015474160623654412
   ArtUnc_3: -0.00013474417900154968
@@ -168,3 +297,14 @@ bins:
   ArtUnc_8: -0.0007185239771657239
   ArtUnc_9: 2.4142422745833406e-05
   ArtUnc_10: -0.00017895872238232857
+  LEP: 0.00025640000000000005
+  JES: 0.0007692
+  JER: 0.0005128000000000001
+  BG: 0.00025640000000000005
+  Btag: 0.0008974
+  PU: 6.410000000000001e-05
+  TopScale: 0.0013461
+  TopMatch: 0.0007051000000000002
+  Hadronization: 0.0009615000000000001
+  TopMass: 0.0008333000000000001
+  PDF: 0.0005128000000000001
diff --git a/buildmaster/CMS_ttBar_8TeV/utils.py b/buildmaster/CMS_ttBar_8TeV/utils.py
index 9a43e1879a..b5c5a892a9 100644
--- a/buildmaster/CMS_ttBar_8TeV/utils.py
+++ b/buildmaster/CMS_ttBar_8TeV/utils.py
@@ -16,11 +16,15 @@ def symmetrize_errors(delta_plus, delta_minus):
     se_sigma = sqrt(average*average + 2*semi_diff*semi_diff)
     return se_delta, se_sigma
 
-def percentage_to_absolute(percentage, value):
+def percentage_to_absolute_str(percentage, value):
     percentage = float(percentage.replace("%", ""))
     absolute = percentage * value * 0.01
     return absolute 
 
+def percentage_to_absolute_num(percentage, value):
+    absolute = percentage * value * 0.01
+    return absolute
+
 def corMat_to_covMat(ndata, errArray, corMatArray):
     covMatArray = []
     for i in range(len(corMatArray)):

From 04fba08ccaf77de00d1ed1854605b4f72d993c1a Mon Sep 17 00:00:00 2001
From: t7phy <t7phy.in@gmail.com>
Date: Wed, 1 Mar 2023 19:42:06 +0100
Subject: [PATCH 11/17] minor utils func modification

---
 buildmaster/CMS_ttBar_8TeV/filter.py    | 10 +++++-----
 buildmaster/CMS_ttBar_8TeV/utils.py     |  8 ++------
 buildmaster/backward_compatibility.yaml |  2 +-
 3 files changed, 8 insertions(+), 12 deletions(-)

diff --git a/buildmaster/CMS_ttBar_8TeV/filter.py b/buildmaster/CMS_ttBar_8TeV/filter.py
index 225613c399..4afd6cc779 100644
--- a/buildmaster/CMS_ttBar_8TeV/filter.py
+++ b/buildmaster/CMS_ttBar_8TeV/filter.py
@@ -2,7 +2,7 @@
 
 import yaml
 from utils import covMat_to_artUnc as cta
-from utils import percentage_to_absolute_num as ptan
+from utils import percentage_to_absolute as pta
 
 def processData():
     with open('metadata.yaml', 'r') as file:
@@ -64,7 +64,7 @@ def processData():
             error_value['ArtUnc_'+str(j+1)] = float(artUncMat_dSig_dpTt[i][j])
         data_central_value = values[i]['value']
         for j in range(11):
-            error_value[input3['independent_variables'][0]['values'][j]['value']] = ptan(input3['dependent_variables'][i]['values'][j]['value'], data_central_value)
+            error_value[input3['independent_variables'][0]['values'][j]['value']] = pta(str(input3['dependent_variables'][i]['values'][j]['value']), data_central_value)
         kin_value = {'sqrt_s': {'min': None, 'mid': sqrt_s, 'max': None}, 'pT_t': {'min': pT_t_min, 'mid': pT_t_mid, 'max': pT_t_max}}
         data_central_dSig_dpTt.append(data_central_value)
         kin_dSig_dpTt.append(kin_value)
@@ -124,7 +124,7 @@ def processData():
             error_value['ArtUnc_'+str(j+1)] = float(artUncMat_dSig_dyt[i][j])
         data_central_value = values[i]['value']
         for j in range(11):
-            error_value[input3['independent_variables'][0]['values'][j]['value']] = ptan(input3['dependent_variables'][i]['values'][j]['value'], data_central_value)
+            error_value[input3['independent_variables'][0]['values'][j]['value']] = pta(str(input3['dependent_variables'][i]['values'][j]['value']), data_central_value)
         kin_value = {'sqrt_s': {'min': None, 'mid': sqrt_s, 'max': None}, 'y_t': {'min': y_t_min, 'mid': y_t_mid, 'max': y_t_max}}
         data_central_dSig_dyt.append(data_central_value)
         kin_dSig_dyt.append(kin_value)
@@ -184,7 +184,7 @@ def processData():
             error_value['ArtUnc_'+str(j+1)] = float(artUncMat_dSig_dyttBar[i][j])
         data_central_value = values[i]['value']
         for j in range(11):
-            error_value[input3['independent_variables'][0]['values'][j]['value']] = ptan(input3['dependent_variables'][i]['values'][j]['value'], data_central_value)
+            error_value[input3['independent_variables'][0]['values'][j]['value']] = pta(str(input3['dependent_variables'][i]['values'][j]['value']), data_central_value)
         kin_value = {'sqrt_s': {'min': None, 'mid': sqrt_s, 'max': None}, 'y_ttBar': {'min': y_ttBar_min, 'mid': y_ttBar_mid, 'max': y_ttBar_max}}
         data_central_dSig_dyttBar.append(data_central_value)
         kin_dSig_dyttBar.append(kin_value)
@@ -244,7 +244,7 @@ def processData():
             error_value['ArtUnc_'+str(j+1)] = float(artUncMat_dSig_dmttBar[i][j])
         data_central_value = values[i]['value']
         for j in range(11):
-            error_value[input3['independent_variables'][0]['values'][j]['value']] = ptan(input3['dependent_variables'][i]['values'][j]['value'], data_central_value)
+            error_value[input3['independent_variables'][0]['values'][j]['value']] = pta(str(input3['dependent_variables'][i]['values'][j]['value']), data_central_value)
         kin_value = {'sqrt_s': {'min': None, 'mid': sqrt_s, 'max': None}, 'm_ttBar': {'min': m_ttBar_min, 'mid': m_ttBar_mid, 'max': m_ttBar_max}}
         data_central_dSig_dmttBar.append(data_central_value)
         kin_dSig_dmttBar.append(kin_value)
diff --git a/buildmaster/CMS_ttBar_8TeV/utils.py b/buildmaster/CMS_ttBar_8TeV/utils.py
index b5c5a892a9..293b6e5f86 100644
--- a/buildmaster/CMS_ttBar_8TeV/utils.py
+++ b/buildmaster/CMS_ttBar_8TeV/utils.py
@@ -16,15 +16,11 @@ def symmetrize_errors(delta_plus, delta_minus):
     se_sigma = sqrt(average*average + 2*semi_diff*semi_diff)
     return se_delta, se_sigma
 
-def percentage_to_absolute_str(percentage, value):
+def percentage_to_absolute(percentage, value):
     percentage = float(percentage.replace("%", ""))
     absolute = percentage * value * 0.01
     return absolute 
 
-def percentage_to_absolute_num(percentage, value):
-    absolute = percentage * value * 0.01
-    return absolute
-
 def corMat_to_covMat(ndata, errArray, corMatArray):
     covMatArray = []
     for i in range(len(corMatArray)):
@@ -47,4 +43,4 @@ def covMat_to_artUnc(ndata, covMatArray):
                 continue
             else:
                 artUnc[i][j] = eigVec[i][j] * sqrt(eigVal[j])
-    return artUnc
\ No newline at end of file
+    return artUnc
diff --git a/buildmaster/backward_compatibility.yaml b/buildmaster/backward_compatibility.yaml
index c78e3566eb..a080b195a9 100644
--- a/buildmaster/backward_compatibility.yaml
+++ b/buildmaster/backward_compatibility.yaml
@@ -1 +1 @@
-CMSTOPDIFF8TEVTTRAPNORM: {setname: CMS_ttBar_8TeV, observable_name: y_ttBar}
\ No newline at end of file
+CMSTOPDIFF8TEVTTRAPNORM: {setname: CMS_ttBar_8TeV, observable_name: y_ttBar}

From 3876ba2efd5e77586fa3b4513acc88368600827d Mon Sep 17 00:00:00 2001
From: t7phy <t7phy.in@gmail.com>
Date: Wed, 8 Mar 2023 13:55:02 +0100
Subject: [PATCH 12/17] consistency imporvements and better utils

---
 .../data_dSig_dmttBar_norm.yaml}              |  0
 .../data_dSig_dpTt_norm.yaml}                 |  0
 .../data_dSig_dyt_norm.yaml}                  |  0
 .../data_dSig_dyttBar_norm.yaml}              |  0
 .../filter.py                                 | 80 +++++++++----------
 .../kinematics_dSig_dmttBar_norm.yaml}        |  0
 .../kinematics_dSig_dpTt_norm.yaml}           |  0
 .../kinematics_dSig_dyt_norm.yaml}            |  0
 .../kinematics_dSig_dyttBar_norm.yaml}        |  0
 .../metadata.yaml                             | 26 +++---
 .../rawdata/Table1.yaml                       |  0
 .../rawdata/Table10.yaml                      |  0
 .../rawdata/Table11.yaml                      |  0
 .../rawdata/Table12.yaml                      |  0
 .../rawdata/Table13.yaml                      |  0
 .../rawdata/Table14.yaml                      |  0
 .../rawdata/Table15.yaml                      |  0
 .../rawdata/Table16.yaml                      |  0
 .../rawdata/Table17.yaml                      |  0
 .../rawdata/Table18.yaml                      |  0
 .../rawdata/Table19.yaml                      |  0
 .../rawdata/Table2.yaml                       |  0
 .../rawdata/Table20.yaml                      |  0
 .../rawdata/Table21.yaml                      |  0
 .../rawdata/Table22.yaml                      |  0
 .../rawdata/Table23.yaml                      |  0
 .../rawdata/Table24.yaml                      |  0
 .../rawdata/Table25.yaml                      |  0
 .../rawdata/Table26.yaml                      |  0
 .../rawdata/Table27.yaml                      |  0
 .../rawdata/Table28.yaml                      |  0
 .../rawdata/Table29.yaml                      |  0
 .../rawdata/Table3.yaml                       |  0
 .../rawdata/Table30.yaml                      |  0
 .../rawdata/Table31.yaml                      |  0
 .../rawdata/Table32.yaml                      |  0
 .../rawdata/Table33.yaml                      |  0
 .../rawdata/Table34.yaml                      |  0
 .../rawdata/Table35.yaml                      |  0
 .../rawdata/Table36.yaml                      |  0
 .../rawdata/Table37.yaml                      |  0
 .../rawdata/Table38.yaml                      |  0
 .../rawdata/Table39.yaml                      |  0
 .../rawdata/Table4.yaml                       |  0
 .../rawdata/Table40.yaml                      |  0
 .../rawdata/Table41.yaml                      |  0
 .../rawdata/Table42.yaml                      |  0
 .../rawdata/Table43.yaml                      |  0
 .../rawdata/Table44.yaml                      |  0
 .../rawdata/Table45.yaml                      |  0
 .../rawdata/Table46.yaml                      |  0
 .../rawdata/Table47.yaml                      |  0
 .../rawdata/Table48.yaml                      |  0
 .../rawdata/Table49.yaml                      |  0
 .../rawdata/Table5.yaml                       |  0
 .../rawdata/Table50.yaml                      |  0
 .../rawdata/Table6.yaml                       |  0
 .../rawdata/Table7.yaml                       |  0
 .../rawdata/Table8.yaml                       |  0
 .../rawdata/Table9.yaml                       |  0
 .../rawdata/submission.yaml                   |  0
 .../uncertainties_dSig_dmttBar_norm.yaml}     |  0
 .../uncertainties_dSig_dpTt_norm.yaml}        |  0
 .../uncertainties_dSig_dyt_norm.yaml}         |  0
 .../uncertainties_dSig_dyttBar_norm.yaml}     |  0
 .../utils.py                                  | 35 ++++++--
 66 files changed, 82 insertions(+), 59 deletions(-)
 rename buildmaster/{CMS_ttBar_8TeV/data_dSig_dmttBar.yaml => CMS_ttBar_lj_8TeV/data_dSig_dmttBar_norm.yaml} (100%)
 rename buildmaster/{CMS_ttBar_8TeV/data_dSig_dpTt.yaml => CMS_ttBar_lj_8TeV/data_dSig_dpTt_norm.yaml} (100%)
 rename buildmaster/{CMS_ttBar_8TeV/data_dSig_dyt.yaml => CMS_ttBar_lj_8TeV/data_dSig_dyt_norm.yaml} (100%)
 rename buildmaster/{CMS_ttBar_8TeV/data_dSig_dyttBar.yaml => CMS_ttBar_lj_8TeV/data_dSig_dyttBar_norm.yaml} (100%)
 rename buildmaster/{CMS_ttBar_8TeV => CMS_ttBar_lj_8TeV}/filter.py (80%)
 rename buildmaster/{CMS_ttBar_8TeV/kinematics_dSig_dmttBar.yaml => CMS_ttBar_lj_8TeV/kinematics_dSig_dmttBar_norm.yaml} (100%)
 rename buildmaster/{CMS_ttBar_8TeV/kinematics_dSig_dpTt.yaml => CMS_ttBar_lj_8TeV/kinematics_dSig_dpTt_norm.yaml} (100%)
 rename buildmaster/{CMS_ttBar_8TeV/kinematics_dSig_dyt.yaml => CMS_ttBar_lj_8TeV/kinematics_dSig_dyt_norm.yaml} (100%)
 rename buildmaster/{CMS_ttBar_8TeV/kinematics_dSig_dyttBar.yaml => CMS_ttBar_lj_8TeV/kinematics_dSig_dyttBar_norm.yaml} (100%)
 rename buildmaster/{CMS_ttBar_8TeV => CMS_ttBar_lj_8TeV}/metadata.yaml (85%)
 rename buildmaster/{CMS_ttBar_8TeV => CMS_ttBar_lj_8TeV}/rawdata/Table1.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV => CMS_ttBar_lj_8TeV}/rawdata/Table10.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV => CMS_ttBar_lj_8TeV}/rawdata/Table11.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV => CMS_ttBar_lj_8TeV}/rawdata/Table12.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV => CMS_ttBar_lj_8TeV}/rawdata/Table13.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV => CMS_ttBar_lj_8TeV}/rawdata/Table14.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV => CMS_ttBar_lj_8TeV}/rawdata/Table15.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV => CMS_ttBar_lj_8TeV}/rawdata/Table16.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV => CMS_ttBar_lj_8TeV}/rawdata/Table17.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV => CMS_ttBar_lj_8TeV}/rawdata/Table18.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV => CMS_ttBar_lj_8TeV}/rawdata/Table19.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV => CMS_ttBar_lj_8TeV}/rawdata/Table2.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV => CMS_ttBar_lj_8TeV}/rawdata/Table20.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV => CMS_ttBar_lj_8TeV}/rawdata/Table21.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV => CMS_ttBar_lj_8TeV}/rawdata/Table22.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV => CMS_ttBar_lj_8TeV}/rawdata/Table23.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV => CMS_ttBar_lj_8TeV}/rawdata/Table24.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV => CMS_ttBar_lj_8TeV}/rawdata/Table25.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV => CMS_ttBar_lj_8TeV}/rawdata/Table26.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV => CMS_ttBar_lj_8TeV}/rawdata/Table27.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV => CMS_ttBar_lj_8TeV}/rawdata/Table28.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV => CMS_ttBar_lj_8TeV}/rawdata/Table29.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV => CMS_ttBar_lj_8TeV}/rawdata/Table3.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV => CMS_ttBar_lj_8TeV}/rawdata/Table30.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV => CMS_ttBar_lj_8TeV}/rawdata/Table31.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV => CMS_ttBar_lj_8TeV}/rawdata/Table32.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV => CMS_ttBar_lj_8TeV}/rawdata/Table33.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV => CMS_ttBar_lj_8TeV}/rawdata/Table34.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV => CMS_ttBar_lj_8TeV}/rawdata/Table35.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV => CMS_ttBar_lj_8TeV}/rawdata/Table36.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV => CMS_ttBar_lj_8TeV}/rawdata/Table37.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV => CMS_ttBar_lj_8TeV}/rawdata/Table38.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV => CMS_ttBar_lj_8TeV}/rawdata/Table39.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV => CMS_ttBar_lj_8TeV}/rawdata/Table4.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV => CMS_ttBar_lj_8TeV}/rawdata/Table40.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV => CMS_ttBar_lj_8TeV}/rawdata/Table41.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV => CMS_ttBar_lj_8TeV}/rawdata/Table42.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV => CMS_ttBar_lj_8TeV}/rawdata/Table43.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV => CMS_ttBar_lj_8TeV}/rawdata/Table44.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV => CMS_ttBar_lj_8TeV}/rawdata/Table45.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV => CMS_ttBar_lj_8TeV}/rawdata/Table46.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV => CMS_ttBar_lj_8TeV}/rawdata/Table47.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV => CMS_ttBar_lj_8TeV}/rawdata/Table48.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV => CMS_ttBar_lj_8TeV}/rawdata/Table49.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV => CMS_ttBar_lj_8TeV}/rawdata/Table5.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV => CMS_ttBar_lj_8TeV}/rawdata/Table50.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV => CMS_ttBar_lj_8TeV}/rawdata/Table6.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV => CMS_ttBar_lj_8TeV}/rawdata/Table7.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV => CMS_ttBar_lj_8TeV}/rawdata/Table8.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV => CMS_ttBar_lj_8TeV}/rawdata/Table9.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV => CMS_ttBar_lj_8TeV}/rawdata/submission.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV/uncertainties_dSig_dmttBar.yaml => CMS_ttBar_lj_8TeV/uncertainties_dSig_dmttBar_norm.yaml} (100%)
 rename buildmaster/{CMS_ttBar_8TeV/uncertainties_dSig_dpTt.yaml => CMS_ttBar_lj_8TeV/uncertainties_dSig_dpTt_norm.yaml} (100%)
 rename buildmaster/{CMS_ttBar_8TeV/uncertainties_dSig_dyt.yaml => CMS_ttBar_lj_8TeV/uncertainties_dSig_dyt_norm.yaml} (100%)
 rename buildmaster/{CMS_ttBar_8TeV/uncertainties_dSig_dyttBar.yaml => CMS_ttBar_lj_8TeV/uncertainties_dSig_dyttBar_norm.yaml} (100%)
 rename buildmaster/{CMS_ttBar_8TeV => CMS_ttBar_lj_8TeV}/utils.py (54%)

diff --git a/buildmaster/CMS_ttBar_8TeV/data_dSig_dmttBar.yaml b/buildmaster/CMS_ttBar_lj_8TeV/data_dSig_dmttBar_norm.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_8TeV/data_dSig_dmttBar.yaml
rename to buildmaster/CMS_ttBar_lj_8TeV/data_dSig_dmttBar_norm.yaml
diff --git a/buildmaster/CMS_ttBar_8TeV/data_dSig_dpTt.yaml b/buildmaster/CMS_ttBar_lj_8TeV/data_dSig_dpTt_norm.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_8TeV/data_dSig_dpTt.yaml
rename to buildmaster/CMS_ttBar_lj_8TeV/data_dSig_dpTt_norm.yaml
diff --git a/buildmaster/CMS_ttBar_8TeV/data_dSig_dyt.yaml b/buildmaster/CMS_ttBar_lj_8TeV/data_dSig_dyt_norm.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_8TeV/data_dSig_dyt.yaml
rename to buildmaster/CMS_ttBar_lj_8TeV/data_dSig_dyt_norm.yaml
diff --git a/buildmaster/CMS_ttBar_8TeV/data_dSig_dyttBar.yaml b/buildmaster/CMS_ttBar_lj_8TeV/data_dSig_dyttBar_norm.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_8TeV/data_dSig_dyttBar.yaml
rename to buildmaster/CMS_ttBar_lj_8TeV/data_dSig_dyttBar_norm.yaml
diff --git a/buildmaster/CMS_ttBar_8TeV/filter.py b/buildmaster/CMS_ttBar_lj_8TeV/filter.py
similarity index 80%
rename from buildmaster/CMS_ttBar_8TeV/filter.py
rename to buildmaster/CMS_ttBar_lj_8TeV/filter.py
index 4afd6cc779..d5830cff45 100644
--- a/buildmaster/CMS_ttBar_8TeV/filter.py
+++ b/buildmaster/CMS_ttBar_lj_8TeV/filter.py
@@ -48,7 +48,7 @@ def processData():
     for i in range(ndata_dSig_dpTt*ndata_dSig_dpTt):
         covMatEl = input2['dependent_variables'][0]['values'][i]['value']
         covMatArray_dSig_dpTt.append(covMatEl)
-    artUncMat_dSig_dpTt = cta(ndata_dSig_dpTt, covMatArray_dSig_dpTt)
+    artUncMat_dSig_dpTt = cta(ndata_dSig_dpTt, covMatArray_dSig_dpTt, True)
 
     sqrt_s = float(input['dependent_variables'][0]['qualifiers'][2]['value'])
     values = input['dependent_variables'][0]['values']
@@ -78,18 +78,18 @@ def processData():
     for i in range(11):
         error_definition_dSig_dpTt[input3['independent_variables'][0]['values'][i]['value']] = {'definition': 'systematic uncertainty- '+str(input3['independent_variables'][0]['values'][i]['value']), 'treatment': 'MULT', 'type': 'CORR'}
 
