{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pyhf\n",
    "import json\n",
    "import copy\n",
    "import jsonpatch\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Download the Model\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "x RegionA/BkgOnly.json\n",
      "x RegionA/patch.sbottom_750_745_60.json\n"
     ]
    }
   ],
   "source": [
    "!curl -sL https://doi.org/10.17182/hepdata.89408.v1/r2  | tar -O -xzv RegionA/BkgOnly.json > lhood.json\n",
    "!curl -sL https://doi.org/10.17182/hepdata.89408.v1/r2  | tar -O -xzv RegionA/patch.sbottom_750_745_60.json > patch.json"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Helper Functions\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def make_model(channel_list):\n",
    "    spec = json.load(open(\"lhood.json\"))\n",
    "    patch = json.load(open(\"patch.json\"))\n",
    "    spec = jsonpatch.apply_patch(spec, patch)\n",
    "    spec[\"channels\"] = [c for c in spec[\"channels\"] if c[\"name\"] in channel_list]\n",
    "\n",
    "    ws = pyhf.Workspace(spec)\n",
    "    model = ws.model(\n",
    "        measurement_name=\"NormalMeasurement\",\n",
    "        modifier_settings={\n",
    "            \"normsys\": {\"interpcode\": \"code4\"},\n",
    "            \"histosys\": {\"interpcode\": \"code4p\"},\n",
    "        },\n",
    "    )\n",
    "    data = ws.data(model)\n",
    "    return ws, model, data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def fitresults(constraints=None):\n",
    "    _, model, data = make_model([\"CRtt_meff\"])\n",
    "\n",
    "    pyhf.set_backend(\"numpy\", pyhf.optimize.minuit_optimizer(verbose=True))\n",
    "\n",
    "    constraints = constraints or []\n",
    "    init_pars = model.config.suggested_init()\n",
    "    fixed_params = model.config.suggested_fixed()\n",
    "\n",
    "    for idx, fixed_val in constraints:\n",
    "        init_pars[idx] = fixed_val\n",
    "        fixed_params[idx] = True\n",
    "\n",
    "    result = pyhf.infer.mle.fit(\n",
    "        data,\n",
    "        model,\n",
    "        init_pars=init_pars,\n",
    "        fixed_params=fixed_params,\n",
    "        return_uncertainties=True,\n",
    "    )\n",
    "    bestfit = result[:, 0]\n",
    "    errors = result[:, 1]\n",
    "    return model, data, bestfit, errors"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Calculate per-parameter Impact\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def calc_impact(idx, b, e, i, width, poi_index):\n",
    "    _, _, bb, ee = fitresults([(idx, b + e)])\n",
    "    poi_up_post = bb[poi_index]\n",
    "\n",
    "    _, _, bb, ee = fitresults([(idx, b - e)])\n",
    "    poi_dn_post = bb[poi_index]\n",
    "\n",
    "    _, _, bb, ee = fitresults([(idx, b + width)])\n",
    "    poi_up_pre = bb[poi_index]\n",
    "\n",
    "    _, _, bb, ee = fitresults([(idx, b - width)])\n",
    "    poi_dn_pre = bb[poi_index]\n",
    "    return np.asarray([poi_dn_post, poi_up_post, poi_dn_pre, poi_up_pre])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_impact_data():\n",
    "    model, _, b, e = fitresults()\n",
    "    widths = pyhf.tensorlib.concatenate(\n",
    "        [\n",
    "            model.config.param_set(k).width()\n",
    "            for k, v in model.config.par_map.items()\n",
    "            if model.config.param_set(k).constrained\n",
    "        ]\n",
    "    )\n",
    "    initv = pyhf.tensorlib.concatenate(\n",
    "        [\n",
    "            model.config.param_set(k).suggested_init\n",
    "            for k, v in model.config.par_map.items()\n",
    "            if model.config.param_set(k).constrained\n",
    "        ]\n",
    "    )\n",
    "    labels = np.asarray(\n",
    "        [\n",
    "            f\"{k}[{i:02}]\" if model.config.param_set(k).n_parameters > 1 else k\n",
    "            for k in model.config.par_order\n",
    "            if model.config.param_set(k).constrained\n",
    "            for i in range(model.config.param_set(k).n_parameters)\n",
    "        ]\n",
    "    )\n",
    "    poi_free = b[model.config.poi_index]\n",
    "    impacts = []\n",
    "\n",
    "    for i, width in enumerate(widths):\n",
    "        if i == model.config.poi_index:\n",
    "            continue\n",
    "        if i % 5 == 0:\n",
    "            print(i)\n",
    "        impct = calc_impact(i, b[i], e[i], width, initv[i], model.config.poi_index)\n",
    "        impacts.append(impct - poi_free)\n",
    "    return np.asarray(impacts), labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n",
      "5\n",
      "10\n",
      "15\n",
      "20\n",
      "25\n",
      "30\n",
      "35\n",
      "40\n",
      "45\n",
      "50\n",
      "55\n"
     ]
    }
   ],
   "source": [
    "impacts, labels = get_impact_data()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Make the plot!\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "impcord = np.argsort(np.max(np.abs(impacts[:, :2]), axis=1))\n",
    "simpacts = impacts[impcord]\n",
    "slabels = labels[impcord]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 288x1260 with 1 Axes>"
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     },
     "metadata": {
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     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.barh(\n",
    "    range(len(simpacts)),\n",
    "    np.asarray(simpacts)[:, 0],\n",
    "    alpha=0.75,\n",
    "    linestyle=\"dashed\",\n",
    "    facecolor=\"r\",\n",
    ")\n",
    "plt.barh(\n",
    "    range(len(simpacts)),\n",
    "    np.asarray(simpacts)[:, 1],\n",
    "    alpha=0.75,\n",
    "    linestyle=\"dashed\",\n",
    "    facecolor=\"b\",\n",
    ")\n",
    "plt.barh(\n",
    "    range(len(simpacts)),\n",
    "    np.asarray(simpacts)[:, 2],\n",
    "    alpha=0.75,\n",
    "    linestyle=\"dashed\",\n",
    "    fill=None,\n",
    "    edgecolor=\"r\",\n",
    ")\n",
    "plt.barh(\n",
    "    range(len(simpacts)),\n",
    "    np.asarray(simpacts)[:, 3],\n",
    "    alpha=0.75,\n",
    "    linestyle=\"dashed\",\n",
    "    fill=None,\n",
    "    edgecolor=\"b\",\n",
    ")\n",
    "plt.xlim(-0.001, 0.001)\n",
    "plt.ylim(-0.5, len(simpacts) - 0.5)\n",
    "plt.gcf().set_size_inches(4, 17.5)\n",
    "plt.title(\"Δµ\")\n",
    "plt.yticks(range(len(slabels)), slabels)\n",
    "plt.grid();"
   ]
  }
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