docs/tutorials/Demo.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "594b36f3-1d24-426b-8c72-5e25a05ded65",
   "metadata": {},
   "source": [
    "# Get to know pyJedAI\n",
    "\n",
    "In this notebook we present the pyJedAI approach. pyJedAI is a an end-to-end and an upcoming python framework for Entity Resolution that will be a manual of the Entity Resolution. Its usages will outperform other state-of-the-art ER frameworks as it's easy-to-use and highly optimized as it is consisted from other established python libraries (i.e pandas, networkX, ..)."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "184fcaa5-99ec-4638-9c3e-9bf7f6161205",
   "metadata": {},
   "source": [
    "# Install\n",
    "\n",
    "pyJedAI is an open-source library that can be installed from PyPI."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d06cb8d5-4fe0-414d-ac65-3d5960906f34",
   "metadata": {},
   "outputs": [],
   "source": [
    "%pip install pyjedai -U"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3b08196c-00db-430a-b784-3e5a472c8dbd",
   "metadata": {},
   "outputs": [],
   "source": [
    "%pip show pyjedai"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "64dc1f28-c9c2-40b2-a50b-b0bcffe405e1",
   "metadata": {
    "tags": []
   },
   "source": [
    "# Reading the dataset - Clean-Clean ER example\n",
    "\n",
    "pyJedAI in order to perfrom needs only the tranformation of the initial data into a pandas DataFrame. Hence, pyJedAI can function in every structured or semi-structured data. In this case Abt-Buy dataset is provided as .csv files. \n",
    "\n",
    "<div align=\"center\">\n",
    "    <img align=\"center\" src=\"https://github.com/AI-team-UoA/pyJedAI/blob/main/docs/img/reading-process.png?raw=true\" width=\"800\" />\n",
    "</div>\n",
    "\n",
    "\n",
    "## pyjedai <Data\\> module\n",
    "\n",
    "Data module offers a numpber of options\n",
    "- Selecting the parameters (columns) of the dataframe, in D1 (and in D2)\n",
    "- Prints a detailed text analysis\n",
    "- Stores a hidden mapping of the ids, and creates if it is not exist.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "b7ad9d02-946f-4afb-9150-6b199aeae143",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "\n",
    "from pyjedai.datamodel import Data\n",
    "\n",
    "d1 = pd.read_csv(\"./../data/ccer/D2/abt.csv\", sep='|', engine='python', na_filter=False).astype(str)\n",
    "d2 = pd.read_csv(\"./../data/ccer/D2/buy.csv\", sep='|', engine='python', na_filter=False).astype(str)\n",
    "gt = pd.read_csv(\"./../data/ccer/D2/gt.csv\", sep='|', engine='python')\n",
    "\n",
    "data = Data(\n",
    "    dataset_1=d1,\n",
    "    attributes_1=['id','name','description'],\n",
    "    id_column_name_1='id',\n",
    "    dataset_2=d2,\n",
    "    attributes_2=['id','name','description'],\n",
    "    id_column_name_2='id',\n",
    "    ground_truth=gt,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "d6bebdf5-f014-4f9d-af70-42f8921fd189",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "***************************************************************************************************************************\n",
      "                                                   Data Report\n",
      "***************************************************************************************************************************\n",
      "Type of Entity Resolution:  Clean-Clean\n",
      "Dataset 1 (D1):\n",
      "\tNumber of entities:  1076\n",
      "\tNumber of NaN values:  0\n",
      "\tMemory usage [KB]:  563.56\n",
      "\tAttributes:\n",
      "\t\t id\n",
      "\t\t name\n",
      "\t\t description\n",
      "Dataset 2 (D2):\n",
      "\tNumber of entities:  1076\n",
      "\tNumber of NaN values:  0\n",
      "\tMemory usage [KB]:  336.63\n",
      "\tAttributes:\n",
      "\t\t id\n",
      "\t\t name\n",
      "\t\t description\n",
      "\n",
      "Total number of entities:  2152\n",
      "Number of matching pairs in ground-truth:  1076\n",
      "───────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────\n"
     ]
    }
   ],
   "source": [
