hiring.ipynb

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    "# Hiring - Process Mining\n",
    "The data describes a multifaceted recruitment process with diverse application pathways ranging from minimal processing to extensive multi-step procedures. The variability of these routes, largely dependent on numerous determinants, yields a spectrum of outcomes from instant rejection to successful job offers.\n",
    "The logs include attributes such as age, citizenship, German proficiency, gender, religion, and years of education. While these attributes may inform candidate profiles, their misuse could engender discrimination. Variables like age and education may signify experience and skills, citizenship and German language may address job logistics, but these should not unjustly eliminate applicants. Gender and religion, unrelated to job performance, must not sway hiring. Therefore, the use of these attributes must uphold fairness, avoiding any potential bias."
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   "source": [
    "## Prequisites\n",
    "We are going to use :\n",
    "* pandas\n",
    "* graphviz\n",
    "* pm4py\n",
    "to extract revelant data from these logs using Process Mining.\n",
    "\n",
    "We first need to install our dependencies (librairies) and import our dataset and prepare it for Process Mining."
   ],
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   "source": [
    "### Importing our librairies\n",
    "We will import all librairies we are going to use in this application."
   ],
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   "source": [
    "import pm4py\n",
    "from pm4py.objects.log.importer.xes import importer as xes_importer\n",
    "from pm4py.algo.discovery.inductive import algorithm as inductive_miner\n",
    "from pm4py.algo.evaluation.replay_fitness import algorithm as replay_fitness_algorithm\n",
    "from pm4py.algo.evaluation.precision import algorithm as precision_algorithm\n",
    "from pm4py.algo.evaluation.generalization import algorithm as generalization_algorithm\n",
    "from pm4py.algo.evaluation.simplicity import algorithm as simplicity_algorithm\n",
    "from pm4py.objects.conversion.process_tree import converter as pt_converter\n",
    "from pm4py.visualization.petri_net import visualizer as pn_visualizer\n",
    "from pm4py.visualization.process_tree import visualizer as pt_visualizer\n",
    "from pm4py.visualization.bpmn import visualizer as bpmn_visualizer"
   ],
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   "cell_type": "markdown",
   "source": [
    "### Importing our dataset, cleaning it (if needed) and transforming it.\n",
    "We must import our dataset."
   ],
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  {
   "cell_type": "code",
   "execution_count": 2,
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/clementcombier/ProjectsDatabases/venv/lib/python3.9/site-packages/pm4py/util/dt_parsing/parser.py:77: UserWarning: ISO8601 strings are not fully supported with strpfromiso for Python versions below 3.11\n",
      "  warnings.warn(\n"
     ]
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    {
     "data": {
      "text/plain": "parsing log, completed traces ::   0%|          | 0/10000 [00:00<?, ?it/s]",
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     "output_type": "display_data"
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   "source": [
    "# Step 1: Import the XES log file\n",
    "log = xes_importer.apply(\"datasets/hiring_log_high.xes\")"
   ],
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    "ExecuteTime": {
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   "source": [
    "---\n",
    "\n",
    "## Process Mining\n",
    "### Explaining our workflow\n",
    "\n",
    "For our Process Mining of the hiring dataset, we are going to split our workflow into three parts : \n",
    "1. Discover a process model using Inductive Miner\n",
    "2. Visualize the process model\n",
    "3. Quality measures\n",
    "\n",
    "### Step 1 : Discover a process model using Inductive Miner\n",
    "The first part is to create our model from the dataset using Inductive Miner in order to discover a model process."
   ],
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     "text": [
      "/Users/clementcombier/ProjectsDatabases/venv/lib/python3.9/site-packages/pm4py/utils.py:537: UserWarning: the EventLog class has been deprecated and will be removed in a future release.\n",
      "  warnings.warn(\"the EventLog class has been deprecated and will be removed in a future release.\")\n"
     ]
    }
   ],
   "source": [
    "# We are using one of pm4py's many available method in order to discover our process model.\n",
    "# Discover a process tree using the Inductive Miner algorithm\n",
    "tree = pm4py.discover_process_tree_inductive(log,\n",
    "                                                     activity_key='concept:name',\n",
    "                                                     timestamp_key='time:timestamp',\n",
    "                                                     case_id_key='case:concept:name')\n",
    "# Convert the ProcessTree to a Petri net\n",
    "net, initial_marking, final_marking = pt_converter.apply(tree)"
   ],
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   "source": [
    "### Step 2 : Visualize the process model\n",
    "Now, we want to visualize our process model to see if our model is correct or not at a first glance.\n",
    "Thanks to pm4py many methods, we will use them to make three visualization of our model.\n",
    "1. A Petri Net\n",
    "2. A Process Tree\n",
    "3. A BPMN"
   ],
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   "cell_type": "markdown",
   "source": [
