NER Training with Spacy v3 Notebook.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "0db90d18",
   "metadata": {},
   "source": [
    "## Train NER with Spacy v3 📣"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a2342f2c",
   "metadata": {},
   "source": [
    "##### Author : Deepak John Reji\n",
    "\n",
    "\n",
    "Youtube: https://youtu.be/9mXoGxAn6pM\n",
    "\n",
    "Linkedin: https://www.linkedin.com/in/deepak-john-reji/"
   ]
  },
  {
   "attachments": {
    "spacy_model.PNG": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "83d7d299",
   "metadata": {},
   "source": [
    "This Notebook details on te steps to train your Custom NER using new spacy format \n",
    "![spacy_model.PNG](attachment:spacy_model.PNG)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "68306e59",
   "metadata": {},
   "source": [
    "### Step-1 : Creation of Training Data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3caea028",
   "metadata": {},
   "source": [
    "#### Annotate your data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "691a36fc",
   "metadata": {},
   "source": [
    "https://prodi.gy/docs/named-entity-recognition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "8c66a85f",
   "metadata": {},
   "outputs": [],
   "source": [
    "TRAIN_DATA = [('The F15 aircraft uses a lot of fuel', {'entities': [(4, 7, 'aircraft')]}),\n",
    " ('did you see the F16 landing?', {'entities': [(16, 19, 'aircraft')]}),\n",
    " ('how many missiles can a F35 carry', {'entities': [(24, 27, 'aircraft')]}),\n",
    " ('is the F15 outdated', {'entities': [(7, 10, 'aircraft')]}),\n",
    " ('does the US still train pilots to dog fight?',\n",
    "  {'entities': [(0, 0, 'aircraft')]}),\n",
    " ('how long does it take to train a F16 pilot',\n",
    "  {'entities': [(33, 36, 'aircraft')]}),\n",
    " ('how much does a F35 cost', {'entities': [(16, 19, 'aircraft')]}),\n",
    " ('would it be possible to steal a F15', {'entities': [(32, 35, 'aircraft')]}),\n",
    " ('who manufactures the F16', {'entities': [(21, 24, 'aircraft')]}),\n",
    " ('how many countries have bought the F35',\n",
    "  {'entities': [(35, 38, 'aircraft')]}),\n",
    " ('is the F35 a waste of money', {'entities': [(7, 10, 'aircraft')]})]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9d800e10",
   "metadata": {},
   "source": [
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5b730eed",
   "metadata": {},
   "source": [
    "### Step-2 : Conversion of Data to .spacy format\n",
    "\n",
    "Copy the training data and below script and run from command line "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "133b7701",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|████████████████████████████████████████████████████████████████████████████████| 11/11 [00:00<00:00, 1002.79it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping entity\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import os\n",