-    data_central_dSig_dpTt_yaml = {'data_central': data_central_dSig_dpTt}
-    kinematics_dSig_dpTt_yaml = {'bins': kin_dSig_dpTt}
-    uncertainties_dSig_dpTt_yaml = {'definitions': error_definition_dSig_dpTt, 'bins': error_dSig_dpTt}
+    data_central_dSig_dpTt_norm_yaml = {'data_central': data_central_dSig_dpTt}
+    kinematics_dSig_dpTt_norm_yaml = {'bins': kin_dSig_dpTt}
+    uncertainties_dSig_dpTt_norm_yaml = {'definitions': error_definition_dSig_dpTt, 'bins': error_dSig_dpTt}
 
-    with open('data_dSig_dpTt.yaml', 'w') as file:
-         yaml.dump(data_central_dSig_dpTt_yaml, file, sort_keys=False)
+    with open('data_dSig_dpTt_norm.yaml', 'w') as file:
+         yaml.dump(data_central_dSig_dpTt_norm_yaml, file, sort_keys=False)
 
-    with open('kinematics_dSig_dpTt.yaml', 'w') as file:
-         yaml.dump(kinematics_dSig_dpTt_yaml, file, sort_keys=False)
+    with open('kinematics_dSig_dpTt_norm.yaml', 'w') as file:
+         yaml.dump(kinematics_dSig_dpTt_norm_yaml, file, sort_keys=False)
 
-    with open('uncertainties_dSig_dpTt.yaml', 'w') as file:
-        yaml.dump(uncertainties_dSig_dpTt_yaml, file, sort_keys=False)
+    with open('uncertainties_dSig_dpTt_norm.yaml', 'w') as file:
+        yaml.dump(uncertainties_dSig_dpTt_norm_yaml, file, sort_keys=False)
 
 # dSig_dyt data
 
@@ -108,7 +108,7 @@ def processData():
     for i in range(ndata_dSig_dyt*ndata_dSig_dyt):
         covMatEl = input2['dependent_variables'][0]['values'][i]['value']
         covMatArray_dSig_dyt.append(covMatEl)
-    artUncMat_dSig_dyt = cta(ndata_dSig_dyt, covMatArray_dSig_dyt)
+    artUncMat_dSig_dyt = cta(ndata_dSig_dyt, covMatArray_dSig_dyt, True)
 
     sqrt_s = float(input['dependent_variables'][0]['qualifiers'][2]['value'])
     values = input['dependent_variables'][0]['values']
@@ -138,18 +138,18 @@ def processData():
     for i in range(11):
         error_definition_dSig_dyt[input3['independent_variables'][0]['values'][i]['value']] = {'definition': 'systematic uncertainty- '+str(input3['independent_variables'][0]['values'][i]['value']), 'treatment': 'MULT', 'type': 'CORR'}
 
-    data_central_dSig_dyt_yaml = {'data_central': data_central_dSig_dyt}
-    kinematics_dSig_dyt_yaml = {'bins': kin_dSig_dyt}
-    uncertainties_dSig_dyt_yaml = {'definitions': error_definition_dSig_dyt, 'bins': error_dSig_dyt}
+    data_central_dSig_dyt_norm_yaml = {'data_central': data_central_dSig_dyt}
+    kinematics_dSig_dyt_norm_yaml = {'bins': kin_dSig_dyt}
+    uncertainties_dSig_dyt_norm_yaml = {'definitions': error_definition_dSig_dyt, 'bins': error_dSig_dyt}
 
-    with open('data_dSig_dyt.yaml', 'w') as file:
-         yaml.dump(data_central_dSig_dyt_yaml, file, sort_keys=False)
+    with open('data_dSig_dyt_norm.yaml', 'w') as file:
+         yaml.dump(data_central_dSig_dyt_norm_yaml, file, sort_keys=False)
 
-    with open('kinematics_dSig_dyt.yaml', 'w') as file:
-         yaml.dump(kinematics_dSig_dyt_yaml, file, sort_keys=False)
+    with open('kinematics_dSig_dyt_norm.yaml', 'w') as file:
+         yaml.dump(kinematics_dSig_dyt_norm_yaml, file, sort_keys=False)
 
-    with open('uncertainties_dSig_dyt.yaml', 'w') as file:
-        yaml.dump(uncertainties_dSig_dyt_yaml, file, sort_keys=False)
+    with open('uncertainties_dSig_dyt_norm.yaml', 'w') as file:
+        yaml.dump(uncertainties_dSig_dyt_norm_yaml, file, sort_keys=False)
 
 # dSig_dyttBar data
 
@@ -168,7 +168,7 @@ def processData():
     for i in range(ndata_dSig_dyttBar*ndata_dSig_dyttBar):
         covMatEl = input2['dependent_variables'][0]['values'][i]['value']
         covMatArray_dSig_dyttBar.append(covMatEl)
-    artUncMat_dSig_dyttBar = cta(ndata_dSig_dyttBar, covMatArray_dSig_dyttBar)
+    artUncMat_dSig_dyttBar = cta(ndata_dSig_dyttBar, covMatArray_dSig_dyttBar, True)
 
     sqrt_s = float(input['dependent_variables'][0]['qualifiers'][2]['value'])
     values = input['dependent_variables'][0]['values']
@@ -198,18 +198,18 @@ def processData():
     for i in range(11):
         error_definition_dSig_dyttBar[input3['independent_variables'][0]['values'][i]['value']] = {'definition': 'systematic uncertainty- '+str(input3['independent_variables'][0]['values'][i]['value']), 'treatment': 'MULT', 'type': 'CORR'}
 
-    data_central_dSig_dyttBar_yaml = {'data_central': data_central_dSig_dyttBar}
-    kinematics_dSig_dyttBar_yaml = {'bins': kin_dSig_dyttBar}
-    uncertainties_dSig_dyttBar_yaml = {'definitions': error_definition_dSig_dyttBar, 'bins': error_dSig_dyttBar}
+    data_central_dSig_dyttBar_norm_yaml = {'data_central': data_central_dSig_dyttBar}
+    kinematics_dSig_dyttBar_norm_yaml = {'bins': kin_dSig_dyttBar}
+    uncertainties_dSig_dyttBar_norm_yaml = {'definitions': error_definition_dSig_dyttBar, 'bins': error_dSig_dyttBar}
 
-    with open('data_dSig_dyttBar.yaml', 'w') as file:
-         yaml.dump(data_central_dSig_dyttBar_yaml, file, sort_keys=False)
+    with open('data_dSig_dyttBar_norm.yaml', 'w') as file:
+         yaml.dump(data_central_dSig_dyttBar_norm_yaml, file, sort_keys=False)
 
-    with open('kinematics_dSig_dyttBar.yaml', 'w') as file:
-         yaml.dump(kinematics_dSig_dyttBar_yaml, file, sort_keys=False)
+    with open('kinematics_dSig_dyttBar_norm.yaml', 'w') as file:
+         yaml.dump(kinematics_dSig_dyttBar_norm_yaml, file, sort_keys=False)
 
-    with open('uncertainties_dSig_dyttBar.yaml', 'w') as file:
-        yaml.dump(uncertainties_dSig_dyttBar_yaml, file, sort_keys=False)
+    with open('uncertainties_dSig_dyttBar_norm.yaml', 'w') as file:
+        yaml.dump(uncertainties_dSig_dyttBar_norm_yaml, file, sort_keys=False)
 
 # dSig_dmttBar data
 
@@ -228,7 +228,7 @@ def processData():
     for i in range(ndata_dSig_dmttBar*ndata_dSig_dmttBar):
         covMatEl = input2['dependent_variables'][0]['values'][i]['value']
         covMatArray_dSig_dmttBar.append(covMatEl)
-    artUncMat_dSig_dmttBar = cta(ndata_dSig_dmttBar, covMatArray_dSig_dmttBar)
+    artUncMat_dSig_dmttBar = cta(ndata_dSig_dmttBar, covMatArray_dSig_dmttBar, True)
 
     sqrt_s = float(input['dependent_variables'][0]['qualifiers'][2]['value'])
     values = input['dependent_variables'][0]['values']
@@ -258,17 +258,17 @@ def processData():
     for i in range(11):
         error_definition_dSig_dmttBar[input3['independent_variables'][0]['values'][i]['value']] = {'definition': 'systematic uncertainty- '+str(input3['independent_variables'][0]['values'][i]['value']), 'treatment': 'MULT', 'type': 'CORR'}
 
-    data_central_dSig_dmttBar_yaml = {'data_central': data_central_dSig_dmttBar}
-    kinematics_dSig_dmttBar_yaml = {'bins': kin_dSig_dmttBar}
-    uncertainties_dSig_dmttBar_yaml = {'definitions': error_definition_dSig_dmttBar, 'bins': error_dSig_dmttBar}
+    data_central_dSig_dmttBar_norm_yaml = {'data_central': data_central_dSig_dmttBar}
+    kinematics_dSig_dmttBar_norm_yaml = {'bins': kin_dSig_dmttBar}
+    uncertainties_dSig_dmttBar_norm_yaml = {'definitions': error_definition_dSig_dmttBar, 'bins': error_dSig_dmttBar}
 
-    with open('data_dSig_dmttBar.yaml', 'w') as file:
-         yaml.dump(data_central_dSig_dmttBar_yaml, file, sort_keys=False)
+    with open('data_dSig_dmttBar_norm.yaml', 'w') as file:
+         yaml.dump(data_central_dSig_dmttBar_norm_yaml, file, sort_keys=False)
 
-    with open('kinematics_dSig_dmttBar.yaml', 'w') as file:
-         yaml.dump(kinematics_dSig_dmttBar_yaml, file, sort_keys=False)
+    with open('kinematics_dSig_dmttBar_norm.yaml', 'w') as file:
+         yaml.dump(kinematics_dSig_dmttBar_norm_yaml, file, sort_keys=False)
 
-    with open('uncertainties_dSig_dmttBar.yaml', 'w') as file:
-        yaml.dump(uncertainties_dSig_dmttBar_yaml, file, sort_keys=False)
+    with open('uncertainties_dSig_dmttBar_norm.yaml', 'w') as file:
+        yaml.dump(uncertainties_dSig_dmttBar_norm_yaml, file, sort_keys=False)
 
 processData()
diff --git a/buildmaster/CMS_ttBar_8TeV/kinematics_dSig_dmttBar.yaml b/buildmaster/CMS_ttBar_lj_8TeV/kinematics_dSig_dmttBar_norm.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_8TeV/kinematics_dSig_dmttBar.yaml
rename to buildmaster/CMS_ttBar_lj_8TeV/kinematics_dSig_dmttBar_norm.yaml
diff --git a/buildmaster/CMS_ttBar_8TeV/kinematics_dSig_dpTt.yaml b/buildmaster/CMS_ttBar_lj_8TeV/kinematics_dSig_dpTt_norm.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_8TeV/kinematics_dSig_dpTt.yaml
rename to buildmaster/CMS_ttBar_lj_8TeV/kinematics_dSig_dpTt_norm.yaml
diff --git a/buildmaster/CMS_ttBar_8TeV/kinematics_dSig_dyt.yaml b/buildmaster/CMS_ttBar_lj_8TeV/kinematics_dSig_dyt_norm.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_8TeV/kinematics_dSig_dyt.yaml
rename to buildmaster/CMS_ttBar_lj_8TeV/kinematics_dSig_dyt_norm.yaml
diff --git a/buildmaster/CMS_ttBar_8TeV/kinematics_dSig_dyttBar.yaml b/buildmaster/CMS_ttBar_lj_8TeV/kinematics_dSig_dyttBar_norm.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_8TeV/kinematics_dSig_dyttBar.yaml
rename to buildmaster/CMS_ttBar_lj_8TeV/kinematics_dSig_dyttBar_norm.yaml
diff --git a/buildmaster/CMS_ttBar_8TeV/metadata.yaml b/buildmaster/CMS_ttBar_lj_8TeV/metadata.yaml
similarity index 85%
rename from buildmaster/CMS_ttBar_8TeV/metadata.yaml
rename to buildmaster/CMS_ttBar_lj_8TeV/metadata.yaml
index 0105bea60d..717361f837 100644
--- a/buildmaster/CMS_ttBar_8TeV/metadata.yaml
+++ b/buildmaster/CMS_ttBar_lj_8TeV/metadata.yaml
@@ -1,6 +1,6 @@
 # implemented by Tanishq Sharma
 
-setname: "CMS_ttBar_8TeV"
+setname: "CMS_ttBar_lj_8TeV"
 