    "data.print_specs()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "969a133f-d78a-457f-a56e-426a6fd8951c",
   "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>id</th>\n",
       "      <th>name</th>\n",
       "      <th>description</th>\n",
       "      <th>price</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>Sony Turntable - PSLX350H</td>\n",
       "      <td>Sony Turntable - PSLX350H/ Belt Drive System/ ...</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>Bose Acoustimass 5 Series III Speaker System -...</td>\n",
       "      <td>Bose Acoustimass 5 Series III Speaker System -...</td>\n",
       "      <td>399</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  id                                               name  \\\n",
       "0  0                          Sony Turntable - PSLX350H   \n",
       "1  1  Bose Acoustimass 5 Series III Speaker System -...   \n",
       "\n",
       "                                         description price  \n",
       "0  Sony Turntable - PSLX350H/ Belt Drive System/ ...        \n",
       "1  Bose Acoustimass 5 Series III Speaker System -...   399  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.dataset_1.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "2eb152a8-3699-4512-aca7-c65712be02f0",
   "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>id</th>\n",
       "      <th>name</th>\n",
       "      <th>description</th>\n",
       "      <th>price</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>Linksys EtherFast EZXS88W Ethernet Switch - EZ...</td>\n",
       "      <td>Linksys EtherFast 8-Port 10/100 Switch (New/Wo...</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>Linksys EtherFast EZXS55W Ethernet Switch</td>\n",
       "      <td>5 x 10/100Base-TX LAN</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  id                                               name  \\\n",
       "0  0  Linksys EtherFast EZXS88W Ethernet Switch - EZ...   \n",
       "1  1          Linksys EtherFast EZXS55W Ethernet Switch   \n",
       "\n",
       "                                         description price  \n",
       "0  Linksys EtherFast 8-Port 10/100 Switch (New/Wo...        \n",
       "1                              5 x 10/100Base-TX LAN        "
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.dataset_2.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "9afbae1d-9610-4c6e-a430-105aedb92b9d",
   "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>D1</th>\n",
       "      <th>D2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>206</td>\n",
       "      <td>216</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>60</td>\n",
       "      <td>46</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    D1   D2\n",
       "0  206  216\n",
       "1   60   46"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.ground_truth.head(2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "73f47dcf-8628-4fe8-bdbc-3122fb94bcba",
   "metadata": {},
   "source": [
    "# Creating workflow using pyJedAI methods\n",
    "\n",
    "Multiple algorithms, techniques and features have already been implemented. This way, we can import the method and proceed to the workflow architecture.\n",
    "\n",
    "For example we demostrate a variety of algorithms in each step, as it is shown in the bellow cell."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "ccead4e2-69e1-47e2-86e9-b14b3dba9fc2",
   "metadata": {},
   "outputs": [],
   "source": [
    "from pyjedai.workflow import BlockingBasedWorkFlow, compare_workflows\n",
    "from pyjedai.block_building import (\n",
    "    StandardBlocking, QGramsBlocking, ExtendedQGramsBlocking, \n",
    "    SuffixArraysBlocking, ExtendedSuffixArraysBlocking\n",
    ")\n",
    "from pyjedai.block_cleaning import BlockFiltering, BlockPurging\n",
    "from pyjedai.comparison_cleaning import (\n",
    "    WeightedEdgePruning, WeightedNodePruning, CardinalityEdgePruning, \n",
    "    CardinalityNodePruning, BLAST, ReciprocalCardinalityNodePruning, \n",
    "    ReciprocalWeightedNodePruning, ComparisonPropagation\n",
    ")\n",
    "from pyjedai.matching import EntityMatching\n",
