Project.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [],
   "source": [
    "import igraph\n",
    "from igraph import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "from networkx.algorithms.community.centrality import girvan_newman\n",
    "from networkx.algorithms import community\n",
    "import community\n",
    "\n",
    "from networkx.algorithms.community.centrality import girvan_newman\n",
    "from networkx.algorithms import community"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x23a0951dcf8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pos=nx.spring_layout(g)\n",
    "nx.draw_networkx(g, pos)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 6443\n",
      "Number of edges: 8928\n",
      "Average degree:   2.7714\n"
     ]
    }
   ],
   "source": [
    "print (nx.info(g))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nx.is_bipartite(g)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
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'_5171': 2, '_5172': 1, '_5173': 1, '_5174': 1, '_5175': 1, '_5176': 1, '_5177': 2, '_5178': 1, '_5179': 2, '_5180': 2, '_5181': 2, '_5183': 2, '_5184': 1, '_5185': 1, '_5186': 1, '_5187': 2, '_5188': 2, '_5189': 2, '_5190': 2, '_5191': 1, '_5192': 2, '_5193': 1, '_5194': 1, '_5195': 1, '_5196': 1, '_5197': 1, '_5199': 2, '_5200': 1, '_5201': 2, '_5202': 1, '_5203': 1, '_5204': 2, '_5205': 1, '_5206': 1, '_5207': 1, '_5208': 1, '_5209': 1, '_5210': 1, '_5211': 1, '_5212': 1, '_5213': 1, '_5214': 1, '_5215': 1, '_5216': 1, '_5217': 2, '_5218': 1, '_5219': 1, '_5220': 2, 'B۲۷G': 2, '_5221': 1, '_5222': 1, '_5223': 2, '_5224': 1, '_5225': 1, '_5226': 1, '_5227': 1, '_5228': 1, '_5229': 1, '_5230': 1, '_5231': 1, '_5232': 2, '_5233': 2, '_5234': 1, '_5237': 2, '_5238': 2, '_5239': 1, '_5240': 1, '_5241': 1, '_5242': 1, '_5243': 1, '_5244': 1, '_5245': 2, '_5246': 1, '_5247': 1, '_5248': 2, '_5249': 1, '_5250': 1, '_5251': 1, '_5252': 1, '_5253': 2, '_5254': 1, '_5255': 3, '_5257': 2, '_5258': 1, '_5259': 1, '_5260': 1, '_5261': 2, '_5262': 1, '_5263': 1, '_5264': 1, '_5265': 1, '_5266': 1, '_5267': 1, '_5268': 1, '_5269': 2, '_5270': 1, '_5271': 1, '_5272': 3, '_5273': 1, '_5274': 1, '_5275': 1, '_5276': 3, '_5277': 1, '_5278': 2, '_5279': 3, '_5280': 1, '_5281': 2, '_5282': 1, '_5283': 2, '_5284': 2, '_5285': 2, '_5286': 2, '_5288': 1, '_5289': 3, '_5290': 1, '_5291': 2, '_5292': 3, '_5293': 1, '_5294': 2, '_5295': 1, '_5297': 1, '_5299': 1, '_5301': 1, '_5302': 1, '_5303': 2, 'B۶۱K': 2, '_5304': 1, '_5305': 2, '_5306': 1, '_5307': 2, '_5308': 1, '_5309': 1, '_5310': 1, '_5312': 3, '_5313': 1, '_5314': 2, '_5315': 1, '_5316': 2, '_5317': 2, '_5318': 1, '_5319': 1, '_5320': 2, '_5321': 5, '_5322': 2, '_5323': 1, '_5324': 2, '_5325': 1, '_5326': 1, '_5327': 2, '_5328': 1, '_5329': 1, '_5330': 1, '_5331': 1, '_5332': 2, '_5333': 2, '_5334': 1, '_5335': 2, '_5336': 1, '_5337': 1, '_5338': 1, '_5339': 2, '_5340': 1, '_5341': 2, '_5342': 1, '_5343': 1, '_5344': 1, '_5345': 1, '_5346': 1, '_5347': 3, '_5348': 1, '_5349': 2, '_5350': 3, '_5351': 2, '_5352': 1, '_5353': 1, '_5354': 3, '_5355': 1, '_5356': 1, '_5357': 1, '_5358': 1, '_5359': 1, '_5360': 2, '_5361': 1, '_5362': 1, 'B۲۵C': 2, '_5363': 1, '_5364': 2, '_5365': 1, '_5366': 1, '_5367': 2, '_5368': 1, '_5369': 1, '_5370': 2, '_5371': 1, '_5372': 1, '_5373': 1, '_5374': 3, '_5375': 1, '_5376': 1, '_5377': 2, '_5378': 2, '_5379': 3, '_5380': 1, '_5381': 0, '_5382': 1, '_5383': 0, '_5384': 1, '_5385': 1, '_5387': 1, '_5388': 1, '_5389': 1, '_5390': 1, '_5391': 2, '_5392': 1, '_5393': 1, '_5394': 1, '_5395': 1, '_5396': 0, '_5397': 1, '_5398': 1, '_5399': 2, '_5400': 1, '_5401': 1, '_5402': 1, '_5403': 1, '_5404': 1, '_5405': 1, '_5406': 0, '_5407': 1, '_5408': 2, '_5409': 2, '_5410': 1, '_5411': 1, '_5412': 1, '_5413': 1, '_5414': 1, '_5415': 1, '_5416': 1, '_5417': 1, '_5418': 1, '_5419': 1, '_5420': 1, '_5421': 1, '_5422': 1, '_5423': 0, '_5424': 2, '_5425': 2, '_5426': 1, '_5427': 1, '_5428': 1, '_5429': 1, '_5431': 2, '_5432': 1, '_5433': 2, '_5434': 1, '_5435': 1, '_5436': 2, '_5437': 1, '_5438': 1, '_5439': 1, '_5440': 1, '_5441': 1, '_5442': 2, '_5443': 1, '_5444': 2, '_5445': 1, '_5446': 1, '_5447': 3, '_5448': 2, '_5449': 2, '_5450': 1, '_5451': 1, '_5452': 2, '_5453': 3, '_5454': 1, '_5455': 2, '_5456': 1, '_5457': 2, '_5458': 2, '_5459': 1, '_5460': 0, '_5461': 3, '_5462': 1, '_5463': 3, '_5464': 3, '_5465': 1, '_5466': 2, '_5467': 1, '_5468': 1, '_5469': 2, '_5470': 1, '_5471': 1, '_5472': 1, '_5473': 2, '_5474': 1, '_5475': 2, '_5476': 1, '_5477': 1, '_5478': 3, '_5479': 1, '_5480': 1, '_5481': 1, '_5482': 1, '_5483': 2, '_5484': 1, '_5485': 1, '_5486': 2, '_5487': 4, '_5488': 3, '_5489': 1, '_5490': 4, '_5491': 3, '_5492': 2, '_5493': 3, '_5494': 1, '_5495': 1, '_5496': 2, '_5497': 1, '_5498': 2, '_5499': 1, '_5500': 3, '_5501': 2, '_5502': 2, '_5503': 1, '_5504': 3, 'H۰۱C': 2, '_5505': 2, '_5506': 1, '_5507': 2, '_5508': 1, '_5509': 2, '_5510': 1, '_5511': 1, '_5512': 2, '_5513': 1, '_5514': 1, '_5515': 3, '_5516': 1, '_5517': 1, '_5518': 2, '_5519': 2, '_5520': 1, '_5521': 2, '_5522': 2, '_5523': 1, '_5524': 2, '_5525': 2, '_5526': 1, '_5527': 0, '_5528': 5, '_5529': 2, '_5530': 0, '_5531': 3, '_5532': 1, '_5533': 2, '_5534': 1, '_5535': 1, '_5536': 2, '_5537': 2, '_5538': 1, '_5539': 0, '_5540': 1, '_5541': 1, '_5542': 2, '_5543': 1, '_5544': 0, '_5545': 1, '_5546': 1, '_5547': 1, '_5548': 2, '_5549': 3, '_5550': 1, '_5551': 0, '_5552': 0, '_5553': 1, '_5554': 1, '_5555': 1, '_5556': 1, '_5557': 1, '_5558': 1, '_5559': 1, '_5560': 0, '_5561': 1, '_5562': 1, '_5563': 2, '_5564': 1, '_5565': 1, '_5566': 1, '_5567': 1, '_5568': 2, '_5569': 4, '_5570': 1, '_5571': 1, '_5572': 1, '_5573': 1, '_5574': 1, '_5575': 2, '_5576': 2, '_5577': 1, '_5578': 1, '_5579': 0, '_5580': 3, '_5581': 1, '_5582': 1, '_5583': 1, '_5584': 1, '_5585': 2, '_5586': 1, '_5587': 1, '_5588': 2, '_5589': 2, '_5590': 3, '_5591': 0, '_5592': 1, '_5593': 3, '_5594': 1, '_5595': 0, '_5596': 2, '_5597': 3, '_5598': 0, '_5599': 1, '_5600': 1, '_5601': 2, '_5604': 3, '_5605': 1, '_5606': 1, 'F۲۱K': 2, '_5607': 1, '_5608': 2, '_5609': 0, '_5611': 1, '_5612': 1, '_5613': 2, '_5614': 1, '_5615': 0, '_5616': 1, '_5617': 2, '_5618': 2, 'B۴۲F': 2, '_5619': 2, '_5620': 1, '_5621': 1, '_5622': 1, '_5623': 1, '_5624': 1, '_5625': 1, '_5626': 1, '_5627': 1, '_5628': 1, '_5629': 2, '_5630': 1, '_5631': 1, '_5632': 1, '_5633': 1, '_5634': 1, '_5635': 1, '_5636': 1, '_5637': 1, '_5638': 1, '_5639': 1, '_5640': 3, '_5641': 2, '_5642': 2, '_5643': 1, '_5644': 3, '_5645': 1, '_5646': 1, '_5647': 1, '_5648': 1, '_5649': 1, '_5650': 3, '_5651': 1, '_5652': 2, '_5653': 1, '_5654': 1, '_5655': 2, '_5656': 1, '_5657': 1, '_5658': 1, '_5659': 2, '_5660': 2, '_5661': 1, '_5662': 2, '_5663': 1, '_5664': 1, '_5665': 1, '_5666': 1, '_5667': 2, '_5668': 1, '_5669': 2, '_5670': 1, '_5671': 1, '_5672': 1, '_5673': 1, '_5674': 1, '_5675': 2, '_5676': 1, '_5677': 1, '_5678': 2, '_5679': 1, '_5680': 1, '_5681': 1, '_5682': 1, '_5683': 2, '_5684': 1, '_5685': 1, '_5686': 0, '_5687': 1, '_5688': 1, '_5689': 2, '_5690': 1, '_5691': 2, '_5692': 1, '_5693': 3, '_5694': 1, '_5695': 1, '_5696': 1, '_5697': 1, '_5698': 1, '_5699': 1, '_5700': 2, '_5701': 1, '_5702': 1, '_5704': 1, '_5705': 1, '_5706': 1, '_5707': 1, '_5708': 1, '_5709': 1, '_5710': 2, '_5711': 1, '_5712': 1, '_5713': 3, '_5714': 1, '_5715': 2, '_5716': 2, '_5717': 2, '_5718': 3, '_5719': 1, '_5720': 2, '_5721': 1, '_5722': 1, '_5723': 2, '_5724': 1, '_5725': 1, '_5726': 4, '_5727': 1, '_5728': 1, '_5729': 1, '_5730': 3, '_5731': 1, '_5732': 1, '_5733': 1, '_5734': 3, '_5735': 1, '_5738': 1, '_5739': 1, '_5740': 1, '_5741': 1, '_5742': 2, '_5743': 1, '_5744': 3, '_5745': 2, '_5746': 1, '_5747': 3, '_5748': 2, 'G۲۱C': 2, '_5749': 2, '_5750': 2, '_5751': 2, '_5752': 0, '_5753': 2, '_5754': 1, '_5755': 1, '_5756': 2, '_5757': 2, '_5758': 1, '_5759': 1, '_5760': 1, '_5761': 2, '_5762': 1, '_5763': 0, '_5764': 1, '_5765': 2, '_5766': 1, '_5767': 2, '_5768': 2, '_5769': 1, '_5770': 1, '_5771': 3, '_5772': 1, '_5773': 1, '_5774': 0, '_5775': 2, '_5776': 0, '_5777': 1, '_5778': 0, '_5779': 1, '_5780': 2, '_5781': 1, '_5782': 1, '_5783': 1, '_5784': 1, '_5785': 1, '_5786': 2, '_5787': 2, '_5788': 1, '_5789': 1, '_5790': 1, '_5791': 3, '_5792': 2, '_5793': 0, '_5794': 1, '_5795': 0, '_5796': 1, '_5797': 2, '_5798': 2, '_5799': 1, 'D۰۱C': 2, '_5800': 2, '_5801': 2, '_5802': 2, '_5803': 1, '_5804': 1, '_5805': 1, '_5806': 1, '_5807': 1, '_5808': 1, '_5809': 2, '_5810': 1, '_5811': 1, '_5812': 2, '_5813': 1, '_5814': 2, '_5815': 1, '_5816': 2, '_5817': 2, '_5818': 2, '_5819': 2, '_5820': 1, '_5821': 0, '_5822': 2, '_5823': 1, '_5824': 1, '_5825': 1, '_5826': 2, '_5827': 2, '_5828': 1, '_5829': 2, '_5830': 2, '_5831': 1, '_5832': 1, '_5833': 2, '_5834': 1, '_5835': 2, '_5836': 0, '_5837': 1, '_5838': 1, '_5839': 2, '_5840': 2, '_5841': 2, '_5842': 1, '_5843': 3, '_5844': 3, '_5845': 1, '_5846': 1, '_5847': 1, '_5848': 2, '_5849': 1, '_5850': 1, '_5851': 1, '_5852': 2, '_5853': 1, '_5854': 1, '_5855': 2, '_5856': 1, '_5857': 1, '_5858': 2, '_5859': 2, '_5860': 1, '_5861': 2, '_5862': 1, '_5863': 1, '_5864': 2, '_5865': 3, '_5866': 4, '_5867': 2, '_5868': 0, '_5869': 2, '_5870': 1, '_5871': 1, '_5872': 2, '_5873': 1, '_5874': 1, '_5875': 1, '_5876': 0, '_5877': 2, '_5878': 1, '_5879': 0, '_5880': 1, '_5881': 1, '_5882': 2, '_5883': 1, '_5884': 1, '_5885': 2, '_5886': 1, '_5887': 1, '_5888': 1, '_5889': 0, '_5890': 1, '_5891': 1, '_5892': 2, '_5893': 1, '_5894': 1, '_5895': 2, '_5896': 2, '_5897': 1, '_5898': 2, '_5899': 3, '_5900': 1, '_5901': 1, '_5902': 2, '_5903': 2, '_5904': 1, '_5905': 2, '_5906': 0, '_5907': 1, '_5908': 1, '_5909': 1, '_5910': 1, '_5911': 1, '_5912': 2, '_5913': 1, '_5914': 1, '_5915': 0, '_5916': 1, '_5917': 1, '_5918': 1, '_5919': 1, '_5920': 0, '_5921': 1, '_5922': 1, '_5923': 3, '_5924': 1, '_5925': 3, '_5926': 1, '_5927': 1, '_5928': 1, '_5929': 1, '_5930': 1, '_5931': 0, '_5932': 3, '_5933': 1, '_5934': 2, '_5935': 1, '_5936': 1, '_5937': 1, '_5938': 0, '_5939': 1, '_5940': 1, '_5941': 1, 'A۴۴B': 2, '_5942': 1, '_5943': 1, '_5944': 1, '_5945': 2, '_5946': 1, '_5947': 2, '_5948': 1, '_5949': 2, '_5950': 2, '_5951': 1, '_5952': 1, '_5953': 1, '_5954': 4, '_5955': 1, '_5956': 1, '_5957': 3, '_5958': 1, '_5960': 4, '_5961': 2, '_5962': 1, '_5963': 1, '_5964': 2, '_5965': 1, '_5966': 3, '_5967': 1, '_5968': 1, '_5969': 2, '_5970': 4, '_5971': 1, '_5972': 2, '_5973': 1, '_5974': 1, '_5975': 1, '_5976': 1, '_5977': 1, '_5978': 4, '_5979': 2, '_5980': 1, '_5981': 0, '_5982': 1, '_5983': 0, '_5984': 2, '_5985': 1, '_5986': 2, '_5987': 1, '_5988': 2, '_5989': 1, '_5990': 1, '_5991': 1, '_5992': 2, '_5993': 1, '_5994': 2, '_5995': 2, '_5996': 2, '_5997': 2, '_5998': 1, '_5999': 2})"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nx.degree(g)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Nodes with Most Degrees"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('A۶۱K', 436),\n",
       " ('B۸۲Y', 284),\n",
       " ('A۶۱B', 226),\n",
       " ('B۰۱J', 191),\n",
       " ('G۰۵B', 181),\n",
       " ('F۰۱B', 177),\n",
       " ('G۰۱N', 168),\n",
       " ('A۶۱F', 131),\n",
       " ('B۰۱D', 124),\n",
       " ('C۰۲F', 111),\n",
       " ('F۱۶B', 110),\n",
       " ('G۰۱B', 103),\n",
       " ('B۰۱B', 96),\n",
       " ('C۱۲N', 95),\n",
       " ('H۰۳B', 95),\n",
       " ('C۰۷C', 91),\n",
       " ('B۸۲B', 91),\n",
       " ('F۱۶K', 86),\n",
       " ('C۰۴B', 84),\n",
       " ('A۶۱P', 83),\n",
       " ('C۰۱B', 80),\n",
       " ('B۲۵B', 76),\n",
       " ('A۶۱L', 75),\n",
       " ('A۶۱M', 73),\n",
       " ('C۰۸B', 73),\n",
       " ('A۶۳B', 70),\n",
       " ('A۴۷J', 66),\n",
       " ('G۰۶F', 63),\n",
       " ('A۰۱N', 62),\n",
       " ('A۲۳L', 58),\n",
       " ('A۰۱G', 56),\n",
       " ('A۶۱C', 56),\n",
       " ('C۰۸F', 52),\n",
       " ('G۰۶C', 52),\n",
       " ('A۶۱H', 51),\n",
       " ('G۰۹B', 51),\n",
       " ('A۶۱Q', 50),\n",
       " ('C۱۰G', 49),\n",
       " ('E۰۴C', 49),\n",
       " ('A۰۱B', 48),\n",
       " ('A۶۱G', 47),\n",
       " ('F۲۵B', 47),\n",
       " ('E۰۴B', 45),\n",
       " ('H۰۱L', 45),\n",
       " ('C۰۸L', 44),\n",
       " ('C۰۷K', 44),\n",
       " ('A۰۱K', 40),\n",
       " ('A۲۳B', 39),\n",
       " ('A۲۳N', 38),\n",
       " ('B', 37),\n",
       " ('C۰۹K', 37),\n",
       " ('G۰۱R', 37),\n",
       " ('C۰۸K', 36),\n",
       " ('E۲۱B', 36),\n",
       " ('C۰۷D', 34),\n",
       " ('F۲۴B', 34),\n",
       " ('A۴۷B', 34),\n",
       " ('A۴۷K', 34),\n",
       " ('C۰۱G', 32),\n",
       " ('C۰۸J', 32),\n",
       " ('C۲۳C', 32),\n",
       " ('A۰۱D', 31),\n",
       " ('B۰۸B', 31),\n",
       " ('F۲۶B', 31),\n",
       " ('B۲۳K', 31),\n",
       " ('C۲۲C', 30),\n",
       " ('C۰۸G', 29),\n",
       " ('A۶۱J', 29),\n",
       " ('H۰۴N', 29),\n",
       " ('A۰۱C', 28),\n",
       " ('C۱۲Q', 28),\n",
       " ('B۰۳B', 28),\n",
       " ('H۰۲B', 27),\n",
       " ('G۰۸B', 27),\n",
       " ('C۲۲B', 27),\n",
       " ('B۳۲B', 27),\n",
       " ('B۲۱B', 27),\n",
       " ('E۰۴H', 27),\n",
       " ('H۰۴B', 27),\n",
       " ('A۴۷L', 26),\n",
       " ('E۰۲D', 26),\n",
       " ('B۲۹C', 26),\n",
       " ('F۰۲B', 25),\n",
       " ('B۶۰R', 25),\n",
       " ('A۲۳K', 24),\n",
       " ('D۰۱D', 24),\n",
       " ('C۰۹D', 24),\n",
       " ('F۲۴F', 24),\n",
       " ('F۰۳D', 23),\n",
       " ('H۰۲M', 23),\n",
       " ('B۶۵D', 23),\n",
       " ('F۱۶L', 23),\n",
       " ('F۱۶F', 23),\n",
       " ('F۲۴J', 23),\n",
       " ('G۰۳B', 23),\n",
       " ('H۰۱R', 22),\n",
       " ('F۲۴H', 22),\n",
       " ('G۰۱F', 22),\n",
       " ('A۴۷C', 22),\n",
       " ('B۰۷B', 22),\n",
       " ('C۰۵F', 21),\n",
       " ('A۲۳C', 21),\n",
       " ('E۰۵B', 21),\n",
       " ('B۶۵B', 21),\n",
       " ('F۰۳G', 21),\n",
       " ('G۰۶K', 20),\n",
       " ('B۲۱D', 20),\n",
       " ('A۶۱N', 20),\n",
       " ('F۱۶H', 20),\n",
       " ('H۰۵B', 20),\n",
       " ('C۰۱F', 20),\n",
       " ('G۰۶Q', 20),\n",
       " ('G۰۱M', 20),\n",
       " ('C', 19),\n",
       " ('G۰۲B', 19),\n",
       " ('B۴۴B', 19),\n",
       " ('H۰۲K', 19),\n",
       " ('G۰۵D', 19),\n",
       " ('H۰۲P', 19),\n",
       " ('A۰۱M', 19),\n",
       " ('G۰۱', 18),\n",
       " ('B۶۰K', 18),\n",
       " ('G۰۱C', 18),\n",
       " ('C۰۸C', 18),\n",
       " ('C۱۲P', 18),\n",
       " ('A۴۷G', 18),\n",
       " ('H۰۲J', 18),\n",
       " ('B۲۳B', 18),\n",
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       " ('_4832', 3),\n",
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       " ('_5099', 3),\n",
       " ('_5143', 3),\n",
       " ('_5255', 3),\n",
       " ('_5272', 3),\n",
       " ('_5276', 3),\n",
       " ('_5279', 3),\n",
       " ('_5289', 3),\n",
       " ('_5292', 3),\n",
       " ('_5312', 3),\n",
       " ('_5347', 3),\n",
       " ('_5350', 3),\n",
       " ('_5354', 3),\n",
       " ('_5374', 3),\n",
       " ('_5379', 3),\n",
       " ('_5447', 3),\n",
       " ('_5453', 3),\n",
       " ('_5461', 3),\n",
       " ('_5463', 3),\n",
       " ('_5464', 3),\n",
       " ('_5478', 3),\n",
       " ('_5488', 3),\n",
       " ('_5491', 3),\n",
       " ('_5493', 3),\n",
       " ('_5500', 3),\n",
       " ('_5504', 3),\n",
       " ('_5515', 3),\n",
       " ('_5531', 3),\n",
       " ('_5549', 3),\n",
       " ('_5580', 3),\n",
       " ('_5590', 3),\n",
       " ('_5593', 3),\n",
       " ('_5597', 3),\n",
       " ('_5604', 3),\n",
       " ('_5640', 3),\n",
       " ('_5644', 3),\n",
       " ('_5650', 3),\n",
       " ...]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sorted(g.degree, key=lambda x: x[1], reverse=True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nx.edge_connectivity(g)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.0"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nx.average_clustering(g)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.0"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nx.average_clustering(g)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "import community\n",
    "def detectCommunities(g):\n",
    " \n",
    "    parts = community.best_partition(g)\n",
    "    values = [parts.get(node) for node in g.nodes()]\n",
    "\n",
    "    plt.axis(\"off\")\n",
    "    nx.draw_networkx(g)\n",
    "    plt.savefig(\"g:community_D.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'_0': 0, 'C': 1, '۰': 2, '۲': 3, 'C۰۲': 1, 'F': 4, 'C۰۲F': 0, 'B': 5, '۱': 6, 'B۰۱': 7, 'D': 8, 'B۰۱D': 0, '_1': 9, '۳': 10, 'F۰۳': 9, 'F۰۳D': 9, '_2': 11, 'G': 12, '۶': 13, 'G۰۶': 11, 'K': 14, 'G۰۶K': 11, '۷': 15, 'G۰۷': 16, 'G۰۷F': 11, '_3': 9, '_4': 4, '۴': 17, 'F۲۴': 4, 'F۲۴D': 4, '_5': 7, 'A': 18, 'A۶۱': 11, 'A۶۱K': 7, 'C۱۲': 7, 'N': 19, 'C۱۲N': 7, 'P': 20, 'A۶۱P': 7, '_6': 7, '_7': 21, '۵': 22, 'C۰۵': 21, 'C۰۵F': 21, '_8': 18, 'A۰۱': 18, 'A۰۱K': 18, '_9': 23, 'A۰۱D': 23, '_10': 18, 'A۲۳': 18, 'L': 24, 'A۲۳L': 18, '_11': 18, 'A۲۳K': 18, '_12': 25, 'B۲۲': 25, 'B۲۲D': 25, '_13': 7, 'M': 26, 'C۱۲M': 7, '_14': 1, 'C۰۴': 1, 'C۰۴B': 1, '_15': 27, '۸': 28, 'F۲۸': 27, 'F۲۸F': 27, '_16': 0, 'B۰۳': 0, 'B۰۳D': 0, '_17': 1, '۹': 29, 'B۲۹': 30, 'B۲۹B': 1, '_18': 11, 'H': 31, 'H۰۲': 31, 'H۰۲M': 31, 'A۶۳': 32, 'A۶۳B': 32, 'A۶۱H': 32, 'T': 33, 'G۰۶T': 11, '_20': 4, 'F۲۵': 4, 'F۲۵D': 4, '_21': 0, 'C۰۷': 7, 'C۰۷D': 7, 'C۰۷B': 0, '_22': 25, 'B۲۱': 34, 'B۲۱D': 25, '_23': 7, '_24': 0, 'C۰۱': 0, 'C۰۱G': 0, '_25': 21, '_26': 35, 'B۶۰': 35, 'B۶۰T': 35, '_27': 0, '_28': 0, '_29': 7, '_30': 1, 'C۰۸': 1, 'C۰۸K': 1, '_31': 0, 'B۸۲': 5, 'Y': 36, 'B۸۲Y': 0, '_32': 0, '_33': 37, 'B۶۵': 23, 'B۶۵D': 37, '_34': 11, 'A۶۱N': 11, '_35': 11, 'A۶۱B': 11, '_36': 38, 'B۰۸': 5, 'B۰۸B': 38, '_37': 0, '_38': 12, 'G۰۱': 12, 'G۰۱N': 12, '_39': 0, '_40': 18, '_41': 1, 'C۰۸F': 1, '_42': 0, 'J': 39, 'B۰۱J': 0, '_43': 9, 'F۱۶': 40, 'F۱۶J': 9, '_44': 34, 'B۲۱F': 34, '_45': 0, '_46': 32, '_47': 7, '_48': 8, 'D۰۶': 8, 'D۰۶F': 8, '_49': 18, '_50': 41, 'A۴۱': 41, 'A۴۱D': 41, '_51': 38, 'F۱۶B': 38, '_52': 9, 'F۱۶H': 9, '_53': 42, 'H۰۲B': 42, '_54': 38, '_55': 1, '_56': 7, 'A۰۱N': 7, '_57': 1, 'C۰۸L': 1, '_58': 7, '_59': 4, 'F۴۲': 4, 'F۴۲B': 4, '_60': 8, '_61': 8, '_62': 37, '_63': 43, 'F۱۶K': 43, '_64': 1, '_65': 18, '_66': 44, 'F۲۶': 4, 'F۲۶B': 44, 'A۲۳B': 18, '_67': 32, '_68': 8, 'A۴۷': 45, 'A۴۷L': 8, '_69': 16, 'H۰۴': 16, 'W': 46, 'H۰۴W': 16, 'G۰۸': 16, 'G۰۸B': 16, '_70': 47, 'E': 47, 'E۰۴': 47, 'E۰۴B': 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'_5478': 9, '_5479': 42, '_5480': 0, '_5481': 42, '_5482': 23, '_5483': 42, '_5484': 43, '_5485': 38, '_5486': 18, '_5487': 16, '_5488': 0, '_5489': 18, '_5490': 42, '_5491': 0, '_5492': 42, '_5493': 0, '_5494': 30, '_5495': 43, '_5496': 7, '_5497': 43, '_5498': 0, '_5499': 27, '_5500': 23, '_5501': 42, '_5502': 0, '_5503': 38, '_5504': 0, 'H۰۱C': 0, '_5505': 0, '_5506': 0, '_5507': 34, '_5508': 0, '_5509': 1, '_5510': 0, '_5511': 11, '_5512': 4, '_5513': 4, '_5514': 47, '_5515': 53, '_5516': 0, '_5517': 0, '_5518': 44, '_5519': 21, '_5520': 9, '_5521': 44, '_5522': 43, '_5523': 54, '_5524': 34, '_5525': 47, '_5526': 9, '_5527': 89, '_5528': 31, '_5529': 42, '_5530': 90, '_5531': 42, '_5532': 34, '_5533': 4, '_5534': 0, '_5535': 42, '_5536': 31, '_5537': 23, '_5538': 0, '_5539': 91, '_5540': 42, '_5541': 43, '_5542': 51, '_5543': 32, '_5544': 92, '_5545': 38, '_5546': 0, '_5547': 44, '_5548': 44, '_5549': 0, '_5550': 27, '_5551': 93, '_5552': 94, '_5553': 42, '_5554': 12, '_5555': 42, '_5556': 0, '_5557': 0, '_5558': 23, '_5559': 47, '_5560': 95, '_5561': 34, '_5562': 0, '_5563': 18, '_5564': 7, '_5565': 7, '_5566': 44, '_5567': 32, '_5568': 4, '_5569': 12, '_5570': 42, '_5571': 47, '_5572': 35, '_5573': 42, '_5574': 11, '_5575': 42, '_5576': 42, '_5577': 42, '_5578': 38, '_5579': 96, '_5580': 42, '_5581': 43, '_5582': 23, '_5583': 42, '_5584': 11, '_5585': 54, '_5586': 8, '_5587': 0, '_5588': 42, '_5589': 35, '_5590': 0, '_5591': 97, '_5592': 42, '_5593': 0, '_5594': 44, '_5595': 98, '_5596': 23, '_5597': 42, '_5598': 99, '_5599': 0, '_5600': 32, '_5601': 7, '_5604': 53, '_5605': 42, '_5606': 4, 'F۲۱K': 4, '_5607': 18, '_5608': 0, '_5609': 100, '_5611': 0, '_5612': 43, '_5613': 11, '_5614': 11, '_5615': 101, '_5616': 53, '_5617': 7, '_5618': 53, 'B۴۲F': 53, '_5619': 42, '_5620': 42, '_5621': 18, '_5622': 44, '_5623': 43, '_5624': 44, '_5625': 42, '_5626': 42, '_5627': 42, '_5628': 42, '_5629': 30, '_5630': 0, '_5631': 42, '_5632': 31, '_5633': 43, '_5634': 42, '_5635': 43, '_5636': 38, '_5637': 34, '_5638': 11, '_5639': 44, '_5640': 42, '_5641': 42, '_5642': 0, '_5643': 42, '_5644': 1, '_5645': 23, '_5646': 8, '_5647': 42, '_5648': 34, '_5649': 38, '_5650': 31, '_5651': 11, '_5652': 38, '_5653': 4, '_5654': 43, '_5655': 0, '_5656': 42, '_5657': 4, '_5658': 23, '_5659': 9, '_5660': 5, '_5661': 44, '_5662': 42, '_5663': 38, '_5664': 0, '_5665': 16, '_5666': 43, '_5667': 9, '_5668': 38, '_5669': 30, '_5670': 0, '_5671': 0, '_5672': 38, '_5673': 41, '_5674': 42, '_5675': 42, '_5676': 0, '_5677': 42, '_5678': 42, '_5679': 7, '_5680': 37, '_5681': 0, '_5682': 38, '_5683': 42, '_5684': 31, '_5685': 18, '_5686': 102, '_5687': 32, '_5688': 0, '_5689': 40, '_5690': 0, '_5691': 0, '_5692': 32, '_5693': 43, '_5694': 53, '_5695': 42, '_5696': 38, '_5697': 43, '_5698': 5, '_5699': 38, '_5700': 42, '_5701': 42, '_5702': 11, '_5704': 43, '_5705': 43, '_5706': 44, '_5707': 0, '_5708': 42, '_5709': 11, '_5710': 34, '_5711': 5, '_5712': 42, '_5713': 43, '_5714': 8, '_5715': 0, '_5716': 42, '_5717': 44, '_5718': 42, '_5719': 44, '_5720': 0, '_5721': 30, '_5722': 0, '_5723': 42, '_5724': 30, '_5725': 42, '_5726': 4, '_5727': 42, '_5728': 44, '_5729': 38, '_5730': 11, '_5731': 11, '_5732': 40, '_5733': 0, '_5734': 0, '_5735': 23, '_5738': 38, '_5739': 32, '_5740': 42, '_5741': 38, '_5742': 42, '_5743': 38, '_5744': 35, '_5745': 0, '_5746': 38, '_5747': 5, '_5748': 12, 'G۲۱C': 12, '_5749': 34, '_5750': 38, '_5751': 9, '_5752': 103, '_5753': 54, '_5754': 38, '_5755': 1, '_5756': 42, '_5757': 42, '_5758': 42, '_5759': 0, '_5760': 38, '_5761': 16, '_5762': 42, '_5763': 104, '_5764': 18, '_5765': 42, '_5766': 0, '_5767': 42, '_5768': 0, '_5769': 23, '_5770': 34, '_5771': 0, '_5772': 0, '_5773': 4, '_5774': 105, '_5775': 34, '_5776': 106, '_5777': 38, '_5778': 107, '_5779': 54, '_5780': 35, '_5781': 11, '_5782': 42, '_5783': 31, '_5784': 1, '_5785': 34, '_5786': 42, '_5787': 34, '_5788': 42, '_5789': 38, '_5790': 43, '_5791': 0, '_5792': 38, '_5793': 108, '_5794': 38, '_5795': 109, '_5796': 1, '_5797': 42, '_5798': 42, '_5799': 8, 'D۰۱C': 8, '_5800': 47, '_5801': 42, '_5802': 37, '_5803': 18, '_5804': 42, '_5805': 0, '_5806': 44, '_5807': 0, '_5808': 47, '_5809': 32, '_5810': 0, '_5811': 0, '_5812': 42, '_5813': 32, '_5814': 1, '_5815': 0, '_5816': 42, '_5817': 5, '_5818': 34, '_5819': 0, '_5820': 34, '_5821': 110, '_5822': 45, '_5823': 42, '_5824': 30, '_5825': 0, '_5826': 42, '_5827': 42, '_5828': 34, '_5829': 4, '_5830': 23, '_5831': 11, '_5832': 4, '_5833': 42, '_5834': 31, '_5835': 44, '_5836': 111, '_5837': 44, '_5838': 7, '_5839': 4, '_5840': 47, '_5841': 9, '_5842': 38, '_5843': 4, '_5844': 23, '_5845': 1, '_5846': 1, '_5847': 1, '_5848': 38, '_5849': 44, '_5850': 44, '_5851': 38, '_5852': 42, '_5853': 38, '_5854': 8, '_5855': 42, '_5856': 11, '_5857': 8, '_5858': 4, '_5859': 32, '_5860': 0, '_5861': 42, '_5862': 53, '_5863': 0, '_5864': 38, '_5865': 0, '_5866': 5, '_5867': 42, '_5868': 112, '_5869': 42, '_5870': 42, '_5871': 34, '_5872': 42, '_5873': 51, '_5874': 18, '_5875': 38, '_5876': 113, '_5877': 35, '_5878': 38, '_5879': 114, '_5880': 42, '_5881': 42, '_5882': 18, '_5883': 32, '_5884': 37, '_5885': 0, '_5886': 5, '_5887': 0, '_5888': 34, '_5889': 115, '_5890': 0, '_5891': 5, '_5892': 42, '_5893': 42, '_5894': 0, '_5895': 4, '_5896': 34, '_5897': 34, '_5898': 42, '_5899': 51, '_5900': 18, '_5901': 34, '_5902': 0, '_5903': 44, '_5904': 44, '_5905': 42, '_5906': 116, '_5907': 11, '_5908': 1, '_5909': 34, '_5910': 47, '_5911': 38, '_5912': 42, '_5913': 42, '_5914': 11, '_5915': 117, '_5916': 43, '_5917': 0, '_5918': 42, '_5919': 0, '_5920': 118, '_5921': 38, '_5922': 7, '_5923': 0, '_5924': 34, '_5925': 42, '_5926': 42, '_5927': 44, '_5928': 0, '_5929': 43, '_5930': 44, '_5931': 119, '_5932': 1, '_5933': 38, '_5934': 42, '_5935': 42, '_5936': 23, '_5937': 31, '_5938': 120, '_5939': 47, '_5940': 42, '_5941': 18, 'A۴۴B': 18, '_5942': 44, '_5943': 38, '_5944': 11, '_5945': 42, '_5946': 4, '_5947': 42, '_5948': 23, '_5949': 40, '_5950': 0, '_5951': 0, '_5952': 34, '_5953': 11, '_5954': 0, '_5955': 23, '_5956': 1, '_5957': 40, '_5958': 38, '_5960': 1, '_5961': 0, '_5962': 11, '_5963': 0, '_5964': 42, '_5965': 53, '_5966': 11, '_5967': 0, '_5968': 0, '_5969': 34, '_5970': 42, '_5971': 43, '_5972': 30, '_5973': 51, '_5974': 0, '_5975': 42, '_5976': 40, '_5977': 0, '_5978': 42, '_5979': 44, '_5980': 42, '_5981': 121, '_5982': 38, '_5983': 122, '_5984': 42, '_5985': 8, '_5986': 0, '_5987': 38, '_5988': 4, '_5989': 0, '_5990': 42, '_5991': 42, '_5992': 35, '_5993': 0, '_5994': 0, '_5995': 0, '_5996': 44, '_5997': 42, '_5998': 0, '_5999': 0}\n"
     ]
    }
   ],
   "source": [
    "from community import community_louvain\n",
    "communities =community_louvain.best_partition(g)\n",
    "print(communities)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "a = nx.to_numpy_matrix(g, dtype=int)\n",
    "a = np.asarray(a)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\numpy\\lib\\function_base.py:3183: RuntimeWarning: invalid value encountered in true_divide\n",
      "  c /= stddev[:, None]\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\numpy\\lib\\function_base.py:3184: RuntimeWarning: invalid value encountered in true_divide\n",
      "  c /= stddev[None, :]\n"
     ]
    },
    {
     "ename": "NameError",
     "evalue": "name 'spt' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-59-e50cae5e1a0c>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[0;32m     19\u001b[0m     \u001b[0max\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mset_title\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'Cosine Dist.'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     20\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msavefig\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"g:gMatrix.png\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 21\u001b[1;33m \u001b[0mplotDist\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0ma\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m<ipython-input-59-e50cae5e1a0c>\u001b[0m in \u001b[0;36mplotDist\u001b[1;34m(a)\u001b[0m\n\u001b[0;32m      9\u001b[0m     \u001b[0max\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mset_title\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'Correlation coeff.'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     10\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 11\u001b[1;33m     \u001b[0mdVec\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mspt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdistance\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpdist\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0ma\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmetric\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m'euclidean'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     12\u001b[0m     \u001b[0mD\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mspt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdistance\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msquareform\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdVec\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     13\u001b[0m     \u001b[0max\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mimshow\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mD\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcmap\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m'Greys'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0minterpolation\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m'None'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mNameError\u001b[0m: name 'spt' is not defined"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.figure.Figure at 0x262d8f6b978>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x262d8f6bd30>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def plotDist(a):\n",
    "    \n",
    "    f, ax = plt.subplots(2, 2, figsize=(8,8))\n",
    "    ax[0, 0].imshow(a, cmap = 'Greys', interpolation = 'None')\n",
    "    ax[0, 0].set_title('Adjacency Matrix')\n",
    "    \n",
    "    D = np.corrcoef(a)\n",
    "    ax[1, 0].imshow(D, cmap = 'Greys', interpolation = 'None')\n",
    "    ax[1, 0].set_title('Correlation coeff.')\n",
    "    \n",
    "    dVec = spt.distance.pdist(a, metric = 'euclidean')\n",
    "    D = spt.distance.squareform(dVec)\n",
    "    ax[0, 1].imshow(D, cmap = 'Greys', interpolation = 'None')\n",
    "    ax[0, 1].set_title('Euclidean Dist.')\n",
    "    \n",
    "    dVec = spt.distance.pdist(a, metric = 'cosine')\n",
    "    D = spt.distance.squareform(dVec)\n",
    "    ax[1, 1].imshow(D, cmap = 'Greys', interpolation = 'None')\n",
    "    ax[1, 1].set_title('Cosine Dist.')\n",
    "plt.savefig(\"g:gMatrix.png\")\n",
    "plotDist(a)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [],
   "source": [
    "import community\n",
    "communities = community.best_partition(g)\n",
    "nx.set_node_attributes(g, communities, 'modularity')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Class 0: ['_0', 'C۰۲F', 'B۰۱D', '_16', 'B۰۳', 'B۰۳D', '_21', 'C۰۷B', '_24', 'C۰۱', 'C۰۱G', '_27', '_28', '_31', 'B۸۲Y', '_32', '_37', '_39', '_42', 'B۰۱J', '_45', '_75', 'C۰۷C', '_80', 'C۰۱B', '_83', '_84', 'C۰۸G', '_93', 'C۲۵B', '_120', 'D۰۱F', '_125', '_128', 'C۲۲B', '_138', '_156', '_158', '_166', 'C۰۱F', '_195', '_197', '_206', '_213', 'C۱۰', 'C۱۰G', '_216', '_218', '_219', 'C۰۱C', '_220', '_221', '_249', '_255', '_264', '_273', '_278', '_295', '_308', '_316', '_326', '_327', 'C۱۰L', '_340', '_354', '_387', '_390', '_392', '_400', 'C۰۷F', '_405', '_406', '_420', '_422', '_432', 'C۳۰', 'C۳۰B', '_447', '_448', '_449', '_467', '_498', '_514', '_517', 'B۰۱B', '_519', '_520', '_528', '_533', '_539', '_548', '_578', '_591', '_600', '_618', '_621', '_627', '_630', '_635', '_639', '_640', '_661', '_666', '_667', '_685', 'B۰۵D', '_687', '_700', '_706', '_714', 'B۸۲B', '_722', '_733', '_734', '_739', '_743', '_747', '_755', 'C۰۱D', '_757', '_760', '_782', '_799', '_800', '_809', '_811', '_814', '_817', '_818', '_832', '_857', '_878', '_880', '_890', '_907', '_908', '_916', '_921', '_926', '_929', '_930', '_948', 'B۰۴B', '_958', '_972', '_973', '_995', '_1002', '_1016', '_1017', '_1025', '_1037', 'C۰۸B', '_1048', '_1059', '_1067', '_1080', '_1093', '_1108', '_1109', '_1110', '_1143', '_1168', '_1182', '_1191', '_1201', '_1202', '_1203', '_1212', '_1234', '_1271', '_1276', 'C۱۰C', '_1307', '_1308', '_1335', '_1365', '_1366', '_1404', '_1427', '_1446', '_1447', '_1451', '_1453', '_1461', '_1468', '_1506', '_1511', '_1513', '_1532', '_1533', '_1545', '_1547', '_1553', '_1561', '_1569', '_1572', '_1581', '_1592', '_1593', '_1602', '_1616', '_1621', '_1622', 'C۱۰M', '_1627', '_1635', '_1650', 'G۲۱B', '_1657', '_1658', '_1659', '_1660', '_1673', '_1682', '_1687', '_1724', '_1729', '_1740', '_1746', '_1752', '_1753', '_1754', '_1757', '_1766', '_1767', '_1792', '_1793', '_1794', '_1808', '_1812', '_1818', '_1819', '_1859', '_1865', '_1882', '_1886', '_1889', '_1894', '_1902', '_1904', '_1914', '_1915', '_1944', '_1949', '_1954', '_1955', '_1957', '_1958', '_1966', '_1976', '_1980', '_1983', '_1995', '_2002', '_2016', '_2040', '_2045', '_2055', '_2063', '_2071', 'D۰۴C', '_2077', '_2080', '_2084', '_2086', '_2089', '_2090', '_2091', '_2107', '_2123', '_2125', '_2139', '_2146', '_2152', '_2165', '_2175', '_2201', '_2214', '_2229', '_2245', '_2252', '_2260', '_2268', '_2269', '_2277', '_2280', '_2312', '_2321', '_2336', '_2346', '_2356', '_2360', '_2370', '_2376', '_2381', '_2382', '_2388', '_2399', '_2413', '_2418', '_2435', '_2436', '_2445', '_2456', '_2477', '_2492', '_2493', '_2509', '_2523', '_2528', '_2535', '_2539', '_2545', '_2548', '_2556', '_2557', '_2575', '_2578', '_2579', '_2582', '_2588', 'C۴۰', 'C۴۰B', '_2609', '_2614', '_2615', '_2618', '_2623', '_2626', '_2632', '_2642', '_2653', '_2654', '_2655', '_2656', '_2672', '_2675', '_2683', '_2690', '_2702', '_2703', '_2704', '_2706', '_2710', '_2713', '_2725', '_2727', '_2728', '_2743', '_2759', '_2780', '_2797', '_2801', '_2806', '_2831', '_2832', '_2833', '_2834', '_2835', '_2839', '_2840', '_2841', '_2842', '_2848', '_2861', '_2869', '_2870', '_2876', '_2881', '_2883', '_2887', '_2889', '_2904', '_2906', '_2916', '_2928', '_2937', '_2942', '_2943', '_2944', '_2951', '_2958', '_2967', '_2981', '_3009', '_3010', '_3033', '_3036', '_3068', '_3080', '_3087', '_3100', '_3105', '_3109', '_3110', '_3124', '_3125', '_3137', '_3143', '_3147', '_3149', '_3150', 'C۱۰N', '_3178', '_3195', '_3221', '_3241', '_3245', '_3248', '_3258', '_3262', '_3266', '_3267', '_3268', '_3275', '_3277', '_3279', '_3311', '_3318', '_3322', '_3326', '_3329', '_3336', '_3340', '_3354', '_3361', '_3371', '_3402', '_3422', '_3429', '_3433', '_3441', '_3446', '_3450', '_3473', '_3482', '_3483', '_3498', '_3510', '_3512', '_3514', '_3518', '_3538', '_3541', '_3563', '_3567', '_3569', '_3577', '_3601', '_3610', '_3666', '_3702', '_3725', '_3730', '_3749', '_3781', '_3798', '_3804', '_3805', '_3806', '_3807', '_3808', '_3819', '_3820', '_3840', '_3848', '_3855', '_3874', '_3876', '_3878', '_3889', '_3893', '_3894', '_3895', '_3896', '_3897', '_3898', '_3900', '_3903', '_3906', '_3925', '_3955', '_3959', '_3961', '_3987', '_3996', '_4000', '_4003', '_4008', '_4022', '_4023', '_4046', '_4053', '_4062', '_4065', '_4072', '_4080', '_4094', '_4096', '_4150', '_4152', '_4162', '_4165', '_4168', '_4171', '_4180', '_4208', '_4209', '_4211', '_4232', '_4250', '_4271', '_4274', '_4286', '_4288', '_4291', '_4299', '_4315', '_4319', '_4324', '_4326', '_4328', '_4344', '_4347', '_4355', '_4364', '_4366', '_4376', '_4385', '_4389', '_4410', '_4420', '_4423', '_4429', '_4440', '_4442', '_4447', '_4451', '_4464', '_4468', '_4469', '_4472', '_4491', '_4521', '_4523', '_4528', '_4530', '_4531', '_4534', '_4537', '_4546', '_4549', '_4550', '_4569', '_4575', '_4576', '_4585', '_4589', '_4592', '_4598', '_4600', '_4609', '_4618', '_4638', '_4639', '_4651', '_4658', '_4665', '_4667', 'G۰۳C', '_4672', '_4673', '_4674', '_4681', '_4688', '_4694', '_4703', '_4706', '_4709', '_4713', '_4728', '_4739', '_4740', '_4755', '_4760', '_4763', '_4772', '_4778', '_4781', '_4804', '_4809', '_4849', '_4850', '_4855', '_4862', '_4869', '_4870', '_4871', '_4880', '_4893', '_4897', '_4918', '_4924', '_4925', '_4932', '_4934', '_4938', '_4944', '_4948', '_4958', '_4971', '_4977', '_4982', '_4991', '_4996', '_4998', '_5005', '_5007', '_5015', '_5022', '_5030', '_5034', '_5041', '_5045', '_5050', '_5051', '_5061', '_5069', '_5070', '_5071', '_5072', '_5082', '_5095', '_5103', '_5107', '_5110', '_5121', '_5122', '_5129', '_5139', '_5145', '_5146', '_5149', '_5151', '_5155', '_5159', '_5171', '_5181', '_5183', '_5186', '_5187', '_5188', '_5189', '_5191', '_5193', '_5194', '_5210', '_5214', '_5219', '_5223', '_5227', '_5238', '_5240', '_5244', '_5247', '_5249', '_5258', '_5259', '_5277', '_5279', '_5280', '_5282', '_5283', '_5284', '_5288', '_5295', '_5307', '_5315', '_5319', '_5321', '_5330', '_5337', '_5357', '_5367', '_5368', '_5370', '_5380', '_5384', '_5389', '_5407', '_5408', '_5416', '_5419', '_5438', '_5448', '_5452', '_5457', '_5458', '_5477', '_5480', '_5488', '_5491', '_5493', '_5498', '_5502', '_5504', 'H۰۱C', '_5505', '_5506', '_5508', '_5510', '_5516', '_5517', '_5534', '_5538', '_5546', '_5549', '_5556', '_5557', '_5562', '_5587', '_5590', '_5593', '_5599', '_5608', '_5611', '_5630', '_5642', '_5655', '_5664', '_5670', '_5671', '_5676', '_5681', '_5688', '_5690', '_5691', '_5707', '_5715', '_5720', '_5722', '_5733', '_5734', '_5745', '_5759', '_5766', '_5768', '_5771', '_5772', '_5791', '_5805', '_5807', '_5810', '_5811', '_5815', '_5819', '_5825', '_5860', '_5863', '_5865', '_5885', '_5887', '_5890', '_5894', '_5902', '_5917', '_5919', '_5923', '_5928', '_5950', '_5951', '_5954', '_5961', '_5963', '_5967', '_5968', '_5974', '_5977', '_5986', '_5989', '_5993', '_5994', '_5995', '_5998', '_5999']\n",
      "Class 1: ['C', 'C۰۲', '_14', 'C۰۴', 'C۰۴B', '_17', 'B۲۹B', '_30', 'C۰۸', 'C۰۸K', '_41', 'C۰۸F', '_55', '_57', 'C۰۸L', '_64', '_86', '_98', 'C۰۹', '_127', 'C۰۸J', '_134', '_139', '_140', 'C۰۹D', '_149', 'B۲۹C', '_152', 'B۳۲B', '_162', '_167', '_184', '_185', 'E۰۱C', '_189', 'C۰۸C', '_201', 'C۰۹B', '_202', '_212', '_215', '_217', '_239', '_245', 'C۰۳', 'C۰۳C', '_275', '_277', 'C۲۳', '_284', '_286', '_287', '_317', '_334', '_418', '_428', 'C۰۳B', '_440', '_468', '_475', '_488', '_550', 'C۰۹G', '_553', '_570', '_599', '_601', '_606', '_613', '_624', '_651', '_654', '_655', 'D۰۶M', 'D۰۶P', '_762', '_785', '_815', '_821', '_847', '_853', '_856', '_858', '_896', '_900', '_901', 'C۰۹H', '_902', '_955', '_971', '_974', '_975', '_978', '_993', '_1001', '_1046', '_1050', '_1112', '_1141', '_1171', '_1198', '_1206', '_1221', 'C۱۳', 'C۱۳K', '_1266', '_1294', '_1301', '_1315', '_1317', '_1321', '_1329', '_1330', '_1343', '_1352', '_1357', '_1385', '_1386', '_1394', '_1403', '_1418', '_1419', '_1437', '_1473', '_1478', '_1521', '_1558', '_1603', '_1612', '_1623', '_1649', 'C۰۸H', '_1749', '_1751', '_1772', '_1781', '_1782', '_1816', 'C۲۳F', '_1821', '_1837', '_1864', '_1877', '_1929', '_1950', '_1963', '_1968', '_1989', '_2003', '_2032', '_2051', '_2087', '_2092', '_2100', '_2115', '_2130', '_2147', '_2153', '_2156', '_2185', '_2215', 'C۱۴', 'C۱۴C', '_2224', '_2251', '_2263', '_2281', '_2294', 'C۰۹F', '_2308', '_2322', '_2337', '_2338', '_2351', 'C۰۹C', '_2390', '_2407', '_2434', '_2462', '_2495', '_2505', '_2533', '_2547', '_2571', '_2580', '_2595', '_2597', '_2617', '_2633', '_2697', '_2698', '_2712', '_2723', '_2761', '_2804', '_2843', '_2852', '_2878', '_2896', '_2921', '_2930', 'C۱۳B', '_2975', '_2984', '_3001', '_3043', '_3063', '_3065', '_3084', '_3088', '_3096', '_3097', '_3099', '_3102', '_3104', '_3117', '_3119', '_3129', '_3144', '_3192', '_3196', '_3204', '_3210', '_3214', '_3255', 'C۲۳G', '_3320', '_3325', '_3327', '_3334', '_3335', '_3349', '_3363', '_3378', '_3391', '_3401', '_3448', '_3513', '_3589', '_3591', '_3605', '_3636', '_3646', '_3683', '_3705', '_3718', '_3722', '_3750', '_3761', '_3772', '_3797', '_3812', '_3822', '_3835', '_3842', '_3856', '_3892', '_3908', '_3939', '_3944', '_3953', '_4039', '_4049', '_4054', '_4057', '_4090', '_4111', '_4158', '_4163', '_4164', '_4185', '_4192', '_4237', '_4242', '_4244', '_4251', '_4252', '_4277', '_4283', '_4325', '_4327', '_4402', '_4438', '_4467', '_4553', '_4557', '_4616', '_4650', '_4675', '_4678', '_4686', '_4695', '_4749', '_4753', '_4787', '_4832', '_4837', '_4853', '_4886', '_4890', '_4921', '_4923', '_4959', '_4988', '_5157', '_5199', '_5221', '_5455', '_5463', '_5509', '_5644', '_5755', '_5784', '_5796', '_5814', '_5845', '_5846', '_5847', '_5908', '_5932', '_5956', '_5960']\n",
      "Class 4: ['F', '_4', 'F۲۴', 'F۲۴D', '_20', 'F۲۵', 'F۲۵D', '_59', 'F۴۲', 'F۴۲B', 'F۲۶', '_122', 'F۲۲', 'F۲۲G', '_154', 'F۲۴B', '_258', 'F۲۴F', '_265', 'F۲۴H', '_310', '_377', 'F۲۷', 'F۲۷B', '_414', '_424', 'F۰۱K', '_439', 'F۲۵B', '_582', '_590', 'F۲۵J', '_625', 'F۲۱', 'F۲۱S', '_673', 'F۲۴S', '_703', '_720', 'F۲۲D', '_738', '_740', 'F۲۵C', '_759', '_766', '_773', '_784', '_793', '_804', 'F۲۴J', '_813', '_841', '_899', 'F۲۲B', '_939', '_940', '_945', '_949', '_992', '_1116', '_1165', '_1238', '_1348', '_1364', '_1407', '_1459', '_1487', '_1578', '_1609', '_1614', '_1625', '_1671', '_1690', '_1769', '_1784', '_1832', '_1851', '_1890', '_1892', '_1905', '_1935', '_1939', '_2186', '_2194', '_2222', '_2271', '_2301', '_2315', '_2361', '_2410', '_2422', '_2424', '_2459', '_2480', '_2540', '_2640', '_2644', '_2645', '_2669', '_2701', '_2845', '_2874', '_2934', '_2961', '_2988', '_3059', '_3062', '_3095', '_3098', '_3188', '_3194', '_3201', '_3271', '_3272', '_3296', '_3368', '_3383', '_3525', '_3613', '_3617', 'F۲۱W', '_3744', '_3833', 'F۲۱H', '_3867', '_3873', '_3930', '_4014', '_4043', '_4068', '_4073', '_4088', '_4098', '_4160', '_4314', '_4323', '_4365', '_4435', '_4474', '_4502', '_4505', '_4512', 'F۲۱L', '_4556', '_4563', '_4571', '_4579', '_4599', '_4745', '_4790', '_4914', '_4999', '_5010', '_5055', '_5086', '_5180', '_5197', '_5269', '_5276', '_5285', '_5314', '_5343', '_5351', '_5353', '_5391', '_5420', '_5425', '_5512', '_5513', '_5533', '_5568', '_5606', 'F۲۱K', '_5653', '_5657', '_5726', '_5773', '_5829', '_5832', '_5839', '_5843', '_5858', '_5895', '_5946', '_5988']\n",
      "Class 5: ['B', 'B۸۲', 'B۰۸', '_71', 'B۶۳', 'B۶۳B', 'B۲۸', '_99', 'B۳۲', '_153', 'B۲۸D', '_164', 'B۶۳H', '_228', 'B۰۵', 'B۰۵C', '_246', 'B۴۳', 'B۴۳K', '_260', '_357', 'D۰۶B', '_373', 'B۴۳L', 'B۲۴', '_551', 'B۲۸B', '_568', 'B۶۷', 'B۶۷D', '_664', 'B۳۱', 'B۳۱B', 'B۴۱', 'B۴۱F', '_690', 'B۴۱K', '_732', 'B۰۵B', '_751', '_792', 'B۰۳C', '_824', 'B۳۳', 'B۳۳Y', '_835', 'B۶۷B', '_882', '_905', 'B۰۴', '_1084', 'C۰۹J', '_1129', 'B۲۷', 'B۲۷K', '_1205', '_1211', 'F۰۲D', 'B۴۱L', '_1227', '_1237', 'B۴۱B', '_1243', 'B۲۷L', '_1268', 'B۶۳C', '_1270', '_1298', 'B۲۷C', 'B۶۸', 'B۶۸F', '_1338', '_1450', '_1467', 'B۰۹', 'B۰۹B', '_1480', '_1488', '_1722', '_1822', '_1869', '_1871', 'B۶۳G', '_2018', '_2046', 'B۲۱C', '_2075', '_2093', '_2129', '_2162', '_2195', '_2242', '_2259', '_2261', 'B۳۰', 'B۳۰B', '_2352', '_2537', '_2596', 'B۰۴C', '_2637', '_2677', '_2686', '_2749', '_2812', '_2825', '_2912', '_2924', '_2946', '_2968', '_2971', '_2990', '_3066', '_3148', 'B۳۱D', '_3240', '_3350', '_3396', '_3495', '_3526', '_3551', 'B۲۴C', '_3557', '_3570', '_3611', '_3641', '_3721', '_3743', '_3766', '_3782', '_3803', '_3815', '_3916', 'B۲۷N', '_4001', '_4031', '_4042', '_4055', '_4136', 'B۳۱C', '_4161', '_4238', '_4352', '_4354', '_4363', '_4369', '_4470', 'B۲۷H', '_4721', 'B۲۷B', '_4759', '_4768', '_4980', '_5077', '_5080', '_5220', 'B۲۷G', '_5237', '_5475', '_5660', '_5698', '_5711', '_5747', '_5817', '_5866', '_5886', '_5891']\n",
      "Class 7: ['B۰۱', '_5', 'A۶۱K', 'C۱۲', 'C۱۲N', 'A۶۱P', '_6', '_13', 'C۱۲M', 'C۰۷', 'C۰۷D', '_23', '_29', '_47', '_56', 'A۰۱N', '_58', '_76', '_89', '_90', 'A۶۱Q', '_115', '_116', '_119', '_131', '_132', '_133', '_142', '_147', '_150', 'C۱۲Q', '_155', '_163', '_171', '_179', '_180', '_182', '_186', '_196', '_224', '_225', '_227', '_231', '_234', '_235', '_236', 'C۰۷K', '_238', '_257', '_276', '_280', '_291', '_296', '_298', '_311', '_320', '_328', 'C۱۲P', '_330', '_332', '_336', '_349', '_355', '_367', '_386', '_393', '_396', '_401', '_412', '_419', '_421', '_429', '_433', '_436', '_443', '_450', '_455', '_456', '_461', '_472', '_482', '_484', 'A۰۱H', '_505', '_522', '_523', '_534', '_537', '_543', '_544', '_545', '_546', '_552', 'A۰۱P', '_567', '_577', '_583', '_595', '_605', '_609', '_619', '_620', '_628', '_634', '_636', '_637', '_644', '_650', '_681', '_684', '_695', '_717', '_719', '_726', '_744', '_763', '_764', '_780', '_781', '_783', '_786', '_789', '_790', '_806', 'B۰۱L', '_826', '_842', '_883', '_897', '_906', '_918', '_925', '_927', '_931', '_932', '_951', '_953', '_968', '_970', '_982', '_991', '_1005', '_1006', '_1014', '_1028', '_1035', '_1041', '_1043', '_1047', '_1054', '_1058', '_1065', '_1071', '_1076', '_1085', '_1088', '_1089', '_1101', 'C۱۲R', '_1102', '_1121', '_1152', '_1157', '_1159', '_1161', '_1169', '_1176', '_1183', '_1184', '_1219', '_1220', 'C۰۷H', '_1222', '_1230', '_1233', '_1252', '_1258', '_1269', '_1278', '_1282', '_1290', '_1309', '_1331', '_1373', '_1377', '_1389', '_1397', '_1398', '_1399', '_1420', '_1423', '_1428', '_1429', '_1449', '_1455', '_1476', 'C۰۷J', '_1503', '_1510', '_1512', '_1523', '_1531', '_1543', '_1544', '_1546', '_1554', '_1562', '_1564', '_1574', '_1580', '_1583', '_1587', '_1588', '_1598', '_1620', '_1626', '_1631', '_1634', '_1636', '_1640', '_1651', '_1667', '_1668', '_1669', '_1670', '_1678', '_1696', '_1702', '_1706', '_1733', '_1734', '_1745', '_1762', '_1777', '_1798', '_1801', '_1811', '_1830', '_1834', '_1841', '_1849', '_1854', '_1858', '_1873', '_1881', '_1888', '_1916', '_1920', '_1941', '_1945', '_1956', '_1967', '_1969', '_1978', '_1997', '_2008', '_2015', '_2022', '_2027', '_2029', '_2049', '_2061', '_2069', '_2078', '_2079', '_2085', '_2097', '_2105', '_2106', '_2109', '_2126', '_2127', '_2136', '_2149', '_2161', '_2166', '_2173', '_2178', '_2188', '_2230', '_2243', '_2246', '_2253', '_2254', '_2287', '_2289', '_2295', '_2302', '_2353', '_2354', '_2358', '_2359', '_2362', '_2367', '_2375', '_2393', '_2398', '_2429', '_2431', '_2432', '_2443', '_2446', '_2466', '_2475', '_2476', '_2486', '_2487', '_2501', '_2504', '_2511', '_2521', '_2531', '_2550', '_2552', '_2587', '_2608', '_2624', '_2662', '_2664', '_2666', '_2679', '_2705', '_2708', '_2709', '_2734', '_2762', '_2764', '_2770', '_2805', '_2813', '_2857', '_2860', '_2877', '_2880', '_2890', '_2891', '_2915', '_2918', '_2923', '_2962', '_2969', '_2972', '_3000', '_3021', '_3025', '_3039', 'C۱۲G', '_3045', '_3055', '_3075', '_3081', '_3083', '_3085', '_3111', '_3132', '_3135', '_3163', '_3165', '_3177', '_3179', '_3186', '_3187', '_3197', '_3199', '_3206', '_3215', '_3217', '_3223', '_3227', '_3233', '_3234', '_3236', '_3264', '_3282', '_3285', '_3291', '_3310', '_3315', '_3394', '_3403', '_3416', '_3418', '_3424', '_3437', '_3462', '_3463', '_3468', '_3484', '_3491', '_3493', '_3497', '_3504', '_3505', '_3508', '_3509', '_3536', '_3542', '_3548', '_3549', '_3552', '_3560', '_3586', '_3594', '_3597', '_3603', '_3615', '_3616', '_3620', '_3623', '_3625', '_3647', '_3648', '_3667', '_3677', '_3685', '_3693', '_3710', '_3714', '_3716', '_3719', '_3724', '_3728', '_3731', '_3753', '_3765', '_3788', '_3789', 'C۱۲H', '_3794', '_3799', '_3800', '_3821', '_3853', '_3880', '_3881', '_3904', '_3912', '_3917', '_3918', '_3960', '_3962', '_3963', '_3965', '_4002', '_4004', '_4019', '_4034', '_4041', '_4045', '_4102', '_4103', '_4104', '_4107', '_4145', '_4156', '_4173', '_4175', '_4183', '_4187', '_4195', '_4205', '_4223', '_4234', '_4258', '_4264', '_4302', '_4318', '_4332', '_4333', '_4339', '_4377', '_4392', '_4403', '_4408', '_4411', 'C۱۲C', '_4421', '_4425', '_4454', '_4462', '_4485', '_4509', '_4527', '_4567', '_4604', '_4612', '_4619', '_4633', '_4654', '_4708', '_4714', '_4726', '_4747', '_4754', '_4770', '_4816', '_4829', '_4830', '_4835', '_4846', '_4858', '_4861', '_4866', '_4878', '_4935', '_4937', '_4968', '_4985', '_4987', '_5026', '_5048', '_5109', '_5131', '_5135', '_5144', '_5264', '_5275', '_5299', '_5312', '_5349', '_5350', '_5369', '_5387', '_5436', '_5450', '_5472', '_5496', '_5564', '_5565', '_5601', '_5617', '_5679', '_5838', '_5922']\n",
      "Class 8: ['D', '_48', 'D۰۶', 'D۰۶F', '_60', '_61', '_68', 'A۴۷L', 'D۰۱', 'E۰۱', '_333', '_335', 'D۰۶H', '_342', '_536', 'D۲۱', 'D۲۱H', '_641', 'D۰۳', 'D۰۳D', '_653', '_770', '_862', 'D۰۴', '_1003', 'D۲۱F', '_1032', '_1040', '_1150', '_1328', 'D۲۱C', '_1333', '_1370', '_1393', 'D۰۶N', '_1411', '_1542', '_1565', '_1638', '_1674', 'E۰۱H', '_1686', 'D۰۶C', '_1704', 'E۰۱D', '_1786', '_1789', '_1838', 'D۲۱B', '_2007', '_2060', '_2167', '_2311', '_2341', '_2347', '_2406', 'H۰۱G', '_2494', '_2527', 'D۰۱H', '_2627', 'D۰۵', 'D۰۵C', '_2629', '_2670', 'D۰۵B', '_2751', '_2940', '_2948', '_2987', '_2992', 'D۰۶G', '_3012', '_3209', 'E۰۱B', '_3211', '_3228', '_3239', '_3346', '_3366', '_3511', 'D۰۱B', '_3582', '_3635', 'D۰۳C', '_3830', '_3910', 'D۰۴D', '_3914', '_4179', '_4309', '_4310', '_4415', '_4559', '_4565', '_4697', '_4700', '_4733', '_4775', '_4884', '_4949', '_5013', '_5143', '_5211', '_5241', '_5253', '_5339', '_5354', '_5586', '_5646', '_5714', '_5799', 'D۰۱C', '_5854', '_5857', '_5985']\n",
      "Class 9: ['_1', 'F۰۳', 'F۰۳D', '_3', '_43', 'F۱۶J', '_52', 'F۱۶H', '_103', '_104', '_105', 'F۰۲', 'F۰۲F', '_135', 'F۰۱', 'F۰۱L', '_137', '_165', 'B۶۲', 'B۶۲M', 'B۶۲H', 'B۶۲J', '_176', 'B۰۶', 'B۰۶B', '_178', 'F۰۲B', '_229', 'F۰۲C', '_233', 'B۰۲', 'B۰۲C', '_237', 'B۶۲D', '_271', 'F۰۱D', 'B۸۱', 'B۸۱B', '_360', '_409', 'A۶۲D', '_445', 'F۰۳B', '_500', 'F۰۴', 'F۰۴F', '_510', '_527', '_563', '_612', 'H۰۲N', '_675', '_692', 'F۰۳G', '_765', 'B۶۲B', '_771', 'F۱۶C', '_776', '_810', '_825', '_855', 'E۰۱F', '_866', '_911', '_964', '_1029', '_1068', 'F۰۴D', '_1091', '_1145', 'F۰۴C', '_1193', '_1235', '_1249', '_1265', '_1300', '_1311', '_1323', '_1326', '_1359', '_1439', '_1469', '_1529', 'F۰۱P', '_1540', '_1662', 'F۰۲M', '_1664', '_1666', 'B۰۲B', '_1685', '_1689', '_1712', 'F۰۱M', '_1760', '_1824', 'F۰۱C', '_1863', '_1874', '_1880', '_1919', '_1925', '_1938', '_1972', 'F۰۳C', '_1975', 'F۰۲N', '_1992', '_2004', '_2010', 'H۰۳L', '_2020', 'B۸۱C', '_2073', '_2074', '_2096', '_2116', '_2148', '_2171', '_2199', '_2213', '_2234', '_2285', '_2343', '_2372', '_2380', '_2401', '_2455', '_2484', '_2499', 'F۰۳H', '_2525', '_2543', '_2544', '_2585', '_2598', '_2613', '_2673', '_2693', '_2719', '_2741', '_2742', '_2753', '_2850', '_2851', '_2885', '_2932', '_3028', '_3089', '_3116', '_3118', '_3122', '_3134', '_3136', '_3152', '_3200', '_3207', '_3280', '_3309', '_3372', '_3379', '_3392', '_3419', 'F۰۲K', '_3430', '_3455', '_3503', '_3516', '_3543', '_3593', '_3598', '_3619', '_3692', '_3717', '_3720', '_3737', '_3784', '_3845', '_3924', '_3927', '_3976', '_3977', '_3982', '_3990', '_4047', '_4051', '_4060', '_4069', '_4070', '_4091', '_4097', '_4154', '_4230', '_4240', '_4255', '_4346', '_4387', '_4445', '_4487', '_4536', '_4544', '_4570', '_4640', '_4773', '_4823', '_4927', '_4981', '_5003', '_5132', '_5154', '_5192', '_5239', '_5305', '_5341', '_5439', '_5453', '_5469', '_5478', '_5520', '_5526', '_5659', '_5667', '_5751', '_5841']\n",