 nnpdf_metadata:
   nnpdf_process: ""
@@ -27,12 +27,12 @@ implemented_observables:
       variables:
         sqrt_s: {description: "center of mass energy", label: '$\sqrt{s}$', units: "GeV"}
         pT: {description: "transverse momentum of t", label: "$pT$", units: "GeV"}
-      file: kinematics_dSig_dpTt.yaml
+      file: kinematics_dSig_dpTt_norm.yaml
     data_central: 
-      file: data_dSig_dpTt.yaml
+      file: data_dSig_dpTt_norm.yaml
     data_uncertainties:
       file:
-        - uncertainties_dSig_dpTt.yaml
+        - uncertainties_dSig_dpTt_norm.yaml
     kinematic_coverage:
       sqrt_s: sqrt_s
       pT: pT
@@ -52,12 +52,12 @@ implemented_observables:
       variables:
         sqrt_s: {description: "center of mass energy", label: '$\sqrt{s}$', units: "GeV"}
         y_t: {description: "rapidity of t", label: '$y_{t}$', units: ""}
-      file: kinematics_dSig_dyt.yaml
+      file: kinematics_dSig_dyt_norm.yaml
     data_central: 
-      file: data_dSig_dyt.yaml
+      file: data_dSig_dyt_norm.yaml
     data_uncertainties:
       file:
-        - uncertainties_dSig_dyt.yaml
+        - uncertainties_dSig_dyt_norm.yaml
     kinematic_coverage:
       sqrt_s: sqrt_s
       y_t: y_t
@@ -77,12 +77,12 @@ implemented_observables:
       variables:
         sqrt_s: {description: "center of mass energy", label: '$\sqrt{s}$', units: "GeV"}
         y_ttBar: {description: "absolute rapidity of ttBar", label: '$y_{t\bar{t}}$', units: ""}
-      file: kinematics_dSig_dyttBar.yaml
+      file: kinematics_dSig_dyttBar_norm.yaml
     data_central: 
-      file: data_dSig_dyttBar.yaml
+      file: data_dSig_dyttBar_norm.yaml
     data_uncertainties:
       file:
-        - uncertainties_dSig_dyttBar.yaml
+        - uncertainties_dSig_dyttBar_norm.yaml
     kinematic_coverage:
       sqrt_s: sqrt_s
       y_ttBar: y_ttBar
@@ -102,12 +102,12 @@ implemented_observables:
       variables:
         sqrt_s: {description: "center of mass energy", label: '$\sqrt{s}$', units: "GeV"}
         m_ttBar: {description: "invariant mass of ttBar", label: '$m_{t\bar{t}}$', units: "GeV"}
-      file: kinematics_dSig_dmttBar.yaml
+      file: kinematics_dSig_dmttBar_norm.yaml
     data_central: 
-      file: data_dSig_dmttBar.yaml
+      file: data_dSig_dmttBar_norm.yaml
     data_uncertainties:
       file:
-        - uncertainties_dSig_dmttBar.yaml
+        - uncertainties_dSig_dmttBar_norm.yaml
     kinematic_coverage:
       sqrt_s: sqrt_s
       m_ttBar: m_ttBar
diff --git a/buildmaster/CMS_ttBar_8TeV/rawdata/Table1.yaml b/buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table1.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_8TeV/rawdata/Table1.yaml
rename to buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table1.yaml
diff --git a/buildmaster/CMS_ttBar_8TeV/rawdata/Table10.yaml b/buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table10.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_8TeV/rawdata/Table10.yaml
rename to buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table10.yaml
diff --git a/buildmaster/CMS_ttBar_8TeV/rawdata/Table11.yaml b/buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table11.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_8TeV/rawdata/Table11.yaml
rename to buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table11.yaml
diff --git a/buildmaster/CMS_ttBar_8TeV/rawdata/Table12.yaml b/buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table12.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_8TeV/rawdata/Table12.yaml
rename to buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table12.yaml
diff --git a/buildmaster/CMS_ttBar_8TeV/rawdata/Table13.yaml b/buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table13.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_8TeV/rawdata/Table13.yaml
rename to buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table13.yaml
diff --git a/buildmaster/CMS_ttBar_8TeV/rawdata/Table14.yaml b/buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table14.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_8TeV/rawdata/Table14.yaml
rename to buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table14.yaml
diff --git a/buildmaster/CMS_ttBar_8TeV/rawdata/Table15.yaml b/buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table15.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_8TeV/rawdata/Table15.yaml
rename to buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table15.yaml
diff --git a/buildmaster/CMS_ttBar_8TeV/rawdata/Table16.yaml b/buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table16.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_8TeV/rawdata/Table16.yaml
rename to buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table16.yaml
diff --git a/buildmaster/CMS_ttBar_8TeV/rawdata/Table17.yaml b/buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table17.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_8TeV/rawdata/Table17.yaml
rename to buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table17.yaml
diff --git a/buildmaster/CMS_ttBar_8TeV/rawdata/Table18.yaml b/buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table18.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_8TeV/rawdata/Table18.yaml
rename to buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table18.yaml
diff --git a/buildmaster/CMS_ttBar_8TeV/rawdata/Table19.yaml b/buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table19.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_8TeV/rawdata/Table19.yaml
rename to buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table19.yaml
diff --git a/buildmaster/CMS_ttBar_8TeV/rawdata/Table2.yaml b/buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table2.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_8TeV/rawdata/Table2.yaml
rename to buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table2.yaml
diff --git a/buildmaster/CMS_ttBar_8TeV/rawdata/Table20.yaml b/buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table20.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_8TeV/rawdata/Table20.yaml
rename to buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table20.yaml
diff --git a/buildmaster/CMS_ttBar_8TeV/rawdata/Table21.yaml b/buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table21.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_8TeV/rawdata/Table21.yaml
rename to buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table21.yaml
diff --git a/buildmaster/CMS_ttBar_8TeV/rawdata/Table22.yaml b/buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table22.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_8TeV/rawdata/Table22.yaml
rename to buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table22.yaml
diff --git a/buildmaster/CMS_ttBar_8TeV/rawdata/Table23.yaml b/buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table23.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_8TeV/rawdata/Table23.yaml
rename to buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table23.yaml
diff --git a/buildmaster/CMS_ttBar_8TeV/rawdata/Table24.yaml b/buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table24.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_8TeV/rawdata/Table24.yaml
rename to buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table24.yaml
diff --git a/buildmaster/CMS_ttBar_8TeV/rawdata/Table25.yaml b/buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table25.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_8TeV/rawdata/Table25.yaml
rename to buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table25.yaml
diff --git a/buildmaster/CMS_ttBar_8TeV/rawdata/Table26.yaml b/buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table26.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_8TeV/rawdata/Table26.yaml
rename to buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table26.yaml
diff --git a/buildmaster/CMS_ttBar_8TeV/rawdata/Table27.yaml b/buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table27.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_8TeV/rawdata/Table27.yaml
rename to buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table27.yaml
diff --git a/buildmaster/CMS_ttBar_8TeV/rawdata/Table28.yaml b/buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table28.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_8TeV/rawdata/Table28.yaml
rename to buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table28.yaml
diff --git a/buildmaster/CMS_ttBar_8TeV/rawdata/Table29.yaml b/buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table29.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_8TeV/rawdata/Table29.yaml
rename to buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table29.yaml
diff --git a/buildmaster/CMS_ttBar_8TeV/rawdata/Table3.yaml b/buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table3.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_8TeV/rawdata/Table3.yaml
rename to buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table3.yaml
diff --git a/buildmaster/CMS_ttBar_8TeV/rawdata/Table30.yaml b/buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table30.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_8TeV/rawdata/Table30.yaml
rename to buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table30.yaml
diff --git a/buildmaster/CMS_ttBar_8TeV/rawdata/Table31.yaml b/buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table31.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_8TeV/rawdata/Table31.yaml
rename to buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table31.yaml
diff --git a/buildmaster/CMS_ttBar_8TeV/rawdata/Table32.yaml b/buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table32.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_8TeV/rawdata/Table32.yaml
rename to buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table32.yaml
diff --git a/buildmaster/CMS_ttBar_8TeV/rawdata/Table33.yaml b/buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table33.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_8TeV/rawdata/Table33.yaml
rename to buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table33.yaml
diff --git a/buildmaster/CMS_ttBar_8TeV/rawdata/Table34.yaml b/buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table34.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_8TeV/rawdata/Table34.yaml
rename to buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table34.yaml
diff --git a/buildmaster/CMS_ttBar_8TeV/rawdata/Table35.yaml b/buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table35.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_8TeV/rawdata/Table35.yaml
rename to buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table35.yaml
diff --git a/buildmaster/CMS_ttBar_8TeV/rawdata/Table36.yaml b/buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table36.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_8TeV/rawdata/Table36.yaml
rename to buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table36.yaml
diff --git a/buildmaster/CMS_ttBar_8TeV/rawdata/Table37.yaml b/buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table37.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_8TeV/rawdata/Table37.yaml
rename to buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table37.yaml
diff --git a/buildmaster/CMS_ttBar_8TeV/rawdata/Table38.yaml b/buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table38.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_8TeV/rawdata/Table38.yaml
rename to buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table38.yaml
diff --git a/buildmaster/CMS_ttBar_8TeV/rawdata/Table39.yaml b/buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table39.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_8TeV/rawdata/Table39.yaml
rename to buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table39.yaml
diff --git a/buildmaster/CMS_ttBar_8TeV/rawdata/Table4.yaml b/buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table4.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_8TeV/rawdata/Table4.yaml
rename to buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table4.yaml
diff --git a/buildmaster/CMS_ttBar_8TeV/rawdata/Table40.yaml b/buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table40.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_8TeV/rawdata/Table40.yaml
rename to buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table40.yaml
diff --git a/buildmaster/CMS_ttBar_8TeV/rawdata/Table41.yaml b/buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table41.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_8TeV/rawdata/Table41.yaml
rename to buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table41.yaml
diff --git a/buildmaster/CMS_ttBar_8TeV/rawdata/Table42.yaml b/buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table42.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_8TeV/rawdata/Table42.yaml
rename to buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table42.yaml
diff --git a/buildmaster/CMS_ttBar_8TeV/rawdata/Table43.yaml b/buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table43.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_8TeV/rawdata/Table43.yaml
rename to buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table43.yaml
diff --git a/buildmaster/CMS_ttBar_8TeV/rawdata/Table44.yaml b/buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table44.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_8TeV/rawdata/Table44.yaml
rename to buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table44.yaml
diff --git a/buildmaster/CMS_ttBar_8TeV/rawdata/Table45.yaml b/buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table45.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_8TeV/rawdata/Table45.yaml
rename to buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table45.yaml
diff --git a/buildmaster/CMS_ttBar_8TeV/rawdata/Table46.yaml b/buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table46.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_8TeV/rawdata/Table46.yaml
rename to buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table46.yaml
diff --git a/buildmaster/CMS_ttBar_8TeV/rawdata/Table47.yaml b/buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table47.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_8TeV/rawdata/Table47.yaml
rename to buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table47.yaml
diff --git a/buildmaster/CMS_ttBar_8TeV/rawdata/Table48.yaml b/buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table48.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_8TeV/rawdata/Table48.yaml
rename to buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table48.yaml
diff --git a/buildmaster/CMS_ttBar_8TeV/rawdata/Table49.yaml b/buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table49.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_8TeV/rawdata/Table49.yaml
rename to buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table49.yaml
diff --git a/buildmaster/CMS_ttBar_8TeV/rawdata/Table5.yaml b/buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table5.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_8TeV/rawdata/Table5.yaml
rename to buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table5.yaml
diff --git a/buildmaster/CMS_ttBar_8TeV/rawdata/Table50.yaml b/buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table50.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_8TeV/rawdata/Table50.yaml
rename to buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table50.yaml
diff --git a/buildmaster/CMS_ttBar_8TeV/rawdata/Table6.yaml b/buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table6.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_8TeV/rawdata/Table6.yaml
rename to buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table6.yaml
diff --git a/buildmaster/CMS_ttBar_8TeV/rawdata/Table7.yaml b/buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table7.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_8TeV/rawdata/Table7.yaml
rename to buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table7.yaml
diff --git a/buildmaster/CMS_ttBar_8TeV/rawdata/Table8.yaml b/buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table8.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_8TeV/rawdata/Table8.yaml
rename to buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table8.yaml
diff --git a/buildmaster/CMS_ttBar_8TeV/rawdata/Table9.yaml b/buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table9.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_8TeV/rawdata/Table9.yaml
rename to buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table9.yaml
diff --git a/buildmaster/CMS_ttBar_8TeV/rawdata/submission.yaml b/buildmaster/CMS_ttBar_lj_8TeV/rawdata/submission.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_8TeV/rawdata/submission.yaml
rename to buildmaster/CMS_ttBar_lj_8TeV/rawdata/submission.yaml
diff --git a/buildmaster/CMS_ttBar_8TeV/uncertainties_dSig_dmttBar.yaml b/buildmaster/CMS_ttBar_lj_8TeV/uncertainties_dSig_dmttBar_norm.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_8TeV/uncertainties_dSig_dmttBar.yaml
rename to buildmaster/CMS_ttBar_lj_8TeV/uncertainties_dSig_dmttBar_norm.yaml
diff --git a/buildmaster/CMS_ttBar_8TeV/uncertainties_dSig_dpTt.yaml b/buildmaster/CMS_ttBar_lj_8TeV/uncertainties_dSig_dpTt_norm.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_8TeV/uncertainties_dSig_dpTt.yaml
rename to buildmaster/CMS_ttBar_lj_8TeV/uncertainties_dSig_dpTt_norm.yaml
diff --git a/buildmaster/CMS_ttBar_8TeV/uncertainties_dSig_dyt.yaml b/buildmaster/CMS_ttBar_lj_8TeV/uncertainties_dSig_dyt_norm.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_8TeV/uncertainties_dSig_dyt.yaml
rename to buildmaster/CMS_ttBar_lj_8TeV/uncertainties_dSig_dyt_norm.yaml
diff --git a/buildmaster/CMS_ttBar_8TeV/uncertainties_dSig_dyttBar.yaml b/buildmaster/CMS_ttBar_lj_8TeV/uncertainties_dSig_dyttBar_norm.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_8TeV/uncertainties_dSig_dyttBar.yaml
rename to buildmaster/CMS_ttBar_lj_8TeV/uncertainties_dSig_dyttBar_norm.yaml
diff --git a/buildmaster/CMS_ttBar_8TeV/utils.py b/buildmaster/CMS_ttBar_lj_8TeV/utils.py
similarity index 54%
rename from buildmaster/CMS_ttBar_8TeV/utils.py
rename to buildmaster/CMS_ttBar_lj_8TeV/utils.py
index 293b6e5f86..5bef39ea5d 100644
--- a/buildmaster/CMS_ttBar_8TeV/utils.py
+++ b/buildmaster/CMS_ttBar_lj_8TeV/utils.py
@@ -29,7 +29,10 @@ def corMat_to_covMat(ndata, errArray, corMatArray):
         covMatArray.append(corMatArray[i] * errArray[a] * errArray[b])
     return covMatArray
 
-def covMat_to_artUnc(ndata, covMatArray):
+def covMat_to_artUnc(ndata, covMatArray, is_normalized):
+    epsilon = -0.0000000001
+    negEValCount = 0
+    psdCheck = True
     covMat = np.zeros((ndata, ndata))
     artUnc = np.zeros((ndata, ndata))
     for i in range(len(covMatArray)):
@@ -37,10 +40,30 @@ def covMat_to_artUnc(ndata, covMatArray):
         b = i % ndata
         covMat[a][b] = covMatArray[i]
     eigVal, eigVec = eig(covMat)
-    for i in range(ndata):
-        for j in range(ndata):
-            if eigVal[j] < 0:
+    if is_normalized == False:
+        for i in range(ndata):
+            for j in range(ndata):
+                if eigVal[j] <= 0:
+                    raise ValueError('The covariance matrix is not positive-semidefinite')
+                else:
+                    artUnc[i][j] = eigVec[i][j] * sqrt(eigVal[j])
+    elif is_normalized == True:
+        for j in range(len(eigVal)):
+            if eigVal[j] < epsilon:
+                psdCheck = False
+            elif eigVal[j] > epsilon and eigVal[j] <= 0:
+                negEValCount = negEValCount + 1
+                if negEValCount == 2:
+                    psdCheck = False
+            elif eigVal[j] > 0:
                 continue
-            else:
-                artUnc[i][j] = eigVec[i][j] * sqrt(eigVal[j])
+        if psdCheck == False:
+            raise ValueError('The covariance matrix is not positive-semidefinite')
+        else:
+            for i in range(ndata):
+                for j in range(ndata):
+                    if eigVal[j] < 0:
+                        continue
+                    else:
+                        artUnc[i][j] = eigVec[i][j] * sqrt(eigVal[j]) 
     return artUnc

From 0fb4ae955250f2fc08be2c550717a60ee8dbbc5c Mon Sep 17 00:00:00 2001
From: t7phy <t7phy.in@gmail.com>
Date: Wed, 8 Mar 2023 15:19:53 +0100
Subject: [PATCH 13/17] more descriptive setname

---
 .../data_dSig_dmttBar_norm.yaml                                 | 0
 .../data_dSig_dpTt_norm.yaml                                    | 0
 .../data_dSig_dyt_norm.yaml                                     | 0
 .../data_dSig_dyttBar_norm.yaml                                 | 0
 .../{CMS_ttBar_lj_8TeV => CMS_ttBar_lj_8TeV_dif}/filter.py      | 0
 .../kinematics_dSig_dmttBar_norm.yaml                           | 0
 .../kinematics_dSig_dpTt_norm.yaml                              | 0
 .../kinematics_dSig_dyt_norm.yaml                               | 0
 .../kinematics_dSig_dyttBar_norm.yaml                           | 0
 .../{CMS_ttBar_lj_8TeV => CMS_ttBar_lj_8TeV_dif}/metadata.yaml  | 2 +-
 .../rawdata/Table1.yaml                                         | 0
 .../rawdata/Table10.yaml                                        | 0
 .../rawdata/Table11.yaml                                        | 0
 .../rawdata/Table12.yaml                                        | 0
 .../rawdata/Table13.yaml                                        | 0
 .../rawdata/Table14.yaml                                        | 0
 .../rawdata/Table15.yaml                                        | 0
 .../rawdata/Table16.yaml                                        | 0
 .../rawdata/Table17.yaml                                        | 0
 .../rawdata/Table18.yaml                                        | 0
 .../rawdata/Table19.yaml                                        | 0
 .../rawdata/Table2.yaml                                         | 0
 .../rawdata/Table20.yaml                                        | 0
 .../rawdata/Table21.yaml                                        | 0
 .../rawdata/Table22.yaml                                        | 0
 .../rawdata/Table23.yaml                                        | 0
 .../rawdata/Table24.yaml                                        | 0
 .../rawdata/Table25.yaml                                        | 0
 .../rawdata/Table26.yaml                                        | 0
 .../rawdata/Table27.yaml                                        | 0
 .../rawdata/Table28.yaml                                        | 0
 .../rawdata/Table29.yaml                                        | 0
 .../rawdata/Table3.yaml                                         | 0
 .../rawdata/Table30.yaml                                        | 0
 .../rawdata/Table31.yaml                                        | 0
 .../rawdata/Table32.yaml                                        | 0
 .../rawdata/Table33.yaml                                        | 0
 .../rawdata/Table34.yaml                                        | 0
 .../rawdata/Table35.yaml                                        | 0
 .../rawdata/Table36.yaml                                        | 0
 .../rawdata/Table37.yaml                                        | 0
 .../rawdata/Table38.yaml                                        | 0
 .../rawdata/Table39.yaml                                        | 0
 .../rawdata/Table4.yaml                                         | 0
 .../rawdata/Table40.yaml                                        | 0
 .../rawdata/Table41.yaml                                        | 0
 .../rawdata/Table42.yaml                                        | 0
 .../rawdata/Table43.yaml                                        | 0
 .../rawdata/Table44.yaml                                        | 0
 .../rawdata/Table45.yaml                                        | 0
 .../rawdata/Table46.yaml                                        | 0
 .../rawdata/Table47.yaml                                        | 0
 .../rawdata/Table48.yaml                                        | 0
 .../rawdata/Table49.yaml                                        | 0
 .../rawdata/Table5.yaml                                         | 0
 .../rawdata/Table50.yaml                                        | 0
 .../rawdata/Table6.yaml                                         | 0
 .../rawdata/Table7.yaml                                         | 0
 .../rawdata/Table8.yaml                                         | 0
 .../rawdata/Table9.yaml                                         | 0
 .../rawdata/submission.yaml                                     | 0
 .../uncertainties_dSig_dmttBar_norm.yaml                        | 0
 .../uncertainties_dSig_dpTt_norm.yaml                           | 0
 .../uncertainties_dSig_dyt_norm.yaml                            | 0
 .../uncertainties_dSig_dyttBar_norm.yaml                        | 0
 .../{CMS_ttBar_lj_8TeV => CMS_ttBar_lj_8TeV_dif}/utils.py       | 0
 66 files changed, 1 insertion(+), 1 deletion(-)
 rename buildmaster/{CMS_ttBar_lj_8TeV => CMS_ttBar_lj_8TeV_dif}/data_dSig_dmttBar_norm.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV => CMS_ttBar_lj_8TeV_dif}/data_dSig_dpTt_norm.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV => CMS_ttBar_lj_8TeV_dif}/data_dSig_dyt_norm.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV => CMS_ttBar_lj_8TeV_dif}/data_dSig_dyttBar_norm.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV => CMS_ttBar_lj_8TeV_dif}/filter.py (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV => CMS_ttBar_lj_8TeV_dif}/kinematics_dSig_dmttBar_norm.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV => CMS_ttBar_lj_8TeV_dif}/kinematics_dSig_dpTt_norm.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV => CMS_ttBar_lj_8TeV_dif}/kinematics_dSig_dyt_norm.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV => CMS_ttBar_lj_8TeV_dif}/kinematics_dSig_dyttBar_norm.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV => CMS_ttBar_lj_8TeV_dif}/metadata.yaml (99%)
 rename buildmaster/{CMS_ttBar_lj_8TeV => CMS_ttBar_lj_8TeV_dif}/rawdata/Table1.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV => CMS_ttBar_lj_8TeV_dif}/rawdata/Table10.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV => CMS_ttBar_lj_8TeV_dif}/rawdata/Table11.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV => CMS_ttBar_lj_8TeV_dif}/rawdata/Table12.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV => CMS_ttBar_lj_8TeV_dif}/rawdata/Table13.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV => CMS_ttBar_lj_8TeV_dif}/rawdata/Table14.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV => CMS_ttBar_lj_8TeV_dif}/rawdata/Table15.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV => CMS_ttBar_lj_8TeV_dif}/rawdata/Table16.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV => CMS_ttBar_lj_8TeV_dif}/rawdata/Table17.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV => CMS_ttBar_lj_8TeV_dif}/rawdata/Table18.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV => CMS_ttBar_lj_8TeV_dif}/rawdata/Table19.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV => CMS_ttBar_lj_8TeV_dif}/rawdata/Table2.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV => CMS_ttBar_lj_8TeV_dif}/rawdata/Table20.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV => CMS_ttBar_lj_8TeV_dif}/rawdata/Table21.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV => CMS_ttBar_lj_8TeV_dif}/rawdata/Table22.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV => CMS_ttBar_lj_8TeV_dif}/rawdata/Table23.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV => CMS_ttBar_lj_8TeV_dif}/rawdata/Table24.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV => CMS_ttBar_lj_8TeV_dif}/rawdata/Table25.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV => CMS_ttBar_lj_8TeV_dif}/rawdata/Table26.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV => CMS_ttBar_lj_8TeV_dif}/rawdata/Table27.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV => CMS_ttBar_lj_8TeV_dif}/rawdata/Table28.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV => CMS_ttBar_lj_8TeV_dif}/rawdata/Table29.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV => CMS_ttBar_lj_8TeV_dif}/rawdata/Table3.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV => CMS_ttBar_lj_8TeV_dif}/rawdata/Table30.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV => CMS_ttBar_lj_8TeV_dif}/rawdata/Table31.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV => CMS_ttBar_lj_8TeV_dif}/rawdata/Table32.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV => CMS_ttBar_lj_8TeV_dif}/rawdata/Table33.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV => CMS_ttBar_lj_8TeV_dif}/rawdata/Table34.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV => CMS_ttBar_lj_8TeV_dif}/rawdata/Table35.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV => CMS_ttBar_lj_8TeV_dif}/rawdata/Table36.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV => CMS_ttBar_lj_8TeV_dif}/rawdata/Table37.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV => CMS_ttBar_lj_8TeV_dif}/rawdata/Table38.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV => CMS_ttBar_lj_8TeV_dif}/rawdata/Table39.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV => CMS_ttBar_lj_8TeV_dif}/rawdata/Table4.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV => CMS_ttBar_lj_8TeV_dif}/rawdata/Table40.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV => CMS_ttBar_lj_8TeV_dif}/rawdata/Table41.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV => CMS_ttBar_lj_8TeV_dif}/rawdata/Table42.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV => CMS_ttBar_lj_8TeV_dif}/rawdata/Table43.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV => CMS_ttBar_lj_8TeV_dif}/rawdata/Table44.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV => CMS_ttBar_lj_8TeV_dif}/rawdata/Table45.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV => CMS_ttBar_lj_8TeV_dif}/rawdata/Table46.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV => CMS_ttBar_lj_8TeV_dif}/rawdata/Table47.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV => CMS_ttBar_lj_8TeV_dif}/rawdata/Table48.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV => CMS_ttBar_lj_8TeV_dif}/rawdata/Table49.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV => CMS_ttBar_lj_8TeV_dif}/rawdata/Table5.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV => CMS_ttBar_lj_8TeV_dif}/rawdata/Table50.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV => CMS_ttBar_lj_8TeV_dif}/rawdata/Table6.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV => CMS_ttBar_lj_8TeV_dif}/rawdata/Table7.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV => CMS_ttBar_lj_8TeV_dif}/rawdata/Table8.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV => CMS_ttBar_lj_8TeV_dif}/rawdata/Table9.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV => CMS_ttBar_lj_8TeV_dif}/rawdata/submission.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV => CMS_ttBar_lj_8TeV_dif}/uncertainties_dSig_dmttBar_norm.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV => CMS_ttBar_lj_8TeV_dif}/uncertainties_dSig_dpTt_norm.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV => CMS_ttBar_lj_8TeV_dif}/uncertainties_dSig_dyt_norm.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV => CMS_ttBar_lj_8TeV_dif}/uncertainties_dSig_dyttBar_norm.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV => CMS_ttBar_lj_8TeV_dif}/utils.py (100%)

