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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Welcome to JupyROOT 6.28/04\n"
]
}
],
"source": [
"import uproot\n",
"import ROOT\n",
"import matplotlib.pyplot as plt\n",
"import awkward as ak\n",
"import numpy as np\n",
"import math\n",
"from array import array\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"File = uproot.open(\"/work/cetin/LHCb/reco_tuner/data/ghost_data_B_default_weights.root:PrMatchNN_3e224c41.PrMCDebugMatchToolNN/MVAInputAndOutput\")\n",
"allcolumns = File.arrays()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"tracked = allcolumns[allcolumns[\"mc_quality\"]==-1]\n",
"ghost = allcolumns[allcolumns[\"mc_quality\"]==0]"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"tracked_v_qop = np.abs(ak.to_numpy(tracked[\"mc_end_velo_qop\"]))\n",
"tracked_t_qop = np.abs(ak.to_numpy(tracked[\"mc_end_t_qop\"]))\n",
"\n",
"ghost_v_qop = np.abs(ak.to_numpy(ghost[\"mc_end_velo_qop\"]))\n",
"ghost_t_qop = np.abs(ak.to_numpy(ghost[\"mc_end_t_qop\"]))"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 2000x600 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"\n",
"\n",
"fig, ((ax0, ax1)) = plt.subplots(nrows=1, ncols=2, figsize=(20,6))\n",
"\n",
"a0=ax0.hist2d(tracked_v_qop[:180000], tracked_t_qop[:180000], bins=200, cmap=plt.cm.jet, cmin=1)\n",
"ax0.set_xlabel(\"Velo qop\")\n",
"ax0.set_ylabel(\"Scifi qop\")\n",
"ax0.set_title(\"Tracked Velo qop vs. Scifi qop\")\n",
"plt.colorbar(a0[3],ax=ax0)\n",
"\n",
"a1=ax1.hist2d(ghost_v_qop[:180000], ghost_t_qop[:180000], bins=200, cmap=plt.cm.jet, cmin=1)\n",
"ax1.set_xlabel(\"Velo qop\")\n",
"ax1.set_ylabel(\"Scifi qop\")\n",
"ax1.set_title(\"Ghost Velo qop vs. Scifi qop\")\n",
"plt.colorbar(a1[3],ax=ax1)\n",
"\n",
"\n",
"\n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"tracked_dQop = np.abs( tracked_v_qop[:180000]-tracked_t_qop[:180000] )\n",
"ghost_dQop = np.abs( ghost_v_qop[:180000]-ghost_t_qop[:180000] )\n",
"\n",
"\n",
"plt.hist(tracked_dQop, bins=100, label=\"tracked\", alpha=0.6, density=True)\n",
"plt.hist(ghost_dQop, bins=100, label=\"ghosts\", alpha=0.6, density=True)\n",
"plt.xlabel(\"Velo qop - Scifi qop\")\n",
"plt.ylabel(\"a.u.\")\n",
"plt.title(\"Velo qop - Scifi qop\")\n",
"plt.legend()\n",
"#plt.colorbar(h2[3])\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [],
"source": [
"tracked_t_tx = ak.to_numpy(tracked[\"mc_end_t_tx\"])\n",
"tracked_t_ty = ak.to_numpy(tracked[\"mc_end_t_ty\"])\n",
"\n",
"tracked_t_teta2 = tracked_t_tx * tracked_t_tx + tracked_t_ty * tracked_t_ty\n",
"\n",
"tracked_v_tx = ak.to_numpy(tracked[\"mc_end_velo_tx\"])\n",
"tracked_v_ty = ak.to_numpy(tracked[\"mc_end_velo_ty\"])\n",
"tracked_v_teta2 = ak.to_numpy(tracked[\"mc_teta2\"])\n",
"\n",
"ghost_t_tx = ak.to_numpy(ghost[\"mc_end_t_tx\"])\n",
"ghost_t_ty = ak.to_numpy(ghost[\"mc_end_t_ty\"])\n",
"\n",
"ghost_t_teta2 = ghost_t_tx * ghost_t_tx + ghost_t_ty * ghost_t_ty\n",
"\n",
"ghost_v_tx = ak.to_numpy(ghost[\"mc_end_velo_tx\"])\n",
"ghost_v_ty = ak.to_numpy(ghost[\"mc_end_velo_ty\"])\n",
"ghost_v_teta2 = ak.to_numpy(ghost[\"mc_teta2\"])"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 2000x600 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"\n",
"fig, ((ax0, ax1)) = plt.subplots(nrows=1, ncols=2, figsize=(20,6))\n",
"\n",