      "Class 11: ['_2', 'G۰۶', 'G۰۶K', 'G۰۷F', 'A۶۱', '_18', 'G۰۶T', '_34', 'A۶۱N', '_35', 'A۶۱B', 'H۰۵', '_108', 'A۶۱D', 'G۰۶F', '_118', '_159', 'H۰۱J', '_207', '_208', '_223', '_226', '_297', '_300', 'H۰۵K', '_303', 'G۰۶G', '_315', '_344', 'H۰۵H', '_346', 'G۰۶N', '_369', '_370', '_470', '_476', '_489', '_530', '_560', '_584', 'G۰۶Q', '_588', '_679', '_699', '_711', '_712', '_713', '_730', '_851', '_861', '_865', '_877', '_912', '_915', '_961', '_986', '_1031', '_1034', '_1053', '_1060', '_1086', '_1094', '_1096', '_1099', '_1115', '_1127', '_1134', '_1148', '_1173', '_1185', '_1190', '_1229', '_1236', '_1262', '_1280', '_1297', '_1302', '_1305', '_1313', '_1344', '_1355', '_1387', '_1388', '_1406', '_1415', '_1434', '_1456', '_1505', '_1507', '_1524', '_1530', '_1549', '_1639', '_1679', '_1713', '_1731', '_1764', '_1785', '_1813', '_1845', '_1850', '_1918', '_1922', '_1928', '_1982', '_1999', '_2001', '_2021', '_2048', '_2066', '_2068', '_2070', '_2145', '_2176', '_2209', '_2228', '_2288', '_2292', '_2329', '_2349', '_2371', '_2386', '_2387', '_2397', '_2409', '_2449', '_2451', 'H۰۵G', '_2457', '_2464', '_2469', '_2470', '_2471', '_2496', '_2498', '_2507', '_2518', '_2526', '_2555', '_2603', '_2610', '_2620', '_2625', '_2646', '_2652', '_2687', '_2707', '_2757', '_2787', '_2799', '_2824', '_2830', '_2884', '_2963', '_2966', '_3008', '_3038', '_3128', '_3145', '_3159', '_3164', '_3189', '_3190', '_3226', '_3332', '_3347', '_3365', '_3385', '_3434', '_3444', '_3458', '_3466', '_3471', '_3522', '_3573', '_3590', '_3604', '_3664', '_3668', '_3689', '_3707', '_3709', '_3747', '_3793', '_3810', '_3858', '_3860', '_3885', '_3911', '_3915', '_3926', '_3928', '_3941', '_3973', '_4037', '_4056', '_4085', '_4153', '_4155', '_4169', '_4197', '_4200', '_4221', '_4282', '_4292', '_4343', '_4406', '_4418', '_4426', '_4444', '_4449', '_4450', '_4483', '_4525', '_4558', '_4574', '_4591', '_4593', '_4594', '_4629', '_4660', '_4676', '_4689', '_4705', '_4723', '_4724', '_4732', '_4735', '_4776', '_4794', '_4824', '_4834', '_4881', '_4892', '_4898', '_4913', '_4919', '_4941', '_4945', '_4956', '_4969', '_4984', '_4986', '_5064', '_5075', '_5092', '_5094', '_5102', '_5124', '_5173', '_5174', '_5190', '_5205', '_5225', '_5230', '_5254', '_5266', '_5301', '_5310', '_5328', '_5334', '_5352', '_5355', '_5372', '_5385', '_5401', '_5405', '_5511', '_5574', '_5584', '_5613', '_5614', '_5638', '_5651', '_5702', '_5709', '_5730', '_5731', '_5781', '_5831', '_5856', '_5907', '_5914', '_5944', '_5953', '_5962', '_5966']\n",
      "Class 12: ['G', '_38', 'G۰۱', 'G۰۱N', 'G۰۱D', '_92', 'G۰۱V', '_100', 'E۰۲D', 'C۰۹K', '_110', 'E۲۱B', 'G۰۲', 'G۰۲B', 'G۰۱Q', '_161', '_177', '_191', '_192', 'G۰۱K', '_200', '_222', '_248', '_250', '_251', '_290', '_314', 'G۰۱F', '_362', 'E۰۲B', '_364', '_375', '_391', '_395', 'G۰۱S', '_397', '_403', '_404', '_417', 'G۰۱L', 'G۰۲F', '_477', '_515', '_518', '_524', 'G۰۱J', '_540', 'G۰۱T', '_541', '_569', '_574', '_579', '_586', '_616', '_617', '_626', '_632', '_638', '_652', '_660', '_677', 'F۰۴B', '_688', '_694', '_724', '_725', '_735', '_756', '_758', '_761', '_767', '_808', '_837', '_848', '_860', '_879', '_893', '_898', '_904', '_917', '_967', '_989', '_1000', '_1013', '_1015', '_1018', '_1023', '_1062', '_1064', '_1069', 'G۰۱M', '_1072', 'G۲۱', 'G۲۱G', '_1077', '_1097', '_1117', '_1123', '_1163', 'G۰۱P', '_1164', '_1188', '_1209', '_1210', '_1225', '_1239', '_1279', '_1281', '_1285', '_1286', '_1293', '_1314', '_1316', '_1319', 'G۰۵F', '_1341', '_1346', '_1347', '_1356', '_1374', '_1382', '_1443', '_1457', '_1475', '_1496', '_1497', '_1514', '_1517', '_1539', '_1582', '_1585', '_1606', '_1632', '_1647', '_1715', '_1741', '_1788', '_1791', '_1806', '_1856', '_1876', '_1895', '_1899', '_1901', '_1912', '_1930', '_1973', 'B۲۳H', '_1990', '_1994', '_2013', '_2025', '_2035', '_2050', '_2082', '_2119', '_2160', '_2182', '_2192', '_2193', '_2218', '_2219', '_2238', '_2258', '_2264', '_2276', '_2284', '_2296', '_2300', '_2303', '_2304', '_2309', '_2319', '_2320', '_2331', '_2373', '_2384', 'G۲۱F', '_2389', '_2404', '_2405', '_2417', '_2421', '_2423', '_2439', '_2440', '_2441', '_2444', '_2485', '_2491', '_2559', '_2602', '_2648', '_2658', '_2667', '_2676', '_2678', 'G۱۱', '_2682', '_2694', '_2714', '_2718', '_2758', '_2763', '_2772', '_2822', '_2828', '_2846', '_2871', '_2872', '_2882', '_2897', '_2922', '_2935', '_2938', '_2950', '_2952', '_2960', '_2977', '_2989', '_3026', '_3029', '_3041', '_3064', '_3073', '_3082', '_3108', 'G۰۱H', '_3114', '_3131', '_3141', '_3156', '_3166', '_3173', '_3175', '_3180', '_3219', '_3220', '_3225', '_3253', '_3259', '_3270', '_3278', '_3281', '_3301', '_3313', '_3323', '_3367', '_3369', '_3370', '_3381', '_3405', '_3408', '_3409', '_3415', '_3417', '_3423', '_3436', '_3438', '_3442', '_3453', '_3481', '_3492', '_3530', '_3540', '_3559', '_3602', '_3621', '_3630', '_3638', '_3649', '_3655', '_3691', '_3699', '_3740', '_3763', '_3774', '_3785', '_3841', '_3886', '_3888', '_3890', '_3956', '_3964', '_3971', '_4061', '_4063', '_4066', '_4092', '_4101', '_4133', '_4186', '_4198', '_4206', '_4212', '_4213', '_4246', '_4276', '_4312', '_4372', '_4380', '_4400', '_4412', '_4417', '_4433', '_4478', '_4481', '_4489', '_4496', '_4552', '_4566', '_4603', '_4625', '_4635', '_4636', '_4662', '_4684', '_4702', '_4716', '_4737', '_4820', '_4826', '_4860', '_4904', '_4911', '_4920', '_4950', '_5025', '_5100', '_5118', '_5206', '_5302', '_5364', '_5434', '_5554', '_5569', '_5748', 'G۲۱C']\n",
      "Class 16: ['G۰۷', '_69', 'H۰۴', 'H۰۴W', 'G۰۸', 'G۰۸B', '_106', 'G۰۷C', '_144', 'H۰۴M', '_160', 'G۰۴', 'G۰۴G', 'G۰۴B', '_175', '_187', '_190', '_193', 'B۶۰R', '_204', '_288', 'H۰۴L', '_299', 'E۰۵', 'E۰۵B', '_307', 'G۰۹', '_452', 'G۰۸G', '_504', '_535', '_674', 'G۰۸C', '_737', '_787', '_797', '_816', '_838', '_859', '_984', '_1051', '_1153', '_1179', '_1180', '_1257', '_1312', '_1320', '_1410', '_1460', 'G۰۴F', '_1465', '_1519', '_1586', '_1694', 'G۰۹F', '_1705', '_1758', 'E۰۵G', '_1783', '_1795', '_1807', '_1846', 'G۰۹G', '_1866', '_1867', '_1870', 'H۰۴H', '_1875', '_1887', 'B۲۵D', '_1897', '_1971', '_2009', '_2030', '_2058', '_2095', 'E۰۵D', '_2103', '_2262', '_2273', '_2365', '_2366', 'G۰۷G', '_2408', '_2427', '_2481', '_2502', '_2619', '_2636', '_2773', '_2785', '_2809', '_2939', 'H۰۴R', 'G۰۴C', '_2996', '_3011', '_3051', 'E۰۵C', '_3057', '_3060', '_3094', '_3112', '_3162', '_3212', 'H۰۴J', '_3273', '_3344', '_3359', '_3373', '_3387', '_3447', '_3485', '_3534', '_3554', '_3579', '_3587', '_3688', '_3776', 'H۰۴Q', '_3921', 'H۰۴K', '_4024', '_4038', '_4077', '_4126', '_4229', '_4334', '_4345', '_4359', '_4384', '_4424', '_4577', '_4611', '_4657', '_4800', '_4818', '_4819', '_4907', '_4965', '_4979', '_5021', '_5184', '_5487', '_5665', '_5761']\n",
      "Class 18: ['A', '_8', 'A۰۱', 'A۰۱K', '_10', 'A۲۳', 'A۲۳L', '_11', 'A۲۳K', '_40', '_49', '_65', 'A۲۳B', '_143', 'A۲۳F', '_146', 'A۲۱', 'A۲۱D', 'A۰۱G', '_205', 'A۴۳', '_254', 'A۲۳C', '_256', '_270', 'A۲۳G', '_325', '_331', '_343', '_350', '_356', '_398', '_464', 'A۴۴', 'A۴۴C', '_479', '_483', '_512', 'A۰۱J', '_538', '_585', '_587', '_589', '_602', 'A۴۳D', '_631', '_642', '_659', '_670', '_672', 'A۰۱L', '_805', 'A۲۱C', '_812', '_822', '_830', '_854', '_863', '_864', 'A۲۲', 'A۲۲C', '_869', '_876', '_894', '_919', '_935', 'B۰۱F', '_936', '_942', '_965', '_988', '_997', '_1012', '_1020', '_1030', '_1049', '_1073', '_1092', '_1120', '_1126', '_1136', 'A۲۳J', 'A۰۱M', '_1218', '_1245', '_1272', '_1289', '_1324', '_1332', '_1334', '_1345', '_1367', '_1395', '_1441', '_1454', '_1477', '_1491', '_1495', '_1508', '_1509', '_1525', '_1536', '_1550', '_1551', '_1555', '_1563', '_1567', '_1584', '_1607', '_1608', '_1629', '_1644', '_1653', '_1654', '_1708', '_1711', '_1716', '_1718', '_1736', '_1744', '_1805', '_1852', 'A۲۲B', '_1855', '_1883', 'A۲۳D', '_1893', '_1896', '_1917', '_1970', '_1977', '_1979', '_2017', '_2028', '_2053', '_2081', '_2083', '_2141', '_2164', '_2190', '_2200', '_2220', '_2221', '_2227', '_2270', '_2286', '_2293', '_2324', '_2325', '_2385', '_2414', 'A۲۳P', '_2442', '_2460', '_2515', '_2536', '_2570', '_2599', '_2612', '_2650', '_2651', '_2668', '_2699', '_2732', '_2736', '_2745', '_2747', '_2748', '_2750', '_2771', '_2779', '_2803', '_2807', '_2829', '_2847', '_2853', '_2864', '_2953', '_2965', '_2976', '_3006', '_3046', '_3052', '_3053', '_3061', '_3101', '_3140', '_3170', '_3208', '_3216', '_3218', '_3242', '_3254', '_3261', '_3284', '_3295', '_3299', '_3304', '_3308', '_3312', '_3360', '_3377', '_3414', '_3489', '_3502', '_3607', '_3609', '_3626', '_3642', '_3654', '_3665', '_3687', '_3698', '_3703', '_3712', '_3713', '_3726', '_3727', '_3729', '_3735', '_3756', '_3758', '_3775', '_3783', '_3787', '_3790', '_3825', '_3829', '_3831', '_3832', '_3850', '_3872', '_3887', '_3943', '_3970', '_3980', '_3995', '_4005', '_4017', '_4018', '_4020', '_4026', '_4040', '_4087', '_4132', '_4141', '_4172', '_4178', '_4182', '_4189', '_4193', '_4207', '_4222', '_4235', '_4261', '_4262', '_4305', '_4308', '_4330', '_4335', '_4348', '_4368', '_4398', '_4431', '_4461', '_4466', '_4475', '_4492', '_4538', '_4597', '_4615', '_4649', '_4655', '_4677', '_4722', '_4766', '_4774', '_4777', '_4843', '_4888', '_4896', '_4916', '_4943', '_4967', '_5014', '_5027', '_5029', '_5037', '_5105', '_5108', '_5162', '_5246', '_5248', '_5257', '_5261', '_5297', '_5358', '_5399', '_5412', '_5454', '_5466', '_5486', '_5489', '_5563', '_5607', '_5621', '_5685', '_5764', '_5803', '_5874', '_5882', '_5900', '_5941', 'A۴۴B']\n",
      "Class 21: ['_7', 'C۰۵', 'C۰۵F', '_25', '_451', 'C۰۵D', '_1288', 'C۰۵G', '_1684', '_1701', '_1748', '_1750', '_2102', 'C۰۵B', '_2488', '_2724', '_2910', '_2954', '_3222', '_3328', '_3571', '_4010', '_4076', '_4578', '_4646', '_4734', '_4765', '_4876', '_4952', 'C۰۵C', '_5079', '_5215', '_5217', '_5262', '_5273', '_5274', '_5519']\n",
      "Class 23: ['_9', 'A۰۱D', 'B۶۵', '_81', 'G۰۷D', '_101', 'B۶۵G', 'G۰۱C', '_112', '_123', 'A۰۱C', '_148', 'A۰۱B', '_214', '_294', '_302', '_359', 'B۶۵B', 'B۶۵H', '_426', '_521', 'A۴۷G', '_532', '_565', '_662', '_665', '_696', '_709', '_710', '_807', 'B۶۵F', '_831', '_833', '_885', '_886', '_954', '_963', '_1021', '_1024', '_1027', '_1147', '_1240', '_1241', '_1242', '_1292', 'B۶۵C', '_1295', '_1327', '_1360', '_1421', '_1471', '_1472', '_1493', '_1641', '_1642', '_1643', '_1680', '_1698', '_1771', '_1799', '_1847', '_1879', '_1911', '_1943', '_1964', '_2005', '_2011', '_2012', '_2072', '_2239', '_2274', '_2453', '_2489', '_2534', '_2600', '_2621', '_2665', '_2671', '_2685', '_2784', '_2814', '_2903', '_2926', '_2995', '_3004', '_3014', '_3032', '_3071', '_3121', '_3123', '_3160', '_3232', '_3257', '_3288', '_3297', '_3357', '_3376', '_3395', '_3397', '_3421', '_3496', '_3528', '_3553', '_3754', '_3792', '_3795', '_3865', '_3942', '_3945', '_3979', '_4013', '_4075', '_4105', '_4134', '_4135', '_4144', '_4390', '_4422', '_4441', '_4463', '_4480', '_4543', '_4561', '_4645', '_4669', '_4696', '_4707', '_4761', '_4783', '_4801', '_4807', '_4814', '_4831', 'B۳۱F', '_4978', '_5004', '_5046', '_5106', '_5116', '_5120', '_5167', '_5175', '_5212', '_5250', '_5267', '_5366', '_5392', '_5411', '_5418', '_5437', '_5442', '_5474', '_5482', '_5500', '_5537', '_5558', '_5582', '_5596', '_5645', '_5658', '_5735', '_5769', '_5830', '_5844', '_5936', '_5948', '_5955']\n",
      "Class 25: ['_12', 'B۲۲', 'B۲۲D', '_22', 'B۲۱D', 'C۲۲', '_274', 'C۲۱D', '_279', 'C۲۳C', 'B۲۲F', '_305', '_366', 'C۲۲C', '_407', '_462', '_513', '_555', '_698', '_754', '_798', '_892', '_920', '_1074', '_1083', '_1181', '_1223', '_1244', '_1254', '_1267', '_1361', '_1362', '_1424', '_1570', '_1571', '_1604', '_1652', '_1681', '_1810', '_1848', '_1861', '_1960', '_1988', '_2177', '_2189', '_2225', '_2249', '_2364', '_2368', '_2392', '_2463', '_2541', '_2573', '_2576', '_2810', '_2863', '_2959', '_3126', '_3235', 'C۲۲F', '_3260', '_3263', '_3274', '_3302', '_3305', '_3331', '_3390', '_3404', '_3490', '_3517', '_3550', '_3595', '_3627', '_3634', '_3676', '_3690', '_3764', '_3875', '_3907', '_4009', '_4157', '_4210', '_4215', '_4243', '_4273', '_4391', '_4803', '_4868', '_5032', '_5150', '_5207', '_5415']\n",
      "Class 27: ['_15', 'F۲۸', 'F۲۸F', 'E۲۱', '_834', 'F۲۸C', '_1007', 'F۲۸D', '_1516', 'F۲۸B', '_1730', '_1761', 'E۲۱F', '_1833', '_2039', '_2041', '_2335', '_2403', '_2796', '_3020', '_3078', 'E۲۱D', '_3487', '_4199', '_4493', '_5499', '_5550']\n",
      "Class 30: ['B۲۹', '_157', 'B۴۴', 'B۴۴B', '_183', 'B۴۴C', 'E۰۶', 'E۰۶B', '_306', '_352', 'B۲۹D', '_435', 'E۰۶C', '_1189', '_1490', 'B۴۴D', '_1537', '_1618', '_1624', '_2180', '_2184', '_2546', '_2696', 'B۲۹K', '_2894', '_2945', '_3023', '_3072', '_3289', '_3341', '_3537', '_3639', '_3967', '_3994', '_4149', '_4204', '_4247', '_4285', '_4297', '_4399', '_4586', '_4590', '_4605', '_4620', '_4785', '_4957', '_5062', '_5158', '_5255', '_5465', '_5494', '_5629', '_5669', '_5721', '_5724', '_5824', '_5972']\n",
      "Class 31: ['H', 'H۰۲', 'H۰۲M', '_77', 'H۰۱', 'H۰۱R', 'H۰۵B', 'C۲۵', '_113', 'H۰۲H', '_114', 'G۰۱R', '_117', '_121', '_194', 'H۰۲K', '_267', 'F۰۱N', 'H۰۱L', '_272', '_283', 'H۰۱F', '_339', '_358', '_382', 'H۰۳', 'H۰۳F', '_413', 'H۰۱M', '_423', 'H۰۱Q', '_473', '_487', '_507', '_516', 'H۰۳M', 'H۰۳D', 'H۰۳K', '_572', '_607', '_608', '_614', '_646', 'H۰۲P', '_647', 'H۰۲J', '_657', '_671', '_676', 'F۲۱V', '_680', '_693', '_708', '_716', '_769', '_844', '_881', '_923', '_933', '_947', '_952', '_987', 'H۰۱K', '_1004', '_1019', '_1038', '_1042', 'H۰۲S', '_1090', '_1104', 'H۰۱H', '_1162', '_1166', '_1174', '_1177', '_1186', '_1214', '_1246', '_1255', 'H۰۱B', '_1259', '_1351', '_1363', '_1371', '_1375', '_1376', '_1462', '_1464', '_1527', 'C۲۵D', '_1573', 'C۲۵C', '_1619', '_1655', '_1675', '_1676', '_1677', '_1699', '_1709', '_1725', '_1737', '_1739', '_1774', '_1778', '_1779', '_1780', '_1823', '_1831', '_1835', '_1862', '_1910', '_1926', '_1937', '_1942', '_1946', '_1984', '_1987', '_2037', '_2042', '_2057', '_2111', '_2120', '_2155', '_2168', '_2170', '_2174', '_2197', '_2202', '_2208', '_2231', '_2283', '_2317', '_2334', '_2339', '_2374', 'H۰۱T', '_2378', '_2396', '_2400', '_2411', '_2447', '_2483', '_2516', '_2519', '_2520', '_2584', '_2592', '_2601', '_2628', '_2641', '_2695', '_2717', '_2729', '_2738', '_2768', '_2782', '_2800', '_2802', '_2808', '_2816', '_2827', '_2856', '_2905', '_2933', '_2956', '_2970', '_2979', '_2994', '_2999', '_3019', '_3034', '_3155', '_3174', '_3230', '_3269', 'H۰۳H', '_3287', 'H۰۱S', '_3355', '_3364', '_3374', '_3386', '_3425', '_3443', '_3449', '_3465', '_3477', '_3478', '_3486', '_3523', '_3532', '_3564', '_3568', '_3580', '_3629', '_3653', '_3694', '_3696', '_3704', '_3711', '_3777', '_3780', '_3791', '_3816', '_3902', '_3949', '_3981', '_3998', '_4027', '_4032', '_4059', '_4067', '_4079', '_4095', '_4099', '_4166', '_4227', '_4254', '_4272', '_4284', '_4298', '_4303', '_4311', '_4336', '_4370', '_4386', '_4413', '_4457', '_4524', '_4533', '_4539', '_4624', '_4659', '_4671', '_4687', '_4699', '_4718', '_4756', '_4833', '_4854', '_4857', '_5020', '_5073', '_5078', '_5083', '_5111', '_5112', '_5113', '_5114', '_5115', '_5138', '_5196', '_5316', '_5528', '_5536', '_5632', '_5650', '_5684', '_5783', '_5834', '_5937']\n",
      "Class 32: ['A۶۳', 'A۶۳B', 'A۶۱H', '_46', '_67', '_79', 'A۶۲', 'A۶۲C', '_95', 'H۰۲G', '_181', 'B۶۴C', '_203', '_230', '_268', '_292', '_312', 'A۶۳C', '_338', 'F۴۱B', '_408', '_438', '_459', '_480', '_549', '_573', 'A۶۳F', '_623', 'A۶۳H', '_643', '_648', '_668', '_683', '_728', '_801', '_872', '_891', 'F۱۵', 'F۱۵B', '_922', '_937', '_990', '_1026', '_1055', '_1113', '_1122', '_1146', '_1156', '_1310', '_1342', 'B۶۲K', '_1354', '_1368', '_1392', '_1402', '_1412', '_1442', '_1535', '_1538', '_1611', '_1637', '_1693', '_1695', '_1735', '_1738', '_1800', '_1826', 'A۴۵B', '_1843', '_1885', '_1903', '_1952', '_1985', '_2019', '_2031', '_2034', '_2052', '_2150', '_2187', '_2257', '_2291', '_2298', '_2333', '_2430', '_2452', '_2468', '_2474', '_2479', 'A۶۳K', '_2508', '_2529', '_2532', '_2565', '_2568', '_2594', '_2638', '_2815', '_2858', '_2902', '_2947', '_2957', '_2978', '_2986', '_2997', '_3007', '_3115', '_3191', '_3337', 'B۴۱C', '_3351', '_3375', '_3384', '_3400', '_3412', '_3507', '_3535', '_3555', '_3565', '_3584', '_3588', '_3644', '_3673', '_3809', '_3828', '_3838', '_3839', '_3847', '_3869', '_3882', '_3883', '_3909', '_3938', '_3951', '_3986', '_4131', '_4137', '_4224', '_4253', '_4342', '_4396', '_4486', '_4551', '_4562', '_4653', '_4715', '_4741', '_4767', '_4867', '_4882', '_4887', '_4928', '_4942', '_4960', '_4989', '_5009', '_5200', '_5304', '_5395', '_5431', '_5543', '_5567', '_5600', '_5687', '_5692', '_5739', '_5809', '_5813', '_5859', '_5883']\n",
      "Class 34: ['B۲۱', '_44', 'B۲۱F', 'G۰۵', 'B۲۵', 'B۲۵B', 'B۲۱B', '_304', 'B۲۳', 'B۲۳K', '_380', '_384', '_399', '_442', 'B۲۴B', 'B۲۳Q', '_471', 'B۲۵J', '_575', 'B۲۱L', '_682', '_686', 'B۲۵G', '_697', 'B۲۳B', '_819', '_884', '_946', '_1057', 'B۲۶', 'B۲۶D', '_1081', '_1103', '_1128', '_1132', '_1133', '_1247', '_1256', '_1277', '_1339', 'B۲۶B', '_1400', '_1417', '_1431', '_1470', '_1482', '_1697', '_1804', '_1853', '_1872', 'B۲۱H', '_1891', '_1974', 'B۲۳D', 'B۲۶F', '_2038', '_2076', '_2181', '_2196', '_2265', '_2266', '_2297', '_2313', '_2342', '_2420', '_2425', '_2454', '_2490', '_2510', '_2512', '_2542', '_2558', '_2674', '_2737', '_2744', '_2755', 'B۲۲C', '_2817', '_2826', '_2895', 'B۲۵H', '_2929', '_2936', '_3015', '_3016', '_3018', '_3044', '_3103', 'B۲۳C', '_3106', '_3229', '_3338', '_3353', '_3521', '_3529', '_3547', '_3558', 'B۲۳P', '_3562', '_3574', '_3583', '_3622', '_3631', '_3695', '_3732', '_3733', '_3773', '_3813', '_3827', '_3871', '_3940', '_3958', 'B۲۱J', '_3969', '_3983', '_4007', '_4078', '_4100', '_4108', '_4115', '_4122', '_4167', '_4176', '_4203', '_4257', '_4267', '_4317', '_4341', '_4361', '_4362', '_4367', '_4381', '_4388', '_4393', '_4394', '_4407', '_4501', '_4508', 'G۰۵G', '_4514', '_4532', '_4572', '_4573', '_4596', '_4606', '_4626', '_4632', '_4679', '_4682', '_4704', '_4731', '_4742', '_4788', '_4813', '_4828', '_4875', '_4964', '_4966', '_4990', '_4994', '_5008', '_5018', '_5038', '_5063', '_5142', '_5153', '_5156', '_5164', '_5176', '_5202', '_5203', '_5222', '_5226', '_5234', '_5251', '_5290', '_5293', '_5306', '_5309', '_5362', 'B۲۵C', '_5373', '_5376', '_5398', '_5432', '_5435', '_5445', '_5456', '_5507', '_5524', '_5532', '_5561', '_5637', '_5648', '_5710', '_5749', '_5770', '_5775', '_5785', '_5787', '_5818', '_5820', '_5828', '_5871', '_5888', '_5896', '_5897', '_5901', '_5909', '_5924', '_5952', '_5969']\n",
      "Class 35: ['_26', 'B۶۰', 'B۶۰T', '_88', '_94', 'F۱۶D', '_102', 'B۶۰K', '_168', 'B۶۴', '_285', 'B۶۰Q', '_368', 'B۶۴D', '_463', '_502', 'B۶۱', 'B۶۱D', '_547', 'B۶۱C', '_558', 'B۶۱L', '_559', 'B۶۰D', '_593', 'B۶۰M', '_594', 'B۶۰N', '_701', 'B۶۴F', '_727', 'B۶۰H', '_850', 'B۶۱B', '_871', 'E۰۲F', '_909', 'E۰۵F', '_962', '_980', '_996', '_1082', '_1196', '_1199', '_1213', '_1231', '_1261', '_1273', '_1283', 'B۶۰P', '_1284', '_1322', 'B۶۰C', 'B۶۰B', '_1337', 'B۶۴B', '_1413', '_1438', '_1479', '_1504', 'A۶۲B', '_1610', '_1615', '_1617', '_1633', '_1727', '_1776', 'B۶۰J', '_1802', '_1803', 'B۶۰G', '_1860', '_1908', '_1953', '_1965', '_2056', '_2065', '_2088', '_2099', '_2108', '_2113', '_2114', '_2118', '_2131', '_2163', '_2344', '_2350', '_2394', '_2437', '_2467', '_2514', '_2605', '_2647', '_2720', '_2752', '_2795', '_2854', 'B۶۰W', '_2941', '_2980', '_3076', '_3120', 'B۶۱F', '_3130', '_3146', '_3167', '_3176', '_3247', '_3298', '_3306', '_3307', '_3389', '_3411', '_3451', '_3515', '_3572', '_3596', '_3612', '_3679', '_3734', '_3770', '_3849', '_3929', '_3936', '_3972', '_4035', '_4052', '_4083', '_4127', '_4139', '_4170', '_4190', '_4220', '_4320', '_4395', '_4397', '_4436', '_4617', '_4627', '_4717', '_4719', '_4720', '_4798', '_4859', '_5060', '_5066', '_5091', '_5303', 'B۶۱K', '_5332', '_5347', '_5356', '_5440', '_5572', '_5589', '_5744', '_5780', '_5877', '_5992']\n",
      "Class 37: ['_33', 'B۶۵D', '_62', '_136', 'A۶۱J', '_145', 'A۶۱M', '_188', '_209', '_242', '_262', '_282', '_323', '_347', 'A۲۴', 'A۲۴D', '_365', '_402', '_453', '_466', '_508', '_561', '_633', '_669', '_718', '_721', '_746', '_768', '_774', '_887', '_969', '_977', '_979', '_983', '_1044', '_1063', '_1078', '_1079', '_1107', '_1172', '_1200', '_1208', '_1274', '_1275', '_1350', '_1481', '_1485', '_1499', '_1541', '_1575', '_1630', '_1732', '_1763', '_1817', '_1993', 'A۲۴F', '_2000', '_2098', '_2104', '_2122', '_2169', '_2226', '_2240', '_2255', '_2310', '_2318', '_2327', '_2465', '_2583', '_2593', '_2616', '_2746', '_2760', '_2879', '_2892', '_2908', '_2911', '_2913', '_2925', '_2955', '_2983', '_3133', '_3243', '_3256', '_3294', '_3352', '_3388', '_3606', 'A۲۴B', '_3656', '_3658', '_3741', '_3854', '_3877', '_3920', '_3931', '_4012', '_4048', '_4110', '_4143', '_4278', '_4290', '_4439', '_4495', '_4729', '_4769', '_5099', '_5137', '_5172', '_5195', '_5400', '_5444', '_5680', '_5802', '_5884']\n",
      "Class 38: ['_36', 'B۰۸B', '_51', 'F۱۶B', '_54', '_210', 'A۴۷B', '_244', '_289', 'F۴۱', '_592', '_649', 'F۴۱G', '_1100', '_1151', 'F۴۱A', 'F۴۱C', '_1260', '_1349', '_1358', '_1380', '_1458', '_1466', '_1494', '_1556', '_1596', '_1691', '_1742', '_1827', '_1933', '_1940', '_2044', '_2159', '_2290', '_2379', '_2482', '_2530', '_2562', '_2721', 'F۴۱H', '_2726', '_2731', '_2811', '_2991', '_3205', '_3348', '_3499', '_3600', '_3660', '_3700', '_3706', '_3771', '_3778', '_3823', '_3837', '_3862', '_3932', '_4028', '_4112', '_4233', '_4268', '_4287', '_4322', '_4350', '_4378', '_4419', '_4484', '_4498', '_4500', '_4516', '_4520', '_4540', '_4542', '_4622', '_4693', '_4698', '_4784', '_4792', '_4797', '_4806', '_4808', '_4842', '_4848', '_4865', '_4885', '_4910', '_4929', '_4947', '_4974', '_4975', '_5006', '_5081', '_5088', '_5096', '_5104', '_5117', '_5133', '_5134', '_5140', '_5148', '_5160', '_5163', '_5165', '_5166', '_5268', '_5270', '_5308', '_5342', '_5344', '_5363', '_5422', '_5428', '_5467', '_5470', '_5485', '_5503', '_5545', '_5578', '_5636', '_5649', '_5652', '_5663', '_5668', '_5672', '_5682', '_5696', '_5699', '_5729', '_5738', '_5741', '_5743', '_5746', '_5750', '_5754', '_5760', '_5777', '_5789', '_5792', '_5794', '_5842', '_5848', '_5851', '_5853', '_5864', '_5875', '_5878', '_5911', '_5921', '_5933', '_5943', '_5958', '_5982', '_5987']\n",
      "Class 40: ['F۱۶', '_111', 'B۶۰S', '_173', 'A۶۱G', '_174', '_198', '_318', 'F۱۶M', 'B۶۶', 'B۶۶F', '_337', '_371', '_457', '_506', '_557', '_645', '_663', '_731', '_778', '_836', '_846', 'F۱۶S', '_875', 'B۶۶B', '_903', '_956', '_998', '_1010', '_1061', '_1130', 'F۱۶P', '_1195', '_1250', '_1296', '_1372', '_1425', '_1432', '_1452', '_1486', '_1501', '_1683', '_1688', '_1726', 'B۶۶D', '_1868', 'B۶۶C', '_2328', '_2450', '_2561', '_2692', '_2774', '_2849', '_2931', '_3127', '_3238', '_3426', 'F۱۶N', '_3520', '_3745', '_3844', '_3905', '_3919', '_3933', '_3937', '_4084', '_4113', '_4259', '_4379', '_4414', '_4515', '_4517', '_4560', '_4581', '_4789', '_4845', '_4917', '_4933', '_5228', '_5338', '_5689', '_5732', '_5949', '_5957', '_5976']\n",
      "Class 41: ['_50', 'A۴۱', 'A۴۱D', '_78', 'A۴۱B', 'A۴۲', 'A۴۲B', '_596', 'A۴۱C', '_622', 'G۰۳', '_1135', '_1390', '_1528', 'A۴۱G', '_1645', 'G۰۳D', '_1829', 'G۰۳F', '_1948', 'B۴۱J', '_2124', '_2369', '_2416', '_2607', '_2660', '_2775', '_2788', '_2818', '_2899', '_2917', '_3213', '_3708', 'G۰۳G', '_4058', 'G۰۳H', '_4249', '_4494', '_4656', '_4779', '_4931', '_5074', '_5673']\n",
      "Class 42: ['_53', 'H۰۲B', 'G۰۵B', '_351', 'G۰۹B', '_372', 'F۰۱B', '_478', 'H۰۴N', '_490', 'G۰۱B', '_753', 'H۰۳B', '_796', '_802', '_828', '_889', '_941', '_981', '_985', '_1036', '_1039', '_1056', 'G۱۰B', '_1070', 'G۰۳B', '_1124', '_1253', '_1304', 'H۰۴B', '_1369', '_1379', 'G۰۶C', '_1409', '_1416', '_1436', '_1515', '_1601', '_1692', '_1717', '_1756', '_1759', '_1770', '_1797', '_1820', '_1840', '_1842', '_1907', 'B۶۰L', '_1936', '_1959', '_1961', '_2024', '_2067', '_2132', '_2158', '_2179', '_2191', '_2203', '_2211', '_2212', '_2232', 'G۰۷B', '_2233', '_2237', '_2241', '_2278', '_2279', '_2305', '_2326', '_2340', '_2383', '_2395', '_2419', '_2433', '_2517', '_2569', '_2591', '_2680', 'G۱۱B', '_2689', '_2691', '_2722', '_2735', '_2821', '_2823', '_2859', '_2886', '_2920', '_3003', '_3013', '_3024', '_3027', '_3035', '_3037', '_3058', '_3069', '_3070', '_3091', '_3113', '_3138', '_3168', '_3181', '_3276', '_3283', '_3292', '_3339', '_3358', '_3362', '_3393', '_3428', '_3431', '_3432', '_3435', '_3464', '_3475', '_3500', '_3501', '_3575', '_3576', '_3608', '_3662', '_3678', '_3682', '_3738', '_3746', '_3762', '_3768', '_3769', '_3786', '_3814', '_3826', '_3836', '_3843', '_3861', '_3863', '_3868', '_3899', '_3901', '_3913', '_3923', '_3947', '_3950', '_3954', '_3966', '_3975', '_3985', '_3988', '_3999', '_4006', '_4011', '_4030', '_4044', '_4089', '_4093', '_4124', '_4151', '_4181', '_4194', '_4216', '_4219', '_4228', '_4231', '_4241', '_4245', '_4256', '_4260', '_4270', '_4279', '_4289', '_4296', '_4300', '_4301', '_4306', '_4316', '_4331', '_4337', '_4353', '_4356', '_4360', '_4371', '_4373', '_4374', '_4383', '_4409', '_4427', '_4428', '_4443', '_4448', '_4453', '_4458', '_4471', '_4473', '_4476', '_4477', '_4488', '_4499', '_4503', '_4506', '_4507', '_4510', '_4511', '_4513', '_4518', '_4519', '_4526', '_4541', '_4547', '_4548', '_4580', '_4582', '_4584', '_4587', '_4621', '_4630', '_4631', '_4634', '_4637', '_4647', '_4663', '_4664', '_4666', '_4668', '_4683', '_4685', '_4690', '_4710', '_4727', '_4730', '_4743', '_4744', '_4746', '_4750', '_4762', '_4786', '_4793', '_4795', '_4796', '_4799', '_4802', '_4805', '_4811', '_4817', '_4822', '_4825', '_4836', '_4838', '_4839', '_4841', '_4844', '_4852', '_4856', '_4863', '_4872', '_4879', '_4883', '_4889', '_4899', '_4906', '_4922', '_4939', '_4940', '_4946', '_4954', '_4955', '_4961', '_4983', '_4995', '_4997', '_5001', '_5002', '_5016', '_5019', '_5031', '_5036', '_5040', '_5043', '_5044', '_5053', '_5054', '_5065', '_5068', '_5084', '_5085', '_5089', '_5090', '_5097', '_5098', '_5123', '_5125', '_5152', '_5161', '_5168', '_5170', '_5177', '_5178', '_5179', '_5201', '_5204', '_5213', '_5229', '_5231', '_5242', '_5243', '_5245', '_5252', '_5260', '_5263', '_5272', '_5286', '_5289', '_5291', '_5292', '_5318', '_5320', '_5323', '_5324', '_5327', '_5329', '_5333', '_5336', '_5340', '_5360', '_5361', '_5371', '_5374', '_5378', '_5379', '_5382', '_5390', '_5394', '_5404', '_5410', '_5414', '_5417', '_5421', '_5424', '_5426', '_5427', '_5429', '_5433', '_5443', '_5446', '_5447', '_5449', '_5459', '_5461', '_5462', '_5464', '_5468', '_5476', '_5479', '_5481', '_5483', '_5490', '_5492', '_5501', '_5529', '_5531', '_5535', '_5540', '_5553', '_5555', '_5570', '_5573', '_5575', '_5576', '_5577', '_5580', '_5583', '_5588', '_5592', '_5597', '_5605', '_5619', '_5620', '_5625', '_5626', '_5627', '_5628', '_5631', '_5634', '_5640', '_5641', '_5643', '_5647', '_5656', '_5662', '_5674', '_5675', '_5677', '_5678', '_5683', '_5695', '_5700', '_5701', '_5708', '_5712', '_5716', '_5718', '_5723', '_5725', '_5727', '_5740', '_5742', '_5756', '_5757', '_5758', '_5762', '_5765', '_5767', '_5782', '_5786', '_5788', '_5797', '_5798', '_5801', '_5804', '_5812', '_5816', '_5823', '_5826', '_5827', '_5833', '_5852', '_5855', '_5861', '_5867', '_5869', '_5870', '_5872', '_5880', '_5881', '_5892', '_5893', '_5898', '_5905', '_5912', '_5913', '_5918', '_5925', '_5926', '_5934', '_5935', '_5940', '_5945', '_5947', '_5964', '_5970', '_5975', '_5978', '_5980', '_5984', '_5990', '_5991', '_5997']\n",
      "Class 43: ['_63', 'F۱۶K', '_151', 'F۱۶L', '_240', 'G۰۵D', 'E۰۳', '_266', '_379', '_494', '_499', '_511', '_581', '_658', 'E۰۳B', '_777', '_823', '_867', '_1105', '_1178', '_1228', '_1340', '_1474', '_1492', '_1498', '_1502', '_1577', '_1787', '_1790', '_1906', '_2054', '_2062', '_2157', '_2217', '_2235', '_2247', '_2248', '_2314', '_2363', '_2426', '_2478', '_2586', '_2604', '_2681', '_2756', '_2766', '_2786', 'E۰۳C', '_2789', '_2855', '_2875', '_2898', '_2909', '_3040', '_3047', 'E۰۳F', '_3074', '_3086', '_3157', '_3231', '_3343', '_3407', '_3599', '_3624', '_3645', '_3650', '_3672', '_3674', '_3681', '_3736', '_3802', '_3851', '_3857', '_3948', '_3997', '_4125', '_4129', '_4188', '_4191', '_4329', '_4434', '_4455', '_4479', '_4535', '_4588', '_4602', '_4712', '_4748', '_4780', '_4810', '_4874', '_4877', '_4901', '_4909', '_4953', '_5023', '_5058', '_5101', '_5216', '_5218', '_5313', '_5322', '_5326', '_5335', '_5471', '_5484', '_5495', '_5497', '_5522', '_5541', '_5581', '_5612', '_5623', '_5633', '_5635', '_5654', '_5666', '_5693', '_5697', '_5704', '_5705', '_5713', '_5790', '_5916', '_5929', '_5971']\n",
      "Class 44: ['_66', 'F۲۶B', '_82', 'A۴۷J', 'A۲۳N', '_126', '_232', '_261', '_293', '_345', '_389', '_415', '_465', '_485', 'B۰۷', 'B۰۷B', '_562', '_597', '_629', 'G۰۱G', '_656', 'A۲۱B', '_678', '_779', '_829', '_843', 'B۰۷C', '_845', '_870', '_994', '_1011', '_1087', '_1119', '_1131', '_1158', '_1187', '_1207', '_1216', '_1263', '_1299', '_1391', '_1396', '_1414', '_1422', '_1559', 'B۰۳B', '_1576', '_1672', '_1728', '_1768', '_1796', '_1814', '_1898', '_1934', '_1991', '_1998', '_2023', '_2059', '_2121', '_2210', '_2306', '_2330', '_2332', '_2355', '_2357', '_2391', '_2428', '_2497', '_2538', '_2560', '_2566', '_2574', '_2622', '_2630', '_2631', '_2634', '_2635', '_2716', '_2778', '_2783', '_2873', '_2888', '_2901', 'A۰۱F', '_2998', '_3002', '_3090', '_3092', '_3161', '_3224', '_3252', '_3380', '_3474', '_3494', '_3628', '_3637', '_3643', '_3675', '_3686', '_3755', '_3757', '_3759', '_3852', '_3870', '_3934', '_3978', '_3991', '_3992', '_4016', '_4021', '_4025', '_4074', '_4081', '_4086', '_4128', '_4146', '_4177', '_4214', '_4225', '_4266', '_4340', '_4349', '_4357', '_4375', '_4416', '_4437', '_4459', '_4460', '_4465', '_4482', '_4529', '_4545', '_4623', '_4628', '_4641', '_4642', '_4643', '_4652', '_4661', '_4670', '_4851', '_4900', '_4936', '_4951', '_4973', '_4976', '_4992', '_5028', '_5087', '_5169', '_5294', '_5348', '_5388', '_5403', '_5413', '_5518', '_5521', '_5547', '_5548', '_5566', '_5594', '_5622', '_5624', '_5639', '_5661', '_5706', '_5717', '_5719', '_5728', '_5806', '_5835', '_5837', '_5849', '_5850', '_5903', '_5904', '_5927', '_5930', '_5942', '_5979', '_5996']\n",
      "Class 45: ['A۴۷', '_73', 'A۴۵', 'A۴۵C', '_87', 'A۴۷H', '_252', 'E۰۳D', '_301', 'A۴۷K', '_319', '_376', 'A۴۷C', '_427', '_431', 'C۱۱D', '_454', '_481', 'A۴۷F', '_571', '_603', '_615', '_791', '_852', '_944', 'A۴۷D', '_960', '_976', 'A۴۵D', '_1170', '_1217', '_1325', '_1353', '_1518', '_1560', '_1605', '_1628', '_1648', '_1743', '_1815', '_1836', '_1878', '_1981', 'A۴۵F', '_1986', '_1996', '_2112', '_2128', '_2223', '_2299', '_2345', '_2377', '_2448', '_2524', '_2572', '_2684', '_2740', '_2819', '_3054', '_3139', '_3193', '_3342', '_3410', '_3439', '_3445', '_3459', '_3479', '_3533', '_3546', '_3651', '_3723', '_3751', '_3752', '_4036', '_4064', '_4313', '_4497', '_4595', '_4607', '_4610', '_4691', '_4711', '_4812', '_4903', '_5067', '_5128', '_5359', '_5375', '_5393', '_5451', '_5822']\n",
      "Class 47: ['_70', 'E', 'E۰۴', 'E۰۴B', '_72', 'B۲۸C', '_91', 'E۰۴G', 'E۰۲', '_109', '_247', '_269', 'F۱۶F', '_430', 'E۰۴F', '_531', '_611', 'E۰۴H', '_715', '_723', 'E۰۴C', '_736', '_745', '_749', '_803', '_868', 'G۱۰', 'G۱۰K', '_895', '_938', '_950', '_959', '_1066', 'E۰۴D', '_1111', 'G۱۰D', '_1114', '_1118', '_1142', '_1155', '_1192', '_1194', '_1248', '_1306', 'G۱۰G', '_1378', '_1381', '_1384', '_1408', '_1433', '_1444', '_1463', '_1483', '_1489', '_1500', '_1566', '_1613', '_1646', '_1663', '_1703', '_1710', '_1720', '_1721', '_1909', '_1924', '_1931', '_1932', '_2006', '_2014', '_2110', '_2143', '_2144', '_2172', '_2198', '_2207', '_2250', '_2256', '_2267', '_2282', '_2412', '_2458', 'G۱۰H', '_2506', '_2581', '_2611', '_2688', '_2900', '_2927', '_3017', '_3030', '_3031', '_3042', '_3077', '_3079', '_3202', '_3249', '_3250', '_3251', '_3293', '_3333', '_3382', '_3413', '_3427', '_3456', '_3457', '_3460', '_3472', '_3531', '_3632', '_3659', '_3669', '_3715', '_3748', '_3817', '_3818', '_3935', '_3993', '_4029', '_4106', '_4109', '_4114', '_4140', '_4142', '_4159', '_4269', '_4321', '_4404', '_4490', '_4522', '_4554', '_4555', '_4568', '_4583', '_4764', '_4782', '_4827', '_4895', 'G۱۰C', '_4908', '_4912', '_4972', '_4993', '_5024', '_5126', '_5130', '_5141', '_5147', '_5208', '_5209', '_5265', '_5278', '_5331', '_5346', '_5397', '_5402', '_5473', '_5514', '_5525', '_5559', '_5571', '_5800', '_5808', '_5840', '_5910', '_5939']\n",
      "Class 51: ['_96', 'A۶۱F', '_97', 'A۶۱L', '_107', 'D۰۱D', '_130', '_141', '_169', '_170', '_172', '_199', '_241', 'A۴۳B', '_281', '_309', '_313', '_322', '_324', '_329', '_341', '_353', '_378', '_388', '_394', '_416', '_434', '_458', '_460', '_469', '_474', '_509', '_525', '_529', '_542', '_580', '_598', '_610', '_702', '_704', '_705', '_707', '_729', '_752', '_772', '_775', '_910', 'D۰۴H', '_943', '_999', '_1008', '_1009', '_1022', '_1033', '_1045', '_1052', '_1095', '_1106', '_1149', '_1215', '_1226', '_1251', '_1291', '_1303', '_1401', '_1430', '_1440', '_1445', '_1520', '_1526', '_1534', '_1548', '_1661', '_1714', '_1723', '_1747', '_1755', '_1765', '_1857', '_1913', '_1947', '_1951', '_2036', '_2047', '_2275', '_2307', '_2323', '_2500', '_2513', '_2522', '_2563', '_2589', '_2639', '_2649', '_2657', '_2661', '_2663', '_2711', '_2765', '_2862', '_2893', '_2949', '_2964', '_2973', '_2982', '_2993', '_3048', '_3049', '_3056', '_3067', '_3107', '_3153', '_3154', '_3203', '_3244', '_3286', '_3290', '_3303', '_3356', '_3398', '_3399', '_3406', '_3440', '_3470', '_3524', '_3539', '_3544', '_3545', '_3561', '_3578', '_3614', '_3618', '_3652', '_3663', '_3680', '_3697', '_3742', '_3767', '_3801', '_3811', '_3824', '_3846', '_3859', '_3884', '_3968', '_3984', '_4015', '_4033', '_4082', '_4138', '_4196', '_4293', '_4294', '_4307', '_4338', '_4358', '_4382', '_4452', '_4564', '_4613', '_4614', '_4736', '_4738', '_4771', '_4840', '_4847', '_4873', '_4905', '_4962', '_4970', '_5012', '_5035', '_5076', '_5127', '_5136', '_5232', '_5281', '_5542', '_5873', '_5899', '_5973']\n",
      "Class 53: ['F۲۴C', 'C۲۱', '_381', 'F۲۳', 'F۲۳D', '_410', 'C۱۱', '_554', 'F۲۷D', 'C۲۱C', '_556', '_604', '_689', '_827', 'F۲۳G', 'F۲۳J', '_849', 'F۲۳H', '_873', 'C۱۱C', '_888', '_957', '_1098', '_1197', '_1264', 'B۴۲', 'B۴۲D', '_1287', 'C۱۰B', 'F۱۷', 'F۱۷B', '_1318', 'F۱۷C', '_1435', 'C۲۱B', '_1568', '_1665', 'F۲۳R', '_1719', '_1828', '_1884', 'C۱۱B', '_1900', 'F۱۷D', '_1927', '_2033', 'F۲۳N', 'F۲۳Q', '_2117', '_2244', '_2316', '_2348', '_2461', '_2730', '_2733', '_2919', '_3022', '_3050', '_3300', '_3324', '_3420', '_3585', '_3671', '_3760', '_3834', '_3866', '_3891', '_3957', '_4226', 'F۲۳B', 'F۲۳C', '_4263', '_4280', '_4401', '_4751', '_4757', '_4758', '_4930', '_4963', '_5000', '_5017', '_5042', '_5056', '_5119', '_5224', '_5233', '_5271', '_5317', '_5345', '_5409', '_5441', '_5515', '_5604', '_5616', '_5618', 'B۴۲F', '_5694', '_5862', '_5965']\n",
      "Class 54: ['_253', 'A۶۱C', '_259', '_263', '_321', '_348', '_425', '_444', '_446', '_501', '_566', 'A۴۶', 'A۴۶B', '_742', '_874', '_1075', '_1154', '_1204', '_1825', '_1921', '_1923', '_2043', '_2206', '_2473', '_2564', '_2590', '_2715', '_2974', '_2985', '_3093', '_3158', '_3319', '_3469', '_3640', '_3670', '_3684', '_3779', '_3952', '_3989', '_4050', '_4071', '_4174', '_4201', '_4295', '_4432', '_4648', '_4915', '_4926', '_5185', '_5325', '_5365', '_5377', '_5523', '_5585', '_5753', '_5779']\n"
     ]
    }
   ],
   "source": [
    "modularity = {} # Create a new, empty dictionary\n",
    "for k,v in communities.items(): # Loop through the community dictionary\n",
    "    if v not in modularity:\n",
    "        modularity[v] = [k] # Add a new key for a modularity class the code hasn't seen before\n",
    "    else:\n",
    "        modularity[v].append(k) # Append a name to the list for a modularity class the code has already seen\n",
    "\n",
    "for k,v in modularity.items(): # Loop through the new dictionary\n",
    "    if len(v) > 10: # Filter out modularity classes with 2 or fewer nodes\n",
    "        print('Class '+str(k)+':', v) # Print out the classes and their members"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Reading Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "import re\n",
    "import igraph\n",
    "import html2text\n",
    "import json\n",
    "import pandas as pd\n",
    "#with open('text.txt',encoding='utf8') as f:\n",
    "#    content = f.readlines()\n",
    "\n",
    "with open('export.json') as f:\n",
    "    json_data = json.load(f)\n",
    "provinces = [line.rstrip('\\n') for line in open('province.txt','r',encoding='utf-8')]\n",
    "#print(provinces)\n",
    "\n",
    "names = dict()\n",
    "z = pd.read_excel(open('FirstNames.xls', 'rb'),sheet_name='FirstNames')\n",
    "for i in range(z.__len__()):\n",
    "    tempname = z.Naam[i].replace('ي','ی').replace('ك','ک').replace(' ','');\n",
    "    names[tempname] = 1;\n",
    "    if(z.Pesar[i] == '1' and z.Dokhtar[i]=='1'):\n",
    "        names[tempname] = .5;\n",
    "    elif(z.Dokhtar[i]=='1'):\n",
    "        names[tempname] = 0;\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "g.omega()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "ename": "KeyError",
     "evalue": "2",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-90-04c37cfa957c>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[1;31m#c[0] refers to community number, for ex : comm 1\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      2\u001b[0m \u001b[1;31m#c[:10] refers to size you need to get\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 3\u001b[1;33m \u001b[1;32mfor\u001b[0m \u001b[0mz\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mc\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m2\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;36m10\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      4\u001b[0m     \u001b[0mprint\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mg\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mvs\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mz\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'name'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mKeyError\u001b[0m: 2"
     ]
    }
   ],
   "source": [
    "#c[0] refers to community number, for ex : comm 1\n",
    "#c[:10] refers to size you need to get\n",
    "for z in c[2][:10]:\n",
    "    print (g.vs[z]['name'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "'dict' object has no attribute 'subgraph'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-91-a7a94866f43d>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mz\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mc\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msubgraph\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      2\u001b[0m \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mz\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mAttributeError\u001b[0m: 'dict' object has no attribute 'subgraph'"
     ]
    }
   ],
   "source": [
    "z = c.subgraph(0)\n",
    "print(z)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "'Graph' object has no attribute 'vcount'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-69-bbb8c5e7014d>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mg\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mvcount\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;31mAttributeError\u001b[0m: 'Graph' object has no attribute 'vcount'"
     ]
    }
   ],
   "source": [
    "g.vcount()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
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       "<path style=\" stroke:none;fill-rule:nonzero;fill:rgb(100%,0%,0%);fill-opacity:1;\" d=\"M 579.136719 579.820313 L 580 579.820313 L 580 580 L 579.136719 580 Z M 579.136719 579.820313 \"/>\n",
       "<path style=\"fill:none;stroke-width:1;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" d=\"M 20 20 L 580 20 L 580 580 L 20 580 Z M 20 20 \"/>\n",
       "</g>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<igraph.drawing.Plot at 0x1eebfbba4e0>"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hist = g.degree_distribution()\n",
    "plot(hist, xlab=\"Degree\", ylab=\"No. Of AS\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['A۶۱K']"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "g.vs.select(_degree = g.maxdegree())[\"name\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(1, 2),\n",
       " (2, 3),\n",
       " (0, 3),\n",
       " (4, 5),\n",
       " (5, 6),\n",
       " (0, 6),\n",
       " (8, 9),\n",
       " (9, 10),\n",
       " (7, 10),\n",
       " (7, 10)]"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "g.get_edgelist()[0:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(4, 5)]"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ebs = g.edge_betweenness()\n",
    "max_eb = max(ebs)\n",
    "[g.es[idx].tuple for idx, eb in enumerate(ebs) if eb == max_eb]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_province(s):\n",
    "    s = s.replace('  ',' ').replace('-',' ').replace(',',' ').strip();\n",
    "    \n",
    "    for p in provinces:\n",
    "        if(s.__contains__(p)):\n",
    "            return p;\n",
    "        elif(s.__contains__('استان ' + p)):\n",
    "            return p;\n",
    "\n",
    "def get_name_details(name):\n",
    "    name = name.strip();\n",
    "    \n",
    "    namedetails = {'name':name,'faname':'','enname':'','ptitle':'','percent':0,'sex':-1,'firstname':'','lastname':'','hascorporationtitle':False}\n",
    "    duplicates = ['دانشگاه آزاد اسلامی', 'جهاد دانشگاهی', 'نهاد', 'پژوهشگاه', 'پژوهشکده', 'مرکز', 'دانشگاه', 'موسسه',\n",
    "              'شرکت', 'پارک علم و فناوری',\n",
    "              'بنیاد', 'دفتر', 'انجمن', 'وزارتخانه','وزارت']\n",
    "    for d in duplicates:\n",
    "        name = name.replace(d + ' ' +d,d);\n",
    "        if(name.startswith(d)):\n",
    "            namedetails['hascorporationtitle']=True\n",
    "    \n",
    "    pretitleregex = ['سرکار[ ]+خانم[ ]+دکتر', 'جناب[ ]+آقای[ ]+دکتر', 'جناب[ ]+آقای','سرکار[ ]+خانم','سازمان',\n",
    "         'آقای[ ]+سید', 'خانم[ ]+سیده', 'پارک[ ]+علم[ ]+و[ ]+فناوری','دانشگاه علوم پزشکی',\n",
    "         'آقای', 'دکتر', 'خانم', 'سیده', 'سید','دفتر','بنیاد','پژوهشگاه', 'پژوهشکده','نهاد','مرکز', 'دانشگاه', 'موسسه', 'شرکت']\n",
    "    for ptitle in pretitleregex:\n",
    "        if (re.search('^'+ptitle, name)):\n",
    "            last1 = re.search('^'+ptitle, name).end();\n",
    "            namedetails['ptitle'] = re.search('^'+ptitle, name).group(0).strip();\n",
    "            name = name[last1:].strip();\n",
    "            break;\n",
    "            \n",
    "    if(namedetails['ptitle']==''):\n",
    "        if(name.startswith('جهاد دانشگاهی')):\n",
    "            namedetails['ptitle'] = 'نهاد'\n",
    "        else:\n",
    "            pretitleregex =[ 'بنیاد', 'پژوهشگاه', 'پژوهشکده', 'نهاد', 'مرکز',\n",
    "                     'دانشگاه', 'موسسه', 'پارک[ ]+علم[ ]+و[ ]+فناوری','شرکت']\n",
    "            for ptitle in pretitleregex:\n",
    "                if (re.search(ptitle, name)):\n",
    "                    namedetails['ptitle'] = re.search(ptitle, name).group(0).strip();\n",
    "                    break;\n",
    "    \n",
    "    if (name.__contains__(')')):\n",
    "        name = name[0:re.search('\\)', name).end() + 1]\n",
    "    percent  = 0;\n",
    "    name = name.replace('/','.').replace(',','.').replace('،','.').replace('¸','.')\n",
    "    if (re.search('\\([ ]*([۱۲۳۴۵۶۷۸۹۰]+([ ]*\\.[ ]*[۱۲۳۴۵۶۷۸۹۰]+)?)[ ]*%[ ]*\\)', name) != None):\n",
    "        percent = float(re.search('\\([ ]*([۱۲۳۴۵۶۷۸۹۰]+([ ]*\\.[ ]*[۱۲۳۴۵۶۷۸۹۰]+)?)[ ]*%[ ]*\\)', name).group(1).replace(' ',''))\n",
    "        name = name.replace(re.search('\\([ ]*([۱۲۳۴۵۶۷۸۹۰]+([ ]*\\.[ ]*[۱۲۳۴۵۶۷۸۹۰]+)?)[ ]*%[ ]*\\)', name).group(0), '').strip();\n",
    "        \n",
    "    namedetails['percent'] = percent;\n",
    "    avoidedalphabets = '()-+._,.%'\n",
    "    for alphabet in avoidedalphabets:\n",
    "        name = name.replace(alphabet,'').strip();\n",
    "    \n",
    "    namedetails['name'] = name;\n",
    "    namedetails['faname'] = name;\n",
    "    \n",
    "    reg = '[a-zA-Z][a-zA-Z -_,\\(\\)]+[a-zA-Z\\)]';\n",
    "    if(re.search(reg,name)):\n",
    "        namedetails['enname']=re.search(reg,name).group(0)\n",
    "        namedetails['faname']=name.replace(namedetails['enname'],'')\n",
    "        \n",
    "        \n",
    "    realname = namedetails['faname'].replace('  ','').strip();\n",
    "    if(realname.split(' ').__len__() == 2):\n",
    "        namedetails['firstname'] = realname.split(' ')[0];\n",
    "        namedetails['lastname'] = realname.split(' ')[1];\n",
    "    else:\n",
    "        pre=''\n",
    "        for n in realname.split(' '):\n",
    "            n = n.strip();\n",
    "            pre = pre + n;\n",
    "            if(n.__len__()>0):\n",
    "                if(names.__contains__(pre.replace(' ',''))):\n",
    "                    namedetails['firstname'] = pre;\n",
    "                    namedetails['lastname'] = realname[len(pre):].strip();\n",
    "                    namedetails['sex'] = names[pre.replace(' ','')];\n",
    "                pre = pre + ' ';        \n",
    "        \n",
    "    return namedetails\n",
    "        \n",
    "def get_inventedOwner(s):\n",
    "    listofpeopel = [];\n",
    "    start = 'مالک[ ]+اختراع[ ]*:?'\n",
    "    last = '(نام[ ]+مخترع|نام[ ]+مالک|موضوع[ ]+اختراع|طبقه[ ]+بندی[ ]+بین[ ]+المللی|نام[ ]+نماینده[ ]+قانونی|مالک[ ]+اختراع)[ ]*:?'\n",
    "\n",
    "    startp = 0;\n",
    "    lastp = -1;\n",
    "\n",
    "    while (re.search(start, s[startp:])):\n",
    "        name = ''\n",
    "        legalpersontype = ''\n",
    "        address = ''\n",
    "        registerno = ''\n",
    "\n",
    "        startp = re.search(start, s[startp:]).start() + startp\n",
    "        if (re.search(last, s[startp + 1:])):\n",
    "            lastp = re.search(last, s[startp + 1:]).start() + startp + 1\n",
    "        else:\n",
    "            lastp = len(s);\n",
    "\n",
    "        s1 = s[startp:lastp];\n",
    "\n",
    "        attributes = [\n",
    "            {'regex': 'مالک[ ]+اختراع', 'propname': 'name'},\n",
    "            {'regex': 'نوع[ ]+شخص[ ]*(حقوقی)?', 'propname': 'legalpersontype'},\n",
    "            {'regex': 'شماره[ ]+ثبت', 'propname': 'registerno'},\n",
    "            {'regex': 'نشانی', 'propname': 'address'},\n",
    "            {'regex': 'تابعیت', 'propname': 'nationality'}\n",
    "        ]\n",
    "\n",
    "        patent = {\"ptitle\": '', \"name\": '','faname':'', \"percent\": 0, \"legalpersontype\": None, \"registerno\": None,\n",
    "                  \"address\": '', 'nationality': '','enname':'','province':'','sex':-1,'firstname':'','lastname':''};\n",
    "\n",
    "        for att in attributes:\n",
    "            regex = ''\n",
    "            for att1 in attributes:\n",
    "                if (att1 != att):\n",
    "                    regex = regex + att1['regex'] + '|';\n",
    "            endregex = '(' + regex[0:-1] + ')[ ]*:?';\n",
    "            startregex = att['regex'] + '[ ]*:?';\n",
    "\n",
    "            if (re.search(startregex, s1)):\n",
    "                startp1 = re.search(startregex, s1).end()\n",
    "                lastp1 = len(s1) - 1;\n",
    "                if (re.search(endregex, s1[startp1:])):\n",
    "                    lastp1 = re.search(endregex, s1[startp1:]).start() + startp1\n",
    "                patent[att['propname']] = s1[startp1:lastp1].strip()\n",
    "        \n",
    "        name = patent['name']\n",
    "        name_details=get_name_details(name);\n",
    "        patent.update(name_details);\n",
    "        patent['province']=get_province(patent['address']);\n",
    "        \n",
    "        if(patent['ptitle'] == '' and ( patent[\"legalpersontype\"]!= None or patent[\"registerno\"]!= None)):\n",
    "            patent['ptitle'] = '-';\n",
    "        \n",
    "        if(len(patent['name']) > 2 or len(patent['enname']) ):\n",
    "            listofpeopel.append(patent)\n",
    "        \n",
    "        startp = lastp;\n",
    "\n",
    "    return listofpeopel\n",
    "\n",
    "\n",
    "def get_inventorName(s):\n",
    "    listofpeopel = [];\n",
    "    start = 'نام[ ]+مخترع[ ]*:?'\n",
    "\n",
    "    last = '(مالک[ ]+اختراع|نام[ ]+مخترع|نام[ ]+مالک|موضوع[ ]+اختراع|طبقه[ ]+بندی[ ]+بین[ ]+المللی|نام[ ]+نماینده[ ]+قانونی)[ ]*:?'\n",
    "\n",
    "    startp = 0;\n",
    "    lastp = -1;\n",
    "\n",
    "    while (re.search(start, s[startp:])):\n",
    "        name = ''\n",
    "        legalpersontype = ''\n",
    "        address = ''\n",
    "        registerno = ''\n",
    "\n",
    "        startp = re.search(start, s[startp:]).start() + startp\n",
    "        if (re.search(last, s[startp + 1:])):\n",
    "            lastp = re.search(last, s[startp + 1:]).start() + startp + 1\n",
    "        else:\n",
    "            lastp = len(s);\n",
    "\n",
    "        s1 = s[startp:lastp];\n",
    "\n",
    "        attributes = [\n",
    "            {'regex': 'نام[ ]+مخترع', 'propname': 'name'},\n",
    "            {'regex': 'نوع[ ]+شخص[ ]*(حقوقی)?', 'propname': 'legalpersontype'},\n",
    "            {'regex': 'شماره[ ]+ثبت', 'propname': 'registerno'},\n",
    "            {'regex': 'نشانی', 'propname': 'address'},\n",
    "            {'regex': 'تابعیت', 'propname': 'nationality'}\n",
    "        ]\n",
    "\n",
    "        patent = {\"ptitle\": '', \"name\": '', \"percent\": 0, \"legalpersontype\": None, \"registerno\": None,\n",
    "                  \"address\": '', 'nationality': '','enname':'','province':'','sex':-1,'firstname':'','lastname':''};\n",
    "\n",
    "        for att in attributes:\n",
    "            regex = ''\n",
    "            for att1 in attributes:\n",
    "                if (att1 != att):\n",
    "                    regex = regex + att1['regex'] + '|';\n",
    "            endregex = '(' + regex[0:-1] + ')[ ]*:?';\n",
    "            startregex = att['regex'] + '[ ]*:?';\n",
    "\n",
    "            if (re.search(startregex, s1)):\n",
    "                startp1 = re.search(startregex, s1).end()\n",
    "                lastp1 = len(s1) - 1;\n",
    "                if (re.search(endregex, s1[startp1:])):\n",
    "                    lastp1 = re.search(endregex, s1[startp1:]).start() + startp1\n",
    "                patent[att['propname']] = s1[startp1:lastp1].strip()\n",
    "        \n",
    "        \n",
    "        name = patent['name'].strip()\n",
    "        name_details=get_name_details(name);\n",
    "        patent.update(name_details);\n",
    "        patent['province']=get_province(patent['address']);\n",
    "        \n",
    "        if(patent['ptitle'] == '' and ( patent[\"legalpersontype\"]!= None or patent[\"registerno\"]!= None)):\n",
    "            patent['ptitle'] = '-';\n",
    "        \n",
    "        if(len(patent['name']) > 2 or len(patent['enname']) ):\n",
    "            listofpeopel.append(patent)\n",
    "            \n",
    "        startp = lastp;\n",
    "\n",
    "    return listofpeopel\n",
    "\n",
    "\n",
    "def get_inventedSubject(s):\n",
    "    start = 'موضوع[ ]+اختراع[ ]*:?'\n",
    "    end = 'طبقه[ ]+بندی[ ]+بین[ ]+المللی[ ]*:?'\n",
    "\n",
    "    a = re.findall(r'{}(.*?){}'.format(start, end), s)\n",
    "    if (a != None and len(a) > 0 and len(a[0]) > 2):\n",
    "        return a\n",
    "    return re.findall(r'{}(.*?)$'.format(start), s)\n",
    "\n",
    "\n",
    "def get_internationalCategory(s):\n",
    "    start = 'طبقه[ ]+بندی[ ]+بین[ ]+المللی[ ]*:?'\n",
    "    last = '(تاریخ|کشور|مدت)[ ]*:?'\n",
    "    end = 'مدت'\n",
    "    \n",
    "    startp = 0;\n",
    "    lastp = -1;\n",
    "\n",
    "    classification = {\"IPC\": '', \"country\": '', \"releasedate\": '','IPC3':None};\n",
    "    name = ''\n",
    "    legalpersontype = ''\n",
    "    address = ''\n",
    "    registerno = ''\n",
    "    if(re.search(start, s[startp:]) == None):\n",
    "        return classification;\n",
    "    \n",
    "    startp = re.search(start, s[startp:]).start() + startp\n",
    "    if (re.search(last, s[startp + 1:])):\n",
    "        lastp = re.search(last, s[startp + 1:]).start() + startp + 1\n",
    "    else:\n",
    "        lastp = len(s);\n",
    "\n",
    "    s1 = s[startp:lastp];\n",
    "\n",
    "    attributes = [\n",
    "        {'regex': 'طبقه[ ]+بندی[ ]+بین[ ]+المللی', 'propname': 'IPC'},\n",
    "        {'regex': 'کشور', 'propname': 'country'},\n",
    "        {'regex': 'تاریخ', 'propname': 'releasedate'},\n",
    "    ]\n",
    "\n",
    "    \n",
    "\n",
    "    for att in attributes:\n",
    "        regex = ''\n",
    "        for att1 in attributes:\n",
    "            if (att1 != att):\n",
    "                regex = regex + att1['regex'] + '|';\n",
    "        endregex = '(' + regex[0:-1] + ')[ ]*:?';\n",
    "        startregex = att['regex'] + '[ ]*:?';\n",
    "\n",
    "        if (re.search(startregex, s1)):\n",
    "            startp1 = re.search(startregex, s1).end()\n",
    "            lastp1 = len(s1) - 1;\n",
    "            if (re.search(endregex, s1[startp1:])):\n",
    "                lastp1 = re.search(endregex, s1[startp1:]).start() + startp1\n",
    "            classification[att['propname']] = s1[startp1:lastp1].strip()\n",
    "        classification['IPC'] = classification['IPC'].replace(' ','')\n",
    "        ipcreg = '([A-Z][۰-۹\\d]{2}[A-Z]([۰-۹\\d]{1,3}/[۰-۹\\d]{1,3})?\\;)+';\n",
    "        \n",
    "        if(re.search(ipcreg,classification['IPC'])):\n",
    "            classification['IPC'] = re.search(ipcreg,classification['IPC']).group(0).replace(' ','');\n",
    "        \n",
    "        ipcreg = '([A-Z][۰-۹\\d]{2}[A-Z])';\n",
    "        classification['IPC3'] = re.findall(ipcreg,classification['IPC']);\n",
    "        \n",
    "    return classification\n",
    "    \n",
    "    \n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5775"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import html2text\n",
    "\n",
    "# creating database of patents\n",
    "# every patent have following properties:\n",
    "# inventedOwner\n",
    "# inventorName\n",
    "# inventedSubject\n",
    "# internationalCategory\n",
    "# registerdate\n",
    "# newsdate\n",
    "patents = []\n",
    "i = 0;\n",
    "\n",
    "for item in json_data:\n",
    "    textelementofnews_after_sanitization = html2text.html2text(item[\"text\"]).replace('\\n', ' ').replace('\\r', '').replace('ي','ی').replace('ك','ک');\n",
    "    patent = {\n",
    "        \"id\": i,\n",
    "        \"newsid\": item['docid'],\n",
    "        \"newsdate\": item[\"newsdate\"],\n",
    "        \"inventedOwner\": get_inventedOwner(textelementofnews_after_sanitization),\n",
    "        \"inventorName\": get_inventorName(textelementofnews_after_sanitization),\n",
    "        \"inventedSubject\": get_inventedSubject(textelementofnews_after_sanitization),\n",
    "        \"internationalCategory\": get_internationalCategory(textelementofnews_after_sanitization),\n",
    "        \"maintext\":textelementofnews_after_sanitization\n",
    "    };\n",
    "    i = i + 1\n",
    "    if (len(patent[\"inventedOwner\"]) > 0 and len(patent[\"inventorName\"]) > 0 and len(patent[\"inventedSubject\"]) > 0\n",
    "       and len(patent[\"internationalCategory\"]['IPC'])>0):\n",
    "        patents.append(patent);\n",
    "len(patents)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "6000\n"
     ]
    }
   ],
   "source": [
    "print(len(json_data))\n",
    "#save patents in json file\n",
    "if(1==2):\n",
    "    with open('patents.json', 'a', encoding='utf-8') as f:\n",
    "        f.write('[')\n",
    "        for data in patents:\n",
    "            z = dict(data);\n",
    "            line = json.dumps(z) + \",\\n\";\n",
    "            f.write(line);\n",
    "        f.write(']')\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "_4706\n",
    "_1894\n",
    "A۶۱B\n",
    "_4221\n",
    "_2620\n",
    "_1096\n",
    "_2349\n",
    "_3664\n",
    "_4197\n",
    "_1922\n",
    "***\n",
    "_4706\n",
    "_1894\n",
    "_5805\n",
    "_5994\n",
    "_5655\n",
    "_4728\n",
    "_5961\n",
    "_1074\n",
    "_5103\n",
    "_1808"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Testing Patent Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'id': 1074,\n",
       " 'internationalCategory': {'IPC': 'C۲۳C۲۶/۱۶;B۸۲Y۰۰/۴۰;',\n",
       "  'IPC3': ['C۲۳C', 'B۸۲Y'],\n",
       "  'country': '',\n",
       "  'releasedate': ''},\n",
       " 'inventedOwner': [{'address': 'مازندران-آمل- بلوار مدرس-آفتاب ۵۲-پلاک ۵',\n",
       "   'enname': '',\n",
       "   'faname': 'مریم گل پور',\n",
       "   'firstname': 'مریم',\n",
       "   'hascorporationtitle': False,\n",
       "   'lastname': 'گل پور',\n",
       "   'legalpersontype': None,\n",
       "   'name': 'مریم گل پور',\n",
       "   'nationality': 'ایران',\n",
       "   'percent': 0,\n",
       "   'province': 'مازندران',\n",
       "   'ptitle': 'خانم',\n",
       "   'registerno': None,\n",
       "   'sex': 1}],\n",
       " 'inventedSubject': [' فرایند جداسازی بازدارنده سینتیکی هیدرات از آب با کمک فناوری غشایی   \"Separation of Kinetic Hydrate Inhibitor from Water by Membrane Technology\"   '],\n",
       " 'inventorName': [{'address': 'مازندران-آمل-آفتاب ۵۲-پلاک ۵',\n",
       "   'enname': '',\n",
       "   'faname': 'مریم گل پور',\n",
       "   'firstname': 'مریم',\n",
       "   'hascorporationtitle': False,\n",
       "   'lastname': 'گل پور',\n",
       "   'legalpersontype': None,\n",
       "   'name': 'مریم گل پور',\n",
       "   'nationality': 'ایران',\n",
       "   'percent': 0,\n",
       "   'province': 'مازندران',\n",
       "   'ptitle': '',\n",
       "   'registerno': None,\n",
       "   'sex': 1}],\n",
       " 'maintext': 'شماره اظهارنامه اختراع: ۱۳۹۶۵۰۱۴۰۰۰۳۰۱۰۳۶۲ مورخ: ۱۰/۰۹/۱۳۹۶ شماره ثبت اختراع: ۹۶۰۰۵ مورخ: ۲۸/۰۳/۱۳۹۷ مالک اختراع : خانم مریم گل پور نشانی: مازندران-آمل- بلوار مدرس-آفتاب ۵۲-پلاک ۵ تابعیت: ایران نام مخترع: مریم گل پور نشانی: مازندران-آمل-آفتاب ۵۲-پلاک ۵ تابعیت: ایران موضوع اختراع: فرایند جداسازی بازدارنده سینتیکی هیدرات از آب با کمک فناوری غشایی   \"Separation of Kinetic Hydrate Inhibitor from Water by Membrane Technology\"   طبقه بندی بین المللی:   C۲۳C ۲۶/۱۶;B۸۲Y ۰۰/۴۰;C۰۲F ۰۰/۱   مدت حمایت از تاریخ ۱۰/۰۹/۱۳۹۶ الی ۱۰/۰۹/۱۴۱۶ به مدت ۲۰ سال می باشد.   پ۹۷۰۴۲۷۸۵۰۷۰۷۳۵۰ اداره ثبت اختراعات  ',\n",
       " 'newsdate': '۱۳۹۷/۴/۲۷',\n",
       " 'newsid': 14126607}"
      ]
     },
     "execution_count": 147,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#for testing dta\n",
    "i=1074\n",
    "item = json_data[i]\n",
    "textelementofnews_after_sanitization = html2text.html2text(item[\"text\"]).replace('\\n', ' ').replace('\\r', '').replace('ي','ی').replace('ك','ک');\n",
    "patent = {\n",
    "        \"id\": i,\n",
    "        \"newsid\": item['docid'],\n",
    "        \"newsdate\": item[\"newsdate\"],\n",
    "        \"inventedOwner\": get_inventedOwner(textelementofnews_after_sanitization),\n",
    "        \"inventorName\": get_inventorName(textelementofnews_after_sanitization),\n",
    "        \"inventedSubject\": get_inventedSubject(textelementofnews_after_sanitization),\n",
    "        \"internationalCategory\": get_internationalCategory(textelementofnews_after_sanitization),\n",
    "        \"maintext\":textelementofnews_after_sanitization\n",
    "    };\n",
    "#print(textelementofnews_after_sanitization)\n",
    "patent\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "persons = []\n",
    "companies = []\n",
    "pid = 0;\n",
    "for patent in patents:\n",
    "\n",
    "    for person in patent['inventedOwner']:\n",
    "        person['newsid']=patent['newsid']\n",
    "        person['patentid']=patent['id']\n",
    "        person['id'] = pid;\n",
    "        pid = pid + 1;\n",
    "        if(person['legalpersontype'] != None or person['registerno'] != None or person[\"hascorporationtitle\"]==True):\n",
    "            companies.append(person)\n",
    "        else:\n",
    "            persons.append(person)\n",
    "\n",
    "    for person in patent['inventorName']:\n",
    "        person['newsid']=patent['newsid']\n",
    "        person['patentid']=patent['id']\n",
    "        person['id'] = pid;\n",
    "        pid = pid + 1;\n",
    "        if(person['legalpersontype'] != None or person['registerno'] != None or person[\"hascorporationtitle\"]==True):\n",
    "            companies.append(person)\n",
    "        else:\n",
    "            persons.append(person)\n",
    "\n",
    "#layout = g.layout(\"kk\")\n",
    "#plot(g,layout=layout)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "21465"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "df = pd.DataFrame.from_dict(\n",
    "    {\n",
    "        'id':[patent['id'] for patent in patents],\n",
    "        'newsid':[patent['newsid'] for patent in patents],\n",
    "        'newsdate':[patent['newsdate'] for patent in patents],\n",
    "        'inventedOwner':[patent['inventedOwner'] for patent in patents],\n",
    "        'inventorName':[patent['inventorName'] for patent in patents],\n",
    "        'inventedSubject':[patent['inventedSubject'] for patent in patents],\n",
    "        'internationalCategory':[patent['internationalCategory'] for patent in patents],\n",
    "        'maintext':[patent['maintext'] for patent in patents]\n",
    "    })\n",
    "df.to_excel('patents.xlsx', header=True, index=False)\n",
    "df = pd.DataFrame.from_dict(\n",
    "    {\n",
    "        'id':[person['id'] for person in persons],\n",
    "        'ptitle':[person['ptitle'] for person in persons],\n",
    "        'newsid':[person['newsid'] for person in persons],\n",
    "        'patentid':[person['patentid'] for person in persons],\n",
    "        'name':[person['name'] for person in persons],\n",
    "        'firstname':[person['firstname'] for person in persons],\n",
    "        'lastname':[person['lastname'] for person in persons],\n",
    "        'sex':[person['sex'] for person in persons],\n",
    "        'faname':[person['firstname'] for person in persons],\n",
    "        'enname':[person['enname'] for person in persons],\n",
    "        'percent':[person['percent'] for person in persons],\n",
    "        'legalpersontype':[person['legalpersontype'] for person in persons],\n",
    "        'registerno':[person['registerno'] for person in persons],\n",
    "        'address':[person['address'] for person in persons],\n",
    "        'province':[person['province'] for person in persons],\n",
    "        'nationality':[person['nationality'] for person in persons]\n",
    "    })\n",
    "df.to_excel('persons.xlsx', header=True, index=False)\n",
    "\n",
    "df = pd.DataFrame.from_dict(\n",
    "    {\n",
    "        'id':[company['id'] for company in companies],\n",
    "        'ptitle':[company['ptitle'] for company in companies],\n",
    "        'newsid':[company['newsid'] for company in companies],\n",
    "        'patentid':[company['patentid'] for company in companies],\n",
    "        'name':[company['name'] for company in companies],\n",
    "        'faname':[company['faname'] for company in companies],\n",
    "        'enname':[company['enname'] for company in companies],\n",
    "        'percent':[company['percent'] for company in companies],\n",
    "        'legalpersontype':[company['legalpersontype'] for company in companies],\n",
    "        'registerno':[company['registerno'] for company in companies],\n",
    "        'address':[company['address'] for company in companies],\n",
    "        'province':[company['province'] for company in companies],\n",
    "        'nationality':[company['nationality'] for company in companies]\n",
    "    })\n",
    "df.to_excel('companies.xlsx', header=True, index=False)\n",
    "\n",
    "len(persons)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "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>address</th>\n",
       "      <th>enname</th>\n",
       "      <th>faname</th>\n",
       "      <th>id</th>\n",
       "      <th>legalpersontype</th>\n",
       "      <th>name</th>\n",
       "      <th>nationality</th>\n",
       "      <th>newsid</th>\n",
       "      <th>patentid</th>\n",
       "      <th>percent</th>\n",
       "      <th>province</th>\n",
       "      <th>ptitle</th>\n",
       "      <th>registerno</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>دیسیو بیلدینگ، بونگ شئون- دونگ ۳ اف ۱۰۹ گواناگ...</td>\n",
       "      <td>ODIN ENERGY CO LTD</td>\n",
       "      <td>ادین انرجی کو ال تی دی</td>\n",
       "      <td>4</td>\n",
       "      <td>با مسئولیت محدود</td>\n",
       "      <td>ادین انرجی کو ال تی دی   ODIN ENERGY CO LTD</td>\n",
       "      <td>جمهوری کره</td>\n",
       "      <td>14427616</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>None</td>\n",
       "      <td>شرکت</td>\n",
       "      <td>۰</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>۹کلین رُود، ساینس سیتی لوگانگ دیستریکت، گوانگژ...</td>\n",
       "      <td>GRG Banking Equipment Co Ltd</td>\n",
       "      <td>جی آر جی بانکینگ اِکوئیپمنت کُو ای تی دی</td>\n",
       "      <td>6</td>\n",
       "      <td>با مسئولیت محدود</td>\n",
       "      <td>جی آر جی بانکینگ اِکوئیپمنت کُو ای تی دی GRG B...</td>\n",
       "      <td>چین</td>\n",
       "      <td>14427606</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>None</td>\n",
       "      <td>شرکت</td>\n",
       "      <td>۰</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>دیسیو بیلدینگ، بونگ شئون- دونگ ۳ اف ۱۰۹ گواناگ...</td>\n",
       "      <td>ODIN ENERGY CO LTD</td>\n",
       "      <td>ادین انرجی کو ال تی دی</td>\n",
       "      <td>13</td>\n",
       "      <td>با مسئولیت محدود</td>\n",
       "      <td>ادین انرجی کو ال تی دی   ODIN ENERGY CO LTD</td>\n",
       "      <td>جمهوری کره</td>\n",
       "      <td>14427595</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>None</td>\n",
       "      <td>شرکت</td>\n",
       "      <td>۰</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>خراسان رضوی کیلومتر۵ جاده قوچان مشهد دانشگاه م...</td>\n",
       "      <td></td>\n",
       "      <td>دانشگاه مهندسی فناوری های نوین قوچان</td>\n",
       "      <td>18</td>\n",
       "      <td>None</td>\n",
       "      <td>دانشگاه مهندسی فناوری های نوین قوچان</td>\n",
       "      <td>ایران</td>\n",
       "      <td>14427525</td>\n",
       "      <td>4</td>\n",
       "      <td>25.0</td>\n",
       "      <td>خراسان رضوی</td>\n",
       "      <td>موسسه</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>کرج-خیابان شهید بهشتی-روبروی دهقان ویلای اول-م...</td>\n",
       "      <td></td>\n",
       "      <td>موسسه تحقیقات علوم دامی کشور</td>\n",
       "      <td>57</td>\n",
       "      <td>None</td>\n",
       "      <td>موسسه تحقیقات علوم دامی کشور</td>\n",
       "      <td>ایران</td>\n",
       "      <td>14427016</td>\n",
       "      <td>11</td>\n",
       "      <td>45.0</td>\n",
       "      <td>None</td>\n",
       "      <td>مرکز</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>وینربرگ استراسه ۱۱، ۱۱۰۰ وین، اتریش نشانی به ل...</td>\n",
       "      <td>Refractory Intellectual Property GmbH &amp; Co KG</td>\n",
       "      <td>ریفرکتوری اینتلکچوآل پروپرتی گی ام بی ها اند ک...</td>\n",
       "      <td>65</td>\n",
       "      <td>GmbH</td>\n",
       "      <td>ریفرکتوری اینتلکچوآل پروپرتی گی ام بی ها اند ک...</td>\n",
       "      <td>اتریش</td>\n",
       "      <td>14426135</td>\n",
       "      <td>12</td>\n",
       "      <td>0.0</td>\n",
       "      <td>None</td>\n",
       "      <td>شرکت</td>\n",
       "      <td>۰</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>ادالپرو استراسه ۸۲ ۸۵۷۳۷ ایسمانینگ آلمان نشانی...</td>\n",
       "      <td>Refratechnik Holding GmbH</td>\n",
       "      <td>رفرا تکنیک هولدینگ گی ام بی ها</td>\n",
       "      <td>72</td>\n",
       "      <td>GmbH</td>\n",
       "      <td>رفرا تکنیک هولدینگ گی ام بی ها   Refratechnik ...</td>\n",
       "      <td>آلمان</td>\n",
       "      <td>14425672</td>\n",
       "      <td>14</td>\n",
       "      <td>0.0</td>\n",
       "      <td>None</td>\n",
       "      <td>شرکت</td>\n",
       "      <td>۰</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>استان سمنان - شهرستان سمنان - بخش مرکزی - دهست...</td>\n",
       "      <td></td>\n",
       "      <td>سمنان</td>\n",
       "      <td>76</td>\n",
       "      <td>None</td>\n",
       "      <td>سمنان</td>\n",
       "      <td>ایران</td>\n",
       "      <td>14425517</td>\n",
       "      <td>15</td>\n",
       "      <td>20.0</td>\n",
       "      <td>سمنان</td>\n",
       "      <td>دانشگاه</td>\n",
       "      <td>۲۷۴</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>اصفهان-اتوبان ذوب آهن-کلیشاد-شهربهاران-مجتمع ا...</td>\n",
       "      <td></td>\n",
       "      <td>باما</td>\n",
       "      <td>81</td>\n",
       "      <td>سهامی عام</td>\n",
       "      <td>باما</td>\n",
       "      <td>ایران</td>\n",
       "      <td>14424061</td>\n",
       "      <td>16</td>\n",
       "      <td>0.0</td>\n",
       "      <td>اصفهان</td>\n",
       "      <td>شرکت</td>\n",
       "      <td>۸۲۲۱</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>خراسان رضوی- مشهد - خیابان راهنمایی- راهنمایی۲...</td>\n",
       "      <td></td>\n",
       "      <td>آزاد اسلامی واحد مشهد</td>\n",
       "      <td>85</td>\n",
       "      <td>None</td>\n",
       "      <td>آزاد اسلامی واحد مشهد</td>\n",
       "      <td>ایران</td>\n",
       "      <td>14421815</td>\n",
       "      <td>17</td>\n",
       "      <td>10.0</td>\n",
       "      <td>خراسان رضوی</td>\n",
       "      <td>دانشگاه</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>۴۰ لندزداون استریت کمبریج، ماساچوستس ۰۲۱۳۹ ایا...</td>\n",
       "      <td>Millennium Pharmaceuticals Inc</td>\n",
       "      <td>ملنیوم فارماسوتیکالز اینک</td>\n",
       "      <td>102</td>\n",
       "      <td>None</td>\n",
       "      <td>ملنیوم فارماسوتیکالز اینک   Millennium Pharmac...</td>\n",
       "      <td>ایالات متحده امریکا</td>\n",
       "      <td>14418407</td>\n",
       "      <td>21</td>\n",
       "      <td>0.0</td>\n",
       "      <td>None</td>\n",
       "      <td>شرکت</td>\n",
       "      <td>۰۰۰</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>خراسان رضوی - مشهد - میدان آزادی - پردیس دانشگ...</td>\n",
       "      <td></td>\n",
       "      <td>فردوسی مشهد</td>\n",
       "      <td>119</td>\n",
       "      <td>None</td>\n",
       "      <td>فردوسی مشهد</td>\n",
       "      <td>ایران</td>\n",
       "      <td>14413640</td>\n",
       "      <td>24</td>\n",
       "      <td>0.0</td>\n",
       "      <td>خراسان رضوی</td>\n",
       "      <td>دانشگاه</td>\n",
       "      <td>۹۹۹</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>سمنان میدان سعدی ـ بلوار مولوی ـ پارک علم و فن...</td>\n",
       "      <td></td>\n",
       "      <td>دانشگاه سمنان</td>\n",
       "      <td>129</td>\n",
       "      <td>None</td>\n",
       "      <td>دانشگاه سمنان</td>\n",
       "      <td>ایران</td>\n",
       "      <td>14411100</td>\n",
       "      <td>27</td>\n",
       "      <td>20.0</td>\n",
       "      <td>سمنان</td>\n",
       "      <td>پارک علم و فناوری</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>اصفهان دانشگاه اصفهان معاونت پژوهش و فناوری ام...</td>\n",
       "      <td></td>\n",
       "      <td>اصفهان</td>\n",
       "      <td>145</td>\n",
       "      <td>None</td>\n",
       "      <td>اصفهان</td>\n",
       "      <td>ایران</td>\n",
       "      <td>14404657</td>\n",
       "      <td>30</td>\n",
       "      <td>40.0</td>\n",
       "      <td>اصفهان</td>\n",
       "      <td>دانشگاه</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>اصفهان ـ دانشگاه اصفهان ـ معاونت پژوهش و فناور...</td>\n",
       "      <td></td>\n",
       "      <td>اصفهان</td>\n",
       "      <td>156</td>\n",
       "      <td>None</td>\n",
       "      <td>اصفهان</td>\n",
       "      <td>ایران</td>\n",
       "      <td>14288274</td>\n",
       "      <td>32</td>\n",
       "      <td>20.0</td>\n",
       "      <td>اصفهان</td>\n",
       "      <td>دانشگاه</td>\n",
       "      <td>۹۹۹</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                              address  \\\n",
       "0   دیسیو بیلدینگ، بونگ شئون- دونگ ۳ اف ۱۰۹ گواناگ...   \n",
       "1   ۹کلین رُود، ساینس سیتی لوگانگ دیستریکت، گوانگژ...   \n",
       "2   دیسیو بیلدینگ، بونگ شئون- دونگ ۳ اف ۱۰۹ گواناگ...   \n",
       "3   خراسان رضوی کیلومتر۵ جاده قوچان مشهد دانشگاه م...   \n",
       "4   کرج-خیابان شهید بهشتی-روبروی دهقان ویلای اول-م...   \n",
       "5   وینربرگ استراسه ۱۱، ۱۱۰۰ وین، اتریش نشانی به ل...   \n",
       "6   ادالپرو استراسه ۸۲ ۸۵۷۳۷ ایسمانینگ آلمان نشانی...   \n",
       "7   استان سمنان - شهرستان سمنان - بخش مرکزی - دهست...   \n",
       "8   اصفهان-اتوبان ذوب آهن-کلیشاد-شهربهاران-مجتمع ا...   \n",
       "9   خراسان رضوی- مشهد - خیابان راهنمایی- راهنمایی۲...   \n",
       "10  ۴۰ لندزداون استریت کمبریج، ماساچوستس ۰۲۱۳۹ ایا...   \n",
       "11  خراسان رضوی - مشهد - میدان آزادی - پردیس دانشگ...   \n",
       "12  سمنان میدان سعدی ـ بلوار مولوی ـ پارک علم و فن...   \n",
       "13  اصفهان دانشگاه اصفهان معاونت پژوهش و فناوری ام...   \n",
       "14  اصفهان ـ دانشگاه اصفهان ـ معاونت پژوهش و فناور...   \n",
       "\n",
       "                                           enname  \\\n",
       "0                              ODIN ENERGY CO LTD   \n",
       "1                    GRG Banking Equipment Co Ltd   \n",
       "2                              ODIN ENERGY CO LTD   \n",
       "3                                                   \n",
       "4                                                   \n",
       "5   Refractory Intellectual Property GmbH & Co KG   \n",
       "6                       Refratechnik Holding GmbH   \n",
       "7                                                   \n",
       "8                                                   \n",
       "9                                                   \n",
       "10                 Millennium Pharmaceuticals Inc   \n",
       "11                                                  \n",
       "12                                                  \n",
       "13                                                  \n",
       "14                                                  \n",
       "\n",
       "                                               faname   id   legalpersontype  \\\n",
       "0                           ادین انرجی کو ال تی دی       4  با مسئولیت محدود   \n",
       "1           جی آر جی بانکینگ اِکوئیپمنت کُو ای تی دی     6  با مسئولیت محدود   \n",
       "2                           ادین انرجی کو ال تی دی      13  با مسئولیت محدود   \n",
       "3                دانشگاه مهندسی فناوری های نوین قوچان   18              None   \n",
       "4                        موسسه تحقیقات علوم دامی کشور   57              None   \n",
       "5   ریفرکتوری اینتلکچوآل پروپرتی گی ام بی ها اند ک...   65              GmbH   \n",
       "6                   رفرا تکنیک هولدینگ گی ام بی ها      72              GmbH   \n",
       "7                                               سمنان   76              None   \n",
       "8                                                باما   81         سهامی عام   \n",
       "9                               آزاد اسلامی واحد مشهد   85              None   \n",
       "10                       ملنیوم فارماسوتیکالز اینک     102              None   \n",
       "11                                        فردوسی مشهد  119              None   \n",
       "12                                      دانشگاه سمنان  129              None   \n",
       "13                                             اصفهان  145              None   \n",
       "14                                             اصفهان  156              None   \n",
       "\n",
       "                                                 name          nationality  \\\n",
       "0         ادین انرجی کو ال تی دی   ODIN ENERGY CO LTD           جمهوری کره   \n",
       "1   جی آر جی بانکینگ اِکوئیپمنت کُو ای تی دی GRG B...                  چین   \n",
       "2         ادین انرجی کو ال تی دی   ODIN ENERGY CO LTD           جمهوری کره   \n",
       "3                دانشگاه مهندسی فناوری های نوین قوچان                ایران   \n",
       "4                        موسسه تحقیقات علوم دامی کشور                ایران   \n",
       "5   ریفرکتوری اینتلکچوآل پروپرتی گی ام بی ها اند ک...                اتریش   \n",
       "6   رفرا تکنیک هولدینگ گی ام بی ها   Refratechnik ...                آلمان   \n",
       "7                                               سمنان                ایران   \n",
       "8                                                باما                ایران   \n",
       "9                               آزاد اسلامی واحد مشهد                ایران   \n",
       "10  ملنیوم فارماسوتیکالز اینک   Millennium Pharmac...  ایالات متحده امریکا   \n",
       "11                                        فردوسی مشهد                ایران   \n",
       "12                                      دانشگاه سمنان                ایران   \n",
       "13                                             اصفهان                ایران   \n",
       "14                                             اصفهان                ایران   \n",
       "\n",
       "      newsid  patentid  percent     province             ptitle registerno  \n",
       "0   14427616         1      0.0         None               شرکت          ۰  \n",
       "1   14427606         2      0.0         None               شرکت          ۰  \n",
       "2   14427595         3      0.0         None               شرکت          ۰  \n",
       "3   14427525         4     25.0  خراسان رضوی              موسسه             \n",
       "4   14427016        11     45.0         None               مرکز             \n",
       "5   14426135        12      0.0         None               شرکت          ۰  \n",
       "6   14425672        14      0.0         None               شرکت          ۰  \n",
       "7   14425517        15     20.0        سمنان            دانشگاه        ۲۷۴  \n",
       "8   14424061        16      0.0       اصفهان               شرکت       ۸۲۲۱  \n",
       "9   14421815        17     10.0  خراسان رضوی            دانشگاه             \n",
       "10  14418407        21      0.0         None               شرکت        ۰۰۰  \n",
       "11  14413640        24      0.0  خراسان رضوی            دانشگاه        ۹۹۹  \n",
       "12  14411100        27     20.0        سمنان  پارک علم و فناوری             \n",
       "13  14404657        30     40.0       اصفهان            دانشگاه             \n",
       "14  14288274        32     20.0       اصفهان            دانشگاه        ۹۹۹  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head(n=15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "def dedup_persons(persons):\n",
    "    cno = 0;\n",
    "    unlabel = 0\n",
    "    dic_persons = dict();\n",
    "    for person in persons:\n",
    "        person['cluster'] = -1;\n",
    "        if(person['name'] == None ):\n",
    "            unlabel = unlabel + 1\n",
    "            continue;\n",
    "        \n",
    "        if(person['province'] == '' or person['province']==None):\n",
    "            person['province'] = 'تهران'\n",
    "        codedname = (person['name'].replace(' ','') +'_'+person['province']).strip();\n",
    "            \n",
    "        if(dic_persons.__contains__(codedname)==False):\n",
    "            dic_persons[codedname] = str(cno);\n",
    "            person['cluster'] = 100000+cno;\n",
    "            cno = cno + 1;\n",
    "        else:\n",
    "            person['cluster'] = dic_persons[codedname]\n",
    "        \n",
    "    return persons,dic_persons,cno , unlabel   \n",
    "\n",
    "def dedup_companies(companies):\n",
    "    cno = 0;\n",
    "    unlabel =0 \n",
    "    dic_companies = dict();\n",
    "    dic_companies1 = dict();\n",
    "    for company in companies:\n",
    "        precno = cno;\n",
    "        company['cluster'] = -1;\n",
    "        if(company['faname'] != None and company['faname'] != ''  ):\n",
    "            pid = company['id']\n",
    "            if(company['province'] == None or company['province'] == '' ):\n",
    "                company['province'] = 'تهران'\n",
    "\n",
    "            codedname = ('_'+company['faname']).replace(' ','').strip();\n",
    "\n",
    "            avoidedwords = ['دولتی','ملی','کشوری','صنعتی','نهاد','فدراسیون','علوم پزشکی','صنایع','دانشگاه']\n",
    "            for avoidword in avoidedwords:\n",
    "                codedname = codedname.replace(avoidword,'').strip();\n",
    "            codedname  =company['ptitle']+ codedname;\n",
    "\n",
    "            if(dic_companies.__contains__(codedname)==False):\n",
    "                dic_companies[codedname] = cno;\n",
    "                cno = cno + 1;\n",
    "                \n",
    "            company['cluster'] = dic_companies[codedname] ;\n",
    "            precno = dic_companies[codedname]\n",
    "        \n",
    "        if(company['enname']  != None and company['enname']  != ''  ):\n",
    "            codedname = ('_'+company['enname']).replace(' ','').strip();\n",
    "\n",
    "            avoidedwords = ['دولتی','ملی','کشوری','صنعتی','نهاد','فدراسیون','علوم پزشکی','صنایع','دانشگاه']\n",
    "            for avoidword in avoidedwords:\n",
    "                codedname = codedname.replace(avoidword,'').strip();\n",
    "            codedname = company['ptitle'] + codedname;\n",
    "\n",
    "            if(dic_companies1.__contains__(codedname)==False):\n",
    "                dic_companies1[codedname] = precno;\n",
    "                if(precno == cno):\n",
    "                    cno = cno + 1\n",
    "            \n",
    "            company['cluster'] = min(precno,dic_companies1[codedname])\n",
    "            \n",
    "    return companies,cno,unlabel\n",
    "  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "21465\n",
      "806\n"
     ]
    }
   ],
   "source": [
    "persons1,temp1,cno,unlabel = dedup_persons(persons);\n",
    "companies1,cno,unlabel = dedup_companies(companies);\n",
    "print(len(persons))\n",
    "print(cno)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "import networkx as nx\n",
    "#import igraph\n",
    "#import igraph.clustering\n",
    "#from igraph import plot\n",
    "#from igraph import *\n",
    "\n",
    "#g = igraph.Graph()\n",
    "g = nx.Graph()\n",
    "dic_temp = dict();\n",
    "dic_ipc = dict();\n",
    "\n",
    "for patent in patents:\n",
    "    #patents are green\n",
    "    patentid = '_'+str(patent['id']);\n",
    "    #patent_vetex = g.add_vertex(patentid, color='green');\n",
    "    patent_vetex = g.add_node(patentid)\n",
    "    \n",
    "    for person in patent['inventedOwner']:\n",
    "        if(person['cluster']==-1):\n",
    "            continue;\n",
    "        \n",
    "        if(len(patent['internationalCategory']['IPC3'])==0):\n",
    "            continue;\n",
    "        \n",
    "        person['cluster'] = str(person['cluster'])\n",
    "        \n",
    "        if(dic_temp.__contains__(person['cluster'])):\n",
    "            dic_temp[person['cluster']] = 1;\n",
    "            if(person['legalpersontype'] != None or person['registerno'] != None or person[\"hascorporationtitle\"]==True):\n",
    "                #companies are red\n",
    "                #patent_vetex = g.add_vertex(person['cluster'],title=patnet['name'], color='red');\n",
    "                patent_vetex = g.add_nodes_from(person['cluster'])\n",
    "                #g.add_edge(patentid, person['cluster'], color='black')\n",
    "                g.add_edges_from(patentid, person['cluster'])\n",
    "            #else:\n",
    "            #    #persons are blue\n",
    "            #    patent_vetex = g.add_vertex(person['cluster'],title=patnet['name'], color='green');\n",
    "            #    g.add_edge(patentid, person['cluster'], color='black')\n",
    "    \n",
    "    for person in patent['inventorName']:\n",
    "        if(person['cluster']==-1):\n",
    "            continue;\n",
    "        if(dic_temp.__contains__(person['cluster'])):\n",
    "            dic_temp[person['cluster']] = 1;\n",
    "            if(person['legalpersontype'] != None or person['registerno'] != None or person[\"hascorporationtitle\"]==True):\n",
    "                #companies are red\n",
    "                #patent_vetex = g.add_vertex(person['cluster'],title=patnet['name'], color='red');\n",
    "                patent_vetex = g.add_nodes_from(person['cluster'])\n",
    "                #g.add_edge(patentid, person['cluster'], color='black')\n",
    "                g.add_edges_from(patentid, person['cluster'])\n",
    "            #else:\n",
    "            #    #persons are blue\n",
    "            #    patent_vetex = g.add_vertex(person['cluster'],title=patnet['name'], color='green');\n",
    "            #    g.add_edge(patentid, person['cluster'], color='black')\n",
    "            \n",
    "      \n",
    "    for ipc in patent['internationalCategory']['IPC3']:\n",
    "        #patents are cyan\n",
    "        if(dic_ipc.__contains__(ipc[0:1])==False):\n",
    "            dic_ipc[ipc[0:1]] = 1\n",
    "            #g.add_vertex(ipc[0:1], color='cyan');\n",
    "            g.add_nodes_from(ipc[0:1])\n",
    "        if(dic_ipc.__contains__(ipc[0:3])==False):\n",
    "            dic_ipc[ipc[0:3]] = 1\n",
    "            #g.add_vertex(ipc[0:3], color='cyan');\n",
    "            g.add_nodes_from(ipc[0:3])\n",
    "            #g.add_edge(ipc[0:1], ipc[0:3], color='black')\n",
    "            g.add_edge(ipc[0:1], ipc[0:3])\n",
    "            \n",
    "        if(dic_ipc.__contains__(ipc[0:4])==False):\n",
    "            dic_ipc[ipc[0:4]] = 1\n",
    "            g.add_nodes_from(ipc[0:4])\n",
    "            #g.add_vertex(ipc[0:4], color='cyan');\n",
    "            #g.add_edge(ipc[0:3], ipc[0:4], color='black')\n",
    "            g.add_edge(ipc[0:3], ipc[0:4])\n",
    "            \n",
    "        #g.add_edge(patentid, ipc, color='black')\n",
    "        g.add_edge(patentid, ipc)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "nx.write_edgelist(g, 'MyGraphCsv.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "nx.write_gexf(g, 'MyGephi_for_link_pred.gexf')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "nx.write_graphml(g, 'MyML.graphml')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x262acc34c50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x262acc34080>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import collections\n",
    "import itertools\n",
    "degree_sequence = sorted([d for n, d in g.degree()], reverse=True)  # degree sequence\n",
    "# print \"Degree sequence\", degree_sequence\n",
    "degreeCount = collections.Counter(degree_sequence)\n",
    "deg, cnt = zip(*degreeCount.items())\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "plt.figure(figsize=(15,6))\n",
    "plt.bar(deg, cnt, width=1, color='b')\n",
    "\n",
    "plt.title(\"Degree Histogram\")\n",
    "plt.ylabel(\"Count\")\n",
    "plt.xlabel(\"Degree\")\n",
    "ax.set_xticks([d + 0.4 for d in deg])\n",
    "ax.set_xticklabels(deg)\n",
    "\n",
    "# draw graph in inset\n",
    "plt.axes([0.4, 0.4, 0.5, 0.5])\n",
    "Gcc = sorted(nx.connected_component_subgraphs(g), key=len, reverse=True)[0]\n",
    "pos = nx.spring_layout(g)\n",
    "plt.axis('off')\n",
    "nx.draw_networkx_nodes(g, pos, node_size=20, alpha=0.7)\n",
    "nx.draw_networkx_edges(g, pos, alpha=0.2)\n",
    "plt.savefig(\"g:/Hist.png\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.0\n",
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     ]
    }
   ],
   "source": [
    "def average_clustering(g, trials=100): \n",
    "\n",
    "    n = len(g) \n",
    "    triangles = 0\n",
    "    nodes = g.nodes() \n",
    "    for i in [int(random.random() * n) for i in range(trials)]: \n",
    "        nbrs = list(g[nodes[i]]) \n",
    "        if len(nbrs) < 2: \n",
    "            continue\n",
    "        u, v = random.sample(nbrs, 2) \n",
    "        if u in g[v]: \n",
    "            triangles += 1\n",
    "        return triangles / float(trials) \n",
    "\n",
    "cc=nx.average_clustering(g) \n",
    "print(cc)\n",
    "\n",
    "c=nx.clustering(g) \n",
    "print(c)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DegreeView({'_0': 2, 'C': 19, '۰': 0, '۲': 0, 'C۰۲': 2, 'F': 17, 'C۰۲F': 111, 'B': 37, '۱': 0, 'B۰۱': 6, 'D': 6, 'B۰۱D': 124, '_1': 1, '۳': 0, 'F۰۳': 6, 'F۰۳D': 23, '_2': 2, 'G': 12, '۶': 0, 'G۰۶': 8, 'K': 0, 'G۰۶K': 20, '۷': 0, 'G۰۷': 6, 'G۰۷F': 8, '_3': 1, '_4': 1, '۴': 0, 'F۲۴': 8, 'F۲۴D': 12, '_5': 3, 'A': 15, 'A۶۱': 14, 'A۶۱K': 436, 'C۱۲': 9, 'N': 0, 'C۱۲N': 95, 'P': 0, 'A۶۱P': 83, '_6': 1, '_7': 1, '۵': 0, 'C۰۵': 6, 'C۰۵F': 21, '_8': 1, 'A۰۱': 13, 'A۰۱K': 40, '_9': 1, 'A۰۱D': 31, '_10': 1, 'A۲۳': 11, 'L': 0, 'A۲۳L': 58, '_11': 1, 'A۲۳K': 24, '_12': 1, 'B۲۲': 4, 'B۲۲D': 11, '_13': 1, 'M': 0, 'C۱۲M': 13, '_14': 1, 'C۰۴': 2, 'C۰۴B': 84, '_15': 1, '۸': 0, 'F۲۸': 5, 'F۲۸F': 6, '_16': 2, 'B۰۳': 4, 'B۰۳D': 3, '_17': 1, '۹': 0, 'B۲۹': 5, 'B۲۹B': 11, '_18': 4, 'H': 5, 'H۰۲': 10, 'H۰۲M': 23, 'A۶۳': 6, 'A۶۳B': 70, 'A۶۱H': 51, 'T': 0, 'G۰۶T': 11, '_20': 1, 'F۲۵': 5, 'F۲۵D': 12, '_21': 2, 'C۰۷': 8, 'C۰۷D': 34, 'C۰۷B': 8, '_22': 1, 'B۲۱': 8, 'B۲۱D': 20, '_23': 1, '_24': 1, 'C۰۱': 6, 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'_5345': 1, '_5346': 1, '_5347': 3, '_5348': 1, '_5349': 2, '_5350': 3, '_5351': 2, '_5352': 1, '_5353': 1, '_5354': 3, '_5355': 1, '_5356': 1, '_5357': 1, '_5358': 1, '_5359': 1, '_5360': 2, '_5361': 1, '_5362': 1, 'B۲۵C': 2, '_5363': 1, '_5364': 2, '_5365': 1, '_5366': 1, '_5367': 2, '_5368': 1, '_5369': 1, '_5370': 2, '_5371': 1, '_5372': 1, '_5373': 1, '_5374': 3, '_5375': 1, '_5376': 1, '_5377': 2, '_5378': 2, '_5379': 3, '_5380': 1, '_5381': 0, '_5382': 1, '_5383': 0, '_5384': 1, '_5385': 1, '_5387': 1, '_5388': 1, '_5389': 1, '_5390': 1, '_5391': 2, '_5392': 1, '_5393': 1, '_5394': 1, '_5395': 1, '_5396': 0, '_5397': 1, '_5398': 1, '_5399': 2, '_5400': 1, '_5401': 1, '_5402': 1, '_5403': 1, '_5404': 1, '_5405': 1, '_5406': 0, '_5407': 1, '_5408': 2, '_5409': 2, '_5410': 1, '_5411': 1, '_5412': 1, '_5413': 1, '_5414': 1, '_5415': 1, '_5416': 1, '_5417': 1, '_5418': 1, '_5419': 1, '_5420': 1, '_5421': 1, '_5422': 1, '_5423': 0, '_5424': 2, '_5425': 2, '_5426': 1, '_5427': 1, '_5428': 1, '_5429': 1, '_5431': 2, '_5432': 1, '_5433': 2, '_5434': 1, '_5435': 1, '_5436': 2, '_5437': 1, '_5438': 1, '_5439': 1, '_5440': 1, '_5441': 1, '_5442': 2, '_5443': 1, '_5444': 2, '_5445': 1, '_5446': 1, '_5447': 3, '_5448': 2, '_5449': 2, '_5450': 1, '_5451': 1, '_5452': 2, '_5453': 3, '_5454': 1, '_5455': 2, '_5456': 1, '_5457': 2, '_5458': 2, '_5459': 1, '_5460': 0, '_5461': 3, '_5462': 1, '_5463': 3, '_5464': 3, '_5465': 1, '_5466': 2, '_5467': 1, '_5468': 1, '_5469': 2, '_5470': 1, '_5471': 1, '_5472': 1, '_5473': 2, '_5474': 1, '_5475': 2, '_5476': 1, '_5477': 1, '_5478': 3, '_5479': 1, '_5480': 1, '_5481': 1, '_5482': 1, '_5483': 2, '_5484': 1, '_5485': 1, '_5486': 2, '_5487': 4, '_5488': 3, '_5489': 1, '_5490': 4, '_5491': 3, '_5492': 2, '_5493': 3, '_5494': 1, '_5495': 1, '_5496': 2, '_5497': 1, '_5498': 2, '_5499': 1, '_5500': 3, '_5501': 2, '_5502': 2, '_5503': 1, '_5504': 3, 'H۰۱C': 2, '_5505': 2, '_5506': 1, '_5507': 2, '_5508': 1, '_5509': 2, '_5510': 1, '_5511': 1, '_5512': 2, '_5513': 1, '_5514': 1, '_5515': 3, '_5516': 1, '_5517': 1, '_5518': 2, '_5519': 2, '_5520': 1, '_5521': 2, '_5522': 2, '_5523': 1, '_5524': 2, '_5525': 2, '_5526': 1, '_5527': 0, '_5528': 5, '_5529': 2, '_5530': 0, '_5531': 3, '_5532': 1, '_5533': 2, '_5534': 1, '_5535': 1, '_5536': 2, '_5537': 2, '_5538': 1, '_5539': 0, '_5540': 1, '_5541': 1, '_5542': 2, '_5543': 1, '_5544': 0, '_5545': 1, '_5546': 1, '_5547': 1, '_5548': 2, '_5549': 3, '_5550': 1, '_5551': 0, '_5552': 0, '_5553': 1, '_5554': 1, '_5555': 1, '_5556': 1, '_5557': 1, '_5558': 1, '_5559': 1, '_5560': 0, '_5561': 1, '_5562': 1, '_5563': 2, '_5564': 1, '_5565': 1, '_5566': 1, '_5567': 1, '_5568': 2, '_5569': 4, '_5570': 1, '_5571': 1, '_5572': 1, '_5573': 1, '_5574': 1, '_5575': 2, '_5576': 2, '_5577': 1, '_5578': 1, '_5579': 0, '_5580': 3, '_5581': 1, '_5582': 1, '_5583': 1, '_5584': 1, '_5585': 2, '_5586': 1, '_5587': 1, '_5588': 2, '_5589': 2, '_5590': 3, '_5591': 0, '_5592': 1, '_5593': 3, '_5594': 1, '_5595': 0, '_5596': 2, '_5597': 3, '_5598': 0, '_5599': 1, '_5600': 1, '_5601': 2, '_5604': 3, '_5605': 1, '_5606': 1, 'F۲۱K': 2, '_5607': 1, '_5608': 2, '_5609': 0, '_5611': 1, '_5612': 1, '_5613': 2, '_5614': 1, '_5615': 0, '_5616': 1, '_5617': 2, '_5618': 2, 'B۴۲F': 2, '_5619': 2, '_5620': 1, '_5621': 1, '_5622': 1, '_5623': 1, '_5624': 1, '_5625': 1, '_5626': 1, '_5627': 1, '_5628': 1, '_5629': 2, '_5630': 1, '_5631': 1, '_5632': 1, '_5633': 1, '_5634': 1, '_5635': 1, '_5636': 1, '_5637': 1, '_5638': 1, '_5639': 1, '_5640': 3, '_5641': 2, '_5642': 2, '_5643': 1, '_5644': 3, '_5645': 1, '_5646': 1, '_5647': 1, '_5648': 1, '_5649': 1, '_5650': 3, '_5651': 1, '_5652': 2, '_5653': 1, '_5654': 1, '_5655': 2, '_5656': 1, '_5657': 1, '_5658': 1, '_5659': 2, '_5660': 2, '_5661': 1, '_5662': 2, '_5663': 1, '_5664': 1, '_5665': 1, '_5666': 1, '_5667': 2, '_5668': 1, '_5669': 2, '_5670': 1, '_5671': 1, '_5672': 1, '_5673': 1, '_5674': 1, '_5675': 2, '_5676': 1, '_5677': 1, '_5678': 2, '_5679': 1, '_5680': 1, '_5681': 1, '_5682': 1, '_5683': 2, '_5684': 1, '_5685': 1, '_5686': 0, '_5687': 1, '_5688': 1, '_5689': 2, '_5690': 1, '_5691': 2, '_5692': 1, '_5693': 3, '_5694': 1, '_5695': 1, '_5696': 1, '_5697': 1, '_5698': 1, '_5699': 1, '_5700': 2, '_5701': 1, '_5702': 1, '_5704': 1, '_5705': 1, '_5706': 1, '_5707': 1, '_5708': 1, '_5709': 1, '_5710': 2, '_5711': 1, '_5712': 1, '_5713': 3, '_5714': 1, '_5715': 2, '_5716': 2, '_5717': 2, '_5718': 3, '_5719': 1, '_5720': 2, '_5721': 1, '_5722': 1, '_5723': 2, '_5724': 1, '_5725': 1, '_5726': 4, '_5727': 1, '_5728': 1, '_5729': 1, '_5730': 3, '_5731': 1, '_5732': 1, '_5733': 1, '_5734': 3, '_5735': 1, '_5738': 1, '_5739': 1, '_5740': 1, '_5741': 1, '_5742': 2, '_5743': 1, '_5744': 3, '_5745': 2, '_5746': 1, '_5747': 3, '_5748': 2, 'G۲۱C': 2, '_5749': 2, '_5750': 2, '_5751': 2, '_5752': 0, '_5753': 2, '_5754': 1, '_5755': 1, '_5756': 2, '_5757': 2, '_5758': 1, '_5759': 1, '_5760': 1, '_5761': 2, '_5762': 1, '_5763': 0, '_5764': 1, '_5765': 2, '_5766': 1, '_5767': 2, '_5768': 2, '_5769': 1, '_5770': 1, '_5771': 3, '_5772': 1, '_5773': 1, '_5774': 0, '_5775': 2, '_5776': 0, '_5777': 1, '_5778': 0, '_5779': 1, '_5780': 2, '_5781': 1, '_5782': 1, '_5783': 1, '_5784': 1, '_5785': 1, '_5786': 2, '_5787': 2, '_5788': 1, '_5789': 1, '_5790': 1, '_5791': 3, '_5792': 2, '_5793': 0, '_5794': 1, '_5795': 0, '_5796': 1, '_5797': 2, '_5798': 2, '_5799': 1, 'D۰۱C': 2, '_5800': 2, '_5801': 2, '_5802': 2, '_5803': 1, '_5804': 1, '_5805': 1, '_5806': 1, '_5807': 1, '_5808': 1, '_5809': 2, '_5810': 1, '_5811': 1, '_5812': 2, '_5813': 1, '_5814': 2, '_5815': 1, '_5816': 2, '_5817': 2, '_5818': 2, '_5819': 2, '_5820': 1, '_5821': 0, '_5822': 2, '_5823': 1, '_5824': 1, '_5825': 1, '_5826': 2, '_5827': 2, '_5828': 1, '_5829': 2, '_5830': 2, '_5831': 1, '_5832': 1, '_5833': 2, '_5834': 1, '_5835': 2, '_5836': 0, '_5837': 1, '_5838': 1, '_5839': 2, '_5840': 2, '_5841': 2, '_5842': 1, '_5843': 3, '_5844': 3, '_5845': 1, '_5846': 1, '_5847': 1, '_5848': 2, '_5849': 1, '_5850': 1, '_5851': 1, '_5852': 2, '_5853': 1, '_5854': 1, '_5855': 2, '_5856': 1, '_5857': 1, '_5858': 2, '_5859': 2, '_5860': 1, '_5861': 2, '_5862': 1, '_5863': 1, '_5864': 2, '_5865': 3, '_5866': 4, '_5867': 2, '_5868': 0, '_5869': 2, '_5870': 1, '_5871': 1, '_5872': 2, '_5873': 1, '_5874': 1, '_5875': 1, '_5876': 0, '_5877': 2, '_5878': 1, '_5879': 0, '_5880': 1, '_5881': 1, '_5882': 2, '_5883': 1, '_5884': 1, '_5885': 2, '_5886': 1, '_5887': 1, '_5888': 1, '_5889': 0, '_5890': 1, '_5891': 1, '_5892': 2, '_5893': 1, '_5894': 1, '_5895': 2, '_5896': 2, '_5897': 1, '_5898': 2, '_5899': 3, '_5900': 1, '_5901': 1, '_5902': 2, '_5903': 2, '_5904': 1, '_5905': 2, '_5906': 0, '_5907': 1, '_5908': 1, '_5909': 1, '_5910': 1, '_5911': 1, '_5912': 2, '_5913': 1, '_5914': 1, '_5915': 0, '_5916': 1, '_5917': 1, '_5918': 1, '_5919': 1, '_5920': 0, '_5921': 1, '_5922': 1, '_5923': 3, '_5924': 1, '_5925': 3, '_5926': 1, '_5927': 1, '_5928': 1, '_5929': 1, '_5930': 1, '_5931': 0, '_5932': 3, '_5933': 1, '_5934': 2, '_5935': 1, '_5936': 1, '_5937': 1, '_5938': 0, '_5939': 1, '_5940': 1, '_5941': 1, 'A۴۴B': 2, '_5942': 1, '_5943': 1, '_5944': 1, '_5945': 2, '_5946': 1, '_5947': 2, '_5948': 1, '_5949': 2, '_5950': 2, '_5951': 1, '_5952': 1, '_5953': 1, '_5954': 4, '_5955': 1, '_5956': 1, '_5957': 3, '_5958': 1, '_5960': 4, '_5961': 2, '_5962': 1, '_5963': 1, '_5964': 2, '_5965': 1, '_5966': 3, '_5967': 1, '_5968': 1, '_5969': 2, '_5970': 4, '_5971': 1, '_5972': 2, '_5973': 1, '_5974': 1, '_5975': 1, '_5976': 1, '_5977': 1, '_5978': 4, '_5979': 2, '_5980': 1, '_5981': 0, '_5982': 1, '_5983': 0, '_5984': 2, '_5985': 1, '_5986': 2, '_5987': 1, '_5988': 2, '_5989': 1, '_5990': 1, '_5991': 1, '_5992': 2, '_5993': 1, '_5994': 2, '_5995': 2, '_5996': 2, '_5997': 2, '_5998': 1, '_5999': 2})"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "g.degree"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "g.write_gml('forGephi.gml')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "def jaccard_kgram(str1,str2,k=2):\n",