diff --git a/buildmaster/CMS_ttBar_lj_8TeV/data_dSig_dmttBar_norm.yaml b/buildmaster/CMS_ttBar_lj_8TeV_dif/data_dSig_dmttBar_norm.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_lj_8TeV/data_dSig_dmttBar_norm.yaml
rename to buildmaster/CMS_ttBar_lj_8TeV_dif/data_dSig_dmttBar_norm.yaml
diff --git a/buildmaster/CMS_ttBar_lj_8TeV/data_dSig_dpTt_norm.yaml b/buildmaster/CMS_ttBar_lj_8TeV_dif/data_dSig_dpTt_norm.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_lj_8TeV/data_dSig_dpTt_norm.yaml
rename to buildmaster/CMS_ttBar_lj_8TeV_dif/data_dSig_dpTt_norm.yaml
diff --git a/buildmaster/CMS_ttBar_lj_8TeV/data_dSig_dyt_norm.yaml b/buildmaster/CMS_ttBar_lj_8TeV_dif/data_dSig_dyt_norm.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_lj_8TeV/data_dSig_dyt_norm.yaml
rename to buildmaster/CMS_ttBar_lj_8TeV_dif/data_dSig_dyt_norm.yaml
diff --git a/buildmaster/CMS_ttBar_lj_8TeV/data_dSig_dyttBar_norm.yaml b/buildmaster/CMS_ttBar_lj_8TeV_dif/data_dSig_dyttBar_norm.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_lj_8TeV/data_dSig_dyttBar_norm.yaml
rename to buildmaster/CMS_ttBar_lj_8TeV_dif/data_dSig_dyttBar_norm.yaml
diff --git a/buildmaster/CMS_ttBar_lj_8TeV/filter.py b/buildmaster/CMS_ttBar_lj_8TeV_dif/filter.py
similarity index 100%
rename from buildmaster/CMS_ttBar_lj_8TeV/filter.py
rename to buildmaster/CMS_ttBar_lj_8TeV_dif/filter.py
diff --git a/buildmaster/CMS_ttBar_lj_8TeV/kinematics_dSig_dmttBar_norm.yaml b/buildmaster/CMS_ttBar_lj_8TeV_dif/kinematics_dSig_dmttBar_norm.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_lj_8TeV/kinematics_dSig_dmttBar_norm.yaml
rename to buildmaster/CMS_ttBar_lj_8TeV_dif/kinematics_dSig_dmttBar_norm.yaml
diff --git a/buildmaster/CMS_ttBar_lj_8TeV/kinematics_dSig_dpTt_norm.yaml b/buildmaster/CMS_ttBar_lj_8TeV_dif/kinematics_dSig_dpTt_norm.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_lj_8TeV/kinematics_dSig_dpTt_norm.yaml
rename to buildmaster/CMS_ttBar_lj_8TeV_dif/kinematics_dSig_dpTt_norm.yaml
diff --git a/buildmaster/CMS_ttBar_lj_8TeV/kinematics_dSig_dyt_norm.yaml b/buildmaster/CMS_ttBar_lj_8TeV_dif/kinematics_dSig_dyt_norm.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_lj_8TeV/kinematics_dSig_dyt_norm.yaml
rename to buildmaster/CMS_ttBar_lj_8TeV_dif/kinematics_dSig_dyt_norm.yaml
diff --git a/buildmaster/CMS_ttBar_lj_8TeV/kinematics_dSig_dyttBar_norm.yaml b/buildmaster/CMS_ttBar_lj_8TeV_dif/kinematics_dSig_dyttBar_norm.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_lj_8TeV/kinematics_dSig_dyttBar_norm.yaml
rename to buildmaster/CMS_ttBar_lj_8TeV_dif/kinematics_dSig_dyttBar_norm.yaml
diff --git a/buildmaster/CMS_ttBar_lj_8TeV/metadata.yaml b/buildmaster/CMS_ttBar_lj_8TeV_dif/metadata.yaml
similarity index 99%
rename from buildmaster/CMS_ttBar_lj_8TeV/metadata.yaml
rename to buildmaster/CMS_ttBar_lj_8TeV_dif/metadata.yaml
index 717361f837..4c6e377169 100644
--- a/buildmaster/CMS_ttBar_lj_8TeV/metadata.yaml
+++ b/buildmaster/CMS_ttBar_lj_8TeV_dif/metadata.yaml
@@ -1,6 +1,6 @@
 # implemented by Tanishq Sharma
 
-setname: "CMS_ttBar_lj_8TeV"
+setname: "CMS_ttBar_lj_8TeV_dif"
 
 nnpdf_metadata:
   nnpdf_process: ""
diff --git a/buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table1.yaml b/buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table1.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table1.yaml
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similarity index 100%
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similarity index 100%
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similarity index 100%
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rename to buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table16.yaml
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similarity index 100%
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similarity index 100%
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similarity index 100%
rename from buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table19.yaml
rename to buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table19.yaml
diff --git a/buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table2.yaml b/buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table2.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table2.yaml
rename to buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table2.yaml
diff --git a/buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table20.yaml b/buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table20.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table20.yaml
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diff --git a/buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table21.yaml b/buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table21.yaml
similarity index 100%
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similarity index 100%
rename from buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table22.yaml
rename to buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table22.yaml
diff --git a/buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table23.yaml b/buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table23.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table23.yaml
rename to buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table23.yaml
diff --git a/buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table24.yaml b/buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table24.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table24.yaml
rename to buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table24.yaml
diff --git a/buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table25.yaml b/buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table25.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table25.yaml
rename to buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table25.yaml
diff --git a/buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table26.yaml b/buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table26.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table26.yaml
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diff --git a/buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table27.yaml b/buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table27.yaml
similarity index 100%
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similarity index 100%
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diff --git a/buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table29.yaml b/buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table29.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table29.yaml
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diff --git a/buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table3.yaml b/buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table3.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table3.yaml
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diff --git a/buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table30.yaml b/buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table30.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table30.yaml
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diff --git a/buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table31.yaml b/buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table31.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table31.yaml
rename to buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table31.yaml
diff --git a/buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table32.yaml b/buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table32.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table32.yaml
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diff --git a/buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table33.yaml b/buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table33.yaml
similarity index 100%
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similarity index 100%
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similarity index 100%
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similarity index 100%
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similarity index 100%
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diff --git a/buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table38.yaml b/buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table38.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table38.yaml
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diff --git a/buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table39.yaml b/buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table39.yaml
similarity index 100%
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similarity index 100%
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similarity index 100%
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similarity index 100%
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similarity index 100%
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diff --git a/buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table43.yaml b/buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table43.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table43.yaml
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diff --git a/buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table44.yaml b/buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table44.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table44.yaml
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diff --git a/buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table45.yaml b/buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table45.yaml
similarity index 100%
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similarity index 100%
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diff --git a/buildmaster/CMS_ttBar_lj_8TeV/rawdata/Table47.yaml b/buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table47.yaml
similarity index 100%
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diff --git a/buildmaster/CMS_ttBar_lj_8TeV/uncertainties_dSig_dmttBar_norm.yaml b/buildmaster/CMS_ttBar_lj_8TeV_dif/uncertainties_dSig_dmttBar_norm.yaml
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diff --git a/buildmaster/CMS_ttBar_lj_8TeV/uncertainties_dSig_dpTt_norm.yaml b/buildmaster/CMS_ttBar_lj_8TeV_dif/uncertainties_dSig_dpTt_norm.yaml
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diff --git a/buildmaster/CMS_ttBar_lj_8TeV/uncertainties_dSig_dyt_norm.yaml b/buildmaster/CMS_ttBar_lj_8TeV_dif/uncertainties_dSig_dyt_norm.yaml
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diff --git a/buildmaster/CMS_ttBar_lj_8TeV/uncertainties_dSig_dyttBar_norm.yaml b/buildmaster/CMS_ttBar_lj_8TeV_dif/uncertainties_dSig_dyttBar_norm.yaml
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diff --git a/buildmaster/CMS_ttBar_lj_8TeV/utils.py b/buildmaster/CMS_ttBar_lj_8TeV_dif/utils.py
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From eaaee55821a9c45271d0132d80b6fcc5e78929c6 Mon Sep 17 00:00:00 2001
From: t7phy <t7phy.in@gmail.com>
Date: Thu, 9 Mar 2023 03:21:39 +0100
Subject: [PATCH 14/17] dataset name consistency

---
 .../data_dSig_dmttBar_norm.yaml                    |  0
 .../data_dSig_dpTt_norm.yaml                       |  0
 .../data_dSig_dyt_norm.yaml                        |  0
 .../data_dSig_dyttBar_norm.yaml                    |  0
 .../filter.py                                      |  0
 .../kinematics_dSig_dmttBar_norm.yaml              |  0
 .../kinematics_dSig_dpTt_norm.yaml                 |  0
 .../kinematics_dSig_dyt_norm.yaml                  |  0
 .../kinematics_dSig_dyttBar_norm.yaml              |  0
 .../metadata.yaml                                  | 14 +++++++-------
 .../rawdata/Table1.yaml                            |  0
 .../rawdata/Table10.yaml                           |  0
 .../rawdata/Table11.yaml                           |  0
 .../rawdata/Table12.yaml                           |  0
 .../rawdata/Table13.yaml                           |  0
 .../rawdata/Table14.yaml                           |  0
 .../rawdata/Table15.yaml                           |  0
 .../rawdata/Table16.yaml                           |  0
 .../rawdata/Table17.yaml                           |  0
 .../rawdata/Table18.yaml                           |  0
 .../rawdata/Table19.yaml                           |  0
 .../rawdata/Table2.yaml                            |  0
 .../rawdata/Table20.yaml                           |  0
 .../rawdata/Table21.yaml                           |  0
 .../rawdata/Table22.yaml                           |  0
 .../rawdata/Table23.yaml                           |  0
 .../rawdata/Table24.yaml                           |  0
 .../rawdata/Table25.yaml                           |  0
 .../rawdata/Table26.yaml                           |  0
 .../rawdata/Table27.yaml                           |  0
 .../rawdata/Table28.yaml                           |  0
 .../rawdata/Table29.yaml                           |  0
 .../rawdata/Table3.yaml                            |  0
 .../rawdata/Table30.yaml                           |  0
 .../rawdata/Table31.yaml                           |  0
 .../rawdata/Table32.yaml                           |  0
 .../rawdata/Table33.yaml                           |  0
 .../rawdata/Table34.yaml                           |  0
 .../rawdata/Table35.yaml                           |  0
 .../rawdata/Table36.yaml                           |  0
 .../rawdata/Table37.yaml                           |  0
 .../rawdata/Table38.yaml                           |  0
 .../rawdata/Table39.yaml                           |  0
 .../rawdata/Table4.yaml                            |  0
 .../rawdata/Table40.yaml                           |  0
 .../rawdata/Table41.yaml                           |  0
 .../rawdata/Table42.yaml                           |  0
 .../rawdata/Table43.yaml                           |  0
 .../rawdata/Table44.yaml                           |  0
 .../rawdata/Table45.yaml                           |  0
 .../rawdata/Table46.yaml                           |  0
 .../rawdata/Table47.yaml                           |  0
 .../rawdata/Table48.yaml                           |  0
 .../rawdata/Table49.yaml                           |  0
 .../rawdata/Table5.yaml                            |  0
 .../rawdata/Table50.yaml                           |  0
 .../rawdata/Table6.yaml                            |  0
 .../rawdata/Table7.yaml                            |  0
 .../rawdata/Table8.yaml                            |  0
 .../rawdata/Table9.yaml                            |  0
 .../rawdata/submission.yaml                        |  0
 .../uncertainties_dSig_dmttBar_norm.yaml           |  0
 .../uncertainties_dSig_dpTt_norm.yaml              |  0
 .../uncertainties_dSig_dyt_norm.yaml               |  0
 .../uncertainties_dSig_dyttBar_norm.yaml           |  0
 .../utils.py                                       |  0
 66 files changed, 7 insertions(+), 7 deletions(-)
 rename buildmaster/{CMS_ttBar_lj_8TeV_dif => CMS_ttBar_8TeV_lj_dif}/data_dSig_dmttBar_norm.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV_dif => CMS_ttBar_8TeV_lj_dif}/data_dSig_dpTt_norm.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV_dif => CMS_ttBar_8TeV_lj_dif}/data_dSig_dyt_norm.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV_dif => CMS_ttBar_8TeV_lj_dif}/data_dSig_dyttBar_norm.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV_dif => CMS_ttBar_8TeV_lj_dif}/filter.py (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV_dif => CMS_ttBar_8TeV_lj_dif}/kinematics_dSig_dmttBar_norm.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV_dif => CMS_ttBar_8TeV_lj_dif}/kinematics_dSig_dpTt_norm.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV_dif => CMS_ttBar_8TeV_lj_dif}/kinematics_dSig_dyt_norm.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV_dif => CMS_ttBar_8TeV_lj_dif}/kinematics_dSig_dyttBar_norm.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV_dif => CMS_ttBar_8TeV_lj_dif}/metadata.yaml (88%)
 rename buildmaster/{CMS_ttBar_lj_8TeV_dif => CMS_ttBar_8TeV_lj_dif}/rawdata/Table1.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV_dif => CMS_ttBar_8TeV_lj_dif}/rawdata/Table10.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV_dif => CMS_ttBar_8TeV_lj_dif}/rawdata/Table11.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV_dif => CMS_ttBar_8TeV_lj_dif}/rawdata/Table12.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV_dif => CMS_ttBar_8TeV_lj_dif}/rawdata/Table13.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV_dif => CMS_ttBar_8TeV_lj_dif}/rawdata/Table14.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV_dif => CMS_ttBar_8TeV_lj_dif}/rawdata/Table15.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV_dif => CMS_ttBar_8TeV_lj_dif}/rawdata/Table16.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV_dif => CMS_ttBar_8TeV_lj_dif}/rawdata/Table17.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV_dif => CMS_ttBar_8TeV_lj_dif}/rawdata/Table18.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV_dif => CMS_ttBar_8TeV_lj_dif}/rawdata/Table19.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV_dif => CMS_ttBar_8TeV_lj_dif}/rawdata/Table2.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV_dif => CMS_ttBar_8TeV_lj_dif}/rawdata/Table20.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV_dif => CMS_ttBar_8TeV_lj_dif}/rawdata/Table21.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV_dif => CMS_ttBar_8TeV_lj_dif}/rawdata/Table22.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV_dif => CMS_ttBar_8TeV_lj_dif}/rawdata/Table23.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV_dif => CMS_ttBar_8TeV_lj_dif}/rawdata/Table24.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV_dif => CMS_ttBar_8TeV_lj_dif}/rawdata/Table25.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV_dif => CMS_ttBar_8TeV_lj_dif}/rawdata/Table26.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV_dif => CMS_ttBar_8TeV_lj_dif}/rawdata/Table27.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV_dif => CMS_ttBar_8TeV_lj_dif}/rawdata/Table28.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV_dif => CMS_ttBar_8TeV_lj_dif}/rawdata/Table29.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV_dif => CMS_ttBar_8TeV_lj_dif}/rawdata/Table3.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV_dif => CMS_ttBar_8TeV_lj_dif}/rawdata/Table30.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV_dif => CMS_ttBar_8TeV_lj_dif}/rawdata/Table31.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV_dif => CMS_ttBar_8TeV_lj_dif}/rawdata/Table32.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV_dif => CMS_ttBar_8TeV_lj_dif}/rawdata/Table33.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV_dif => CMS_ttBar_8TeV_lj_dif}/rawdata/Table34.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV_dif => CMS_ttBar_8TeV_lj_dif}/rawdata/Table35.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV_dif => CMS_ttBar_8TeV_lj_dif}/rawdata/Table36.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV_dif => CMS_ttBar_8TeV_lj_dif}/rawdata/Table37.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV_dif => CMS_ttBar_8TeV_lj_dif}/rawdata/Table38.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV_dif => CMS_ttBar_8TeV_lj_dif}/rawdata/Table39.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV_dif => CMS_ttBar_8TeV_lj_dif}/rawdata/Table4.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV_dif => CMS_ttBar_8TeV_lj_dif}/rawdata/Table40.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV_dif => CMS_ttBar_8TeV_lj_dif}/rawdata/Table41.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV_dif => CMS_ttBar_8TeV_lj_dif}/rawdata/Table42.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV_dif => CMS_ttBar_8TeV_lj_dif}/rawdata/Table43.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV_dif => CMS_ttBar_8TeV_lj_dif}/rawdata/Table44.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV_dif => CMS_ttBar_8TeV_lj_dif}/rawdata/Table45.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV_dif => CMS_ttBar_8TeV_lj_dif}/rawdata/Table46.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV_dif => CMS_ttBar_8TeV_lj_dif}/rawdata/Table47.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV_dif => CMS_ttBar_8TeV_lj_dif}/rawdata/Table48.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV_dif => CMS_ttBar_8TeV_lj_dif}/rawdata/Table49.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV_dif => CMS_ttBar_8TeV_lj_dif}/rawdata/Table5.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV_dif => CMS_ttBar_8TeV_lj_dif}/rawdata/Table50.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV_dif => CMS_ttBar_8TeV_lj_dif}/rawdata/Table6.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV_dif => CMS_ttBar_8TeV_lj_dif}/rawdata/Table7.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV_dif => CMS_ttBar_8TeV_lj_dif}/rawdata/Table8.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV_dif => CMS_ttBar_8TeV_lj_dif}/rawdata/Table9.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV_dif => CMS_ttBar_8TeV_lj_dif}/rawdata/submission.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV_dif => CMS_ttBar_8TeV_lj_dif}/uncertainties_dSig_dmttBar_norm.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV_dif => CMS_ttBar_8TeV_lj_dif}/uncertainties_dSig_dpTt_norm.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV_dif => CMS_ttBar_8TeV_lj_dif}/uncertainties_dSig_dyt_norm.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV_dif => CMS_ttBar_8TeV_lj_dif}/uncertainties_dSig_dyttBar_norm.yaml (100%)
 rename buildmaster/{CMS_ttBar_lj_8TeV_dif => CMS_ttBar_8TeV_lj_dif}/utils.py (100%)