    "from tqdm import tqdm\n",
    "import spacy\n",
    "from spacy.tokens import DocBin\n",
    "\n",
    "#nlp = spacy.blank(\"en\") # load a new spacy model\n",
    "nlp = spacy.load(\"en_core_web_sm\") # load other spacy model\n",
    "\n",
    "db = DocBin() # create a DocBin object\n",
    "\n",
    "for text, annot in tqdm(TRAIN_DATA): # data in previous format\n",
    "    doc = nlp.make_doc(text) # create doc object from text\n",
    "    ents = []\n",
    "    for start, end, label in annot[\"entities\"]: # add character indexes\n",
    "        span = doc.char_span(start, end, label=label, alignment_mode=\"contract\")\n",
    "        if span is None:\n",
    "            print(\"Skipping entity\")\n",
    "        else:\n",
    "            ents.append(span)\n",
    "    doc.ents = ents # label the text with the ents\n",
    "    db.add(doc)\n",
    "\n",
    "os.chdir(r'XXXX\\XXXXX')\n",
    "db.to_disk(\"./train.spacy\") # save the docbin object"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ae80ff7e",
   "metadata": {},
   "source": [
    "### Step-3 : Creating the Config file for training the model\n",
    "\n",
    "https://spacy.io/usage/training#config"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "fad7d09d",
   "metadata": {},
   "source": [
    "- Head on to Quickstart section of the page and select your configuration. (Make sure you mark NER, you can select the language based on your requirement)\n",
    "\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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G6osBjAHGgBYGGIABGIABGIABGIABGHAYAyDgRgADMAADMAADMAADMAADGAOawOqrCYz6pD5hAAZgAAZgAAZgoDIGaDHAHfKEAAZgAAZgAAZgAAZgAAZoMcBRVuYo0Q3dYAAGYAAGYAAGYKC+GKDFAHfIEwIYgAEYgAEYgAEYgAEYoMUAp1tfTpf6pD5hAAZgAAZgAAZgoDIGaDHAHfKEAAZgAAZgAAZgAAZgAAZoMcBRVuYo0Q3dYAAGYAAGYAAGYKC+GKDFAHfIEwIYgAEYgAEYgAEYgAEYoMUAp1tfTpf6pD5hAAZgAAZgAAZgoDIGaDHAHfKEoAIGRp3d0614+IK8z5Rr+6JlBVpy867s5t3aut0x4uQ83sW/fgetXQ7Olw1eqCfqCQayyQDGgECGf+wVMDBh9CnOLR2X91k1eRBaVqAl/zyy8c9j7m1n5/Eu/vU7oP6yUX/UE/UEAzBQDgMYg4QDmXPPH+TWrF3rPvnkE7do8RLX7vDOmfpHOnXadLdz5063deuHbtwV4zNV9nJ+AJWmMWOgYKnSPDiOm3RWGTD+MQYwnFWGKTfswkA0AxiDhI3B8JFjgqB6165dbvmbb7ojux3TaoFkz+NOdCtWrnQ6t/+ZMfOZssswb/7C4NgdO3a67958W9nH1fsPzgKjcoyBWhL8p6vh71Faxck/6viobWPPO9b9ZtEYF6dlo1unb7pX7hngfjV/dHAN//3SWPejmcPcdUNOcPu2OTj1PIS1Dn+P0qncbaf27Ox+9sKo4KP18Pdy86lVOmsBMIbD34uVy/jEGET/Yy2mHfvQDAZgIM0MYAwSNgaqfJmBM/qd6w46rEOrBlI679PTZ7qXXm4KPjImO3bscHGMwX4HHOJ69+3nZDLSDHJrl80CIwuqip0/HIyGv0cdGyf/qOOjtsU1Bv1O7Op+8vwI98emce7fZ18S9C/f+uSFTuZAn/vHnZZ6JsJah79H6VTutrARCH8vN59apQsbgfD3YuUyPjEGBDjFOGEffMBA9hjAGLSCMUjLD2P81de6