    "    if(str1 == None or len(str1) == 0 or str2 == None or len(str2) == 0):\n",
    "        return 0\n",
    "    str1 = str1.lower().replace(' ','').strip();\n",
    "    str2 = str2.lower().replace(' ','').strip();\n",
    "    A = dict();\n",
    "    B = dict();\n",
    "    for i in range(len(str1)-(k-1)):\n",
    "        A[str1[i:i+k]] = 1;\n",
    "    for i in range(len(str2)-(k-1)):\n",
    "        B[str2[i:i+k]] = 1;\n",
    "    A_and_B = 0;\n",
    "    AorB = len(B);\n",
    "    \n",
    "    for x in A.keys():\n",
    "        if(B.__contains__(x)):\n",
    "            A_and_B = A_and_B + 1;\n",
    "        else:\n",
    "            AorB = AorB + 1\n",
    "          \n",
    "    return A_and_B/AorB\n",
    "\n",
    "def sim(names,fn=jaccard_kgram):\n",
    "    simmatrix = np.zeros([len(names),len(names)])\n",
    "    \n",
    "    for i in range(len(names)):\n",
    "        for j in range(len(names)):\n",
    "            value = jaccard_kgram(names[i],names[j]);\n",
    "            simmatrix[i][j]= value;\n",
    "            simmatrix[j][i] = value;\n",
    "            \n",
    "    return simmatrix;\n",
    "#jaccard_kgram(' دولتی تربیت مدرس','تربیت مدرس')\n",
    "#simmatrix = sim([person['enname'] for person in persons])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "from math import log\n",
    "\n",
    "import networkx as nx\n",
    "from networkx.utils import not_implemented_for\n",
    "\n",
    "__all__ = ['resource_allocation_index',\n",
    "           'jaccard_coefficient',\n",
    "           'adamic_adar_index',\n",
    "           'preferential_attachment',\n",
    "           'cn_soundarajan_hopcroft',\n",
    "           'ra_index_soundarajan_hopcroft',\n",
    "           'within_inter_cluster']\n",
    "\n",
    "def jaccard_coefficient(g, ebunch=None):\n",
    "    \n",
    "    def predict(patent,ipc):\n",
    "        union_size = len(set(g[u]) | set(G[v]))\n",
    "        if union_size == 0:\n",
    "            return 0\n",
    "        return len(list(nx.common_neighbors(g, u, v))) / union_size\n",
    "    return _apply_prediction(g, predict, ebunch)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [],
   "source": [
    "import networkx as nx\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import scipy.sparse as sp\n",
    "import numpy as np\n",
    "from sklearn.metrics import roc_auc_score\n",
    "from sklearn.metrics import average_precision_score\n",
    "import pickle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "import linkpred\n",
    "import codecs\n",
    "#G = codecs.open(\"forGephi.gml\", \"r\", \"utf-8\")\n",
    "#G = nx.read_gml('forGephi.gml')\n",
    "a = linkpred.read_network('MyGephi_for_link_pred.gexf')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6443"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(a)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\gensim\\utils.py:860: UserWarning: detected Windows; aliasing chunkize to chunkize_serial\n",
      "  warnings.warn(\"detected Windows; aliasing chunkize to chunkize_serial\")\n"
     ]
    }
   ],
   "source": [
    "import node2vec"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1713, 13)"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('_0', 'C۰۲F')\n",
      "('_0', 'B۰۱D')\n",
      "('C', 'C۰۲')\n",
      "('C', 'C۱۲')\n",
      "('C', 'C۰۵')\n",
      "('C', 'C۰۴')\n",
      "('C', 'C۰۷')\n",
      "('C', 'C۰۱')\n",
      "('C', 'C۰۸')\n",
      "('C', 'C۲۵')\n",
      "('C', 'C۰۹')\n",
      "('C', 'C۲۲')\n",
      "('C', 'C۱۰')\n",
      "('C', 'C۰۳')\n",
      "('C', 'C۲۱')\n",
      "('C', 'C۲۳')\n",
      "('C', 'C۱۱')\n",
      "('C', 'C۳۰')\n",
      "('C', 'C۱۳')\n",
      "('C', 'C۱۴')\n",
      "('C', 'C۴۰')\n",
      "('C۰۲', 'C۰۲F')\n",
      "('F', 'F۰۳')\n",
      "('F', 'F۲۴')\n",
      "('F', 'F۲۸')\n",
      "('F', 'F۲۵')\n",
      "('F', 'F۱۶')\n",
      "('F', 'F۴۲')\n",
      "('F', 'F۲۶')\n",
      "('F', 'F۰۲')\n",
      "('F', 'F۲۲')\n",
      "('F', 'F۰۱')\n",
      "('F', 'F۴۱')\n",
      "('F', 'F۲۷')\n",
      "('F', 'F۲۳')\n",
      "('F', 'F۰۴')\n",
      "('F', 'F۲۱')\n",
      "('F', 'F۱۵')\n",
      "('F', 'F۱۷')\n",
      "('C۰۲F', '_16')\n",
      "('C۰۲F', '_31')\n",
      "('C۰۲F', '_32')\n",
      "('C۰۲F', '_93')\n",
      "('C۰۲F', '_120')\n",
      "('C۰۲F', '_195')\n",
      "('C۰۲F', '_197')\n",
      "('C۰۲F', '_206')\n",
      "('C۰۲F', '_249')\n",
      "('C۰۲F', '_340')\n",
      "('C۰۲F', '_392')\n",
      "('C۰۲F', '_424')\n",
      "('C۰۲F', '_448')\n",
      "('C۰۲F', '_533')\n",
      "('C۰۲F', '_627')\n",
      "('C۰۲F', '_639')\n",
      "('C۰۲F', '_640')\n",
      "('C۰۲F', '_706')\n",
      "('C۰۲F', '_809')\n",
      "('C۰۲F', '_878')\n",
      "('C۰۲F', '_908')\n",
      "('C۰۲F', '_973')\n",
      "('C۰۲F', '_992')\n",
      "('C۰۲F', '_1016')\n",
      "('C۰۲F', '_1017')\n",
      "('C۰۲F', '_1025')\n",
      "('C۰۲F', '_1059')\n",
      "('C۰۲F', '_1093')\n",
      "('C۰۲F', '_1109')\n",
      "('C۰۲F', '_1228')\n",
      "('C۰۲F', '_1308')\n",
      "('C۰۲F', '_1468')\n",
      "('C۰۲F', '_1569')\n",
      "('C۰۲F', '_1675')\n",
      "('C۰۲F', '_1682')\n",
      "('C۰۲F', '_1766')\n",
      "('C۰۲F', '_1767')\n",
      "('C۰۲F', '_1792')\n",
      "('C۰۲F', '_1818')\n",
      "('C۰۲F', '_1889')\n",
      "('C۰۲F', '_1954')\n",
      "('C۰۲F', '_2089')\n",
      "('C۰۲F', '_2146')\n",
      "('C۰۲F', '_2177')\n",
      "('C۰۲F', '_2214')\n",
      "('C۰۲F', '_2252')\n",
      "('C۰۲F', '_2337')\n",
      "('C۰۲F', '_2399')\n",
      "('C۰۲F', '_2445')\n",
      "('C۰۲F', '_2548')\n",
      "('C۰۲F', '_2618')\n",
      "('C۰۲F', '_2697')\n",
      "('C۰۲F', '_2698')\n",
      "('C۰۲F', '_2703')\n",
      "('C۰۲F', '_2727')\n",
      "('C۰۲F', '_2766')\n",
      "('C۰۲F', '_2887')\n",
      "('C۰۲F', '_2889')\n",
      "('C۰۲F', '_2904')\n",
      "('C۰۲F', '_2928')\n",
      "('C۰۲F', '_2937')\n",
      "('C۰۲F', '_2949')\n",
      "('C۰۲F', '_3033')\n",
      "('C۰۲F', '_3105')\n",
      "('C۰۲F', '_3125')\n",
      "('C۰۲F', '_3143')\n",
      "('C۰۲F', '_3258')\n",
      "('C۰۲F', '_3326')\n",
      "('C۰۲F', '_3371')\n",
      "('C۰۲F', '_3450')\n",
      "('C۰۲F', '_3473')\n",
      "('C۰۲F', '_3492')\n",
      "('C۰۲F', '_3514')\n",
      "('C۰۲F', '_3541')\n",
      "('C۰۲F', '_3636')\n",
      "('C۰۲F', '_3681')\n",
      "('C۰۲F', '_3781')\n",
      "('C۰۲F', '_3848')\n",
      "('C۰۲F', '_3876')\n",
      "('C۰۲F', '_3955')\n",
      "('C۰۲F', '_3993')\n",
      "('C۰۲F', '_4065')\n",
      "('C۰۲F', '_4315')\n",
      "('C۰۲F', '_4447')\n",
      "('C۰۲F', '_4464')\n",
      "('C۰۲F', '_4467')\n",
      "('C۰۲F', '_4491')\n",
      "('C۰۲F', '_4639')\n",
      "('C۰۲F', '_4667')\n",
      "('C۰۲F', '_4674')\n",
      "('C۰۲F', '_4755')\n",
      "('C۰۲F', '_4763')\n",
      "('C۰۲F', '_4772')\n",
      "('C۰۲F', '_4872')\n",
      "('C۰۲F', '_4897')\n",
      "('C۰۲F', '_4905')\n",
      "('C۰۲F', '_4977')\n",
      "('C۰۲F', '_5005')\n",
      "('C۰۲F', '_5007')\n",
      "('C۰۲F', '_5034')\n",
      "('C۰۲F', '_5072')\n",
      "('C۰۲F', '_5240')\n",
      "('C۰۲F', '_5272')\n",
      "('C۰۲F', '_5322')\n",
      "('C۰۲F', '_5407')\n",
      "('C۰۲F', '_5486')\n",
      "('C۰۲F', '_5502')\n",
      "('C۰۲F', '_5556')\n",
      "('C۰۲F', '_5843')\n",
      "('B', 'B۰۱')\n",
      "('B', 'B۲۲')\n",
      "('B', 'B۰۳')\n",
      "('B', 'B۲۹')\n",
      "('B', 'B۲۱')\n",
      "('B', 'B۶۰')\n",
      "('B', 'B۸۲')\n",
      "('B', 'B۶۵')\n",
      "('B', 'B۰۸')\n",
      "('B', 'B۶۳')\n",
      "('B', 'B۲۸')\n",
      "('B', 'B۳۲')\n",
      "('B', 'B۴۴')\n",
      "('B', 'B۶۲')\n",
      "('B', 'B۰۶')\n",
      "('B', 'B۶۴')\n",
      "('B', 'B۰۵')\n",
      "('B', 'B۰۲')\n",
      "('B', 'B۲۵')\n",
      "('B', 'B۴۳')\n",
      "('B', 'B۸۱')\n",
      "('B', 'B۲۳')\n",
      "('B', 'B۶۶')\n",
      "('B', 'B۲۴')\n",
      "('B', 'B۰۷')\n",
      "('B', 'B۶۱')\n",
      "('B', 'B۶۷')\n",
      "('B', 'B۳۱')\n",
      "('B', 'B۴۱')\n",
      "('B', 'B۳۳')\n",
      "('B', 'B۰۴')\n",
      "('B', 'B۲۶')\n",
      "('B', 'B۲۷')\n",
      "('B', 'B۴۲')\n",
      "('B', 'B۶۸')\n",
      "('B', 'B۰۹')\n",
      "('B', 'B۳۰')\n",
      "('B۰۱', 'B۰۱D')\n",
      "('B۰۱', 'B۰۱J')\n",
      "('B۰۱', 'B۰۱B')\n",
      "('B۰۱', 'B۰۱L')\n",
      "('B۰۱', 'B۰۱F')\n",
      "('D', 'D۰۶')\n",
      "('D', 'D۰۱')\n",
      "('D', 'D۲۱')\n",
      "('D', 'D۰۳')\n",
      "('D', 'D۰۴')\n",
      "('D', 'D۰۵')\n",
      "('B۰۱D', '_27')\n",
      "('B۰۱D', '_28')\n",
      "('B۰۱D', '_37')\n",
      "('B۰۱D', '_39')\n",
      "('B۰۱D', '_83')\n",
      "('B۰۱D', '_138')\n",
      "('B۰۱D', '_158')\n",
      "('B۰۱D', '_206')\n",
      "('B۰۱D', '_221')\n",
      "('B۰۱D', '_261')\n",
      "('B۰۱D', '_277')\n",
      "('B۰۱D', '_326')\n",
      "('B۰۱D', '_420')\n",
      "('B۰۱D', '_424')\n",
      "('B۰۱D', '_447')\n",
      "('B۰۱D', '_519')\n",
      "('B۰۱D', '_520')\n",
      "('B۰۱D', '_533')\n",
      "('B۰۱D', '_542')\n",
      "('B۰۱D', '_635')\n",
      "('B۰۱D', '_639')\n",
      "('B۰۱D', '_687')\n",
      "('B۰۱D', '_697')\n",
      "('B۰۱D', '_734')\n",
      "('B۰۱D', '_739')\n",
      "('B۰۱D', '_757')\n",
      "('B۰۱D', '_800')\n",
      "('B۰۱D', '_879')\n",
      "('B۰۱D', '_890')\n",
      "('B۰۱D', '_916')\n",
      "('B۰۱D', '_926')\n",
      "('B۰۱D', '_930')\n",
      "('B۰۱D', '_958')\n",
      "('B۰۱D', '_973')\n",
      "('B۰۱D', '_1067')\n",
      "('B۰۱D', '_1191')\n",
      "('B۰۱D', '_1451')\n",
      "('B۰۱D', '_1506')\n",
      "('B۰۱D', '_1545')\n",
      "('B۰۱D', '_1572')\n",
      "('B۰۱D', '_1687')\n",
      "('B۰۱D', '_1712')\n",
      "('B۰۱D', '_1740')\n",
      "('B۰۱D', '_1753')\n",
      "('B۰۱D', '_1792')\n",
      "('B۰۱D', '_1855')\n",
      "('B۰۱D', '_1865')\n",
      "('B۰۱D', '_1884')\n",
      "('B۰۱D', '_1886')\n",
      "('B۰۱D', '_1958')\n",
      "('B۰۱D', '_2055')\n",
      "('B۰۱D', '_2086')\n",
      "('B۰۱D', '_2130')\n",
      "('B۰۱D', '_2201')\n",
      "('B۰۱D', '_2260')\n",
      "('B۰۱D', '_2370')\n",
      "('B۰۱D', '_2401')\n",
      "('B۰۱D', '_2413')\n",
      "('B۰۱D', '_2492')\n",
      "('B۰۱D', '_2493')\n",
      "('B۰۱D', '_2578')\n",
      "('B۰۱D', '_2582')\n",
      "('B۰۱D', '_2583')\n",
      "('B۰۱D', '_2588')\n",
      "('B۰۱D', '_2632')\n",
      "('B۰۱D', '_2653')\n",
      "('B۰۱D', '_2656')\n",
      "('B۰۱D', '_2683')\n",
      "('B۰۱D', '_2690')\n",
      "('B۰۱D', '_2710')\n",
      "('B۰۱D', '_2743')\n",
      "('B۰۱D', '_2848')\n",
      "('B۰۱D', '_2861')\n",
      "('B۰۱D', '_2884')\n",
      "('B۰۱D', '_2887')\n",
      "('B۰۱D', '_3080')\n",
      "('B۰۱D', '_3109')\n",
      "('B۰۱D', '_3203')\n",
      "('B۰۱D', '_3210')\n",
      "('B۰۱D', '_3248')\n",
      "('B۰۱D', '_3258')\n",
      "('B۰۱D', '_3371')\n",
      "('B۰۱D', '_3512')\n",
      "('B۰۱D', '_3563')\n",
      "('B۰۱D', '_3610')\n",
      "('B۰۱D', '_3719')\n",
      "('B۰۱D', '_3846')\n",
      "('B۰۱D', '_3848')\n",
      "('B۰۱D', '_3908')\n",
      "('B۰۱D', '_4053')\n",
      "('B۰۱D', '_4150')\n",
      "('B۰۱D', '_4171')\n",
      "('B۰۱D', '_4251')\n",
      "('B۰۱D', '_4303')\n",
      "('B۰۱D', '_4389')\n",
      "('B۰۱D', '_4429')\n",
      "('B۰۱D', '_4447')\n",
      "('B۰۱D', '_4467')\n",
      "('B۰۱D', '_4627')\n",
      "('B۰۱D', '_4671')\n",
      "('B۰۱D', '_4739')\n",
      "('B۰۱D', '_4905')\n",
      "('B۰۱D', '_4934')\n",
      "('B۰۱D', '_5070')\n",
      "('B۰۱D', '_5146')\n",
      "('B۰۱D', '_5257')\n",
      "('B۰۱D', '_5284')\n",
      "('B۰۱D', '_5506')\n",
      "('B۰۱D', '_5747')\n",
      "('B۰۱D', '_5771')\n",
      "('B۰۱D', '_5772')\n",
      "('B۰۱D', '_5810')\n",
      "('B۰۱D', '_5811')\n",
      "('B۰۱D', '_5819')\n",
      "('B۰۱D', '_5825')\n",
      "('B۰۱D', '_5841')\n",
      "('B۰۱D', '_5882')\n",
      "('B۰۱D', '_5885')\n",
      "('B۰۱D', '_5932')\n",
      "('B۰۱D', '_5954')\n",
      "('B۰۱D', '_5960')\n",
      "('B۰۱D', '_5974')\n",
      "('_1', 'F۰۳D')\n",
      "('F۰۳', 'F۰۳D')\n",
      "('F۰۳', 'F۰۳B')\n",
      "('F۰۳', 'F۰۳G')\n",
      "('F۰۳', 'F۰۳C')\n",
      "('F۰۳', 'F۰۳H')\n",
      "('F۰۳D', '_3')\n",
      "('F۰۳D', '_104')\n",
      "('F۰۳D', '_137')\n",
      "('F۰۳D', '_1029')\n",
      "('F۰۳D', '_1249')\n",
      "('F۰۳D', '_2073')\n",
      "('F۰۳D', '_2074')\n",
      "('F۰۳D', '_2213')\n",
      "('F۰۳D', '_2343')\n",
      "('F۰۳D', '_2598')\n",
      "('F۰۳D', '_2673')\n",
      "('F۰۳D', '_2932')\n",
      "('F۰۳D', '_3207')\n",
      "('F۰۳D', '_3372')\n",
      "('F۰۳D', '_4051')\n",
      "('F۰۳D', '_4154')\n",
      "('F۰۳D', '_4255')\n",
      "('F۰۳D', '_4393')\n",
      "('F۰۳D', '_4570')\n",
      "('F۰۳D', '_5453')\n",
      "('F۰۳D', '_5536')\n",
      "('_2', 'G۰۶K')\n",
      "('_2', 'G۰۷F')\n",
      "('G', 'G۰۶')\n",
      "('G', 'G۰۷')\n",
      "('G', 'G۰۱')\n",
      "('G', 'G۰۸')\n",
      "('G', 'G۰۲')\n",
      "('G', 'G۰۴')\n",
      "('G', 'G۰۵')\n",
      "('G', 'G۰۹')\n",
      "('G', 'G۱۰')\n",
      "('G', 'G۰۳')\n",
      "('G', 'G۲۱')\n",
      "('G', 'G۱۱')\n",
      "('G۰۶', 'G۰۶K')\n",
      "('G۰۶', 'G۰۶T')\n",
      "('G۰۶', 'G۰۶F')\n",
      "('G۰۶', 'G۰۶G')\n",
      "('G۰۶', 'G۰۶N')\n",
      "('G۰۶', 'G۰۶Q')\n",
      "('G۰۶', 'G۰۶C')\n",
      "('G۰۶K', '_118')\n",
      "('G۰۶K', '_223')\n",
      "('G۰۶K', '_1115')\n",
      "('G۰۶K', '_1173')\n",
      "('G۰۶K', '_1396')\n",
      "('G۰۶K', '_1845')\n",
      "('G۰۶K', '_1928')\n",
      "('G۰۶K', '_2066')\n",
      "('G۰۶K', '_2238')\n",
      "('G۰۶K', '_2386')\n",
      "('G۰۶K', '_2397')\n",
      "('G۰۶K', '_2464')\n",
      "('G۰۶K', '_2757')\n",
      "('G۰۶K', '_4056')\n",
      "('G۰۶K', '_4660')\n",
      "('G۰۶K', '_4969')\n",
      "('G۰۶K', '_5080')\n",
      "('G۰۶K', '_5702')\n",
      "('G۰۷', 'G۰۷F')\n",
      "('G۰۷', 'G۰۷D')\n",
      "('G۰۷', 'G۰۷C')\n",
      "('G۰۷', 'G۰۷B')\n",
      "('G۰۷', 'G۰۷G')\n",
      "('G۰۷F', '_476')\n",
      "('G۰۷F', '_1679')\n",
      "('G۰۷F', '_2066')\n",
      "('G۰۷F', '_2371')\n",
      "('G۰۷F', '_3365')\n",
      "('G۰۷F', '_3688')\n",
      "('_4', 'F۲۴D')\n",
      "('F۲۴', 'F۲۴D')\n",
      "('F۲۴', 'F۲۴B')\n",
      "('F۲۴', 'F۲۴C')\n",
      "('F۲۴', 'F۲۴F')\n",
      "('F۲۴', 'F۲۴H')\n",
      "('F۲۴', 'F۲۴S')\n",
      "('F۲۴', 'F۲۴J')\n",
      "('F۲۴D', '_738')\n",
      "('F۲۴D', '_773')\n",
      "('F۲۴D', '_1165')\n",
      "('F۲۴D', '_1348')\n",
      "('F۲۴D', '_1769')\n",
      "('F۲۴D', '_1851')\n",
      "('F۲۴D', '_2361')\n",
      "('F۲۴D', '_4563')\n",
      "('F۲۴D', '_4715')\n",
      "('F۲۴D', '_5425')\n",
      "('_5', 'A۶۱K')\n",
      "('_5', 'C۱۲N')\n",
      "('_5', 'A۶۱P')\n",
      "('A', 'A۶۱')\n",
      "('A', 'A۰۱')\n",
      "('A', 'A۲۳')\n",
      "('A', 'A۶۳')\n",
      "('A', 'A۴۱')\n",
      "('A', 'A۴۷')\n",
      "('A', 'A۴۵')\n",
      "('A', 'A۶۲')\n",
      "('A', 'A۲۱')\n",
      "('A', 'A۴۳')\n",
      "('A', 'A۲۴')\n",
      "('A', 'A۴۲')\n",
      "('A', 'A۴۴')\n",
      "('A', 'A۴۶')\n",
      "('A', 'A۲۲')\n",
      "('A۶۱', 'A۶۱K')\n",
      "('A۶۱', 'A۶۱P')\n",
      "('A۶۱', 'A۶۱H')\n",
      "('A۶۱', 'A۶۱N')\n",
      "('A۶۱', 'A۶۱B')\n",
      "('A۶۱', 'A۶۱Q')\n",
      "('A۶۱', 'A۶۱F')\n",
      "('A۶۱', 'A۶۱L')\n",
      "('A۶۱', 'A۶۱D')\n",
      "('A۶۱', 'A۶۱J')\n",
      "('A۶۱', 'A۶۱M')\n",
      "('A۶۱', 'A۶۱G')\n",
      "('A۶۱', 'A۶۱C')\n",
      "('A۶۱K', '_6')\n",
      "('A۶۱K', '_23')\n",
      "('A۶۱K', '_27')\n",
      "('A۶۱K', '_29')\n",
      "('A۶۱K', '_34')\n",
      "('A۶۱K', '_58')\n",
      "('A۶۱K', '_76')\n",
      "('A۶۱K', '_89')\n",
      "('A۶۱K', '_90')\n",
      "('A۶۱K', '_115')\n",
      "('A۶۱K', '_116')\n",
      "('A۶۱K', '_119')\n",
      "('A۶۱K', '_133')\n",
      "('A۶۱K', '_142')\n",
      "('A۶۱K', '_147')\n",
      "('A۶۱K', '_148')\n",
      "('A۶۱K', '_163')\n",
      "('A۶۱K', '_171')\n",
      "('A۶۱K', '_179')\n",
      "('A۶۱K', '_180')\n",
      "('A۶۱K', '_182')\n",
      "('A۶۱K', '_196')\n",
      "('A۶۱K', '_224')\n",
      "('A۶۱K', '_225')\n",
      "('A۶۱K', '_227')\n",
      "('A۶۱K', '_234')\n",
      "('A۶۱K', '_235')\n",
      "('A۶۱K', '_256')\n",
      "('A۶۱K', '_257')\n",
      "('A۶۱K', '_280')\n",
      "('A۶۱K', '_296')\n",
      "('A۶۱K', '_298')\n",
      "('A۶۱K', '_311')\n",
      "('A۶۱K', '_315')\n",
      "('A۶۱K', '_323')\n",
      "('A۶۱K', '_330')\n",
      "('A۶۱K', '_332')\n",
      "('A۶۱K', '_336')\n",
      "('A۶۱K', '_349')\n",
      "('A۶۱K', '_367')\n",
      "('A۶۱K', '_386')\n",
      "('A۶۱K', '_393')\n",
      "('A۶۱K', '_401')\n",
      "('A۶۱K', '_408')\n",
      "('A۶۱K', '_412')\n",
      "('A۶۱K', '_419')\n",
      "('A۶۱K', '_429')\n",
      "('A۶۱K', '_433')\n",
      "('A۶۱K', '_434')\n",
      "('A۶۱K', '_436')\n",
      "('A۶۱K', '_449')\n",
      "('A۶۱K', '_450')\n",
      "('A۶۱K', '_455')\n",
      "('A۶۱K', '_456')\n",
      "('A۶۱K', '_461')\n",
      "('A۶۱K', '_466')\n",
      "('A۶۱K', '_469')\n",
      "('A۶۱K', '_482')\n",
      "('A۶۱K', '_505')\n",
      "('A۶۱K', '_522')\n",
      "('A۶۱K', '_525')\n",
      "('A۶۱K', '_528')\n",
      "('A۶۱K', '_534')\n",
      "('A۶۱K', '_537')\n",
      "('A۶۱K', '_543')\n",
      "('A۶۱K', '_544')\n",
      "('A۶۱K', '_545')\n",
      "('A۶۱K', '_567')\n",
      "('A۶۱K', '_577')\n",
      "('A۶۱K', '_583')\n",
      "('A۶۱K', '_587')\n",
      "('A۶۱K', '_588')\n",
      "('A۶۱K', '_595')\n",
      "('A۶۱K', '_596')\n",
      "('A۶۱K', '_609')\n",
      "('A۶۱K', '_619')\n",
      "('A۶۱K', '_620')\n",
      "('A۶۱K', '_628')\n",
      "('A۶۱K', '_630')\n",
      "('A۶۱K', '_634')\n",
      "('A۶۱K', '_636')\n",
      "('A۶۱K', '_637')\n",
      "('A۶۱K', '_663')\n",
      "('A۶۱K', '_667')\n",
      "('A۶۱K', '_681')\n",
      "('A۶۱K', '_684')\n",
      "('A۶۱K', '_695')\n",
      "('A۶۱K', '_702')\n",
      "('A۶۱K', '_704')\n",
      "('A۶۱K', '_717')\n",
      "('A۶۱K', '_726')\n",
      "('A۶۱K', '_744')\n",
      "('A۶۱K', '_747')\n",
      "('A۶۱K', '_758')\n",
      "('A۶۱K', '_763')\n",
      "('A۶۱K', '_764')\n",
      "('A۶۱K', '_783')\n",
      "('A۶۱K', '_786')\n",
      "('A۶۱K', '_789')\n",
      "('A۶۱K', '_857')\n",
      "('A۶۱K', '_863')\n",
      "('A۶۱K', '_887')\n",
      "('A۶۱K', '_906')\n",
      "('A۶۱K', '_918')\n",
      "('A۶۱K', '_925')\n",
      "('A۶۱K', '_927')\n",
      "('A۶۱K', '_931')\n",
      "('A۶۱K', '_951')\n",
      "('A۶۱K', '_953')\n",
      "('A۶۱K', '_970')\n",
      "('A۶۱K', '_982')\n",
      "('A۶۱K', '_991')\n",
      "('A۶۱K', '_1005')\n",
      "('A۶۱K', '_1006')\n",
      "('A۶۱K', '_1014')\n",
      "('A۶۱K', '_1015')\n",
      "('A۶۱K', '_1028')\n",
      "('A۶۱K', '_1035')\n",
      "('A۶۱K', '_1047')\n",
      "('A۶۱K', '_1054')\n",
      "('A۶۱K', '_1058')\n",
      "('A۶۱K', '_1071')\n",
      "('A۶۱K', '_1072')\n",
      "('A۶۱K', '_1085')\n",
      "('A۶۱K', '_1088')\n",
      "('A۶۱K', '_1089')\n",
      "('A۶۱K', '_1102')\n",
      "('A۶۱K', '_1121')\n",
      "('A۶۱K', '_1126')\n",
      "('A۶۱K', '_1152')\n",
      "('A۶۱K', '_1159')\n",
      "('A۶۱K', '_1161')\n",
      "('A۶۱K', '_1176')\n",
      "('A۶۱K', '_1183')\n",
      "('A۶۱K', '_1184')\n",
      "('A۶۱K', '_1200')\n",
      "('A۶۱K', '_1204')\n",
      "('A۶۱K', '_1230')\n",
      "('A۶۱K', '_1233')\n",
      "('A۶۱K', '_1252')\n",
      "('A۶۱K', '_1258')\n",
      "('A۶۱K', '_1278')\n",
      "('A۶۱K', '_1290')\n",
      "('A۶۱K', '_1297')\n",
      "('A۶۱K', '_1307')\n",
      "('A۶۱K', '_1309')\n",
      "('A۶۱K', '_1331')\n",
      "('A۶۱K', '_1350')\n",
      "('A۶۱K', '_1369')\n",
      "('A۶۱K', '_1373')\n",
      "('A۶۱K', '_1377')\n",
      "('A۶۱K', '_1389')\n",
      "('A۶۱K', '_1397')\n",
      "('A۶۱K', '_1398')\n",
      "('A۶۱K', '_1401')\n",
      "('A۶۱K', '_1420')\n",
      "('A۶۱K', '_1423')\n",
      "('A۶۱K', '_1425')\n",
      "('A۶۱K', '_1429')\n",
      "('A۶۱K', '_1445')\n",
      "('A۶۱K', '_1485')\n",
      "('A۶۱K', '_1503')\n",
      "('A۶۱K', '_1512')\n",
      "('A۶۱K', '_1530')\n",
      "('A۶۱K', '_1544')\n",
      "('A۶۱K', '_1546')\n",
      "('A۶۱K', '_1554')\n",
      "('A۶۱K', '_1574')\n",
      "('A۶۱K', '_1580')\n",
      "('A۶۱K', '_1583')\n",
      "('A۶۱K', '_1587')\n",
      "('A۶۱K', '_1588')\n",
      "('A۶۱K', '_1627')\n",
      "('A۶۱K', '_1631')\n",
      "('A۶۱K', '_1635')\n",
      "('A۶۱K', '_1636')\n",
      "('A۶۱K', '_1668')\n",
      "('A۶۱K', '_1669')\n",
      "('A۶۱K', '_1670')\n",
      "('A۶۱K', '_1678')\n",
      "('A۶۱K', '_1702')\n",
      "('A۶۱K', '_1706')\n",
      "('A۶۱K', '_1733')\n",
      "('A۶۱K', '_1734')\n",
      "('A۶۱K', '_1752')\n",
      "('A۶۱K', '_1762')\n",
      "('A۶۱K', '_1777')\n",
      "('A۶۱K', '_1794')\n",
      "('A۶۱K', '_1811')\n",
      "('A۶۱K', '_1830')\n",
      "('A۶۱K', '_1848')\n",
      "('A۶۱K', '_1849')\n",
      "('A۶۱K', '_1854')\n",
      "('A۶۱K', '_1873')\n",
      "('A۶۱K', '_1888')\n",
      "('A۶۱K', '_1916')\n",
      "('A۶۱K', '_1920')\n",
      "('A۶۱K', '_1956')\n",
      "('A۶۱K', '_1984')\n",
      "('A۶۱K', '_1997')\n",
      "('A۶۱K', '_2008')\n",
      "('A۶۱K', '_2015')\n",
      "('A۶۱K', '_2027')\n",
      "('A۶۱K', '_2029')\n",
      "('A۶۱K', '_2049')\n",
      "('A۶۱K', '_2061')\n",
      "('A۶۱K', '_2063')\n",
      "('A۶۱K', '_2069')\n",
      "('A۶۱K', '_2078')\n",
      "('A۶۱K', '_2085')\n",
      "('A۶۱K', '_2100')\n",
      "('A۶۱K', '_2106')\n",
      "('A۶۱K', '_2109')\n",
      "('A۶۱K', '_2126')\n",
      "('A۶۱K', '_2127')\n",
      "('A۶۱K', '_2173')\n",
      "('A۶۱K', '_2230')\n",
      "('A۶۱K', '_2245')\n",
      "('A۶۱K', '_2246')\n",
      "('A۶۱K', '_2254')\n",
      "('A۶۱K', '_2255')\n",
      "('A۶۱K', '_2280')\n",
      "('A۶۱K', '_2287')\n",
      "('A۶۱K', '_2289')\n",
      "('A۶۱K', '_2295')\n",
      "('A۶۱K', '_2312')\n",
      "('A۶۱K', '_2327')\n",
      "('A۶۱K', '_2346')\n",
      "('A۶۱K', '_2354')\n",
      "('A۶۱K', '_2358')\n",
      "('A۶۱K', '_2359')\n",
      "('A۶۱K', '_2362')\n",
      "('A۶۱K', '_2367')\n",
      "('A۶۱K', '_2388')\n",
      "('A۶۱K', '_2393')\n",
      "('A۶۱K', '_2398')\n",
      "('A۶۱K', '_2431')\n",
      "('A۶۱K', '_2443')\n",
      "('A۶۱K', '_2446')\n",
      "('A۶۱K', '_2466')\n",
      "('A۶۱K', '_2475')\n",
      "('A۶۱K', '_2486')\n",
      "('A۶۱K', '_2487')\n",
      "('A۶۱K', '_2501')\n",
      "('A۶۱K', '_2504')\n",
      "('A۶۱K', '_2511')\n",
      "('A۶۱K', '_2521')\n",
      "('A۶۱K', '_2535')\n",
      "('A۶۱K', '_2539')\n",
      "('A۶۱K', '_2552')\n",
      "('A۶۱K', '_2661')\n",
      "('A۶۱K', '_2662')\n",
      "('A۶۱K', '_2666')\n",
      "('A۶۱K', '_2672')\n",
      "('A۶۱K', '_2705')\n",
      "('A۶۱K', '_2708')\n",
      "('A۶۱K', '_2709')\n",
      "('A۶۱K', '_2713')\n",
      "('A۶۱K', '_2734')\n",
      "('A۶۱K', '_2762')\n",
      "('A۶۱K', '_2770')\n",
      "('A۶۱K', '_2772')\n",
      "('A۶۱K', '_2805')\n",
      "('A۶۱K', '_2815')\n",
      "('A۶۱K', '_2821')\n",
      "('A۶۱K', '_2857')\n",
      "('A۶۱K', '_2860')\n",
      "('A۶۱K', '_2877')\n",
      "('A۶۱K', '_2880')\n",
      "('A۶۱K', '_2891')\n",
      "('A۶۱K', '_2915')\n",
      "('A۶۱K', '_2923')\n",
      "('A۶۱K', '_2936')\n",
      "('A۶۱K', '_2942')\n",
      "('A۶۱K', '_2943')\n",
      "('A۶۱K', '_2951')\n",
      "('A۶۱K', '_2955')\n",
      "('A۶۱K', '_2962')\n",
      "('A۶۱K', '_2964')\n",
      "('A۶۱K', '_2966')\n",
      "('A۶۱K', '_3006')\n",
      "('A۶۱K', '_3021')\n",
      "('A۶۱K', '_3036')\n",
      "('A۶۱K', '_3045')\n",
      "('A۶۱K', '_3054')\n",
      "('A۶۱K', '_3055')\n",
      "('A۶۱K', '_3061')\n",
      "('A۶۱K', '_3075')\n",
      "('A۶۱K', '_3081')\n",
      "('A۶۱K', '_3085')\n",
      "('A۶۱K', '_3110')\n",
      "('A۶۱K', '_3135')\n",
      "('A۶۱K', '_3177')\n",
      "('A۶۱K', '_3187')\n",
      "('A۶۱K', '_3197')\n",
      "('A۶۱K', '_3199')\n",
      "('A۶۱K', '_3215')\n",
      "('A۶۱K', '_3217')\n",
      "('A۶۱K', '_3223')\n",
      "('A۶۱K', '_3227')\n",
      "('A۶۱K', '_3233')\n",
      "('A۶۱K', '_3234')\n",
      "('A۶۱K', '_3244')\n",
      "('A۶۱K', '_3291')\n",
      "('A۶۱K', '_3310')\n",
      "('A۶۱K', '_3315')\n",
      "('A۶۱K', '_3336')\n",
      "('A۶۱K', '_3403')\n",
      "('A۶۱K', '_3416')\n",
      "('A۶۱K', '_3418')\n",
      "('A۶۱K', '_3437')\n",
      "('A۶۱K', '_3462')\n",
      "('A۶۱K', '_3463')\n",
      "('A۶۱K', '_3468')\n",
      "('A۶۱K', '_3497')\n",
      "('A۶۱K', '_3504')\n",
      "('A۶۱K', '_3505')\n",
      "('A۶۱K', '_3509')\n",
      "('A۶۱K', '_3539')\n",
      "('A۶۱K', '_3542')\n",
      "('A۶۱K', '_3546')\n",
      "('A۶۱K', '_3548')\n",
      "('A۶۱K', '_3549')\n",
      "('A۶۱K', '_3552')\n",
      "('A۶۱K', '_3559')\n",
      "('A۶۱K', '_3560')\n",
      "('A۶۱K', '_3561')\n",
      "('A۶۱K', '_3586')\n",
      "('A۶۱K', '_3594')\n",
      "('A۶۱K', '_3597')\n",
      "('A۶۱K', '_3615')\n",
      "('A۶۱K', '_3620')\n",
      "('A۶۱K', '_3623')\n",
      "('A۶۱K', '_3625')\n",
      "('A۶۱K', '_3646')\n",
      "('A۶۱K', '_3684')\n",
      "('A۶۱K', '_3687')\n",
      "('A۶۱K', '_3702')\n",
      "('A۶۱K', '_3714')\n",
      "('A۶۱K', '_3716')\n",
      "('A۶۱K', '_3724')\n",
      "('A۶۱K', '_3728')\n",
      "('A۶۱K', '_3749')\n",
      "('A۶۱K', '_3753')\n",
      "('A۶۱K', '_3763')\n",
      "('A۶۱K', '_3794')\n",
      "('A۶۱K', '_3853')\n",
      "('A۶۱K', '_3911')\n",
      "('A۶۱K', '_3912')\n",
      "('A۶۱K', '_3917')\n",
      "('A۶۱K', '_3918')\n",
      "('A۶۱K', '_3961')\n",
      "('A۶۱K', '_3962')\n",
      "('A۶۱K', '_3963')\n",
      "('A۶۱K', '_3964')\n",
      "('A۶۱K', '_3965')\n",
      "('A۶۱K', '_3987')\n",
      "('A۶۱K', '_4002')\n",
      "('A۶۱K', '_4004')\n",
      "('A۶۱K', '_4019')\n",
      "('A۶۱K', '_4034')\n",
      "('A۶۱K', '_4040')\n",
      "('A۶۱K', '_4045')\n",
      "('A۶۱K', '_4103')\n",
      "('A۶۱K', '_4107')\n",
      "('A۶۱K', '_4145')\n",
      "('A۶۱K', '_4156')\n",
      "('A۶۱K', '_4175')\n",
      "('A۶۱K', '_4183')\n",
      "('A۶۱K', '_4187')\n",
      "('A۶۱K', '_4195')\n",
      "('A۶۱K', '_4223')\n",
      "('A۶۱K', '_4234')\n",
      "('A۶۱K', '_4264')\n",
      "('A۶۱K', '_4278')\n",
      "('A۶۱K', '_4318')\n",
      "('A۶۱K', '_4326')\n",
      "('A۶۱K', '_4328')\n",
      "('A۶۱K', '_4332')\n",
      "('A۶۱K', '_4333')\n",
      "('A۶۱K', '_4339')\n",
      "('A۶۱K', '_4392')\n",
      "('A۶۱K', '_4403')\n",
      "('A۶۱K', '_4408')\n",
      "('A۶۱K', '_4421')\n",
      "('A۶۱K', '_4425')\n",
      "('A۶۱K', '_4454')\n",
      "('A۶۱K', '_4466')\n",
      "('A۶۱K', '_4485')\n",
      "('A۶۱K', '_4527')\n",
      "('A۶۱K', '_4566')\n",
      "('A۶۱K', '_4567')\n",
      "('A۶۱K', '_4612')\n",
      "('A۶۱K', '_4619')\n",
      "('A۶۱K', '_4653')\n",
      "('A۶۱K', '_4654')\n",
      "('A۶۱K', '_4702')\n",
      "('A۶۱K', '_4714')\n",
      "('A۶۱K', '_4722')\n",
      "('A۶۱K', '_4737')\n",
      "('A۶۱K', '_4738')\n",
      "('A۶۱K', '_4747')\n",
      "('A۶۱K', '_4770')\n",
      "('A۶۱K', '_4771')\n",
      "('A۶۱K', '_4824')\n",
      "('A۶۱K', '_4829')\n",
      "('A۶۱K', '_4835')\n",
      "('A۶۱K', '_4846')\n",
      "('A۶۱K', '_4857')\n",
      "('A۶۱K', '_4866')\n",
      "('A۶۱K', '_4935')\n",
      "('A۶۱K', '_4937')\n",
      "('A۶۱K', '_4968')\n",
      "('A۶۱K', '_4970')\n",
      "('A۶۱K', '_4985')\n",
      "('A۶۱K', '_4987')\n",
      "('A۶۱K', '_5026')\n",
      "('A۶۱K', '_5048')\n",
      "('A۶۱K', '_5099')\n",
      "('A۶۱K', '_5190')\n",
      "('A۶۱K', '_5232')\n",
      "('A۶۱K', '_5248')\n",
      "('A۶۱K', '_5350')\n",
      "('A۶۱K', '_5369')\n",
      "('A۶۱K', '_5377')\n",
      "('A۶۱K', '_5450')\n",
      "('A۶۱K', '_5458')\n",
      "('A۶۱K', '_5472')\n",
      "('A۶۱K', '_5496')\n",
      "('A۶۱K', '_5601')\n",
      "('A۶۱K', '_5613')\n",
      "('A۶۱K', '_5617')\n",
      "('A۶۱K', '_5899')\n",
      "('A۶۱K', '_5922')\n",
      "('C۱۲', 'C۱۲N')\n",
      "('C۱۲', 'C۱۲M')\n",
      "('C۱۲', 'C۱۲Q')\n",
      "('C۱۲', 'C۱۲P')\n",
      "('C۱۲', 'C۱۲R')\n",
      "('C۱۲', 'C۱۲G')\n",
      "('C۱۲', 'C۱۲H')\n",
      "('C۱۲', 'C۱۲C')\n",
      "('C۱۲N', '_47')\n",
      "('C۱۲N', '_97')\n",
      "('C۱۲N', '_116')\n",
      "('C۱۲N', '_130')\n",
      "('C۱۲N', '_150')\n",
      "('C۱۲N', '_155')\n",
      "('C۱۲N', '_156')\n",
      "('C۱۲N', '_186')\n",
      "('C۱۲N', '_276')\n",
      "('C۱۲N', '_421')\n",
      "('C۱۲N', '_443')\n",
      "('C۱۲N', '_455')\n",
      "('C۱۲N', '_484')\n",
      "('C۱۲N', '_523')\n",
      "('C۱۲N', '_619')\n",
      "('C۱۲N', '_786')\n",
      "('C۱۲N', '_883')\n",
      "('C۱۲N', '_968')\n",
      "('C۱۲N', '_1014')\n",
      "('C۱۲N', '_1043')\n",
      "('C۱۲N', '_1076')\n",
      "('C۱۲N', '_1101')\n",
      "('C۱۲N', '_1169')\n",
      "('C۱۲N', '_1219')\n",
      "('C۱۲N', '_1220')\n",
      "('C۱۲N', '_1269')\n",
      "('C۱۲N', '_1282')\n",
      "('C۱۲N', '_1399')\n",
      "('C۱۲N', '_1447')\n",
      "('C۱۲N', '_1449')\n",
      "('C۱۲N', '_1531')\n",
      "('C۱۲N', '_1562')\n",
      "('C۱۲N', '_1564')\n",
      "('C۱۲N', '_1626')\n",
      "('C۱۲N', '_1667')\n",
      "('C۱۲N', '_1706')\n",
      "('C۱۲N', '_1945')\n",
      "('C۱۲N', '_1956')\n",
      "('C۱۲N', '_1969')\n",
      "('C۱۲N', '_2020')\n",
      "('C۱۲N', '_2079')\n",
      "('C۱۲N', '_2105')\n",
      "('C۱۲N', '_2161')\n",
      "('C۱۲N', '_2375')\n",
      "('C۱۲N', '_2398')\n",
      "('C۱۲N', '_2501')\n",
      "('C۱۲N', '_2504')\n",
      "('C۱۲N', '_2624')\n",
      "('C۱۲N', '_2679')\n",
      "('C۱۲N', '_2764')\n",
      "('C۱۲N', '_2813')\n",
      "('C۱۲N', '_2880')\n",
      "('C۱۲N', '_2890')\n",
      "('C۱۲N', '_2993')\n",
      "('C۱۲N', '_3025')\n",
      "('C۱۲N', '_3055')\n",
      "('C۱۲N', '_3067')\n",
      "('C۱۲N', '_3236')\n",
      "('C۱۲N', '_3282')\n",
      "('C۱۲N', '_3403')\n",
      "('C۱۲N', '_3424')\n",
      "('C۱۲N', '_3437')\n",
      "('C۱۲N', '_3508')\n",
      "('C۱۲N', '_3536')\n",
      "('C۱۲N', '_3548')\n",
      "('C۱۲N', '_3615')\n",
      "('C۱۲N', '_3620')\n",
      "('C۱۲N', '_3623')\n",
      "('C۱۲N', '_3667')\n",
      "('C۱۲N', '_3677')\n",
      "('C۱۲N', '_3685')\n",
      "('C۱۲N', '_3693')\n",
      "('C۱۲N', '_3731')\n",
      "('C۱۲N', '_3821')\n",
      "('C۱۲N', '_3853')\n",
      "('C۱۲N', '_3880')\n",
      "('C۱۲N', '_3965')\n",
      "('C۱۲N', '_4003')\n",
      "('C۱۲N', '_4509')\n",
      "('C۱۲N', '_4612')\n",
      "('C۱۲N', '_4614')\n",
      "('C۱۲N', '_4633')\n",
      "('C۱۲N', '_4671')\n",
      "('C۱۲N', '_4708')\n",
      "('C۱۲N', '_4709')\n",
      "('C۱۲N', '_4830')\n",
      "('C۱۲N', '_4857')\n",
      "('C۱۲N', '_4858')\n",
      "('C۱۲N', '_4861')\n",
      "('C۱۲N', '_4935')\n",
      "('C۱۲N', '_5109')\n",
      "('C۱۲N', '_5312')\n",
      "('C۱۲N', '_5601')\n",
      "('A۶۱P', '_29')\n",
      "('A۶۱P', '_89')\n",
      "('A۶۱P', '_90')\n",
      "('A۶۱P', '_163')\n",
      "('A۶۱P', '_180')\n",
      "('A۶۱P', '_182')\n",
      "('A۶۱P', '_227')\n",
      "('A۶۱P', '_291')\n",
      "('A۶۱P', '_320')\n",
      "('A۶۱P', '_332')\n",
      "('A۶۱P', '_355')\n",
      "('A۶۱P', '_401')\n",
      "('A۶۱P', '_436')\n",
      "('A۶۱P', '_461')\n",
      "('A۶۱P', '_482')\n",
      "('A۶۱P', '_543')\n",
      "('A۶۱P', '_544')\n",
      "('A۶۱P', '_546')\n",
      "('A۶۱P', '_595')\n",
      "('A۶۱P', '_605')\n",
      "('A۶۱P', '_717')\n",
      "('A۶۱P', '_719')\n",
      "('A۶۱P', '_722')\n",
      "('A۶۱P', '_726')\n",
      "('A۶۱P', '_790')\n",
      "('A۶۱P', '_842')\n",
      "('A۶۱P', '_863')\n",
      "('A۶۱P', '_918')\n",
      "('A۶۱P', '_932')\n",
      "('A۶۱P', '_953')\n",
      "('A۶۱P', '_1006')\n",
      "('A۶۱P', '_1028')\n",
      "('A۶۱P', '_1159')\n",
      "('A۶۱P', '_1176')\n",
      "('A۶۱P', '_1233')\n",
      "('A۶۱P', '_1331')\n",
      "('A۶۱P', '_1423')\n",
      "('A۶۱P', '_1429')\n",
      "('A۶۱P', '_1706')\n",
      "('A۶۱P', '_1777')\n",
      "('A۶۱P', '_1811')\n",
      "('A۶۱P', '_1916')\n",
      "('A۶۱P', '_2356')\n",
      "('A۶۱P', '_2446')\n",
      "('A۶۱P', '_2466')\n",
      "('A۶۱P', '_2475')\n",
      "('A۶۱P', '_2476')\n",
      "('A۶۱P', '_2633')\n",
      "('A۶۱P', '_2815')\n",
      "('A۶۱P', '_2877')\n",
      "('A۶۱P', '_2972')\n",
      "('A۶۱P', '_3021')\n",
      "('A۶۱P', '_3055')\n",
      "('A۶۱P', '_3083')\n",
      "('A۶۱P', '_3177')\n",
      "('A۶۱P', '_3179')\n",
      "('A۶۱P', '_3186')\n",
      "('A۶۱P', '_3197')\n",
      "('A۶۱P', '_3233')\n",
      "('A۶۱P', '_3542')\n",
      "('A۶۱P', '_3620')\n",
      "('A۶۱P', '_3623')\n",
      "('A۶۱P', '_3716')\n",
      "('A۶۱P', '_3787')\n",
      "('A۶۱P', '_3800')\n",
      "('A۶۱P', '_3881')\n",
      "('A۶۱P', '_3917')\n",
      "('A۶۱P', '_3965')\n",
      "('A۶۱P', '_4015')\n",
      "('A۶۱P', '_4104')\n",
      "('A۶۱P', '_4234')\n",
      "('A۶۱P', '_4425')\n",
      "('A۶۱P', '_4654')\n",
      "('A۶۱P', '_4714')\n",
      "('A۶۱P', '_4747')\n",
      "('A۶۱P', '_4835')\n",
      "('A۶۱P', '_4866')\n",
      "('A۶۱P', '_5026')\n",
      "('A۶۱P', '_5275')\n",
      "('A۶۱P', '_5350')\n",
      "('A۶۱P', '_5617')\n",
      "('_7', 'C۰۵F')\n",
      "('C۰۵', 'C۰۵F')\n",
      "('C۰۵', 'C۰۵D')\n",
      "('C۰۵', 'C۰۵G')\n",
      "('C۰۵', 'C۰۵B')\n",
      "('C۰۵', 'C۰۵C')\n",
      "('C۰۵F', '_25')\n",
      "('C۰۵F', '_1684')\n",
      "('C۰۵F', '_1701')\n",
      "('C۰۵F', '_1748')\n",
      "('C۰۵F', '_1750')\n",
      "('C۰۵F', '_2102')\n",
      "('C۰۵F', '_2910')\n",
      "('C۰۵F', '_3222')\n",
      "('C۰۵F', '_3571')\n",
      "('C۰۵F', '_4010')\n",
      "('C۰۵F', '_4076')\n",
      "('C۰۵F', '_4734')\n",
      "('C۰۵F', '_4765')\n",
      "('C۰۵F', '_4876')\n",
      "('C۰۵F', '_4952')\n",
      "('C۰۵F', '_5079')\n",
      "('C۰۵F', '_5215')\n",
      "('C۰۵F', '_5217')\n",
      "('C۰۵F', '_5262')\n",
      "('_8', 'A۰۱K')\n",
      "('A۰۱', 'A۰۱K')\n",
      "('A۰۱', 'A۰۱D')\n",
      "('A۰۱', 'A۰۱N')\n",
      "('A۰۱', 'A۰۱C')\n",
      "('A۰۱', 'A۰۱B')\n",
      "('A۰۱', 'A۰۱G')\n",
      "('A۰۱', 'A۰۱H')\n",
      "('A۰۱', 'A۰۱J')\n",
      "('A۰۱', 'A۰۱P')\n",
      "('A۰۱', 'A۰۱L')\n",
      "('A۰۱', 'A۰۱M')\n",
      "('A۰۱', 'A۰۱F')\n",
      "('A۰۱K', '_65')\n",
      "('A۰۱K', '_398')\n",
      "('A۰۱K', '_483')\n",
      "('A۰۱K', '_589')\n",
      "('A۰۱K', '_631')\n",
      "('A۰۱K', '_822')\n",
      "('A۰۱K', '_936')\n",
      "('A۰۱K', '_965')\n",
      "('A۰۱K', '_1218')\n",
      "('A۰۱K', '_1324')\n",
      "('A۰۱K', '_1367')\n",
      "('A۰۱K', '_1508')\n",
      "('A۰۱K', '_1608')\n",
      "('A۰۱K', '_1690')\n",
      "('A۰۱K', '_1718')\n",
      "('A۰۱K', '_1805')\n",
      "('A۰۱K', '_1911')\n",
      "('A۰۱K', '_1917')\n",
      "('A۰۱K', '_1970')\n",
      "('A۰۱K', '_2017')\n",
      "('A۰۱K', '_2385')\n",
      "('A۰۱K', '_2442')\n",
      "('A۰۱K', '_2515')\n",
      "('A۰۱K', '_2652')\n",
      "('A۰۱K', '_2736')\n",
      "('A۰۱K', '_2747')\n",
      "('A۰۱K', '_3006')\n",
      "('A۰۱K', '_3039')\n",
      "('A۰۱K', '_3140')\n",
      "('A۰۱K', '_3377')\n",
      "('A۰۱K', '_3642')\n",
      "('A۰۱K', '_3832')\n",
      "('A۰۱K', '_4967')\n",
      "('A۰۱K', '_5014')\n",
      "('A۰۱K', '_5261')\n",
      "('A۰۱K', '_5454')\n",
      "('A۰۱K', '_5607')\n",
      "('A۰۱K', '_5900')\n",
      "('_9', 'A۰۱D')\n",
      "('A۰۱D', '_426')\n",
      "('A۰۱D', '_665')\n",
      "('A۰۱D', '_696')\n",
      "('A۰۱D', '_1240')\n",
      "('A۰۱D', '_1241')\n",
      "('A۰۱D', '_1327')\n",
      "('A۰۱D', '_1493')\n",
      "('A۰۱D', '_1643')\n",
      "('A۰۱D', '_1847')\n",
      "('A۰۱D', '_2011')\n",
      "('A۰۱D', '_2274')\n",
      "('A۰۱D', '_2648')\n",
      "('A۰۱D', '_2665')\n",
      "('A۰۱D', '_2814')\n",
      "('A۰۱D', '_2903')\n",
      "('A۰۱D', '_3004')\n",
      "('A۰۱D', '_3071')\n",
      "('A۰۱D', '_3123')\n",
      "('A۰۱D', '_3232')\n",
      "('A۰۱D', '_3257')\n",
      "('A۰۱D', '_3496')\n",
      "('A۰۱D', '_3528')\n",
      "('A۰۱D', '_4075')\n",
      "('A۰۱D', '_4105')\n",
      "('A۰۱D', '_4480')\n",
      "('A۰۱D', '_4783')\n",
      "('A۰۱D', '_5120')\n",
      "('A۰۱D', '_5442')\n",
      "('A۰۱D', '_5474')\n",
      "('_10', 'A۲۳L')\n",
      "('A۲۳', 'A۲۳L')\n",
      "('A۲۳', 'A۲۳K')\n",
      "('A۲۳', 'A۲۳B')\n",
      "('A۲۳', 'A۲۳N')\n",
      "('A۲۳', 'A۲۳F')\n",
      "('A۲۳', 'A۲۳C')\n",
      "('A۲۳', 'A۲۳G')\n",
      "('A۲۳', 'A۲۳J')\n",
      "('A۲۳', 'A۲۳D')\n",
      "('A۲۳', 'A۲۳P')\n",
      "('A۲۳L', '_49')\n",
      "('A۲۳L', '_146')\n",
      "('A۲۳L', '_205')\n",
      "('A۲۳L', '_254')\n",
      "('A۲۳L', '_325')\n",
      "('A۲۳L', '_350')\n",
      "('A۲۳L', '_589')\n",
      "('A۲۳L', '_863')\n",
      "('A۲۳L', '_997')\n",
      "('A۲۳L', '_1049')\n",
      "('A۲۳L', '_1126')\n",
      "('A۲۳L', '_1334')\n",
      "('A۲۳L', '_1509')\n",
      "('A۲۳L', '_1629')\n",
      "('A۲۳L', '_1653')\n",
      "('A۲۳L', '_1708')\n",
      "('A۲۳L', '_1711')\n",
      "('A۲۳L', '_1716')\n",
      "('A۲۳L', '_1736')\n",
      "('A۲۳L', '_1768')\n",
      "('A۲۳L', '_1801')\n",
      "('A۲۳L', '_1893')\n",
      "('A۲۳L', '_1917')\n",
      "('A۲۳L', '_2081')\n",
      "('A۲۳L', '_2200')\n",
      "('A۲۳L', '_2224')\n",
      "('A۲۳L', '_2227')\n",
      "('A۲۳L', '_2270')\n",
      "('A۲۳L', '_2325')\n",
      "('A۲۳L', '_2536')\n",
      "('A۲۳L', '_2650')\n",
      "('A۲۳L', '_2829')\n",
      "('A۲۳L', '_2853')\n",
      "('A۲۳L', '_3101')\n",
      "('A۲۳L', '_3102')\n",
      "('A۲۳L', '_3170')\n",
      "('A۲۳L', '_3242')\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('A۲۳L', '_3261')\n",
      "('A۲۳L', '_3284')\n",
      "('A۲۳L', '_3665')\n",
      "('A۲۳L', '_3698')\n",
      "('A۲۳L', '_3712')\n",
      "('A۲۳L', '_3713')\n",
      "('A۲۳L', '_3729')\n",
      "('A۲۳L', '_3825')\n",
      "('A۲۳L', '_3995')\n",
      "('A۲۳L', '_4077')\n",
      "('A۲۳L', '_4132')\n",
      "('A۲۳L', '_4141')\n",
      "('A۲۳L', '_4207')\n",
      "('A۲۳L', '_4262')\n",
      "('A۲۳L', '_4335')\n",
      "('A۲۳L', '_4368')\n",
      "('A۲۳L', '_4466')\n",
      "('A۲۳L', '_4777')\n",
      "('A۲۳L', '_5882')\n",
      "('_11', 'A۲۳K')\n",
      "('A۲۳K', '_40')\n",
      "('A۲۳K', '_256')\n",
      "('A۲۳K', '_356')\n",
      "('A۲۳K', '_631')\n",
      "('A۲۳K', '_642')\n",
      "('A۲۳K', '_1020')\n",
      "('A۲۳K', '_1073')\n",
      "('A۲۳K', '_1525')\n",
      "('A۲۳K', '_1744')\n",
      "('A۲۳K', '_2083')\n",
      "('A۲۳K', '_2807')\n",
      "('A۲۳K', '_2953')\n",
      "('A۲۳K', '_2976')\n",
      "('A۲۳K', '_3216')\n",
      "('A۲۳K', '_3360')\n",
      "('A۲۳K', '_4005')\n",
      "('A۲۳K', '_4235')\n",
      "('A۲۳K', '_4538')\n",
      "('A۲۳K', '_4774')\n",
      "('A۲۳K', '_5162')\n",
      "('A۲۳K', '_5248')\n",
      "('A۲۳K', '_5563')\n",
      "('_12', 'B۲۲D')\n",
      "('B۲۲', 'B۲۲D')\n",
      "('B۲۲', 'B۲۲F')\n",
      "('B۲۲', 'B۲۲C')\n",
      "('B۲۲D', '_554')\n",
      "('B۲۲D', '_555')\n",
      "('B۲۲D', '_1181')\n",
      "('B۲۲D', '_1424')\n",
      "('B۲۲D', '_1960')\n",
      "('B۲۲D', '_3260')\n",
      "('B۲۲D', '_3263')\n",
      "('B۲۲D', '_3274')\n",
      "('B۲۲D', '_3634')\n",
      "('_13', 'C۱۲M')\n",
      "('C۱۲M', '_276')\n",
      "('C۱۲M', '_472')\n",
      "('C۱۲M', '_644')\n",
      "('C۱۲M', '_942')\n",
      "('C۱۲M', '_1645')\n",
      "('C۱۲M', '_1651')\n",
      "('C۱۲M', '_1967')\n",
      "('C۱۲M', '_2136')\n",
      "('C۱۲M', '_3647')\n",
      "('C۱۲M', '_3719')\n",
      "('C۱۲M', '_4462')\n",
      "('_14', 'C۰۴B')\n",
      "('C۰۴', 'C۰۴B')\n",
      "('C۰۴B', '_55')\n",
      "('C۰۴B', '_64')\n",
      "('C۰۴B', '_98')\n",
      "('C۰۴B', '_134')\n",
      "('C۰۴B', '_139')\n",
      "('C۰۴B', '_167')\n",
      "('C۰۴B', '_184')\n",
      "('C۰۴B', '_202')\n",
      "('C۰۴B', '_245')\n",
      "('C۰۴B', '_287')\n",
      "('C۰۴B', '_317')\n",
      "('C۰۴B', '_418')\n",
      "('C۰۴B', '_468')\n",
      "('C۰۴B', '_473')\n",
      "('C۰۴B', '_570')\n",
      "('C۰۴B', '_600')\n",
      "('C۰۴B', '_601')\n",
      "('C۰۴B', '_651')\n",
      "('C۰۴B', '_652')\n",
      "('C۰۴B', '_780')\n",
      "('C۰۴B', '_785')\n",
      "('C۰۴B', '_821')\n",
      "('C۰۴B', '_847')\n",
      "('C۰۴B', '_853')\n",
      "('C۰۴B', '_896')\n",
      "('C۰۴B', '_971')\n",
      "('C۰۴B', '_978')\n",
      "('C۰۴B', '_1141')\n",
      "('C۰۴B', '_1254')\n",
      "('C۰۴B', '_1294')\n",
      "('C۰۴B', '_1301')\n",
      "('C۰۴B', '_1357')\n",
      "('C۰۴B', '_1394')\n",
      "('C۰۴B', '_1403')\n",
      "('C۰۴B', '_1473')\n",
      "('C۰۴B', '_1521')\n",
      "('C۰۴B', '_1558')\n",
      "('C۰۴B', '_1612')\n",
      "('C۰۴B', '_1645')\n",
      "('C۰۴B', '_1646')\n",
      "('C۰۴B', '_1781')\n",
      "('C۰۴B', '_1782')\n",
      "('C۰۴B', '_1821')\n",
      "('C۰۴B', '_1837')\n",
      "('C۰۴B', '_1877')\n",
      "('C۰۴B', '_1994')\n",
      "('C۰۴B', '_2003')\n",
      "('C۰۴B', '_2110')\n",
      "('C۰۴B', '_2156')\n",
      "('C۰۴B', '_2256')\n",
      "('C۰۴B', '_2407')\n",
      "('C۰۴B', '_2462')\n",
      "('C۰۴B', '_2533')\n",
      "('C۰۴B', '_2696')\n",
      "('C۰۴B', '_2896')\n",
      "('C۰۴B', '_2910')\n",
      "('C۰۴B', '_2986')\n",
      "('C۰۴B', '_3063')\n",
      "('C۰۴B', '_3324')\n",
      "('C۰۴B', '_3325')\n",
      "('C۰۴B', '_3448')\n",
      "('C۰۴B', '_3589')\n",
      "('C۰۴B', '_3683')\n",
      "('C۰۴B', '_3803')\n",
      "('C۰۴B', '_3812')\n",
      "('C۰۴B', '_3835')\n",
      "('C۰۴B', '_3840')\n",
      "('C۰۴B', '_3889')\n",
      "('C۰۴B', '_4185')\n",
      "('C۰۴B', '_4213')\n",
      "('C۰۴B', '_4258')\n",
      "('C۰۴B', '_4837')\n",
      "('C۰۴B', '_4886')\n",
      "('C۰۴B', '_4959')\n",
      "('C۰۴B', '_5199')\n",
      "('C۰۴B', '_5475')\n",
      "('C۰۴B', '_5784')\n",
      "('C۰۴B', '_5796')\n",
      "('C۰۴B', '_5845')\n",
      "('C۰۴B', '_5846')\n",
      "('C۰۴B', '_5847')\n",
      "('C۰۴B', '_5956')\n",
      "('_15', 'F۲۸F')\n",
      "('F۲۸', 'F۲۸F')\n",
      "('F۲۸', 'F۲۸C')\n",
      "('F۲۸', 'F۲۸D')\n",
      "('F۲۸', 'F۲۸B')\n",
      "('F۲۸F', '_2403')\n",
      "('F۲۸F', '_3020')\n",
      "('F۲۸F', '_4199')\n",
      "('F۲۸F', '_5550')\n",
      "('_16', 'B۰۳D')\n",
      "('B۰۳', 'B۰۳D')\n",
      "('B۰۳', 'B۰۳C')\n",
      "('B۰۳', 'B۰۳B')\n",
      "('B۰۳D', '_1276')\n",
      "('_17', 'B۲۹B')\n",
      "('B۲۹', 'B۲۹B')\n",
      "('B۲۹', 'B۲۹C')\n",
      "('B۲۹', 'B۲۹D')\n",
      "('B۲۹', 'B۲۹K')\n",
      "('B۲۹B', '_334')\n",
      "('B۲۹B', '_428')\n",
      "('B۲۹B', '_553')\n",
      "('B۲۹B', '_1270')\n",
      "('B۲۹B', '_1418')\n",
      "('B۲۹B', '_1419')\n",
      "('B۲۹B', '_3192')\n",
      "('B۲۹B', '_4832')\n",
      "('B۲۹B', '_4853')\n",
      "('_18', 'H۰۲M')\n",
      "('_18', 'A۶۳B')\n",
      "('_18', 'A۶۱H')\n",
      "('_18', 'G۰۶T')\n",
      "('H', 'H۰۲')\n",
      "('H', 'H۰۴')\n",
      "('H', 'H۰۱')\n",
      "('H', 'H۰۵')\n",
      "('H', 'H۰۳')\n",
      "('H۰۲', 'H۰۲M')\n",
      "('H۰۲', 'H۰۲B')\n",
      "('H۰۲', 'H۰۲G')\n",
      "('H۰۲', 'H۰۲H')\n",
      "('H۰۲', 'H۰۲K')\n",
      "('H۰۲', 'H۰۲N')\n",
      "('H۰۲', 'H۰۲P')\n",
      "('H۰۲', 'H۰۲J')\n",
      "('H۰۲', 'H۰۲S')\n",
      "('H۰۲M', '_272')\n",
      "('H۰۲M', '_607')\n",
      "('H۰۲M', '_1177')\n",
      "('H۰۲M', '_1675')\n",
      "('H۰۲M', '_1780')\n",
      "('H۰۲M', '_1822')\n",
      "('H۰۲M', '_1862')\n",
      "('H۰۲M', '_2601')\n",
      "('H۰۲M', '_2738')\n",
      "('H۰۲M', '_2808')\n",
      "('H۰۲M', '_2827')\n",
      "('H۰۲M', '_3269')\n",
      "('H۰۲M', '_3477')\n",
      "('H۰۲M', '_4067')\n",
      "('H۰۲M', '_4227')\n",
      "('H۰۲M', '_4254')\n",
      "('H۰۲M', '_4413')\n",
      "('H۰۲M', '_4539')\n",
      "('H۰۲M', '_5020')\n",
      "('H۰۲M', '_5316')\n",
      "('H۰۲M', '_5632')\n",
      "('A۶۳', 'A۶۳B')\n",
      "('A۶۳', 'A۶۳C')\n",
      "('A۶۳', 'A۶۳F')\n",
      "('A۶۳', 'A۶۳H')\n",
      "('A۶۳', 'A۶۳K')\n",
      "('A۶۳B', '_203')\n",
      "('A۶۳B', '_438')\n",
      "('A۶۳B', '_648')\n",
      "('A۶۳B', '_668')\n",
      "('A۶۳B', '_683')\n",
      "('A۶۳B', '_801')\n",
      "('A۶۳B', '_922')\n",
      "('A۶۳B', '_937')\n",
      "('A۶۳B', '_1354')\n",
      "('A۶۳B', '_1368')\n",
      "('A۶۳B', '_1442')\n",
      "('A۶۳B', '_1611')\n",
      "('A۶۳B', '_1637')\n",
      "('A۶۳B', '_1639')\n",
      "('A۶۳B', '_1693')\n",
      "('A۶۳B', '_1738')\n",
      "('A۶۳B', '_1800')\n",
      "('A۶۳B', '_1885')\n",
      "('A۶۳B', '_1903')\n",
      "('A۶۳B', '_1952')\n",
      "('A۶۳B', '_2150')\n",
      "('A۶۳B', '_2298')\n",
      "('A۶۳B', '_2474')\n",
      "('A۶۳B', '_2479')\n",
      "('A۶۳B', '_2529')\n",
      "('A۶۳B', '_2568')\n",
      "('A۶۳B', '_2594')\n",
      "('A۶۳B', '_2638')\n",
      "('A۶۳B', '_2693')\n",
      "('A۶۳B', '_2902')\n",
      "('A۶۳B', '_2947')\n",
      "('A۶۳B', '_2997')\n",
      "('A۶۳B', '_3023')\n",
      "('A۶۳B', '_3115')\n",
      "('A۶۳B', '_3351')\n",
      "('A۶۳B', '_3375')\n",
      "('A۶۳B', '_3412')\n",
      "('A۶۳B', '_3507')\n",
      "('A۶۳B', '_3555')\n",
      "('A۶۳B', '_3588')\n",
      "('A۶۳B', '_3602')\n",
      "('A۶۳B', '_3644')\n",
      "('A۶۳B', '_3688')\n",
      "('A۶۳B', '_3809')\n",
      "('A۶۳B', '_3814')\n",
      "('A۶۳B', '_3828')\n",
      "('A۶۳B', '_3839')\n",
      "('A۶۳B', '_3933')\n",
      "('A۶۳B', '_3986')\n",
      "('A۶۳B', '_4131')\n",
      "('A۶۳B', '_4253')\n",
      "('A۶۳B', '_4342')\n",
      "('A۶۳B', '_4396')\n",
      "('A۶۳B', '_4551')\n",
      "('A۶۳B', '_4562')\n",
      "('A۶۳B', '_4741')\n",
      "('A۶۳B', '_4887')\n",
      "('A۶۳B', '_4989')\n",
      "('A۶۳B', '_5143')\n",
      "('A۶۳B', '_5304')\n",
      "('A۶۳B', '_5395')\n",
      "('A۶۳B', '_5431')\n",
      "('A۶۳B', '_5567')\n",
      "('A۶۳B', '_5600')\n",
      "('A۶۳B', '_5687')\n",
      "('A۶۳B', '_5739')\n",
      "('A۶۳B', '_5809')\n",
      "('A۶۳B', '_5883')\n",
      "('A۶۱H', '_46')\n",
      "('A۶۱H', '_67')\n",
      "('A۶۱H', '_230')\n",
      "('A۶۱H', '_268')\n",
      "('A۶۱H', '_292')\n",
      "('A۶۱H', '_301')\n",
      "('A۶۱H', '_338')\n",
      "('A۶۱H', '_408')\n",
      "('A۶۱H', '_459')\n",
      "('A۶۱H', '_643')\n",
      "('A۶۱H', '_728')\n",
      "('A۶۱H', '_872')\n",
      "('A۶۱H', '_990')\n",
      "('A۶۱H', '_1113')\n",
      "('A۶۱H', '_1146')\n",
      "('A۶۱H', '_1392')\n",
      "('A۶۱H', '_1442')\n",
      "('A۶۱H', '_1538')\n",
      "('A۶۱H', '_1735')\n",
      "('A۶۱H', '_1843')\n",
      "('A۶۱H', '_1985')\n",
      "('A۶۱H', '_2034')\n",
      "('A۶۱H', '_2052')\n",
      "('A۶۱H', '_2068')\n",
      "('A۶۱H', '_2187')\n",
      "('A۶۱H', '_2333')\n",
      "('A۶۱H', '_2430')\n",
      "('A۶۱H', '_2474')\n",
      "('A۶۱H', '_2508')\n",
      "('A۶۱H', '_2532')\n",
      "('A۶۱H', '_2815')\n",
      "('A۶۱H', '_2978')\n",
      "('A۶۱H', '_2997')\n",
      "('A۶۱H', '_3007')\n",
      "('A۶۱H', '_3471')\n",
      "('A۶۱H', '_3507')\n",
      "('A۶۱H', '_3584')\n",
      "('A۶۱H', '_3673')\n",
      "('A۶۱H', '_3809')\n",
      "('A۶۱H', '_3938')\n",
      "('A۶۱H', '_3951')\n",
      "('A۶۱H', '_4114')\n",
      "('A۶۱H', '_4137')\n",
      "('A۶۱H', '_4342')\n",
      "('A۶۱H', '_4486')\n",
      "('A۶۱H', '_4653')\n",
      "('A۶۱H', '_4942')\n",
      "('A۶۱H', '_4960')\n",
      "('A۶۱H', '_5692')\n",
      "('G۰۶T', '_208')\n",
      "('G۰۶T', '_662')\n",
      "('G۰۶T', '_712')\n",
      "('G۰۶T', '_861')\n",
      "('G۰۶T', '_1236')\n",
      "('G۰۶T', '_1415')\n",
      "('G۰۶T', '_2830')\n",
      "('G۰۶T', '_3408')\n",
      "('G۰۶T', '_4660')\n",
      "('_20', 'F۲۵D')\n",
      "('F۲۵', 'F۲۵D')\n",
      "('F۲۵', 'F۲۵B')\n",
      "('F۲۵', 'F۲۵J')\n",
      "('F۲۵', 'F۲۵C')\n",
      "('F۲۵D', '_439')\n",
      "('F۲۵D', '_582')\n",
      "('F۲۵D', '_841')\n",
      "('F۲۵D', '_939')\n",
      "('F۲۵D', '_1671')\n",
      "('F۲۵D', '_2410')\n",
      "('F۲۵D', '_2604')\n",
      "('F۲۵D', '_2812')\n",
      "('F۲۵D', '_2934')\n",
      "('F۲۵D', '_4790')\n",
      "('_21', 'C۰۷D')\n",
      "('_21', 'C۰۷B')\n",
      "('C۰۷', 'C۰۷D')\n",
      "('C۰۷', 'C۰۷B')\n",
      "('C۰۷', 'C۰۷C')\n",
      "('C۰۷', 'C۰۷K')\n",
      "('C۰۷', 'C۰۷F')\n",
      "('C۰۷', 'C۰۷H')\n",
      "('C۰۷', 'C۰۷J')\n",
      "('C۰۷D', '_132')\n",
      "('C۰۷D', '_386')\n",
      "('C۰۷D', '_1088')\n",
      "('C۰۷D', '_1157')\n",
      "('C۰۷D', '_1428')\n",
      "('C۰۷D', '_1429')\n",
      "('C۰۷D', '_1510')\n",
      "('C۰۷D', '_1543')\n",
      "('C۰۷D', '_1621')\n",
      "('C۰۷D', '_1810')\n",
      "('C۰۷D', '_1816')\n",
      "('C۰۷D', '_1916')\n",
      "('C۰۷D', '_2097')\n",
      "('C۰۷D', '_2149')\n",
      "('C۰۷D', '_2220')\n",
      "('C۰۷D', '_2725')\n",
      "('C۰۷D', '_2916')\n",
      "('C۰۷D', '_3179')\n",
      "('C۰۷D', '_3186')\n",
      "('C۰۷D', '_3187')\n",
      "('C۰۷D', '_3193')\n",
      "('C۰۷D', '_3197')\n",
      "('C۰۷D', '_3264')\n",
      "('C۰۷D', '_3493')\n",
      "('C۰۷D', '_3800')\n",
      "('C۰۷D', '_3854')\n",
      "('C۰۷D', '_4041')\n",
      "('C۰۷D', '_4302')\n",
      "('C۰۷D', '_4339')\n",
      "('C۰۷D', '_4654')\n",
      "('C۰۷D', '_4678')\n",
      "('C۰۷D', '_4754')\n",
      "('C۰۷B', '_1447')\n",
      "('C۰۷B', '_2881')\n",