diff --git a/buildmaster/CMS_ttBar_lj_8TeV_dif/data_dSig_dmttBar_norm.yaml b/buildmaster/CMS_ttBar_8TeV_lj_dif/data_dSig_dmttBar_norm.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_lj_8TeV_dif/data_dSig_dmttBar_norm.yaml
rename to buildmaster/CMS_ttBar_8TeV_lj_dif/data_dSig_dmttBar_norm.yaml
diff --git a/buildmaster/CMS_ttBar_lj_8TeV_dif/data_dSig_dpTt_norm.yaml b/buildmaster/CMS_ttBar_8TeV_lj_dif/data_dSig_dpTt_norm.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_lj_8TeV_dif/data_dSig_dpTt_norm.yaml
rename to buildmaster/CMS_ttBar_8TeV_lj_dif/data_dSig_dpTt_norm.yaml
diff --git a/buildmaster/CMS_ttBar_lj_8TeV_dif/data_dSig_dyt_norm.yaml b/buildmaster/CMS_ttBar_8TeV_lj_dif/data_dSig_dyt_norm.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_lj_8TeV_dif/data_dSig_dyt_norm.yaml
rename to buildmaster/CMS_ttBar_8TeV_lj_dif/data_dSig_dyt_norm.yaml
diff --git a/buildmaster/CMS_ttBar_lj_8TeV_dif/data_dSig_dyttBar_norm.yaml b/buildmaster/CMS_ttBar_8TeV_lj_dif/data_dSig_dyttBar_norm.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_lj_8TeV_dif/data_dSig_dyttBar_norm.yaml
rename to buildmaster/CMS_ttBar_8TeV_lj_dif/data_dSig_dyttBar_norm.yaml
diff --git a/buildmaster/CMS_ttBar_lj_8TeV_dif/filter.py b/buildmaster/CMS_ttBar_8TeV_lj_dif/filter.py
similarity index 100%
rename from buildmaster/CMS_ttBar_lj_8TeV_dif/filter.py
rename to buildmaster/CMS_ttBar_8TeV_lj_dif/filter.py
diff --git a/buildmaster/CMS_ttBar_lj_8TeV_dif/kinematics_dSig_dmttBar_norm.yaml b/buildmaster/CMS_ttBar_8TeV_lj_dif/kinematics_dSig_dmttBar_norm.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_lj_8TeV_dif/kinematics_dSig_dmttBar_norm.yaml
rename to buildmaster/CMS_ttBar_8TeV_lj_dif/kinematics_dSig_dmttBar_norm.yaml
diff --git a/buildmaster/CMS_ttBar_lj_8TeV_dif/kinematics_dSig_dpTt_norm.yaml b/buildmaster/CMS_ttBar_8TeV_lj_dif/kinematics_dSig_dpTt_norm.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_lj_8TeV_dif/kinematics_dSig_dpTt_norm.yaml
rename to buildmaster/CMS_ttBar_8TeV_lj_dif/kinematics_dSig_dpTt_norm.yaml
diff --git a/buildmaster/CMS_ttBar_lj_8TeV_dif/kinematics_dSig_dyt_norm.yaml b/buildmaster/CMS_ttBar_8TeV_lj_dif/kinematics_dSig_dyt_norm.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_lj_8TeV_dif/kinematics_dSig_dyt_norm.yaml
rename to buildmaster/CMS_ttBar_8TeV_lj_dif/kinematics_dSig_dyt_norm.yaml
diff --git a/buildmaster/CMS_ttBar_lj_8TeV_dif/kinematics_dSig_dyttBar_norm.yaml b/buildmaster/CMS_ttBar_8TeV_lj_dif/kinematics_dSig_dyttBar_norm.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_lj_8TeV_dif/kinematics_dSig_dyttBar_norm.yaml
rename to buildmaster/CMS_ttBar_8TeV_lj_dif/kinematics_dSig_dyttBar_norm.yaml
diff --git a/buildmaster/CMS_ttBar_lj_8TeV_dif/metadata.yaml b/buildmaster/CMS_ttBar_8TeV_lj_dif/metadata.yaml
similarity index 88%
rename from buildmaster/CMS_ttBar_lj_8TeV_dif/metadata.yaml
rename to buildmaster/CMS_ttBar_8TeV_lj_dif/metadata.yaml
index 4c6e377169..562da0630e 100644
--- a/buildmaster/CMS_ttBar_lj_8TeV_dif/metadata.yaml
+++ b/buildmaster/CMS_ttBar_8TeV_lj_dif/metadata.yaml
@@ -1,10 +1,10 @@
 # implemented by Tanishq Sharma
 
-setname: "CMS_ttBar_lj_8TeV_dif"
+setname: "CMS_ttBar_8TeV_lj_dif"
 
 nnpdf_metadata:
-  nnpdf_process: ""
-  experiment: ""
+  nnpdf31_process: "TTB"
+  experiment: "CMS"
 
 arXiv:
   url: "https://arxiv.org/abs/1505.04480"
@@ -36,7 +36,7 @@ implemented_observables:
     kinematic_coverage:
       sqrt_s: sqrt_s
       pT: pT
-    dataset_label: 'CMS 8 TeV $t\bar{t}: differential cross section in pT_{t}$'
+    dataset_label: 'CMS 8 TeV $t\bar{t}$: differential cross section in $pT_{t}$'
     plot_x: pT
     figure_by: 
       -
@@ -61,7 +61,7 @@ implemented_observables:
     kinematic_coverage:
       sqrt_s: sqrt_s
       y_t: y_t
-    dataset_label: 'CMS 8 TeV $t\bar{t}: differential cross section in y_{t}$'
+    dataset_label: 'CMS 8 TeV $t\bar{t}$: differential cross section in $y_{t}$'
     plot_x: y_t
     figure_by: 
       -
@@ -86,7 +86,7 @@ implemented_observables:
     kinematic_coverage:
       sqrt_s: sqrt_s
       y_ttBar: y_ttBar
-    dataset_label: 'CMS 8 TeV $t\bar{t}: differential cross section in y_{t\bar{t}}$'
+    dataset_label: 'CMS 8 TeV $t\bar{t}$: differential cross section in $y_{t\bar{t}}$'
     plot_x: y_ttBar
     figure_by: 
       -
@@ -111,7 +111,7 @@ implemented_observables:
     kinematic_coverage:
       sqrt_s: sqrt_s
       m_ttBar: m_ttBar
-    dataset_label: 'CMS 8 TeV $t\bar{t}: differential cross section in m_{t\bar{t}}$'
+    dataset_label: 'CMS 8 TeV $t\bar{t}$: differential cross section in $m_{t\bar{t}}$'
     plot_x: m_ttBar
     figure_by: 
       -
diff --git a/buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table1.yaml b/buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table1.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table1.yaml
rename to buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table1.yaml
diff --git a/buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table10.yaml b/buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table10.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table10.yaml
rename to buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table10.yaml
diff --git a/buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table11.yaml b/buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table11.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table11.yaml
rename to buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table11.yaml
diff --git a/buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table12.yaml b/buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table12.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table12.yaml
rename to buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table12.yaml
diff --git a/buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table13.yaml b/buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table13.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table13.yaml
rename to buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table13.yaml
diff --git a/buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table14.yaml b/buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table14.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table14.yaml
rename to buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table14.yaml
diff --git a/buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table15.yaml b/buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table15.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table15.yaml
rename to buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table15.yaml
diff --git a/buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table16.yaml b/buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table16.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table16.yaml
rename to buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table16.yaml
diff --git a/buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table17.yaml b/buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table17.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table17.yaml
rename to buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table17.yaml
diff --git a/buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table18.yaml b/buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table18.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table18.yaml
rename to buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table18.yaml
diff --git a/buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table19.yaml b/buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table19.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table19.yaml
rename to buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table19.yaml
diff --git a/buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table2.yaml b/buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table2.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table2.yaml
rename to buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table2.yaml
diff --git a/buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table20.yaml b/buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table20.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table20.yaml
rename to buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table20.yaml
diff --git a/buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table21.yaml b/buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table21.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table21.yaml
rename to buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table21.yaml
diff --git a/buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table22.yaml b/buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table22.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table22.yaml
rename to buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table22.yaml
diff --git a/buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table23.yaml b/buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table23.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table23.yaml
rename to buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table23.yaml
diff --git a/buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table24.yaml b/buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table24.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table24.yaml
rename to buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table24.yaml
diff --git a/buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table25.yaml b/buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table25.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table25.yaml
rename to buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table25.yaml
diff --git a/buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table26.yaml b/buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table26.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table26.yaml
rename to buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table26.yaml
diff --git a/buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table27.yaml b/buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table27.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table27.yaml
rename to buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table27.yaml
diff --git a/buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table28.yaml b/buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table28.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table28.yaml
rename to buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table28.yaml
diff --git a/buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table29.yaml b/buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table29.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table29.yaml
rename to buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table29.yaml
diff --git a/buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table3.yaml b/buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table3.yaml
similarity index 100%
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diff --git a/buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table30.yaml b/buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table30.yaml
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diff --git a/buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table31.yaml b/buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table31.yaml
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diff --git a/buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table32.yaml b/buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table32.yaml
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diff --git a/buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table33.yaml b/buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table33.yaml
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diff --git a/buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table34.yaml b/buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table34.yaml
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diff --git a/buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table36.yaml b/buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table36.yaml
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diff --git a/buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table37.yaml b/buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table37.yaml
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diff --git a/buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table38.yaml b/buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table38.yaml
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diff --git a/buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table39.yaml b/buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table39.yaml
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diff --git a/buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table4.yaml b/buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table4.yaml
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diff --git a/buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table40.yaml b/buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table40.yaml
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diff --git a/buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table41.yaml b/buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table41.yaml
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diff --git a/buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table42.yaml b/buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table42.yaml
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diff --git a/buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table43.yaml b/buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table43.yaml
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diff --git a/buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table44.yaml b/buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table44.yaml
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diff --git a/buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table45.yaml b/buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table45.yaml
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diff --git a/buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table46.yaml b/buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table46.yaml
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diff --git a/buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table47.yaml b/buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table47.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table47.yaml
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diff --git a/buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table48.yaml b/buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table48.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table48.yaml
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diff --git a/buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table49.yaml b/buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table49.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table49.yaml
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diff --git a/buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table5.yaml b/buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table5.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table5.yaml
rename to buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table5.yaml
diff --git a/buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table50.yaml b/buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table50.yaml
similarity index 100%
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diff --git a/buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table6.yaml b/buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table6.yaml
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rename from buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table6.yaml
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diff --git a/buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table7.yaml b/buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table7.yaml
similarity index 100%
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diff --git a/buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table8.yaml b/buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table8.yaml
similarity index 100%
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diff --git a/buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/Table9.yaml b/buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table9.yaml
similarity index 100%
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diff --git a/buildmaster/CMS_ttBar_lj_8TeV_dif/rawdata/submission.yaml b/buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/submission.yaml
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diff --git a/buildmaster/CMS_ttBar_lj_8TeV_dif/uncertainties_dSig_dmttBar_norm.yaml b/buildmaster/CMS_ttBar_8TeV_lj_dif/uncertainties_dSig_dmttBar_norm.yaml
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diff --git a/buildmaster/CMS_ttBar_lj_8TeV_dif/uncertainties_dSig_dpTt_norm.yaml b/buildmaster/CMS_ttBar_8TeV_lj_dif/uncertainties_dSig_dpTt_norm.yaml
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diff --git a/buildmaster/CMS_ttBar_lj_8TeV_dif/uncertainties_dSig_dyt_norm.yaml b/buildmaster/CMS_ttBar_8TeV_lj_dif/uncertainties_dSig_dyt_norm.yaml
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diff --git a/buildmaster/CMS_ttBar_lj_8TeV_dif/uncertainties_dSig_dyttBar_norm.yaml b/buildmaster/CMS_ttBar_8TeV_lj_dif/uncertainties_dSig_dyttBar_norm.yaml
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rename from buildmaster/CMS_ttBar_lj_8TeV_dif/uncertainties_dSig_dyttBar_norm.yaml
rename to buildmaster/CMS_ttBar_8TeV_lj_dif/uncertainties_dSig_dyttBar_norm.yaml
diff --git a/buildmaster/CMS_ttBar_lj_8TeV_dif/utils.py b/buildmaster/CMS_ttBar_8TeV_lj_dif/utils.py
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rename from buildmaster/CMS_ttBar_lj_8TeV_dif/utils.py
rename to buildmaster/CMS_ttBar_8TeV_lj_dif/utils.py

From 4e894afdfdc2d15d9ad6ad57b8639ee3eee78f6a Mon Sep 17 00:00:00 2001
From: t7phy <t7phy.in@gmail.com>
Date: Wed, 29 Mar 2023 19:55:13 +0200
Subject: [PATCH 15/17] updated to new naming conv

---
 .../data_dSig_dmttBar_norm.yaml               |  0
 .../data_dSig_dpTt_norm.yaml                  |  0
 .../data_dSig_dyt_norm.yaml                   |  0
 .../data_dSig_dyttBar_norm.yaml               |  0
 .../filter.py                                 |  0
 .../kinematics_dSig_dmttBar_norm.yaml         |  0
 .../kinematics_dSig_dpTt_norm.yaml            |  0
 .../kinematics_dSig_dyt_norm.yaml             |  0
 .../kinematics_dSig_dyttBar_norm.yaml         |  0
 .../metadata.yaml                             | 34 +++++++------------
 .../rawdata/Table1.yaml                       |  0
 .../rawdata/Table10.yaml                      |  0
 .../rawdata/Table11.yaml                      |  0
 .../rawdata/Table12.yaml                      |  0
 .../rawdata/Table13.yaml                      |  0
 .../rawdata/Table14.yaml                      |  0
 .../rawdata/Table15.yaml                      |  0
 .../rawdata/Table16.yaml                      |  0
 .../rawdata/Table17.yaml                      |  0
 .../rawdata/Table18.yaml                      |  0
 .../rawdata/Table19.yaml                      |  0
 .../rawdata/Table2.yaml                       |  0
 .../rawdata/Table20.yaml                      |  0
 .../rawdata/Table21.yaml                      |  0
 .../rawdata/Table22.yaml                      |  0
 .../rawdata/Table23.yaml                      |  0
 .../rawdata/Table24.yaml                      |  0
 .../rawdata/Table25.yaml                      |  0
 .../rawdata/Table26.yaml                      |  0
 .../rawdata/Table27.yaml                      |  0
 .../rawdata/Table28.yaml                      |  0
 .../rawdata/Table29.yaml                      |  0
 .../rawdata/Table3.yaml                       |  0
 .../rawdata/Table30.yaml                      |  0
 .../rawdata/Table31.yaml                      |  0
 .../rawdata/Table32.yaml                      |  0
 .../rawdata/Table33.yaml                      |  0
 .../rawdata/Table34.yaml                      |  0
 .../rawdata/Table35.yaml                      |  0
 .../rawdata/Table36.yaml                      |  0
 .../rawdata/Table37.yaml                      |  0
 .../rawdata/Table38.yaml                      |  0
 .../rawdata/Table39.yaml                      |  0
 .../rawdata/Table4.yaml                       |  0
 .../rawdata/Table40.yaml                      |  0
 .../rawdata/Table41.yaml                      |  0
 .../rawdata/Table42.yaml                      |  0
 .../rawdata/Table43.yaml                      |  0
 .../rawdata/Table44.yaml                      |  0
 .../rawdata/Table45.yaml                      |  0
 .../rawdata/Table46.yaml                      |  0
 .../rawdata/Table47.yaml                      |  0
 .../rawdata/Table48.yaml                      |  0
 .../rawdata/Table49.yaml                      |  0
 .../rawdata/Table5.yaml                       |  0
 .../rawdata/Table50.yaml                      |  0
 .../rawdata/Table6.yaml                       |  0
 .../rawdata/Table7.yaml                       |  0
 .../rawdata/Table8.yaml                       |  0
 .../rawdata/Table9.yaml                       |  0
 .../rawdata/submission.yaml                   |  0
 .../uncertainties_dSig_dmttBar_norm.yaml      |  0
 .../uncertainties_dSig_dpTt_norm.yaml         |  0
 .../uncertainties_dSig_dyt_norm.yaml          |  0
 .../uncertainties_dSig_dyttBar_norm.yaml      |  0
 .../utils.py                                  |  0
 66 files changed, 13 insertions(+), 21 deletions(-)
 rename buildmaster/{CMS_ttBar_8TeV_lj_dif => CMS_TTBAR_8TEV_LJ_DIF}/data_dSig_dmttBar_norm.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV_lj_dif => CMS_TTBAR_8TEV_LJ_DIF}/data_dSig_dpTt_norm.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV_lj_dif => CMS_TTBAR_8TEV_LJ_DIF}/data_dSig_dyt_norm.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV_lj_dif => CMS_TTBAR_8TEV_LJ_DIF}/data_dSig_dyttBar_norm.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV_lj_dif => CMS_TTBAR_8TEV_LJ_DIF}/filter.py (100%)
 rename buildmaster/{CMS_ttBar_8TeV_lj_dif => CMS_TTBAR_8TEV_LJ_DIF}/kinematics_dSig_dmttBar_norm.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV_lj_dif => CMS_TTBAR_8TEV_LJ_DIF}/kinematics_dSig_dpTt_norm.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV_lj_dif => CMS_TTBAR_8TEV_LJ_DIF}/kinematics_dSig_dyt_norm.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV_lj_dif => CMS_TTBAR_8TEV_LJ_DIF}/kinematics_dSig_dyttBar_norm.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV_lj_dif => CMS_TTBAR_8TEV_LJ_DIF}/metadata.yaml (83%)
 rename buildmaster/{CMS_ttBar_8TeV_lj_dif => CMS_TTBAR_8TEV_LJ_DIF}/rawdata/Table1.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV_lj_dif => CMS_TTBAR_8TEV_LJ_DIF}/rawdata/Table10.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV_lj_dif => CMS_TTBAR_8TEV_LJ_DIF}/rawdata/Table11.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV_lj_dif => CMS_TTBAR_8TEV_LJ_DIF}/rawdata/Table12.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV_lj_dif => CMS_TTBAR_8TEV_LJ_DIF}/rawdata/Table13.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV_lj_dif => CMS_TTBAR_8TEV_LJ_DIF}/rawdata/Table14.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV_lj_dif => CMS_TTBAR_8TEV_LJ_DIF}/rawdata/Table15.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV_lj_dif => CMS_TTBAR_8TEV_LJ_DIF}/rawdata/Table16.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV_lj_dif => CMS_TTBAR_8TEV_LJ_DIF}/rawdata/Table17.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV_lj_dif => CMS_TTBAR_8TEV_LJ_DIF}/rawdata/Table18.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV_lj_dif => CMS_TTBAR_8TEV_LJ_DIF}/rawdata/Table19.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV_lj_dif => CMS_TTBAR_8TEV_LJ_DIF}/rawdata/Table2.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV_lj_dif => CMS_TTBAR_8TEV_LJ_DIF}/rawdata/Table20.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV_lj_dif => CMS_TTBAR_8TEV_LJ_DIF}/rawdata/Table21.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV_lj_dif => CMS_TTBAR_8TEV_LJ_DIF}/rawdata/Table22.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV_lj_dif => CMS_TTBAR_8TEV_LJ_DIF}/rawdata/Table23.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV_lj_dif => CMS_TTBAR_8TEV_LJ_DIF}/rawdata/Table24.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV_lj_dif => CMS_TTBAR_8TEV_LJ_DIF}/rawdata/Table25.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV_lj_dif => CMS_TTBAR_8TEV_LJ_DIF}/rawdata/Table26.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV_lj_dif => CMS_TTBAR_8TEV_LJ_DIF}/rawdata/Table27.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV_lj_dif => CMS_TTBAR_8TEV_LJ_DIF}/rawdata/Table28.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV_lj_dif => CMS_TTBAR_8TEV_LJ_DIF}/rawdata/Table29.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV_lj_dif => CMS_TTBAR_8TEV_LJ_DIF}/rawdata/Table3.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV_lj_dif => CMS_TTBAR_8TEV_LJ_DIF}/rawdata/Table30.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV_lj_dif => CMS_TTBAR_8TEV_LJ_DIF}/rawdata/Table31.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV_lj_dif => CMS_TTBAR_8TEV_LJ_DIF}/rawdata/Table32.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV_lj_dif => CMS_TTBAR_8TEV_LJ_DIF}/rawdata/Table33.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV_lj_dif => CMS_TTBAR_8TEV_LJ_DIF}/rawdata/Table34.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV_lj_dif => CMS_TTBAR_8TEV_LJ_DIF}/rawdata/Table35.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV_lj_dif => CMS_TTBAR_8TEV_LJ_DIF}/rawdata/Table36.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV_lj_dif => CMS_TTBAR_8TEV_LJ_DIF}/rawdata/Table37.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV_lj_dif => CMS_TTBAR_8TEV_LJ_DIF}/rawdata/Table38.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV_lj_dif => CMS_TTBAR_8TEV_LJ_DIF}/rawdata/Table39.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV_lj_dif => CMS_TTBAR_8TEV_LJ_DIF}/rawdata/Table4.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV_lj_dif => CMS_TTBAR_8TEV_LJ_DIF}/rawdata/Table40.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV_lj_dif => CMS_TTBAR_8TEV_LJ_DIF}/rawdata/Table41.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV_lj_dif => CMS_TTBAR_8TEV_LJ_DIF}/rawdata/Table42.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV_lj_dif => CMS_TTBAR_8TEV_LJ_DIF}/rawdata/Table43.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV_lj_dif => CMS_TTBAR_8TEV_LJ_DIF}/rawdata/Table44.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV_lj_dif => CMS_TTBAR_8TEV_LJ_DIF}/rawdata/Table45.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV_lj_dif => CMS_TTBAR_8TEV_LJ_DIF}/rawdata/Table46.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV_lj_dif => CMS_TTBAR_8TEV_LJ_DIF}/rawdata/Table47.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV_lj_dif => CMS_TTBAR_8TEV_LJ_DIF}/rawdata/Table48.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV_lj_dif => CMS_TTBAR_8TEV_LJ_DIF}/rawdata/Table49.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV_lj_dif => CMS_TTBAR_8TEV_LJ_DIF}/rawdata/Table5.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV_lj_dif => CMS_TTBAR_8TEV_LJ_DIF}/rawdata/Table50.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV_lj_dif => CMS_TTBAR_8TEV_LJ_DIF}/rawdata/Table6.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV_lj_dif => CMS_TTBAR_8TEV_LJ_DIF}/rawdata/Table7.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV_lj_dif => CMS_TTBAR_8TEV_LJ_DIF}/rawdata/Table8.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV_lj_dif => CMS_TTBAR_8TEV_LJ_DIF}/rawdata/Table9.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV_lj_dif => CMS_TTBAR_8TEV_LJ_DIF}/rawdata/submission.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV_lj_dif => CMS_TTBAR_8TEV_LJ_DIF}/uncertainties_dSig_dmttBar_norm.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV_lj_dif => CMS_TTBAR_8TEV_LJ_DIF}/uncertainties_dSig_dpTt_norm.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV_lj_dif => CMS_TTBAR_8TEV_LJ_DIF}/uncertainties_dSig_dyt_norm.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV_lj_dif => CMS_TTBAR_8TEV_LJ_DIF}/uncertainties_dSig_dyttBar_norm.yaml (100%)
 rename buildmaster/{CMS_ttBar_8TeV_lj_dif => CMS_TTBAR_8TEV_LJ_DIF}/utils.py (100%)