    "#### Petri Net"
   ],
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      "text/plain": "<IPython.core.display.Image object>"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualize as a Petri net\n",
    "gviz_petri = pn_visualizer.apply(net, initial_marking, final_marking)\n",
    "pn_visualizer.view(gviz_petri)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-12-16T10:39:36.601727Z",
     "start_time": "2023-12-16T10:39:36.141388Z"
    }
   },
   "id": "557b78a906f451d7"
  },
  {
   "cell_type": "markdown",
   "source": [
    "#### Process tree"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "e9f41cd8e2961f47"
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": "<IPython.core.display.Image object>"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualize as a process tree\n",
    "gviz_tree = pt_visualizer.apply(tree)\n",
    "pt_visualizer.view(gviz_tree)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-12-16T10:39:36.895445Z",
     "start_time": "2023-12-16T10:39:36.601509Z"
    }
   },
   "id": "569e82fe94ece423"
  },
  {
   "cell_type": "markdown",
   "source": [
    "#### BPMN"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "232a87b3258c9aef"
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": "<IPython.core.display.Image object>"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Convert to BPMN and visualize\n",
    "bpmn_graph = pm4py.convert_to_bpmn(tree)\n",
    "gviz_bpmn = bpmn_visualizer.apply(bpmn_graph)\n",
    "bpmn_visualizer.view(gviz_bpmn)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-12-16T10:39:37.046436Z",
     "start_time": "2023-12-16T10:39:36.786865Z"
    }
   },
   "id": "1200f106af35e760"
  },
  {
   "cell_type": "markdown",
   "source": [
    "### Step 3 : Quality measures\n",
    "We do want to check if our model is fitting the log and is correct. For these, we are going to calculate :\n",
    "1. Fitness\n",
    "2. Precision\n",
    "3. Generalization\n",
    "4. Simplicity"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "56cfae0440136d5c"
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "outputs": [
    {
     "data": {
      "text/plain": "replaying log with TBR, completed variants ::   0%|          | 0/386 [00:00<?, ?it/s]",
      "application/vnd.jupyter.widget-view+json": {
       "version_major": 2,
       "version_minor": 0,
       "model_id": "d12d110ca96a473d98c37137b2743dc7"
      }
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "computing precision with alignments, completed variants ::   0%|          | 0/590 [00:00<?, ?it/s]",
      "application/vnd.jupyter.widget-view+json": {
       "version_major": 2,
       "version_minor": 0,
       "model_id": "31c12d742fa84221bcf0b86aeb97c52b"
      }
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "replaying log with TBR, completed variants ::   0%|          | 0/386 [00:00<?, ?it/s]",
      "application/vnd.jupyter.widget-view+json": {
       "version_major": 2,
       "version_minor": 0,
       "model_id": "2f1799d7b30147e4b47743c68a7ab92a"
      }
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fitness: {'perc_fit_traces': 100.0, 'average_trace_fitness': 1.0, 'log_fitness': 1.0, 'percentage_of_fitting_traces': 100.0}\n",
      "Precision: 0.7923768769679558\n",
      "Generalization: 0.9785354534241768\n",
      "Simplicity: 0.6633663366336633\n"
     ]
    }
   ],
   "source": [
    "# Replay Fitness Evaluation (using token-based replay)\n",
    "fitness = replay_fitness_algorithm.apply(log, net, initial_marking, final_marking, variant=replay_fitness_algorithm.Variants.TOKEN_BASED)\n",
    "\n",
    "# Precision Evaluation\n",
    "precision = precision_algorithm.apply(log, net, initial_marking, final_marking)\n",
    "\n",
    "# Generalization Evaluation\n",
    "generalization = generalization_algorithm.apply(log, net, initial_marking, final_marking)\n",
    "\n",
    "# Simplicity Evaluation\n",
    "simplicity = simplicity_algorithm.apply(net)\n",
    "\n",
    "\n",
    "# Print the quality measures\n",
    "print(f\"Fitness: {fitness}\")\n",
    "print(f\"Precision: {precision}\")\n",
    "print(f\"Generalization: {generalization}\")\n",
    "print(f\"Simplicity: {simplicity}\")"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-12-16T10:39:39.480341Z",
     "start_time": "2023-12-16T10:39:37.056147Z"
    }
   },
   "id": "8b8c12d0b2e1b96"
  },
  {
   "cell_type": "markdown",
   "source": [
    "### Step 4 : Analysing our result\n",
    "#### Analysing the Fitness of our model\n",
    "* **Percentage of traces that fit the model** = 100%; It seems that every traces in our log can be exactly replicated by our modal.\n",
    "* **Average fitness of each traces in the log** = 1; It seems our traces conform perfectly to our model.\n",
    "* **Percentage of fitting traces** = 100%; Similar to the percentage of traces that fit the model. A result of 100% tells us traces fit our model!\n",
    "\n",
    "#### Analysing the Precision of our model\n",
    "* **Precision** = 0.79 ≃ 80%; A good result for the precision of our model. It is estimated that it's precise at 80% for our traces.\n",
    "\n",
    "#### Analysing the Generalization of our moddel\n",
    "* **Generalization** = 0.978 ≃ 98%; Another good result, it seems that in 98% of cases our model is able to handle cases that are similar but still different from what's it used to.\n",
    "\n",
    "#### Analysing the Simplicity of our moddel\n",
    "* **Simplicity** = 0.66 ≃ 66%; This result could be higher. Our model is moderatly simple. You may need some times or prior knowledge to correctly understand our model."
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "a17e9bac2863e68d"
  }
 ],
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