      "('C۰۷B', '_3878')\n",
      "('C۰۷B', '_4326')\n",
      "('C۰۷B', '_4528')\n",
      "('C۰۷B', '_5189')\n",
      "('_22', 'B۲۱D')\n",
      "('B۲۱', 'B۲۱D')\n",
      "('B۲۱', 'B۲۱F')\n",
      "('B۲۱', 'B۲۱B')\n",
      "('B۲۱', 'B۲۱L')\n",
      "('B۲۱', 'B۲۱H')\n",
      "('B۲۱', 'B۲۱C')\n",
      "('B۲۱', 'B۲۱J')\n",
      "('B۲۱D', '_305')\n",
      "('B۲۱D', '_513')\n",
      "('B۲۱D', '_892')\n",
      "('B۲۱D', '_1244')\n",
      "('B۲۱D', '_1267')\n",
      "('B۲۱D', '_2249')\n",
      "('B۲۱D', '_2368')\n",
      "('B۲۱D', '_2392')\n",
      "('B۲۱D', '_2576')\n",
      "('B۲۱D', '_3331')\n",
      "('B۲۱D', '_3390')\n",
      "('B۲۱D', '_3764')\n",
      "('B۲۱D', '_4009')\n",
      "('B۲۱D', '_4215')\n",
      "('B۲۱D', '_4273')\n",
      "('B۲۱D', '_4391')\n",
      "('B۲۱D', '_4394')\n",
      "('B۲۱D', '_5415')\n",
      "('_24', 'C۰۱G')\n",
      "('C۰۱', 'C۰۱G')\n",
      "('C۰۱', 'C۰۱B')\n",
      "('C۰۱', 'C۰۱F')\n",
      "('C۰۱', 'C۰۱C')\n",
      "('C۰۱', 'C۰۱D')\n",
      "('C۰۱G', '_31')\n",
      "('C۰۱G', '_283')\n",
      "('C۰۱G', '_539')\n",
      "('C۰۱G', '_548')\n",
      "('C۰۱G', '_599')\n",
      "('C۰۱G', '_621')\n",
      "('C۰۱G', '_733')\n",
      "('C۰۱G', '_734')\n",
      "('C۰۱G', '_952')\n",
      "('C۰۱G', '_1067')\n",
      "('C۰۱G', '_1254')\n",
      "('C۰۱G', '_1511')\n",
      "('C۰۱G', '_1621')\n",
      "('C۰۱G', '_1808')\n",
      "('C۰۱G', '_1819')\n",
      "('C۰۱G', '_1914')\n",
      "('C۰۱G', '_1957')\n",
      "('C۰۱G', '_2077')\n",
      "('C۰۱G', '_2201')\n",
      "('C۰۱G', '_2310')\n",
      "('C۰۱G', '_2321')\n",
      "('C۰۱G', '_2488')\n",
      "('C۰۱G', '_2575')\n",
      "('C۰۱G', '_2869')\n",
      "('C۰۱G', '_2883')\n",
      "('C۰۱G', '_3010')\n",
      "('C۰۱G', '_3702')\n",
      "('C۰۱G', '_3718')\n",
      "('C۰۱G', '_4869')\n",
      "('C۰۱G', '_5238')\n",
      "('_26', 'B۶۰T')\n",
      "('B۶۰', 'B۶۰T')\n",
      "('B۶۰', 'B۶۰K')\n",
      "('B۶۰', 'B۶۰S')\n",
      "('B۶۰', 'B۶۰R')\n",
      "('B۶۰', 'B۶۰Q')\n",
      "('B۶۰', 'B۶۰D')\n",
      "('B۶۰', 'B۶۰M')\n",
      "('B۶۰', 'B۶۰N')\n",
      "('B۶۰', 'B۶۰H')\n",
      "('B۶۰', 'B۶۰P')\n",
      "('B۶۰', 'B۶۰C')\n",
      "('B۶۰', 'B۶۰B')\n",
      "('B۶۰', 'B۶۰J')\n",
      "('B۶۰', 'B۶۰G')\n",
      "('B۶۰', 'B۶۰L')\n",
      "('B۶۰', 'B۶۰W')\n",
      "('B۶۰T', '_88')\n",
      "('B۶۰T', '_94')\n",
      "('B۶۰T', '_168')\n",
      "('B۶۰T', '_2941')\n",
      "('B۶۰T', '_2980')\n",
      "('B۶۰T', '_3515')\n",
      "('B۶۰T', '_3596')\n",
      "('B۶۰T', '_3972')\n",
      "('B۶۰T', '_4617')\n",
      "('_30', 'C۰۸K')\n",
      "('C۰۸', 'C۰۸K')\n",
      "('C۰۸', 'C۰۸F')\n",
      "('C۰۸', 'C۰۸L')\n",
      "('C۰۸', 'C۰۸G')\n",
      "('C۰۸', 'C۰۸J')\n",
      "('C۰۸', 'C۰۸C')\n",
      "('C۰۸', 'C۰۸B')\n",
      "('C۰۸', 'C۰۸H')\n",
      "('C۰۸K', '_215')\n",
      "('C۰۸K', '_217')\n",
      "('C۰۸K', '_239')\n",
      "('C۰۸K', '_468')\n",
      "('C۰۸K', '_606')\n",
      "('C۰۸K', '_815')\n",
      "('C۰۸K', '_1001')\n",
      "('C۰۸K', '_1255')\n",
      "('C۰۸K', '_1321')\n",
      "('C۰۸K', '_1929')\n",
      "('C۰۸K', '_2308')\n",
      "('C۰۸K', '_2311')\n",
      "('C۰۸K', '_2436')\n",
      "('C۰۸K', '_2609')\n",
      "('C۰۸K', '_2761')\n",
      "('C۰۸K', '_3043')\n",
      "('C۰۸K', '_3065')\n",
      "('C۰۸K', '_3099')\n",
      "('C۰۸K', '_3102')\n",
      "('C۰۸K', '_3260')\n",
      "('C۰۸K', '_3320')\n",
      "('C۰۸K', '_3335')\n",
      "('C۰۸K', '_3401')\n",
      "('C۰۸K', '_3722')\n",
      "('C۰۸K', '_3750')\n",
      "('C۰۸K', '_3797')\n",
      "('C۰۸K', '_3819')\n",
      "('C۰۸K', '_3842')\n",
      "('C۰۸K', '_3908')\n",
      "('C۰۸K', '_4111')\n",
      "('C۰۸K', '_4158')\n",
      "('C۰۸K', '_4402')\n",
      "('C۰۸K', '_4675')\n",
      "('C۰۸K', '_5074')\n",
      "('_31', 'B۸۲Y')\n",
      "('B۸۲', 'B۸۲Y')\n",
      "('B۸۲', 'B۸۲B')\n",
      "('B۸۲Y', '_45')\n",
      "('B۸۲Y', '_120')\n",
      "('B۸۲Y', '_125')\n",
      "('B۸۲Y', '_130')\n",
      "('B۸۲Y', '_133')\n",
      "('B۸۲Y', '_163')\n",
      "('B۸۲Y', '_180')\n",
      "('B۸۲Y', '_197')\n",
      "('B۸۲Y', '_200')\n",
      "('B۸۲Y', '_256')\n",
      "('B۸۲Y', '_264')\n",
      "('B۸۲Y', '_279')\n",
      "('B۸۲Y', '_291')\n",
      "('B۸۲Y', '_326')\n",
      "('B۸۲Y', '_327')\n",
      "('B۸۲Y', '_422')\n",
      "('B۸۲Y', '_436')\n",
      "('B۸۲Y', '_449')\n",
      "('B۸۲Y', '_518')\n",
      "('B۸۲Y', '_519')\n",
      "('B۸۲Y', '_528')\n",
      "('B۸۲Y', '_548')\n",
      "('B۸۲Y', '_563')\n",
      "('B۸۲Y', '_591')\n",
      "('B۸۲Y', '_599')\n",
      "('B۸۲Y', '_666')\n",
      "('B۸۲Y', '_667')\n",
      "('B۸۲Y', '_747')\n",
      "('B۸۲Y', '_775')\n",
      "('B۸۲Y', '_782')\n",
      "('B۸۲Y', '_842')\n",
      "('B۸۲Y', '_856')\n",
      "('B۸۲Y', '_857')\n",
      "('B۸۲Y', '_867')\n",
      "('B۸۲Y', '_955')\n",
      "('B۸۲Y', '_972')\n",
      "('B۸۲Y', '_973')\n",
      "('B۸۲Y', '_995')\n",
      "('B۸۲Y', '_1002')\n",
      "('B۸۲Y', '_1016')\n",
      "('B۸۲Y', '_1037')\n",
      "('B۸۲Y', '_1048')\n",
      "('B۸۲Y', '_1074')\n",
      "('B۸۲Y', '_1109')\n",
      "('B۸۲Y', '_1110')\n",
      "('B۸۲Y', '_1183')\n",
      "('B۸۲Y', '_1191')\n",
      "('B۸۲Y', '_1198')\n",
      "('B۸۲Y', '_1201')\n",
      "('B۸۲Y', '_1203')\n",
      "('B۸۲Y', '_1255')\n",
      "('B۸۲Y', '_1288')\n",
      "('B۸۲Y', '_1307')\n",
      "('B۸۲Y', '_1440')\n",
      "('B۸۲Y', '_1443')\n",
      "('B۸۲Y', '_1511')\n",
      "('B۸۲Y', '_1513')\n",
      "('B۸۲Y', '_1569')\n",
      "('B۸۲Y', '_1620')\n",
      "('B۸۲Y', '_1627')\n",
      "('B۸۲Y', '_1635')\n",
      "('B۸۲Y', '_1657')\n",
      "('B۸۲Y', '_1658')\n",
      "('B۸۲Y', '_1659')\n",
      "('B۸۲Y', '_1660')\n",
      "('B۸۲Y', '_1681')\n",
      "('B۸۲Y', '_1752')\n",
      "('B۸۲Y', '_1766')\n",
      "('B۸۲Y', '_1792')\n",
      "('B۸۲Y', '_1794')\n",
      "('B۸۲Y', '_1811')\n",
      "('B۸۲Y', '_1812')\n",
      "('B۸۲Y', '_1819')\n",
      "('B۸۲Y', '_1830')\n",
      "('B۸۲Y', '_1834')\n",
      "('B۸۲Y', '_1848')\n",
      "('B۸۲Y', '_1855')\n",
      "('B۸۲Y', '_1859')\n",
      "('B۸۲Y', '_1882')\n",
      "('B۸۲Y', '_1902')\n",
      "('B۸۲Y', '_1914')\n",
      "('B۸۲Y', '_1915')\n",
      "('B۸۲Y', '_1929')\n",
      "('B۸۲Y', '_1930')\n",
      "('B۸۲Y', '_1947')\n",
      "('B۸۲Y', '_1949')\n",
      "('B۸۲Y', '_1954')\n",
      "('B۸۲Y', '_1957')\n",
      "('B۸۲Y', '_1963')\n",
      "('B۸۲Y', '_1976')\n",
      "('B۸۲Y', '_1983')\n",
      "('B۸۲Y', '_2022')\n",
      "('B۸۲Y', '_2040')\n",
      "('B۸۲Y', '_2063')\n",
      "('B۸۲Y', '_2071')\n",
      "('B۸۲Y', '_2077')\n",
      "('B۸۲Y', '_2100')\n",
      "('B۸۲Y', '_2165')\n",
      "('B۸۲Y', '_2177')\n",
      "('B۸۲Y', '_2188')\n",
      "('B۸۲Y', '_2202')\n",
      "('B۸۲Y', '_2214')\n",
      "('B۸۲Y', '_2253')\n",
      "('B۸۲Y', '_2280')\n",
      "('B۸۲Y', '_2302')\n",
      "('B۸۲Y', '_2307')\n",
      "('B۸۲Y', '_2308')\n",
      "('B۸۲Y', '_2310')\n",
      "('B۸۲Y', '_2312')\n",
      "('B۸۲Y', '_2321')\n",
      "('B۸۲Y', '_2336')\n",
      "('B۸۲Y', '_2337')\n",
      "('B۸۲Y', '_2346')\n",
      "('B۸۲Y', '_2375')\n",
      "('B۸۲Y', '_2388')\n",
      "('B۸۲Y', '_2390')\n",
      "('B۸۲Y', '_2399')\n",
      "('B۸۲Y', '_2406')\n",
      "('B۸۲Y', '_2418')\n",
      "('B۸۲Y', '_2470')\n",
      "('B۸۲Y', '_2533')\n",
      "('B۸۲Y', '_2535')\n",
      "('B۸۲Y', '_2573')\n",
      "('B۸۲Y', '_2597')\n",
      "('B۸۲Y', '_2614')\n",
      "('B۸۲Y', '_2632')\n",
      "('B۸۲Y', '_2633')\n",
      "('B۸۲Y', '_2653')\n",
      "('B۸۲Y', '_2655')\n",
      "('B۸۲Y', '_2661')\n",
      "('B۸۲Y', '_2675')\n",
      "('B۸۲Y', '_2695')\n",
      "('B۸۲Y', '_2703')\n",
      "('B۸۲Y', '_2710')\n",
      "('B۸۲Y', '_2711')\n",
      "('B۸۲Y', '_2713')\n",
      "('B۸۲Y', '_2743')\n",
      "('B۸۲Y', '_2761')\n",
      "('B۸۲Y', '_2805')\n",
      "('B۸۲Y', '_2869')\n",
      "('B۸۲Y', '_2870')\n",
      "('B۸۲Y', '_2904')\n",
      "('B۸۲Y', '_2905')\n",
      "('B۸۲Y', '_2942')\n",
      "('B۸۲Y', '_2943')\n",
      "('B۸۲Y', '_2951')\n",
      "('B۸۲Y', '_2984')\n",
      "('B۸۲Y', '_3010')\n",
      "('B۸۲Y', '_3012')\n",
      "('B۸۲Y', '_3036')\n",
      "('B۸۲Y', '_3043')\n",
      "('B۸۲Y', '_3067')\n",
      "('B۸۲Y', '_3087')\n",
      "('B۸۲Y', '_3102')\n",
      "('B۸۲Y', '_3110')\n",
      "('B۸۲Y', '_3125')\n",
      "('B۸۲Y', '_3126')\n",
      "('B۸۲Y', '_3141')\n",
      "('B۸۲Y', '_3177')\n",
      "('B۸۲Y', '_3178')\n",
      "('B۸۲Y', '_3203')\n",
      "('B۸۲Y', '_3279')\n",
      "('B۸۲Y', '_3302')\n",
      "('B۸۲Y', '_3336')\n",
      "('B۸۲Y', '_3340')\n",
      "('B۸۲Y', '_3361')\n",
      "('B۸۲Y', '_3404')\n",
      "('B۸۲Y', '_3456')\n",
      "('B۸۲Y', '_3482')\n",
      "('B۸۲Y', '_3510')\n",
      "('B۸۲Y', '_3514')\n",
      "('B۸۲Y', '_3541')\n",
      "('B۸۲Y', '_3567')\n",
      "('B۸۲Y', '_3577')\n",
      "('B۸۲Y', '_3601')\n",
      "('B۸۲Y', '_3646')\n",
      "('B۸۲Y', '_3677')\n",
      "('B۸۲Y', '_3702')\n",
      "('B۸۲Y', '_3749')\n",
      "('B۸۲Y', '_3765')\n",
      "('B۸۲Y', '_3798')\n",
      "('B۸۲Y', '_3819')\n",
      "('B۸۲Y', '_3820')\n",
      "('B۸۲Y', '_3841')\n",
      "('B۸۲Y', '_3877')\n",
      "('B۸۲Y', '_3878')\n",
      "('B۸۲Y', '_3906')\n",
      "('B۸۲Y', '_3925')\n",
      "('B۸۲Y', '_3960')\n",
      "('B۸۲Y', '_3961')\n",
      "('B۸۲Y', '_3964')\n",
      "('B۸۲Y', '_3987')\n",
      "('B۸۲Y', '_3989')\n",
      "('B۸۲Y', '_3996')\n",
      "('B۸۲Y', '_4003')\n",
      "('B۸۲Y', '_4111')\n",
      "('B۸۲Y', '_4185')\n",
      "('B۸۲Y', '_4209')\n",
      "('B۸۲Y', '_4232')\n",
      "('B۸۲Y', '_4277')\n",
      "('B۸۲Y', '_4287')\n",
      "('B۸۲Y', '_4326')\n",
      "('B۸۲Y', '_4328')\n",
      "('B۸۲Y', '_4336')\n",
      "('B۸۲Y', '_4338')\n",
      "('B۸۲Y', '_4347')\n",
      "('B۸۲Y', '_4376')\n",
      "('B۸۲Y', '_4467')\n",
      "('B۸۲Y', '_4537')\n",
      "('B۸۲Y', '_4564')\n",
      "('B۸۲Y', '_4589')\n",
      "('B۸۲Y', '_4651')\n",
      "('B۸۲Y', '_4674')\n",
      "('B۸۲Y', '_4706')\n",
      "('B۸۲Y', '_4709')\n",
      "('B۸۲Y', '_4728')\n",
      "('B۸۲Y', '_4747')\n",
      "('B۸۲Y', '_4771')\n",
      "('B۸۲Y', '_4804')\n",
      "('B۸۲Y', '_4805')\n",
      "('B۸۲Y', '_4832')\n",
      "('B۸۲Y', '_4860')\n",
      "('B۸۲Y', '_4869')\n",
      "('B۸۲Y', '_4893')\n",
      "('B۸۲Y', '_4897')\n",
      "('B۸۲Y', '_4948')\n",
      "('B۸۲Y', '_4996')\n",
      "('B۸۲Y', '_5015')\n",
      "('B۸۲Y', '_5034')\n",
      "('B۸۲Y', '_5071')\n",
      "('B۸۲Y', '_5103')\n",
      "('B۸۲Y', '_5110')\n",
      "('B۸۲Y', '_5135')\n",
      "('B۸۲Y', '_5171')\n",
      "('B۸۲Y', '_5181')\n",
      "('B۸۲Y', '_5183')\n",
      "('B۸۲Y', '_5187')\n",
      "('B۸۲Y', '_5188')\n",
      "('B۸۲Y', '_5199')\n",
      "('B۸۲Y', '_5279')\n",
      "('B۸۲Y', '_5281')\n",
      "('B۸۲Y', '_5283')\n",
      "('B۸۲Y', '_5307')\n",
      "('B۸۲Y', '_5367')\n",
      "('B۸۲Y', '_5370')\n",
      "('B۸۲Y', '_5374')\n",
      "('B۸۲Y', '_5408')\n",
      "('B۸۲Y', '_5416')\n",
      "('B۸۲Y', '_5447')\n",
      "('B۸۲Y', '_5448')\n",
      "('B۸۲Y', '_5457')\n",
      "('B۸۲Y', '_5458')\n",
      "('B۸۲Y', '_5488')\n",
      "('B۸۲Y', '_5491')\n",
      "('B۸۲Y', '_5498')\n",
      "('B۸۲Y', '_5504')\n",
      "('B۸۲Y', '_5505')\n",
      "('B۸۲Y', '_5509')\n",
      "('B۸۲Y', '_5549')\n",
      "('B۸۲Y', '_5562')\n",
      "('B۸۲Y', '_5590')\n",
      "('B۸۲Y', '_5593')\n",
      "('B۸۲Y', '_5608')\n",
      "('B۸۲Y', '_5655')\n",
      "('B۸۲Y', '_5693')\n",
      "('B۸۲Y', '_5715')\n",
      "('B۸۲Y', '_5726')\n",
      "('B۸۲Y', '_5734')\n",
      "('B۸۲Y', '_5771')\n",
      "('B۸۲Y', '_5791')\n",
      "('B۸۲Y', '_5865')\n",
      "('B۸۲Y', '_5902')\n",
      "('B۸۲Y', '_5923')\n",
      "('B۸۲Y', '_5925')\n",
      "('B۸۲Y', '_5950')\n",
      "('B۸۲Y', '_5961')\n",
      "('B۸۲Y', '_5968')\n",
      "('B۸۲Y', '_5970')\n",
      "('B۸۲Y', '_5986')\n",
      "('B۸۲Y', '_5994')\n",
      "('B۸۲Y', '_5995')\n",
      "('B۸۲Y', '_5999')\n",
      "('_33', 'B۶۵D')\n",
      "('B۶۵', 'B۶۵D')\n",
      "('B۶۵', 'B۶۵G')\n",
      "('B۶۵', 'B۶۵B')\n",
      "('B۶۵', 'B۶۵H')\n",
      "('B۶۵', 'B۶۵F')\n",
      "('B۶۵', 'B۶۵C')\n",
      "('B۶۵D', '_62')\n",
      "('B۶۵D', '_242')\n",
      "('B۶۵D', '_365')\n",
      "('B۶۵D', '_561')\n",
      "('B۶۵D', '_718')\n",
      "('B۶۵D', '_746')\n",
      "('B۶۵D', '_774')\n",
      "('B۶۵D', '_835')\n",
      "('B۶۵D', '_887')\n",
      "('B۶۵D', '_1172')\n",
      "('B۶۵D', '_1481')\n",
      "('B۶۵D', '_1541')\n",
      "('B۶۵D', '_1817')\n",
      "('B۶۵D', '_2746')\n",
      "('B۶۵D', '_2858')\n",
      "('B۶۵D', '_2908')\n",
      "('B۶۵D', '_3256')\n",
      "('B۶۵D', '_3352')\n",
      "('B۶۵D', '_3388')\n",
      "('B۶۵D', '_4495')\n",
      "('B۶۵D', '_5172')\n",
      "('_34', 'A۶۱N')\n",
      "('A۶۱N', '_315')\n",
      "('A۶۱N', '_530')\n",
      "('A۶۱N', '_1297')\n",
      "('A۶۱N', '_1764')\n",
      "('A۶۱N', '_1813')\n",
      "('A۶۱N', '_2068')\n",
      "('A۶۱N', '_2145')\n",
      "('A۶۱N', '_2603')\n",
      "('A۶۱N', '_3471')\n",
      "('A۶۱N', '_3941')\n",
      "('A۶۱N', '_4200')\n",
      "('A۶۱N', '_4919')\n",
      "('A۶۱N', '_4956')\n",
      "('A۶۱N', '_5102')\n",
      "('A۶۱N', '_5328')\n",
      "('A۶۱N', '_5355')\n",
      "('A۶۱N', '_5584')\n",
      "('A۶۱N', '_5966')\n",
      "('_35', 'A۶۱B')\n",
      "('A۶۱B', '_148')\n",
      "('A۶۱B', '_207')\n",
      "('A۶۱B', '_231')\n",
      "('A۶۱B', '_297')\n",
      "('A۶۱B', '_307')\n",
      "('A۶۱B', '_370')\n",
      "('A۶۱B', '_394')\n",
      "('A۶۱B', '_470')\n",
      "('A۶۱B', '_489')\n",
      "('A۶۱B', '_490')\n",
      "('A۶۱B', '_521')\n",
      "('A۶۱B', '_679')\n",
      "('A۶۱B', '_699')\n",
      "('A۶۱B', '_730')\n",
      "('A۶۱B', '_865')\n",
      "('A۶۱B', '_877')\n",
      "('A۶۱B', '_912')\n",
      "('A۶۱B', '_961')\n",
      "('A۶۱B', '_1031')\n",
      "('A۶۱B', '_1034')\n",
      "('A۶۱B', '_1053')\n",
      "('A۶۱B', '_1060')\n",
      "('A۶۱B', '_1094')\n",
      "('A۶۱B', '_1096')\n",
      "('A۶۱B', '_1127')\n",
      "('A۶۱B', '_1148')\n",
      "('A۶۱B', '_1185')\n",
      "('A۶۱B', '_1190')\n",
      "('A۶۱B', '_1262')\n",
      "('A۶۱B', '_1280')\n",
      "('A۶۱B', '_1302')\n",
      "('A۶۱B', '_1305')\n",
      "('A۶۱B', '_1313')\n",
      "('A۶۱B', '_1387')\n",
      "('A۶۱B', '_1388')\n",
      "('A۶۱B', '_1406')\n",
      "('A۶۱B', '_1415')\n",
      "('A۶۱B', '_1425')\n",
      "('A۶۱B', '_1434')\n",
      "('A۶۱B', '_1445')\n",
      "('A۶۱B', '_1456')\n",
      "('A۶۱B', '_1505')\n",
      "('A۶۱B', '_1510')\n",
      "('A۶۱B', '_1524')\n",
      "('A۶۱B', '_1530')\n",
      "('A۶۱B', '_1549')\n",
      "('A۶۱B', '_1713')\n",
      "('A۶۱B', '_1731')\n",
      "('A۶۱B', '_1797')\n",
      "('A۶۱B', '_1808')\n",
      "('A۶۱B', '_1887')\n",
      "('A۶۱B', '_1894')\n",
      "('A۶۱B', '_1918')\n",
      "('A۶۱B', '_1922')\n",
      "('A۶۱B', '_1984')\n",
      "('A۶۱B', '_1986')\n",
      "('A۶۱B', '_1999')\n",
      "('A۶۱B', '_2001')\n",
      "('A۶۱B', '_2021')\n",
      "('A۶۱B', '_2034')\n",
      "('A۶۱B', '_2048')\n",
      "('A۶۱B', '_2068')\n",
      "('A۶۱B', '_2070')\n",
      "('A۶۱B', '_2145')\n",
      "('A۶۱B', '_2209')\n",
      "('A۶۱B', '_2228')\n",
      "('A۶۱B', '_2292')\n",
      "('A۶۱B', '_2297')\n",
      "('A۶۱B', '_2318')\n",
      "('A۶۱B', '_2329')\n",
      "('A۶۱B', '_2331')\n",
      "('A۶۱B', '_2349')\n",
      "('A۶۱B', '_2387')\n",
      "('A۶۱B', '_2449')\n",
      "('A۶۱B', '_2469')\n",
      "('A۶۱B', '_2471')\n",
      "('A۶۱B', '_2496')\n",
      "('A۶۱B', '_2498')\n",
      "('A۶۱B', '_2507')\n",
      "('A۶۱B', '_2518')\n",
      "('A۶۱B', '_2526')\n",
      "('A۶۱B', '_2555')\n",
      "('A۶۱B', '_2603')\n",
      "('A۶۱B', '_2620')\n",
      "('A۶۱B', '_2646')\n",
      "('A۶۱B', '_2667')\n",
      "('A۶۱B', '_2715')\n",
      "('A۶۱B', '_2772')\n",
      "('A۶۱B', '_2799')\n",
      "('A۶۱B', '_2824')\n",
      "('A۶۱B', '_2931')\n",
      "('A۶۱B', '_2963')\n",
      "('A۶۱B', '_2966')\n",
      "('A۶۱B', '_3008')\n",
      "('A۶۱B', '_3038')\n",
      "('A۶۱B', '_3128')\n",
      "('A۶۱B', '_3133')\n",
      "('A۶۱B', '_3145')\n",
      "('A۶۱B', '_3156')\n",
      "('A۶۱B', '_3164')\n",
      "('A۶۱B', '_3174')\n",
      "('A۶۱B', '_3190')\n",
      "('A۶۱B', '_3226')\n",
      "('A۶۱B', '_3244')\n",
      "('A۶۱B', '_3287')\n",
      "('A۶۱B', '_3347')\n",
      "('A۶۱B', '_3385')\n",
      "('A۶۱B', '_3397')\n",
      "('A۶۱B', '_3434')\n",
      "('A۶۱B', '_3444')\n",
      "('A۶۱B', '_3458')\n",
      "('A۶۱B', '_3466')\n",
      "('A۶۱B', '_3486')\n",
      "('A۶۱B', '_3522')\n",
      "('A۶۱B', '_3545')\n",
      "('A۶۱B', '_3573')\n",
      "('A۶۱B', '_3590')\n",
      "('A۶۱B', '_3604')\n",
      "('A۶۱B', '_3656')\n",
      "('A۶۱B', '_3664')\n",
      "('A۶۱B', '_3676')\n",
      "('A۶۱B', '_3689')\n",
      "('A۶۱B', '_3707')\n",
      "('A۶۱B', '_3709')\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('A۶۱B', '_3747')\n",
      "('A۶۱B', '_3793')\n",
      "('A۶۱B', '_3810')\n",
      "('A۶۱B', '_3811')\n",
      "('A۶۱B', '_3858')\n",
      "('A۶۱B', '_3859')\n",
      "('A۶۱B', '_3860')\n",
      "('A۶۱B', '_3862')\n",
      "('A۶۱B', '_3926')\n",
      "('A۶۱B', '_4085')\n",
      "('A۶۱B', '_4114')\n",
      "('A۶۱B', '_4155')\n",
      "('A۶۱B', '_4169')\n",
      "('A۶۱B', '_4197')\n",
      "('A۶۱B', '_4221')\n",
      "('A۶۱B', '_4250')\n",
      "('A۶۱B', '_4282')\n",
      "('A۶۱B', '_4292')\n",
      "('A۶۱B', '_4343')\n",
      "('A۶۱B', '_4406')\n",
      "('A۶۱B', '_4426')\n",
      "('A۶۱B', '_4449')\n",
      "('A۶۱B', '_4450')\n",
      "('A۶۱B', '_4483')\n",
      "('A۶۱B', '_4517')\n",
      "('A۶۱B', '_4574')\n",
      "('A۶۱B', '_4591')\n",
      "('A۶۱B', '_4593')\n",
      "('A۶۱B', '_4629')\n",
      "('A۶۱B', '_4660')\n",
      "('A۶۱B', '_4676')\n",
      "('A۶۱B', '_4706')\n",
      "('A۶۱B', '_4724')\n",
      "('A۶۱B', '_4735')\n",
      "('A۶۱B', '_4736')\n",
      "('A۶۱B', '_4776')\n",
      "('A۶۱B', '_4794')\n",
      "('A۶۱B', '_4824')\n",
      "('A۶۱B', '_4834')\n",
      "('A۶۱B', '_4839')\n",
      "('A۶۱B', '_4847')\n",
      "('A۶۱B', '_4874')\n",
      "('A۶۱B', '_4881')\n",
      "('A۶۱B', '_4883')\n",
      "('A۶۱B', '_4892')\n",
      "('A۶۱B', '_4898')\n",
      "('A۶۱B', '_4913')\n",
      "('A۶۱B', '_4941')\n",
      "('A۶۱B', '_4945')\n",
      "('A۶۱B', '_4953')\n",
      "('A۶۱B', '_4984')\n",
      "('A۶۱B', '_5035')\n",
      "('A۶۱B', '_5064')\n",
      "('A۶۱B', '_5075')\n",
      "('A۶۱B', '_5094')\n",
      "('A۶۱B', '_5099')\n",
      "('A۶۱B', '_5124')\n",
      "('A۶۱B', '_5173')\n",
      "('A۶۱B', '_5174')\n",
      "('A۶۱B', '_5190')\n",
      "('A۶۱B', '_5205')\n",
      "('A۶۱B', '_5225')\n",
      "('A۶۱B', '_5230')\n",
      "('A۶۱B', '_5266')\n",
      "('A۶۱B', '_5301')\n",
      "('A۶۱B', '_5312')\n",
      "('A۶۱B', '_5334')\n",
      "('A۶۱B', '_5339')\n",
      "('A۶۱B', '_5352')\n",
      "('A۶۱B', '_5372')\n",
      "('A۶۱B', '_5385')\n",
      "('A۶۱B', '_5401')\n",
      "('A۶۱B', '_5405')\n",
      "('A۶۱B', '_5449')\n",
      "('A۶۱B', '_5463')\n",
      "('A۶۱B', '_5466')\n",
      "('A۶۱B', '_5511')\n",
      "('A۶۱B', '_5574')\n",
      "('A۶۱B', '_5613')\n",
      "('A۶۱B', '_5614')\n",
      "('A۶۱B', '_5638')\n",
      "('A۶۱B', '_5651')\n",
      "('A۶۱B', '_5709')\n",
      "('A۶۱B', '_5720')\n",
      "('A۶۱B', '_5731')\n",
      "('A۶۱B', '_5753')\n",
      "('A۶۱B', '_5781')\n",
      "('A۶۱B', '_5831')\n",
      "('A۶۱B', '_5848')\n",
      "('A۶۱B', '_5856')\n",
      "('A۶۱B', '_5892')\n",
      "('A۶۱B', '_5899')\n",
      "('A۶۱B', '_5907')\n",
      "('A۶۱B', '_5914')\n",
      "('A۶۱B', '_5944')\n",
      "('A۶۱B', '_5953')\n",
      "('A۶۱B', '_5960')\n",
      "('A۶۱B', '_5962')\n",
      "('A۶۱B', '_5966')\n",
      "('A۶۱B', '_5999')\n",
      "('_36', 'B۰۸B')\n",
      "('B۰۸', 'B۰۸B')\n",
      "('B۰۸B', '_289')\n",
      "('B۰۸B', '_888')\n",
      "('B۰۸B', '_1100')\n",
      "('B۰۸B', '_1260')\n",
      "('B۰۸B', '_1370')\n",
      "('B۰۸B', '_1380')\n",
      "('B۰۸B', '_1458')\n",
      "('B۰۸B', '_1494')\n",
      "('B۰۸B', '_2530')\n",
      "('B۰۸B', '_2562')\n",
      "('B۰۸B', '_3205')\n",
      "('B۰۸B', '_3258')\n",
      "('B۰۸B', '_3823')\n",
      "('B۰۸B', '_3837')\n",
      "('B۰۸B', '_4112')\n",
      "('B۰۸B', '_4230')\n",
      "('B۰۸B', '_4350')\n",
      "('B۰۸B', '_4437')\n",
      "('B۰۸B', '_4540')\n",
      "('B۰۸B', '_4910')\n",
      "('B۰۸B', '_5006')\n",
      "('B۰۸B', '_5134')\n",
      "('B۰۸B', '_5160')\n",
      "('B۰۸B', '_5163')\n",
      "('B۰۸B', '_5668')\n",
      "('B۰۸B', '_5696')\n",
      "('B۰۸B', '_5792')\n",
      "('B۰۸B', '_5911')\n",
      "('B۰۸B', '_5921')\n",
      "('_38', 'G۰۱N')\n",
      "('G۰۱', 'G۰۱N')\n",
      "('G۰۱', 'G۰۱D')\n",
      "('G۰۱', 'G۰۱V')\n",
      "('G۰۱', 'G۰۱C')\n",
      "('G۰۱', 'G۰۱R')\n",
      "('G۰۱', 'G۰۱Q')\n",
      "('G۰۱', 'G۰۱K')\n",
      "('G۰۱', 'G۰۱F')\n",
      "('G۰۱', 'G۰۱S')\n",
      "('G۰۱', 'G۰۱L')\n",
      "('G۰۱', 'G۰۱J')\n",
      "('G۰۱', 'G۰۱T')\n",
      "('G۰۱', 'G۰۱B')\n",
      "('G۰۱', 'G۰۱G')\n",
      "('G۰۱', 'G۰۱M')\n",
      "('G۰۱', 'G۰۱P')\n",
      "('G۰۱', 'G۰۱H')\n",
      "('G۰۱N', '_177')\n",
      "('G۰۱N', '_192')\n",
      "('G۰۱N', '_200')\n",
      "('G۰۱N', '_391')\n",
      "('G۰۱N', '_396')\n",
      "('G۰۱N', '_397')\n",
      "('G۰۱N', '_403')\n",
      "('G۰۱N', '_404')\n",
      "('G۰۱N', '_421')\n",
      "('G۰۱N', '_514')\n",
      "('G۰۱N', '_518')\n",
      "('G۰۱N', '_519')\n",
      "('G۰۱N', '_539')\n",
      "('G۰۱N', '_541')\n",
      "('G۰۱N', '_569')\n",
      "('G۰۱N', '_574')\n",
      "('G۰۱N', '_579')\n",
      "('G۰۱N', '_588')\n",
      "('G۰۱N', '_617')\n",
      "('G۰۱N', '_626')\n",
      "('G۰۱N', '_724')\n",
      "('G۰۱N', '_735')\n",
      "('G۰۱N', '_758')\n",
      "('G۰۱N', '_767')\n",
      "('G۰۱N', '_781')\n",
      "('G۰۱N', '_808')\n",
      "('G۰۱N', '_812')\n",
      "('G۰۱N', '_859')\n",
      "('G۰۱N', '_860')\n",
      "('G۰۱N', '_870')\n",
      "('G۰۱N', '_893')\n",
      "('G۰۱N', '_898')\n",
      "('G۰۱N', '_967')\n",
      "('G۰۱N', '_1015')\n",
      "('G۰۱N', '_1017')\n",
      "('G۰۱N', '_1023')\n",
      "('G۰۱N', '_1062')\n",
      "('G۰۱N', '_1077')\n",
      "('G۰۱N', '_1210')\n",
      "('G۰۱N', '_1282')\n",
      "('G۰۱N', '_1314')\n",
      "('G۰۱N', '_1316')\n",
      "('G۰۱N', '_1347')\n",
      "('G۰۱N', '_1436')\n",
      "('G۰۱N', '_1440')\n",
      "('G۰۱N', '_1443')\n",
      "('G۰۱N', '_1445')\n",
      "('G۰۱N', '_1475')\n",
      "('G۰۱N', '_1510')\n",
      "('G۰۱N', '_1514')\n",
      "('G۰۱N', '_1539')\n",
      "('G۰۱N', '_1632')\n",
      "('G۰۱N', '_1647')\n",
      "('G۰۱N', '_1715')\n",
      "('G۰۱N', '_1752')\n",
      "('G۰۱N', '_1856')\n",
      "('G۰۱N', '_1899')\n",
      "('G۰۱N', '_1900')\n",
      "('G۰۱N', '_1909')\n",
      "('G۰۱N', '_1984')\n",
      "('G۰۱N', '_1990')\n",
      "('G۰۱N', '_2033')\n",
      "('G۰۱N', '_2050')\n",
      "('G۰۱N', '_2082')\n",
      "('G۰۱N', '_2132')\n",
      "('G۰۱N', '_2193')\n",
      "('G۰۱N', '_2264')\n",
      "('G۰۱N', '_2284')\n",
      "('G۰۱N', '_2296')\n",
      "('G۰۱N', '_2317')\n",
      "('G۰۱N', '_2373')\n",
      "('G۰۱N', '_2393')\n",
      "('G۰۱N', '_2421')\n",
      "('G۰۱N', '_2423')\n",
      "('G۰۱N', '_2511')\n",
      "('G۰۱N', '_2559')\n",
      "('G۰۱N', '_2587')\n",
      "('G۰۱N', '_2602')\n",
      "('G۰۱N', '_2614')\n",
      "('G۰۱N', '_2658')\n",
      "('G۰۱N', '_2667')\n",
      "('G۰۱N', '_2678')\n",
      "('G۰۱N', '_2694')\n",
      "('G۰۱N', '_2718')\n",
      "('G۰۱N', '_2734')\n",
      "('G۰۱N', '_2763')\n",
      "('G۰۱N', '_2772')\n",
      "('G۰۱N', '_2846')\n",
      "('G۰۱N', '_2871')\n",
      "('G۰۱N', '_2872')\n",
      "('G۰۱N', '_2882')\n",
      "('G۰۱N', '_2884')\n",
      "('G۰۱N', '_2935')\n",
      "('G۰۱N', '_2950')\n",
      "('G۰۱N', '_2952')\n",
      "('G۰۱N', '_3026')\n",
      "('G۰۱N', '_3073')\n",
      "('G۰۱N', '_3082')\n",
      "('G۰۱N', '_3156')\n",
      "('G۰۱N', '_3165')\n",
      "('G۰۱N', '_3173')\n",
      "('G۰۱N', '_3180')\n",
      "('G۰۱N', '_3219')\n",
      "('G۰۱N', '_3225')\n",
      "('G۰۱N', '_3259')\n",
      "('G۰۱N', '_3270')\n",
      "('G۰۱N', '_3381')\n",
      "('G۰۱N', '_3405')\n",
      "('G۰۱N', '_3415')\n",
      "('G۰۱N', '_3423')\n",
      "('G۰۱N', '_3436')\n",
      "('G۰۱N', '_3438')\n",
      "('G۰۱N', '_3442')\n",
      "('G۰۱N', '_3481')\n",
      "('G۰۱N', '_3540')\n",
      "('G۰۱N', '_3559')\n",
      "('G۰۱N', '_3587')\n",
      "('G۰۱N', '_3621')\n",
      "('G۰۱N', '_3626')\n",
      "('G۰۱N', '_3630')\n",
      "('G۰۱N', '_3649')\n",
      "('G۰۱N', '_3720')\n",
      "('G۰۱N', '_3785')\n",
      "('G۰۱N', '_3841')\n",
      "('G۰۱N', '_3849')\n",
      "('G۰۱N', '_3878')\n",
      "('G۰۱N', '_3888')\n",
      "('G۰۱N', '_3916')\n",
      "('G۰۱N', '_3944')\n",
      "('G۰۱N', '_3956')\n",
      "('G۰۱N', '_3964')\n",
      "('G۰۱N', '_4002')\n",
      "('G۰۱N', '_4077')\n",
      "('G۰۱N', '_4133')\n",
      "('G۰۱N', '_4171')\n",
      "('G۰۱N', '_4263')\n",
      "('G۰۱N', '_4276')\n",
      "('G۰۱N', '_4280')\n",
      "('G۰۱N', '_4312')\n",
      "('G۰۱N', '_4326')\n",
      "('G۰۱N', '_4336')\n",
      "('G۰۱N', '_4372')\n",
      "('G۰۱N', '_4412')\n",
      "('G۰۱N', '_4417')\n",
      "('G۰۱N', '_4433')\n",
      "('G۰۱N', '_4478')\n",
      "('G۰۱N', '_4489')\n",
      "('G۰۱N', '_4557')\n",
      "('G۰۱N', '_4566')\n",
      "('G۰۱N', '_4603')\n",
      "('G۰۱N', '_4635')\n",
      "('G۰۱N', '_4661')\n",
      "('G۰۱N', '_4662')\n",
      "('G۰۱N', '_4684')\n",
      "('G۰۱N', '_4702')\n",
      "('G۰۱N', '_4716')\n",
      "('G۰۱N', '_4737')\n",
      "('G۰۱N', '_4767')\n",
      "('G۰۱N', '_4829')\n",
      "('G۰۱N', '_4904')\n",
      "('G۰۱N', '_4911')\n",
      "('G۰۱N', '_4920')\n",
      "('G۰۱N', '_4934')\n",
      "('G۰۱N', '_5083')\n",
      "('G۰۱N', '_5569')\n",
      "('G۰۱N', '_5575')\n",
      "('_41', 'C۰۸F')\n",
      "('C۰۸F', '_86')\n",
      "('C۰۸F', '_127')\n",
      "('C۰۸F', '_162')\n",
      "('C۰۸F', '_189')\n",
      "('C۰۸F', '_733')\n",
      "('C۰۸F', '_762')\n",
      "('C۰۸F', '_858')\n",
      "('C۰۸F', '_900')\n",
      "('C۰۸F', '_1112')\n",
      "('C۰۸F', '_1437')\n",
      "('C۰۸F', '_1478')\n",
      "('C۰۸F', '_1603')\n",
      "('C۰۸F', '_1623')\n",
      "('C۰۸F', '_1948')\n",
      "('C۰۸F', '_2147')\n",
      "('C۰۸F', '_2149')\n",
      "('C۰۸F', '_2258')\n",
      "('C۰۸F', '_2320')\n",
      "('C۰۸F', '_2337')\n",
      "('C۰۸F', '_2390')\n",
      "('C۰۸F', '_2505')\n",
      "('C۰۸F', '_2712')\n",
      "('C۰۸F', '_2725')\n",
      "('C۰۸F', '_2921')\n",
      "('C۰۸F', '_3096')\n",
      "('C۰۸F', '_3097')\n",
      "('C۰۸F', '_3099')\n",
      "('C۰۸F', '_3327')\n",
      "('C۰۸F', '_3334')\n",
      "('C۰۸F', '_3343')\n",
      "('C۰۸F', '_3636')\n",
      "('C۰۸F', '_3772')\n",
      "('C۰۸F', '_3842')\n",
      "('C۰۸F', '_3892')\n",
      "('C۰۸F', '_4008')\n",
      "('C۰۸F', '_4163')\n",
      "('C۰۸F', '_4164')\n",
      "('C۰۸F', '_4212')\n",
      "('C۰۸F', '_4288')\n",
      "('C۰۸F', '_4402')\n",
      "('C۰۸F', '_4415')\n",
      "('C۰۸F', '_4438')\n",
      "('C۰۸F', '_4553')\n",
      "('C۰۸F', '_4616')\n",
      "('C۰۸F', '_4678')\n",
      "('C۰۸F', '_4749')\n",
      "('C۰۸F', '_5157')\n",
      "('C۰۸F', '_5455')\n",
      "('C۰۸F', '_5515')\n",
      "('C۰۸F', '_5814')\n",
      "('_42', 'B۰۱J')\n",
      "('B۰۱J', '_80')\n",
      "('B۰۱J', '_125')\n",
      "('B۰۱J', '_138')\n",
      "('B۰۱J', '_209')\n",
      "('B۰۱J', '_213')\n",
      "('B۰۱J', '_219')\n",
      "('B۰۱J', '_273')\n",
      "('B۰۱J', '_286')\n",
      "('B۰۱J', '_308')\n",
      "('B۰۱J', '_327')\n",
      "('B۰۱J', '_354')\n",
      "('B۰۱J', '_390')\n",
      "('B۰۱J', '_405')\n",
      "('B۰۱J', '_422')\n",
      "('B۰۱J', '_514')\n",
      "('B۰۱J', '_578')\n",
      "('B۰۱J', '_630')\n",
      "('B۰۱J', '_666')\n",
      "('B۰۱J', '_700')\n",
      "('B۰۱J', '_760')\n",
      "('B۰۱J', '_799')\n",
      "('B۰۱J', '_811')\n",
      "('B۰۱J', '_814')\n",
      "('B۰۱J', '_817')\n",
      "('B۰۱J', '_818')\n",
      "('B۰۱J', '_821')\n",
      "('B۰۱J', '_832')\n",
      "('B۰۱J', '_853')\n",
      "('B۰۱J', '_926')\n",
      "('B۰۱J', '_929')\n",
      "('B۰۱J', '_972')\n",
      "('B۰۱J', '_1013')\n",
      "('B۰۱J', '_1016')\n",
      "('B۰۱J', '_1108')\n",
      "('B۰۱J', '_1112')\n",
      "('B۰۱J', '_1143')\n",
      "('B۰۱J', '_1168')\n",
      "('B۰۱J', '_1182')\n",
      "('B۰۱J', '_1202')\n",
      "('B۰۱J', '_1206')\n",
      "('B۰۱J', '_1271')\n",
      "('B۰۱J', '_1297')\n",
      "('B۰۱J', '_1308')\n",
      "('B۰۱J', '_1404')\n",
      "('B۰۱J', '_1420')\n",
      "('B۰۱J', '_1427')\n",
      "('B۰۱J', '_1446')\n",
      "('B۰۱J', '_1511')\n",
      "('B۰۱J', '_1532')\n",
      "('B۰۱J', '_1569')\n",
      "('B۰۱J', '_1602')\n",
      "('B۰۱J', '_1682')\n",
      "('B۰۱J', '_1729')\n",
      "('B۰۱J', '_1754')\n",
      "('B۰۱J', '_1757')\n",
      "('B۰۱J', '_1808')\n",
      "('B۰۱J', '_1882')\n",
      "('B۰۱J', '_1902')\n",
      "('B۰۱J', '_1904')\n",
      "('B۰۱J', '_1914')\n",
      "('B۰۱J', '_1949')\n",
      "('B۰۱J', '_1954')\n",
      "('B۰۱J', '_1983')\n",
      "('B۰۱J', '_2002')\n",
      "('B۰۱J', '_2028')\n",
      "('B۰۱J', '_2057')\n",
      "('B۰۱J', '_2077')\n",
      "('B۰۱J', '_2084')\n",
      "('B۰۱J', '_2107')\n",
      "('B۰۱J', '_2120')\n",
      "('B۰۱J', '_2136')\n",
      "('B۰۱J', '_2214')\n",
      "('B۰۱J', '_2268')\n",
      "('B۰۱J', '_2269')\n",
      "('B۰۱J', '_2321')\n",
      "('B۰۱J', '_2375')\n",
      "('B۰۱J', '_2382')\n",
      "('B۰۱J', '_2418')\n",
      "('B۰۱J', '_2435')\n",
      "('B۰۱J', '_2483')\n",
      "('B۰۱J', '_2535')\n",
      "('B۰۱J', '_2623')\n",
      "('B۰۱J', '_2642')\n",
      "('B۰۱J', '_2697')\n",
      "('B۰۱J', '_2698')\n",
      "('B۰۱J', '_2703')\n",
      "('B۰۱J', '_2725')\n",
      "('B۰۱J', '_2780')\n",
      "('B۰۱J', '_2801')\n",
      "('B۰۱J', '_2806')\n",
      "('B۰۱J', '_2861')\n",
      "('B۰۱J', '_2870')\n",
      "('B۰۱J', '_2881')\n",
      "('B۰۱J', '_2904')\n",
      "('B۰۱J', '_2949')\n",
      "('B۰۱J', '_3022')\n",
      "('B۰۱J', '_3068')\n",
      "('B۰۱J', '_3096')\n",
      "('B۰۱J', '_3097')\n",
      "('B۰۱J', '_3125')\n",
      "('B۰۱J', '_3195')\n",
      "('B۰۱J', '_3318')\n",
      "('B۰۱J', '_3322')\n",
      "('B۰۱J', '_3327')\n",
      "('B۰۱J', '_3422')\n",
      "('B۰۱J', '_3429')\n",
      "('B۰۱J', '_3433')\n",
      "('B۰۱J', '_3482')\n",
      "('B۰۱J', '_3498')\n",
      "('B۰۱J', '_3501')\n",
      "('B۰۱J', '_3510')\n",
      "('B۰۱J', '_3541')\n",
      "('B۰۱J', '_3600')\n",
      "('B۰۱J', '_3702')\n",
      "('B۰۱J', '_3725')\n",
      "('B۰۱J', '_3735')\n",
      "('B۰۱J', '_3740')\n",
      "('B۰۱J', '_3846')\n",
      "('B۰۱J', '_3878')\n",
      "('B۰۱J', '_3925')\n",
      "('B۰۱J', '_3985')\n",
      "('B۰۱J', '_4022')\n",
      "('B۰۱J', '_4062')\n",
      "('B۰۱J', '_4080')\n",
      "('B۰۱J', '_4096')\n",
      "('B۰۱J', '_4150')\n",
      "('B۰۱J', '_4165')\n",
      "('B۰۱J', '_4168')\n",
      "('B۰۱J', '_4185')\n",
      "('B۰۱J', '_4208')\n",
      "('B۰۱J', '_4209')\n",
      "('B۰۱J', '_4211')\n",
      "('B۰۱J', '_4251')\n",
      "('B۰۱J', '_4271')\n",
      "('B۰۱J', '_4319')\n",
      "('B۰۱J', '_4355')\n",
      "('B۰۱J', '_4385')\n",
      "('B۰۱J', '_4420')\n",
      "('B۰۱J', '_4469')\n",
      "('B۰۱J', '_4472')\n",
      "('B۰۱J', '_4521')\n",
      "('B۰۱J', '_4530')\n",
      "('B۰۱J', '_4531')\n",
      "('B۰۱J', '_4549')\n",
      "('B۰۱J', '_4585')\n",
      "('B۰۱J', '_4598')\n",
      "('B۰۱J', '_4665')\n",
      "('B۰۱J', '_4672')\n",
      "('B۰۱J', '_4674')\n",
      "('B۰۱J', '_4681')\n",
      "('B۰۱J', '_4688')\n",
      "('B۰۱J', '_4713')\n",
      "('B۰۱J', '_4751')\n",
      "('B۰۱J', '_4804')\n",
      "('B۰۱J', '_4849')\n",
      "('B۰۱J', '_4850')\n",
      "('B۰۱J', '_4871')\n",
      "('B۰۱J', '_4924')\n",
      "('B۰۱J', '_4944')\n",
      "('B۰۱J', '_4948')\n",
      "('B۰۱J', '_5005')\n",
      "('B۰۱J', '_5045')\n",
      "('B۰۱J', '_5061')\n",
      "('B۰۱J', '_5139')\n",
      "('B۰۱J', '_5151')\n",
      "('B۰۱J', '_5157')\n",
      "('B۰۱J', '_5194')\n",
      "('B۰۱J', '_5214')\n",
      "('B۰۱J', '_5277')\n",
      "('B۰۱J', '_5280')\n",
      "('B۰۱J', '_5288')\n",
      "('B۰۱J', '_5330')\n",
      "('B۰۱J', '_5380')\n",
      "('B۰۱J', '_5452')\n",
      "('B۰۱J', '_5480')\n",
      "('B۰۱J', '_5508')\n",
      "('B۰۱J', '_5599')\n",
      "('B۰۱J', '_5642')\n",
      "('B۰۱J', '_5747')\n",
      "('B۰۱J', '_5791')\n",
      "('B۰۱J', '_5833')\n",
      "('B۰۱J', '_5863')\n",
      "('B۰۱J', '_5890')\n",
      "('B۰۱J', '_5932')\n",
      "('B۰۱J', '_5954')\n",
      "('B۰۱J', '_5960')\n",
      "('B۰۱J', '_5963')\n",
      "('B۰۱J', '_5967')\n",
      "('B۰۱J', '_5993')\n",
      "('_43', 'F۱۶J')\n",
      "('F۱۶', 'F۱۶J')\n",
      "('F۱۶', 'F۱۶B')\n",
      "('F۱۶', 'F۱۶H')\n",
      "('F۱۶', 'F۱۶K')\n",
      "('F۱۶', 'F۱۶D')\n",
      "('F۱۶', 'F۱۶L')\n",
      "('F۱۶', 'F۱۶F')\n",
      "('F۱۶', 'F۱۶M')\n",
      "('F۱۶', 'F۱۶C')\n",
      "('F۱۶', 'F۱۶S')\n",
      "('F۱۶', 'F۱۶P')\n",
      "('F۱۶', 'F۱۶N')\n",
      "('F۱۶J', '_1359')\n",
      "('F۱۶J', '_2010')\n",
      "('F۱۶J', '_2544')\n",
      "('F۱۶J', '_4544')\n",
      "('F۱۶J', '_5192')\n",
      "('_44', 'B۲۱F')\n",
      "('B۲۱F', '_2490')\n",
      "('B۲۱F', '_3338')\n",
      "('_48', 'D۰۶F')\n",
      "('D۰۶', 'D۰۶F')\n",
      "('D۰۶', 'D۰۶H')\n",
      "('D۰۶', 'D۰۶B')\n",
      "('D۰۶', 'D۰۶M')\n",
      "('D۰۶', 'D۰۶P')\n",
      "('D۰۶', 'D۰۶N')\n",
      "('D۰۶', 'D۰۶C')\n",
      "('D۰۶', 'D۰۶G')\n",
      "('D۰۶F', '_60')\n",
      "('D۰۶F', '_61')\n",
      "('D۰۶F', '_333')\n",
      "('D۰۶F', '_653')\n",
      "('D۰۶F', '_1032')\n",
      "('D۰۶F', '_1542')\n",
      "('D۰۶F', '_1638')\n",
      "('D۰۶F', '_1789')\n",
      "('D۰۶F', '_2341')\n",
      "('D۰۶F', '_2751')\n",
      "('D۰۶F', '_3366')\n",
      "('D۰۶F', '_3582')\n",
      "('D۰۶F', '_4700')\n",
      "('_50', 'A۴۱D')\n",
      "('A۴۱', 'A۴۱D')\n",
      "('A۴۱', 'A۴۱B')\n",
      "('A۴۱', 'A۴۱C')\n",
      "('A۴۱', 'A۴۱G')\n",
      "('A۴۱D', '_78')\n",
      "('A۴۱D', '_596')\n",
      "('A۴۱D', '_622')\n",
      "('A۴۱D', '_1135')\n",
      "('A۴۱D', '_1354')\n",
      "('A۴۱D', '_1390')\n",
      "('A۴۱D', '_2124')\n",
      "('A۴۱D', '_2607')\n",
      "('A۴۱D', '_2788')\n",
      "('A۴۱D', '_2818')\n",
      "('A۴۱D', '_4494')\n",
      "('_51', 'F۱۶B')\n",
      "('F۱۶B', '_54')\n",
      "('F۱۶B', '_210')\n",
      "('F۱۶B', '_226')\n",
      "('F۱۶B', '_592')\n",
      "('F۱۶B', '_1358')\n",
      "('F۱۶B', '_1556')\n",
      "('F۱۶B', '_1596')\n",
      "('F۱۶B', '_1691')\n",
      "('F۱۶B', '_1742')\n",
      "('F۱۶B', '_1933')\n",
      "('F۱۶B', '_1940')\n",
      "('F۱۶B', '_2044')\n",
      "('F۱۶B', '_2482')\n",
      "('F۱۶B', '_2680')\n",
      "('F۱۶B', '_2726')\n",
      "('F۱۶B', '_3348')\n",
      "('F۱۶B', '_3475')\n",
      "('F۱۶B', '_3600')\n",
      "('F۱۶B', '_3660')\n",
      "('F۱۶B', '_3706')\n",
      "('F۱۶B', '_3778')\n",
      "('F۱۶B', '_3932')\n",
      "('F۱۶B', '_4028')\n",
      "('F۱۶B', '_4233')\n",
      "('F۱۶B', '_4268')\n",
      "('F۱۶B', '_4287')\n",
      "('F۱۶B', '_4322')\n",
      "('F۱۶B', '_4378')\n",
      "('F۱۶B', '_4383')\n",
      "('F۱۶B', '_4419')\n",
      "('F۱۶B', '_4498')\n",
      "('F۱۶B', '_4500')\n",
      "('F۱۶B', '_4516')\n",
      "('F۱۶B', '_4520')\n",
      "('F۱۶B', '_4542')\n",
      "('F۱۶B', '_4587')\n",
      "('F۱۶B', '_4622')\n",
      "('F۱۶B', '_4693')\n",
      "('F۱۶B', '_4698')\n",
      "('F۱۶B', '_4784')\n",
      "('F۱۶B', '_4792')\n",
      "('F۱۶B', '_4806')\n",
      "('F۱۶B', '_4808')\n",
      "('F۱۶B', '_4842')\n",
      "('F۱۶B', '_4848')\n",
      "('F۱۶B', '_4885')\n",
      "('F۱۶B', '_4929')\n",
      "('F۱۶B', '_4947')\n",
      "('F۱۶B', '_4974')\n",
      "('F۱۶B', '_4975')\n",
      "('F۱۶B', '_5081')\n",
      "('F۱۶B', '_5084')\n",
      "('F۱۶B', '_5088')\n",
      "('F۱۶B', '_5104')\n",
      "('F۱۶B', '_5117')\n",
      "('F۱۶B', '_5148')\n",
      "('F۱۶B', '_5166')\n",
      "('F۱۶B', '_5268')\n",
      "('F۱۶B', '_5270')\n",
      "('F۱۶B', '_5272')\n",
      "('F۱۶B', '_5291')\n",
      "('F۱۶B', '_5308')\n",
      "('F۱۶B', '_5327')\n",
      "('F۱۶B', '_5344')\n",
      "('F۱۶B', '_5363')\n",
      "('F۱۶B', '_5422')\n",
      "('F۱۶B', '_5428')\n",
      "('F۱۶B', '_5442')\n",
      "('F۱۶B', '_5470')\n",
      "('F۱۶B', '_5473')\n",
      "('F۱۶B', '_5485')\n",
      "('F۱۶B', '_5503')\n",
      "('F۱۶B', '_5537')\n",
      "('F۱۶B', '_5545')\n",
      "('F۱۶B', '_5578')\n",
      "('F۱۶B', '_5585')\n",
      "('F۱۶B', '_5636')\n",
      "('F۱۶B', '_5663')\n",
      "('F۱۶B', '_5672')\n",
      "('F۱۶B', '_5675')\n",
      "('F۱۶B', '_5682')\n",
      "('F۱۶B', '_5699')\n",
      "('F۱۶B', '_5729')\n",
      "('F۱۶B', '_5738')\n",
      "('F۱۶B', '_5742')\n",
      "('F۱۶B', '_5743')\n",
      "('F۱۶B', '_5746')\n",
      "('F۱۶B', '_5750')\n",
      "('F۱۶B', '_5754')\n",
      "('F۱۶B', '_5760')\n",
      "('F۱۶B', '_5761')\n",
      "('F۱۶B', '_5787')\n",
      "('F۱۶B', '_5789')\n",
      "('F۱۶B', '_5792')\n",
      "('F۱۶B', '_5794')\n",
      "('F۱۶B', '_5829')\n",
      "('F۱۶B', '_5842')\n",
      "('F۱۶B', '_5844')\n",
      "('F۱۶B', '_5848')\n",
      "('F۱۶B', '_5853')\n",
      "('F۱۶B', '_5864')\n",
      "('F۱۶B', '_5875')\n",
      "('F۱۶B', '_5878')\n",
      "('F۱۶B', '_5933')\n",
      "('F۱۶B', '_5943')\n",
      "('F۱۶B', '_5945')\n",
      "('F۱۶B', '_5958')\n",
      "('F۱۶B', '_5982')\n",
      "('_52', 'F۱۶H')\n",
      "('F۱۶H', '_103')\n",
      "('F۱۶H', '_527')\n",
      "('F۱۶H', '_964')\n",
      "('F۱۶H', '_1193')\n",
      "('F۱۶H', '_1235')\n",
      "('F۱۶H', '_1439')\n",
      "('F۱۶H', '_1760')\n",
      "('F۱۶H', '_2199')\n",
      "('F۱۶H', '_2326')\n",
      "('F۱۶H', '_2455')\n",
      "('F۱۶H', '_2499')\n",
      "('F۱۶H', '_3309')\n",
      "('F۱۶H', '_3619')\n",
      "('F۱۶H', '_3845')\n",
      "('F۱۶H', '_4127')\n",
      "('F۱۶H', '_4177')\n",
      "('F۱۶H', '_5469')\n",
      "('F۱۶H', '_5744')\n",
      "('_53', 'H۰۲B')\n",
      "('H۰۲B', '_1692')\n",
      "('H۰۲B', '_2326')\n",
      "('H۰۲B', '_2340')\n",
      "('H۰۲B', '_2419')\n",
      "('H۰۲B', '_2447')\n",
      "('H۰۲B', '_2673')\n",
      "('H۰۲B', '_2735')\n",
      "('H۰۲B', '_2885')\n",
      "('H۰۲B', '_2970')\n",
      "('H۰۲B', '_3358')\n",
      "('H۰۲B', '_3362')\n",
      "('H۰۲B', '_3503')\n",
      "('H۰۲B', '_3543')\n",
      "('H۰۲B', '_3598')\n",
      "('H۰۲B', '_3836')\n",
      "('H۰۲B', '_3954')\n",
      "('H۰۲B', '_4427')\n",
      "('H۰۲B', '_4817')\n",
      "('H۰۲B', '_4822')\n",
      "('H۰۲B', '_4872')\n",
      "('H۰۲B', '_5016')\n",
      "('H۰۲B', '_5333')\n",
      "('H۰۲B', '_5528')\n",
      "('H۰۲B', '_5597')\n",
      "('H۰۲B', '_5640')\n",
      "('_56', 'A۰۱N')\n",
      "('A۰۱N', '_131')\n",
      "('A۰۱N', '_330')\n",
      "('A۰۱N', '_552')\n",
      "('A۰۱N', '_589')\n",
      "('A۰۱N', '_780')\n",
      "('A۰۱N', '_790')\n",
      "('A۰۱N', '_826')\n",
      "('A۰۱N', '_1183')\n",
      "('A۰۱N', '_1523')\n",
      "('A۰۱N', '_1598')\n",
      "('A۰۱N', '_1620')\n",
      "('A۰۱N', '_1631')\n",
      "('A۰۱N', '_1640')\n",
      "('A۰۱N', '_1653')\n",
      "('A۰۱N', '_1690')\n",
      "('A۰۱N', '_1696')\n",
      "('A۰۱N', '_1745')\n",
      "('A۰۱N', '_1798')\n",
      "('A۰۱N', '_1830')\n",
      "('A۰۱N', '_1834')\n",
      "('A۰۱N', '_1858')\n",
      "('A۰۱N', '_1881')\n",
      "('A۰۱N', '_1978')\n",
      "('A۰۱N', '_2022')\n",
      "('A۰۱N', '_2253')\n",
      "('A۰۱N', '_2302')\n",
      "('A۰۱N', '_2443')\n",
      "('A۰۱N', '_2664')\n",
      "('A۰۱N', '_2705')\n",
      "('A۰۱N', '_2745')\n",
      "('A۰۱N', '_2969')\n",
      "('A۰۱N', '_3111')\n",
      "('A۰۱N', '_3206')\n",
      "('A۰۱N', '_3217')\n",
      "('A۰۱N', '_3234')\n",
      "('A۰۱N', '_3394')\n",
      "('A۰۱N', '_3491')\n",
      "('A۰۱N', '_3542')\n",
      "('A۰۱N', '_3597')\n",
      "('A۰۱N', '_3603')\n",
      "('A۰۱N', '_3710')\n",
      "('A۰۱N', '_3765')\n",
      "('A۰۱N', '_3799')\n",
      "('A۰۱N', '_4240')\n",
      "('A۰۱N', '_4332')\n",
      "('A۰۱N', '_4377')\n",
      "('A۰۱N', '_4403')\n",
      "('A۰۱N', '_4527')\n",
      "('A۰۱N', '_4604')\n",
      "('A۰۱N', '_4646')\n",
      "('A۰۱N', '_4655')\n",
      "('A۰۱N', '_4726')\n",
      "('A۰۱N', '_4747')\n",
      "('A۰۱N', '_4816')\n",
      "('A۰۱N', '_4866')\n",
      "('A۰۱N', '_5014')\n",
      "('A۰۱N', '_5144')\n",
      "('A۰۱N', '_5264')\n",
      "('A۰۱N', '_5387')\n",
      "('A۰۱N', '_5496')\n",
      "('_57', 'C۰۸L')\n",
      "('C۰۸L', '_185')\n",
      "('C۰۸L', '_239')\n",
      "('C۰۸L', '_277')\n",
      "('C۰۸L', '_654')\n",
      "('C۰۸L', '_746')\n",
      "('C۰۸L', '_960')\n",
      "('C۰۸L', '_1198')\n",
      "('C۰۸L', '_1315')\n",
      "('C۰۸L', '_1321')\n",
      "('C۰۸L', '_1329')\n",
      "('C۰۸L', '_1386')\n",
      "('C۰۸L', '_1473')\n",
      "('C۰۸L', '_1513')\n",
      "('C۰۸L', '_1566')\n",
      "('C۰۸L', '_1649')\n",
      "('C۰۸L', '_1751')\n",
      "('C۰۸L', '_1989')\n",
      "('C۰۸L', '_2051')\n",
      "('C۰۸L', '_2100')\n",
      "('C۰۸L', '_2308')\n",
      "('C۰۸L', '_2322')\n",
      "('C۰۸L', '_2390')\n",
      "('C۰۸L', '_2505')\n",
      "('C۰۸L', '_2761')\n",
      "('C۰۸L', '_2804')\n",
      "('C۰۸L', '_2984')\n",
      "('C۰۸L', '_3043')\n",
      "('C۰۸L', '_3088')\n",
      "('C۰۸L', '_3144')\n",
      "('C۰۸L', '_3591')\n",
      "('C۰۸L', '_3646')\n",
      "('C۰۸L', '_3842')\n",
      "('C۰۸L', '_4049')\n",
      "('C۰۸L', '_4149')\n",
      "('C۰۸L', '_4252')\n",
      "('C۰۸L', '_4277')\n",
      "('C۰۸L', '_4325')\n",
      "('C۰۸L', '_4616')\n",
      "('C۰۸L', '_4787')\n",
      "('C۰۸L', '_4890')\n",
      "('C۰۸L', '_5145')\n",
      "('C۰۸L', '_5221')\n",
      "('_59', 'F۴۲B')\n",
      "('F۴۲', 'F۴۲B')\n",
      "('F۴۲B', '_1690')\n",
      "('F۴۲B', '_4435')\n",
      "('_63', 'F۱۶K')\n",
      "('F۱۶K', '_266')\n",
      "('F۱۶K', '_494')\n",
      "('F۱۶K', '_499')\n",
      "('F۱۶K', '_511')\n",
      "('F۱۶K', '_823')\n",
      "('F۱۶K', '_1070')\n",
      "('F۱۶K', '_1178')\n",
      "('F۱۶K', '_1340')\n",
      "('F۱۶K', '_1492')\n",
      "('F۱۶K', '_1498')\n",
      "('F۱۶K', '_1502')\n",
      "('F۱۶K', '_1577')\n",
      "('F۱۶K', '_1790')\n",
      "('F۱۶K', '_1906')\n",
      "('F۱۶K', '_2054')\n",
      "('F۱۶K', '_2062')\n",
      "('F۱۶K', '_2217')\n",
      "('F۱۶K', '_2235')\n",
      "('F۱۶K', '_2426')\n",
      "('F۱۶K', '_2586')\n",
      "('F۱۶K', '_2637')\n",
      "('F۱۶K', '_2681')\n",
      "('F۱۶K', '_2756')\n",
      "('F۱۶K', '_2758')\n",
      "('F۱۶K', '_2786')\n",
      "('F۱۶K', '_2789')\n",
      "('F۱۶K', '_2855')\n",
      "('F۱۶K', '_2898')\n",
      "('F۱۶K', '_2909')\n",
      "('F۱۶K', '_3040')\n",
      "('F۱۶K', '_3086')\n",
      "('F۱۶K', '_3231')\n",
      "('F۱۶K', '_3407')\n",
      "('F۱۶K', '_3599')\n",
      "('F۱۶K', '_3624')\n",
      "('F۱۶K', '_3650')\n",
      "('F۱۶K', '_3672')\n",
      "('F۱۶K', '_3674')\n",
      "('F۱۶K', '_3736')\n",
      "('F۱۶K', '_3802')\n",
      "('F۱۶K', '_3851')\n",
      "('F۱۶K', '_3857')\n",
      "('F۱۶K', '_3948')\n",
      "('F۱۶K', '_3997')\n",
      "('F۱۶K', '_4125')\n",
      "('F۱۶K', '_4129')\n",
      "('F۱۶K', '_4418')\n",
      "('F۱۶K', '_4434')\n",
      "('F۱۶K', '_4479')\n",
      "('F۱۶K', '_4535')\n",
      "('F۱۶K', '_4588')\n",
      "('F۱۶K', '_4748')\n",
      "('F۱۶K', '_4810')\n",
      "('F۱۶K', '_4874')\n",
      "('F۱۶K', '_4901')\n",
      "('F۱۶K', '_4909')\n",
      "('F۱۶K', '_4953')\n",
      "('F۱۶K', '_5023')\n",
      "('F۱۶K', '_5058')\n",
      "('F۱۶K', '_5091')\n",
      "('F۱۶K', '_5101')\n",
      "('F۱۶K', '_5216')\n",
      "('F۱۶K', '_5218')\n",
      "('F۱۶K', '_5313')\n",
      "('F۱۶K', '_5326')\n",
      "('F۱۶K', '_5335')\n",
      "('F۱۶K', '_5471')\n",
      "('F۱۶K', '_5495')\n",
      "('F۱۶K', '_5497')\n",
      "('F۱۶K', '_5531')\n",
      "('F۱۶K', '_5581')\n",
      "('F۱۶K', '_5612')\n",
      "('F۱۶K', '_5623')\n",
      "('F۱۶K', '_5633')\n",
      "('F۱۶K', '_5635')\n",
      "('F۱۶K', '_5654')\n",
      "('F۱۶K', '_5666')\n",
      "('F۱۶K', '_5693')\n",
      "('F۱۶K', '_5697')\n",
      "('F۱۶K', '_5704')\n",
      "('F۱۶K', '_5705')\n",
      "('F۱۶K', '_5790')\n",
      "('F۱۶K', '_5916')\n",
      "('F۱۶K', '_5971')\n",
      "('_66', 'F۲۶B')\n",
      "('_66', 'A۲۳B')\n",
      "('F۲۶', 'F۲۶B')\n",
      "('F۲۶B', '_261')\n",
      "('F۲۶B', '_345')\n",
      "('F۲۶B', '_465')\n",
      "('F۲۶B', '_779')\n",
      "('F۲۶B', '_949')\n",
      "('F۲۶B', '_1728')\n",
      "('F۲۶B', '_1898')\n",
      "('F۲۶B', '_2306')\n",
      "('F۲۶B', '_2538')\n",
      "('F۲۶B', '_2716')\n",
      "('F۲۶B', '_2888')\n",
      "('F۲۶B', '_2998')\n",
      "('F۲۶B', '_3252')\n",
      "('F۲۶B', '_3675')\n",
      "('F۲۶B', '_3934')\n",
      "('F۲۶B', '_3991')\n",
      "('F۲۶B', '_4016')\n",
      "('F۲۶B', '_4437')\n",
      "('F۲۶B', '_4459')\n",
      "('F۲۶B', '_4641')\n",
      "('F۲۶B', '_4900')\n",
      "('F۲۶B', '_5217')\n",
      "('F۲۶B', '_5348')\n",
      "('F۲۶B', '_5493')\n",
      "('F۲۶B', '_5518')\n",
      "('F۲۶B', '_5521')\n",
      "('F۲۶B', '_5661')\n",
      "('F۲۶B', '_5728')\n",
      "('F۲۶B', '_5930')\n",
      "('A۲۳B', '_343')\n",
      "('A۲۳B', '_659')\n",
      "('A۲۳B', '_1395')\n",
      "('A۲۳B', '_1477')\n",
      "('A۲۳B', '_1555')\n",
      "('A۲۳B', '_1896')\n",
      "('A۲۳B', '_2164')\n",
      "('A۲۳B', '_2570')\n",
      "('A۲۳B', '_2668')\n",
      "('A۲۳B', '_2736')\n",
      "('A۲۳B', '_2779')\n",
      "('A۲۳B', '_3046')\n",
      "('A۲۳B', '_3053')\n",
      "('A۲۳B', '_3218')\n",
      "('A۲۳B', '_3308')\n",
      "('A۲۳B', '_3489')\n",
      "('A۲۳B', '_3607')\n",
      "('A۲۳B', '_3609')\n",
      "('A۲۳B', '_3887')\n",
      "('A۲۳B', '_4087')\n",
      "('A۲۳B', '_4182')\n",
      "('A۲۳B', '_4261')\n",
      "('A۲۳B', '_4262')\n",
      "('A۲۳B', '_4330')\n",
      "('A۲۳B', '_4348')\n",
      "('A۲۳B', '_4597')\n",
      "('A۲۳B', '_4615')\n",
      "('A۲۳B', '_4649')\n",
      "('A۲۳B', '_4888')\n",
      "('A۲۳B', '_4943')\n",
      "('A۲۳B', '_5037')\n",
      "('A۲۳B', '_5108')\n",
      "('A۲۳B', '_5294')\n",
      "('A۲۳B', '_5489')\n",
      "('A۲۳B', '_5596')\n",
      "('A۲۳B', '_5621')\n",
      "('A۲۳B', '_5717')\n",
      "('_68', 'A۴۷L')\n",
      "('A۴۷', 'A۴۷L')\n",
      "('A۴۷', 'A۴۷J')\n",
      "('A۴۷', 'A۴۷H')\n",
      "('A۴۷', 'A۴۷B')\n",
      "('A۴۷', 'A۴۷K')\n",
      "('A۴۷', 'A۴۷C')\n",
      "('A۴۷', 'A۴۷F')\n",
      "('A۴۷', 'A۴۷G')\n",
      "('A۴۷', 'A۴۷D')\n",
      "('A۴۷L', '_342')\n",
      "('A۴۷L', '_471')\n",
      "('A۴۷L', '_515')\n",
      "('A۴۷L', '_770')\n",
      "('A۴۷L', '_862')\n",
      "('A۴۷L', '_1040')\n",
      "('A۴۷L', '_1150')\n",
      "('A۴۷L', '_1333')\n",
      "('A۴۷L', '_1370')\n",
      "('A۴۷L', '_1411')\n",
      "('A۴۷L', '_1565')\n",
      "('A۴۷L', '_1674')\n",
      "('A۴۷L', '_2060')\n",
      "('A۴۷L', '_2167')\n",
      "('A۴۷L', '_2341')\n",
      "('A۴۷L', '_2494')\n",
      "('A۴۷L', '_2751')\n",
      "('A۴۷L', '_2940')\n",
      "('A۴۷L', '_2987')\n",
      "('A۴۷L', '_2992')\n",
      "('A۴۷L', '_3830')\n",
      "('A۴۷L', '_4230')\n",
      "('A۴۷L', '_4309')\n",
      "('A۴۷L', '_4310')\n",
      "('_69', 'H۰۴W')\n",
      "('_69', 'G۰۸B')\n",
      "('H۰۴', 'H۰۴W')\n",
      "('H۰۴', 'H۰۴M')\n",
      "('H۰۴', 'H۰۴L')\n",
      "('H۰۴', 'H۰۴N')\n",
      "('H۰۴', 'H۰۴B')\n",
      "('H۰۴', 'H۰۴H')\n",
      "('H۰۴', 'H۰۴R')\n",
      "('H۰۴', 'H۰۴J')\n",
      "('H۰۴', 'H۰۴Q')\n",
      "('H۰۴', 'H۰۴K')\n",
      "('H۰۴W', '_187')\n",
      "('H۰۴W', '_190')\n",
      "('H۰۴W', '_204')\n",
      "('H۰۴W', '_504')\n",
      "('H۰۴W', '_787')\n",
      "('H۰۴W', '_797')\n",
      "('H۰۴W', '_1519')\n",
      "('H۰۴W', '_1807')\n",
      "('H۰۴W', '_2365')\n",
      "('H۰۴W', '_3060')\n",
      "('H۰۴W', '_3344')\n",
      "('H۰۴W', '_4249')\n",
      "('H۰۴W', '_4345')\n",
      "('H۰۴W', '_4907')\n",
      "('G۰۸', 'G۰۸B')\n",
      "('G۰۸', 'G۰۸G')\n",
      "('G۰۸', 'G۰۸C')\n",
      "('G۰۸B', '_175')\n",
      "('G۰۸B', '_307')\n",
      "('G۰۸B', '_816')\n",
      "('G۰۸B', '_859')\n",
      "('G۰۸B', '_1115')\n",
      "('G۰۸B', '_1410')\n",
      "('G۰۸B', '_1519')\n",
      "('G۰۸B', '_2262')\n",
      "('G۰۸B', '_3076')\n",
      "('G۰۸B', '_3112')\n",
      "('G۰۸B', '_3162')\n",
      "('G۰۸B', '_3273')\n",
      "('G۰۸B', '_3281')\n",
      "('G۰۸B', '_3373')\n",
      "('G۰۸B', '_3387')\n",
      "('G۰۸B', '_3395')\n",
      "('G۰۸B', '_3606')\n",
      "('G۰۸B', '_3792')\n",
      "('G۰۸B', '_4024')\n",
      "('G۰۸B', '_4229')\n",
      "('G۰۸B', '_4359')\n",
      "('G۰۸B', '_4424')\n",
      "('G۰۸B', '_4657')\n",
      "('G۰۸B', '_4800')\n",
      "('G۰۸B', '_5665')\n",
      "('_70', 'E۰۴B')\n",
      "('E', 'E۰۴')\n",
      "('E', 'E۰۲')\n",
      "('E', 'E۲۱')\n",
      "('E', 'E۰۶')\n",
      "('E', 'E۰۱')\n",
      "('E', 'E۰۳')\n",
      "('E', 'E۰۵')\n",
      "('E۰۴', 'E۰۴B')\n",