jz/+OJYxSEvZ01YOC4zq2Ri8fv/5gSmYe+vZea0DV3z7W0HLw/+aNdx17/zNVJuDsBEIf28JV2EjEP7ekrxb49iwEQh/L1YG4x9jkL1/+sXqlX3UJwzAAMagDGMw4e57g+40E+++zz046ftu85Ytwfdt27a5adNnuA5HdMkLjuJ24Vn6yqtu8+bNbuiwkW7+goXBU32NSVi7bp278aZb8/K2H+2AgYPdsmWvBWnVTUgtAfqu7ZYmvCzXGNj1+t2PVL7+556/R95+nirr+vUbAm1kQOY8+7zr2n3Pt5ao5eTBhx52mzZtCsZe6Fq1rm2t3aoS1qjc7xYYlWsMfrv4UnfZgG8F+s27Y/cgznBQZYFZeFCz//2T6Re7zke0z9VDmwMOcZMu7517sq+n+3rKr23a519PsRaDywd8y/3nwjFux9NDg2C/4zfbu3WPDXY/mjk86CLj56Pzqxy/XjjGXdi3R3COk47p5D57foT719nD3dFdDs87r4697ZKT3O9fHuveevDbeSaj7wlHunWPDnG/e+nSoKuSlvqu7f45bd26Nqms0kUtF9ueusgN6tM9Mr2MQDnaW/5xlmYEPp0xzHXp2CH4aF3di7TPz8u0Vx1ff2GvQCuVX2VbfNe5rkP7tnnpday2PX9L/1w3rj80jQ1abm68qFeehkprZVG9DOzd3a1/fEigjY5RmS464+g98jfe7hu7u+VHS5WpHKaN/zDD/jWzToABAzAAA9ljAGMQwxgsWfJyEMArkH/t9TeCp+8KamUOfPjDXXjeefe9IFgu1IUnMAZbtrjX31juVq9ZE3T70dgADfqV+bj8yqvz8td3bdd+pVNXoWLprWx+EG/bopaXXXFVrvtR09JXgjESpYyBTMmGDRsCXXQ9Kp+MhTTzB1xrXdu0TwOalVYfrUeljypfGrZZYFROEKU06tuv4FBl13c/WLXr8V8HuX3axUGQ9m+zh+e9IlKBYvt27YJ81MdfT/NlBhQoKwjWR+vapif+/jgAC06Vxs6ppXUZUqA/9Mzdgb6/P7xuxuAX80a504/fbYp1HgX9Cv5vvji/25m/TwbB8ht9Ts+grApeFdDq9Zda6ruuQfstrZZqnZBx8bs2+ellbvz0Wi9X+/Bx5Xw3HVQGrdt3Mwp+Hqa9TM//mTsyCNytrhSMv/vQQHfQwYfmyq+8jIGfzh3pVj48KDhG3Oj6n725Xy6tzmPG4H/PucT9yzPDAzMgPdUFTOmj6tYYtuDevptR8MsfXre0dmx4P9+zFwxQZ9QZDMCAGMAYxDAGH3ywyvU9q/ktNHrCv3HjxuBp9zkDLsj7R+3/wOwJfDFjIIPx3PNzc0/M1bdfT9DVEqDgXN+Vp5b6ru1qvfDPo+/h9P7+co2Bf4y1fpQyBnriP2L02Fx5Bg25ONDmww8/zNtuZVj5/vuu18m9c+m1rm1qaVAavwxx1oeOGu0mT51S8DPp8Ufdsb1Orjh/K4sFRuUaA//p+uTxffKMguXpL8vJf9hZRwcBtJ7S9+rRMXdNWtc2BddKY/lacOobg0MOPTQIyOOMGTj35G7BU2wLiC1/GYKoVgFrTfjsuRHu+O5HBOWRWfhg8qAg/UNXNHOgvPRd+Wi/b2ymXn9mYJaW3j0grzXkmguOD/T8aOrQPZ68q37iam/XU2ppRkAtFjJrCuw3PnFhYG60zz/etFdrwpDTm83X2Sd1cwr8/TLquLvHnBIE9NJAdWR5WXrl0+e45lYVMwbS7bGrT8/pJv1evH13C1XTxPNy+Sg/MeYbuWsHHx+03JQT7Buf5aS1srMk6IABGICB9DOAMYhhDMItAwL85aalJYPZcozBRx99tMfrQM/sf14QXKs1wAb/WqC+bt161+eM/nn/6PVd2/30/o/QgvJCBsVPa+t2vlLGwDcvduzCRYsDo3Lr7XfmymlaPP7DKbltll7b1GqgNLYt7rL3Wf3dlddfX/Az7pprXMduzYFZ3PwtvQVG5RgDOybOspz8Lc2c0NNjnUfb9CTaD9wsODVjoKDRWhxemnheLpgsVk4do7R6Cv3IVX3y6klP9DXuQF2KZAYsH+tG5AemFlT7ZsHSyzxoe9h4qNz/b9EYN/Ls/Dd7KSCf9d1+Toahx5HpHPNg2ofNjq75zQcG5gXo2iau/KDdtLH0fguUtpkxkMnwtdc+dfeS8Vj72JCy6tg/V6F1Y8/nq1Batqc/EKCOqCMYgAFjAGMQwxhEBawKsks95bZguFBAHnQliujDb0G5H+jbNnW9UTBubxzSUt+13U9vFa1lksYg6tq0LRzomxbqXuWXXevW5SpKZ/860rBugVEajEFUcGbl8/dZcPp/XxgVtBLo6bZaCmxcQSldZQr0NF/HhJ9k27FL7tptGvTEW9t0jLoY/deSS934gcflzIIZAwWsysufRVrftT3KGET137dzp3lp2kfxom1hE2fGYPOUC/O0kU7qXlbIGIQ1kyYySzJNfje0lmoVxVdL8+R4AhMYgAEYqD0DGIOMGgMF3IU+WTAGhcoeNhJpvUlYYBQV6FWjzOXkb2m0DJ8zap8FpwpC/c8b9+cPCA7npe8K8J+4pm9JI2HnUF96Pcm3bkThNxiZMfDLEV4PB7lqMWgkYxDWw/8exxhE1WdLt0Xx1dI8Ob72AQF1QB3AAAxgDDJqDAoF/8V+1GlqMUiqVaARuxLFNQbWlcgG86oF4JZhzYOCwwzp7Tj26tKPpw11PbvtHicQTqfvSqu+/hqYfM7JXXNvIwobKDMG4eA/Kk/b1mjGIBz8mw5RS+tKFEfPqHzK3YYxIHgolxXSwQoMZIsBjEEMY5CmMQYa9KwxCHF+cGkyBlFaxrmWQmnTOPi4UFmLbbfAKxxQ+8dYmkrHGCgve03pfzw7wp14dPO4ADuPTIDMgMYUyBxEvVbT0tpSg4SV/gdX9gm6EYUHQSudGYOoPvGWT3hZD2MMoupT29Qa4Bs8bZOGelNVWIeo7xiDbP3jjapDtlGHMAADaWAAYxDDGKxatTrvrUR6C8+WrVur8lYidaF54cV5eW8lmvzIY8F7/v2BvfZWIr3FSPvtbUWCSW8C0jwIP5zylDu0ffNbagw0MwZ+frav0NLGNJQafFzuGAMrQ1hLzV/wg0cedYsWL3HDR44pKxgqVObW2G5BeVSgV43z2xti/AG74Xyr8VYi5alXXyoIDXcp0qBVDSRWi8KMG88qe+CqvbVIhkKvy4x6W5C6Jmksgc6rLkr6btenN+/IhMz4zpnugIOa52KwtxItuPOcyLcSqT++vcrV8qpkqXkY9FYnBevheRcqyU/HWBerKF6ijIG9lUjjQHwzpnUZwWX3DsgbZIwxIKColE2Ogx0YgAGfAYxBDGPwyqvLcvMYaM4BvRo0ah4Dfx4Af1Dt6tWrcwNun54+02m+A1WGBh/LYLz51lu5eQz06k7lXe48Bjp2x46de7wFyK9svRJUr1zV/AdvvfV2riwqo8qstOE5GGxA8/bt292ry5bljrH0FuiXawyi5jHQOTQHgsyRdI2aFM2/jjSsJ20M9PReT/H1Tv8Pn7woNwB1yrV9cwG0gml7q9CvFoyueB4DPb3XO/NlAGzQsD3RV3CsSc78wcG2vvyBbzsF8eH60NgCm7RMb9ZRQB9Oo+9R8xhsfXL3gGhNdBaeD8G6PslMyHCoHOo6Y/MeRM1jEHXeUtssiA8PmC51XLH9lme5xsDqRPrbPAZqMVE96/rDc1RgDPjHXow/9sEHDMBAuQxgDGIYA5v52Cbj0nLKk1P3mPnY3rxTbICtP0bA3kqkeREWLFwUBPgyBXqqfv13vhsZVEXNfKxgf+TocZHpDQi1KshEyBz45bM+/9ZC4O+LWrf0cY2BylFo5uMnn5qWCVOga0jaGOgcms1XQbkCQQWI+tj4AKvPas18bEG6Zk3WhGe+MbBzh5fF+sDbE+9fzR/t1IJg5Q0vo2Y+lhGKmqlXx8ad+Th8vnK+W8uETIr/tL6cYwuliWsMlI/OHZ75WGZxUsSs1hgD/ukXYo/tsAEDMBCHAYxBDGNgwXAcgctJa8ag/7nnFwygysmHNK334zdj4M9M7D/Npy5ary6qqbVNUqaWDn+W5mqeI6t5Rc3Mrd9BVq+HcmfzN0q9UW8wkCwDGAOMAf/Yy2AgfCMyY+A/RQ8/zQ8fw/dkb2bV0NcmVwu/XrUaeWc9DxsL4TOPMUg/01nnjvLDGAy0LgMYgzKCQusaRItB68LJzQC9W5sBG/StwdatfW7OB+8wAAMwAAO1ZgBjUIYxqHUlcX5uFDAAAzAAAzAAAzAAA0kzgDHAGPBkFAZgAAZgAAZgAAZgAAYcxgAIuBHAAAzAAAzAAAzAAAzAAMYg6SYZ8qfZDwZgAAZgAAZgAAZgIAsM0GKAO+QJAQzAAAzAAAzAAAzAAAzQYpAF90YZecoAAzAAAzAAAzAAAzCQNAO0GOAOeUIAAzAAAzAAAzAAAzAAA7QYJO28yB93DwMwAAMwAAMwAAMwkAUGaDHAHfKEAAZgAAZgAAZgAAZgAAZoMciCe6OMPGWAARiAARiAARiAARhImgFaDHCHPCGAARiAARiAARiAARiAAVoMknZe5I+7hwEYgAEYgAEYgAEYyAIDtBjgDnlCAAMwAAMwAAMwAAMwAAO0GGTBvVFGnjLAAAzAAAzAAAzAAAwkzQAtBrjDmj0h6Hncie7tt99xu3btCpb6njTw5M9NFQZgAAZgAAZgAAaiGcAYlGEMJtx9bxC8apkkSOOvvtZ9/PHHbukrr1btPAq2V6xcGXzSFnif2udMt2bt2kBbLfU9SX2zkve+bQ52tww7yf164Rjnlo5zn0y/2HU+on2kNm0OOMRNury3+8nzI9wfm8YFH61rm/aFrzlu+g7t27qZN57lfjFvVFCWPzSNdT+aOdxdN+QEp3KG8+d79I0WXdAFBmAABmAgCwxgDDAGNX/x0hQAABx2SURBVA3uOhzRxZ3R71ynZRZ+MEmXsdPh7d2bDwx0CsA/e26E+82iMQWNgQLzJXedF5iBXy0Y7VZNHhR8tC6ToH1+8B43vUzB6kcGB4bgp3NHupUPD3LrHx/ifrv4UvffL411j119OnVWxv0jaWbIn2ADBmAABmCgWgxgDMr4x06LAT+4av3gSuWj4FtB9wu3n+3OPbmb+9kLowoag2FnHe3+c+EY96+zh7tePTrmgnSta5v2KY2dM2762y45yf3+5bFu4xMXOpkEy2fI6T3cL+eNcp89P8KddEyn3Hbbz5LfCwzAAAzAAAxkkwGMQQxjMPHu+9yDk77vNm/ZEnR/2bZtm5s2fUbk0+7jep3qXnhxnlMa9aHfuXOn++CDVe6O701w+3ldPMx0KE2hz+bNm13/c8/PC8DC+e/YsTPopz98xOi8dH5XomGXjHKvvf5GUBalf/Ott9ygIRfnpa/khxwui65D163rP+ZbvfbIX12lwtdaqPtUKX2itOnavad7evpMt3XrhzntV69Z42665bY87Su51qSPmX/HOe6Ss44JNDu1Z+eixmDC6FOCp/lzbu63h8bapm5ISmNljpt+7m1nBy0Pd4w4OZeH5SUDo9aMsecdu8c+S8Mym/8UqDfqDQZgAAYalwGMQQxjsGTJy06BqIJYBdgaD/DJJ58E5sD/EV0weKhbv35DsE8B6UsvN7nlb77pduzYsUf6y664Ktjvp9m0aVNum7YrwD7xlD65AKzXyb3du++tyMtf4whkPhSQX/XP1+XSmjFYvXq1e2/FimCsgfJcu25dEDRrqa48fvnjrCsIl8FQoL9hwwbXtPSVoOy6bmnzzrvvufDYhkcfeyJ3faZLIWPg66Ny20fpda1hY6Bz6Zx+eYrVVZxrbe205RoDBfwag7B92sXBR+tmAqKMQbnpZQws+D/9+C5BC8G7Dw10Bx18qPP3tbYunK9x/2FR99Q9DMAADCTLAMYghjHQE/++Z52dC6KHDhvpNm7c6BTInzPggtx2Bb4KWB986OG8J9QXDRvhtmzd6tatW+/6nNE/l94gL3fw8eM/nBIEvjIMBx3WIZfP9d/5bmBW3nnnXaeAXfmaMZAp+cEjj+bKoz79CuIVQCs/K0Pc5bgrxruPPvrI+edUHsp/6tPT3aLFS9zwkWMK5l/uNfvlUt4yCDIeL85bkNdio1Ydbde1+eMW1DISVVd+vqXWDzzsm+6Wid9zk6dOKfjRfqUrlVc5++MYA0urrkdaL2UMyknvB/9qGfDHO/j7yrkW0iR7I0df9IUBGIABGKgGAxiDGMZA3YbCor/ctDQIxhXghveFv6sL0avLlu3xlNvSlRsk62m5gnEF5Xaslu0O7+yemvp0XguDGYOweVH6W2+/M2jFWLhocV4+fp6l1s0YvP7G8uD8pdKH95d7zXacNJw+Y1YQ/Msc+MG/0syY+UxwTbo2O8aWuk618pRTV3aMv9z/4LbuopGj3JXXX1/wo/1K5x9X6boF74XeSuQH/5YWY8A/hkp54zjYgQEYgAEYwBjEMAZRrytVIBoVbOqJ/V0T73EKRq37i5YK0MPdX+yHWG6QLGNQKA/Ly5ZmDNTVSOu2Xctyz+cfE15Xnuq6o6f0K99/3/1wylPutjvuCron+WMpwsfZ9zhl8E2BDFbU+AUzBuqi5OuudXWniqorK0valhbsYwy4UaeNTcoDkzAAAzBQnwxgDBIwBhpjYH34w4Ns9b1QUF9ukJwmY6AbQ79zzg+67mhAs3+9Gvx7510T88xI+EZS7jXruHvvf9DpHBpfoXEW4bz0XcbAL0N4vV6NAWMM6vMGHcU426hrGIABGICBpBjAGFTZGKg7z7JlrwXdWZ6Y8uQeXV2KBfXlBsnF8giDknSLgX8+PdHv3befGzP2cjf3hRcDDWQOqjHG4J77Hgjykyk4pfcZkaZAZSnUguOXs9L1NHclCl+T383I9kVtK7av2DiCYvssT5b844IBGIABGICBbDGAMYhhDMoZY2CB+KpVq91Jp/XNC2BlGtQXvxotBnHHGCTVlajYD/6Z2XOCp/dRXbDsuHLMkN6ypDcQ6U1Pao2xY6OWMgbq1lSqpSLq2FLb0jr4mNeVZuumW4oz9lOfMAADMAADtWIAYxDDGCjY999KNGL02OAtQ/7A3u49jw+6uuhJud5aZBWrp+m33zkheLd+IWMwZOjwIL9SA3ntrUSz5zwb+VYi9a8/stvud+GbUUnKGOgtQLqeWc/Mzr3xSNestyXp9a6lgvRSxuCqa64LNCvHFOi89lYiaWhvZtJ2rcvYvThvvjuz/3m5erH6SeOy1BiDuBOWxU3PBGf8Y0rj74IywSUMwAAMJMcAxiCGMXjl1d1vFFJXHgWeUfMSCFZ1IVJArP7seoe+Xp2pwHbN2rVu/oKFBVsMFLxqTgAbyGuDZzVZlwX6yr+SeQySMgaaA8HmLLA5G4KBvp/PYyAzdWqfM3OBuF4b6g/ItnkMZK7sev15G2zMgMpv+/2l8vInabPB0BpbYPMqqL5k1KTrvPkL8wxMmm4u7du1c8/f0t+tePiC4LP2sSHuv5Zc6n69cIz7YPKgYNvSuwe4Hkfufh3qvm0OdkvuOi+YhEyzHK+aPCj4aP2PTePc3FvPdkpj1xg3vWY7Xv3I4GCiNL3tSJOabXh8iPvdS5cGszPfP+60XN52DpbJ3azRFm1hAAZgAAaSZgBjEMMY2MzHCjIVeGo55cmpe4wj0NNyzWFgMyRrwKwMwoCBg4M+8IVaDFTZGsirtJqszAbORgX14dmGdY63337HFZv5WEGzD1Spp/V+2mLr4bKo3OrqpABe1+Mfa+e0a4ta+vqYMYhKp21Rg4llsMIzH2sw+AMPfj+vhcUvVxrWNYBYbyDSjMWFPvY6UitvmwMOcZMu7+1+8vyIwAzIEGhd27TP0tkybnqZg5k3nuV+MW9UUKY/NI11P5o53F035IQ802H5s+SfFgzAAAzAAAxklwGMQRnGoJEAV998/4l81Hr4KX0j6cO1ZvdmR91RdzAAAzAAAzBQnAGMAcYg76lyqSf0hZ7S80Mr/kNDH/SBARiAARiAARhIOwMYA4xBnjFIO7CUj5sqDMAADMAADMAADCTDAMYAY4AxgAEYgAEYgAEYgAEYgAGHMQACbgQwAAMwAAMwAAMwAAMwgDGgKSqZpih0RVcYgAEYgAEYgAEYyBYDtBjgDnlCAAMwAAMwAAMwAAMwAAO0GOBks+VkqS/qCwZgAAZgAAZgAAaSYYAWA9whTwhgAAZgAAZgAAZgAAZggBYDHGcyjhNd0RUGYAAGYAAGYAAGssUALQa4Q54QwAAMwAAMwAAMwAAMwAAtBjjZbDlZ6ov6ggEYgAEYgAEYgIFkGKDFAHfIEwIYgAEYgAEYgAEYgAEYoMUAx5mM40RXdIUBGIABGIABGICBbDFAiwHukCcEMAADMAADMAADMAADMECLAU42W06W+qK+YAAGYAAGYAAGYCAZBmgxwB3yhAAGYAAGYAAGYAAGYAAGaDHAcSbjONEVXWEABmAABmAABmAgWwzQYoA75AkBDMAADMAADMAADNQlAyNGj3Uvzpsf+zP+6mvrUo9SRg1jwI2gIcEv9cNgf7aecFBf1BcMwAAMwECYgYGDL3K7du2q+HPTLbdlNkY6/sRTAzOkZViXYt8xBhiDWMAUg4l93JRhAAZgAAZgAAbSwsCL8xYEpuDVZcucgvxyP3bcK68uy2yMpGuVKZo+Y1asa8AYYAxiAZOWHzvl4B8PDMAADMAADMBAMQYswI/75N9vaSiWf5r3mTGQBnHKiTHAGMQCJg5cpOWGDQMwAAMwAAMwUCsGKjUGfc86J9f9qFZlb+l5MQYE+AT4MAADMAADMAADMAADnzNQqTFQUP7Io4+7q665LrNaYgy4EWQW3pa6Yo7naRQMwAAMwAAMwECYgZYYg3BeWfuOMcAYYAxgAAZgAAZgAAZgAAY+Z6CRjIEGWGuw9KHtOwb1HzYG2q79pQZUM8aAGwg3EBiAARiAARiAARioOwbKMQbjr7nWvfveityYgnJeb/ra62+4S0Zdmiq9Nm/eHFyDmQPfGJgp0LUpXbHWD4wBN4KigBSDh30028IADMAADMAADKSVgVLGQKagHCNQKM2QocNrGkN1OapnMFeBBktrvgLfHNx97/3BtVlLgpkCpVN6TfpmrQt+/WEMMAY1hdqHkXX+ucAADMAADMAADFSLgVLGwFoKHp78qDv9zLPL/sx6ZnYQdCu4rlZZK8nHgv9NmzYFxsA3B2EzI9Og/foovfbr+PB5MQYYgz2gCEPCd27SMAADMAADMAADWWOglDGw4FmmIM61qRuRjn1vxYpYx8U5RzlpV6xc+blBWZB7g1KUOTBToDz1piXTJar8xYxB//79XbmfYvm40N9e/vdyLpw03IxgAAZgAAZgAAZgAAbiMGABsPrbRx2XZWMgA2Dl17p/fb458E2BpSl2bLGAXvvKMQal8vB9gNYxBrRS5AFsoLLkhg8DMAADMAADMFAtBurZGFg3IrUaROml4F/7wqbB0lprQ7g7UamgvpQ5KOd4jAFGIBJag5Ml/wRgAAZgAAZgAAaqzYAZA40F+PagC13fs/K7DNkT9yx2JSoU2JeroRmLcHeicgL7Quag3GMxBhgDjAEMwAAMwAAMwAAMtCoDevuOBf+21IzGFjzbtqwZg2JdgezaSi0L5VFucB82B3GOwxhwI8j9CEuByn6eGMEADMAADMAADFSLAZkDvbLTTIAG31reti1rxsDmKCjUjciur9TSWh38MRhxAnwzB3GPwRhgDHI/wlKQsp9/BjAAAzAAAzAAA63BQFaNgVo9rOzVWLbEGMQ1BUof/mPwMUYBowADMAADMAADMAADNWXAguqstRjY2Akrf0uXGAN+iDX9IbbGUwDOwdMmGIABGIABGICBYgxYQI0xaH6dayUtAHGPocUAI4IRgQEYgAEYgAEYgIFUMYAx2BV0SaLFgB9mqn6Yxdw8+3jaAwMwAAMwAAMwkAQDGAOMAQExpggGYAAGYAAGYAAGYMC99vobwRPzWc/MdpeMurTsz5KXXg6Oe2bOs4lz1HbfA9z1//PLbsEXvuhO2Wff4HzTZ8xi8HESTpE8eQIBAzAAAzAAAzAAA43JgMyAtRpUsux3zvmJGQOZAJkBt9deuc8be38hOJ/mINAA5Gp9/NmR444XqCQ9Ywxw5Yn9cLiZN+bNnHqn3mEABmAABqrBwJChw51mRtYMwOV+1FKQlCk49ytfczIAviGw9R/87ZcSj6cqCfTjHoMxwBgkDnI1bg7kwT8ZGIABGIABGICBWjAw+CtfdSv2/qtIQyBj8Ms//VPX6ev7Jx5PxQ3yK0mPMcAYJA5yLX7EnJN/HjAAAzAAAzAAAy1hQC0EUYbgsz/7s8AMWGvBrX//j60SS1US6Mc9BmOAMWgVmFvyw+RYbuwwAAMwAAMwAAOtxUAxQyAToP1mCmQSDtjvwLqJpTAGGIO6gbm1bhich39OMAADMAADMFB/DAz/8j4FWwhkCMwAbPkff5kzBuP/4St1FUdhDDAGdQU0N+r6u1FTp9QpDMAADMBAUgwo2NcrR//lz/88F+z7rQG+IVAZZB5svwxCUuWqVb4YA4xB3UFdqx8T5+UfFwzAAAzAAAxkgwENFtabhDRw2AJ9W8okhA2B1avfWiCTYNvrZYkxwBjUHdT18uPkOrLxz4V6op5gAAZgIBsMqHXg0n/8p4KvHJUxeO6v/6ZgXHTGP309ZyLqsbVAHIf/9vI3AHo2QKeeqCcYgAEYgAEYgAEYiGZAg4UV8Ee1Dlgrgb/c8Rd/4R74u793x331G3kmoemv/jpnDGQw6lFv3wdoHWNAC0Jdgl6PP16uKfofALqgCwzAAAzAgIJ6BfdRYwd8E1BqXa0E4kmzHVvaensTkf97wRhgBDACMAADMAADMAADMJB5BswM6Im/BfHlLDWbsd4upEHICvr9Y6xlwG8t0PgDP5iup/WixqBrj2Pr9sLrqRK5Fp6MwAAMwAAMwAAMNCIDGjegQD2uGVB6GQF/xmKZAN8UWMuA0vz2T/4k2Kelvba03vTu2v3YsC/I70o0csw4jAFPEGAABmAABmAABmAABlLFQNt9Dwi6CoWf8PuBfXhdaX/4N3+3x9gBBfjqMmTBv45b8IUv5kyD3l5keen4ejMEdj2K+8N/eWMMFixaXLcXbyKw5AkLDMAADMAADMAADGSDAT29V3Be7kBipdPAYw1ALlTH3b/WJq8LkboNWVq1Dvjmw29hsDT1slTcH/7LMwbaeUa/c3Pi1MuFcx3Z+PFTT9QTDMAADMAADMCAGFALgQyB/1TfnuJHLRXcq2tQqW4/ytefm2DtX+6dd4zfvcg3DPXGpeL9qL89jMHadesxBjQfwgAMwAAMwAAMwAAMtDoD1mWonBYCBfXhcQPFAniZBg08NmOhNxiFWwSUp+0v1upQ7DxZ2Kd4P+pvD2OgRE1LX2l1ELIgImXkKQYMwAAMwAAMwAAMVJ+Bcg2Bgnm9llTdgeLWg8YRWNAv46FXkvp5KE/bX68Tmul6FecX+os0BkosJ0G3ouqD7wPIOvrCAAzAAAzAAAw0MgN65eiML/5t0TEEMgPqVhQO5OPopuMt6Ff3pMFf+WqeKVBeMhyWZsKX/mGP/XHOl8a0iusLtRSYUShoDCyBBiZo1DKvMuXGlUbIKRNcwgAMwAAMwEA2GRj+5X1ygbgF5LbUAGAZhmp051GQb/lqaXMVhLnxX4FaSYtEOL80fFf8rjg+aqCxxfr+sqQx8BOzjgIogAIogAIogAIogAJVUeDWW/MCdrfPPs6NGePc8uVVyT7IZNq0/HNMmhSd98qVzel69IhO0wBbMQYNUMlcIgqgAAqgAAqgAAqkToGf/9w5mQN91kcPhm1RmZuanNu7eTCxu+GGwtn5JqWQeSh8dN3swRjUTVVyISiAAiiAAiiAAiiAAoECagHwTcHFFxcX5oQTmlsMPv20eNo63osxqOPK5dJQAAVQAAVQAAVQoOEUUOvDl5pnL3a9ezv3m98UlkEtF3vttfuz//6F0zXAHoxBA1Qyl4gCKIACKIACKIACDaFA2BRovEAxUyBR5s9vNgYa49DAfxiDBq58Lh0FUAAFUAAFUAAF6kYBDVr2Wwo6dXJOrQGl/saPbzYGMgkN/IcxaODK59JRAAVQAAVQAAVQoC4UCA80LtcU6OL79282Btu21YUclV4ExqBS5TgOBVAABVAABVAABVCg9gqETYG6D5XTUmAlV3obYxDnODu+jpYYgzqqTC4FBVAABVAABVAABRpKgbApKDXQOEoczZ8gY6BuSA3+hzFocAC4fBRAARRAARRAARTIpAKavMx/JWklpkAXbq0FbdtmUoZqFhpjUE01yQsFUAAFUAAFUAAFUCB5BcIzGldqClRSMwYal9DgfxiDBgeAy0cBFEABFEABFECBTCkQNgWavKzUK0mLXaB1JZJBSGIG5mLnTtk+jEHKKoTioAAKoAAKoAAKoAAKFFDAn3NAgXypGY0LZJO3edKk5lYDmY4G/sMYNHDlc+kogAIogAIogAIokBkF9CpRf56CapgCXbxaG5RXS1seMiNk4YJiDAprwx4UQAEUQAEUQAEUQIE0KKDXiO6/f/OTfY0p4K/qCmAMqi4pGaIACqAACqAACqAAClRVARkBGySstwc1+HwDVdXWywxj4InBKgqgAAqgAAqgAAqgQMoUuOGGZlOgrkSffpqyAtZPcTAG9VOXXAkKoAAKoAAKoAAK1JcCK1c2mwLNWbB8eX1dX8quBmOQsgqhOCiAAiiAAiiAAiiAAp8PCla3IetCdOutyJKwAhiDhAUmexRAARRAARRAARRAgQoU8LsQ9ejRsrkKKjh9Ix6CMWjEWueaUQAFUAAFUAAFUCDNCoS7EOlVpfwlrgDGIHGJOQEKoAAKoAAKoAAKoEAsBTp1au5CNHFirENJXLkCGIPKteNIFEABFEABFEABFECBaiswZ06zKZBB4K/VFMAYtJrUnAgFUAAFUAAFUAAFUKCoApqFeJ99mo1BU1PR5OysrgIYg+rqSW4ogAIogAIogAIogAKVKjBpUrMp6N+/0lw4rkIFMAYVCsdhKIACKIACKIACKIACVVTgxz92ThOY2etJ16+vYuZkVY4CGINyVCINCqAACqAACqAACqBAsgqMH99sCmgtSFbrArljDAoIw2YUQAEUQAEUQAEUQIFWUuDTT53TzMZqLdBSrQf8tboCGINWl5wTogAKoAAKoAAKoAAK5CmgFgLrQqSWA/5qogDGoCayc1IUQAEUQAEUQAEUQIFAAY0lMFNAa0FNocAY1FR+To4CKIACKIACKIACDa4Ak5mlBgCMQWqqgoKgAAqgAAqgAAqgQIMpMH9+c2uB5i/QPAb81UwBjEHNpOfEKIACKIACKIACKNDgCvitBZrDgL+aKoAxqKn8nBwFUAAFUAAFUAAFGlQBWgtSV/EYg9RVCQVCARRAARRAARRAgQZQwG8teOyxBrjg9F8ixiD9dUQJUQAFUAAFUAAFUKC+FPBbC2QQ+EuFAhiDVFQDhUABFEABFEABFECBBlFAA4zbtm0edCyTwF8qFMAYpKIaKAQKoAAKoAAKoAAKNIgCGmRs8xbQWpCqSscYpKo6KAwKoAAKoAAKoAAK1LECai3Qa0nNGNBakKrKxhikqjooDAqgAAqgAAqgAArUsQK0FqS6cjEGqa4eCocCKIACKIACKIACdaJAuLVg+fI6ubD6uQyMQf3UJVeCAiiAAiiAAiiAAulVYPz45i5E/funt5wNXDKMQQNXPpeOAiiAAiiAAiiAAq2iwPr1zaZg772d03f+UqcAxiB1VUKBUAAFUAAFUAAFUKDOFOjRo9kYqOWAv1QqgDFIZbVQKBRAARRAARRAARSoEwU0q7G9hUhvJNJYA/5SqQDGIJXVQqFQAAVQAAVQAAVQoA4U2LbNOXUdMmPA60lTXakYg1RXD4VDARRAARRAARRAgYwqoJYBvwsRA45TX5EYg9RXEQVEARRAARRAARRAgQwqcMMNzS0F6kL04x9n8CIaq8gYg8aqb64WBVAABVAABVAABZJXQHMUWPchLZmzIHnNq3AGjEEVRCQLFEABFEABFEABFECBzxVQy4BaCMwYqOWAv0wogDHIRDVRSBRAARRAARRAARTIgALhcQUaY8BbiDJQcbuLiDHITFVRUBRAARRAARRAARRIuQJjxjS3FKjV4NNPU15giucrgDHw1WAdBVAABVAABVAABVCgMgWmTWs2BYwrqEzDGh+FMahxBXB6FEABFEABFEABFMi8AitX5s9XMGlS5i+pES8AY9CItc41owAKoAAKoAAKoEC1FNBg4/33b24tGDiwWjmTTysrgDFoZcE5HQqgAAqgAAqgAArUlQInnNBsCtq2ZbBxhisXY5DhyqPoKIACKIACKIACKFBTBcaPbzYFX/oSg41rWhktPznGoOUakgMKoAAKoAAKoAAKNJ4Cc+Y0mwINNm5qajwN6uyKMQZ1VqFcDgqgAAqgAAqgAAokrkB4sPHEiYmfkhMkrwDGIHmNOQMKoAAKoAAKoAAK1I8CmptA3YZsZmMGG9dN3WIM6qYquRAUQAEUQAEUQAEUaAUFNMDYTAEzG7eC4K13CoxB62nNmVAABVAABVAABVAg2wro1aRmCvSKUn3nr24U+P+mmOfS9wR08AAAAABJRU5ErkJggg=="
    }
   },
   "cell_type": "markdown",
   "id": "e00bb02c",
   "metadata": {},
   "source": [
    "- Once the configurations are set, you can download it.\n",
    "\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9b658d7b",
   "metadata": {},
   "source": [
    "### Step-4 : Filling the Config file \n",
    "\n",
    "Go to the directory where base_config.cfg is stored and then run this command"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4ed58529",
   "metadata": {},
   "source": [
    "python -m spacy init fill-config base_config.cfg config.cfg"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "87a1a3c3",
   "metadata": {},
   "source": [
    "      "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "76cc35cd",
   "metadata": {},
   "source": [
    "### Step-5 : Run the Training configuration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "515485df",
   "metadata": {},
   "outputs": [],
   "source": [
    "python -m spacy train config.cfg --output ./output --paths.train ./train.spacy --paths.dev ./train.spacy "
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "405cc45e",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "f77ea072",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<span class=\"tex2jax_ignore\"><div class=\"entities\" style=\"line-height: 2.5; direction: ltr\">there was a flight named \n",
       "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    D16\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">aircraft</span>\n",
       "</mark>\n",
       "</div></span>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nlp1 = spacy.load(r\".\\output\\model-best\") #load the best model\n",
    "doc = nlp1(\"there was a flight named D16\") # input sample text\n",
    "\n",
    "spacy.displacy.render(doc, style=\"ent\", jupyter=True) # display in Jupyter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d98bbfdd",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.7.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}