diff --git a/buildmaster/CMS_ttBar_8TeV_lj_dif/data_dSig_dmttBar_norm.yaml b/buildmaster/CMS_TTBAR_8TEV_LJ_DIF/data_dSig_dmttBar_norm.yaml
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rename from buildmaster/CMS_ttBar_8TeV_lj_dif/data_dSig_dmttBar_norm.yaml
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diff --git a/buildmaster/CMS_ttBar_8TeV_lj_dif/data_dSig_dpTt_norm.yaml b/buildmaster/CMS_TTBAR_8TEV_LJ_DIF/data_dSig_dpTt_norm.yaml
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diff --git a/buildmaster/CMS_ttBar_8TeV_lj_dif/data_dSig_dyt_norm.yaml b/buildmaster/CMS_TTBAR_8TEV_LJ_DIF/data_dSig_dyt_norm.yaml
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diff --git a/buildmaster/CMS_ttBar_8TeV_lj_dif/data_dSig_dyttBar_norm.yaml b/buildmaster/CMS_TTBAR_8TEV_LJ_DIF/data_dSig_dyttBar_norm.yaml
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diff --git a/buildmaster/CMS_ttBar_8TeV_lj_dif/filter.py b/buildmaster/CMS_TTBAR_8TEV_LJ_DIF/filter.py
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diff --git a/buildmaster/CMS_ttBar_8TeV_lj_dif/kinematics_dSig_dmttBar_norm.yaml b/buildmaster/CMS_TTBAR_8TEV_LJ_DIF/kinematics_dSig_dmttBar_norm.yaml
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diff --git a/buildmaster/CMS_ttBar_8TeV_lj_dif/kinematics_dSig_dpTt_norm.yaml b/buildmaster/CMS_TTBAR_8TEV_LJ_DIF/kinematics_dSig_dpTt_norm.yaml
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diff --git a/buildmaster/CMS_ttBar_8TeV_lj_dif/kinematics_dSig_dyt_norm.yaml b/buildmaster/CMS_TTBAR_8TEV_LJ_DIF/kinematics_dSig_dyt_norm.yaml
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diff --git a/buildmaster/CMS_ttBar_8TeV_lj_dif/kinematics_dSig_dyttBar_norm.yaml b/buildmaster/CMS_TTBAR_8TEV_LJ_DIF/kinematics_dSig_dyttBar_norm.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_8TeV_lj_dif/kinematics_dSig_dyttBar_norm.yaml
rename to buildmaster/CMS_TTBAR_8TEV_LJ_DIF/kinematics_dSig_dyttBar_norm.yaml
diff --git a/buildmaster/CMS_ttBar_8TeV_lj_dif/metadata.yaml b/buildmaster/CMS_TTBAR_8TEV_LJ_DIF/metadata.yaml
similarity index 83%
rename from buildmaster/CMS_ttBar_8TeV_lj_dif/metadata.yaml
rename to buildmaster/CMS_TTBAR_8TEV_LJ_DIF/metadata.yaml
index 562da0630e..9264de1b9d 100644
--- a/buildmaster/CMS_ttBar_8TeV_lj_dif/metadata.yaml
+++ b/buildmaster/CMS_TTBAR_8TEV_LJ_DIF/metadata.yaml
@@ -1,6 +1,6 @@
 # implemented by Tanishq Sharma
 
-setname: "CMS_ttBar_8TeV_lj_dif"
+setname: "CMS_TTBAR_8TEV_LJ_DIF"
 
 nnpdf_metadata:
   nnpdf31_process: "TTB"
@@ -20,7 +20,7 @@ version_comment:
 implemented_observables:
 
   - observable: {description: "normalized differential cross section w.r.t. pT of t", label: '$1/\sigma * d\sigma/dpT_t$', units: "1/GeV"}
-    observable_name: pT_t
+    observable_name: PTT-NORM
     ndata: 8
     tables: [15]
     kinematics:
@@ -28,11 +28,9 @@ implemented_observables:
         sqrt_s: {description: "center of mass energy", label: '$\sqrt{s}$', units: "GeV"}
         pT: {description: "transverse momentum of t", label: "$pT$", units: "GeV"}
       file: kinematics_dSig_dpTt_norm.yaml
-    data_central: 
-      file: data_dSig_dpTt_norm.yaml
+    data_central: data_dSig_dpTt_norm.yaml
     data_uncertainties:
-      file:
-        - uncertainties_dSig_dpTt_norm.yaml
+      - uncertainties_dSig_dpTt_norm.yaml
     kinematic_coverage:
       sqrt_s: sqrt_s
       pT: pT
@@ -45,7 +43,7 @@ implemented_observables:
         - - 
 
   - observable: {description: "normalized differential cross section w.r.t. rapidity of t", label: '$1/\sigma * d\sigma/dy_{t}$', units: ""}
-    observable_name: y_t
+    observable_name: YT-NORM
     ndata: 10
     tables: [21]
     kinematics:
@@ -53,11 +51,9 @@ implemented_observables:
         sqrt_s: {description: "center of mass energy", label: '$\sqrt{s}$', units: "GeV"}
         y_t: {description: "rapidity of t", label: '$y_{t}$', units: ""}
       file: kinematics_dSig_dyt_norm.yaml
-    data_central: 
-      file: data_dSig_dyt_norm.yaml
+    data_central: data_dSig_dyt_norm.yaml
     data_uncertainties:
-      file:
-        - uncertainties_dSig_dyt_norm.yaml
+      - uncertainties_dSig_dyt_norm.yaml
     kinematic_coverage:
       sqrt_s: sqrt_s
       y_t: y_t
@@ -70,7 +66,7 @@ implemented_observables:
         - -
 
   - observable: {description: "normalized differential cross section w.r.t. rapidity of ttBar", label: '$1/\sigma * d\sigma/dy_{t\bar{t}}$', units: ""}
-    observable_name: y_ttBar
+    observable_name: YTTBAR-NORM
     ndata: 10
     tables: [36]
     kinematics:
@@ -78,11 +74,9 @@ implemented_observables:
         sqrt_s: {description: "center of mass energy", label: '$\sqrt{s}$', units: "GeV"}
         y_ttBar: {description: "absolute rapidity of ttBar", label: '$y_{t\bar{t}}$', units: ""}
       file: kinematics_dSig_dyttBar_norm.yaml
-    data_central: 
-      file: data_dSig_dyttBar_norm.yaml
+    data_central: data_dSig_dyttBar_norm.yaml
     data_uncertainties:
-      file:
-        - uncertainties_dSig_dyttBar_norm.yaml
+      - uncertainties_dSig_dyttBar_norm.yaml
     kinematic_coverage:
       sqrt_s: sqrt_s
       y_ttBar: y_ttBar
@@ -95,7 +89,7 @@ implemented_observables:
         - - CMSTOPDIFF8TEVTTRAPNORM
 
   - observable: {description: "normalized differential cross section w.r.t. ttBar invariant mass", label: '$1/\sigma * d\sigma/dm_{t\bar{t}}$', units: "1/GeV"}
-    observable_name: m_ttBar
+    observable_name: MTTBAR-NORM
     ndata: 7
     tables: [39]
     kinematics:
@@ -103,11 +97,9 @@ implemented_observables:
         sqrt_s: {description: "center of mass energy", label: '$\sqrt{s}$', units: "GeV"}
         m_ttBar: {description: "invariant mass of ttBar", label: '$m_{t\bar{t}}$', units: "GeV"}
       file: kinematics_dSig_dmttBar_norm.yaml
-    data_central: 
-      file: data_dSig_dmttBar_norm.yaml
+    data_central: data_dSig_dmttBar_norm.yaml
     data_uncertainties:
-      file:
-        - uncertainties_dSig_dmttBar_norm.yaml
+      - uncertainties_dSig_dmttBar_norm.yaml
     kinematic_coverage:
       sqrt_s: sqrt_s
       m_ttBar: m_ttBar
diff --git a/buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table1.yaml b/buildmaster/CMS_TTBAR_8TEV_LJ_DIF/rawdata/Table1.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table1.yaml
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rename from buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table44.yaml
rename to buildmaster/CMS_TTBAR_8TEV_LJ_DIF/rawdata/Table44.yaml
diff --git a/buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table45.yaml b/buildmaster/CMS_TTBAR_8TEV_LJ_DIF/rawdata/Table45.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table45.yaml
rename to buildmaster/CMS_TTBAR_8TEV_LJ_DIF/rawdata/Table45.yaml
diff --git a/buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table46.yaml b/buildmaster/CMS_TTBAR_8TEV_LJ_DIF/rawdata/Table46.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table46.yaml
rename to buildmaster/CMS_TTBAR_8TEV_LJ_DIF/rawdata/Table46.yaml
diff --git a/buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table47.yaml b/buildmaster/CMS_TTBAR_8TEV_LJ_DIF/rawdata/Table47.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table47.yaml
rename to buildmaster/CMS_TTBAR_8TEV_LJ_DIF/rawdata/Table47.yaml
diff --git a/buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table48.yaml b/buildmaster/CMS_TTBAR_8TEV_LJ_DIF/rawdata/Table48.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table48.yaml
rename to buildmaster/CMS_TTBAR_8TEV_LJ_DIF/rawdata/Table48.yaml
diff --git a/buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table49.yaml b/buildmaster/CMS_TTBAR_8TEV_LJ_DIF/rawdata/Table49.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table49.yaml
rename to buildmaster/CMS_TTBAR_8TEV_LJ_DIF/rawdata/Table49.yaml
diff --git a/buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table5.yaml b/buildmaster/CMS_TTBAR_8TEV_LJ_DIF/rawdata/Table5.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table5.yaml
rename to buildmaster/CMS_TTBAR_8TEV_LJ_DIF/rawdata/Table5.yaml
diff --git a/buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table50.yaml b/buildmaster/CMS_TTBAR_8TEV_LJ_DIF/rawdata/Table50.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table50.yaml
rename to buildmaster/CMS_TTBAR_8TEV_LJ_DIF/rawdata/Table50.yaml
diff --git a/buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table6.yaml b/buildmaster/CMS_TTBAR_8TEV_LJ_DIF/rawdata/Table6.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table6.yaml
rename to buildmaster/CMS_TTBAR_8TEV_LJ_DIF/rawdata/Table6.yaml
diff --git a/buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table7.yaml b/buildmaster/CMS_TTBAR_8TEV_LJ_DIF/rawdata/Table7.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table7.yaml
rename to buildmaster/CMS_TTBAR_8TEV_LJ_DIF/rawdata/Table7.yaml
diff --git a/buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table8.yaml b/buildmaster/CMS_TTBAR_8TEV_LJ_DIF/rawdata/Table8.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table8.yaml
rename to buildmaster/CMS_TTBAR_8TEV_LJ_DIF/rawdata/Table8.yaml
diff --git a/buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table9.yaml b/buildmaster/CMS_TTBAR_8TEV_LJ_DIF/rawdata/Table9.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/Table9.yaml
rename to buildmaster/CMS_TTBAR_8TEV_LJ_DIF/rawdata/Table9.yaml
diff --git a/buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/submission.yaml b/buildmaster/CMS_TTBAR_8TEV_LJ_DIF/rawdata/submission.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_8TeV_lj_dif/rawdata/submission.yaml
rename to buildmaster/CMS_TTBAR_8TEV_LJ_DIF/rawdata/submission.yaml
diff --git a/buildmaster/CMS_ttBar_8TeV_lj_dif/uncertainties_dSig_dmttBar_norm.yaml b/buildmaster/CMS_TTBAR_8TEV_LJ_DIF/uncertainties_dSig_dmttBar_norm.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_8TeV_lj_dif/uncertainties_dSig_dmttBar_norm.yaml
rename to buildmaster/CMS_TTBAR_8TEV_LJ_DIF/uncertainties_dSig_dmttBar_norm.yaml
diff --git a/buildmaster/CMS_ttBar_8TeV_lj_dif/uncertainties_dSig_dpTt_norm.yaml b/buildmaster/CMS_TTBAR_8TEV_LJ_DIF/uncertainties_dSig_dpTt_norm.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_8TeV_lj_dif/uncertainties_dSig_dpTt_norm.yaml
rename to buildmaster/CMS_TTBAR_8TEV_LJ_DIF/uncertainties_dSig_dpTt_norm.yaml
diff --git a/buildmaster/CMS_ttBar_8TeV_lj_dif/uncertainties_dSig_dyt_norm.yaml b/buildmaster/CMS_TTBAR_8TEV_LJ_DIF/uncertainties_dSig_dyt_norm.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_8TeV_lj_dif/uncertainties_dSig_dyt_norm.yaml
rename to buildmaster/CMS_TTBAR_8TEV_LJ_DIF/uncertainties_dSig_dyt_norm.yaml
diff --git a/buildmaster/CMS_ttBar_8TeV_lj_dif/uncertainties_dSig_dyttBar_norm.yaml b/buildmaster/CMS_TTBAR_8TEV_LJ_DIF/uncertainties_dSig_dyttBar_norm.yaml
similarity index 100%
rename from buildmaster/CMS_ttBar_8TeV_lj_dif/uncertainties_dSig_dyttBar_norm.yaml
rename to buildmaster/CMS_TTBAR_8TEV_LJ_DIF/uncertainties_dSig_dyttBar_norm.yaml
diff --git a/buildmaster/CMS_ttBar_8TeV_lj_dif/utils.py b/buildmaster/CMS_TTBAR_8TEV_LJ_DIF/utils.py
similarity index 100%
rename from buildmaster/CMS_ttBar_8TeV_lj_dif/utils.py
rename to buildmaster/CMS_TTBAR_8TEV_LJ_DIF/utils.py

From 7c83a05f8a4a84496ac722036af387dc426b51cb Mon Sep 17 00:00:00 2001
From: Tanishq Sharma <99052355+t7phy@users.noreply.github.com>
Date: Thu, 30 Mar 2023 14:12:43 +0200
Subject: [PATCH 16/17] version added

---
 buildmaster/CMS_TTBAR_8TEV_LJ_DIF/metadata.yaml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/buildmaster/CMS_TTBAR_8TEV_LJ_DIF/metadata.yaml b/buildmaster/CMS_TTBAR_8TEV_LJ_DIF/metadata.yaml
index 9264de1b9d..428a0de234 100644
--- a/buildmaster/CMS_TTBAR_8TEV_LJ_DIF/metadata.yaml
+++ b/buildmaster/CMS_TTBAR_8TEV_LJ_DIF/metadata.yaml
@@ -14,8 +14,8 @@ hepdata:
   url: "https://www.hepdata.net/record/ins1370682"
   version: 1
 
-version: 
-version_comment:
+version: 1
+version_comment: NA
 
 implemented_observables:
 

From e5cbec73564b12f9f988e08fb3172da73a65ad58 Mon Sep 17 00:00:00 2001
From: t7phy <t7phy.in@gmail.com>
Date: Thu, 30 Mar 2023 21:39:51 +0200
Subject: [PATCH 17/17] 3 kin var