      "('E۰۴', 'E۰۴G')\n",
      "('E۰۴', 'E۰۴F')\n",
      "('E۰۴', 'E۰۴H')\n",
      "('E۰۴', 'E۰۴C')\n",
      "('E۰۴', 'E۰۴D')\n",
      "('E۰۴B', '_109')\n",
      "('E۰۴B', '_531')\n",
      "('E۰۴B', '_536')\n",
      "('E۰۴B', '_736')\n",
      "('E۰۴B', '_749')\n",
      "('E۰۴B', '_895')\n",
      "('E۰۴B', '_950')\n",
      "('E۰۴B', '_1155')\n",
      "('E۰۴B', '_1378')\n",
      "('E۰۴B', '_1433')\n",
      "('E۰۴B', '_1483')\n",
      "('E۰۴B', '_1489')\n",
      "('E۰۴B', '_1508')\n",
      "('E۰۴B', '_1689')\n",
      "('E۰۴B', '_1720')\n",
      "('E۰۴B', '_1924')\n",
      "('E۰۴B', '_2014')\n",
      "('E۰۴B', '_2172')\n",
      "('E۰۴B', '_2250')\n",
      "('E۰۴B', '_2256')\n",
      "('E۰۴B', '_2506')\n",
      "('E۰۴B', '_2819')\n",
      "('E۰۴B', '_2927')\n",
      "('E۰۴B', '_3064')\n",
      "('E۰۴B', '_3077')\n",
      "('E۰۴B', '_3079')\n",
      "('E۰۴B', '_3413')\n",
      "('E۰۴B', '_3456')\n",
      "('E۰۴B', '_3457')\n",
      "('E۰۴B', '_3659')\n",
      "('E۰۴B', '_3817')\n",
      "('E۰۴B', '_4029')\n",
      "('E۰۴B', '_4140')\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('E۰۴B', '_4142')\n",
      "('E۰۴B', '_4404')\n",
      "('E۰۴B', '_4568')\n",
      "('E۰۴B', '_4782')\n",
      "('E۰۴B', '_5255')\n",
      "('E۰۴B', '_5278')\n",
      "('E۰۴B', '_5321')\n",
      "('E۰۴B', '_5397')\n",
      "('E۰۴B', '_5808')\n",
      "('E۰۴B', '_5939')\n",
      "('_71', 'B۶۳B')\n",
      "('B۶۳', 'B۶۳B')\n",
      "('B۶۳', 'B۶۳H')\n",
      "('B۶۳', 'B۶۳C')\n",
      "('B۶۳', 'B۶۳G')\n",
      "('B۶۳B', '_99')\n",
      "('B۶۳B', '_751')\n",
      "('B۶۳B', '_882')\n",
      "('B۶۳B', '_1480')\n",
      "('B۶۳B', '_2825')\n",
      "('B۶۳B', '_3350')\n",
      "('B۶۳B', '_5237')\n",
      "('B۶۳B', '_5698')\n",
      "('_72', 'B۲۸C')\n",
      "('B۲۸', 'B۲۸C')\n",
      "('B۲۸', 'B۲۸D')\n",
      "('B۲۸', 'B۲۸B')\n",
      "('B۲۸C', '_1909')\n",
      "('B۲۸C', '_2110')\n",
      "('_73', 'A۴۵C')\n",
      "('A۴۵', 'A۴۵C')\n",
      "('A۴۵', 'A۴۵D')\n",
      "('A۴۵', 'A۴۵B')\n",
      "('A۴۵', 'A۴۵F')\n",
      "('A۴۵C', '_4903')\n",
      "('_75', 'C۰۷C')\n",
      "('C۰۷C', '_220')\n",
      "('C۰۷C', '_221')\n",
      "('C۰۷C', '_387')\n",
      "('C۰۷C', '_405')\n",
      "('C۰۷C', '_406')\n",
      "('C۰۷C', '_475')\n",
      "('C۰۷C', '_700')\n",
      "('C۰۷C', '_743')\n",
      "('C۰۷C', '_811')\n",
      "('C۰۷C', '_814')\n",
      "('C۰۷C', '_832')\n",
      "('C۰۷C', '_880')\n",
      "('C۰۷C', '_926')\n",
      "('C۰۷C', '_1048')\n",
      "('C۰۷C', '_1143')\n",
      "('C۰۷C', '_1202')\n",
      "('C۰۷C', '_1212')\n",
      "('C۰۷C', '_1234')\n",
      "('C۰۷C', '_1331')\n",
      "('C۰۷C', '_1335')\n",
      "('C۰۷C', '_1366')\n",
      "('C۰۷C', '_1428')\n",
      "('C۰۷C', '_1453')\n",
      "('C۰۷C', '_1461')\n",
      "('C۰۷C', '_1543')\n",
      "('C۰۷C', '_1581')\n",
      "('C۰۷C', '_1592')\n",
      "('C۰۷C', '_1706')\n",
      "('C۰۷C', '_1724')\n",
      "('C۰۷C', '_1753')\n",
      "('C۰۷C', '_1955')\n",
      "('C۰۷C', '_1980')\n",
      "('C۰۷C', '_2080')\n",
      "('C۰۷C', '_2152')\n",
      "('C۰۷C', '_2268')\n",
      "('C۰۷C', '_2269')\n",
      "('C۰۷C', '_2321')\n",
      "('C۰۷C', '_2356')\n",
      "('C۰۷C', '_2360')\n",
      "('C۰۷C', '_2382')\n",
      "('C۰۷C', '_2418')\n",
      "('C۰۷C', '_2432')\n",
      "('C۰۷C', '_2435')\n",
      "('C۰۷C', '_2509')\n",
      "('C۰۷C', '_2523')\n",
      "('C۰۷C', '_2578')\n",
      "('C۰۷C', '_2615')\n",
      "('C۰۷C', '_2632')\n",
      "('C۰۷C', '_2655')\n",
      "('C۰۷C', '_2712')\n",
      "('C۰۷C', '_2833')\n",
      "('C۰۷C', '_2906')\n",
      "('C۰۷C', '_2916')\n",
      "('C۰۷C', '_2959')\n",
      "('C۰۷C', '_3147')\n",
      "('C۰۷C', '_3193')\n",
      "('C۰۷C', '_3275')\n",
      "('C۰۷C', '_3282')\n",
      "('C۰۷C', '_3311')\n",
      "('C۰۷C', '_3482')\n",
      "('C۰۷C', '_3773')\n",
      "('C۰۷C', '_3804')\n",
      "('C۰۷C', '_3805')\n",
      "('C۰۷C', '_3806')\n",
      "('C۰۷C', '_3808')\n",
      "('C۰۷C', '_3822')\n",
      "('C۰۷C', '_3855')\n",
      "('C۰۷C', '_3874')\n",
      "('C۰۷C', '_3893')\n",
      "('C۰۷C', '_3894')\n",
      "('C۰۷C', '_3895')\n",
      "('C۰۷C', '_3896')\n",
      "('C۰۷C', '_3897')\n",
      "('C۰۷C', '_3898')\n",
      "('C۰۷C', '_3959')\n",
      "('C۰۷C', '_4046')\n",
      "('C۰۷C', '_4053')\n",
      "('C۰۷C', '_4162')\n",
      "('C۰۷C', '_4208')\n",
      "('C۰۷C', '_4209')\n",
      "('C۰۷C', '_4211')\n",
      "('C۰۷C', '_4302')\n",
      "('C۰۷C', '_4609')\n",
      "('C۰۷C', '_4673')\n",
      "('C۰۷C', '_4958')\n",
      "('C۰۷C', '_5051')\n",
      "('C۰۷C', '_5151')\n",
      "('C۰۷C', '_5315')\n",
      "('C۰۷C', '_5807')\n",
      "('_77', 'H۰۱R')\n",
      "('_77', 'H۰۵B')\n",
      "('H۰۱', 'H۰۱R')\n",
      "('H۰۱', 'H۰۱J')\n",
      "('H۰۱', 'H۰۱L')\n",
      "('H۰۱', 'H۰۱F')\n",
      "('H۰۱', 'H۰۱M')\n",
      "('H۰۱', 'H۰۱Q')\n",
      "('H۰۱', 'H۰۱K')\n",
      "('H۰۱', 'H۰۱H')\n",
      "('H۰۱', 'H۰۱B')\n",
      "('H۰۱', 'H۰۱T')\n",
      "('H۰۱', 'H۰۱G')\n",
      "('H۰۱', 'H۰۱S')\n",
      "('H۰۱', 'H۰۱C')\n",
      "('H۰۱R', '_114')\n",
      "('H۰۱R', '_671')\n",
      "('H۰۱R', '_923')\n",
      "('H۰۱R', '_933')\n",
      "('H۰۱R', '_1019')\n",
      "('H۰۱R', '_1116')\n",
      "('H۰۱R', '_1709')\n",
      "('H۰۱R', '_1739')\n",
      "('H۰۱R', '_1774')\n",
      "('H۰۱R', '_2111')\n",
      "('H۰۱R', '_2162')\n",
      "('H۰۱R', '_2197')\n",
      "('H۰۱R', '_2208')\n",
      "('H۰۱R', '_2933')\n",
      "('H۰۱R', '_3019')\n",
      "('H۰۱R', '_3364')\n",
      "('H۰۱R', '_3374')\n",
      "('H۰۱R', '_3425')\n",
      "('H۰۱R', '_4624')\n",
      "('H۰۱R', '_4699')\n",
      "('H۰۵', 'H۰۵B')\n",
      "('H۰۵', 'H۰۵K')\n",
      "('H۰۵', 'H۰۵H')\n",
      "('H۰۵', 'H۰۵G')\n",
      "('H۰۵B', '_290')\n",
      "('H۰۵B', '_487')\n",
      "('H۰۵B', '_614')\n",
      "('H۰۵B', '_1004')\n",
      "('H۰۵B', '_1166')\n",
      "('H۰۵B', '_2483')\n",
      "('H۰۵B', '_2584')\n",
      "('H۰۵B', '_2816')\n",
      "('H۰۵B', '_3568')\n",
      "('H۰۵B', '_3694')\n",
      "('H۰۵B', '_3891')\n",
      "('H۰۵B', '_3957')\n",
      "('H۰۵B', '_3998')\n",
      "('H۰۵B', '_4027')\n",
      "('H۰۵B', '_4059')\n",
      "('H۰۵B', '_4199')\n",
      "('H۰۵B', '_4227')\n",
      "('H۰۵B', '_4249')\n",
      "('_78', 'A۴۱B')\n",
      "('A۴۱B', '_2660')\n",
      "('A۴۱B', '_2917')\n",
      "('A۴۱B', '_4931')\n",
      "('A۴۱B', '_5673')\n",
      "('_79', 'A۶۲C')\n",
      "('A۶۲', 'A۶۲C')\n",
      "('A۶۲', 'A۶۲D')\n",
      "('A۶۲', 'A۶۲B')\n",
      "('A۶۲C', '_463')\n",
      "('A۶۲C', '_480')\n",
      "('A۶۲C', '_1055')\n",
      "('A۶۲C', '_1412')\n",
      "('A۶۲C', '_1695')\n",
      "('A۶۲C', '_1738')\n",
      "('A۶۲C', '_2825')\n",
      "('A۶۲C', '_2858')\n",
      "('_80', 'C۰۱B')\n",
      "('C۰۱B', '_125')\n",
      "('C۰۱B', '_140')\n",
      "('C۰۱B', '_156')\n",
      "('C۰۱B', '_216')\n",
      "('C۰۱B', '_218')\n",
      "('C۰۱B', '_255')\n",
      "('C۰۱B', '_273')\n",
      "('C۰۱B', '_278')\n",
      "('C۰۱B', '_316')\n",
      "('C۰۱B', '_390')\n",
      "('C۰۱B', '_392')\n",
      "('C۰۱B', '_498')\n",
      "('C۰۱B', '_553')\n",
      "('C۰۱B', '_578')\n",
      "('C۰۱B', '_601')\n",
      "('C۰۱B', '_666')\n",
      "('C۰۱B', '_971')\n",
      "('C۰۱B', '_972')\n",
      "('C۰۱B', '_995')\n",
      "('C۰۱B', '_1046')\n",
      "('C۰۱B', '_1080')\n",
      "('C۰۱B', '_1109')\n",
      "('C۰۱B', '_1223')\n",
      "('C۰۱B', '_1288')\n",
      "('C۰۱B', '_1366')\n",
      "('C۰۱B', '_1506')\n",
      "('C۰۱B', '_1513')\n",
      "('C۰۱B', '_1547')\n",
      "('C۰۱B', '_1582')\n",
      "('C۰۱B', '_1746')\n",
      "('C۰۱B', '_1767')\n",
      "('C۰۱B', '_1859')\n",
      "('C۰۱B', '_1905')\n",
      "('C۰۱B', '_2123')\n",
      "('C۰۱B', '_2149')\n",
      "('C۰۱B', '_2189')\n",
      "('C۰۱B', '_2201')\n",
      "('C۰۱B', '_2277')\n",
      "('C۰۱B', '_2302')\n",
      "('C۰۱B', '_2310')\n",
      "('C۰۱B', '_2492')\n",
      "('C۰۱B', '_2535')\n",
      "('C۰۱B', '_2578')\n",
      "('C۰۱B', '_2655')\n",
      "('C۰۱B', '_2695')\n",
      "('C۰۱B', '_2728')\n",
      "('C۰۱B', '_2944')\n",
      "('C۰۱B', '_2984')\n",
      "('C۰۱B', '_3009')\n",
      "('C۰۱B', '_3100')\n",
      "('C۰۱B', '_3124')\n",
      "('C۰۱B', '_3126')\n",
      "('C۰۱B', '_3206')\n",
      "('C۰۱B', '_3214')\n",
      "('C۰۱B', '_3248')\n",
      "('C۰۱B', '_3262')\n",
      "('C۰۱B', '_3483')\n",
      "('C۰۱B', '_3510')\n",
      "('C۰۱B', '_3578')\n",
      "('C۰۱B', '_3646')\n",
      "('C۰۱B', '_3761')\n",
      "('C۰۱B', '_3798')\n",
      "('C۰۱B', '_3906')\n",
      "('C۰۱B', '_3925')\n",
      "('C۰۱B', '_4003')\n",
      "('C۰۱B', '_4022')\n",
      "('C۰۱B', '_4080')\n",
      "('C۰۱B', '_4150')\n",
      "('C۰۱B', '_4165')\n",
      "('C۰۱B', '_4208')\n",
      "('C۰۱B', '_4324')\n",
      "('C۰۱B', '_4733')\n",
      "('C۰۱B', '_5061')\n",
      "('C۰۱B', '_5069')\n",
      "('C۰۱B', '_5072')\n",
      "('C۰۱B', '_5223')\n",
      "('C۰۱B', '_5238')\n",
      "('C۰۱B', '_5691')\n",
      "('_81', 'G۰۷D')\n",
      "('G۰۷D', '_214')\n",
      "('G۰۷D', '_359')\n",
      "('G۰۷D', '_662')\n",
      "('G۰۷D', '_4543')\n",
      "('G۰۷D', '_4831')\n",
      "('G۰۷D', '_5366')\n",
      "('_82', 'A۴۷J')\n",
      "('_82', 'A۲۳N')\n",
      "('A۴۷J', '_154')\n",
      "('A۴۷J', '_293')\n",
      "('A۴۷J', '_389')\n",
      "('A۴۷J', '_415')\n",
      "('A۴۷J', '_439')\n",
      "('A۴۷J', '_562')\n",
      "('A۴۷J', '_582')\n",
      "('A۴۷J', '_597')\n",
      "('A۴۷J', '_614')\n",
      "('A۴۷J', '_678')\n",
      "('A۴۷J', '_957')\n",
      "('A۴۷J', '_994')\n",
      "('A۴۷J', '_1011')\n",
      "('A۴۷J', '_1087')\n",
      "('A۴۷J', '_1119')\n",
      "('A۴۷J', '_1131')\n",
      "('A۴۷J', '_1187')\n",
      "('A۴۷J', '_1263')\n",
      "('A۴۷J', '_1422')\n",
      "('A۴۷J', '_1509')\n",
      "('A۴۷J', '_1576')\n",
      "('A۴۷J', '_1814')\n",
      "('A۴۷J', '_1934')\n",
      "('A۴۷J', '_1991')\n",
      "('A۴۷J', '_2316')\n",
      "('A۴۷J', '_2325')\n",
      "('A۴۷J', '_2332')\n",
      "('A۴۷J', '_2355')\n",
      "('A۴۷J', '_2391')\n",
      "('A۴۷J', '_2497')\n",
      "('A۴۷J', '_2560')\n",
      "('A۴۷J', '_2778')\n",
      "('A۴۷J', '_2783')\n",
      "('A۴۷J', '_2873')\n",
      "('A۴۷J', '_2929')\n",
      "('A۴۷J', '_2987')\n",
      "('A۴۷J', '_2988')\n",
      "('A۴۷J', '_3090')\n",
      "('A۴۷J', '_3092')\n",
      "('A۴۷J', '_3161')\n",
      "('A۴۷J', '_3474')\n",
      "('A۴۷J', '_3628')\n",
      "('A۴۷J', '_3637')\n",
      "('A۴۷J', '_3831')\n",
      "('A۴۷J', '_4081')\n",
      "('A۴۷J', '_4086')\n",
      "('A۴۷J', '_4128')\n",
      "('A۴۷J', '_4214')\n",
      "('A۴۷J', '_4357')\n",
      "('A۴۷J', '_4397')\n",
      "('A۴۷J', '_4460')\n",
      "('A۴۷J', '_4465')\n",
      "('A۴۷J', '_4628')\n",
      "('A۴۷J', '_4642')\n",
      "('A۴۷J', '_4652')\n",
      "('A۴۷J', '_4797')\n",
      "('A۴۷J', '_4936')\n",
      "('A۴۷J', '_4976')\n",
      "('A۴۷J', '_5413')\n",
      "('A۴۷J', '_5547')\n",
      "('A۴۷J', '_5548')\n",
      "('A۴۷J', '_5706')\n",
      "('A۴۷J', '_5719')\n",
      "('A۴۷J', '_5730')\n",
      "('A۲۳N', '_126')\n",
      "('A۲۳N', '_232')\n",
      "('A۲۳N', '_825')\n",
      "('A۲۳N', '_845')\n",
      "('A۲۳N', '_870')\n",
      "('A۲۳N', '_1207')\n",
      "('A۲۳N', '_1216')\n",
      "('A۲۳N', '_1338')\n",
      "('A۲۳N', '_1396')\n",
      "('A۲۳N', '_1414')\n",
      "('A۲۳N', '_1494')\n",
      "('A۲۳N', '_1672')\n",
      "('A۲۳N', '_1728')\n",
      "('A۲۳N', '_1768')\n",
      "('A۲۳N', '_1998')\n",
      "('A۲۳N', '_2306')\n",
      "('A۲۳N', '_2630')\n",
      "('A۲۳N', '_2631')\n",
      "('A۲۳N', '_2634')\n",
      "('A۲۳N', '_2635')\n",
      "('A۲۳N', '_2778')\n",
      "('A۲۳N', '_2975')\n",
      "('A۲۳N', '_3002')\n",
      "('A۲۳N', '_3224')\n",
      "('A۲۳N', '_3380')\n",
      "('A۲۳N', '_3686')\n",
      "('A۲۳N', '_3757')\n",
      "('A۲۳N', '_3852')\n",
      "('A۲۳N', '_3992')\n",
      "('A۲۳N', '_4025')\n",
      "('A۲۳N', '_4416')\n",
      "('A۲۳N', '_4460')\n",
      "('A۲۳N', '_4731')\n",
      "('A۲۳N', '_4951')\n",
      "('A۲۳N', '_4976')\n",
      "('A۲۳N', '_5403')\n",
      "('_84', 'C۰۸G')\n",
      "('C۰۸G', '_197')\n",
      "('C۰۸G', '_600')\n",
      "('C۰۸G', '_1108')\n",
      "('C۰۸G', '_1533')\n",
      "('C۰۸G', '_1561')\n",
      "('C۰۸G', '_1566')\n",
      "('C۰۸G', '_1593')\n",
      "('C۰۸G', '_1788')\n",
      "('C۰۸G', '_1793')\n",
      "('C۰۸G', '_1950')\n",
      "('C۰۸G', '_1976')\n",
      "('C۰۸G', '_2063')\n",
      "('C۰۸G', '_2539')\n",
      "('C۰۸G', '_2609')\n",
      "('C۰۸G', '_2626')\n",
      "('C۰۸G', '_2654')\n",
      "('C۰۸G', '_2655')\n",
      "('C۰۸G', '_2702')\n",
      "('C۰۸G', '_2880')\n",
      "('C۰۸G', '_3036')\n",
      "('C۰۸G', '_3601')\n",
      "('C۰۸G', '_3666')\n",
      "('C۰۸G', '_3819')\n",
      "('C۰۸G', '_4171')\n",
      "('C۰۸G', '_4288')\n",
      "('C۰۸G', '_4918')\n",
      "('C۰۸G', '_5145')\n",
      "('_87', 'A۴۷H')\n",
      "('A۴۷H', '_2448')\n",
      "('_88', 'G۰۱D')\n",
      "('G۰۱D', '_1064')\n",
      "('G۰۱D', '_1286')\n",
      "('G۰۱D', '_1469')\n",
      "('G۰۱D', '_1647')\n",
      "('G۰۱D', '_2309')\n",
      "('G۰۱D', '_2319')\n",
      "('G۰۱D', '_2491')\n",
      "('G۰۱D', '_5569')\n",
      "('_90', 'A۶۱Q')\n",
      "('A۶۱Q', '_133')\n",
      "('A۶۱Q', '_231')\n",
      "('A۶۱Q', '_311')\n",
      "('A۶۱Q', '_429')\n",
      "('A۶۱Q', '_436')\n",
      "('A۶۱Q', '_522')\n",
      "('A۶۱Q', '_628')\n",
      "('A۶۱Q', '_634')\n",
      "('A۶۱Q', '_650')\n",
      "('A۶۱Q', '_763')\n",
      "('A۶۱Q', '_764')\n",
      "('A۶۱Q', '_783')\n",
      "('A۶۱Q', '_951')\n",
      "('A۶۱Q', '_991')\n",
      "('A۶۱Q', '_1005')\n",
      "('A۶۱Q', '_1309')\n",
      "('A۶۱Q', '_1670')\n",
      "('A۶۱Q', '_1678')\n",
      "('A۶۱Q', '_1849')\n",
      "('A۶۱Q', '_2141')\n",
      "('A۶۱Q', '_2446')\n",
      "('A۶۱Q', '_2531')\n",
      "('A۶۱Q', '_2857')\n",
      "('A۶۱Q', '_2860')\n",
      "('A۶۱Q', '_3075')\n",
      "('A۶۱Q', '_3233')\n",
      "('A۶۱Q', '_3323')\n",
      "('A۶۱Q', '_3416')\n",
      "('A۶۱Q', '_3594')\n",
      "('A۶۱Q', '_3625')\n",
      "('A۶۱Q', '_3917')\n",
      "('A۶۱Q', '_4019')\n",
      "('A۶۱Q', '_4103')\n",
      "('A۶۱Q', '_4173')\n",
      "('A۶۱Q', '_4205')\n",
      "('A۶۱Q', '_4223')\n",
      "('A۶۱Q', '_4264')\n",
      "('A۶۱Q', '_4318')\n",
      "('A۶۱Q', '_4408')\n",
      "('A۶۱Q', '_4454')\n",
      "('A۶۱Q', '_4714')\n",
      "('A۶۱Q', '_4878')\n",
      "('A۶۱Q', '_4985')\n",
      "('A۶۱Q', '_4987')\n",
      "('A۶۱Q', '_5131')\n",
      "('A۶۱Q', '_5135')\n",
      "('A۶۱Q', '_5350')\n",
      "('A۶۱Q', '_5679')\n",
      "('_91', 'E۰۴G')\n",
      "('E۰۴G', '_247')\n",
      "('E۰۴G', '_803')\n",
      "('E۰۴G', '_1209')\n",
      "('E۰۴G', '_1613')\n",
      "('E۰۴G', '_1663')\n",
      "('E۰۴G', '_1932')\n",
      "('E۰۴G', '_2688')\n",
      "('E۰۴G', '_3669')\n",
      "('E۰۴G', '_3715')\n",
      "('E۰۴G', '_4269')\n",
      "('_92', 'G۰۱V')\n",
      "('G۰۱V', '_110')\n",
      "('G۰۱V', '_161')\n",
      "('G۰۱V', '_176')\n",
      "('G۰۱V', '_248')\n",
      "('G۰۱V', '_1000')\n",
      "('G۰۱V', '_1123')\n",
      "('G۰۱V', '_2035')\n",
      "('G۰۱V', '_2559')\n",
      "('G۰۱V', '_2830')\n",
      "('G۰۱V', '_3220')\n",
      "('G۰۱V', '_3409')\n",
      "('G۰۱V', '_3438')\n",
      "('G۰۱V', '_3638')\n",
      "('_93', 'C۲۵B')\n",
      "('C۲۵', 'C۲۵B')\n",
      "('C۲۵', 'C۲۵D')\n",
      "('C۲۵', 'C۲۵C')\n",
      "('C۲۵B', '_2360')\n",
      "('C۲۵B', '_2861')\n",
      "('C۲۵B', '_3230')\n",
      "('C۲۵B', '_4023')\n",
      "('C۲۵B', '_5493')\n",
      "('_94', 'F۱۶D')\n",
      "('F۱۶D', '_1504')\n",
      "('F۱۶D', '_3596')\n",
      "('F۱۶D', '_3936')\n",
      "('F۱۶D', '_4035')\n",
      "('F۱۶D', '_4127')\n",
      "('_95', 'H۰۲G')\n",
      "('H۰۲G', '_480')\n",
      "('H۰۲G', '_1693')\n",
      "('H۰۲G', '_2291')\n",
      "('H۰۲G', '_2986')\n",
      "('H۰۲G', '_3847')\n",
      "('H۰۲G', '_3909')\n",
      "('_96', 'A۶۱F')\n",
      "('A۶۱F', '_107')\n",
      "('A۶۱F', '_141')\n",
      "('A۶۱F', '_170')\n",
      "('A۶۱F', '_172')\n",
      "('A۶۱F', '_199')\n",
      "('A۶۱F', '_253')\n",
      "('A۶۱F', '_268')\n",
      "('A۶۱F', '_309')\n",
      "('A۶۱F', '_322')\n",
      "('A۶۱F', '_329')\n",
      "('A۶۱F', '_341')\n",
      "('A۶۱F', '_353')\n",
      "('A۶۱F', '_388')\n",
      "('A۶۱F', '_394')\n",
      "('A۶۱F', '_416')\n",
      "('A۶۱F', '_460')\n",
      "('A۶۱F', '_464')\n",
      "('A۶۱F', '_469')\n",
      "('A۶۱F', '_474')\n",
      "('A۶۱F', '_525')\n",
      "('A۶۱F', '_529')\n",
      "('A۶۱F', '_598')\n",
      "('A۶۱F', '_610')\n",
      "('A۶۱F', '_704')\n",
      "('A۶۱F', '_705')\n",
      "('A۶۱F', '_707')\n",
      "('A۶۱F', '_721')\n",
      "('A۶۱F', '_728')\n",
      "('A۶۱F', '_729')\n",
      "('A۶۱F', '_752')\n",
      "('A۶۱F', '_772')\n",
      "('A۶۱F', '_910')\n",
      "('A۶۱F', '_943')\n",
      "('A۶۱F', '_969')\n",
      "('A۶۱F', '_999')\n",
      "('A۶۱F', '_1009')\n",
      "('A۶۱F', '_1022')\n",
      "('A۶۱F', '_1052')\n",
      "('A۶۱F', '_1079')\n",
      "('A۶۱F', '_1095')\n",
      "('A۶۱F', '_1106')\n",
      "('A۶۱F', '_1149')\n",
      "('A۶۱F', '_1226')\n",
      "('A۶۱F', '_1251')\n",
      "('A۶۱F', '_1291')\n",
      "('A۶۱F', '_1303')\n",
      "('A۶۱F', '_1431')\n",
      "('A۶۱F', '_1445')\n",
      "('A۶۱F', '_1520')\n",
      "('A۶۱F', '_1534')\n",
      "('A۶۱F', '_1548')\n",
      "('A۶۱F', '_1714')\n",
      "('A۶۱F', '_1723')\n",
      "('A۶۱F', '_1747')\n",
      "('A۶۱F', '_1755')\n",
      "('A۶۱F', '_1765')\n",
      "('A۶۱F', '_1830')\n",
      "('A۶۱F', '_1913')\n",
      "('A۶۱F', '_1951')\n",
      "('A۶۱F', '_2047')\n",
      "('A۶۱F', '_2100')\n",
      "('A۶۱F', '_2104')\n",
      "('A۶۱F', '_2187')\n",
      "('A۶۱F', '_2275')\n",
      "('A۶۱F', '_2323')\n",
      "('A۶۱F', '_2430')\n",
      "('A۶۱F', '_2457')\n",
      "('A۶۱F', '_2500')\n",
      "('A۶۱F', '_2522')\n",
      "('A۶۱F', '_2539')\n",
      "('A۶۱F', '_2589')\n",
      "('A۶۱F', '_2639')\n",
      "('A۶۱F', '_2649')\n",
      "('A۶۱F', '_2657')\n",
      "('A۶۱F', '_2765')\n",
      "('A۶۱F', '_2862')\n",
      "('A۶۱F', '_2893')\n",
      "('A۶۱F', '_2997')\n",
      "('A۶۱F', '_3048')\n",
      "('A۶۱F', '_3049')\n",
      "('A۶۱F', '_3056')\n",
      "('A۶۱F', '_3154')\n",
      "('A۶۱F', '_3243')\n",
      "('A۶۱F', '_3286')\n",
      "('A۶۱F', '_3287')\n",
      "('A۶۱F', '_3290')\n",
      "('A۶۱F', '_3303')\n",
      "('A۶۱F', '_3470')\n",
      "('A۶۱F', '_3524')\n",
      "('A۶۱F', '_3545')\n",
      "('A۶۱F', '_3614')\n",
      "('A۶۱F', '_3646')\n",
      "('A۶۱F', '_3652')\n",
      "('A۶۱F', '_3673')\n",
      "('A۶۱F', '_3680')\n",
      "('A۶۱F', '_3761')\n",
      "('A۶۱F', '_3767')\n",
      "('A۶۱F', '_3789')\n",
      "('A۶۱F', '_3801')\n",
      "('A۶۱F', '_3811')\n",
      "('A۶۱F', '_3824')\n",
      "('A۶۱F', '_3884')\n",
      "('A۶۱F', '_3968')\n",
      "('A۶۱F', '_4082')\n",
      "('A۶۱F', '_4138')\n",
      "('A۶۱F', '_4196')\n",
      "('A۶۱F', '_4277')\n",
      "('A۶۱F', '_4293')\n",
      "('A۶۱F', '_4294')\n",
      "('A۶۱F', '_4452')\n",
      "('A۶۱F', '_4500')\n",
      "('A۶۱F', '_4651')\n",
      "('A۶۱F', '_4736')\n",
      "('A۶۱F', '_4738')\n",
      "('A۶۱F', '_4771')\n",
      "('A۶۱F', '_4840')\n",
      "('A۶۱F', '_4873')\n",
      "('A۶۱F', '_4970')\n",
      "('A۶۱F', '_5012')\n",
      "('A۶۱F', '_5035')\n",
      "('A۶۱F', '_5127')\n",
      "('A۶۱F', '_5232')\n",
      "('A۶۱F', '_5281')\n",
      "('A۶۱F', '_5335')\n",
      "('A۶۱F', '_5444')\n",
      "('A۶۱F', '_5463')\n",
      "('A۶۱F', '_5542')\n",
      "('A۶۱F', '_5873')\n",
      "('A۶۱F', '_5973')\n",
      "('_97', 'A۶۱L')\n",
      "('A۶۱L', '_130')\n",
      "('A۶۱L', '_141')\n",
      "('A۶۱L', '_169')\n",
      "('A۶۱L', '_281')\n",
      "('A۶۱L', '_324')\n",
      "('A۶۱L', '_378')\n",
      "('A۶۱L', '_434')\n",
      "('A۶۱L', '_458')\n",
      "('A۶۱L', '_509')\n",
      "('A۶۱L', '_525')\n",
      "('A۶۱L', '_580')\n",
      "('A۶۱L', '_702')\n",
      "('A۶۱L', '_707')\n",
      "('A۶۱L', '_775')\n",
      "('A۶۱L', '_900')\n",
      "('A۶۱L', '_975')\n",
      "('A۶۱L', '_1008')\n",
      "('A۶۱L', '_1033')\n",
      "('A۶۱L', '_1045')\n",
      "('A۶۱L', '_1513')\n",
      "('A۶۱L', '_1526')\n",
      "('A۶۱L', '_1747')\n",
      "('A۶۱L', '_2036')\n",
      "('A۶۱L', '_2043')\n",
      "('A۶۱L', '_2045')\n",
      "('A۶۱L', '_2100')\n",
      "('A۶۱L', '_2275')\n",
      "('A۶۱L', '_2500')\n",
      "('A۶۱L', '_2513')\n",
      "('A۶۱L', '_2563')\n",
      "('A۶۱L', '_2588')\n",
      "('A۶۱L', '_2661')\n",
      "('A۶۱L', '_2663')\n",
      "('A۶۱L', '_2711')\n",
      "('A۶۱L', '_2880')\n",
      "('A۶۱L', '_2893')\n",
      "('A۶۱L', '_2912')\n",
      "('A۶۱L', '_2964')\n",
      "('A۶۱L', '_2973')\n",
      "('A۶۱L', '_2982')\n",
      "('A۶۱L', '_2993')\n",
      "('A۶۱L', '_3049')\n",
      "('A۶۱L', '_3107')\n",
      "('A۶۱L', '_3153')\n",
      "('A۶۱L', '_3244')\n",
      "('A۶۱L', '_3356')\n",
      "('A۶۱L', '_3406')\n",
      "('A۶۱L', '_3440')\n",
      "('A۶۱L', '_3539')\n",
      "('A۶۱L', '_3561')\n",
      "('A۶۱L', '_3578')\n",
      "('A۶۱L', '_3618')\n",
      "('A۶۱L', '_3697')\n",
      "('A۶۱L', '_3719')\n",
      "('A۶۱L', '_3742')\n",
      "('A۶۱L', '_3773')\n",
      "('A۶۱L', '_3837')\n",
      "('A۶۱L', '_3846')\n",
      "('A۶۱L', '_3984')\n",
      "('A۶۱L', '_4015')\n",
      "('A۶۱L', '_4277')\n",
      "('A۶۱L', '_4318')\n",
      "('A۶۱L', '_4338')\n",
      "('A۶۱L', '_4358')\n",
      "('A۶۱L', '_4382')\n",
      "('A۶۱L', '_4613')\n",
      "('A۶۱L', '_4614')\n",
      "('A۶۱L', '_4738')\n",
      "('A۶۱L', '_4771')\n",
      "('A۶۱L', '_4847')\n",
      "('A۶۱L', '_4962')\n",
      "('A۶۱L', '_4970')\n",
      "('A۶۱L', '_5899')\n",
      "('_100', 'E۰۲D')\n",
      "('_100', 'C۰۹K')\n",
      "('E۰۲', 'E۰۲D')\n",
      "('E۰۲', 'E۰۲B')\n",
      "('E۰۲', 'E۰۲F')\n",
      "('E۰۲D', '_403')\n",
      "('E۰۲D', '_899')\n",
      "('E۰۲D', '_917')\n",
      "('E۰۲D', '_989')\n",
      "('E۰۲D', '_1188')\n",
      "('E۰۲D', '_1281')\n",
      "('E۰۲D', '_1497')\n",
      "('E۰۲D', '_1568')\n",
      "('E۰۲D', '_1661')\n",
      "('E۰۲D', '_2405')\n",
      "('E۰۲D', '_2758')\n",
      "('E۰۲D', '_2872')\n",
      "('E۰۲D', '_2938')\n",
      "('E۰۲D', '_3026')\n",
      "('E۰۲D', '_3166')\n",
      "('E۰۲D', '_3370')\n",
      "('E۰۲D', '_3453')\n",
      "('E۰۲D', '_3530')\n",
      "('E۰۲D', '_3956')\n",
      "('E۰۲D', '_4198')\n",
      "('E۰۲D', '_4213')\n",
      "('E۰۲D', '_4602')\n",
      "('E۰۲D', '_4635')\n",
      "('E۰۲D', '_5364')\n",
      "('C۰۹', 'C۰۹K')\n",
      "('C۰۹', 'C۰۹D')\n",
      "('C۰۹', 'C۰۹B')\n",
      "('C۰۹', 'C۰۹G')\n",
      "('C۰۹', 'C۰۹H')\n",
      "('C۰۹', 'C۰۹J')\n",
      "('C۰۹', 'C۰۹F')\n",
      "('C۰۹', 'C۰۹C')\n",
      "('C۰۹K', '_222')\n",
      "('C۰۹K', '_251')\n",
      "('C۰۹K', '_364')\n",
      "('C۰۹K', '_586')\n",
      "('C۰۹K', '_616')\n",
      "('C۰۹K', '_652')\n",
      "('C۰۹K', '_761')\n",
      "('C۰۹K', '_879')\n",
      "('C۰۹K', '_1117')\n",
      "('C۰۹K', '_1293')\n",
      "('C۰۹K', '_1457')\n",
      "('C۰۹K', '_1506')\n",
      "('C۰۹K', '_1517')\n",
      "('C۰۹K', '_1788')\n",
      "('C۰۹K', '_1791')\n",
      "('C۰۹K', '_1930')\n",
      "('C۰۹K', '_1994')\n",
      "('C۰۹K', '_2119')\n",
      "('C۰۹K', '_2258')\n",
      "('C۰۹K', '_2320')\n",
      "('C۰۹K', '_2417')\n",
      "('C۰۹K', '_2444')\n",
      "('C۰۹K', '_2922')\n",
      "('C۰۹K', '_3114')\n",
      "('C۰۹K', '_3492')\n",
      "('C۰۹K', '_3528')\n",
      "('C۰۹K', '_4063')\n",
      "('C۰۹K', '_4186')\n",
      "('C۰۹K', '_4246')\n",
      "('C۰۹K', '_4258')\n",
      "('C۰۹K', '_4400')\n",
      "('C۰۹K', '_4636')\n",
      "('C۰۹K', '_4820')\n",
      "('C۰۹K', '_4860')\n",
      "('C۰۹K', '_5206')\n",
      "('_101', 'B۶۵G')\n",
      "('B۶۵G', '_112')\n",
      "('B۶۵G', '_302')\n",
      "('B۶۵G', '_481')\n",
      "('B۶۵G', '_866')\n",
      "('B۶۵G', '_885')\n",
      "('B۶۵G', '_1295')\n",
      "('B۶۵G', '_1680')\n",
      "('B۶۵G', '_2005')\n",
      "('B۶۵G', '_2239')\n",
      "('B۶۵G', '_3288')\n",
      "('B۶۵G', '_4144')\n",
      "('_102', 'B۶۰K')\n",
      "('B۶۰K', '_547')\n",
      "('B۶۰K', '_1231')\n",
      "('B۶۰K', '_1261')\n",
      "('B۶۰K', '_1633')\n",
      "('B۶۰K', '_1953')\n",
      "('B۶۰K', '_2065')\n",
      "('B۶۰K', '_2163')\n",
      "('B۶۰K', '_2199')\n",
      "('B۶۰K', '_2326')\n",
      "('B۶۰K', '_2752')\n",
      "('B۶۰K', '_2795')\n",
      "('B۶۰K', '_4220')\n",
      "('B۶۰K', '_4627')\n",
      "('B۶۰K', '_5303')\n",
      "('B۶۰K', '_5356')\n",
      "('B۶۰K', '_5780')\n",
      "('_105', 'F۰۲F')\n",
      "('F۰۲', 'F۰۲F')\n",
      "('F۰۲', 'F۰۲B')\n",
      "('F۰۲', 'F۰۲C')\n",
      "('F۰۲', 'F۰۲D')\n",
      "('F۰۲', 'F۰۲M')\n",
      "('F۰۲', 'F۰۲N')\n",
      "('F۰۲', 'F۰۲K')\n",
      "('F۰۲F', '_776')\n",
      "('F۰۲F', '_2096')\n",
      "('_106', 'G۰۷C')\n",
      "('G۰۷C', '_1179')\n",
      "('G۰۷C', '_1971')\n",
      "('G۰۷C', '_2366')\n",
      "('G۰۷C', '_3688')\n",
      "('G۰۷C', '_4384')\n",
      "('_108', 'A۶۱D')\n",
      "('A۶۱D', '_877')\n",
      "('A۶۱D', '_2652')\n",
      "('A۶۱D', '_3911')\n",
      "('A۶۱D', '_4732')\n",
      "('A۶۱D', '_5124')\n",
      "('_110', 'G۰۱C')\n",
      "('_110', 'E۲۱B')\n",
      "('G۰۱C', '_285')\n",
      "('G۰۱C', '_294')\n",
      "('G۰۱C', '_532')\n",
      "('G۰۱C', '_565')\n",
      "('G۰۱C', '_954')\n",
      "('G۰۱C', '_1147')\n",
      "('G۰۱C', '_1421')\n",
      "('G۰۱C', '_1642')\n",
      "('G۰۱C', '_1778')\n",
      "('G۰۱C', '_2600')\n",
      "('G۰۱C', '_2621')\n",
      "('G۰۱C', '_3032')\n",
      "('G۰۱C', '_3160')\n",
      "('G۰۱C', '_5106')\n",
      "('G۰۱C', '_5482')\n",
      "('G۰۱C', '_5500')\n",
      "('E۲۱', 'E۲۱B')\n",
      "('E۲۱', 'E۲۱F')\n",
      "('E۲۱', 'E۲۱D')\n",
      "('E۲۱B', '_191')\n",
      "('E۲۱B', '_240')\n",
      "('E۲۱B', '_251')\n",
      "('E۲۱B', '_375')\n",
      "('E۲۱B', '_632')\n",
      "('E۲۱B', '_660')\n",
      "('E۲۱B', '_688')\n",
      "('E۲۱B', '_694')\n",
      "('E۲۱B', '_756')\n",
      "('E۲۱B', '_904')\n",
      "('E۲۱B', '_1013')\n",
      "('E۲۱B', '_1018')\n",
      "('E۲۱B', '_1164')\n",
      "('E۲۱B', '_1279')\n",
      "('E۲۱B', '_1517')\n",
      "('E۲۱B', '_1582')\n",
      "('E۲۱B', '_1895')\n",
      "('E۲۱B', '_1901')\n",
      "('E۲۱B', '_2013')\n",
      "('E۲۱B', '_2032')\n",
      "('E۲۱B', '_2303')\n",
      "('E۲۱B', '_2676')\n",
      "('E۲۱B', '_2822')\n",
      "('E۲۱B', '_2871')\n",
      "('E۲۱B', '_2898')\n",
      "('E۲۱B', '_2938')\n",
      "('E۲۱B', '_2989')\n",
      "('E۲۱B', '_3278')\n",
      "('E۲۱B', '_4063')\n",
      "('E۲۱B', '_4198')\n",
      "('E۲۱B', '_4603')\n",
      "('E۲۱B', '_4625')\n",
      "('E۲۱B', '_5118')\n",
      "('E۲۱B', '_5522')\n",
      "('_111', 'B۶۰S')\n",
      "('B۶۰S', '_956')\n",
      "('B۶۰S', '_1372')\n",
      "('B۶۰S', '_1452')\n",
      "('B۶۰S', '_2692')\n",
      "('B۶۰S', '_3127')\n",
      "('B۶۰S', '_3937')\n",
      "('B۶۰S', '_5689')\n",
      "('_113', 'H۰۲H')\n",
      "('H۰۲H', '_339')\n",
      "('H۰۲H', '_657')\n",
      "('H۰۲H', '_716')\n",
      "('H۰۲H', '_844')\n",
      "('H۰۲H', '_1677')\n",
      "('H۰۲H', '_1987')\n",
      "('H۰۲H', '_2168')\n",
      "('H۰۲H', '_2283')\n",
      "('H۰۲H', '_2802')\n",
      "('H۰۲H', '_4067')\n",
      "('H۰۲H', '_4311')\n",
      "('H۰۲H', '_4930')\n",
      "('_114', 'G۰۶F')\n",
      "('_114', 'G۰۱R')\n",
      "('G۰۶F', '_204')\n",
      "('G۰۶F', '_226')\n",
      "('G۰۶F', '_369')\n",
      "('G۰۶F', '_521')\n",
      "('G۰۶F', '_693')\n",
      "('G۰۶F', '_711')\n",
      "('G۰۶F', '_713')\n",
      "('G۰۶F', '_851')\n",
      "('G۰۶F', '_915')\n",
      "('G۰۶F', '_986')\n",
      "('G۰۶F', '_1099')\n",
      "('G۰۶F', '_1134')\n",
      "('G۰۶F', '_1253')\n",
      "('G۰۶F', '_1344')\n",
      "('G۰۶F', '_1507')\n",
      "('G۰۶F', '_1639')\n",
      "('G۰۶F', '_1785')\n",
      "('G۰۶F', '_1846')\n",
      "('G۰۶F', '_1982')\n",
      "('G۰۶F', '_2048')\n",
      "('G۰۶F', '_2118')\n",
      "('G۰۶F', '_2176')\n",
      "('G۰۶F', '_2288')\n",
      "('G۰۶F', '_2329')\n",
      "('G۰۶F', '_2409')\n",
      "('G۰۶F', '_2457')\n",
      "('G۰۶F', '_2496')\n",
      "('G۰۶F', '_2526')\n",
      "('G۰۶F', '_2687')\n",
      "('G۰۶F', '_2707')\n",
      "('G۰۶F', '_2859')\n",
      "('G۰۶F', '_2899')\n",
      "('G۰۶F', '_2963')\n",
      "('G۰۶F', '_2966')\n",
      "('G۰۶F', '_3112')\n",
      "('G۰۶F', '_3189')\n",
      "('G۰۶F', '_3344')\n",
      "('G۰۶F', '_3534')\n",
      "('G۰۶F', '_3776')\n",
      "('G۰۶F', '_3844')\n",
      "('G۰۶F', '_3885')\n",
      "('G۰۶F', '_3915')\n",
      "('G۰۶F', '_3973')\n",
      "('G۰۶F', '_3983')\n",
      "('G۰۶F', '_4037')\n",
      "('G۰۶F', '_4137')\n",
      "('G۰۶F', '_4190')\n",
      "('G۰۶F', '_4418')\n",
      "('G۰۶F', '_4444')\n",
      "('G۰۶F', '_4482')\n",
      "('G۰۶F', '_4591')\n",
      "('G۰۶F', '_4625')\n",
      "('G۰۶F', '_4689')\n",
      "('G۰۶F', '_4705')\n",
      "('G۰۶F', '_4723')\n",
      "('G۰۶F', '_4969')\n",
      "('G۰۶F', '_4986')\n",
      "('G۰۶F', '_5020')\n",
      "('G۰۶F', '_5092')\n",
      "('G۰۶F', '_5254')\n",
      "('G۰۶F', '_5500')\n",
      "('G۰۱R', '_117')\n",
      "('G۰۱R', '_121')\n",
      "('G۰۱R', '_159')\n",
      "('G۰۱R', '_303')\n",
      "('G۰۱R', '_671')\n",
      "('G۰۱R', '_844')\n",
      "('G۰۱R', '_923')\n",
      "('G۰۱R', '_1174')\n",
      "('G۰۱R', '_1259')\n",
      "('G۰۱R', '_1363')\n",
      "('G۰۱R', '_1371')\n",
      "('G۰۱R', '_1645')\n",
      "('G۰۱R', '_1655')\n",
      "('G۰۱R', '_1677')\n",
      "('G۰۱R', '_1725')\n",
      "('G۰۱R', '_1835')\n",
      "('G۰۱R', '_1910')\n",
      "('G۰۱R', '_1984')\n",
      "('G۰۱R', '_2037')\n",
      "('G۰۱R', '_2170')\n",
      "('G۰۱R', '_2394')\n",
      "('G۰۱R', '_2491')\n",
      "('G۰۱R', '_3034')\n",
      "('G۰۱R', '_3374')\n",
      "('G۰۱R', '_3449')\n",
      "('G۰۱R', '_3580')\n",
      "('G۰۱R', '_3587')\n",
      "('G۰۱R', '_3711')\n",
      "('G۰۱R', '_3949')\n",
      "('G۰۱R', '_4024')\n",
      "('G۰۱R', '_4370')\n",
      "('G۰۱R', '_4386')\n",
      "('G۰۱R', '_4833')\n",
      "('G۰۱R', '_5354')\n",
      "('G۰۱R', '_5834')\n",
      "('_120', 'D۰۱F')\n",
      "('_120', 'D۰۱D')\n",
      "('D۰۱', 'D۰۱F')\n",
      "('D۰۱', 'D۰۱D')\n",
      "('D۰۱', 'D۰۱H')\n",
      "('D۰۱', 'D۰۱B')\n",
      "('D۰۱', 'D۰۱C')\n",
      "('D۰۱F', '_553')\n",
      "('D۰۱F', '_1108')\n",
      "('D۰۱F', '_2615')\n",
      "('D۰۱F', '_2672')\n",
      "('D۰۱F', '_3248')\n",
      "('D۰۱F', '_3889')\n",
      "('D۰۱F', '_5191')\n",
      "('D۰۱D', '_130')\n",
      "('D۰۱D', '_279')\n",
      "('D۰۱D', '_542')\n",
      "('D۰۱D', '_702')\n",
      "('D۰۱D', '_1401')\n",
      "('D۰۱D', '_1430')\n",
      "('D۰۱D', '_1440')\n",
      "('D۰۱D', '_1747')\n",
      "('D۰۱D', '_1857')\n",
      "('D۰۱D', '_1947')\n",
      "('D۰۱D', '_2307')\n",
      "('D۰۱D', '_2711')\n",
      "('D۰۱D', '_2949')\n",
      "('D۰۱D', '_3067')\n",
      "('D۰۱D', '_3203')\n",
      "('D۰۱D', '_3248')\n",
      "('D۰۱D', '_3398')\n",
      "('D۰۱D', '_3399')\n",
      "('D۰۱D', '_3663')\n",
      "('D۰۱D', '_4564')\n",
      "('D۰۱D', '_4738')\n",
      "('D۰۱D', '_4905')\n",
      "('_122', 'F۲۲G')\n",
      "('F۲۲', 'F۲۲G')\n",
      "('F۲۲', 'F۲۲D')\n",
      "('F۲۲', 'F۲۲B')\n",
      "('F۲۲G', '_2222')\n",
      "('_123', 'A۰۱C')\n",
      "('A۰۱C', '_1024')\n",
      "('A۰۱C', '_1027')\n",
      "('A۰۱C', '_1242')\n",
      "('A۰۱C', '_1471')\n",
      "('A۰۱C', '_1472')\n",
      "('A۰۱C', '_1911')\n",
      "('A۰۱C', '_2012')\n",
      "('A۰۱C', '_2019')\n",
      "('A۰۱C', '_2489')\n",
      "('A۰۱C', '_2671')\n",
      "('A۰۱C', '_2926')\n",
      "('A۰۱C', '_3044')\n",
      "('A۰۱C', '_3216')\n",
      "('A۰۱C', '_3297')\n",
      "('A۰۱C', '_3376')\n",
      "('A۰۱C', '_3553')\n",
      "('A۰۱C', '_3865')\n",
      "('A۰۱C', '_4390')\n",
      "('A۰۱C', '_4480')\n",
      "('A۰۱C', '_4783')\n",
      "('A۰۱C', '_4978')\n",
      "('A۰۱C', '_5250')\n",
      "('A۰۱C', '_5392')\n",
      "('A۰۱C', '_5437')\n",
      "('A۰۱C', '_5596')\n",
      "('A۰۱C', '_5769')\n",
      "('_128', 'C۲۲B')\n",
      "('C۲۲', 'C۲۲B')\n",
      "('C۲۲', 'C۲۲C')\n",
      "('C۲۲', 'C۲۲F')\n",
      "('C۲۲B', '_295')\n",
      "('C۲۲B', '_621')\n",
      "('C۲۲B', '_689')\n",
      "('C۲۲B', '_734')\n",
      "('C۲۲B', '_1002')\n",
      "('C۲۲B', '_1276')\n",
      "('C۲۲B', '_1400')\n",
      "('C۲۲B', '_1848')\n",
      "('C۲۲B', '_2016')\n",
      "('C۲۲B', '_2556')\n",
      "('C۲۲B', '_2575')\n",
      "('C۲۲B', '_2704')\n",
      "('C۲۲B', '_2874')\n",
      "('C۲۲B', '_3326')\n",
      "('C۲۲B', '_3441')\n",
      "('C۲۲B', '_3446')\n",
      "('C۲۲B', '_3518')\n",
      "('C۲۲B', '_3840')\n",
      "('C۲۲B', '_4062')\n",
      "('C۲۲B', '_4167')\n",
      "('C۲۲B', '_4569')\n",
      "('C۲۲B', '_4667')\n",
      "('C۲۲B', '_5247')\n",
      "('C۲۲B', '_5384')\n",
      "('C۲۲B', '_5391')\n",
      "('_130', 'C۰۸J')\n",
      "('C۰۸J', '_286')\n",
      "('C۰۸J', '_475')\n",
      "('C۰۸J', '_553')\n",
      "('C۰۸J', '_955')\n",
      "('C۰۸J', '_974')\n",
      "('C۰۸J', '_1046')\n",
      "('C۰۸J', '_1266')\n",
      "('C۰۸J', '_1317')\n",
      "('C۰۸J', '_1386')\n",
      "('C۰۸J', '_1751')\n",
      "('C۰۸J', '_2263')\n",
      "('C۰۸J', '_2308')\n",
      "('C۰۸J', '_2337')\n",
      "('C۰۸J', '_2338')\n",
      "('C۰۸J', '_2400')\n",
      "('C۰۸J', '_2434')\n",
      "('C۰۸J', '_2615')\n",
      "('C۰۸J', '_2617')\n",
      "('C۰۸J', '_2697')\n",
      "('C۰۸J', '_2698')\n",
      "('C۰۸J', '_3067')\n",
      "('C۰۸J', '_3096')\n",
      "('C۰۸J', '_3097')\n",
      "('C۰۸J', '_3335')\n",
      "('C۰۸J', '_3391')\n",
      "('C۰۸J', '_3761')\n",
      "('C۰۸J', '_3822')\n",
      "('C۰۸J', '_4158')\n",
      "('C۰۸J', '_4787')\n",
      "('C۰۸J', '_4853')\n",
      "('_135', 'F۰۱L')\n",
      "('F۰۱', 'F۰۱L')\n",
      "('F۰۱', 'F۰۱N')\n",
      "('F۰۱', 'F۰۱D')\n",
      "('F۰۱', 'F۰۱B')\n",
      "('F۰۱', 'F۰۱K')\n",
      "('F۰۱', 'F۰۱P')\n",
      "('F۰۱', 'F۰۱M')\n",
      "('F۰۱', 'F۰۱C')\n",
      "('F۰۱L', '_3977')\n",
      "('F۰۱L', '_4070')\n",
      "('_136', 'A۶۱J')\n",
      "('A۶۱J', '_282')\n",
      "('A۶۱J', '_323')\n",
      "('A۶۱J', '_466')\n",
      "('A۶۱J', '_508')\n",
      "('A۶۱J', '_669')\n",
      "('A۶۱J', '_718')\n",
      "('A۶۱J', '_721')\n",
      "('A۶۱J', '_768')\n",
      "('A۶۱J', '_977')\n",
      "('A۶۱J', '_1063')\n",
      "('A۶۱J', '_1200')\n",
      "('A۶۱J', '_1274')\n",
      "('A۶۱J', '_1350')\n",
      "('A۶۱J', '_1352')\n",
      "('A۶۱J', '_1485')\n",
      "('A۶۱J', '_1499')\n",
      "('A۶۱J', '_1575')\n",
      "('A۶۱J', '_1630')\n",
      "('A۶۱J', '_2159')\n",
      "('A۶۱J', '_2169')\n",
      "('A۶۱J', '_2240')\n",
      "('A۶۱J', '_2255')\n",
      "('A۶۱J', '_2310')\n",
      "('A۶۱J', '_3133')\n",
      "('A۶۱J', '_3294')\n",
      "('A۶۱J', '_4143')\n",
      "('A۶۱J', '_5400')\n",
      "('_140', 'C۰۹D')\n",
      "('C۰۹D', '_183')\n",
      "('C۰۹D', '_215')\n",
      "('C۰۹D', '_284')\n",
      "('C۰۹D', '_440')\n",
      "('C۰۹D', '_685')\n",
      "('C۰۹D', '_856')\n",
      "('C۰۹D', '_858')\n",
      "('C۰۹D', '_1206')\n",
      "('C۰۹D', '_1321')\n",
      "('C۰۹D', '_1343')\n",
      "('C۰۹D', '_1772')\n",
      "('C۰۹D', '_2092')\n",
      "('C۰۹D', '_2251')\n",
      "('C۰۹D', '_2852')\n",
      "('C۰۹D', '_2863')\n",
      "('C۰۹D', '_3104')\n",
      "('C۰۹D', '_3760')\n",
      "('C۰۹D', '_4039')\n",
      "('C۰۹D', '_4237')\n",
      "('C۰۹D', '_4283')\n",
      "('C۰۹D', '_4921')\n",
      "('C۰۹D', '_5644')\n",
      "('_143', 'A۲۳F')\n",
      "('A۲۳F', '_812')\n",
      "('A۲۳F', '_894')\n",
      "('A۲۳F', '_2221')\n",
      "('A۲۳F', '_2748')\n",
      "('A۲۳F', '_3254')\n",
      "('A۲۳F', '_3787')\n",
      "('A۲۳F', '_3831')\n",
      "('A۲۳F', '_4172')\n",
      "('_144', 'G۰۲B')\n",
      "('_144', 'G۰۱Q')\n",
      "('_144', 'H۰۴M')\n",
      "('G۰۲', 'G۰۲B')\n",
      "('G۰۲', 'G۰۲F')\n",
      "('G۰۲B', '_250')\n",
      "('G۰۲B', '_290')\n",
      "('G۰۲B', '_423')\n",
      "('G۰۲B', '_837')\n",
      "('G۰۲B', '_860')\n",
      "('G۰۲B', '_1097')\n",
      "('G۰۲B', '_1341')\n",
      "('G۰۲B', '_1382')\n",
      "('G۰۲B', '_1496')\n",
      "('G۰۲B', '_2238')\n",
      "('G۰۲B', '_2404')\n",
      "('G۰۲B', '_3029')\n",
      "('G۰۲B', '_3131')\n",
      "('G۰۲B', '_3774')\n",
      "('G۰۲B', '_3971')\n",
      "('G۰۲B', '_4206')\n",
      "('G۰۲B', '_4212')\n",
      "('G۰۱Q', '_1912')\n",
      "('G۰۱Q', '_3141')\n",
      "('H۰۴M', '_1257')\n",
      "('H۰۴M', '_2030')\n",
      "('H۰۴M', '_2427')\n",
      "('H۰۴M', '_2920')\n",
      "('H۰۴M', '_3213')\n",
      "('H۰۴M', '_3344')\n",
      "('H۰۴M', '_4229')\n",
      "('H۰۴M', '_4611')\n",
      "('_145', 'A۶۱M')\n",
      "('A۶۱M', '_188')\n",
      "('A۶۱M', '_198')\n",
      "('A۶۱M', '_209')\n",
      "('A۶۱M', '_231')\n",
      "('A۶۱M', '_262')\n",
      "('A۶۱M', '_310')\n",
      "('A۶۱M', '_402')\n",
      "('A۶۱M', '_453')\n",
      "('A۶۱M', '_587')\n",
      "('A۶۱M', '_633')\n",
      "('A۶۱M', '_887')\n",
      "('A۶۱M', '_969')\n",
      "('A۶۱M', '_979')\n",
      "('A۶۱M', '_983')\n",
      "('A۶۱M', '_1044')\n",
      "('A۶۱M', '_1068')\n",
      "('A۶۱M', '_1078')\n",
      "('A۶۱M', '_1079')\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('A۶۱M', '_1107')\n",
      "('A۶۱M', '_1208')\n",
      "('A۶۱M', '_1275')\n",
      "('A۶۱M', '_1499')\n",
      "('A۶۱M', '_1575')\n",
      "('A۶۱M', '_1630')\n",
      "('A۶۱M', '_1732')\n",
      "('A۶۱M', '_1763')\n",
      "('A۶۱M', '_1993')\n",
      "('A۶۱M', '_2000')\n",
      "('A۶۱M', '_2098')\n",
      "('A۶۱M', '_2104')\n",
      "('A۶۱M', '_2122')\n",
      "('A۶۱M', '_2226')\n",
      "('A۶۱M', '_2255')\n",
      "('A۶۱M', '_2318')\n",
      "('A۶۱M', '_2327')\n",
      "('A۶۱M', '_2368')\n",
      "('A۶۱M', '_2465')\n",
      "('A۶۱M', '_2583')\n",
      "('A۶۱M', '_2616')\n",
      "('A۶۱M', '_2760')\n",
      "('A۶۱M', '_2879')\n",
      "('A۶۱M', '_2892')\n",
      "('A۶۱M', '_2911')\n",
      "('A۶۱M', '_2913')\n",
      "('A۶۱M', '_2925')\n",
      "('A۶۱M', '_2955')\n",
      "('A۶۱M', '_2983')\n",
      "('A۶۱M', '_3243')\n",
      "('A۶۱M', '_3656')\n",
      "('A۶۱M', '_3658')\n",
      "('A۶۱M', '_3741')\n",
      "('A۶۱M', '_3752')\n",
      "('A۶۱M', '_3774')\n",
      "('A۶۱M', '_3920')\n",
      "('A۶۱M', '_3931')\n",
      "('A۶۱M', '_4012')\n",
      "('A۶۱M', '_4048')\n",
      "('A۶۱M', '_4170')\n",
      "('A۶۱M', '_4278')\n",
      "('A۶۱M', '_4290')\n",
      "('A۶۱M', '_4295')\n",
      "('A۶۱M', '_4297')\n",
      "('A۶۱M', '_4729')\n",
      "('A۶۱M', '_4769')\n",
      "('A۶۱M', '_5099')\n",
      "('A۶۱M', '_5137')\n",
      "('A۶۱M', '_5195')\n",
      "('A۶۱M', '_5444')\n",
      "('A۶۱M', '_5680')\n",
      "('A۶۱M', '_5802')\n",
      "('A۶۱M', '_5884')\n",
      "('_146', 'A۲۱D')\n",
      "('A۲۱', 'A۲۱D')\n",
      "('A۲۱', 'A۲۱B')\n",
      "('A۲۱', 'A۲۱C')\n",
      "('A۲۱D', '_325')\n",
      "('A۲۱D', '_350')\n",
      "('A۲۱D', '_876')\n",
      "('A۲۱D', '_1536')\n",
      "('A۲۱D', '_1567')\n",
      "('A۲۱D', '_1584')\n",
      "('A۲۱D', '_2200')\n",
      "('A۲۱D', '_2220')\n",
      "('A۲۱D', '_2622')\n",
      "('A۲۱D', '_2965')\n",
      "('A۲۱D', '_3783')\n",
      "('A۲۱D', '_3943')\n",
      "('A۲۱D', '_4722')\n",
      "('A۲۱D', '_4777')\n",
      "('A۲۱D', '_5246')\n",
      "('_148', 'A۰۱B')\n",
      "('A۰۱B', '_426')\n",
      "('A۰۱B', '_963')\n",
      "('A۰۱B', '_1064')\n",
      "('A۰۱B', '_1360')\n",
      "('A۰۱B', '_1642')\n",
      "('A۰۱B', '_1771')\n",
      "('A۰۱B', '_1799')\n",
      "('A۰۱B', '_1879')\n",
      "('A۰۱B', '_1943')\n",
      "('A۰۱B', '_1964')\n",
      "('A۰۱B', '_2004')\n",
      "('A۰۱B', '_2072')\n",
      "('A۰۱B', '_2453')\n",
      "('A۰۱B', '_2565')\n",
      "('A۰۱B', '_3121')\n",
      "('A۰۱B', '_3397')\n",
      "('A۰۱B', '_3421')\n",
      "('A۰۱B', '_3754')\n",
      "('A۰۱B', '_3795')\n",
      "('A۰۱B', '_3942')\n",
      "('A۰۱B', '_3945')\n",
      "('A۰۱B', '_4013')\n",
      "('A۰۱B', '_4441')\n",
      "('A۰۱B', '_4463')\n",
      "('A۰۱B', '_4480')\n",
      "('A۰۱B', '_4645')\n",
      "('A۰۱B', '_4669')\n",
      "('A۰۱B', '_4696')\n",
      "('A۰۱B', '_4707')\n",
      "('A۰۱B', '_4783')\n",
      "('A۰۱B', '_4801')\n",
      "('A۰۱B', '_4807')\n",
      "('A۰۱B', '_5167')\n",
      "('A۰۱B', '_5212')\n",
      "('A۰۱B', '_5267')\n",
      "('A۰۱B', '_5411')\n",
      "('A۰۱B', '_5418')\n",
      "('A۰۱B', '_5453')\n",
      "('A۰۱B', '_5519')\n",
      "('A۰۱B', '_5537')\n",
      "('A۰۱B', '_5558')\n",
      "('A۰۱B', '_5645')\n",
      "('A۰۱B', '_5658')\n",
      "('A۰۱B', '_5735')\n",
      "('A۰۱B', '_5948')\n",
      "('A۰۱B', '_5955')\n",
      "('_149', 'B۲۹C')\n",
      "('B۲۹C', '_275')\n",
      "('B۲۹C', '_428')\n",
      "('B۲۹C', '_613')\n",
      "('B۲۹C', '_651')\n",
      "('B۲۹C', '_777')\n",
      "('B۲۹C', '_824')\n",
      "('B۲۹C', '_939')\n",
      "('B۲۹C', '_974')\n",
      "('B۲۹C', '_1749')\n",
      "('B۲۹C', '_1864')\n",
      "('B۲۹C', '_2046')\n",
      "('B۲۹C', '_2087')\n",
      "('B۲۹C', '_2495')\n",
      "('B۲۹C', '_2597')\n",
      "('B۲۹C', '_3117')\n",
      "('B۲۹C', '_3210')\n",
      "('B۲۹C', '_3287')\n",
      "('B۲۹C', '_3705')\n",
      "('B۲۹C', '_3953')\n",
      "('B۲۹C', '_4363')\n",
      "('B۲۹C', '_4691')\n",
      "('B۲۹C', '_4832')\n",
      "('B۲۹C', '_4988')\n",
      "('B۲۹C', '_5463')\n",
      "('_150', 'C۱۲Q')\n",
      "('C۱۲Q', '_236')\n",
      "('C۱۲Q', '_396')\n",
      "('C۱۲Q', '_781')\n",
      "('C۱۲Q', '_1041')\n",
      "('C۱۲Q', '_1047')\n",
      "('C۱۲Q', '_1076')\n",
      "('C۱۲Q', '_1282')\n",
      "('C۱۲Q', '_1969')\n",
      "('C۱۲Q', '_2166')\n",
      "('C۱۲Q', '_2359')\n",
      "('C۱۲Q', '_2398')\n",
      "('C۱۲Q', '_2429')\n",
      "('C۱۲Q', '_2550')\n",
      "('C۱۲Q', '_2587')\n",
      "('C۱۲Q', '_2679')\n",
      "('C۱۲Q', '_2890')\n",
      "('C۱۲Q', '_3165')\n",
      "('C۱۲Q', '_3215')\n",
      "('C۱۲Q', '_3424')\n",
      "('C۱۲Q', '_3880')\n",
      "('C۱۲Q', '_4002')\n",
      "('C۱۲Q', '_4102')\n",
      "('C۱۲Q', '_4829')\n",
      "('C۱۲Q', '_5436')\n",
      "('C۱۲Q', '_5564')\n",
      "('C۱۲Q', '_5565')\n",
      "('_151', 'A۰۱G')\n",
      "('_151', 'F۱۶L')\n",
      "('A۰۱G', '_325')\n",
      "('A۰۱G', '_331')\n",
      "('A۰۱G', '_585')\n",
      "('A۰۱G', '_830')\n",
      "('A۰۱G', '_869')\n",
      "('A۰۱G', '_919')\n",
      "('A۰۱G', '_988')\n",
      "('A۰۱G', '_1012')\n",
      "('A۰۱G', '_1027')\n",
      "('A۰۱G', '_1030')\n",
      "('A۰۱G', '_1092')\n",
      "('A۰۱G', '_1120')\n",
      "('A۰۱G', '_1289')\n",
      "('A۰۱G', '_1332')\n",
      "('A۰۱G', '_1345')\n",
      "('A۰۱G', '_1495')\n",
      "('A۰۱G', '_1928')\n",
      "('A۰۱G', '_1979')\n",
      "('A۰۱G', '_2190')\n",
      "('A۰۱G', '_2293')\n",
      "('A۰۱G', '_2376')\n",
      "('A۰۱G', '_2460')\n",
      "('A۰۱G', '_2506')\n",
      "('A۰۱G', '_2651')\n",
      "('A۰۱G', '_2745')\n",
      "('A۰۱G', '_2803')\n",
      "('A۰۱G', '_2847')\n",
      "('A۰۱G', '_2864')\n",
      "('A۰۱G', '_3295')\n",
      "('A۰۱G', '_3299')\n",
      "('A۰۱G', '_3414')\n",
      "('A۰۱G', '_3729')\n",
      "('A۰۱G', '_3775')\n",
      "('A۰۱G', '_4026')\n",
      "('A۰۱G', '_4189')\n",
      "('A۰۱G', '_4369')\n",
      "('A۰۱G', '_4422')\n",
      "('A۰۱G', '_4461')\n",
      "('A۰۱G', '_4475')\n",
      "('A۰۱G', '_4492')\n",
      "('A۰۱G', '_4655')\n",
      "('A۰۱G', '_4677')\n",
      "('A۰۱G', '_4766')\n",
      "('A۰۱G', '_4978')\n",
      "('A۰۱G', '_5027')\n",
      "('A۰۱G', '_5029')\n",
      "('A۰۱G', '_5257')\n",
      "('A۰۱G', '_5358')\n",
      "('A۰۱G', '_5412')\n",
      "('A۰۱G', '_5466')\n",
      "('A۰۱G', '_5486')\n",
      "('A۰۱G', '_5685')\n",
      "('A۰۱G', '_5764')\n",
      "('A۰۱G', '_5803')\n",
      "('F۱۶L', '_379')\n",
      "('F۱۶L', '_581')\n",
      "('F۱۶L', '_727')\n",
      "('F۱۶L', '_777')\n",
      "('F۱۶L', '_867')\n",
      "('F۱۶L', '_2157')\n",
      "('F۱۶L', '_2247')\n",
      "('F۱۶L', '_2248')\n",
      "('F۱۶L', '_2314')\n",
      "('F۱۶L', '_2478')\n",
      "('F۱۶L', '_3086')\n",
      "('F۱۶L', '_3157')\n",
      "('F۱۶L', '_3343')\n",
      "('F۱۶L', '_3818')\n",
      "('F۱۶L', '_3857')\n",
      "('F۱۶L', '_4230')\n",
      "('F۱۶L', '_4329')\n",
      "('F۱۶L', '_4712')\n",
      "('F۱۶L', '_5321')\n",
      "('F۱۶L', '_5713')\n",
      "('F۱۶L', '_5929')\n",
      "('_152', 'B۳۲B')\n",
      "('B۳۲', 'B۳۲B')\n",
      "('B۳۲B', '_275')\n",
      "('B۳۲B', '_365')\n",
      "('B۳۲B', '_428')\n",
      "('B۳۲B', '_624')\n",
      "('B۳۲B', '_738')\n",
      "('B۳۲B', '_1352')\n",
      "('B۳۲B', '_1362')\n",
      "('B۳۲B', '_1566')\n",
      "('B۳۲B', '_1950')\n",
      "('B۳۲B', '_1963')\n",
      "('B۳۲B', '_1968')\n",
      "('B۳۲B', '_2185')\n",
      "('B۳۲B', '_2224')\n",
      "('B۳۲B', '_2225')\n",
      "('B۳۲B', '_2308')\n",
      "('B۳۲B', '_2322')\n",
      "('B۳۲B', '_2462')\n",
      "('B۳۲B', '_2723')\n",
      "('B۳۲B', '_2975')\n",
      "('B۳۲B', '_3084')\n",
      "('B۳۲B', '_3119')\n",
      "('B۳۲B', '_3129')\n",
      "('B۳۲B', '_3260')\n",
      "('B۳۲B', '_3939')\n",
      "('B۳۲B', '_4495')\n",
      "('_153', 'B۲۸D')\n",
      "('B۲۸D', '_260')\n",
      "('B۲۸D', '_551')\n",
      "('B۲۸D', '_1450')\n",
      "('_154', 'F۲۴B')\n",
      "('F۲۴B', '_1625')\n",
      "('F۲۴B', '_2645')\n",
      "('F۲۴B', '_2988')\n",
      "('F۲۴B', '_3194')\n",
      "('F۲۴B', '_3296')\n",
      "('F۲۴B', '_4014')\n",
      "('F۲۴B', '_4160')\n",
      "('F۲۴B', '_4401')\n",
      "('F۲۴B', '_4474')\n",
      "('F۲۴B', '_4505')\n",
      "('F۲۴B', '_4571')\n",
      "('F۲۴B', '_4599')\n",
      "('F۲۴B', '_4745')\n",
      "('F۲۴B', '_5010')\n",
      "('F۲۴B', '_5055')\n",
      "('F۲۴B', '_5180')\n",
      "('F۲۴B', '_5276')\n",
      "('F۲۴B', '_5351')\n",
      "('F۲۴B', '_5353')\n",
      "('F۲۴B', '_5364')\n",
      "('F۲۴B', '_5513')\n",
      "('F۲۴B', '_5533')\n",
      "('F۲۴B', '_5568')\n",
      "('F۲۴B', '_5657')\n",
      "('F۲۴B', '_5713')\n",
      "('F۲۴B', '_5726')\n",
      "('F۲۴B', '_5829')\n",
      "('F۲۴B', '_5839')\n",
      "('F۲۴B', '_5843')\n",
      "('F۲۴B', '_5858')\n",
      "('F۲۴B', '_5895')\n",
      "('F۲۴B', '_5988')\n",
      "('_157', 'B۴۴B')\n",
      "('B۴۴', 'B۴۴B')\n",
      "('B۴۴', 'B۴۴C')\n",
      "('B۴۴', 'B۴۴D')\n",
      "('B۴۴B', '_306')\n",
      "('B۴۴B', '_2180')\n",
      "('B۴۴B', '_3023')\n",
      "('B۴۴B', '_3072')\n",
      "('B۴۴B', '_3967')\n",
      "('B۴۴B', '_3994')\n",
      "('B۴۴B', '_4247')\n",
      "('B۴۴B', '_4399')\n",
      "('B۴۴B', '_4586')\n",
      "('B۴۴B', '_4590')\n",
      "('B۴۴B', '_4785')\n",
      "('B۴۴B', '_4957')\n",
      "('B۴۴B', '_5062')\n",
      "('B۴۴B', '_5158')\n",
      "('B۴۴B', '_5465')\n",
      "('B۴۴B', '_5494')\n",
      "('B۴۴B', '_5669')\n",
      "('_159', 'H۰۱J')\n",
      "('H۰۱J', '_560')\n",
      "('H۰۱J', '_861')\n",
      "('H۰۱J', '_2451')\n",
      "('H۰۱J', '_2470')\n",
      "('H۰۱J', '_2540')\n",
      "('H۰۱J', '_2884')\n",
      "('H۰۱J', '_5730')\n",
      "('_160', 'G۰۴G')\n",
      "('_160', 'G۰۴B')\n",
      "('G۰۴', 'G۰۴G')\n",
      "('G۰۴', 'G۰۴B')\n",
      "('G۰۴', 'G۰۴F')\n",
      "('G۰۴', 'G۰۴C')\n",
      "('G۰۴B', '_3011')\n",
      "('G۰۴B', '_3485')\n",
      "('_164', 'B۶۳H')\n",
      "('B۶۳H', '_2075')\n",
      "('B۶۳H', '_5660')\n",
      "('_165', 'B۶۲M')\n",
      "('_165', 'B۶۲H')\n",
      "('_165', 'B۶۲J')\n",
      "('B۶۲', 'B۶۲M')\n",
      "('B۶۲', 'B۶۲H')\n",
      "('B۶۲', 'B۶۲J')\n",
      "('B۶۲', 'B۶۲D')\n",
      "('B۶۲', 'B۶۲B')\n",
      "('B۶۲', 'B۶۲K')\n",
      "('B۶۲M', '_1664')\n",
      "('B۶۲M', '_3619')\n",
      "('B۶۲M', '_3990')\n",
      "('B۶۲H', '_4823')\n",
      "('B۶۲J', '_510')\n",
      "('B۶۲J', '_911')\n",
      "('B۶۲J', '_4249')\n",
      "('_166', 'C۰۱F')\n",
      "('C۰۱F', '_539')\n",
      "('C۰۱F', '_618')\n",
      "('C۰۱F', '_722')\n",
      "('C۰۱F', '_907')\n",
      "('C۰۱F', '_1182')\n",
      "('C۰۱F', '_1203')\n",
      "('C۰۱F', '_1513')\n",
      "('C۰۱F', '_1915')\n",
      "('C۰۱F', '_2016')\n",
      "('C۰۱F', '_2675')\n",
      "('C۰۱F', '_2703')\n",
      "('C۰۱F', '_2869')\n",
      "('C۰۱F', '_3473')\n",
      "('C۰۱F', '_3498')\n",
      "('C۰۱F', '_3518')\n",
      "('C۰۱F', '_4022')\n",
      "('C۰۱F', '_4065')\n",
      "('C۰۱F', '_4165')\n",
      "('_173', 'A۶۱G')\n",
      "('A۶۱G', '_174')\n",
      "('A۶۱G', '_198')\n",
      "('A۶۱G', '_312')\n",
      "('A۶۱G', '_337')\n",
      "('A۶۱G', '_371')\n",
      "('A۶۱G', '_457')\n",
      "('A۶۱G', '_506')\n",
      "('A۶۱G', '_557')\n",
      "('A۶۱G', '_611')\n",
      "('A۶۱G', '_663')\n",
      "('A۶۱G', '_731')\n",
      "('A۶۱G', '_778')\n",
      "('A۶۱G', '_836')\n",
      "('A۶۱G', '_998')\n",
      "('A۶۱G', '_1010')\n",
      "('A۶۱G', '_1274')\n",
      "('A۶۱G', '_1296')\n",
      "('A۶۱G', '_1425')\n",
      "('A۶۱G', '_1688')\n",
      "('A۶۱G', '_1868')\n",