"a0=ax0.hist2d(tracked_v_teta2, tracked_t_teta2, bins=100, cmap=plt.cm.jet, cmin=1, range=[[0,0.3],[0,1.3]],cmax=8000)\n",
"ax0.set_xlabel(\"Velo teta2\")\n",
"ax0.set_ylabel(\"Scifi teta2\")\n",
"ax0.set_title(\"Tracked Velo vs. Scifi teta2\")\n",
"plt.colorbar(a0[3],ax=ax0)\n",
"\n",
"a1=ax1.hist2d(ghost_v_teta2, ghost_t_teta2, bins=100, cmap=plt.cm.jet, cmin=1, range=[[0,0.3],[0,1.3]], cmax=8000)\n",
"ax1.set_xlabel(\"Velo teta2\")\n",
"ax1.set_ylabel(\"Scifi teta2\")\n",
"ax1.set_title(\"Ghost Velo vs. Scifi teta2\")\n",
"plt.colorbar(a1[3],ax=ax1)\n",
"\n",
"\n",
"\n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from numpy import abs\n",
"\n",
"tracked_dteta2 = tracked_v_teta2-tracked_t_teta2\n",
"ghost_dteta2 = ghost_v_teta2-ghost_t_teta2\n",
"\n",
"plt.hist(tracked_dteta2, bins=100, label=\"tracked\", alpha=0.6, density=True)\n",
"plt.hist(ghost_dteta2, bins=100, label=\"ghosts\", alpha=0.6, density=True)\n",
"plt.xlabel(\"dteta2\")\n",
"plt.ylabel(\"a.u.\")\n",
"plt.title(\"Velo teta2 - Scifi teta2\")\n",
"plt.legend()\n",
"#plt.colorbar(h2[3])\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 2000x600 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"\n",
"tracked_dtx = tracked_v_tx - tracked_t_tx\n",
"tracked_dty = tracked_v_ty - tracked_t_ty\n",
"\n",
"ghost_dtx = ghost_v_tx - ghost_t_tx\n",
"ghost_dty = ghost_v_ty - ghost_t_ty\n",
"\n",
"\n",
"fig, ((ax0, ax1)) = plt.subplots(nrows=1, ncols=2, figsize=(20,6))\n",
"\n",
"a0=ax0.hist2d(tracked_dtx, tracked_dty, bins=100, cmap=plt.cm.jet, cmin=1)\n",
"ax0.set_xlabel(\"dtx\")\n",
"ax0.set_ylabel(\"dty\")\n",
"ax0.set_title(\"tracked dtx vs dty\")\n",
"plt.colorbar(a0[3],ax=ax0)\n",
"\n",
"a1=ax1.hist2d(ghost_dtx, ghost_dty, bins=100, cmap=plt.cm.jet, cmin=1)\n",
"ax1.set_xlabel(\"dtx\")\n",
"ax1.set_ylabel(\"dty\")\n",
"ax1.set_title(\"Ghost dtx vs dty\")\n",
"plt.colorbar(a1[3],ax=ax1)\n",
"\n",
"\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"\n",
"\n",
"plt.hist(abs(tracked_dtx), bins=100, label=\"tracked\", alpha=0.6, density=True)\n",
"plt.hist(abs(ghost_dtx), bins=100, label=\"ghosts\", alpha=0.6, density=True)\n",
"plt.xlabel(\"dtx\")\n",
"plt.ylabel(\"a.u.\")\n",
"plt.legend()\n",
"#plt.colorbar(h2[3])\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.hist(abs(tracked_dty), bins=100, label=\"tracked\", alpha=0.6, density=True)\n",
"plt.hist(abs(ghost_dty), bins=100, label=\"ghosts\", alpha=0.6, density=True)\n",
"plt.xlabel(\"dtx\")\n",
"plt.ylabel(\"a.u.\")\n",
"plt.legend()\n",
"#plt.colorbar(h2[3])\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.hist(tracked_dtx-tracked_dty, bins=100, label=\"tracked\", alpha=0.6, density=True)\n",
"plt.hist(ghost_dtx-ghost_dty, bins=100, label=\"ghosts\", alpha=0.6, density=True)\n",
"plt.xlabel(\"dtx\")\n",
"plt.ylabel(\"a.u.\")\n",
"plt.legend()\n",
"#plt.colorbar(h2[3])\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"tracked_zmag = tracked[\"mc_zMag\"]\n",
"ghost_zmag = ghost[\"mc_zMag\"]"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"plt.hist(tracked_zmag, bins=100, label=\"tracked\", alpha=0.6, density=True)\n",
"plt.hist(ghost_zmag, bins=100, label=\"ghosts\", alpha=0.6, density=True)\n",
"plt.xlabel(r\"$z_{mag}$\")\n",
"plt.ylabel(\"a.u.\")\n",
"plt.legend()\n",
"#plt.colorbar(h2[3])\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
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