    "from pyjedai.clustering import ConnectedComponentsClustering"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8428023e-ab20-4c6f-994c-9800bc807c07",
   "metadata": {},
   "source": [
    "## Building a simple WorkFlow\n",
    "\n",
    "The main workflow that pyjedai supports, consists of 8 steps:\n",
    "\n",
    "- __Data Reading:__ Raw data in the pandas\\<DataFrame\\> format are transformed to pyjedai\\<Data\\>\n",
    "- __Block Building__: In this step we create blocks of entities based on some tokenization techniques like QGrams, SuffixArray, etc.\n",
    "- __Block Filtering, Block Purging, Cardnality Edge Pruning__: These methods reduce the amount of comparisons by removing entities from the blocks or producing a much more dence index.    \n",
    "- __Entity Matching__: The similarity checking phase. Each block is now tested for similarity. Meaning that all entities contained in the block will be mesaured for similarity using a metric like Jaccard.\n",
    "- __Connected Components Clustering__: Creates clusters of similarity based on the graph produced from the entity matching step.\n",
    "- __Results__: Finally, pyjedai produces a set of pairs that apper to be duplicates, scores as well as visualizations that help users understand the workflow performance. \n",
    "\n",
    "For this demo, we created a simple architecture as we see bellow:"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "639388e5-1fd8-45c1-8502-6d1ac6b11eee",
   "metadata": {},
   "source": [
    "\n",
    "![workflow-example.png](https://github.com/AI-team-UoA/pyJedAI/blob/main/docs/img/workflow-example.png?raw=true)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "0a7ff49d-60a5-43d7-9396-34b780d4ccd4",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Worflow-QGramsBlocking: 6it [1:14:28, 744.73s/it]                    \n"
     ]
    }
   ],
   "source": [
    "w = BlockingBasedWorkFlow(\n",
    "    block_building = dict(\n",
    "        method=QGramsBlocking, \n",
    "        params=dict(qgrams=3)\n",
    "    ),\n",
    "    block_cleaning = [\n",
    "        dict(\n",
    "            method=BlockPurging,\n",
    "            params=dict(smoothing_factor=1.025)\n",
    "        ),\n",
    "        dict(\n",
    "            method=BlockFiltering, \n",
    "            params=dict(ratio=0.8)\n",
    "        )\n",
    "    ],\n",
    "    comparison_cleaning = dict(method=CardinalityEdgePruning),\n",
    "    entity_matching = dict(\n",
    "        method=EntityMatching, \n",
    "        metric='dice',\n",
    "        similarity_threshold=0.5,\n",
    "        attributes = ['description', 'name']\n",
    "    ),\n",
    "    clustering = dict(method=ConnectedComponentsClustering),\n",
    "    name=\"Worflow-QGramsBlocking\"\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "22f983ad-bd24-496c-a85f-1ef206fbdbef",
   "metadata": {},
   "source": [
    "# Evaluation and detailed reporting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "ebc4ac86-0ad8-413d-b339-b9401cb4e8e2",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Worflow-QGramsBlocking:  60%|██████    | 3/5 [00:00<00:00,  3.28it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Worflow-QGramsBlocking: 100%|██████████| 5/5 [00:14<00:00,  4.66s/it]"
     ]
    }
   ],
   "source": [
    "w.run(data, workflow_tqdm_enable=True, verbose=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "f53057c4-2d59-4669-9b54-9f6221c239c8",
   "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>Algorithm</th>\n",
       "      <th>F1</th>\n",
       "      <th>Recall</th>\n",
       "      <th>Precision</th>\n",
       "      <th>Runtime (sec)</th>\n",
       "      <th>Params</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Q-Grams Blocking</td>\n",
       "      <td>0.041583</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.020796</td>\n",
       "      <td>0.418071</td>\n",
       "      <td>{'Q-Gramms': 3}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Block Purging</td>\n",
       "      <td>0.041583</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.020796</td>\n",
       "      <td>0.018076</td>\n",