      "('A۶۱G', '_2450')\n",
      "('A۶۱G', '_2561')\n",
      "('A۶۱G', '_2849')\n",
      "('A۶۱G', '_2931')\n",
      "('A۶۱G', '_2933')\n",
      "('A۶۱G', '_3862')\n",
      "('A۶۱G', '_3905')\n",
      "('A۶۱G', '_3919')\n",
      "('A۶۱G', '_4084')\n",
      "('A۶۱G', '_4113')\n",
      "('A۶۱G', '_4379')\n",
      "('A۶۱G', '_4414')\n",
      "('A۶۱G', '_4517')\n",
      "('A۶۱G', '_4525')\n",
      "('A۶۱G', '_4560')\n",
      "('A۶۱G', '_4581')\n",
      "('A۶۱G', '_4610')\n",
      "('A۶۱G', '_4845')\n",
      "('A۶۱G', '_4917')\n",
      "('A۶۱G', '_4933')\n",
      "('A۶۱G', '_5228')\n",
      "('A۶۱G', '_5338')\n",
      "('A۶۱G', '_5500')\n",
      "('A۶۱G', '_5732')\n",
      "('A۶۱G', '_5976')\n",
      "('_176', 'F۲۴C')\n",
      "('_176', 'B۰۶B')\n",
      "('F۲۴C', '_410')\n",
      "('F۲۴C', '_1098')\n",
      "('F۲۴C', '_1828')\n",
      "('F۲۴C', '_2117')\n",
      "('F۲۴C', '_2316')\n",
      "('F۲۴C', '_2330')\n",
      "('F۲۴C', '_2348')\n",
      "('F۲۴C', '_2733')\n",
      "('F۲۴C', '_3891')\n",
      "('F۲۴C', '_4401')\n",
      "('F۲۴C', '_4758')\n",
      "('F۲۴C', '_5694')\n",
      "('B۰۶', 'B۰۶B')\n",
      "('B۰۶B', '_1685')\n",
      "('B۰۶B', '_1880')\n",
      "('B۰۶B', '_2234')\n",
      "('B۰۶B', '_2932')\n",
      "('B۰۶B', '_4097')\n",
      "('_178', 'F۰۲B')\n",
      "('F۰۲B', '_229')\n",
      "('F۰۲B', '_1091')\n",
      "('F۰۲B', '_1664')\n",
      "('F۰۲B', '_1863')\n",
      "('F۰۲B', '_1938')\n",
      "('F۰۲B', '_2741')\n",
      "('F۰۲B', '_2753')\n",
      "('F۰۲B', '_3116')\n",
      "('F۰۲B', '_3118')\n",
      "('F۰۲B', '_3379')\n",
      "('F۰۲B', '_3516')\n",
      "('F۰۲B', '_3784')\n",
      "('F۰۲B', '_3924')\n",
      "('F۰۲B', '_3927')\n",
      "('F۰۲B', '_3982')\n",
      "('F۰۲B', '_4047')\n",
      "('F۰۲B', '_4070')\n",
      "('F۰۲B', '_4487')\n",
      "('F۰۲B', '_4536')\n",
      "('F۰۲B', '_4773')\n",
      "('F۰۲B', '_5154')\n",
      "('F۰۲B', '_5321')\n",
      "('F۰۲B', '_5439')\n",
      "('_181', 'B۶۴C')\n",
      "('B۶۴', 'B۶۴C')\n",
      "('B۶۴', 'B۶۴D')\n",
      "('B۶۴', 'B۶۴F')\n",
      "('B۶۴', 'B۶۴B')\n",
      "('B۶۴C', '_549')\n",
      "('B۶۴C', '_1122')\n",
      "('B۶۴C', '_1310')\n",
      "('B۶۴C', '_2019')\n",
      "('B۶۴C', '_2031')\n",
      "('B۶۴C', '_2257')\n",
      "('B۶۴C', '_5009')\n",
      "('_183', 'B۴۴C')\n",
      "('_183', 'E۰۶B')\n",
      "('B۴۴C', '_1189')\n",
      "('B۴۴C', '_1618')\n",
      "('B۴۴C', '_4297')\n",
      "('B۴۴C', '_5972')\n",
      "('E۰۶', 'E۰۶B')\n",
      "('E۰۶', 'E۰۶C')\n",
      "('E۰۶B', '_2184')\n",
      "('E۰۶B', '_2696')\n",
      "('E۰۶B', '_2894')\n",
      "('E۰۶B', '_2945')\n",
      "('E۰۶B', '_3289')\n",
      "('E۰۶B', '_3341')\n",
      "('E۰۶B', '_3537')\n",
      "('E۰۶B', '_3639')\n",
      "('E۰۶B', '_4204')\n",
      "('E۰۶B', '_4285')\n",
      "('E۰۶B', '_4605')\n",
      "('E۰۶B', '_4620')\n",
      "('E۰۶B', '_5255')\n",
      "('E۰۶B', '_5629')\n",
      "('E۰۶B', '_5824')\n",
      "('_185', 'E۰۱C')\n",
      "('E۰۱', 'E۰۱C')\n",
      "('E۰۱', 'E۰۱F')\n",
      "('E۰۱', 'E۰۱H')\n",
      "('E۰۱', 'E۰۱D')\n",
      "('E۰۱', 'E۰۱B')\n",
      "('E۰۱C', '_488')\n",
      "('E۰۱C', '_1050')\n",
      "('E۰۱C', '_1329')\n",
      "('E۰۱C', '_1330')\n",
      "('E۰۱C', '_1473')\n",
      "('E۰۱C', '_1909')\n",
      "('E۰۱C', '_2032')\n",
      "('E۰۱C', '_2804')\n",
      "('E۰۱C', '_3408')\n",
      "('E۰۱C', '_3944')\n",
      "('E۰۱C', '_4090')\n",
      "('E۰۱C', '_4650')\n",
      "('E۰۱C', '_4695')\n",
      "('E۰۱C', '_5106')\n",
      "('E۰۱C', '_5143')\n",
      "('_189', 'C۰۸C')\n",
      "('C۰۸C', '_277')\n",
      "('C۰۸C', '_1558')\n",
      "('C۰۸C', '_2153')\n",
      "('C۰۸C', '_2580')\n",
      "('C۰۸C', '_3260')\n",
      "('C۰۸C', '_3349')\n",
      "('C۰۸C', '_3378')\n",
      "('C۰۸C', '_3448')\n",
      "('C۰۸C', '_3866')\n",
      "('C۰۸C', '_4251')\n",
      "('C۰۸C', '_4678')\n",
      "('C۰۸C', '_4753')\n",
      "('C۰۸C', '_5455')\n",
      "('C۰۸C', '_5814')\n",
      "('C۰۸C', '_5932')\n",
      "('C۰۸C', '_5960')\n",
      "('_192', 'G۰۱K')\n",
      "('G۰۱K', '_524')\n",
      "('G۰۱K', '_1374')\n",
      "('G۰۱K', '_1645')\n",
      "('G۰۱K', '_2025')\n",
      "('G۰۱K', '_2389')\n",
      "('G۰۱K', '_3699')\n",
      "('G۰۱K', '_3916')\n",
      "('_193', 'B۶۰R')\n",
      "('B۶۰R', '_229')\n",
      "('B۶۰R', '_299')\n",
      "('B۶۰R', '_535')\n",
      "('B۶۰R', '_710')\n",
      "('B۶۰R', '_737')\n",
      "('B۶۰R', '_1090')\n",
      "('B۶۰R', '_1153')\n",
      "('B۶۰R', '_1257')\n",
      "('B۶۰R', '_1320')\n",
      "('B۶۰R', '_1465')\n",
      "('B۶۰R', '_1867')\n",
      "('B۶۰R', '_2404')\n",
      "('B۶۰R', '_2502')\n",
      "('B۶۰R', '_3359')\n",
      "('B۶۰R', '_3395')\n",
      "('B۶۰R', '_3554')\n",
      "('B۶۰R', '_3587')\n",
      "('B۶۰R', '_4359')\n",
      "('B۶۰R', '_4577')\n",
      "('B۶۰R', '_4818')\n",
      "('B۶۰R', '_4979')\n",
      "('B۶۰R', '_5332')\n",
      "('B۶۰R', '_5487')\n",
      "('_194', 'H۰۲K')\n",
      "('H۰۲K', '_358')\n",
      "('H۰۲K', '_608')\n",
      "('H۰۲K', '_947')\n",
      "('H۰۲K', '_1038')\n",
      "('H۰۲K', '_1069')\n",
      "('H۰۲K', '_1376')\n",
      "('H۰۲K', '_1527')\n",
      "('H۰۲K', '_1823')\n",
      "('H۰۲K', '_2334')\n",
      "('H۰۲K', '_2800')\n",
      "('H۰۲K', '_3181')\n",
      "('H۰۲K', '_3443')\n",
      "('H۰۲K', '_3465')\n",
      "('H۰۲K', '_3629')\n",
      "('H۰۲K', '_3704')\n",
      "('H۰۲K', '_4095')\n",
      "('H۰۲K', '_4718')\n",
      "('_201', 'C۰۹B')\n",
      "('C۰۹B', '_212')\n",
      "('C۰۹B', '_599')\n",
      "('C۰۹B', '_2852')\n",
      "('C۰۹B', '_3605')\n",
      "('C۰۹B', '_4054')\n",
      "('C۰۹B', '_5755')\n",
      "('_210', 'A۴۷B')\n",
      "('A۴۷B', '_244')\n",
      "('A۴۷B', '_592')\n",
      "('A۴۷B', '_1151')\n",
      "('A۴۷B', '_1466')\n",
      "('A۴۷B', '_2159')\n",
      "('A۴۷B', '_2290')\n",
      "('A۴۷B', '_2379')\n",
      "('A۴۷B', '_2530')\n",
      "('A۴۷B', '_2731')\n",
      "('A۴۷B', '_2991')\n",
      "('A۴۷B', '_3131')\n",
      "('A۴۷B', '_3499')\n",
      "('A۴۷B', '_3700')\n",
      "('A۴۷B', '_3771')\n",
      "('A۴۷B', '_3862')\n",
      "('A۴۷B', '_3936')\n",
      "('A۴۷B', '_4484')\n",
      "('A۴۷B', '_4797')\n",
      "('A۴۷B', '_4865')\n",
      "('A۴۷B', '_5096')\n",
      "('A۴۷B', '_5133')\n",
      "('A۴۷B', '_5140')\n",
      "('A۴۷B', '_5165')\n",
      "('A۴۷B', '_5342')\n",
      "('A۴۷B', '_5467')\n",
      "('A۴۷B', '_5649')\n",
      "('A۴۷B', '_5652')\n",
      "('A۴۷B', '_5741')\n",
      "('A۴۷B', '_5777')\n",
      "('A۴۷B', '_5851')\n",
      "('A۴۷B', '_5903')\n",
      "('A۴۷B', '_5987')\n",
      "('_213', 'C۱۰G')\n",
      "('C۱۰', 'C۱۰G')\n",
      "('C۱۰', 'C۱۰L')\n",
      "('C۱۰', 'C۱۰B')\n",
      "('C۱۰', 'C۱۰C')\n",
      "('C۱۰', 'C۱۰M')\n",
      "('C۱۰', 'C۱۰N')\n",
      "('C۱۰G', '_635')\n",
      "('C۱۰G', '_687')\n",
      "('C۱۰G', '_756')\n",
      "('C۱۰G', '_880')\n",
      "('C۱۰G', '_916')\n",
      "('C۱۰G', '_921')\n",
      "('C۱۰G', '_1059')\n",
      "('C۱۰G', '_1271')\n",
      "('C۱۰G', '_1365')\n",
      "('C۱۰G', '_1366')\n",
      "('C۱۰G', '_1511')\n",
      "('C۱۰G', '_1532')\n",
      "('C۱۰G', '_1729')\n",
      "('C۱۰G', '_1905')\n",
      "('C۱۰G', '_1966')\n",
      "('C۱۰G', '_2080')\n",
      "('C۱۰G', '_2091')\n",
      "('C۱۰G', '_2125')\n",
      "('C۱۰G', '_2139')\n",
      "('C۱۰G', '_2376')\n",
      "('C۱۰G', '_2381')\n",
      "('C۱۰G', '_2436')\n",
      "('C۱۰G', '_2706')\n",
      "('C۱۰G', '_2806')\n",
      "('C۱۰G', '_2831')\n",
      "('C۱۰G', '_2832')\n",
      "('C۱۰G', '_2833')\n",
      "('C۱۰G', '_2834')\n",
      "('C۱۰G', '_2835')\n",
      "('C۱۰G', '_2839')\n",
      "('C۱۰G', '_2840')\n",
      "('C۱۰G', '_2841')\n",
      "('C۱۰G', '_2842')\n",
      "('C۱۰G', '_2906')\n",
      "('C۱۰G', '_2910')\n",
      "('C۱۰G', '_2958')\n",
      "('C۱۰G', '_3137')\n",
      "('C۱۰G', '_3266')\n",
      "('C۱۰G', '_3267')\n",
      "('C۱۰G', '_3268')\n",
      "('C۱۰G', '_4000')\n",
      "('C۱۰G', '_4286')\n",
      "('C۱۰G', '_4609')\n",
      "('C۱۰G', '_4673')\n",
      "('C۱۰G', '_4871')\n",
      "('C۱۰G', '_5050')\n",
      "('C۱۰G', '_5165')\n",
      "('_219', 'C۰۱C')\n",
      "('C۰۱C', '_817')\n",
      "('C۰۱C', '_5745')\n",
      "('_228', 'B۰۵C')\n",
      "('B۰۵', 'B۰۵C')\n",
      "('B۰۵', 'B۰۵D')\n",
      "('B۰۵', 'B۰۵B')\n",
      "('B۰۵C', '_1227')\n",
      "('B۰۵C', '_2162')\n",
      "('B۰۵C', '_4369')\n",
      "('_229', 'F۰۲C')\n",
      "('F۰۲C', '_3419')\n",
      "('F۰۲C', '_4773')\n",
      "('F۰۲C', '_5478')\n",
      "('F۰۲C', '_5520')\n",
      "('F۰۲C', '_5954')\n",
      "('_233', 'B۰۲C')\n",
      "('B۰۲', 'B۰۲C')\n",
      "('B۰۲', 'B۰۲B')\n",
      "('B۰۲C', '_360')\n",
      "('B۰۲C', '_409')\n",
      "('B۰۲C', '_810')\n",
      "('B۰۲C', '_825')\n",
      "('B۰۲C', '_866')\n",
      "('B۰۲C', '_1082')\n",
      "('B۰۲C', '_1326')\n",
      "('B۰۲C', '_2171')\n",
      "('B۰۲C', '_3192')\n",
      "('B۰۲C', '_4097')\n",
      "('B۰۲C', '_4640')\n",
      "('B۰۲C', '_5667')\n",
      "('_236', 'C۰۷K')\n",
      "('C۰۷K', '_238')\n",
      "('C۰۷K', '_367')\n",
      "('C۰۷K', '_436')\n",
      "('C۰۷K', '_505')\n",
      "('C۰۷K', '_786')\n",
      "('C۰۷K', '_789')\n",
      "('C۰۷K', '_897')\n",
      "('C۰۷K', '_931')\n",
      "('C۰۷K', '_1014')\n",
      "('C۰۷K', '_1028')\n",
      "('C۰۷K', '_1258')\n",
      "('C۰۷K', '_1420')\n",
      "('C۰۷K', '_1455')\n",
      "('C۰۷K', '_1551')\n",
      "('C۰۷K', '_1669')\n",
      "('C۰۷K', '_1801')\n",
      "('C۰۷K', '_1941')\n",
      "('C۰۷K', '_2109')\n",
      "('C۰۷K', '_2126')\n",
      "('C۰۷K', '_2127')\n",
      "('C۰۷K', '_2178')\n",
      "('C۰۷K', '_2220')\n",
      "('C۰۷K', '_2243')\n",
      "('C۰۷K', '_2393')\n",
      "('C۰۷K', '_2550')\n",
      "('C۰۷K', '_2552')\n",
      "('C۰۷K', '_2708')\n",
      "('C۰۷K', '_2709')\n",
      "('C۰۷K', '_2734')\n",
      "('C۰۷K', '_2762')\n",
      "('C۰۷K', '_2890')\n",
      "('C۰۷K', '_3000')\n",
      "('C۰۷K', '_3055')\n",
      "('C۰۷K', '_3088')\n",
      "('C۰۷K', '_3484')\n",
      "('C۰۷K', '_3648')\n",
      "('C۰۷K', '_3685')\n",
      "('C۰۷K', '_3703')\n",
      "('C۰۷K', '_3750')\n",
      "('C۰۷K', '_3821')\n",
      "('C۰۷K', '_4421')\n",
      "('C۰۷K', '_5312')\n",
      "('_237', 'B۶۲D')\n",
      "('B۶۲D', '_1662')\n",
      "('B۶۲D', '_1992')\n",
      "('B۶۲D', '_2484')\n",
      "('B۶۲D', '_2613')\n",
      "('B۶۲D', '_3430')\n",
      "('B۶۲D', '_3593')\n",
      "('B۶۲D', '_5469')\n",
      "('B۶۲D', '_5478')\n",
      "('_240', 'G۰۵D')\n",
      "('G۰۵', 'G۰۵D')\n",
      "('G۰۵', 'G۰۵B')\n",
      "('G۰۵', 'G۰۵F')\n",
      "('G۰۵', 'G۰۵G')\n",
      "('G۰۵D', '_834')\n",
      "('G۰۵D', '_1105')\n",
      "('G۰۵D', '_1228')\n",
      "('G۰۵D', '_1474')\n",
      "('G۰۵D', '_1645')\n",
      "('G۰۵D', '_1787')\n",
      "('G۰۵D', '_2363')\n",
      "('G۰۵D', '_2613')\n",
      "('G۰۵D', '_2875')\n",
      "('G۰۵D', '_2898')\n",
      "('G۰۵D', '_2920')\n",
      "('G۰۵D', '_3240')\n",
      "('G۰۵D', '_3624')\n",
      "('G۰۵D', '_3997')\n",
      "('G۰۵D', '_4188')\n",
      "('G۰۵D', '_5058')\n",
      "('G۰۵D', '_5522')\n",
      "('_241', 'A۴۳B')\n",
      "('A۴۳', 'A۴۳B')\n",
      "('A۴۳', 'A۴۳D')\n",
      "('A۴۳B', '_313')\n",
      "('A۴۳B', '_1215')\n",
      "('A۴۳B', '_2660')\n",
      "('A۴۳B', '_3286')\n",
      "('A۴۳B', '_3544')\n",
      "('A۴۳B', '_3859')\n",
      "('A۴۳B', '_4033')\n",
      "('A۴۳B', '_4307')\n",
      "('A۴۳B', '_5136')\n",
      "('A۴۳B', '_5542')\n",
      "('_242', 'B۲۵B')\n",
      "('B۲۵', 'B۲۵B')\n",
      "('B۲۵', 'B۲۵J')\n",
      "('B۲۵', 'B۲۵G')\n",
      "('B۲۵', 'B۲۵D')\n",
      "('B۲۵', 'B۲۵H')\n",
      "('B۲۵', 'B۲۵C')\n",
      "('B۲۵B', '_686')\n",
      "('B۲۵B', '_884')\n",
      "('B۲۵B', '_1081')\n",
      "('B۲۵B', '_1853')\n",
      "('B۲۵B', '_2196')\n",
      "('B۲۵B', '_2420')\n",
      "('B۲۵B', '_2454')\n",
      "('B۲۵B', '_2490')\n",
      "('B۲۵B', '_2510')\n",
      "('B۲۵B', '_2542')\n",
      "('B۲۵B', '_2558')\n",
      "('B۲۵B', '_2647')\n",
      "('B۲۵B', '_2744')\n",
      "('B۲۵B', '_2817')\n",
      "('B۲۵B', '_2936')\n",
      "('B۲۵B', '_3015')\n",
      "('B۲۵B', '_3016')\n",
      "('B۲۵B', '_3521')\n",
      "('B۲۵B', '_3529')\n",
      "('B۲۵B', '_3547')\n",
      "('B۲۵B', '_3622')\n",
      "('B۲۵B', '_3631')\n",
      "('B۲۵B', '_3732')\n",
      "('B۲۵B', '_3733')\n",
      "('B۲۵B', '_3827')\n",
      "('B۲۵B', '_3871')\n",
      "('B۲۵B', '_3940')\n",
      "('B۲۵B', '_3969')\n",
      "('B۲۵B', '_4007')\n",
      "('B۲۵B', '_4078')\n",
      "('B۲۵B', '_4100')\n",
      "('B۲۵B', '_4122')\n",
      "('B۲۵B', '_4257')\n",
      "('B۲۵B', '_4388')\n",
      "('B۲۵B', '_4501')\n",
      "('B۲۵B', '_4572')\n",
      "('B۲۵B', '_4596')\n",
      "('B۲۵B', '_4606')\n",
      "('B۲۵B', '_4632')\n",
      "('B۲۵B', '_4679')\n",
      "('B۲۵B', '_4682')\n",
      "('B۲۵B', '_4828')\n",
      "('B۲۵B', '_4875')\n",
      "('B۲۵B', '_4908')\n",
      "('B۲۵B', '_4964')\n",
      "('B۲۵B', '_4990')\n",
      "('B۲۵B', '_5018')\n",
      "('B۲۵B', '_5038')\n",
      "('B۲۵B', '_5063')\n",
      "('B۲۵B', '_5132')\n",
      "('B۲۵B', '_5164')\n",
      "('B۲۵B', '_5202')\n",
      "('B۲۵B', '_5203')\n",
      "('B۲۵B', '_5222')\n",
      "('B۲۵B', '_5234')\n",
      "('B۲۵B', '_5251')\n",
      "('B۲۵B', '_5255')\n",
      "('B۲۵B', '_5373')\n",
      "('B۲۵B', '_5432')\n",
      "('B۲۵B', '_5435')\n",
      "('B۲۵B', '_5445')\n",
      "('B۲۵B', '_5456')\n",
      "('B۲۵B', '_5524')\n",
      "('B۲۵B', '_5561')\n",
      "('B۲۵B', '_5637')\n",
      "('B۲۵B', '_5660')\n",
      "('B۲۵B', '_5820')\n",
      "('B۲۵B', '_5828')\n",
      "('B۲۵B', '_5871')\n",
      "('B۲۵B', '_5897')\n",
      "('B۲۵B', '_5901')\n",
      "('B۲۵B', '_5909')\n",
      "('B۲۵B', '_5924')\n",
      "('B۲۵B', '_5969')\n",
      "('_245', 'C۰۳C')\n",
      "('C۰۳', 'C۰۳C')\n",
      "('C۰۳', 'C۰۳B')\n",
      "('C۰۳C', '_317')\n",
      "('C۰۳C', '_902')\n",
      "('C۰۳C', '_1171')\n",
      "('C۰۳C', '_1385')\n",
      "('C۰۳C', '_2281')\n",
      "('C۰۳C', '_2595')\n",
      "('C۰۳C', '_3718')\n",
      "('C۰۳C', '_4057')\n",
      "('C۰۳C', '_4244')\n",
      "('C۰۳C', '_4467')\n",
      "('C۰۳C', '_4923')\n",
      "('_246', 'B۴۳K')\n",
      "('B۴۳', 'B۴۳K')\n",
      "('B۴۳', 'B۴۳L')\n",
      "('B۴۳K', '_2093')\n",
      "('B۴۳K', '_2537')\n",
      "('B۴۳K', '_3743')\n",
      "('_252', 'E۰۳D')\n",
      "('E۰۳', 'E۰۳D')\n",
      "('E۰۳', 'E۰۳B')\n",
      "('E۰۳', 'E۰۳C')\n",
      "('E۰۳', 'E۰۳F')\n",
      "('E۰۳D', '_603')\n",
      "('E۰۳D', '_791')\n",
      "('E۰۳D', '_1217')\n",
      "('E۰۳D', '_1325')\n",
      "('E۰۳D', '_1628')\n",
      "('E۰۳D', '_1996')\n",
      "('E۰۳D', '_4064')\n",
      "('_253', 'A۶۱C')\n",
      "('A۶۱C', '_259')\n",
      "('A۶۱C', '_263')\n",
      "('A۶۱C', '_321')\n",
      "('A۶۱C', '_348')\n",
      "('A۶۱C', '_425')\n",
      "('A۶۱C', '_444')\n",
      "('A۶۱C', '_446')\n",
      "('A۶۱C', '_501')\n",
      "('A۶۱C', '_566')\n",
      "('A۶۱C', '_654')\n",
      "('A۶۱C', '_742')\n",
      "('A۶۱C', '_874')\n",
      "('A۶۱C', '_1075')\n",
      "('A۶۱C', '_1154')\n",
      "('A۶۱C', '_1204')\n",
      "('A۶۱C', '_1425')\n",
      "('A۶۱C', '_1921')\n",
      "('A۶۱C', '_1923')\n",
      "('A۶۱C', '_2043')\n",
      "('A۶۱C', '_2206')\n",
      "('A۶۱C', '_2473')\n",
      "('A۶۱C', '_2564')\n",
      "('A۶۱C', '_2590')\n",
      "('A۶۱C', '_2715')\n",
      "('A۶۱C', '_2974')\n",
      "('A۶۱C', '_2985')\n",
      "('A۶۱C', '_3133')\n",
      "('A۶۱C', '_3158')\n",
      "('A۶۱C', '_3319')\n",
      "('A۶۱C', '_3469')\n",
      "('A۶۱C', '_3640')\n",
      "('A۶۱C', '_3670')\n",
      "('A۶۱C', '_3684')\n",
      "('A۶۱C', '_3779')\n",
      "('A۶۱C', '_3952')\n",
      "('A۶۱C', '_3989')\n",
      "('A۶۱C', '_4050')\n",
      "('A۶۱C', '_4071')\n",
      "('A۶۱C', '_4174')\n",
      "('A۶۱C', '_4201')\n",
      "('A۶۱C', '_4252')\n",
      "('A۶۱C', '_4295')\n",
      "('A۶۱C', '_4432')\n",
      "('A۶۱C', '_4648')\n",
      "('A۶۱C', '_4705')\n",
      "('A۶۱C', '_4926')\n",
      "('A۶۱C', '_5185')\n",
      "('A۶۱C', '_5325')\n",
      "('A۶۱C', '_5365')\n",
      "('A۶۱C', '_5377')\n",
      "('A۶۱C', '_5523')\n",
      "('A۶۱C', '_5585')\n",
      "('A۶۱C', '_5753')\n",
      "('A۶۱C', '_5779')\n",
      "('_254', 'A۲۳C')\n",
      "('A۲۳C', '_538')\n",
      "('A۲۳C', '_854')\n",
      "('A۲۳C', '_1020')\n",
      "('A۲۳C', '_1654')\n",
      "('A۲۳C', '_1855')\n",
      "('A۲۳C', '_2053')\n",
      "('A۲۳C', '_2612')\n",
      "('A۲۳C', '_3052')\n",
      "('A۲۳C', '_3061')\n",
      "('A۲۳C', '_3687')\n",
      "('A۲۳C', '_3712')\n",
      "('A۲۳C', '_3713')\n",
      "('A۲۳C', '_3829')\n",
      "('A۲۳C', '_3850')\n",
      "('A۲۳C', '_4017')\n",
      "('A۲۳C', '_4040')\n",
      "('A۲۳C', '_4305')\n",
      "('A۲۳C', '_4348')\n",
      "('A۲۳C', '_5874')\n",
      "('_258', 'F۲۴F')\n",
      "('F۲۴F', '_414')\n",
      "('F۲۴F', '_766')\n",
      "('F۲۴F', '_784')\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('F۲۴F', '_1474')\n",
      "('F۲۴F', '_1892')\n",
      "('F۲۴F', '_2301')\n",
      "('F۲۴F', '_2361')\n",
      "('F۲۴F', '_2701')\n",
      "('F۲۴F', '_2961')\n",
      "('F۲۴F', '_3095')\n",
      "('F۲۴F', '_3188')\n",
      "('F۲۴F', '_3272')\n",
      "('F۲۴F', '_3613')\n",
      "('F۲۴F', '_3867')\n",
      "('F۲۴F', '_3873')\n",
      "('F۲۴F', '_4033')\n",
      "('F۲۴F', '_4043')\n",
      "('F۲۴F', '_4060')\n",
      "('F۲۴F', '_4088')\n",
      "('F۲۴F', '_4314')\n",
      "('F۲۴F', '_4323')\n",
      "('F۲۴F', '_5285')\n",
      "('_265', 'F۲۴H')\n",
      "('F۲۴H', '_310')\n",
      "('F۲۴H', '_622')\n",
      "('F۲۴H', '_940')\n",
      "('F۲۴H', '_945')\n",
      "('F۲۴H', '_992')\n",
      "('F۲۴H', '_1166')\n",
      "('F۲۴H', '_1905')\n",
      "('F۲۴H', '_2194')\n",
      "('F۲۴H', '_2480')\n",
      "('F۲۴H', '_2640')\n",
      "('F۲۴H', '_2845')\n",
      "('F۲۴H', '_3368')\n",
      "('F۲۴H', '_3383')\n",
      "('F۲۴H', '_3744')\n",
      "('F۲۴H', '_3891')\n",
      "('F۲۴H', '_3930')\n",
      "('F۲۴H', '_4914')\n",
      "('F۲۴H', '_4999')\n",
      "('F۲۴H', '_5425')\n",
      "('F۲۴H', '_5653')\n",
      "('_267', 'F۰۱N')\n",
      "('_267', 'H۰۱L')\n",
      "('F۰۱N', '_572')\n",
      "('F۰۱N', '_2057')\n",
      "('F۰۱N', '_2317')\n",
      "('F۰۱N', '_2461')\n",
      "('F۰۱N', '_2970')\n",
      "('F۰۱N', '_3653')\n",
      "('F۰۱N', '_4303')\n",
      "('H۰۱L', '_487')\n",
      "('H۰۱L', '_1162')\n",
      "('H۰۱L', '_1214')\n",
      "('H۰۱L', '_1351')\n",
      "('H۰۱L', '_1371')\n",
      "('H۰۱L', '_1375')\n",
      "('H۰۱L', '_1528')\n",
      "('H۰۱L', '_1815')\n",
      "('H۰۱L', '_1937')\n",
      "('H۰۱L', '_2065')\n",
      "('H۰۱L', '_2202')\n",
      "('H۰۱L', '_2378')\n",
      "('H۰۱L', '_2410')\n",
      "('H۰۱L', '_2447')\n",
      "('H۰۱L', '_2470')\n",
      "('H۰۱L', '_2905')\n",
      "('H۰۱L', '_2932')\n",
      "('H۰۱L', '_2970')\n",
      "('H۰۱L', '_3523')\n",
      "('H۰۱L', '_3525')\n",
      "('H۰۱L', '_3532')\n",
      "('H۰۱L', '_3717')\n",
      "('H۰۱L', '_3777')\n",
      "('H۰۱L', '_3780')\n",
      "('H۰۱L', '_3836')\n",
      "('H۰۱L', '_4079')\n",
      "('H۰۱L', '_4099')\n",
      "('H۰۱L', '_4154')\n",
      "('H۰۱L', '_4227')\n",
      "('H۰۱L', '_4272')\n",
      "('H۰۱L', '_4457')\n",
      "('H۰۱L', '_4659')\n",
      "('H۰۱L', '_4756')\n",
      "('H۰۱L', '_4854')\n",
      "('H۰۱L', '_5016')\n",
      "('H۰۱L', '_5078')\n",
      "('H۰۱L', '_5111')\n",
      "('H۰۱L', '_5112')\n",
      "('H۰۱L', '_5113')\n",
      "('H۰۱L', '_5114')\n",
      "('H۰۱L', '_5115')\n",
      "('H۰۱L', '_5196')\n",
      "('H۰۱L', '_5316')\n",
      "('_269', 'F۱۶F')\n",
      "('F۱۶F', '_715')\n",
      "('F۱۶F', '_976')\n",
      "('F۱۶F', '_1194')\n",
      "('F۱۶F', '_1444')\n",
      "('F۱۶F', '_1463')\n",
      "('F۱۶F', '_1566')\n",
      "('F۱۶F', '_1703')\n",
      "('F۱۶F', '_1931')\n",
      "('F۱۶F', '_2143')\n",
      "('F۱۶F', '_2144')\n",
      "('F۱۶F', '_2412')\n",
      "('F۱۶F', '_2611')\n",
      "('F۱۶F', '_3017')\n",
      "('F۱۶F', '_3064')\n",
      "('F۱۶F', '_3460')\n",
      "('F۱۶F', '_3818')\n",
      "('F۱۶F', '_4114')\n",
      "('F۱۶F', '_4269')\n",
      "('F۱۶F', '_4490')\n",
      "('F۱۶F', '_4508')\n",
      "('F۱۶F', '_5126')\n",
      "('_270', 'A۲۳G')\n",
      "('A۲۳G', '_479')\n",
      "('A۲۳G', '_670')\n",
      "('A۲۳G', '_1491')\n",
      "('A۲۳G', '_1550')\n",
      "('A۲۳G', '_2599')\n",
      "('A۲۳G', '_2732')\n",
      "('A۲۳G', '_2771')\n",
      "('A۲۳G', '_2965')\n",
      "('A۲۳G', '_3312')\n",
      "('A۲۳G', '_3502')\n",
      "('A۲۳G', '_3758')\n",
      "('A۲۳G', '_4193')\n",
      "('A۲۳G', '_4308')\n",
      "('A۲۳G', '_5105')\n",
      "('A۲۳G', '_5297')\n",
      "('_271', 'F۰۱D')\n",
      "('_271', 'B۸۱B')\n",
      "('F۰۱D', '_1029')\n",
      "('F۰۱D', '_2148')\n",
      "('F۰۱D', '_3392')\n",
      "('F۰۱D', '_3419')\n",
      "('F۰۱D', '_4544')\n",
      "('B۸۱', 'B۸۱B')\n",
      "('B۸۱', 'B۸۱C')\n",
      "('B۸۱B', '_1469')\n",
      "('B۸۱B', '_2020')\n",
      "('B۸۱B', '_4927')\n",
      "('_274', 'C۲۱D')\n",
      "('_274', 'B۲۱B')\n",
      "('C۲۱', 'C۲۱D')\n",
      "('C۲۱', 'C۲۱C')\n",
      "('C۲۱', 'C۲۱B')\n",
      "('C۲۱D', '_305')\n",
      "('C۲۱D', '_754')\n",
      "('C۲۱D', '_920')\n",
      "('C۲۱D', '_1362')\n",
      "('C۲۱D', '_1988')\n",
      "('C۲۱D', '_3390')\n",
      "('C۲۱D', '_4868')\n",
      "('C۲۱D', '_5150')\n",
      "('C۲۱D', '_5207')\n",
      "('B۲۱B', '_384')\n",
      "('B۲۱B', '_819')\n",
      "('B۲۱B', '_1891')\n",
      "('B۲۱B', '_2392')\n",
      "('B۲۱B', '_2512')\n",
      "('B۲۱B', '_2755')\n",
      "('B۲۱B', '_2826')\n",
      "('B۲۱B', '_3813')\n",
      "('B۲۱B', '_4167')\n",
      "('B۲۱B', '_4203')\n",
      "('B۲۱B', '_4407')\n",
      "('B۲۱B', '_4704')\n",
      "('B۲۱B', '_4966')\n",
      "('B۲۱B', '_5008')\n",
      "('B۲۱B', '_5063')\n",
      "('B۲۱B', '_5142')\n",
      "('B۲۱B', '_5226')\n",
      "('B۲۱B', '_5293')\n",
      "('B۲۱B', '_5507')\n",
      "('B۲۱B', '_5648')\n",
      "('B۲۱B', '_5749')\n",
      "('B۲۱B', '_5770')\n",
      "('B۲۱B', '_5775')\n",
      "('B۲۱B', '_5896')\n",
      "('B۲۱B', '_5952')\n",
      "('_279', 'C۲۳C')\n",
      "('C۲۳', 'C۲۳C')\n",
      "('C۲۳', 'C۲۳F')\n",
      "('C۲۳', 'C۲۳G')\n",
      "('C۲۳C', '_407')\n",
      "('C۲۳C', '_462')\n",
      "('C۲۳C', '_500')\n",
      "('C۲۳C', '_798')\n",
      "('C۲۳C', '_920')\n",
      "('C۲۳C', '_1074')\n",
      "('C۲۳C', '_1083')\n",
      "('C۲۳C', '_1223')\n",
      "('C۲۳C', '_1254')\n",
      "('C۲۳C', '_1362')\n",
      "('C۲۳C', '_1570')\n",
      "('C۲۳C', '_1652')\n",
      "('C۲۳C', '_1749')\n",
      "('C۲۳C', '_1810')\n",
      "('C۲۳C', '_1861')\n",
      "('C۲۳C', '_2177')\n",
      "('C۲۳C', '_2229')\n",
      "('C۲۳C', '_2810')\n",
      "('C۲۳C', '_2959')\n",
      "('C۲۳C', '_3126')\n",
      "('C۲۳C', '_3302')\n",
      "('C۲۳C', '_3349')\n",
      "('C۲۳C', '_3517')\n",
      "('C۲۳C', '_3875')\n",
      "('C۲۳C', '_3907')\n",
      "('C۲۳C', '_4157')\n",
      "('C۲۳C', '_4243')\n",
      "('C۲۳C', '_4803')\n",
      "('C۲۳C', '_5515')\n",
      "('C۲۳C', '_5650')\n",
      "('_283', 'H۰۱F')\n",
      "('_283', 'B۲۲F')\n",
      "('H۰۱F', '_1942')\n",
      "('H۰۱F', '_2120')\n",
      "('H۰۱F', '_2584')\n",
      "('H۰۱F', '_3791')\n",
      "('H۰۱F', '_4166')\n",
      "('H۰۱F', '_5073')\n",
      "('H۰۱F', '_5083')\n",
      "('B۲۲F', '_1254')\n",
      "('B۲۲F', '_1424')\n",
      "('B۲۲F', '_1571')\n",
      "('B۲۲F', '_1681')\n",
      "('B۲۲F', '_1848')\n",
      "('B۲۲F', '_2225')\n",
      "('B۲۲F', '_2573')\n",
      "('B۲۲F', '_2863')\n",
      "('B۲۲F', '_3490')\n",
      "('B۲۲F', '_3595')\n",
      "('_285', 'B۶۰Q')\n",
      "('B۶۰Q', '_1213')\n",
      "('B۶۰Q', '_1617')\n",
      "('B۶۰Q', '_1965')\n",
      "('B۶۰Q', '_2118')\n",
      "('B۶۰Q', '_3972')\n",
      "('_288', 'H۰۴L')\n",
      "('H۰۴L', '_504')\n",
      "('H۰۴L', '_787')\n",
      "('H۰۴L', '_797')\n",
      "('H۰۴L', '_1051')\n",
      "('H۰۴L', '_1312')\n",
      "('H۰۴L', '_1705')\n",
      "('H۰۴L', '_1870')\n",
      "('H۰۴L', '_2619')\n",
      "('H۰۴L', '_2809')\n",
      "('H۰۴L', '_3057')\n",
      "('H۰۴L', '_3534')\n",
      "('H۰۴L', '_4038')\n",
      "('H۰۴L', '_5080')\n",
      "('_299', 'E۰۵B')\n",
      "('E۰۵', 'E۰۵B')\n",
      "('E۰۵', 'E۰۵F')\n",
      "('E۰۵', 'E۰۵G')\n",
      "('E۰۵', 'E۰۵D')\n",
      "('E۰۵', 'E۰۵C')\n",
      "('E۰۵B', '_737')\n",
      "('E۰۵B', '_838')\n",
      "('E۰۵B', '_1179')\n",
      "('E۰۵B', '_1180')\n",
      "('E۰۵B', '_1783')\n",
      "('E۰۵B', '_1795')\n",
      "('E۰۵B', '_1897')\n",
      "('E۰۵B', '_2009')\n",
      "('E۰۵B', '_2103')\n",
      "('E۰۵B', '_2184')\n",
      "('E۰۵B', '_2408')\n",
      "('E۰۵B', '_2481')\n",
      "('E۰۵B', '_3094')\n",
      "('E۰۵B', '_3579')\n",
      "('E۰۵B', '_4126')\n",
      "('E۰۵B', '_4334')\n",
      "('E۰۵B', '_4611')\n",
      "('E۰۵B', '_4965')\n",
      "('E۰۵B', '_5761')\n",
      "('_300', 'H۰۵K')\n",
      "('H۰۵K', '_711')\n",
      "('H۰۵K', '_1355')\n",
      "('H۰۵K', '_2371')\n",
      "('_301', 'A۴۷K')\n",
      "('A۴۷K', '_319')\n",
      "('A۴۷K', '_427')\n",
      "('A۴۷K', '_454')\n",
      "('A۴۷K', '_852')\n",
      "('A۴۷K', '_1170')\n",
      "('A۴۷K', '_1325')\n",
      "('A۴۷K', '_1560')\n",
      "('A۴۷K', '_1605')\n",
      "('A۴۷K', '_1648')\n",
      "('A۴۷K', '_1743')\n",
      "('A۴۷K', '_1878')\n",
      "('A۴۷K', '_2112')\n",
      "('A۴۷K', '_2223')\n",
      "('A۴۷K', '_2345')\n",
      "('A۴۷K', '_2377')\n",
      "('A۴۷K', '_2524')\n",
      "('A۴۷K', '_2684')\n",
      "('A۴۷K', '_2751')\n",
      "('A۴۷K', '_2819')\n",
      "('A۴۷K', '_3139')\n",
      "('A۴۷K', '_3445')\n",
      "('A۴۷K', '_3459')\n",
      "('A۴۷K', '_3479')\n",
      "('A۴۷K', '_3533')\n",
      "('A۴۷K', '_3651')\n",
      "('A۴۷K', '_3752')\n",
      "('A۴۷K', '_4497')\n",
      "('A۴۷K', '_4595')\n",
      "('A۴۷K', '_4711')\n",
      "('A۴۷K', '_5067')\n",
      "('A۴۷K', '_5375')\n",
      "('A۴۷K', '_5393')\n",
      "('_303', 'G۰۶G')\n",
      "('G۰۶G', '_3159')\n",
      "('G۰۶G', '_4594')\n",
      "('_304', 'B۲۳K')\n",
      "('B۲۳', 'B۲۳K')\n",
      "('B۲۳', 'B۲۳Q')\n",
      "('B۲۳', 'B۲۳B')\n",
      "('B۲۳', 'B۲۳H')\n",
      "('B۲۳', 'B۲۳D')\n",
      "('B۲۳', 'B۲۳C')\n",
      "('B۲۳', 'B۲۳P')\n",
      "('B۲۳K', '_380')\n",
      "('B۲۳K', '_399')\n",
      "('B۲۳K', '_1128')\n",
      "('B۲۳K', '_1133')\n",
      "('B۲۳K', '_1432')\n",
      "('B۲۳K', '_1470')\n",
      "('B۲۳K', '_1482')\n",
      "('B۲۳K', '_1697')\n",
      "('B۲۳K', '_1804')\n",
      "('B۲۳K', '_2181')\n",
      "('B۲۳K', '_2265')\n",
      "('B۲۳K', '_2313')\n",
      "('B۲۳K', '_2737')\n",
      "('B۲۳K', '_3044')\n",
      "('B۲۳K', '_3287')\n",
      "('B۲۳K', '_3349')\n",
      "('B۲۳K', '_3562')\n",
      "('B۲۳K', '_3583')\n",
      "('B۲۳K', '_3695')\n",
      "('B۲۳K', '_3856')\n",
      "('B۲۳K', '_3983')\n",
      "('B۲۳K', '_4254')\n",
      "('B۲۳K', '_4362')\n",
      "('B۲۳K', '_4731')\n",
      "('B۲۳K', '_4788')\n",
      "('B۲۳K', '_4950')\n",
      "('B۲۳K', '_5156')\n",
      "('B۲۳K', '_5192')\n",
      "('B۲۳K', '_5290')\n",
      "('_312', 'A۶۳C')\n",
      "('A۶۳C', '_1026')\n",
      "('A۶۳C', '_1985')\n",
      "('_314', 'G۰۱F')\n",
      "('G۰۱F', '_477')\n",
      "('G۰۱F', '_555')\n",
      "('G۰۱F', '_725')\n",
      "('G۰۱F', '_1023')\n",
      "('G۰۱F', '_1285')\n",
      "('G۰۱F', '_1346')\n",
      "('G۰۱F', '_2160')\n",
      "('G۰۱F', '_2218')\n",
      "('G۰۱F', '_2300')\n",
      "('G۰۱F', '_2694')\n",
      "('G۰۱F', '_2977')\n",
      "('G۰۱F', '_3041')\n",
      "('G۰۱F', '_3323')\n",
      "('G۰۱F', '_3417')\n",
      "('G۰۱F', '_3691')\n",
      "('G۰۱F', '_3890')\n",
      "('G۰۱F', '_4066')\n",
      "('G۰۱F', '_4380')\n",
      "('G۰۱F', '_5434')\n",
      "('G۰۱F', '_5569')\n",
      "('_318', 'F۱۶M')\n",
      "('_318', 'B۶۶F')\n",
      "('F۱۶M', '_836')\n",
      "('F۱۶M', '_1250')\n",
      "('F۱۶M', '_1432')\n",
      "('F۱۶M', '_3844')\n",
      "('B۶۶', 'B۶۶F')\n",
      "('B۶۶', 'B۶۶B')\n",
      "('B۶۶', 'B۶۶D')\n",
      "('B۶۶', 'B۶۶C')\n",
      "('B۶۶F', '_645')\n",
      "('B۶۶F', '_1195')\n",
      "('B۶۶F', '_2328')\n",
      "('B۶۶F', '_2692')\n",
      "('B۶۶F', '_4259')\n",
      "('_327', 'C۱۰L')\n",
      "('C۱۰L', '_467')\n",
      "('C۱۰L', '_635')\n",
      "('C۱۰L', '_1506')\n",
      "('C۱۰L', '_1532')\n",
      "('C۱۰L', '_1616')\n",
      "('C۱۰L', '_1900')\n",
      "('C۱۰L', '_2090')\n",
      "('C۱۰L', '_2632')\n",
      "('C۱۰L', '_2710')\n",
      "('C۱۰L', '_3109')\n",
      "('C۱۰L', '_3482')\n",
      "('C۱۰L', '_3538')\n",
      "('C۱۰L', '_3557')\n",
      "('C۱۰L', '_4451')\n",
      "('C۱۰L', '_5070')\n",
      "('_328', 'C۱۲P')\n",
      "('C۱۲P', '_472')\n",
      "('C۱۲P', '_1020')\n",
      "('C۱۲P', '_1169')\n",
      "('C۱۲P', '_1222')\n",
      "('C۱۲P', '_1706')\n",
      "('C۱۲P', '_1841')\n",
      "('C۱۲P', '_2432')\n",
      "('C۱۲P', '_2571')\n",
      "('C۱۲P', '_2730')\n",
      "('C۱۲P', '_2880')\n",
      "('C۱۲P', '_3282')\n",
      "('C۱۲P', '_3437')\n",
      "('C۱۲P', '_3731')\n",
      "('C۱۲P', '_3834')\n",
      "('C۱۲P', '_4002')\n",
      "('C۱۲P', '_5436')\n",
      "('_335', 'D۰۶H')\n",
      "('D۰۶H', '_3346')\n",
      "('_344', 'F۴۱B')\n",
      "('_344', 'H۰۵H')\n",
      "('F۴۱', 'F۴۱B')\n",
      "('F۴۱', 'F۴۱G')\n",
      "('F۴۱', 'F۴۱A')\n",
      "('F۴۱', 'F۴۱C')\n",
      "('F۴۱', 'F۴۱H')\n",
      "('F۴۱B', '_2452')\n",
      "('F۴۱B', '_3191')\n",
      "('F۴۱B', '_3337')\n",
      "('F۴۱B', '_3565')\n",
      "('F۴۱B', '_3909')\n",
      "('F۴۱B', '_4882')\n",
      "('F۴۱B', '_5200')\n",
      "('H۰۵H', '_588')\n",
      "('H۰۵H', '_1302')\n",
      "('H۰۵H', '_1850')\n",
      "('_346', 'G۰۵B')\n",
      "('_346', 'G۰۶N')\n",
      "('G۰۵B', '_483')\n",
      "('G۰۵B', '_638')\n",
      "('G۰۵B', '_759')\n",
      "('G۰۵B', '_828')\n",
      "('G۰۵B', '_870')\n",
      "('G۰۵B', '_890')\n",
      "('G۰۵B', '_941')\n",
      "('G۰۵B', '_985')\n",
      "('G۰۵B', '_1039')\n",
      "('G۰۵B', '_1358')\n",
      "('G۰۵B', '_1369')\n",
      "('G۰۵B', '_1379')\n",
      "('G۰۵B', '_1515')\n",
      "('G۰۵B', '_1756')\n",
      "('G۰۵B', '_1797')\n",
      "('G۰۵B', '_1840')\n",
      "('G۰۵B', '_1842')\n",
      "('G۰۵B', '_1959')\n",
      "('G۰۵B', '_1973')\n",
      "('G۰۵B', '_1982')\n",
      "('G۰۵B', '_2158')\n",
      "('G۰۵B', '_2191')\n",
      "('G۰۵B', '_2203')\n",
      "('G۰۵B', '_2233')\n",
      "('G۰۵B', '_2241')\n",
      "('G۰۵B', '_2433')\n",
      "('G۰۵B', '_2569')\n",
      "('G۰۵B', '_2647')\n",
      "('G۰۵B', '_2680')\n",
      "('G۰۵B', '_2687')\n",
      "('G۰۵B', '_2797')\n",
      "('G۰۵B', '_2920')\n",
      "('G۰۵B', '_2928')\n",
      "('G۰۵B', '_3013')\n",
      "('G۰۵B', '_3069')\n",
      "('G۰۵B', '_3091')\n",
      "('G۰۵B', '_3121')\n",
      "('G۰۵B', '_3167')\n",
      "('G۰۵B', '_3273')\n",
      "('G۰۵B', '_3393')\n",
      "('G۰۵B', '_3428')\n",
      "('G۰۵B', '_3431')\n",
      "('G۰۵B', '_3432')\n",
      "('G۰۵B', '_3435')\n",
      "('G۰۵B', '_3516')\n",
      "('G۰۵B', '_3576')\n",
      "('G۰۵B', '_3579')\n",
      "('G۰۵B', '_3639')\n",
      "('G۰۵B', '_3655')\n",
      "('G۰۵B', '_3682')\n",
      "('G۰۵B', '_3700')\n",
      "('G۰۵B', '_3746')\n",
      "('G۰۵B', '_3762')\n",
      "('G۰۵B', '_3768')\n",
      "('G۰۵B', '_3769')\n",
      "('G۰۵B', '_3861')\n",
      "('G۰۵B', '_3863')\n",
      "('G۰۵B', '_3868')\n",
      "('G۰۵B', '_3940')\n",
      "('G۰۵B', '_3947')\n",
      "('G۰۵B', '_3975')\n",
      "('G۰۵B', '_3988')\n",
      "('G۰۵B', '_3999')\n",
      "('G۰۵B', '_4215')\n",
      "('G۰۵B', '_4219')\n",
      "('G۰۵B', '_4228')\n",
      "('G۰۵B', '_4272')\n",
      "('G۰۵B', '_4289')\n",
      "('G۰۵B', '_4334')\n",
      "('G۰۵B', '_4337')\n",
      "('G۰۵B', '_4369')\n",
      "('G۰۵B', '_4438')\n",
      "('G۰۵B', '_4448')\n",
      "('G۰۵B', '_4453')\n",
      "('G۰۵B', '_4476')\n",
      "('G۰۵B', '_4477')\n",
      "('G۰۵B', '_4488')\n",
      "('G۰۵B', '_4489')\n",
      "('G۰۵B', '_4506')\n",
      "('G۰۵B', '_4510')\n",
      "('G۰۵B', '_4546')\n",
      "('G۰۵B', '_4547')\n",
      "('G۰۵B', '_4548')\n",
      "('G۰۵B', '_4580')\n",
      "('G۰۵B', '_4582')\n",
      "('G۰۵B', '_4587')\n",
      "('G۰۵B', '_4610')\n",
      "('G۰۵B', '_4631')\n",
      "('G۰۵B', '_4634')\n",
      "('G۰۵B', '_4657')\n",
      "('G۰۵B', '_4663')\n",
      "('G۰۵B', '_4668')\n",
      "('G۰۵B', '_4683')\n",
      "('G۰۵B', '_4685')\n",
      "('G۰۵B', '_4710')\n",
      "('G۰۵B', '_4730')\n",
      "('G۰۵B', '_4745')\n",
      "('G۰۵B', '_4762')\n",
      "('G۰۵B', '_4799')\n",
      "('G۰۵B', '_4811')\n",
      "('G۰۵B', '_4813')\n",
      "('G۰۵B', '_4814')\n",
      "('G۰۵B', '_4836')\n",
      "('G۰۵B', '_4839')\n",
      "('G۰۵B', '_4841')\n",
      "('G۰۵B', '_4879')\n",
      "('G۰۵B', '_4922')\n",
      "('G۰۵B', '_4940')\n",
      "('G۰۵B', '_4946')\n",
      "('G۰۵B', '_4981')\n",
      "('G۰۵B', '_4997')\n",
      "('G۰۵B', '_5043')\n",
      "('G۰۵B', '_5054')\n",
      "('G۰۵B', '_5065')\n",
      "('G۰۵B', '_5090')\n",
      "('G۰۵B', '_5170')\n",
      "('G۰۵B', '_5179')\n",
      "('G۰۵B', '_5204')\n",
      "('G۰۵B', '_5245')\n",
      "('G۰۵B', '_5261')\n",
      "('G۰۵B', '_5276')\n",
      "('G۰۵B', '_5285')\n",
      "('G۰۵B', '_5286')\n",
      "('G۰۵B', '_5289')\n",
      "('G۰۵B', '_5292')\n",
      "('G۰۵B', '_5318')\n",
      "('G۰۵B', '_5324')\n",
      "('G۰۵B', '_5379')\n",
      "('G۰۵B', '_5382')\n",
      "('G۰۵B', '_5394')\n",
      "('G۰۵B', '_5399')\n",
      "('G۰۵B', '_5417')\n",
      "('G۰۵B', '_5424')\n",
      "('G۰۵B', '_5429')\n",
      "('G۰۵B', '_5433')\n",
      "('G۰۵B', '_5453')\n",
      "('G۰۵B', '_5461')\n",
      "('G۰۵B', '_5464')\n",
      "('G۰۵B', '_5483')\n",
      "('G۰۵B', '_5490')\n",
      "('G۰۵B', '_5492')\n",
      "('G۰۵B', '_5529')\n",
      "('G۰۵B', '_5531')\n",
      "('G۰۵B', '_5553')\n",
      "('G۰۵B', '_5575')\n",
      "('G۰۵B', '_5576')\n",
      "('G۰۵B', '_5580')\n",
      "('G۰۵B', '_5589')\n",
      "('G۰۵B', '_5597')\n",
      "('G۰۵B', '_5604')\n",
      "('G۰۵B', '_5626')\n",
      "('G۰۵B', '_5629')\n",
      "('G۰۵B', '_5641')\n",
      "('G۰۵B', '_5644')\n",
      "('G۰۵B', '_5650')\n",
      "('G۰۵B', '_5700')\n",
      "('G۰۵B', '_5718')\n",
      "('G۰۵B', '_5748')\n",
      "('G۰۵B', '_5750')\n",
      "('G۰۵B', '_5751')\n",
      "('G۰۵B', '_5756')\n",
      "('G۰۵B', '_5767')\n",
      "('G۰۵B', '_5780')\n",
      "('G۰۵B', '_5809')\n",
      "('G۰۵B', '_5817')\n",
      "('G۰۵B', '_5822')\n",
      "('G۰۵B', '_5827')\n",
      "('G۰۵B', '_5852')\n",
      "('G۰۵B', '_5867')\n",
      "('G۰۵B', '_5898')\n",
      "('G۰۵B', '_5905')\n",
      "('G۰۵B', '_5918')\n",
      "('G۰۵B', '_5934')\n",
      "('G۰۵B', '_5947')\n",
      "('G۰۵B', '_5957')\n",
      "('G۰۵B', '_5964')\n",
      "('G۰۵B', '_5972')\n",
      "('G۰۵B', '_5978')\n",
      "('G۰۵B', '_5984')\n",
      "('G۰۶N', '_2787')\n",
      "('G۰۶N', '_3973')\n",
      "('_347', 'A۲۴D')\n",
      "('A۲۴', 'A۲۴D')\n",
      "('A۲۴', 'A۲۴F')\n",
      "('A۲۴', 'A۲۴B')\n",
      "('_351', 'G۰۹B')\n",
      "('G۰۹', 'G۰۹B')\n",
      "('G۰۹', 'G۰۹F')\n",
      "('G۰۹', 'G۰۹G')\n",
      "('G۰۹B', '_796')\n",
      "('G۰۹B', '_889')\n",
      "('G۰۹B', '_1036')\n",
      "('G۰۹B', '_1253')\n",
      "('G۰۹B', '_1279')\n",
      "('G۰۹B', '_1416')\n",
      "('G۰۹B', '_1820')\n",
      "('G۰۹B', '_1936')\n",
      "('G۰۹B', '_1961')\n",
      "('G۰۹B', '_2237')\n",
      "('G۰۹B', '_2278')\n",
      "('G۰۹B', '_2279')\n",
      "('G۰۹B', '_2305')\n",
      "('G۰۹B', '_2647')\n",
      "('G۰۹B', '_3003')\n",
      "('G۰۹B', '_3032')\n",
      "('G۰۹B', '_3058')\n",
      "('G۰۹B', '_3069')\n",
      "('G۰۹B', '_3113')\n",
      "('G۰۹B', '_3292')\n",
      "('G۰۹B', '_3786')\n",
      "('G۰۹B', '_3814')\n",
      "('G۰۹B', '_3826')\n",
      "('G۰۹B', '_3901')\n",
      "('G۰۹B', '_3975')\n",
      "('G۰۹B', '_4030')\n",
      "('G۰۹B', '_4356')\n",
      "('G۰۹B', '_4477')\n",
      "('G۰۹B', '_4510')\n",
      "('G۰۹B', '_4513')\n",
      "('G۰۹B', '_4541')\n",
      "('G۰۹B', '_4637')\n",
      "('G۰۹B', '_5019')\n",
      "('G۰۹B', '_5053')\n",
      "('G۰۹B', '_5125')\n",
      "('G۰۹B', '_5168')\n",
      "('G۰۹B', '_5260')\n",
      "('G۰۹B', '_5361')\n",
      "('G۰۹B', '_5379')\n",
      "('G۰۹B', '_5404')\n",
      "('G۰۹B', '_5476')\n",
      "('G۰۹B', '_5481')\n",
      "('G۰۹B', '_5490')\n",
      "('G۰۹B', '_5540')\n",
      "('G۰۹B', '_5570')\n",
      "('G۰۹B', '_5712')\n",
      "('G۰۹B', '_5740')\n",
      "('G۰۹B', '_5816')\n",
      "('G۰۹B', '_5970')\n",
      "('_352', 'B۲۹D')\n",
      "('B۲۹D', '_4149')\n",
      "('_357', 'D۰۶B')\n",
      "('D۰۶B', '_664')\n",
      "('D۰۶B', '_1270')\n",
      "('D۰۶B', '_1722')\n",
      "('_359', 'B۶۵B')\n",
      "('_359', 'B۶۵H')\n",
      "('B۶۵B', '_426')\n",
      "('B۶۵B', '_709')\n",
      "('B۶۵B', '_831')\n",
      "('B۶۵B', '_833')\n",
      "('B۶۵B', '_886')\n",
      "('B۶۵B', '_2490')\n",
      "('B۶۵B', '_2534')\n",
      "('B۶۵B', '_2685')\n",
      "('B۶۵B', '_2686')\n",
      "('B۶۵B', '_2784')\n",
      "('B۶۵B', '_3163')\n",
      "('B۶۵B', '_3395')\n",
      "('B۶۵B', '_3979')\n",
      "('B۶۵B', '_4134')\n",
      "('B۶۵B', '_4761')\n",
      "('B۶۵B', '_5116')\n",
      "('B۶۵B', '_5830')\n",
      "('B۶۵B', '_5844')\n",
      "('B۶۵B', '_5936')\n",
      "('B۶۵H', '_3357')\n",
      "('B۶۵H', '_4135')\n",
      "('B۶۵H', '_4561')\n",
      "('B۶۵H', '_5004')\n",
      "('_362', 'E۰۲B')\n",
      "('E۰۲B', '_638')\n",
      "('E۰۲B', '_1117')\n",
      "('E۰۲B', '_3253')\n",
      "('E۰۲B', '_3313')\n",
      "('E۰۲B', '_3492')\n",
      "('E۰۲B', '_3740')\n",
      "('E۰۲B', '_4092')\n",
      "('E۰۲B', '_4489')\n",
      "('E۰۲B', '_5100')\n",
      "('E۰۲B', '_5237')\n",
      "('E۰۲B', '_5528')\n",
      "('E۰۲B', '_5554')\n",
      "('_366', 'C۲۲C')\n",
      "('C۲۲C', '_407')\n",
      "('C۲۲C', '_698')\n",
      "('C۲۲C', '_798')\n",
      "('C۲۲C', '_920')\n",
      "('C۲۲C', '_1181')\n",
      "('C۲۲C', '_1361')\n",
      "('C۲۲C', '_1604')\n",
      "('C۲۲C', '_1988')\n",
      "('C۲۲C', '_2189')\n",
      "('C۲۲C', '_2201')\n",
      "('C۲۲C', '_2225')\n",
      "('C۲۲C', '_2364')\n",
      "('C۲۲C', '_2463')\n",
      "('C۲۲C', '_2541')\n",
      "('C۲۲C', '_2573')\n",
      "('C۲۲C', '_2876')\n",
      "('C۲۲C', '_3235')\n",
      "('C۲۲C', '_3302')\n",
      "('C۲۲C', '_3404')\n",
      "('C۲۲C', '_3490')\n",
      "('C۲۲C', '_3627')\n",
      "('C۲۲C', '_3676')\n",
      "('C۲۲C', '_3690')\n",
      "('C۲۲C', '_4210')\n",
      "('C۲۲C', '_4251')\n",
      "('C۲۲C', '_4868')\n",
      "('C۲۲C', '_5032')\n",
      "('C۲۲C', '_5150')\n",
      "('_368', 'B۶۴D')\n",
      "('B۶۴D', '_463')\n",
      "('B۶۴D', '_1273')\n",
      "('B۶۴D', '_2437')\n",
      "('B۶۴D', '_3298')\n",
      "('B۶۴D', '_3572')\n",
      "('B۶۴D', '_4220')\n",
      "('_372', 'F۰۱B')\n",
      "('F۰۱B', '_435')\n",
      "('F۰۱B', '_802')\n",
      "('F۰۱B', '_1065')\n",
      "('F۰۱B', '_1304')\n",
      "('F۰۱B', '_1409')\n",
      "('F۰۱B', '_1601')\n",
      "('F۰۱B', '_1606')\n",
      "('F۰۱B', '_1938')\n",
      "('F۰۱B', '_1959')\n",
      "('F۰۱B', '_2040')\n",
      "('F۰۱B', '_2158')\n",
      "('F۰۱B', '_2175')\n",
      "('F۰۱B', '_2391')\n",
      "('F۰۱B', '_2395')\n",
      "('F۰۱B', '_2433')\n",
      "('F۰۱B', '_2569')\n",
      "('F۰۱B', '_2591')\n",
      "('F۰۱B', '_2605')\n",
      "('F۰۱B', '_2689')\n",
      "('F۰۱B', '_2691')\n",
      "('F۰۱B', '_2797')\n",
      "('F۰۱B', '_2823')\n",
      "('F۰۱B', '_3024')\n",
      "('F۰۱B', '_3027')\n",
      "('F۰۱B', '_3035')\n",
      "('F۰۱B', '_3037')\n",
      "('F۰۱B', '_3072')\n",
      "('F۰۱B', '_3168')\n",
      "('F۰۱B', '_3232')\n",
      "('F۰۱B', '_3283')\n",
      "('F۰۱B', '_3339')\n",
      "('F۰۱B', '_3500')\n",
      "('F۰۱B', '_3575')\n",
      "('F۰۱B', '_3662')\n",
      "('F۰۱B', '_3790')\n",
      "('F۰۱B', '_3863')\n",
      "('F۰۱B', '_3966')\n",
      "('F۰۱B', '_4044')\n",
      "('F۰۱B', '_4089')\n",
      "('F۰۱B', '_4151')\n",
      "('F۰۱B', '_4191')\n",
      "('F۰۱B', '_4216')\n",
      "('F۰۱B', '_4219')\n",
      "('F۰۱B', '_4241')\n",
      "('F۰۱B', '_4256')\n",
      "('F۰۱B', '_4260')\n",
      "('F۰۱B', '_4266')\n",
      "('F۰۱B', '_4270')\n",
      "('F۰۱B', '_4296')\n",
      "('F۰۱B', '_4308')\n",
      "('F۰۱B', '_4360')\n",
      "('F۰۱B', '_4366')\n",
      "('F۰۱B', '_4371')\n",
      "('F۰۱B', '_4443')\n",
      "('F۰۱B', '_4471')\n",
      "('F۰۱B', '_4473')\n",
      "('F۰۱B', '_4499')\n",
      "('F۰۱B', '_4507')\n",
      "('F۰۱B', '_4511')\n",
      "('F۰۱B', '_4526')\n",
      "('F۰۱B', '_4536')\n",
      "('F۰۱B', '_4584')\n",
      "('F۰۱B', '_4621')\n",
      "('F۰۱B', '_4623')\n",
      "('F۰۱B', '_4634')\n",
      "('F۰۱B', '_4682')\n",
      "('F۰۱B', '_4685')\n",
      "('F۰۱B', '_4690')\n",
      "('F۰۱B', '_4693')\n",
      "('F۰۱B', '_4696')\n",
      "('F۰۱B', '_4727')\n",
      "('F۰۱B', '_4786')\n",
      "('F۰۱B', '_4802')\n",
      "('F۰۱B', '_4805')\n",
      "('F۰۱B', '_4811')\n",
      "('F۰۱B', '_4836')\n",
      "('F۰۱B', '_4838')\n",
      "('F۰۱B', '_4852')\n",
      "('F۰۱B', '_4856')\n",
      "('F۰۱B', '_4889')\n",
      "('F۰۱B', '_4906')\n",
      "('F۰۱B', '_4946')\n",
      "('F۰۱B', '_4949')\n",
      "('F۰۱B', '_4954')\n",
      "('F۰۱B', '_4961')\n",
      "('F۰۱B', '_4983')\n",
      "('F۰۱B', '_4995')\n",
      "('F۰۱B', '_5031')\n",
      "('F۰۱B', '_5036')\n",
      "('F۰۱B', '_5044')\n",
      "('F۰۱B', '_5085')\n",
      "('F۰۱B', '_5089')\n",
      "('F۰۱B', '_5123')\n",
      "('F۰۱B', '_5146')\n",
      "('F۰۱B', '_5177')\n",
      "('F۰۱B', '_5178')\n",
      "('F۰۱B', '_5213')\n",
      "('F۰۱B', '_5231')\n",
      "('F۰۱B', '_5242')\n",
      "('F۰۱B', '_5252')\n",
      "('F۰۱B', '_5263')\n",
      "('F۰۱B', '_5269')\n",
      "('F۰۱B', '_5284')\n",
      "('F۰۱B', '_5292')\n",
      "('F۰۱B', '_5323')\n",
      "('F۰۱B', '_5329')\n",
      "('F۰۱B', '_5340')\n",
      "('F۰۱B', '_5360')\n",
      "('F۰۱B', '_5378')\n",
      "('F۰۱B', '_5410')\n",
      "('F۰۱B', '_5414')\n",
      "('F۰۱B', '_5421')\n",
      "('F۰۱B', '_5443')\n",
      "('F۰۱B', '_5462')\n",
      "('F۰۱B', '_5502')\n",
      "('F۰۱B', '_5512')\n",
      "('F۰۱B', '_5518')\n",
      "('F۰۱B', '_5521')\n",
      "('F۰۱B', '_5525')\n",
      "('F۰۱B', '_5535')\n",
      "('F۰۱B', '_5590')\n",
      "('F۰۱B', '_5592')\n",
      "('F۰۱B', '_5605')\n",
      "('F۰۱B', '_5620')\n",
      "('F۰۱B', '_5625')\n",
      "('F۰۱B', '_5627')\n",
      "('F۰۱B', '_5631')\n",
      "('F۰۱B', '_5634')\n",
      "('F۰۱B', '_5640')\n",
      "('F۰۱B', '_5643')\n",
      "('F۰۱B', '_5652')\n",
      "('F۰۱B', '_5656')\n",
      "('F۰۱B', '_5659')\n",
      "('F۰۱B', '_5662')\n",
      "('F۰۱B', '_5667')\n",
      "('F۰۱B', '_5669')\n",
      "('F۰۱B', '_5674')\n",
      "('F۰۱B', '_5677')\n",
      "('F۰۱B', '_5695')\n",
      "('F۰۱B', '_5701')\n",
      "('F۰۱B', '_5708')\n",
      "('F۰۱B', '_5727')\n",
      "('F۰۱B', '_5758')\n",
      "('F۰۱B', '_5788')\n",
      "('F۰۱B', '_5797')\n",
      "('F۰۱B', '_5798')\n",
      "('F۰۱B', '_5801')\n",
      "('F۰۱B', '_5802')\n",
      "('F۰۱B', '_5812')\n",
      "('F۰۱B', '_5816')\n",
      "('F۰۱B', '_5819')\n",
      "('F۰۱B', '_5830')\n",
      "('F۰۱B', '_5835')\n",
      "('F۰۱B', '_5844')\n",
      "('F۰۱B', '_5861')\n",
      "('F۰۱B', '_5864')\n",
      "('F۰۱B', '_5867')\n",
      "('F۰۱B', '_5870')\n",
      "('F۰۱B', '_5872')\n",
      "('F۰۱B', '_5880')\n",
      "('F۰۱B', '_5881')\n",
      "('F۰۱B', '_5912')\n",
      "('F۰۱B', '_5913')\n",
      "('F۰۱B', '_5926')\n",
      "('F۰۱B', '_5940')\n",
      "('F۰۱B', '_5947')\n",
      "('F۰۱B', '_5949')\n",
      "('F۰۱B', '_5975')\n",
      "('F۰۱B', '_5979')\n",
      "('F۰۱B', '_5980')\n",
      "('F۰۱B', '_5988')\n",
      "('F۰۱B', '_5990')\n",
      "('F۰۱B', '_5991')\n",
      "('F۰۱B', '_5996')\n",
      "('F۰۱B', '_5997')\n",
      "('_373', 'B۴۳L')\n",
      "('B۴۳L', '_2018')\n",
      "('B۴۳L', '_2677')\n",
      "('B۴۳L', '_2968')\n",
      "('B۴۳L', '_3396')\n",
      "('B۴۳L', '_3495')\n",
      "('B۴۳L', '_3611')\n",
      "('B۴۳L', '_3641')\n",
      "('B۴۳L', '_3782')\n",
      "('_376', 'A۴۷C')\n",
      "('A۴۷C', '_571')\n",
      "('A۴۷C', '_615')\n",
      "('A۴۷C', '_962')\n",
      "('A۴۷C', '_976')\n",
      "('A۴۷C', '_1353')\n",
      "('A۴۷C', '_1438')\n",
      "('A۴۷C', '_1518')\n",
      "('A۴۷C', '_1836')\n",
      "('A۴۷C', '_1986')\n",
      "('A۴۷C', '_2299')\n",
      "('A۴۷C', '_2448')\n",
      "('A۴۷C', '_2572')\n",
      "('A۴۷C', '_2740')\n",
      "('A۴۷C', '_3342')\n",
      "('A۴۷C', '_3936')\n",
      "('A۴۷C', '_4607')\n",
      "('A۴۷C', '_4610')\n",
      "('A۴۷C', '_4691')\n",
      "('A۴۷C', '_4711')\n",
      "('A۴۷C', '_4715')\n",
      "('_377', 'F۲۷B')\n",
      "('F۲۷', 'F۲۷B')\n",
      "('F۲۷', 'F۲۷D')\n",
      "('F۲۷B', '_759')\n",
      "('F۲۷B', '_1578')\n",
      "('F۲۷B', '_2874')\n",
      "('F۲۷B', '_5391')\n",
      "('_381', 'F۲۳D')\n",
      "('F۲۳', 'F۲۳D')\n",
      "('F۲۳', 'F۲۳G')\n",
      "('F۲۳', 'F۲۳J')\n",
      "('F۲۳', 'F۲۳H')\n",
      "('F۲۳', 'F۲۳R')\n",
      "('F۲۳', 'F۲۳N')\n",
      "('F۲۳', 'F۲۳Q')\n",
      "('F۲۳', 'F۲۳B')\n",
      "('F۲۳', 'F۲۳C')\n",
      "('F۲۳D', '_604')\n",
      "('F۲۳D', '_873')\n",
      "('F۲۳D', '_957')\n",
      "('F۲۳D', '_1197')\n",
      "('F۲۳D', '_1927')\n",
      "('F۲۳D', '_3671')\n",
      "('F۲۳D', '_3891')\n",
      "('F۲۳D', '_4226')\n",
      "('F۲۳D', '_4757')\n",
      "('F۲۳D', '_5224')\n",
      "('_382', 'H۰۳F')\n",
      "('H۰۳', 'H۰۳F')\n",
      "('H۰۳', 'H۰۳M')\n",
      "('H۰۳', 'H۰۳D')\n",
      "('H۰۳', 'H۰۳K')\n",
      "('H۰۳', 'H۰۳B')\n",
      "('H۰۳', 'H۰۳L')\n",
      "('H۰۳', 'H۰۳H')\n",
      "('H۰۳F', '_2042')\n",
      "('H۰۳F', '_2411')\n",
      "('H۰۳F', '_2519')\n",
      "('H۰۳F', '_2520')\n",
      "('H۰۳F', '_3816')\n",
      "('_395', 'G۰۱S')\n",
      "('G۰۱S', '_558')\n",
      "('G۰۱S', '_848')\n",
      "('G۰۱S', '_2238')\n",
      "('G۰۱S', '_2682')\n",
      "('G۰۱S', '_2714')\n",
      "('G۰۱S', '_3408')\n",
      "('G۰۱S', '_4101')\n",
      "('G۰۱S', '_5302')\n",
      "('_400', 'C۰۷F')\n",
      "('C۰۷F', '_929')\n",
      "('C۰۷F', '_2002')\n",
      "('C۰۷F', '_2470')\n",
      "('C۰۷F', '_2725')\n",
      "('C۰۷F', '_2876')\n",
      "('C۰۷F', '_2916')\n",
      "('C۰۷F', '_3087')\n",
      "('C۰۷F', '_3402')\n",
      "('C۰۷F', '_3518')\n",
      "('C۰۷F', '_4008')\n",
      "('C۰۷F', '_4658')\n",
      "('_409', 'A۶۲D')\n",
      "('A۶۲D', '_463')\n",
      "('A۶۲D', '_563')\n",
      "('A۶۲D', '_1323')\n",
      "('A۶۲D', '_1540')\n",
      "('A۶۲D', '_3976')\n",
      "('A۶۲D', '_4240')\n",
      "('A۶۲D', '_4927')\n",
      "('A۶۲D', '_5841')\n",
      "('_413', 'H۰۱M')\n",
      "('H۰۱M', '_473')\n",
      "('H۰۱M', '_507')\n",
      "('H۰۱M', '_881')\n",
      "('H۰۱M', '_952')\n",
      "('H۰۱M', '_1926')\n",
      "('H۰۱M', '_2396')\n",
      "('H۰۱M', '_2400')\n",
      "('H۰۱M', '_2516')\n",
      "('H۰۱M', '_2628')\n",
      "('H۰۱M', '_2695')\n",
      "('H۰۱M', '_3386')\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('H۰۱M', '_4386')\n",
      "('H۰۱M', '_4854')\n",
      "('_417', 'G۰۱L')\n",
      "('G۰۱L', '_1069')\n",
      "('G۰۱L', '_1163')\n",
      "('G۰۱L', '_1239')\n",
      "('G۰۱L', '_1496')\n",
      "('G۰۱L', '_1606')\n",
      "('G۰۱L', '_2304')\n",
      "('G۰۱L', '_2897')\n",
      "('G۰۱L', '_2960')\n",
      "('G۰۱L', '_4552')\n",
      "('G۰۱L', '_4950')\n",
      "('_423', 'H۰۱Q')\n",
      "('H۰۱Q', '_1737')\n",
      "('H۰۱Q', '_1779')\n",
      "('H۰۱Q', '_1831')\n",
      "('H۰۱Q', '_2231')\n",
      "('H۰۱Q', '_2339')\n",
      "('H۰۱Q', '_2717')\n",
      "('H۰۱Q', '_4524')\n",
      "('_424', 'F۰۱K')\n",
      "('F۰۱K', '_1116')\n",
      "('F۰۱K', '_1832')\n",
      "('F۰۱K', '_1935')\n",
      "('F۰۱K', '_2186')\n",
      "('F۰۱K', '_2222')\n",
      "('F۰۱K', '_2644')\n",
      "('F۰۱K', '_4191')\n",
      "('F۰۱K', '_4914')\n",
      "('F۰۱K', '_5866')\n",
      "('_428', 'C۰۳B')\n",
      "('_428', 'A۴۲B')\n",
      "('C۰۳B', '_2130')\n",
      "('A۴۲', 'A۴۲B')\n",
      "('A۴۲B', '_2369')\n",
      "('A۴۲B', '_2416')\n",
      "('A۴۲B', '_2775')\n",
      "('A۴۲B', '_2818')\n",
      "('A۴۲B', '_4249')\n",
      "('A۴۲B', '_4656')\n",
      "('_430', 'E۰۴F')\n",
      "('E۰۴F', '_745')\n",
      "('E۰۴F', '_1192')\n",
      "('E۰۴F', '_1613')\n",
      "('E۰۴F', '_2006')\n",
      "('E۰۴F', '_2110')\n",
      "('E۰۴F', '_3031')\n",
      "('E۰۴F', '_3382')\n",
      "('E۰۴F', '_3748')\n",
      "('E۰۴F', '_3935')\n",
      "('E۰۴F', '_4554')\n",
      "('E۰۴F', '_4827')\n",
      "('E۰۴F', '_5800')\n",
      "('_431', 'C۱۱D')\n",
      "('C۱۱', 'C۱۱D')\n",
      "('C۱۱', 'C۱۱C')\n",
      "('C۱۱', 'C۱۱B')\n",
      "('C۱۱D', '_454')\n",
      "('C۱۱D', '_960')\n",
      "('C۱۱D', '_1628')\n",
      "('C۱۱D', '_1786')\n",
      "('C۱۱D', '_1815')\n",
      "('C۱۱D', '_2128')\n",