---
 buildmaster/CMS_TTBAR_8TEV_LJ_DIF/filter.py   |  12 +-
 .../kinematics_dSig_dmttBar_norm.yaml         |  28 +++
 .../kinematics_dSig_dpTt_norm.yaml            |  32 +++
 .../kinematics_dSig_dyt_norm.yaml             |  40 ++++
 .../kinematics_dSig_dyttBar_norm.yaml         |  40 ++++
 .../CMS_TTBAR_8TEV_LJ_DIF/metadata.yaml       |  31 +--
 .../uncertainties_dSig_dmttBar_norm.yaml      |  74 +++----
 .../uncertainties_dSig_dpTt_norm.yaml         | 108 +++++-----
 .../uncertainties_dSig_dyt_norm.yaml          | 198 +++++++++---------
 .../uncertainties_dSig_dyttBar_norm.yaml      | 198 +++++++++---------
 buildmaster/CMS_TTBAR_8TEV_LJ_DIF/utils.py    |   7 -
 11 files changed, 453 insertions(+), 315 deletions(-)

diff --git a/buildmaster/CMS_TTBAR_8TEV_LJ_DIF/filter.py b/buildmaster/CMS_TTBAR_8TEV_LJ_DIF/filter.py
index d5830cff45..a64f4cab3b 100644
--- a/buildmaster/CMS_TTBAR_8TEV_LJ_DIF/filter.py
+++ b/buildmaster/CMS_TTBAR_8TEV_LJ_DIF/filter.py
@@ -51,6 +51,7 @@ def processData():
     artUncMat_dSig_dpTt = cta(ndata_dSig_dpTt, covMatArray_dSig_dpTt, True)
 
     sqrt_s = float(input['dependent_variables'][0]['qualifiers'][2]['value'])
+    mt_sqr = 29846.0176
     values = input['dependent_variables'][0]['values']
 
     for i in range(len(values)):
@@ -65,7 +66,7 @@ def processData():
         data_central_value = values[i]['value']
         for j in range(11):
             error_value[input3['independent_variables'][0]['values'][j]['value']] = pta(str(input3['dependent_variables'][i]['values'][j]['value']), data_central_value)
-        kin_value = {'sqrt_s': {'min': None, 'mid': sqrt_s, 'max': None}, 'pT_t': {'min': pT_t_min, 'mid': pT_t_mid, 'max': pT_t_max}}
+        kin_value = {'sqrt_s': {'min': None, 'mid': sqrt_s, 'max': None}, 'mt_sqr': {'min': None, 'mid': mt_sqr, 'max': None}, 'pT_t': {'min': pT_t_min, 'mid': pT_t_mid, 'max': pT_t_max}}
         data_central_dSig_dpTt.append(data_central_value)
         kin_dSig_dpTt.append(kin_value)
         error_dSig_dpTt.append(error_value)
@@ -111,6 +112,7 @@ def processData():
     artUncMat_dSig_dyt = cta(ndata_dSig_dyt, covMatArray_dSig_dyt, True)
 
     sqrt_s = float(input['dependent_variables'][0]['qualifiers'][2]['value'])
+    mt_sqr = 29846.0176
     values = input['dependent_variables'][0]['values']
 
     for i in range(len(values)):
@@ -125,7 +127,7 @@ def processData():
         data_central_value = values[i]['value']
         for j in range(11):
             error_value[input3['independent_variables'][0]['values'][j]['value']] = pta(str(input3['dependent_variables'][i]['values'][j]['value']), data_central_value)
-        kin_value = {'sqrt_s': {'min': None, 'mid': sqrt_s, 'max': None}, 'y_t': {'min': y_t_min, 'mid': y_t_mid, 'max': y_t_max}}
+        kin_value = {'sqrt_s': {'min': None, 'mid': sqrt_s, 'max': None}, 'mt_sqr': {'min': None, 'mid': mt_sqr, 'max': None}, 'y_t': {'min': y_t_min, 'mid': y_t_mid, 'max': y_t_max}}
         data_central_dSig_dyt.append(data_central_value)
         kin_dSig_dyt.append(kin_value)
         error_dSig_dyt.append(error_value)
@@ -171,6 +173,7 @@ def processData():
     artUncMat_dSig_dyttBar = cta(ndata_dSig_dyttBar, covMatArray_dSig_dyttBar, True)
 
     sqrt_s = float(input['dependent_variables'][0]['qualifiers'][2]['value'])
+    mt_sqr = 29846.0176
     values = input['dependent_variables'][0]['values']
 
     for i in range(len(values)):
@@ -185,7 +188,7 @@ def processData():
         data_central_value = values[i]['value']
         for j in range(11):
             error_value[input3['independent_variables'][0]['values'][j]['value']] = pta(str(input3['dependent_variables'][i]['values'][j]['value']), data_central_value)
-        kin_value = {'sqrt_s': {'min': None, 'mid': sqrt_s, 'max': None}, 'y_ttBar': {'min': y_ttBar_min, 'mid': y_ttBar_mid, 'max': y_ttBar_max}}
+        kin_value = {'sqrt_s': {'min': None, 'mid': sqrt_s, 'max': None}, 'mt_sqr': {'min': None, 'mid': mt_sqr, 'max': None}, 'y_ttBar': {'min': y_ttBar_min, 'mid': y_ttBar_mid, 'max': y_ttBar_max}}
         data_central_dSig_dyttBar.append(data_central_value)
         kin_dSig_dyttBar.append(kin_value)
         error_dSig_dyttBar.append(error_value)
@@ -231,6 +234,7 @@ def processData():
     artUncMat_dSig_dmttBar = cta(ndata_dSig_dmttBar, covMatArray_dSig_dmttBar, True)
 
     sqrt_s = float(input['dependent_variables'][0]['qualifiers'][2]['value'])
+    mt_sqr = 29846.0176
     values = input['dependent_variables'][0]['values']
 
     for i in range(len(values)):
@@ -245,7 +249,7 @@ def processData():
         data_central_value = values[i]['value']
         for j in range(11):
             error_value[input3['independent_variables'][0]['values'][j]['value']] = pta(str(input3['dependent_variables'][i]['values'][j]['value']), data_central_value)
-        kin_value = {'sqrt_s': {'min': None, 'mid': sqrt_s, 'max': None}, 'm_ttBar': {'min': m_ttBar_min, 'mid': m_ttBar_mid, 'max': m_ttBar_max}}
+        kin_value = {'sqrt_s': {'min': None, 'mid': sqrt_s, 'max': None}, 'mt_sqr': {'min': None, 'mid': mt_sqr, 'max': None}, 'm_ttBar': {'min': m_ttBar_min, 'mid': m_ttBar_mid, 'max': m_ttBar_max}}
         data_central_dSig_dmttBar.append(data_central_value)
         kin_dSig_dmttBar.append(kin_value)
         error_dSig_dmttBar.append(error_value)
diff --git a/buildmaster/CMS_TTBAR_8TEV_LJ_DIF/kinematics_dSig_dmttBar_norm.yaml b/buildmaster/CMS_TTBAR_8TEV_LJ_DIF/kinematics_dSig_dmttBar_norm.yaml
index 0080086b15..c45575d016 100644
--- a/buildmaster/CMS_TTBAR_8TEV_LJ_DIF/kinematics_dSig_dmttBar_norm.yaml
+++ b/buildmaster/CMS_TTBAR_8TEV_LJ_DIF/kinematics_dSig_dmttBar_norm.yaml
@@ -3,6 +3,10 @@ bins:
     min: null
     mid: 8000.0
     max: null
+  mt_sqr:
+    min: null
+    mid: 29846.0176
+    max: null
   m_ttBar:
     min: 345.0
     mid: 362.5
@@ -11,6 +15,10 @@ bins:
     min: null
     mid: 8000.0
     max: null
+  mt_sqr:
+    min: null
+    mid: 29846.0176
+    max: null
   m_ttBar:
     min: 400.0
     mid: 435.5
@@ -19,6 +27,10 @@ bins:
     min: null
     mid: 8000.0
     max: null
+  mt_sqr:
+    min: null
+    mid: 29846.0176
+    max: null
   m_ttBar:
     min: 470.0
     mid: 508.5
@@ -27,6 +39,10 @@ bins:
     min: null
     mid: 8000.0
     max: null
+  mt_sqr:
+    min: null
+    mid: 29846.0176
+    max: null
   m_ttBar:
     min: 550.0
     mid: 595.5
@@ -35,6 +51,10 @@ bins:
     min: null
     mid: 8000.0
     max: null
+  mt_sqr:
+    min: null
+    mid: 29846.0176
+    max: null
   m_ttBar:
     min: 650.0
     mid: 717.5
@@ -43,6 +63,10 @@ bins:
     min: null
     mid: 8000.0
     max: null
+  mt_sqr:
+    min: null
+    mid: 29846.0176
+    max: null
   m_ttBar:
     min: 800.0
     mid: 927.5
@@ -51,6 +75,10 @@ bins:
     min: null
     mid: 8000.0
     max: null
+  mt_sqr:
+    min: null
+    mid: 29846.0176
+    max: null
   m_ttBar:
     min: 1100.0
     mid: 1328.5
diff --git a/buildmaster/CMS_TTBAR_8TEV_LJ_DIF/kinematics_dSig_dpTt_norm.yaml b/buildmaster/CMS_TTBAR_8TEV_LJ_DIF/kinematics_dSig_dpTt_norm.yaml
index 6adc97323a..632214f135 100644
--- a/buildmaster/CMS_TTBAR_8TEV_LJ_DIF/kinematics_dSig_dpTt_norm.yaml
+++ b/buildmaster/CMS_TTBAR_8TEV_LJ_DIF/kinematics_dSig_dpTt_norm.yaml
@@ -3,6 +3,10 @@ bins:
     min: null
     mid: 8000.0
     max: null
+  mt_sqr:
+    min: null
+    mid: 29846.0176
+    max: null
   pT_t:
     min: 0.0
     mid: 26.25
@@ -11,6 +15,10 @@ bins:
     min: null
     mid: 8000.0
     max: null
+  mt_sqr:
+    min: null
+    mid: 29846.0176
+    max: null
   pT_t:
     min: 60.0
     mid: 88.75
@@ -19,6 +27,10 @@ bins:
     min: null
     mid: 8000.0
     max: null
+  mt_sqr:
+    min: null
+    mid: 29846.0176
+    max: null
   pT_t:
     min: 100.0
     mid: 126.25
@@ -27,6 +39,10 @@ bins:
     min: null
     mid: 8000.0
     max: null
+  mt_sqr:
+    min: null
+    mid: 29846.0176
+    max: null
   pT_t:
     min: 150.0
     mid: 173.75
@@ -35,6 +51,10 @@ bins:
     min: null
     mid: 8000.0
     max: null
+  mt_sqr:
+    min: null
+    mid: 29846.0176
+    max: null
   pT_t:
     min: 200.0
     mid: 228.75
@@ -43,6 +63,10 @@ bins:
     min: null
     mid: 8000.0
     max: null
+  mt_sqr:
+    min: null
+    mid: 29846.0176
+    max: null
   pT_t:
     min: 260.0
     mid: 286.25
@@ -51,6 +75,10 @@ bins:
     min: null
     mid: 8000.0
     max: null
+  mt_sqr:
+    min: null
+    mid: 29846.0176
+    max: null
   pT_t:
     min: 320.0
     mid: 356.25
@@ -59,6 +87,10 @@ bins:
     min: null
     mid: 8000.0
     max: null
+  mt_sqr:
+    min: null
+    mid: 29846.0176
+    max: null
   pT_t:
     min: 400.0
     mid: 446.25
diff --git a/buildmaster/CMS_TTBAR_8TEV_LJ_DIF/kinematics_dSig_dyt_norm.yaml b/buildmaster/CMS_TTBAR_8TEV_LJ_DIF/kinematics_dSig_dyt_norm.yaml
index 8887eeb66d..49535a6272 100644
--- a/buildmaster/CMS_TTBAR_8TEV_LJ_DIF/kinematics_dSig_dyt_norm.yaml
+++ b/buildmaster/CMS_TTBAR_8TEV_LJ_DIF/kinematics_dSig_dyt_norm.yaml
@@ -3,6 +3,10 @@ bins:
     min: null
     mid: 8000.0
     max: null
+  mt_sqr:
+    min: null
+    mid: 29846.0176
+    max: null
   y_t:
     min: -2.5
     mid: -2.01
@@ -11,6 +15,10 @@ bins:
     min: null
     mid: 8000.0
     max: null
+  mt_sqr:
+    min: null
+    mid: 29846.0176
+    max: null
   y_t:
     min: -1.6
     mid: -1.39
@@ -19,6 +27,10 @@ bins:
     min: null
     mid: 8000.0
     max: null
+  mt_sqr:
+    min: null
+    mid: 29846.0176
+    max: null
   y_t:
     min: -1.2
     mid: -1.01
@@ -27,6 +39,10 @@ bins:
     min: null
     mid: 8000.0
     max: null
+  mt_sqr:
+    min: null
+    mid: 29846.0176
+    max: null
   y_t:
     min: -0.8
     mid: -0.61
@@ -35,6 +51,10 @@ bins:
     min: null
     mid: 8000.0
     max: null
+  mt_sqr:
+    min: null
+    mid: 29846.0176
+    max: null
   y_t:
     min: -0.4
     mid: -0.24
@@ -43,6 +63,10 @@ bins:
     min: null
     mid: 8000.0
     max: null
+  mt_sqr:
+    min: null
+    mid: 29846.0176
+    max: null
   y_t:
     min: 0.0
     mid: 0.24
@@ -51,6 +75,10 @@ bins:
     min: null
     mid: 8000.0
     max: null
+  mt_sqr:
+    min: null
+    mid: 29846.0176
+    max: null
   y_t:
     min: 0.4
     mid: 0.61
@@ -59,6 +87,10 @@ bins:
     min: null
     mid: 8000.0
     max: null
+  mt_sqr:
+    min: null
+    mid: 29846.0176
+    max: null
   y_t:
     min: 0.8
     mid: 1.01
@@ -67,6 +99,10 @@ bins:
     min: null
     mid: 8000.0
     max: null
+  mt_sqr:
+    min: null
+    mid: 29846.0176
+    max: null
   y_t:
     min: 1.2
     mid: 1.41
@@ -75,6 +111,10 @@ bins:
     min: null
     mid: 8000.0
     max: null
+  mt_sqr:
+    min: null
+    mid: 29846.0176
+    max: null
   y_t:
     min: 1.6
     mid: 2.01
diff --git a/buildmaster/CMS_TTBAR_8TEV_LJ_DIF/kinematics_dSig_dyttBar_norm.yaml b/buildmaster/CMS_TTBAR_8TEV_LJ_DIF/kinematics_dSig_dyttBar_norm.yaml
index 325bf06706..77d7fe5630 100644
--- a/buildmaster/CMS_TTBAR_8TEV_LJ_DIF/kinematics_dSig_dyttBar_norm.yaml
+++ b/buildmaster/CMS_TTBAR_8TEV_LJ_DIF/kinematics_dSig_dyttBar_norm.yaml
@@ -3,6 +3,10 @@ bins:
     min: null
     mid: 8000.0
     max: null
+  mt_sqr:
+    min: null
+    mid: 29846.0176
+    max: null
   y_ttBar:
     min: -2.5
     mid: -1.82
@@ -11,6 +15,10 @@ bins:
     min: null
     mid: 8000.0
     max: null
+  mt_sqr:
+    min: null
+    mid: 29846.0176
+    max: null
   y_ttBar:
     min: -1.3
     mid: -1.09
@@ -19,6 +27,10 @@ bins:
     min: null
     mid: 8000.0
     max: null
+  mt_sqr:
+    min: null
+    mid: 29846.0176
+    max: null
   y_ttBar:
     min: -0.9
     mid: -0.76
@@ -27,6 +39,10 @@ bins:
     min: null
     mid: 8000.0
     max: null
+  mt_sqr:
+    min: null
+    mid: 29846.0176
+    max: null
   y_ttBar:
     min: -0.6
     mid: -0.46
@@ -35,6 +51,10 @@ bins:
     min: null
     mid: 8000.0
     max: null
+  mt_sqr:
+    min: null
+    mid: 29846.0176
+    max: null
   y_ttBar:
     min: -0.3
     mid: -0.14
@@ -43,6 +63,10 @@ bins:
     min: null
     mid: 8000.0
     max: null
+  mt_sqr:
+    min: null
+    mid: 29846.0176
+    max: null
   y_ttBar:
     min: 0.0
     mid: 0.14
@@ -51,6 +75,10 @@ bins:
     min: null
     mid: 8000.0
     max: null
+  mt_sqr:
+    min: null
+    mid: 29846.0176
+    max: null
   y_ttBar:
     min: 0.3
     mid: 0.47
@@ -59,6 +87,10 @@ bins:
     min: null
     mid: 8000.0
     max: null
+  mt_sqr:
+    min: null
+    mid: 29846.0176
+    max: null
   y_ttBar:
     min: 0.6
     mid: 0.76
@@ -67,6 +99,10 @@ bins:
     min: null
     mid: 8000.0
     max: null
+  mt_sqr:
+    min: null
+    mid: 29846.0176
+    max: null
   y_ttBar:
     min: 0.9
     mid: 1.09
@@ -75,6 +111,10 @@ bins:
     min: null
     mid: 8000.0
     max: null
+  mt_sqr:
+    min: null
+    mid: 29846.0176
+    max: null
   y_ttBar:
     min: 1.3
     mid: 1.82
diff --git a/buildmaster/CMS_TTBAR_8TEV_LJ_DIF/metadata.yaml b/buildmaster/CMS_TTBAR_8TEV_LJ_DIF/metadata.yaml
index 428a0de234..6e6145f99e 100644
--- a/buildmaster/CMS_TTBAR_8TEV_LJ_DIF/metadata.yaml
+++ b/buildmaster/CMS_TTBAR_8TEV_LJ_DIF/metadata.yaml
@@ -15,7 +15,7 @@ hepdata:
   version: 1
 
 version: 1
-version_comment: NA
+version_comment: 'NA'
 
 implemented_observables:
 
@@ -26,6 +26,7 @@ implemented_observables:
     kinematics:
       variables:
         sqrt_s: {description: "center of mass energy", label: '$\sqrt{s}$', units: "GeV"}
+        mt_sqr: {description: "mass of top quark squared", label: '$m_{t}^2$', units: '$GeV^2$'}
         pT: {description: "transverse momentum of t", label: "$pT$", units: "GeV"}
       file: kinematics_dSig_dpTt_norm.yaml
     data_central: data_dSig_dpTt_norm.yaml
@@ -33,14 +34,12 @@ implemented_observables:
       - uncertainties_dSig_dpTt_norm.yaml
     kinematic_coverage:
       sqrt_s: sqrt_s
+      mt_sqr: mt_sqr
       pT: pT
     dataset_label: 'CMS 8 TeV $t\bar{t}$: differential cross section in $pT_{t}$'
     plot_x: pT
     figure_by: 
-      -
-    theory:
-      FK_tables:
-        - - 
+      - mt_sqr
 
   - observable: {description: "normalized differential cross section w.r.t. rapidity of t", label: '$1/\sigma * d\sigma/dy_{t}$', units: ""}
     observable_name: YT-NORM
@@ -49,6 +48,7 @@ implemented_observables:
     kinematics:
       variables:
         sqrt_s: {description: "center of mass energy", label: '$\sqrt{s}$', units: "GeV"}
+        mt_sqr: {description: "mass of top quark squared", label: '$m_{t}^2$', units: '$GeV^2$'}
         y_t: {description: "rapidity of t", label: '$y_{t}$', units: ""}
       file: kinematics_dSig_dyt_norm.yaml
     data_central: data_dSig_dyt_norm.yaml
@@ -56,14 +56,12 @@ implemented_observables:
       - uncertainties_dSig_dyt_norm.yaml
     kinematic_coverage:
       sqrt_s: sqrt_s
+      mt_sqr: mt_sqr
       y_t: y_t
     dataset_label: 'CMS 8 TeV $t\bar{t}$: differential cross section in $y_{t}$'
     plot_x: y_t
     figure_by: 
-      -
-    theory:
-      FK_tables:
-        - -
+      - mt_sqr
 