       "      <td>{'Smoothing factor': 1.025, 'Max Comparisons p...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Block Filtering</td>\n",
       "      <td>0.103805</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.051929</td>\n",
       "      <td>0.251832</td>\n",
       "      <td>{'Ratio': 0.8}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Cardinality Edge Pruning</td>\n",
       "      <td>3.383094</td>\n",
       "      <td>98.884758</td>\n",
       "      <td>1.720987</td>\n",
       "      <td>3.186444</td>\n",
       "      <td>{'Node centric': False, 'Weighting scheme': 'JS'}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Entity Matching</td>\n",
       "      <td>3.807797</td>\n",
       "      <td>1.951673</td>\n",
       "      <td>77.777778</td>\n",
       "      <td>10.293099</td>\n",
       "      <td>{'Metric': 'dice', 'Attributes': None, 'Simila...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Connected Components Clustering</td>\n",
       "      <td>3.463993</td>\n",
       "      <td>1.765799</td>\n",
       "      <td>90.476190</td>\n",
       "      <td>0.000139</td>\n",
       "      <td>{'Similarity Threshold': None}</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                         Algorithm        F1      Recall  Precision  \\\n",
       "0                 Q-Grams Blocking  0.041583  100.000000   0.020796   \n",
       "1                    Block Purging  0.041583  100.000000   0.020796   \n",
       "2                  Block Filtering  0.103805  100.000000   0.051929   \n",
       "3         Cardinality Edge Pruning  3.383094   98.884758   1.720987   \n",
       "4                  Entity Matching  3.807797    1.951673  77.777778   \n",
       "5  Connected Components Clustering  3.463993    1.765799  90.476190   \n",
       "\n",
       "   Runtime (sec)                                             Params  \n",
       "0       0.418071                                    {'Q-Gramms': 3}  \n",
       "1       0.018076  {'Smoothing factor': 1.025, 'Max Comparisons p...  \n",
       "2       0.251832                                     {'Ratio': 0.8}  \n",
       "3       3.186444  {'Node centric': False, 'Weighting scheme': 'JS'}  \n",
       "4      10.293099  {'Metric': 'dice', 'Attributes': None, 'Simila...  \n",
       "5       0.000139                     {'Similarity Threshold': None}  "
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "w.to_df()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cf9a959c-1cb0-416f-8a59-e1d7122de047",
   "metadata": {},
   "source": [
    "# Visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "15814d8e-ec89-45b3-973a-e5b7658bd850",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "w.visualize()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "5fa8914c-3f9d-4a13-a587-3dd12558ba15",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x800 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "w.visualize(separate=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "10b11e61-daab-4a7d-a3dd-55aa277c1203",
   "metadata": {},
   "source": [
    "# Multiple workflows\n",
    "\n",
    "pyJedAI provides methods for comparing multiple workflows. For example, we can test the above example with all the Block Building methods provided.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "ee4824e3-47e5-44bf-9cca-7a1463619c57",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Workflow-ExtendedSuffixArraysBlocking: 6it [1:14:06, 741.12s/it]                    \n",
      "Workflow-SuffixArraysBlocking: 6it [1:14:10, 741.67s/it]                    \n",
      "Workflow-ExtendedQGramsBlocking: 6it [1:14:17, 742.85s/it]                    \n",
      "Workflow-QGramsBlocking: 6it [1:14:23, 743.89s/it]                    \n",
      "Workflow-StandardBlocking: 6it [1:14:27, 744.58s/it]                    \n",
      "\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\n",
      "\u001b[A\u001b[A\n",
      "\n",
      "\u001b[A\u001b[A\n",
      "\n",
      "\u001b[A\u001b[A\n",
      "\n",
      "\u001b[A\u001b[A\n",
      "\n",
      "\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\u001b[A\u001b[A\u001b[A\u001b[A"
     ]
    }
   ],