   - observable: {description: "normalized differential cross section w.r.t. rapidity of ttBar", label: '$1/\sigma * d\sigma/dy_{t\bar{t}}$', units: ""}
     observable_name: YTTBAR-NORM
@@ -72,6 +70,7 @@ implemented_observables:
     kinematics:
       variables:
         sqrt_s: {description: "center of mass energy", label: '$\sqrt{s}$', units: "GeV"}
+        mt_sqr: {description: "mass of top quark squared", label: '$m_{t}^2$', units: '$GeV^2$'}
         y_ttBar: {description: "absolute rapidity of ttBar", label: '$y_{t\bar{t}}$', units: ""}
       file: kinematics_dSig_dyttBar_norm.yaml
     data_central: data_dSig_dyttBar_norm.yaml
@@ -79,14 +78,17 @@ implemented_observables:
       - uncertainties_dSig_dyttBar_norm.yaml
     kinematic_coverage:
       sqrt_s: sqrt_s
+      mt_sqr: mt_sqr
       y_ttBar: y_ttBar
     dataset_label: 'CMS 8 TeV $t\bar{t}$: differential cross section in $y_{t\bar{t}}$'
     plot_x: y_ttBar
     figure_by: 
-      -
+      - mt_sqr
     theory:
       FK_tables:
-        - - CMSTOPDIFF8TEVTTRAPNORM
+        - - CMSTOPDIFF8TEVTTRAPNORM-TOPDIFF8TEVTTRAP
+        - - CMSTOPDIFF8TEVTTRAPNORM-TOPDIFF8TEVTOT
+      operation: RATIO
 
   - observable: {description: "normalized differential cross section w.r.t. ttBar invariant mass", label: '$1/\sigma * d\sigma/dm_{t\bar{t}}$', units: "1/GeV"}
     observable_name: MTTBAR-NORM
@@ -95,6 +97,7 @@ implemented_observables:
     kinematics:
       variables:
         sqrt_s: {description: "center of mass energy", label: '$\sqrt{s}$', units: "GeV"}
+        mt_sqr: {description: "mass of top quark squared", label: '$m_{t}^2$', units: '$GeV^2$'}
         m_ttBar: {description: "invariant mass of ttBar", label: '$m_{t\bar{t}}$', units: "GeV"}
       file: kinematics_dSig_dmttBar_norm.yaml
     data_central: data_dSig_dmttBar_norm.yaml
@@ -102,11 +105,9 @@ implemented_observables:
       - uncertainties_dSig_dmttBar_norm.yaml
     kinematic_coverage:
       sqrt_s: sqrt_s
+      mt_sqr: mt_sqr
       m_ttBar: m_ttBar
     dataset_label: 'CMS 8 TeV $t\bar{t}$: differential cross section in $m_{t\bar{t}}$'
     plot_x: m_ttBar
     figure_by: 
-      -
-    theory:
-      FK_tables:
-        - -
+      - mt_sqr
diff --git a/buildmaster/CMS_TTBAR_8TEV_LJ_DIF/uncertainties_dSig_dmttBar_norm.yaml b/buildmaster/CMS_TTBAR_8TEV_LJ_DIF/uncertainties_dSig_dmttBar_norm.yaml
index 8ee8e122e9..df41226d9a 100644
--- a/buildmaster/CMS_TTBAR_8TEV_LJ_DIF/uncertainties_dSig_dmttBar_norm.yaml
+++ b/buildmaster/CMS_TTBAR_8TEV_LJ_DIF/uncertainties_dSig_dmttBar_norm.yaml
@@ -77,12 +77,12 @@ definitions:
     type: CORR
 bins:
 - stat: 0
-  ArtUnc_1: -9.438874519539647e-05
-  ArtUnc_2: 3.0364060435848206e-05
+  ArtUnc_1: -9.438874519539644e-05
+  ArtUnc_2: 3.036406043584823e-05
   ArtUnc_3: -1.1367508363449357e-05
-  ArtUnc_4: 4.1267860231979514e-06
-  ArtUnc_5: -1.2331275598624894e-06
-  ArtUnc_6: 1.3266580907116983e-07
+  ArtUnc_4: 4.126786023197962e-06
+  ArtUnc_5: -1.2331275598624884e-06
+  ArtUnc_6: 1.3266580907116887e-07
   ArtUnc_7: 0.0
   LEP: 4.69e-06
   JES: 0.00024388
@@ -96,12 +96,12 @@ bins:
   TopMass: 2.345e-05
   PDF: 0.0
 - stat: 0
-  ArtUnc_1: 8.684406238635851e-05
-  ArtUnc_2: 2.5118495917924933e-05
-  ArtUnc_3: -1.3704847762305007e-05
-  ArtUnc_4: 5.730982054538363e-06
-  ArtUnc_5: -1.573150271507936e-06
-  ArtUnc_6: 1.6882525176755308e-07
+  ArtUnc_1: 8.684406238635853e-05
+  ArtUnc_2: 2.5118495917924936e-05
+  ArtUnc_3: -1.370484776230501e-05
+  ArtUnc_4: 5.730982054538369e-06
+  ArtUnc_5: -1.5731502715079345e-06
+  ArtUnc_6: 1.688252517675518e-07
   ArtUnc_7: 0.0
   LEP: 0.0
   JES: 5.5900000000000004e-05
@@ -115,12 +115,12 @@ bins:
   TopMass: 3.44e-05
   PDF: 0.0
 - stat: 0
-  ArtUnc_1: -1.3604238144555771e-05
-  ArtUnc_2: -5.068862273253288e-05
-  ArtUnc_3: -9.848049249303884e-06
-  ArtUnc_4: 6.413641378010805e-06
+  ArtUnc_1: -1.3604238144555778e-05
+  ArtUnc_2: -5.068862273253287e-05
+  ArtUnc_3: -9.848049249303892e-06
+  ArtUnc_4: 6.41364137801081e-06
   ArtUnc_5: -1.852988590227014e-06
-  ArtUnc_6: 1.902945845297342e-07
+  ArtUnc_6: 1.90294584529733e-07
   ArtUnc_7: 0.0
   LEP: 0.0
   JES: 4.539e-05
@@ -134,12 +134,12 @@ bins:
   TopMass: 2.6700000000000003e-06
   PDF: 0.0
 - stat: 0
-  ArtUnc_1: -5.683862002505464e-07
-  ArtUnc_2: 7.4940730357691776e-06
-  ArtUnc_3: 2.530146962938858e-05
-  ArtUnc_4: 6.818845413103451e-06
-  ArtUnc_5: -2.38659930099386e-06
-  ArtUnc_6: 2.441016286903003e-07
+  ArtUnc_1: -5.683862002505457e-07
+  ArtUnc_2: 7.494073035769179e-06
+  ArtUnc_3: 2.5301469629388577e-05
+  ArtUnc_4: 6.818845413103461e-06
+  ArtUnc_5: -2.386599300993859e-06
+  ArtUnc_6: 2.4410162869029855e-07
   ArtUnc_7: 0.0
   LEP: 1.1700000000000002e-06
   JES: 2.6909999999999998e-05
@@ -153,12 +153,12 @@ bins:
   TopMass: 3.276e-05
   PDF: 0.0
 - stat: 0
-  ArtUnc_1: 1.5836986765994103e-06
-  ArtUnc_2: -4.2340989321177215e-07
-  ArtUnc_3: -1.504590990602275e-06
-  ArtUnc_4: -1.0737819143128676e-05
-  ArtUnc_5: -4.138952641675538e-06
-  ArtUnc_6: 3.443904678513308e-07
+  ArtUnc_1: 1.5836986765994101e-06
+  ArtUnc_2: -4.2340989321177193e-07
+  ArtUnc_3: -1.5045909906022763e-06
+  ArtUnc_4: -1.0737819143128677e-05
+  ArtUnc_5: -4.138952641675534e-06
+  ArtUnc_6: 3.4439046785132807e-07
   ArtUnc_7: 0.0
   LEP: 9.32e-07
   JES: 8.854e-06
@@ -172,12 +172,12 @@ bins:
   TopMass: 1.0252e-05
   PDF: 4.66e-07
 - stat: 0
-  ArtUnc_1: 6.469783136848223e-08
+  ArtUnc_1: 6.469783136848228e-08
   ArtUnc_2: -2.743279913058013e-07
-  ArtUnc_3: 9.491133250688172e-08
-  ArtUnc_4: -7.001538101783062e-07
-  ArtUnc_5: 3.1052169598059207e-06
-  ArtUnc_6: 1.0172415600359493e-06
+  ArtUnc_3: 9.491133250688149e-08
+  ArtUnc_4: -7.001538101783065e-07
+  ArtUnc_5: 3.1052169598059215e-06
+  ArtUnc_6: 1.017241560035941e-06
   ArtUnc_7: 0.0
   LEP: 2.2800000000000003e-07
   JES: 4.218000000000001e-06
@@ -192,11 +192,11 @@ bins:
   PDF: 1.1400000000000001e-07
 - stat: 0
   ArtUnc_1: 2.9886316316346485e-08
-  ArtUnc_2: 3.586815646695955e-08
-  ArtUnc_3: 7.631522039403438e-08
-  ArtUnc_4: -1.3315308123463623e-08
+  ArtUnc_2: 3.5868156466959553e-08
+  ArtUnc_3: 7.631522039403444e-08
+  ArtUnc_4: -1.3315308123463545e-08
   ArtUnc_5: 4.79889512455555e-07
-  ArtUnc_6: -7.688688162447231e-07
+  ArtUnc_6: -7.688688162447272e-07
   ArtUnc_7: 0.0
   LEP: 4.4000000000000004e-08
   JES: 7.15e-07
diff --git a/buildmaster/CMS_TTBAR_8TEV_LJ_DIF/uncertainties_dSig_dpTt_norm.yaml b/buildmaster/CMS_TTBAR_8TEV_LJ_DIF/uncertainties_dSig_dpTt_norm.yaml
index 040de7fd14..e62ac62fe3 100644
--- a/buildmaster/CMS_TTBAR_8TEV_LJ_DIF/uncertainties_dSig_dpTt_norm.yaml
+++ b/buildmaster/CMS_TTBAR_8TEV_LJ_DIF/uncertainties_dSig_dpTt_norm.yaml
@@ -81,14 +81,14 @@ definitions:
     type: CORR
 bins:
 - stat: 0
-  ArtUnc_1: -3.727486332856683e-05
-  ArtUnc_2: 2.9251079153239327e-05
-  ArtUnc_3: -1.8247090568402194e-05
-  ArtUnc_4: 6.361152568520358e-06
-  ArtUnc_5: -2.3074645056963037e-06
-  ArtUnc_6: 1.4149993872655876e-06
+  ArtUnc_1: -3.727486332856687e-05
+  ArtUnc_2: 2.9251079153239317e-05
+  ArtUnc_3: -1.824709056840218e-05
+  ArtUnc_4: 6.361152568520349e-06
+  ArtUnc_5: -2.3074645056963062e-06
+  ArtUnc_6: 1.4149993872655925e-06
   ArtUnc_7: 0.0
-  ArtUnc_8: -4.671513397077992e-07
+  ArtUnc_8: -4.671513397078016e-07
   LEP: 4.14e-06
   JES: 9.935999999999998e-05
   JER: 4.14e-06
@@ -102,13 +102,13 @@ bins:
   PDF: 0.0
 - stat: 0
   ArtUnc_1: 8.40550251877203e-05
-  ArtUnc_2: -2.882433162009405e-07
-  ArtUnc_3: -8.221614461659393e-06
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-  ArtUnc_5: -1.6090884671799458e-06
-  ArtUnc_6: 9.649630337955898e-07
+  ArtUnc_2: -2.8824331620096154e-07
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+  ArtUnc_5: -1.6090884671799487e-06
+  ArtUnc_6: 9.64963033795593e-07
   ArtUnc_7: 0.0
-  ArtUnc_8: -3.1065512988805885e-07
+  ArtUnc_8: -3.1065512988806075e-07
   LEP: 6.69e-06
   JES: 1.338e-05
   JER: 1.338e-05
@@ -122,13 +122,13 @@ bins:
   PDF: 0.0
 - stat: 0
   ArtUnc_1: -2.3223064974424977e-05
-  ArtUnc_2: -4.842901292942469e-05
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   ArtUnc_7: 0.0
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+  ArtUnc_8: -3.9086493928320014e-07
   LEP: 0.0
   JES: 4.464e-05
   JER: 4.96e-06
@@ -141,14 +141,14 @@ bins:
   TopMass: 5.4560000000000006e-05
   PDF: 0.0
 - stat: 0
-  ArtUnc_1: -7.066863722586342e-07
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   ArtUnc_7: 0.0
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+  ArtUnc_8: -3.8591794493644486e-07
   LEP: 2.6600000000000004e-06
   JES: 3.990000000000001e-05
   JER: 5.320000000000001e-06
@@ -161,14 +161,14 @@ bins:
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   PDF: 0.0
 - stat: 0
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   ArtUnc_7: 0.0
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+  ArtUnc_8: -5.285252988288704e-07
   LEP: 2.12e-06
   JES: 1.272e-05
   JER: 5.3e-06
@@ -181,14 +181,14 @@ bins:
   TopMass: 1.3780000000000002e-05
   PDF: 0.0
 - stat: 0
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   ArtUnc_7: 0.0
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   JES: 4.389000000000001e-06
   JER: 3.192e-06
@@ -201,14 +201,14 @@ bins:
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   PDF: 0.0
 - stat: 0
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   ArtUnc_7: 0.0
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@@ -221,14 +221,14 @@ bins:
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   ArtUnc_7: 0.0
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diff --git a/buildmaster/CMS_TTBAR_8TEV_LJ_DIF/uncertainties_dSig_dyt_norm.yaml b/buildmaster/CMS_TTBAR_8TEV_LJ_DIF/uncertainties_dSig_dyt_norm.yaml
index 86904d6aef..7adfccba22 100644
--- a/buildmaster/CMS_TTBAR_8TEV_LJ_DIF/uncertainties_dSig_dyt_norm.yaml
+++ b/buildmaster/CMS_TTBAR_8TEV_LJ_DIF/uncertainties_dSig_dyt_norm.yaml
@@ -89,16 +89,16 @@ definitions:
     type: CORR
 bins:
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diff --git a/buildmaster/CMS_TTBAR_8TEV_LJ_DIF/uncertainties_dSig_dyttBar_norm.yaml b/buildmaster/CMS_TTBAR_8TEV_LJ_DIF/uncertainties_dSig_dyttBar_norm.yaml
index 4ff0d8529d..7c58fdfd62 100644
--- a/buildmaster/CMS_TTBAR_8TEV_LJ_DIF/uncertainties_dSig_dyttBar_norm.yaml
+++ b/buildmaster/CMS_TTBAR_8TEV_LJ_DIF/uncertainties_dSig_dyttBar_norm.yaml
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+  ArtUnc_6: 0.000639392430991632
+  ArtUnc_7: 0.001311321960698925
+  ArtUnc_8: 0.001577234978350703
+  ArtUnc_9: -0.001965504113595083
+  ArtUnc_10: -0.003984660623354622
   LEP: 0.0007480000000000001
   JES: 0.0018700000000000001
   JER: 0.001122
@@ -243,16 +243,16 @@ bins:
   TopMass: 0.0037400000000000003
   PDF: 0.00037400000000000004
 - stat: 0
-  ArtUnc_1: 3.1526033649317752e-06
-  ArtUnc_2: -0.0001522249436840137
-  ArtUnc_3: 0.0019004122242591947
-  ArtUnc_4: 0.00040127513984510873
-  ArtUnc_5: -0.00010994862793098158
-  ArtUnc_6: -5.546519599504701e-05
-  ArtUnc_7: 0.0002859255241820049
-  ArtUnc_8: 0.004546160512398277
-  ArtUnc_9: -0.0007885128674446689
-  ArtUnc_10: 0.002673571174832699
+  ArtUnc_1: 3.1526033649381487e-06
+  ArtUnc_2: -0.00015222494368401376
+  ArtUnc_3: 0.0019004122242591932
+  ArtUnc_4: 0.00040127513984511773
+  ArtUnc_5: -0.00010994862793098116
+  ArtUnc_6: -5.5465195995044615e-05
+  ArtUnc_7: 0.00028592552418200317
+  ArtUnc_8: 0.004546160512398278
+  ArtUnc_9: -0.0007885128674445164
+  ArtUnc_10: 0.0026735711748327355
   LEP: 0.000317
   JES: 0.001902
   JER: 0.001268
@@ -265,16 +265,16 @@ bins:
   TopMass: 0.000951
   PDF: 0.000317
 - stat: 0
-  ArtUnc_1: 4.193174434389627e-06
-  ArtUnc_2: 2.3527356578624555e-05
-  ArtUnc_3: 0.0002222798223911547
-  ArtUnc_4: -0.0005402577755692252
-  ArtUnc_5: -0.001853840673493125
-  ArtUnc_6: 0.0032305204196668292
-  ArtUnc_7: -0.0011086889020951373
-  ArtUnc_8: -0.000492438814921078
-  ArtUnc_9: 0.00042151862454088717
-  ArtUnc_10: 0.0008635911380907639
+  ArtUnc_1: 4.193174434398102e-06
+  ArtUnc_2: 2.3527356578624575e-05
+  ArtUnc_3: 0.00022227982239115548
+  ArtUnc_4: -0.000540257775569227
+  ArtUnc_5: -0.0018538406734931263
+  ArtUnc_6: 0.0032305204196668284
+  ArtUnc_7: -0.0011086889020951436
+  ArtUnc_8: -0.0004924388149210795
+  ArtUnc_9: 0.00042151862454093623
+  ArtUnc_10: 0.0008635911380907432
   LEP: 0.00046000000000000007
   JES: 0.0009200000000000001
   JER: 0.0009200000000000001
@@ -287,16 +287,16 @@ bins:
   TopMass: 0.00046000000000000007
   PDF: 0.00023000000000000003
 - stat: 0
-  ArtUnc_1: 1.2731462503432041e-05
-  ArtUnc_2: -0.0015474160623654412
-  ArtUnc_3: -0.00013474417900154968
-  ArtUnc_4: -2.7315597147523722e-05
-  ArtUnc_5: 0.0010005373332215638
-  ArtUnc_6: -0.00012384183250245475
-  ArtUnc_7: -0.000760356339403535
-  ArtUnc_8: -0.0007185239771657239
-  ArtUnc_9: 2.4142422745833406e-05
-  ArtUnc_10: -0.00017895872238232857
+  ArtUnc_1: 1.2731462503457776e-05
+  ArtUnc_2: -0.0015474160623654405
+  ArtUnc_3: -0.0001347441790015496
+  ArtUnc_4: -2.7315597147521343e-05
+  ArtUnc_5: 0.0010005373332215624
+  ArtUnc_6: -0.00012384183250245512
+  ArtUnc_7: -0.0007603563394035349
+  ArtUnc_8: -0.0007185239771657242
+  ArtUnc_9: 2.414242274582339e-05
+  ArtUnc_10: -0.0001789587223823308
   LEP: 0.00025640000000000005
   JES: 0.0007692
   JER: 0.0005128000000000001
diff --git a/buildmaster/CMS_TTBAR_8TEV_LJ_DIF/utils.py b/buildmaster/CMS_TTBAR_8TEV_LJ_DIF/utils.py
index 5bef39ea5d..2682c7f3f9 100644
--- a/buildmaster/CMS_TTBAR_8TEV_LJ_DIF/utils.py
+++ b/buildmaster/CMS_TTBAR_8TEV_LJ_DIF/utils.py
@@ -1,10 +1,3 @@
-#    After adding a new util function, run the following command
-#    in the terminal in buildmaster directory:
-#    ....buildmaster$ for d in */; do cp utils.py "$d"; done
-#    to ensure the utils file is consistent across all folders.
-#    Existing functions should not be modified or removed as that might 
-#    break already implemented experiments' filter scripts.
-
 from math import sqrt
 import numpy as np
 from numpy.linalg import eig