   "source": [
    "block_building_methods = [StandardBlocking, QGramsBlocking, ExtendedQGramsBlocking, SuffixArraysBlocking, ExtendedSuffixArraysBlocking]\n",
    "workflows = []\n",
    "for bbm in block_building_methods:\n",
    "    workflows.append(BlockingBasedWorkFlow(\n",
    "        block_building = dict(\n",
    "            method=bbm, \n",
    "        ),\n",
    "        block_cleaning = [\n",
    "            dict(\n",
    "                method=BlockFiltering, \n",
    "                params=dict(ratio=0.8)\n",
    "            ),\n",
    "            dict(\n",
    "                method=BlockPurging,\n",
    "                params=dict(smoothing_factor=1.025)\n",
    "            )\n",
    "        ],\n",
    "        comparison_cleaning = dict(method=CardinalityEdgePruning),\n",
    "        entity_matching = dict(\n",
    "            method=EntityMatching,\n",
    "            metric='sorensen_dice',\n",
    "            similarity_threshold=0.5,\n",
    "            attributes = ['description', 'name']\n",
    "        ),\n",
    "        clustering = dict(method=ConnectedComponentsClustering),\n",
    "        name=\"Workflow-\"+str(bbm.__name__)\n",
    "    ))\n",
    "    workflows[-1].run(data, workflow_tqdm_enable=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "206de1b6-0463-4b58-bc9a-5c0ae2963fdc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x800 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "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>Name</th>\n",
       "      <th>F1</th>\n",
       "      <th>Recall</th>\n",
       "      <th>Precision</th>\n",
       "      <th>Runtime (sec)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Workflow-StandardBlocking</td>\n",
       "      <td>3.463993</td>\n",
       "      <td>1.765799</td>\n",
       "      <td>90.47619</td>\n",
       "      <td>3.953963</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Workflow-QGramsBlocking</td>\n",
       "      <td>3.463993</td>\n",
       "      <td>1.765799</td>\n",
       "      <td>90.47619</td>\n",
       "      <td>5.999020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Workflow-ExtendedQGramsBlocking</td>\n",
       "      <td>3.463993</td>\n",
       "      <td>1.765799</td>\n",
       "      <td>90.47619</td>\n",
       "      <td>6.709980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Workflow-SuffixArraysBlocking</td>\n",
       "      <td>3.463993</td>\n",
       "      <td>1.765799</td>\n",
       "      <td>90.47619</td>\n",
       "      <td>3.039092</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Workflow-ExtendedSuffixArraysBlocking</td>\n",
       "      <td>3.467153</td>\n",
       "      <td>1.765799</td>\n",
       "      <td>95.00000</td>\n",
       "      <td>3.937120</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                    Name        F1    Recall  Precision  \\\n",
       "0              Workflow-StandardBlocking  3.463993  1.765799   90.47619   \n",
       "1                Workflow-QGramsBlocking  3.463993  1.765799   90.47619   \n",
       "2        Workflow-ExtendedQGramsBlocking  3.463993  1.765799   90.47619   \n",
       "3          Workflow-SuffixArraysBlocking  3.463993  1.765799   90.47619   \n",
       "4  Workflow-ExtendedSuffixArraysBlocking  3.467153  1.765799   95.00000   \n",
       "\n",
       "   Runtime (sec)  \n",
       "0       3.953963  \n",
       "1       5.999020  \n",
       "2       6.709980  \n",
       "3       3.039092  \n",
       "4       3.937120  "
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "compare_workflows(workflows, with_visualization=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5c6fcab1-85d4-434d-8239-78a68048f272",
   "metadata": {},
   "source": [
    "<hr>\n",
    "<div align=\"right\">\n",
    "K. Nikoletos, J. Maciejewski, G. Papadakis & M. Koubarakis\n",
    "</div>\n",
    "<div align=\"right\">\n",
    "<a href=\"https://github.com/Nikoletos-K/pyJedAI/blob/main/LICENSE\">Apache License 2.0</a>\n",
    "</div>"
   ]
  }
 ],
 "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": "3.9.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}