      "('C۱۱D', '_3054')\n",
      "('C۱۱D', '_3139')\n",
      "('C۱۱D', '_3193')\n",
      "('C۱۱D', '_3546')\n",
      "('C۱۱D', '_4313')\n",
      "('C۱۱D', '_5451')\n",
      "('_432', 'C۳۰B')\n",
      "('_432', 'G۰۲F')\n",
      "('C۳۰', 'C۳۰B')\n",
      "('C۳۰B', '_1110')\n",
      "('C۳۰B', '_1553')\n",
      "('C۳۰B', '_2229')\n",
      "('C۳۰B', '_2477')\n",
      "('G۰۲F', '_515')\n",
      "('G۰۲F', '_2331')\n",
      "('G۰۲F', '_2648')\n",
      "('G۰۲F', '_2658')\n",
      "('G۰۲F', '_2828')\n",
      "('G۰۲F', '_2897')\n",
      "('G۰۲F', '_3175')\n",
      "('G۰۲F', '_3886')\n",
      "('_435', 'E۰۶C')\n",
      "('E۰۶C', '_1537')\n",
      "('E۰۶C', '_1624')\n",
      "('E۰۶C', '_2546')\n",
      "('E۰۶C', '_5721')\n",
      "('E۰۶C', '_5724')\n",
      "('_442', 'B۲۴B')\n",
      "('_442', 'B۲۳Q')\n",
      "('B۲۴', 'B۲۴B')\n",
      "('B۲۴', 'B۲۴C')\n",
      "('B۲۴B', '_550')\n",
      "('B۲۴B', '_682')\n",
      "('B۲۴B', '_1417')\n",
      "('B۲۴B', '_1804')\n",
      "('B۲۴B', '_2266')\n",
      "('B۲۴B', '_4573')\n",
      "('B۲۴B', '_5710')\n",
      "('B۲۳Q', '_1132')\n",
      "('B۲۳Q', '_1277')\n",
      "('B۲۳Q', '_2342')\n",
      "('B۲۳Q', '_2425')\n",
      "('B۲۳Q', '_2674')\n",
      "('B۲۳Q', '_3574')\n",
      "('_445', 'F۰۳B')\n",
      "('F۰۳B', '_612')\n",
      "('F۰۳B', '_675')\n",
      "('F۰۳B', '_1265')\n",
      "('F۰۳B', '_1972')\n",
      "('F۰۳B', '_2372')\n",
      "('F۰۳B', '_2525')\n",
      "('F۰۳B', '_3134')\n",
      "('F۰۳B', '_3280')\n",
      "('F۰۳B', '_3309')\n",
      "('F۰۳B', '_3503')\n",
      "('F۰۳B', '_4230')\n",
      "('F۰۳B', '_4259')\n",
      "('F۰۳B', '_4981')\n",
      "('F۰۳B', '_5305')\n",
      "('_451', 'C۰۵D')\n",
      "('C۰۵D', '_2488')\n",
      "('C۰۵D', '_2724')\n",
      "('C۰۵D', '_2954')\n",
      "('C۰۵D', '_4646')\n",
      "('_452', 'G۰۸G')\n",
      "('G۰۸G', '_984')\n",
      "('G۰۸G', '_1586')\n",
      "('G۰۸G', '_1807')\n",
      "('G۰۸G', '_1866')\n",
      "('G۰۸G', '_1875')\n",
      "('G۰۸G', '_2058')\n",
      "('G۰۸G', '_2232')\n",
      "('G۰۸G', '_3365')\n",
      "('G۰۸G', '_3929')\n",
      "('G۰۸G', '_4181')\n",
      "('G۰۸G', '_4823')\n",
      "('_464', 'A۴۴C')\n",
      "('A۴۴', 'A۴۴C')\n",
      "('A۴۴', 'A۴۴B')\n",
      "('A۴۴C', '_2699')\n",
      "('A۴۴C', '_4222')\n",
      "('_471', 'B۲۵J')\n",
      "('B۲۵J', '_946')\n",
      "('B۲۵J', '_1431')\n",
      "('B۲۵J', '_2038')\n",
      "('B۲۵J', '_2076')\n",
      "('B۲۵J', '_2342')\n",
      "('B۲۵J', '_3018')\n",
      "('B۲۵J', '_4176')\n",
      "('B۲۵J', '_4317')\n",
      "('B۲۵J', '_4381')\n",
      "('B۲۵J', '_4508')\n",
      "('B۲۵J', '_5730')\n",
      "('_478', 'H۰۴N')\n",
      "('H۰۴N', '_490')\n",
      "('H۰۴N', '_674')\n",
      "('H۰۴N', '_981')\n",
      "('H۰۴N', '_1759')\n",
      "('H۰۴N', '_2067')\n",
      "('H۰۴N', '_2212')\n",
      "('H۰۴N', '_2238')\n",
      "('H۰۴N', '_2830')\n",
      "('H۰۴N', '_3091')\n",
      "('H۰۴N', '_3843')\n",
      "('H۰۴N', '_3913')\n",
      "('H۰۴N', '_4006')\n",
      "('H۰۴N', '_4093')\n",
      "('H۰۴N', '_4245')\n",
      "('H۰۴N', '_4300')\n",
      "('H۰۴N', '_4306')\n",
      "('H۰۴N', '_4428')\n",
      "('H۰۴N', '_4793')\n",
      "('H۰۴N', '_5002')\n",
      "('H۰۴N', '_5097')\n",
      "('H۰۴N', '_5459')\n",
      "('H۰۴N', '_5487')\n",
      "('H۰۴N', '_5583')\n",
      "('H۰۴N', '_5588')\n",
      "('H۰۴N', '_5619')\n",
      "('H۰۴N', '_5905')\n",
      "('H۰۴N', '_5970')\n",
      "('_481', 'A۴۷F')\n",
      "('_484', 'A۰۱H')\n",
      "('A۰۱H', '_1065')\n",
      "('A۰۱H', '_3045')\n",
      "('A۰۱H', '_3693')\n",
      "('A۰۱H', '_3788')\n",
      "('A۰۱H', '_4509')\n",
      "('A۰۱H', '_4816')\n",
      "('A۰۱H', '_4861')\n",
      "('_485', 'B۰۷B')\n",
      "('B۰۷', 'B۰۷B')\n",
      "('B۰۷', 'B۰۷C')\n",
      "('B۰۷B', '_843')\n",
      "('B۰۷B', '_2059')\n",
      "('B۰۷B', '_2566')\n",
      "('B۰۷B', '_3643')\n",
      "('B۰۷B', '_3686')\n",
      "('B۰۷B', '_3755')\n",
      "('B۰۷B', '_3870')\n",
      "('B۰۷B', '_3978')\n",
      "('B۰۷B', '_4146')\n",
      "('B۰۷B', '_4177')\n",
      "('B۰۷B', '_4529')\n",
      "('B۰۷B', '_4742')\n",
      "('B۰۷B', '_4851')\n",
      "('B۰۷B', '_4992')\n",
      "('B۰۷B', '_5028')\n",
      "('B۰۷B', '_5388')\n",
      "('B۰۷B', '_5622')\n",
      "('B۰۷B', '_5717')\n",
      "('B۰۷B', '_5849')\n",
      "('B۰۷B', '_5979')\n",
      "('_487', 'F۲۵B')\n",
      "('F۲۵B', '_547')\n",
      "('F۲۵B', '_594')\n",
      "('F۲۵B', '_793')\n",
      "('F۲۵B', '_1671')\n",
      "('F۲۵B', '_1784')\n",
      "('F۲۵B', '_2271')\n",
      "('F۲۵B', '_2315')\n",
      "('F۲۵B', '_2410')\n",
      "('F۲۵B', '_2424')\n",
      "('F۲۵B', '_2459')\n",
      "('F۲۵B', '_2645')\n",
      "('F۲۵B', '_2669')\n",
      "('F۲۵B', '_2731')\n",
      "('F۲۵B', '_3059')\n",
      "('F۲۵B', '_3098')\n",
      "('F۲۵B', '_3188')\n",
      "('F۲۵B', '_3194')\n",
      "('F۲۵B', '_3271')\n",
      "('F۲۵B', '_3368')\n",
      "('F۲۵B', '_3873')\n",
      "('F۲۵B', '_4014')\n",
      "('F۲۵B', '_4068')\n",
      "('F۲۵B', '_4098')\n",
      "('F۲۵B', '_4365')\n",
      "('F۲۵B', '_4474')\n",
      "('F۲۵B', '_4502')\n",
      "('F۲۵B', '_4505')\n",
      "('F۲۵B', '_4571')\n",
      "('F۲۵B', '_4812')\n",
      "('F۲۵B', '_5010')\n",
      "('F۲۵B', '_5086')\n",
      "('F۲۵B', '_5105')\n",
      "('F۲۵B', '_5180')\n",
      "('F۲۵B', '_5197')\n",
      "('F۲۵B', '_5269')\n",
      "('F۲۵B', '_5276')\n",
      "('F۲۵B', '_5351')\n",
      "('F۲۵B', '_5420')\n",
      "('F۲۵B', '_5512')\n",
      "('F۲۵B', '_5533')\n",
      "('F۲۵B', '_5726')\n",
      "('F۲۵B', '_5832')\n",
      "('F۲۵B', '_5839')\n",
      "('F۲۵B', '_5895')\n",
      "('F۲۵B', '_5946')\n",
      "('_500', 'F۰۴F')\n",
      "('F۰۴', 'F۰۴F')\n",
      "('F۰۴', 'F۰۴B')\n",
      "('F۰۴', 'F۰۴D')\n",
      "('F۰۴', 'F۰۴C')\n",
      "('F۰۴F', '_4091')\n",
      "('_502', 'B۶۱D')\n",
      "('B۶۱', 'B۶۱D')\n",
      "('B۶۱', 'B۶۱C')\n",
      "('B۶۱', 'B۶۱L')\n",
      "('B۶۱', 'B۶۱B')\n",
      "('B۶۱', 'B۶۱F')\n",
      "('B۶۱', 'B۶۱K')\n",
      "('B۶۱D', '_2720')\n",
      "('B۶۱D', '_4717')\n",
      "('B۶۱D', '_5744')\n",
      "('_512', 'A۰۱J')\n",
      "('A۰۱J', '_587')\n",
      "('A۰۱J', '_1654')\n",
      "('A۰۱J', '_3726')\n",
      "('A۰۱J', '_3727')\n",
      "('A۰۱J', '_3872')\n",
      "('A۰۱J', '_4305')\n",
      "('_516', 'H۰۳M')\n",
      "('_516', 'H۰۳D')\n",
      "('_516', 'H۰۳K')\n",
      "('H۰۳M', '_693')\n",
      "('H۰۳M', '_2979')\n",
      "('H۰۳M', '_3034')\n",
      "('H۰۳M', '_3174')\n",
      "('H۰۳M', '_3696')\n",
      "('H۰۳K', '_2641')\n",
      "('H۰۳K', '_2768')\n",
      "('H۰۳K', '_4819')\n",
      "('H۰۳K', '_4927')\n",
      "('_517', 'B۰۱B')\n",
      "('B۰۱B', '_661')\n",
      "('B۰۱B', '_1673')\n",
      "('B۰۱B', '_1995')\n",
      "('B۰۱B', '_2175')\n",
      "('B۰۱B', '_2497')\n",
      "('B۰۱B', '_2557')\n",
      "('B۰۱B', '_2759')\n",
      "('B۰۱B', '_2797')\n",
      "('B۰۱B', '_2967')\n",
      "('B۰۱B', '_2981')\n",
      "('B۰۱B', '_3149')\n",
      "('B۰۱B', '_3241')\n",
      "('B۰۱B', '_3354')\n",
      "('B۰۱B', '_3730')\n",
      "('B۰۱B', '_3807')\n",
      "('B۰۱B', '_3900')\n",
      "('B۰۱B', '_4072')\n",
      "('B۰۱B', '_4152')\n",
      "('B۰۱B', '_4180')\n",
      "('B۰۱B', '_4274')\n",
      "('B۰۱B', '_4364')\n",
      "('B۰۱B', '_4410')\n",
      "('B۰۱B', '_4440')\n",
      "('B۰۱B', '_4442')\n",
      "('B۰۱B', '_4468')\n",
      "('B۰۱B', '_4523')\n",
      "('B۰۱B', '_4534')\n",
      "('B۰۱B', '_4550')\n",
      "('B۰۱B', '_4575')\n",
      "('B۰۱B', '_4576')\n",
      "('B۰۱B', '_4600')\n",
      "('B۰۱B', '_4694')\n",
      "('B۰۱B', '_4703')\n",
      "('B۰۱B', '_4740')\n",
      "('B۰۱B', '_4778')\n",
      "('B۰۱B', '_4862')\n",
      "('B۰۱B', '_4870')\n",
      "('B۰۱B', '_4880')\n",
      "('B۰۱B', '_4925')\n",
      "('B۰۱B', '_4932')\n",
      "('B۰۱B', '_4938')\n",
      "('B۰۱B', '_4982')\n",
      "('B۰۱B', '_4998')\n",
      "('B۰۱B', '_5022')\n",
      "('B۰۱B', '_5030')\n",
      "('B۰۱B', '_5041')\n",
      "('B۰۱B', '_5082')\n",
      "('B۰۱B', '_5095')\n",
      "('B۰۱B', '_5121')\n",
      "('B۰۱B', '_5122')\n",
      "('B۰۱B', '_5129')\n",
      "('B۰۱B', '_5149')\n",
      "('B۰۱B', '_5155')\n",
      "('B۰۱B', '_5186')\n",
      "('B۰۱B', '_5189')\n",
      "('B۰۱B', '_5193')\n",
      "('B۰۱B', '_5210')\n",
      "('B۰۱B', '_5219')\n",
      "('B۰۱B', '_5227')\n",
      "('B۰۱B', '_5244')\n",
      "('B۰۱B', '_5282')\n",
      "('B۰۱B', '_5295')\n",
      "('B۰۱B', '_5319')\n",
      "('B۰۱B', '_5337')\n",
      "('B۰۱B', '_5357')\n",
      "('B۰۱B', '_5368')\n",
      "('B۰۱B', '_5389')\n",
      "('B۰۱B', '_5419')\n",
      "('B۰۱B', '_5477')\n",
      "('B۰۱B', '_5487')\n",
      "('B۰۱B', '_5488')\n",
      "('B۰۱B', '_5491')\n",
      "('B۰۱B', '_5510')\n",
      "('B۰۱B', '_5516')\n",
      "('B۰۱B', '_5534')\n",
      "('B۰۱B', '_5546')\n",
      "('B۰۱B', '_5593')\n",
      "('B۰۱B', '_5608')\n",
      "('B۰۱B', '_5664')\n",
      "('B۰۱B', '_5676')\n",
      "('B۰۱B', '_5681')\n",
      "('B۰۱B', '_5688')\n",
      "('B۰۱B', '_5690')\n",
      "('B۰۱B', '_5722')\n",
      "('B۰۱B', '_5734')\n",
      "('B۰۱B', '_5759')\n",
      "('B۰۱B', '_5768')\n",
      "('B۰۱B', '_5860')\n",
      "('B۰۱B', '_5865')\n",
      "('B۰۱B', '_5887')\n",
      "('B۰۱B', '_5894')\n",
      "('B۰۱B', '_5923')\n",
      "('B۰۱B', '_5928')\n",
      "('B۰۱B', '_5989')\n",
      "('_521', 'A۴۷G')\n",
      "('A۴۷G', '_582')\n",
      "('A۴۷G', '_710')\n",
      "('A۴۷G', '_1021')\n",
      "('A۴۷G', '_1641')\n",
      "('A۴۷G', '_1680')\n",
      "('A۴۷G', '_1698')\n",
      "('A۴۷G', '_2025')\n",
      "('A۴۷G', '_2600')\n",
      "('A۴۷G', '_2939')\n",
      "('A۴۷G', '_3014')\n",
      "('A۴۷G', '_3792')\n",
      "('A۴۷G', '_4422')\n",
      "('A۴۷G', '_4814')\n",
      "('A۴۷G', '_5046')\n",
      "('A۴۷G', '_5175')\n",
      "('A۴۷G', '_5582')\n",
      "('_524', 'G۰۱J')\n",
      "('G۰۱J', '_579')\n",
      "('G۰۱J', '_1585')\n",
      "('G۰۱J', '_2648')\n",
      "('G۰۱J', '_3971')\n",
      "('G۰۱J', '_4061')\n",
      "('_536', 'D۲۱H')\n",
      "('D۲۱', 'D۲۱H')\n",
      "('D۲۱', 'D۲۱F')\n",
      "('D۲۱', 'D۲۱C')\n",
      "('D۲۱', 'D۲۱B')\n",
      "('D۲۱H', '_1328')\n",
      "('D۲۱H', '_1786')\n",
      "('D۲۱H', '_3228')\n",
      "('D۲۱H', '_3239')\n",
      "('D۲۱H', '_4415')\n",
      "('D۲۱H', '_4565')\n",
      "('D۲۱H', '_4697')\n",
      "('D۲۱H', '_4733')\n",
      "('D۲۱H', '_5076')\n",
      "('D۲۱H', '_5714')\n",
      "('_540', 'G۰۱T')\n",
      "('G۰۱T', '_1806')\n",
      "('G۰۱T', '_2309')\n",
      "('G۰۱T', '_2485')\n",
      "('G۰۱T', '_3405')\n",
      "('G۰۱T', '_3763')\n",
      "('G۰۱T', '_4826')\n",
      "('G۰۱T', '_4860')\n",
      "('_547', 'B۶۱C')\n",
      "('B۶۱C', '_2394')\n",
      "('B۶۱C', '_4436')\n",
      "('B۶۱C', '_5066')\n",
      "('_550', 'C۰۹G')\n",
      "('_551', 'B۲۸B')\n",
      "('B۲۸B', '_1869')\n",
      "('B۲۸B', '_4001')\n",
      "('B۲۸B', '_4363')\n",
      "('_552', 'A۰۱P')\n",
      "('A۰۱P', '_1634')\n",
      "('A۰۱P', '_1858')\n",
      "('A۰۱P', '_2188')\n",
      "('A۰۱P', '_2353')\n",
      "('A۰۱P', '_2918')\n",
      "('A۰۱P', '_3765')\n",
      "('A۰۱P', '_3960')\n",
      "('A۰۱P', '_4240')\n",
      "('A۰۱P', '_4747')\n",
      "('_554', 'F۲۷D')\n",
      "('_554', 'C۲۱C')\n",
      "('F۲۷D', '_556')\n",
      "('F۲۷D', '_888')\n",
      "('F۲۷D', '_1719')\n",
      "('F۲۷D', '_3324')\n",
      "('F۲۷D', '_3957')\n",
      "('F۲۷D', '_5042')\n",
      "('F۲۷D', '_5119')\n",
      "('C۲۱C', '_689')\n",
      "('C۲۱C', '_3420')\n",
      "('C۲۱C', '_3957')\n",
      "('C۲۱C', '_5515')\n",
      "('_555', 'G۰۱B')\n",
      "('G۰۱B', '_753')\n",
      "('G۰۱B', '_803')\n",
      "('G۰۱B', '_1124')\n",
      "('G۰۱B', '_1256')\n",
      "('G۰۱B', '_1436')\n",
      "('G۰۱B', '_1606')\n",
      "('G۰۱B', '_1717')\n",
      "('G۰۱B', '_1912')\n",
      "('G۰۱B', '_2132')\n",
      "('G۰۱B', '_2158')\n",
      "('G۰۱B', '_2179')\n",
      "('G۰۱B', '_2304')\n",
      "('G۰۱B', '_2319')\n",
      "('G۰۱B', '_2691')\n",
      "('G۰۱B', '_2722')\n",
      "('G۰۱B', '_2895')\n",
      "('G۰۱B', '_2968')\n",
      "('G۰۱B', '_3024')\n",
      "('G۰۱B', '_3138')\n",
      "('G۰۱B', '_3161')\n",
      "('G۰۱B', '_3167')\n",
      "('G۰۱B', '_3276')\n",
      "('G۰۱B', '_3500')\n",
      "('G۰۱B', '_3576')\n",
      "('G۰۱B', '_3608')\n",
      "('G۰۱B', '_3638')\n",
      "('G۰۱B', '_3662')\n",
      "('G۰۱B', '_3861')\n",
      "('G۰۱B', '_3868')\n",
      "('G۰۱B', '_3899')\n",
      "('G۰۱B', '_3950')\n",
      "('G۰۱B', '_4256')\n",
      "('G۰۱B', '_4268')\n",
      "('G۰۱B', '_4353')\n",
      "('G۰۱B', '_4361')\n",
      "('G۰۱B', '_4409')\n",
      "('G۰۱B', '_4438')\n",
      "('G۰۱B', '_4499')\n",
      "('G۰۱B', '_4519')\n",
      "('G۰۱B', '_4587')\n",
      "('G۰۱B', '_4664')\n",
      "('G۰۱B', '_4666')\n",
      "('G۰۱B', '_4683')\n",
      "('G۰۱B', '_4743')\n",
      "('G۰۱B', '_4746')\n",
      "('G۰۱B', '_4802')\n",
      "('G۰۱B', '_4825')\n",
      "('G۰۱B', '_4863')\n",
      "('G۰۱B', '_4939')\n",
      "('G۰۱B', '_4940')\n",
      "('G۰۱B', '_4955')\n",
      "('G۰۱B', '_5002')\n",
      "('G۰۱B', '_5040')\n",
      "('G۰۱B', '_5068')\n",
      "('G۰۱B', '_5073')\n",
      "('G۰۱B', '_5177')\n",
      "('G۰۱B', '_5229')\n",
      "('G۰۱B', '_5243')\n",
      "('G۰۱B', '_5291')\n",
      "('G۰۱B', '_5305')\n",
      "('G۰۱B', '_5320')\n",
      "('G۰۱B', '_5327')\n",
      "('G۰۱B', '_5336')\n",
      "('G۰۱B', '_5378')\n",
      "('G۰۱B', '_5426')\n",
      "('G۰۱B', '_5427')\n",
      "('G۰۱B', '_5431')\n",
      "('G۰۱B', '_5447')\n",
      "('G۰۱B', '_5468')\n",
      "('G۰۱B', '_5479')\n",
      "('G۰۱B', '_5492')\n",
      "('G۰۱B', '_5524')\n",
      "('G۰۱B', '_5555')\n",
      "('G۰۱B', '_5573')\n",
      "('G۰۱B', '_5577')\n",
      "('G۰۱B', '_5588')\n",
      "('G۰۱B', '_5604')\n",
      "('G۰۱B', '_5619')\n",
      "('G۰۱B', '_5641')\n",
      "('G۰۱B', '_5644')\n",
      "('G۰۱B', '_5647')\n",
      "('G۰۱B', '_5662')\n",
      "('G۰۱B', '_5713')\n",
      "('G۰۱B', '_5716')\n",
      "('G۰۱B', '_5725')\n",
      "('G۰۱B', '_5757')\n",
      "('G۰۱B', '_5762')\n",
      "('G۰۱B', '_5765')\n",
      "('G۰۱B', '_5767')\n",
      "('G۰۱B', '_5786')\n",
      "('G۰۱B', '_5797')\n",
      "('G۰۱B', '_5804')\n",
      "('G۰۱B', '_5823')\n",
      "('G۰۱B', '_5826')\n",
      "('G۰۱B', '_5855')\n",
      "('G۰۱B', '_5861')\n",
      "('G۰۱B', '_5872')\n",
      "('G۰۱B', '_5892')\n",
      "('G۰۱B', '_5893')\n",
      "('G۰۱B', '_5912')\n",
      "('G۰۱B', '_5935')\n",
      "('_558', 'B۶۱L')\n",
      "('B۶۱L', '_1860')\n",
      "('B۶۱L', '_3929')\n",
      "('_559', 'B۶۰D')\n",
      "('B۶۰D', '_1322')\n",
      "('B۶۰D', '_3146')\n",
      "('B۶۰D', '_4859')\n",
      "('B۶۰D', '_5060')\n",
      "('B۶۰D', '_5091')\n",
      "('B۶۰D', '_5347')\n",
      "('_566', 'A۴۶B')\n",
      "('A۴۶', 'A۴۶B')\n",
      "('A۴۶B', '_1825')\n",
      "('A۴۶B', '_3093')\n",
      "('A۴۶B', '_3158')\n",
      "('A۴۶B', '_4915')\n",
      "('_568', 'B۶۷D')\n",
      "('B۶۷', 'B۶۷D')\n",
      "('B۶۷', 'B۶۷B')\n",
      "('B۶۷D', '_1338')\n",
      "('B۶۷D', '_2637')\n",
      "('B۶۷D', '_2686')\n",
      "('B۶۷D', '_2812')\n",
      "('_573', 'A۶۳F')\n",
      "('A۶۳F', '_1156')\n",
      "('A۶۳F', '_1354')\n",
      "('A۶۳F', '_2468')\n",
      "('A۶۳F', '_3565')\n",
      "('A۶۳F', '_3688')\n",
      "('A۶۳F', '_3869')\n",
      "('A۶۳F', '_4715')\n",
      "('_575', 'B۲۱L')\n",
      "('_584', 'G۰۶Q')\n",
      "('G۰۶Q', '_713')\n",
      "('G۰۶Q', '_1086')\n",
      "('G۰۶Q', '_1099')\n",
      "('G۰۶Q', '_1229')\n",
      "('G۰۶Q', '_1679')\n",
      "('G۰۶Q', '_2030')\n",
      "('G۰۶Q', '_2610')\n",
      "('G۰۶Q', '_2625')\n",
      "('G۰۶Q', '_3332')\n",
      "('G۰۶Q', '_3668')\n",
      "('G۰۶Q', '_3928')\n",
      "('G۰۶Q', '_4056')\n",
      "('G۰۶Q', '_4144')\n",
      "('G۰۶Q', '_4153')\n",
      "('G۰۶Q', '_4525')\n",
      "('G۰۶Q', '_4558')\n",
      "('G۰۶Q', '_4969')\n",
      "('G۰۶Q', '_5310')\n",
      "('_590', 'F۲۵J')\n",
      "('F۲۵J', '_1364')\n",
      "('F۲۵J', '_3062')\n",
      "('_593', 'B۶۰M')\n",
      "('B۶۰M', '_1887')\n",
      "('_594', 'B۶۰N')\n",
      "('B۶۰N', '_962')\n",
      "('B۶۰N', '_1196')\n",
      "('B۶۰N', '_1438')\n",
      "('B۶۰N', '_4397')\n",
      "('B۶۰N', '_5744')\n",
      "('B۶۰N', '_5877')\n",
      "('_596', 'A۴۱C')\n",
      "('_602', 'A۴۳D')\n",
      "('A۴۳D', '_5399')\n",
      "('_611', 'E۰۴H')\n",
      "('E۰۴H', '_959')\n",
      "('E۰۴H', '_1118')\n",
      "('E۰۴H', '_1384')\n",
      "('E۰۴H', '_1463')\n",
      "('E۰۴H', '_1646')\n",
      "('E۰۴H', '_1710')\n",
      "('E۰۴H', '_1721')\n",
      "('E۰۴H', '_2088')\n",
      "('E۰۴H', '_2198')\n",
      "('E۰۴H', '_2207')\n",
      "('E۰۴H', '_2282')\n",
      "('E۰۴H', '_2740')\n",
      "('E۰۴H', '_3030')\n",
      "('E۰۴H', '_3064')\n",
      "('E۰۴H', '_3249')\n",
      "('E۰۴H', '_3250')\n",
      "('E۰۴H', '_3531')\n",
      "('E۰۴H', '_3632')\n",
      "('E۰۴H', '_3715')\n",
      "('E۰۴H', '_3993')\n",
      "('E۰۴H', '_4269')\n",
      "('E۰۴H', '_4555')\n",
      "('E۰۴H', '_5331')\n",
      "('E۰۴H', '_5559')\n",
      "('E۰۴H', '_5910')\n",
      "('_612', 'H۰۲N')\n",
      "('H۰۲N', '_2116')\n",
      "('H۰۲N', '_2372')\n",
      "('H۰۲N', '_2585')\n",
      "('H۰۲N', '_2851')\n",
      "('H۰۲N', '_3122')\n",
      "('H۰۲N', '_3717')\n",
      "('_623', 'A۶۳H')\n",
      "('A۶۳H', '_1535')\n",
      "('A۶۳H', '_3828')\n",
      "('A۶۳H', '_5009')\n",
      "('_625', 'F۲۱S')\n",
      "('F۲۱', 'F۲۱S')\n",
      "('F۲۱', 'F۲۱V')\n",
      "('F۲۱', 'F۲۱W')\n",
      "('F۲۱', 'F۲۱H')\n",
      "('F۲۱', 'F۲۱L')\n",
      "('F۲۱', 'F۲۱K')\n",
      "('F۲۱S', '_703')\n",
      "('F۲۱S', '_1939')\n",
      "('F۲۱S', '_2540')\n",
      "('F۲۱S', '_3617')\n",
      "('_629', 'G۰۱G')\n",
      "('G۰۱G', '_1187')\n",
      "('G۰۱G', '_1299')\n",
      "('G۰۱G', '_1672')\n",
      "('G۰۱G', '_2210')\n",
      "('G۰۱G', '_2330')\n",
      "('G۰۱G', '_2428')\n",
      "('G۰۱G', '_4225')\n",
      "('G۰۱G', '_4482')\n",
      "('G۰۱G', '_4529')\n",
      "('G۰۱G', '_5569')\n",
      "('_641', 'D۰۳D')\n",
      "('D۰۳', 'D۰۳D')\n",
      "('D۰۳', 'D۰۳C')\n",
      "('D۰۳D', '_1393')\n",
      "('D۰۳D', '_2007')\n",
      "('D۰۳D', '_2406')\n",
      "('D۰۳D', '_2627')\n",
      "('D۰۳D', '_2629')\n",
      "('_646', 'H۰۲P')\n",
      "('H۰۲P', '_708')\n",
      "('H۰۲P', '_1090')\n",
      "('H۰۲P', '_1186')\n",
      "('H۰۲P', '_1246')\n",
      "('H۰۲P', '_1259')\n",
      "('H۰۲P', '_1527')\n",
      "('H۰۲P', '_1619')\n",
      "('H۰۲P', '_1633')\n",
      "('H۰۲P', '_2155')\n",
      "('H۰۲P', '_2334')\n",
      "('H۰۲P', '_2994')\n",
      "('H۰۲P', '_3148')\n",
      "('H۰۲P', '_3155')\n",
      "('H۰۲P', '_3478')\n",
      "('H۰۲P', '_4311')\n",
      "('H۰۲P', '_5317')\n",
      "('H۰۲P', '_5783')\n",
      "('_647', 'H۰۲J')\n",
      "('H۰۲J', '_680')\n",
      "('H۰۲J', '_716')\n",
      "('H۰۲J', '_769')\n",
      "('H۰۲J', '_1019')\n",
      "('H۰۲J', '_1676')\n",
      "('H۰۲J', '_2042')\n",
      "('H۰۲J', '_2111')\n",
      "('H۰۲J', '_2394')\n",
      "('H۰۲J', '_3486')\n",
      "('H۰۲J', '_3902')\n",
      "('H۰۲J', '_4099')\n",
      "('H۰۲J', '_4298')\n",
      "('H۰۲J', '_4311')\n",
      "('H۰۲J', '_4370')\n",
      "('H۰۲J', '_4533')\n",
      "('H۰۲J', '_5536')\n",
      "('_649', 'F۴۱G')\n",
      "('F۴۱G', '_1827')\n",
      "('_655', 'D۰۶M')\n",
      "('D۰۶M', '_815')\n",
      "('D۰۶M', '_975')\n",
      "('D۰۶M', '_993')\n",
      "('D۰۶M', '_1317')\n",
      "('D۰۶M', '_2115')\n",
      "('D۰۶M', '_3204')\n",
      "('D۰۶M', '_4192')\n",
      "('D۰۶M', '_4494')\n",
      "('D۰۶M', '_5509')\n",
      "('_656', 'A۲۱B')\n",
      "('A۲۱B', '_829')\n",
      "('A۲۱B', '_1391')\n",
      "('A۲۱B', '_2574')\n",
      "('A۲۱B', '_2622')\n",
      "('A۲۱B', '_2873')\n",
      "('A۲۱B', '_3759')\n",
      "('A۲۱B', '_4021')\n",
      "('A۲۱B', '_4643')\n",
      "('A۲۱B', '_5294')\n",
      "('A۲۱B', '_5548')\n",
      "('A۲۱B', '_5594')\n",
      "('A۲۱B', '_5639')\n",
      "('A۲۱B', '_5903')\n",
      "('A۲۱B', '_5904')\n",
      "('_658', 'E۰۳B')\n",
      "('E۰۳B', '_2604')\n",
      "('E۰۳B', '_2766')\n",
      "('E۰۳B', '_3074')\n",
      "('E۰۳B', '_3645')\n",
      "('E۰۳B', '_3681')\n",
      "('E۰۳B', '_4481')\n",
      "('E۰۳B', '_4780')\n",
      "('E۰۳B', '_4877')\n",
      "('E۰۳B', '_5322')\n",
      "('E۰۳B', '_5484')\n",
      "('E۰۳B', '_5541')\n",
      "('_664', 'B۳۱B')\n",
      "('_664', 'D۰۶P')\n",
      "('_664', 'B۴۱F')\n",
      "('B۳۱', 'B۳۱B')\n",
      "('B۳۱', 'B۳۱D')\n",
      "('B۳۱', 'B۳۱C')\n",
      "('B۳۱', 'B۳۱F')\n",
      "('B۳۱B', '_4136')\n",
      "('D۰۶P', '_2843')\n",
      "('D۰۶P', '_3605')\n",
      "('D۰۶P', '_4242')\n",
      "('B۴۱', 'B۴۱F')\n",
      "('B۴۱', 'B۴۱K')\n",
      "('B۴۱', 'B۴۱L')\n",
      "('B۴۱', 'B۴۱B')\n",
      "('B۴۱', 'B۴۱J')\n",
      "('B۴۱', 'B۴۱C')\n",
      "('B۴۱F', '_2946')\n",
      "('B۴۱F', '_4980')\n",
      "('B۴۱F', '_5080')\n",
      "('B۴۱F', '_5817')\n",
      "('B۴۱F', '_5866')\n",
      "('_672', 'A۰۱L')\n",
      "('A۰۱L', '_1917')\n",
      "('_673', 'F۲۴S')\n",
      "('F۲۴S', '_813')\n",
      "('F۲۴S', '_949')\n",
      "('_674', 'G۰۸C')\n",
      "('G۰۸C', '_2809')\n",
      "('G۰۸C', '_4384')\n",
      "('_676', 'F۲۱V')\n",
      "('F۲۱V', '_1462')\n",
      "('F۲۱V', '_1774')\n",
      "('F۲۱V', '_1778')\n",
      "('F۲۱V', '_2174')\n",
      "('F۲۱V', '_2782')\n",
      "('F۲۱V', '_4227')\n",
      "('F۲۱V', '_5138')\n",
      "('_677', 'F۰۴B')\n",
      "('F۰۴B', '_1209')\n",
      "('F۰۴B', '_1741')\n",
      "('F۰۴B', '_2276')\n",
      "('F۰۴B', '_2822')\n",
      "('F۰۴B', '_2989')\n",
      "('F۰۴B', '_3301')\n",
      "('F۰۴B', '_3367')\n",
      "('F۰۴B', '_4481')\n",
      "('F۰۴B', '_4496')\n",
      "('_685', 'B۰۵D')\n",
      "('B۰۵D', '_1212')\n",
      "('B۰۵D', '_2201')\n",
      "('B۰۵D', '_2311')\n",
      "('B۰۵D', '_3279')\n",
      "('_686', 'B۲۵G')\n",
      "('_690', 'B۴۱K')\n",
      "('_692', 'F۰۳G')\n",
      "('F۰۳G', '_1880')\n",
      "('F۰۳G', '_1919')\n",
      "('F۰۳G', '_1975')\n",
      "('F۰۳G', '_2401')\n",
      "('F۰۳G', '_2447')\n",
      "('F۰۳G', '_2499')\n",
      "('F۰۳G', '_2543')\n",
      "('F۰۳G', '_2585')\n",
      "('F۰۳G', '_2850')\n",
      "('F۰۳G', '_2932')\n",
      "('F۰۳G', '_3028')\n",
      "('F۰۳G', '_3134')\n",
      "('F۰۳G', '_3372')\n",
      "('F۰۳G', '_3455')\n",
      "('F۰۳G', '_3543')\n",
      "('F۰۳G', '_3598')\n",
      "('F۰۳G', '_3619')\n",
      "('F۰۳G', '_5239')\n",
      "('F۰۳G', '_5341')\n",
      "('_697', 'B۲۳B')\n",
      "('B۲۳B', '_1103')\n",
      "('B۲۳B', '_1247')\n",
      "('B۲۳B', '_1400')\n",
      "('B۲۳B', '_2297')\n",
      "('B۲۳B', '_2773')\n",
      "('B۲۳B', '_2895')\n",
      "('B۲۳B', '_3229')\n",
      "('B۲۳B', '_3490')\n",
      "('B۲۳B', '_4220')\n",
      "('B۲۳B', '_4514')\n",
      "('B۲۳B', '_4532')\n",
      "('B۲۳B', '_4994')\n",
      "('B۲۳B', '_5153')\n",
      "('B۲۳B', '_5306')\n",
      "('B۲۳B', '_5532')\n",
      "('B۲۳B', '_5785')\n",
      "('_701', 'B۶۴F')\n",
      "('B۶۴F', '_980')\n",
      "('_714', 'B۸۲B')\n",
      "('B۸۲B', '_1752')\n",
      "('B۸۲B', '_1812')\n",
      "('B۸۲B', '_1894')\n",
      "('B۸۲B', '_1930')\n",
      "('B۸۲B', '_2040')\n",
      "('B۸۲B', '_2071')\n",
      "('B۸۲B', '_2614')\n",
      "('B۸۲B', '_3178')\n",
      "('B۸۲B', '_3340')\n",
      "('B۸۲B', '_3407')\n",
      "('B۸۲B', '_3539')\n",
      "('B۸۲B', '_3886')\n",
      "('B۸۲B', '_3996')\n",
      "('B۸۲B', '_4111')\n",
      "('B۸۲B', '_4152')\n",
      "('B۸۲B', '_4157')\n",
      "('B۸۲B', '_4271')\n",
      "('B۸۲B', '_4287')\n",
      "('B۸۲B', '_4291')\n",
      "('B۸۲B', '_4299')\n",
      "('B۸۲B', '_4324')\n",
      "('B۸۲B', '_4376')\n",
      "('B۸۲B', '_4420')\n",
      "('B۸۲B', '_4474')\n",
      "('B۸۲B', '_4537')\n",
      "('B۸۲B', '_4589')\n",
      "('B۸۲B', '_4592')\n",
      "('B۸۲B', '_4598')\n",
      "('B۸۲B', '_4651')\n",
      "('B۸۲B', '_4672')\n",
      "('B۸۲B', '_4706')\n",
      "('B۸۲B', '_4709')\n",
      "('B۸۲B', '_4713')\n",
      "('B۸۲B', '_4728')\n",
      "('B۸۲B', '_4869')\n",
      "('B۸۲B', '_4893')\n",
      "('B۸۲B', '_4897')\n",
      "('B۸۲B', '_4924')\n",
      "('B۸۲B', '_4996')\n",
      "('B۸۲B', '_5015')\n",
      "('B۸۲B', '_5045')\n",
      "('B۸۲B', '_5103')\n",
      "('B۸۲B', '_5110')\n",
      "('B۸۲B', '_5171')\n",
      "('B۸۲B', '_5181')\n",
      "('B۸۲B', '_5183')\n",
      "('B۸۲B', '_5187')\n",
      "('B۸۲B', '_5188')\n",
      "('B۸۲B', '_5223')\n",
      "('B۸۲B', '_5279')\n",
      "('B۸۲B', '_5283')\n",
      "('B۸۲B', '_5307')\n",
      "('B۸۲B', '_5367')\n",
      "('B۸۲B', '_5370')\n",
      "('B۸۲B', '_5374')\n",
      "('B۸۲B', '_5408')\n",
      "('B۸۲B', '_5447')\n",
      "('B۸۲B', '_5448')\n",
      "('B۸۲B', '_5452')\n",
      "('B۸۲B', '_5457')\n",
      "('B۸۲B', '_5488')\n",
      "('B۸۲B', '_5491')\n",
      "('B۸۲B', '_5498')\n",
      "('B۸۲B', '_5504')\n",
      "('B۸۲B', '_5505')\n",
      "('B۸۲B', '_5549')\n",
      "('B۸۲B', '_5590')\n",
      "('B۸۲B', '_5593')\n",
      "('B۸۲B', '_5611')\n",
      "('B۸۲B', '_5655')\n",
      "('B۸۲B', '_5693')\n",
      "('B۸۲B', '_5715')\n",
      "('B۸۲B', '_5726')\n",
      "('B۸۲B', '_5733')\n",
      "('B۸۲B', '_5734')\n",
      "('B۸۲B', '_5771')\n",
      "('B۸۲B', '_5791')\n",
      "('B۸۲B', '_5805')\n",
      "('B۸۲B', '_5865')\n",
      "('B۸۲B', '_5902')\n",
      "('B۸۲B', '_5917')\n",
      "('B۸۲B', '_5923')\n",
      "('B۸۲B', '_5925')\n",
      "('B۸۲B', '_5950')\n",
      "('B۸۲B', '_5961')\n",
      "('B۸۲B', '_5970')\n",
      "('B۸۲B', '_5986')\n",
      "('B۸۲B', '_5994')\n",
      "('B۸۲B', '_5995')\n",
      "('_720', 'F۲۲D')\n",
      "('_723', 'E۰۴C')\n",
      "('E۰۴C', '_938')\n",
      "('E۰۴C', '_1142')\n",
      "('E۰۴C', '_1248')\n",
      "('E۰۴C', '_1381')\n",
      "('E۰۴C', '_1500')\n",
      "('E۰۴C', '_2267')\n",
      "('E۰۴C', '_2412')\n",
      "('E۰۴C', '_2581')\n",
      "('E۰۴C', '_2900')\n",
      "('E۰۴C', '_3042')\n",
      "('E۰۴C', '_3084')\n",
      "('E۰۴C', '_3202')\n",
      "('E۰۴C', '_3251')\n",
      "('E۰۴C', '_3293')\n",
      "('E۰۴C', '_3333')\n",
      "('E۰۴C', '_3427')\n",
      "('E۰۴C', '_3666')\n",
      "('E۰۴C', '_3817')\n",
      "('E۰۴C', '_3939')\n",
      "('E۰۴C', '_4106')\n",
      "('E۰۴C', '_4140')\n",
      "('E۰۴C', '_4321')\n",
      "('E۰۴C', '_4522')\n",
      "('E۰۴C', '_4568')\n",
      "('E۰۴C', '_4583')\n",
      "('E۰۴C', '_4764')\n",
      "('E۰۴C', '_4782')\n",
      "('E۰۴C', '_4853')\n",
      "('E۰۴C', '_4908')\n",
      "('E۰۴C', '_4912')\n",
      "('E۰۴C', '_4950')\n",
      "('E۰۴C', '_4972')\n",
      "('E۰۴C', '_4993')\n",
      "('E۰۴C', '_5024')\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('E۰۴C', '_5130')\n",
      "('E۰۴C', '_5141')\n",
      "('E۰۴C', '_5147')\n",
      "('E۰۴C', '_5208')\n",
      "('E۰۴C', '_5209')\n",
      "('E۰۴C', '_5265')\n",
      "('E۰۴C', '_5346')\n",
      "('E۰۴C', '_5402')\n",
      "('E۰۴C', '_5473')\n",
      "('E۰۴C', '_5514')\n",
      "('E۰۴C', '_5525')\n",
      "('E۰۴C', '_5571')\n",
      "('E۰۴C', '_5840')\n",
      "('_727', 'B۶۰H')\n",
      "('B۶۰H', '_996')\n",
      "('B۶۰H', '_1284')\n",
      "('B۶۰H', '_1610')\n",
      "('B۶۰H', '_1615')\n",
      "('B۶۰H', '_3451')\n",
      "('B۶۰H', '_3734')\n",
      "('B۶۰H', '_4397')\n",
      "('_732', 'B۰۵B')\n",
      "('B۰۵B', '_905')\n",
      "('B۰۵B', '_1205')\n",
      "('B۰۵B', '_1488')\n",
      "('B۰۵B', '_2352')\n",
      "('B۰۵B', '_2912')\n",
      "('B۰۵B', '_3557')\n",
      "('B۰۵B', '_3671')\n",
      "('B۰۵B', '_3721')\n",
      "('B۰۵B', '_4455')\n",
      "('B۰۵B', '_4759')\n",
      "('B۰۵B', '_5747')\n",
      "('_740', 'F۲۵C')\n",
      "('_755', 'C۰۱D')\n",
      "('C۰۱D', '_2456')\n",
      "('C۰۱D', '_2492')\n",
      "('C۰۱D', '_2579')\n",
      "('C۰۱D', '_2675')\n",
      "('C۰۱D', '_3245')\n",
      "('C۰۱D', '_3262')\n",
      "('C۰۱D', '_4809')\n",
      "('_759', 'H۰۳B')\n",
      "('H۰۳B', '_2024')\n",
      "('H۰۳B', '_2278')\n",
      "('H۰۳B', '_2340')\n",
      "('H۰۳B', '_2433')\n",
      "('H۰۳B', '_2517')\n",
      "('H۰۳B', '_2569')\n",
      "('H۰۳B', '_2647')\n",
      "('H۰۳B', '_2669')\n",
      "('H۰۳B', '_2886')\n",
      "('H۰۳B', '_3070')\n",
      "('H۰۳B', '_3358')\n",
      "('H۰۳B', '_3431')\n",
      "('H۰۳B', '_3464')\n",
      "('H۰۳B', '_3501')\n",
      "('H۰۳B', '_3635')\n",
      "('H۰۳B', '_3985')\n",
      "('H۰۳B', '_4086')\n",
      "('H۰۳B', '_4231')\n",
      "('H۰۳B', '_4257')\n",
      "('H۰۳B', '_4270')\n",
      "('H۰۳B', '_4272')\n",
      "('H۰۳B', '_4279')\n",
      "('H۰۳B', '_4316')\n",
      "('H۰۳B', '_4350')\n",
      "('H۰۳B', '_4367')\n",
      "('H۰۳B', '_4373')\n",
      "('H۰۳B', '_4374')\n",
      "('H۰۳B', '_4383')\n",
      "('H۰۳B', '_4488')\n",
      "('H۰۳B', '_4503')\n",
      "('H۰۳B', '_4506')\n",
      "('H۰۳B', '_4511')\n",
      "('H۰۳B', '_4518')\n",
      "('H۰۳B', '_4547')\n",
      "('H۰۳B', '_4647')\n",
      "('H۰۳B', '_4668')\n",
      "('H۰۳B', '_4799')\n",
      "('H۰۳B', '_4822')\n",
      "('H۰۳B', '_4844')\n",
      "('H۰۳B', '_4883')\n",
      "('H۰۳B', '_4889')\n",
      "('H۰۳B', '_4961')\n",
      "('H۰۳B', '_5036')\n",
      "('H۰۳B', '_5055')\n",
      "('H۰۳B', '_5065')\n",
      "('H۰۳B', '_5084')\n",
      "('H۰۳B', '_5097')\n",
      "('H۰۳B', '_5152')\n",
      "('H۰۳B', '_5161')\n",
      "('H۰۳B', '_5201')\n",
      "('H۰۳B', '_5204')\n",
      "('H۰۳B', '_5272')\n",
      "('H۰۳B', '_5286')\n",
      "('H۰۳B', '_5314')\n",
      "('H۰۳B', '_5333')\n",
      "('H۰۳B', '_5354')\n",
      "('H۰۳B', '_5360')\n",
      "('H۰۳B', '_5424')\n",
      "('H۰۳B', '_5433')\n",
      "('H۰۳B', '_5449')\n",
      "('H۰۳B', '_5483')\n",
      "('H۰۳B', '_5501')\n",
      "('H۰۳B', '_5528')\n",
      "('H۰۳B', '_5576')\n",
      "('H۰۳B', '_5597')\n",
      "('H۰۳B', '_5628')\n",
      "('H۰۳B', '_5640')\n",
      "('H۰۳B', '_5675')\n",
      "('H۰۳B', '_5678')\n",
      "('H۰۳B', '_5683')\n",
      "('H۰۳B', '_5689')\n",
      "('H۰۳B', '_5716')\n",
      "('H۰۳B', '_5718')\n",
      "('H۰۳B', '_5723')\n",
      "('H۰۳B', '_5742')\n",
      "('H۰۳B', '_5757')\n",
      "('H۰۳B', '_5786')\n",
      "('H۰۳B', '_5798')\n",
      "('H۰۳B', '_5800')\n",
      "('H۰۳B', '_5801')\n",
      "('H۰۳B', '_5812')\n",
      "('H۰۳B', '_5827')\n",
      "('H۰۳B', '_5833')\n",
      "('H۰۳B', '_5855')\n",
      "('H۰۳B', '_5858')\n",
      "('H۰۳B', '_5869')\n",
      "('H۰۳B', '_5898')\n",
      "('H۰۳B', '_5925')\n",
      "('H۰۳B', '_5945')\n",
      "('H۰۳B', '_5969')\n",
      "('H۰۳B', '_5978')\n",
      "('H۰۳B', '_5984')\n",
      "('H۰۳B', '_5997')\n",
      "('_765', 'B۶۲B')\n",
      "('B۶۲B', '_3200')\n",
      "('_771', 'F۱۶C')\n",
      "('F۱۶C', '_1689')\n",
      "('F۱۶C', '_1938')\n",
      "('F۱۶C', '_2742')\n",
      "('F۱۶C', '_3720')\n",
      "('F۱۶C', '_5008')\n",
      "('F۱۶C', '_5478')\n",
      "('_792', 'B۰۳C')\n",
      "('B۰۳C', '_1822')\n",
      "('B۰۳C', '_2129')\n",
      "('B۰۳C', '_2195')\n",
      "('B۰۳C', '_2971')\n",
      "('_804', 'F۲۴J')\n",
      "('F۲۴J', '_1238')\n",
      "('F۲۴J', '_1407')\n",
      "('F۲۴J', '_1459')\n",
      "('F۲۴J', '_1609')\n",
      "('F۲۴J', '_1614')\n",
      "('F۲۴J', '_1890')\n",
      "('F۲۴J', '_1975')\n",
      "('F۲۴J', '_2422')\n",
      "('F۲۴J', '_2447')\n",
      "('F۲۴J', '_3095')\n",
      "('F۲۴J', '_3201')\n",
      "('F۲۴J', '_3525')\n",
      "('F۲۴J', '_4051')\n",
      "('F۲۴J', '_4073')\n",
      "('F۲۴J', '_4512')\n",
      "('F۲۴J', '_4556')\n",
      "('F۲۴J', '_4579')\n",
      "('F۲۴J', '_5314')\n",
      "('F۲۴J', '_5341')\n",
      "('F۲۴J', '_5343')\n",
      "('F۲۴J', '_5843')\n",
      "('_805', 'A۲۱C')\n",
      "('A۲۱C', '_1272')\n",
      "('A۲۱C', '_1441')\n",
      "('A۲۱C', '_2028')\n",
      "('A۲۱C', '_2286')\n",
      "('A۲۱C', '_3970')\n",
      "('A۲۱C', '_4843')\n",
      "('_806', 'B۰۱L')\n",
      "('B۰۱L', '_2398')\n",
      "('B۰۱L', '_2587')\n",
      "('B۰۱L', '_2608')\n",
      "('B۰۱L', '_3163')\n",
      "('B۰۱L', '_3285')\n",
      "('B۰۱L', '_3616')\n",
      "('B۰۱L', '_3719')\n",
      "('B۰۱L', '_5299')\n",
      "('_807', 'B۶۵F')\n",
      "('B۶۵F', '_1698')\n",
      "('_824', 'B۳۳Y')\n",
      "('B۳۳', 'B۳۳Y')\n",
      "('B۳۳Y', '_4055')\n",
      "('B۳۳Y', '_4354')\n",
      "('_827', 'F۲۳G')\n",
      "('_827', 'F۲۳J')\n",
      "('F۲۳G', '_2919')\n",
      "('F۲۳G', '_4263')\n",
      "('F۲۳G', '_5409')\n",
      "('F۲۳J', '_888')\n",
      "('F۲۳J', '_2244')\n",
      "('F۲۳J', '_2461')\n",
      "('_834', 'F۲۸C')\n",
      "('F۲۸C', '_2796')\n",
      "('_835', 'B۶۷B')\n",
      "('_843', 'B۰۷C')\n",
      "('B۰۷C', '_1158')\n",
      "('B۰۷C', '_1396')\n",
      "('B۰۷C', '_1672')\n",
      "('B۰۷C', '_2357')\n",
      "('B۰۷C', '_4661')\n",
      "('B۰۷C', '_4831')\n",
      "('B۰۷C', '_4973')\n",
      "('_846', 'F۱۶S')\n",
      "('_849', 'F۲۳H')\n",
      "('_850', 'B۶۱B')\n",
      "('B۶۱B', '_1237')\n",
      "('B۶۱B', '_1413')\n",
      "('B۶۱B', '_3167')\n",
      "('B۶۱B', '_5992')\n",
      "('_855', 'E۰۱F')\n",
      "('E۰۱F', '_1874')\n",
      "('E۰۱F', '_1925')\n",
      "('E۰۱F', '_2010')\n",
      "('E۰۱F', '_2380')\n",
      "('E۰۱F', '_2885')\n",
      "('E۰۱F', '_3134')\n",
      "('E۰۱F', '_3543')\n",
      "('E۰۱F', '_4445')\n",
      "('E۰۱F', '_5751')\n",
      "('_864', 'A۲۲C')\n",
      "('A۲۲', 'A۲۲C')\n",
      "('A۲۲', 'A۲۲B')\n",
      "('A۲۲C', '_1454')\n",
      "('A۲۲C', '_2017')\n",
      "('A۲۲C', '_2750')\n",
      "('A۲۲C', '_3208')\n",
      "('A۲۲C', '_3980')\n",
      "('A۲۲C', '_4943')\n",
      "('A۲۲C', '_5349')\n",
      "('_868', 'G۱۰K')\n",
      "('G۱۰', 'G۱۰K')\n",
      "('G۱۰', 'G۱۰B')\n",
      "('G۱۰', 'G۱۰D')\n",
      "('G۱۰', 'G۱۰G')\n",
      "('G۱۰', 'G۱۰H')\n",
      "('G۱۰', 'G۱۰C')\n",
      "('G۱۰K', '_950')\n",
      "('G۱۰K', '_1444')\n",
      "('G۱۰K', '_1566')\n",
      "('G۱۰K', '_3472')\n",
      "('_871', 'E۰۲F')\n",
      "('E۰۲F', '_1082')\n",
      "('E۰۲F', '_1802')\n",
      "('E۰۲F', '_2795')\n",
      "('E۰۲F', '_3076')\n",
      "('E۰۲F', '_3679')\n",
      "('E۰۲F', '_4091')\n",
      "('_873', 'C۱۱C')\n",
      "('C۱۱C', '_2750')\n",
      "('C۱۱C', '_3834')\n",
      "('C۱۱C', '_5056')\n",
      "('_875', 'B۶۶B')\n",
      "('B۶۶B', '_903')\n",
      "('B۶۶B', '_1061')\n",
      "('B۶۶B', '_1130')\n",
      "('B۶۶B', '_1486')\n",
      "('B۶۶B', '_1501')\n",
      "('B۶۶B', '_1683')\n",
      "('B۶۶B', '_3238')\n",
      "('B۶۶B', '_3520')\n",
      "('B۶۶B', '_3745')\n",
      "('B۶۶B', '_4515')\n",
      "('B۶۶B', '_4789')\n",
      "('B۶۶B', '_5949')\n",
      "('B۶۶B', '_5957')\n",
      "('_891', 'F۱۵B')\n",
      "('F۱۵', 'F۱۵B')\n",
      "('F۱۵B', '_2031')\n",
      "('F۱۵B', '_2957')\n",
      "('F۱۵B', '_3535')\n",
      "('F۱۵B', '_3882')\n",
      "('F۱۵B', '_3883')\n",
      "('F۱۵B', '_4767')\n",
      "('_899', 'F۲۲B')\n",
      "('F۲۲B', '_1487')\n",
      "('F۲۲B', '_2186')\n",
      "('F۲۲B', '_4999')\n",
      "('_901', 'C۰۹H')\n",
      "('C۰۹H', '_5908')\n",
      "('_909', 'E۰۵F')\n",
      "('E۰۵F', '_1199')\n",
      "('E۰۵F', '_2108')\n",
      "('E۰۵F', '_2113')\n",
      "('E۰۵F', '_2114')\n",
      "('_910', 'D۰۴H')\n",
      "('D۰۴', 'D۰۴H')\n",
      "('D۰۴', 'D۰۴C')\n",
      "('D۰۴', 'D۰۴D')\n",
      "('D۰۴H', '_1401')\n",
      "('D۰۴H', '_1661')\n",
      "('D۰۴H', '_2057')\n",
      "('D۰۴H', '_3203')\n",
      "('D۰۴H', '_3398')\n",
      "('D۰۴H', '_5076')\n",
      "('_935', 'B۰۱F')\n",
      "('B۰۱F', '_942')\n",
      "('B۰۱F', '_2771')\n",
      "('B۰۱F', '_3304')\n",
      "('B۰۱F', '_3626')\n",
      "('B۰۱F', '_3735')\n",
      "('B۰۱F', '_3790')\n",
      "('B۰۱F', '_3937')\n",
      "('B۰۱F', '_4020')\n",
      "('B۰۱F', '_4896')\n",
      "('B۰۱F', '_4916')\n",
      "('_944', 'A۴۷D')\n",
      "('A۴۷D', '_1986')\n",
      "('A۴۷D', '_2223')\n",
      "('A۴۷D', '_2448')\n",
      "('A۴۷D', '_3410')\n",
      "('A۴۷D', '_5822')\n",
      "('_948', 'B۰۴B')\n",
      "('B۰۴', 'B۰۴B')\n",
      "('B۰۴', 'B۰۴C')\n",
      "('B۰۴B', '_1944')\n",
      "('B۰۴B', '_2107')\n",
      "('B۰۴B', '_2326')\n",
      "('B۰۴B', '_2887')\n",
      "('B۰۴B', '_4366')\n",
      "('B۰۴B', '_5321')\n",
      "('_987', 'H۰۱K')\n",
      "('_1003', 'D۲۱F')\n",
      "('D۲۱F', '_5241')\n",
      "('_1007', 'F۲۸D')\n",
      "('F۲۸D', '_1337')\n",
      "('F۲۸D', '_1730')\n",
      "('F۲۸D', '_2039')\n",
      "('F۲۸D', '_2041')\n",
      "('F۲۸D', '_2335')\n",
      "('_1037', 'C۰۸B')\n",
      "('C۰۸B', '_1169')\n",
      "('C۰۸B', '_1420')\n",
      "('C۰۸B', '_1553')\n",
      "('C۰۸B', '_1791')\n",
      "('C۰۸B', '_1902')\n",
      "('C۰۸B', '_2045')\n",
      "('C۰۸B', '_2063')\n",
      "('C۰۸B', '_2146')\n",
      "('C۰۸B', '_2224')\n",
      "('C۰۸B', '_2245')\n",
      "('C۰۸B', '_2528')\n",
      "('C۰۸B', '_2545')\n",
      "('C۰۸B', '_2581')\n",
      "('C۰۸B', '_2697')\n",
      "('C۰۸B', '_2698')\n",
      "('C۰۸B', '_2801')\n",
      "('C۰۸B', '_3178')\n",
      "('C۰۸B', '_3277')\n",
      "('C۰۸B', '_3328')\n",
      "('C۰۸B', '_3329')\n",
      "('C۰۸B', '_3569')\n",
      "('C۰۸B', '_3903')\n",
      "('C۰۸B', '_4094')\n",
      "('C۰۸B', '_4250')\n",
      "('C۰۸B', '_4400')\n",
      "('C۰۸B', '_4464')\n",
      "('C۰۸B', '_4546')\n",
      "('C۰۸B', '_4618')\n",
      "('C۰۸B', '_4638')\n",
      "('C۰۸B', '_4714')\n",
      "('C۰۸B', '_4760')\n",
      "('C۰۸B', '_4781')\n",
      "('C۰۸B', '_4855')\n",
      "('C۰۸B', '_4893')\n",
      "('C۰۸B', '_4971')\n",
      "('C۰۸B', '_4991')\n",
      "('C۰۸B', '_5013')\n",
      "('C۰۸B', '_5107')\n",
      "('C۰۸B', '_5159')\n",
      "('C۰۸B', '_5160')\n",
      "('C۰۸B', '_5233')\n",
      "('C۰۸B', '_5249')\n",
      "('C۰۸B', '_5253')\n",
      "('C۰۸B', '_5258')\n",
      "('C۰۸B', '_5259')\n",
      "('C۰۸B', '_5279')\n",
      "('C۰۸B', '_5438')\n",
      "('C۰۸B', '_5517')\n",
      "('C۰۸B', '_5538')\n",
      "('C۰۸B', '_5549')\n",
      "('C۰۸B', '_5557')\n",
      "('C۰۸B', '_5568')\n",
      "('C۰۸B', '_5587')\n",
      "('C۰۸B', '_5630')\n",
      "('C۰۸B', '_5642')\n",
      "('C۰۸B', '_5670')\n",
      "('C۰۸B', '_5671')\n",
      "('C۰۸B', '_5691')\n",
      "('C۰۸B', '_5707')\n",
      "('C۰۸B', '_5710')\n",
      "('C۰۸B', '_5720')\n",
      "('C۰۸B', '_5766')\n",
      "('C۰۸B', '_5768')\n",
      "('C۰۸B', '_5815')\n",
      "('C۰۸B', '_5818')\n",
      "('C۰۸B', '_5840')\n",
      "('C۰۸B', '_5885')\n",
      "('C۰۸B', '_5919')\n",
      "('C۰۸B', '_5951')\n",
      "('C۰۸B', '_5977')\n",
      "('C۰۸B', '_5998')\n",
      "('_1042', 'H۰۲S')\n",
      "('H۰۲S', '_1464')\n",
      "('H۰۲S', '_2447')\n",
      "('H۰۲S', '_2808')\n",
      "('H۰۲S', '_4659')\n",
      "('_1056', 'G۱۰B')\n",
      "('G۱۰B', '_1770')\n",
      "('G۱۰B', '_4895')\n",
      "('G۱۰B', '_5446')\n",
      "('G۱۰B', '_5978')\n",
      "('_1057', 'B۲۶D')\n",
      "('B۲۶', 'B۲۶D')\n",
      "('B۲۶', 'B۲۶B')\n",
      "('B۲۶', 'B۲۶F')\n",
      "('B۲۶D', '_1256')\n",
      "('B۲۶D', '_1974')\n",
      "('B۲۶D', '_2929')\n",
      "('B۲۶D', '_3983')\n",
      "('B۲۶D', '_4267')\n",
      "('_1066', 'E۰۴D')\n",
      "('E۰۴D', '_4140')\n",
      "('E۰۴D', '_4159')\n",
      "('E۰۴D', '_4568')\n",
      "('E۰۴D', '_5278')\n",
      "('_1068', 'F۰۴D')\n",
      "('F۰۴D', '_1300')\n",
      "('F۰۴D', '_1311')\n",
      "('F۰۴D', '_1359')\n",
      "('F۰۴D', '_2004')\n",
      "('F۰۴D', '_2693')\n",
      "('F۰۴D', '_3152')\n",
      "('F۰۴D', '_4069')\n",
      "('F۰۴D', '_5003')\n",
      "('_1069', 'G۰۱M')\n",
      "('G۰۱M', '_1225')\n",
      "('G۰۱M', '_1356')\n",
      "('G۰۱M', '_1633')\n",
      "('G۰۱M', '_1876')\n",
      "('G۰۱M', '_2033')\n",
      "('G۰۱M', '_2182')\n",
      "('G۰۱M', '_2219')\n",
      "('G۰۱M', '_2439')\n",
      "('G۰۱M', '_2440')\n",
      "('G۰۱M', '_2441')\n",
      "('G۰۱M', '_3064')\n",
      "('G۰۱M', '_3108')\n",
      "('G۰۱M', '_3281')\n",
      "('G۰۱M', '_3301')\n",
      "('G۰۱M', '_3369')\n",
      "('G۰۱M', '_3849')\n",
      "('G۰۱M', '_4276')\n",
      "('G۰۱M', '_5025')\n",
      "('_1070', 'G۰۳B')\n",
      "('G۰۳', 'G۰۳B')\n",
      "('G۰۳', 'G۰۳D')\n",
      "('G۰۳', 'G۰۳F')\n",
      "('G۰۳', 'G۰۳G')\n",
      "('G۰۳', 'G۰۳H')\n",
      "('G۰۳', 'G۰۳C')\n",
      "('G۰۳B', '_1416')\n",
      "('G۰۳B', '_1936')\n",
      "('G۰۳B', '_3738')\n",
      "('G۰۳B', '_3830')\n",
      "('G۰۳B', '_3923')\n",
      "('G۰۳B', '_4011')\n",
      "('G۰۳B', '_4124')\n",
      "('G۰۳B', '_4194')\n",
      "('G۰۳B', '_4331')\n",
      "('G۰۳B', '_4458')\n",
      "('G۰۳B', '_4630')\n",
      "('G۰۳B', '_4744')\n",
      "('G۰۳B', '_4899')\n",
      "('G۰۳B', '_5001')\n",
      "('G۰۳B', '_5080')\n",
      "('G۰۳B', '_5085')\n",
      "('G۰۳B', '_5098')\n",
      "('G۰۳B', '_5374')\n",
      "('G۰۳B', '_5487')\n",
      "('G۰۳B', '_5493')\n",
      "('G۰۳B', '_5826')\n",
      "('_1072', 'G۲۱G')\n",
      "('G۲۱', 'G۲۱G')\n",
      "('G۲۱', 'G۲۱B')\n",
      "('G۲۱', 'G۲۱F')\n",
      "('G۲۱', 'G۲۱C')\n",
      "('_1084', 'C۰۹J')\n",
      "('C۰۹J', '_3526')\n",
      "('C۰۹J', '_3766')\n",
      "('C۰۹J', '_5220')\n",
      "('C۰۹J', '_5886')\n",
      "('_1101', 'C۱۲R')\n",
      "('C۱۲R', '_3904')\n",
      "('C۱۲R', '_4604')\n",
      "('C۱۲R', '_5349')\n",
      "('_1104', 'H۰۱H')\n",
      "('H۰۱H', '_2283')\n",
      "('H۰۱H', '_2374')\n",
      "('H۰۱H', '_2592')\n",
      "('H۰۱H', '_2999')\n",
      "('H۰۱H', '_3355')\n",
      "('H۰۱H', '_3564')\n",
      "('H۰۱H', '_4249')\n",
      "('H۰۱H', '_4699')\n",
      "('H۰۱H', '_4927')\n",
      "('H۰۱H', '_5138')\n",
      "('H۰۱H', '_5937')\n",
      "('_1111', 'G۱۰D')\n",
      "('G۱۰D', '_1114')\n",
      "('G۱۰D', '_1306')\n",
      "('G۱۰D', '_1408')\n",
      "('G۱۰D', '_4109')\n",
      "('_1129', 'B۲۷K')\n",
      "('B۲۷', 'B۲۷K')\n",
      "('B۲۷', 'B۲۷L')\n",
      "('B۲۷', 'B۲۷C')\n",
      "('B۲۷', 'B۲۷N')\n",
      "('B۲۷', 'B۲۷H')\n",
      "('B۲۷', 'B۲۷B')\n",
      "('B۲۷', 'B۲۷G')\n",
      "('_1130', 'F۱۶P')\n",
      "('_1135', 'A۴۵D')\n",
      "('A۴۵D', '_2897')\n",
      "('A۴۵D', '_3459')\n",
      "('A۴۵D', '_3723')\n",
      "('A۴۵D', '_3751')\n",
      "('A۴۵D', '_4036')\n",
      "('A۴۵D', '_4610')\n",
      "('A۴۵D', '_4812')\n",
      "('A۴۵D', '_5128')\n",
      "('_1136', 'A۲۳J')\n",
      "('A۲۳J', '_1245')\n",
      "('A۲۳J', '_1551')\n",
      "('A۲۳J', '_2807')\n",
      "('A۲۳J', '_3703')\n",
      "('A۲۳J', '_4005')\n",
      "('A۲۳J', '_4335')\n",
      "('_1145', 'F۰۴C')\n",
      "('F۰۴C', '_1824')\n",
      "('F۰۴C', '_3089')\n",
      "('F۰۴C', '_4387')\n",
      "('_1151', 'F۴۱A')\n",
      "('_1151', 'F۴۱C')\n",
      "('F۴۱A', '_1349')\n",
      "('F۴۱A', '_2811')\n",
      "('_1163', 'G۰۱P')\n",
      "('G۰۱P', '_1876')\n",
      "('G۰۱P', '_3602')\n",
      "('G۰۱P', '_4249')\n",
      "('_1205', 'A۰۱M')\n",
      "('A۰۱M', '_1508')\n",
      "('A۰۱M', '_1563')\n",
      "('A۰۱M', '_1607')\n",
      "('A۰۱M', '_1644')\n",
      "('A۰۱M', '_1718')\n",
      "('A۰۱M', '_1917')\n",
      "('A۰۱M', '_1977')\n",
      "('A۰۱M', '_2141')\n",
      "('A۰۱M', '_2747')\n",
      "('A۰۱M', '_3626')\n",
      "('A۰۱M', '_3654')\n",
      "('A۰۱M', '_3756')\n",
      "('A۰۱M', '_4018')\n",
      "('A۰۱M', '_4178')\n",
      "('A۰۱M', '_4431')\n",
      "('A۰۱M', '_4896')\n",
      "('A۰۱M', '_5014')\n",
      "('_1211', 'F۰۲D')\n",
      "('_1211', 'B۴۱L')\n",
      "('F۰۲D', '_4161')\n",
      "('F۰۲D', '_5866')\n",
      "('_1221', 'C۰۷H')\n",
      "('_1221', 'C۱۳K')\n",
      "('C۰۷H', '_2511')\n",
      "('C۰۷H', '_2679')\n",
      "('C۰۷H', '_3132')\n",
      "('C۰۷H', '_4258')\n",
      "('C۱۳', 'C۱۳K')\n",
      "('C۱۳', 'C۱۳B')\n",
      "('C۱۳K', '_3363')\n",
      "('_1237', 'B۴۱B')\n",
      "('B۴۱B', '_3570')\n",
      "('B۴۱B', '_4031')\n",
      "('B۴۱B', '_4768')\n",
      "('_1243', 'B۲۷L')\n",
      "('_1255', 'H۰۱B')\n",
      "('H۰۱B', '_2197')\n",
      "('H۰۱B', '_2933')\n",
      "('H۰۱B', '_2956')\n",
      "('H۰۱B', '_4032')\n",
      "('H۰۱B', '_4284')\n",
      "('H۰۱B', '_4857')\n",
      "('H۰۱B', '_5321')\n",
      "('H۰۱B', '_5528')\n",
      "('H۰۱B', '_5684')\n",
      "('H۰۱B', '_5992')\n",
      "('_1264', 'B۴۲D')\n",
      "('B۴۲', 'B۴۲D')\n",
      "('B۴۲', 'B۴۲F')\n",
      "('_1268', 'B۶۳C')\n",
      "('B۶۳C', '_2259')\n",
      "('B۶۳C', '_3240')\n",
      "('_1283', 'B۶۰P')\n",
      "('B۶۰P', '_2088')\n",
      "('B۶۰P', '_2467')\n",
      "('B۶۰P', '_5066')\n",
      "('_1287', 'C۱۰B')\n",
      "('_1287', 'F۱۷B')\n",
      "('_1287', 'C۱۰C')\n",
      "('C۱۰B', '_3022')\n",
      "('C۱۰B', '_3866')\n",
      "('C۱۰B', '_4226')\n",
      "('C۱۰B', '_4758')\n",
      "('C۱۰B', '_4963')\n",
      "('C۱۰B', '_5000')\n",
      "('C۱۰B', '_5017')\n",
      "('C۱۰B', '_5233')\n",
      "('C۱۰B', '_5345')\n",
      "('C۱۰B', '_5441')\n",
      "('C۱۰B', '_5604')\n",
      "('C۱۰B', '_5618')\n",
      "('C۱۰B', '_5862')\n",
      "('C۱۰B', '_5965')\n",
      "('F۱۷', 'F۱۷B')\n",
      "('F۱۷', 'F۱۷C')\n",
      "('F۱۷', 'F۱۷D')\n",
      "('C۱۰C', '_3258')\n",
      "('_1288', 'C۰۵G')\n",
      "('C۰۵G', '_1701')\n",
      "('C۰۵G', '_4578')\n",
      "('C۰۵G', '_4952')\n",
      "('_1292', 'B۶۵C')\n",
      "('B۶۵C', '_2995')\n",
      "('_1298', 'B۲۷C')\n",
      "('_1298', 'B۶۸F')\n",
      "('B۶۸', 'B۶۸F')\n",
      "('B۶۸F', '_3803')\n",
      "('_1306', 'G۱۰G')\n",
      "('_1312', 'H۰۴B')\n",
      "('H۰۴B', '_2103')\n",
      "('H۰۴B', '_2211')\n",
      "('H۰۴B', '_2383')\n",
      "('H۰۴B', '_2517')\n",
      "('H۰۴B', '_2714')\n",
      "('H۰۴B', '_2748')\n",
      "('H۰۴B', '_2757')\n",
      "('H۰۴B', '_2886')\n",
      "('H۰۴B', '_2920')\n",
      "('H۰۴B', '_3057')\n",
      "('H۰۴B', '_3890')\n",
      "('H۰۴B', '_4249')\n",
      "('H۰۴B', '_4301')\n",
      "('H۰۴B', '_4488')\n",
      "('H۰۴B', '_4750')\n",
      "('H۰۴B', '_4796')\n",
      "('H۰۴B', '_5161')\n",
      "('H۰۴B', '_5201')\n",
      "('H۰۴B', '_5371')\n",
      "('H۰۴B', '_5501')\n",
      "('H۰۴B', '_5528')\n",
      "('H۰۴B', '_5678')\n",
      "('H۰۴B', '_5683')\n",
      "('H۰۴B', '_5718')\n",
      "('H۰۴B', '_5723')\n",
      "('_1318', 'F۱۷C')\n",
      "('F۱۷C', '_3760')\n",
      "('F۱۷C', '_5616')\n",
      "('_1319', 'G۰۵F')\n",
      "('G۰۵F', '_2648')\n",
      "('G۰۵F', '_3655')\n",
      "('_1322', 'B۶۰C')\n",
      "('_1322', 'B۶۰B')\n",
      "('B۶۰C', '_1727')\n",
      "('B۶۰C', '_1908')\n",
      "('B۶۰C', '_2099')\n",
      "('B۶۰C', '_2350')\n",
      "('B۶۰C', '_3307')\n",
      "('B۶۰C', '_3389')\n",
      "('B۶۰C', '_3612')\n",
      "('B۶۰C', '_3849')\n",
      "('B۶۰C', '_4720')\n",
      "('B۶۰C', '_5347')\n",
      "('B۶۰C', '_5572')\n",
      "('B۶۰C', '_5589')\n",
      "('B۶۰C', '_5866')\n",
      "('B۶۰B', '_2605')\n",
      "('B۶۰B', '_2647')\n",
      "('B۶۰B', '_2980')\n",
      "('B۶۰B', '_3306')\n",
      "('B۶۰B', '_3411')\n",
      "('B۶۰B', '_3551')\n",
      "('B۶۰B', '_4052')\n",
      "('B۶۰B', '_4139')\n",
      "('B۶۰B', '_4220')\n",
      "('B۶۰B', '_4320')\n",
      "('B۶۰B', '_4719')\n",
      "('B۶۰B', '_4798')\n",
      "('B۶۰B', '_5347')\n",
      "('B۶۰B', '_5440')\n",
      "('_1328', 'D۲۱C')\n",
      "('D۲۱C', '_2347')\n",
      "('D۲۱C', '_3012')\n",
      "('D۲۱C', '_3228')\n",
      "('D۲۱C', '_4733')\n",
      "('D۲۱C', '_5013')\n",
      "('D۲۱C', '_5253')\n",
      "('_1337', 'B۶۴B')\n",
      "('B۶۴B', '_1479')\n",
      "('B۶۴B', '_2056')\n",
      "('_1339', 'B۲۶B')\n",
      "('B۲۶B', '_3106')\n",
      "('B۲۶B', '_4361')\n",
      "('B۲۶B', '_4813')\n",
      "('B۲۶B', '_5309')\n",
      "('B۲۶B', '_5398')\n",
      "('_1342', 'B۶۲K')\n",
      "('B۶۲K', '_1402')\n",
      "('B۶۲K', '_2565')\n",
      "('B۶۲K', '_3400')\n",
      "('B۶۲K', '_4867')\n",
      "('B۶۲K', '_5859')\n",
      "('_1379', 'G۰۶C')\n",
      "('G۰۶C', '_1840')\n",
      "('G۰۶C', '_1842')\n",
      "('G۰۶C', '_2288')\n",
      "('G۰۶C', '_2680')\n",
      "('G۰۶C', '_3013')\n",
      "('G۰۶C', '_3091')\n",
      "('G۰۶C', '_3475')\n",
      "('G۰۶C', '_3516')\n",
      "('G۰۶C', '_3576')\n",
      "('G۰۶C', '_3682')\n",
      "('G۰۶C', '_3746')\n",
      "('G۰۶C', '_3999')\n",
      "('G۰۶C', '_4011')\n",
      "('G۰۶C', '_4228')\n",
      "('G۰۶C', '_4289')\n",
      "('G۰۶C', '_4448')\n",
      "('G۰۶C', '_4548')\n",
      "('G۰۶C', '_4582')\n",
      "('G۰۶C', '_4647')\n",
      "('G۰۶C', '_4663')\n",
      "('G۰۶C', '_4762')\n",
      "('G۰۶C', '_4795')\n",
      "('G۰۶C', '_4879')\n",
      "('G۰۶C', '_4922')\n",
      "('G۰۶C', '_5087')\n",
      "('G۰۶C', '_5098')\n",
      "('G۰۶C', '_5170')\n",
      "('G۰۶C', '_5179')\n",
      "('G۰۶C', '_5245')\n",
      "('G۰۶C', '_5289')\n",
      "('G۰۶C', '_5292')\n",
      "('G۰۶C', '_5320')\n",
      "('G۰۶C', '_5324')\n",
      "('G۰۶C', '_5379')\n",
      "('G۰۶C', '_5390')\n",
      "('G۰۶C', '_5461')\n",
      "('G۰۶C', '_5464')\n",
      "('G۰۶C', '_5490')\n",
      "('G۰۶C', '_5529')\n",
      "('G۰۶C', '_5531')\n",
      "('G۰۶C', '_5580')\n",
      "('G۰۶C', '_5700')\n",
      "('G۰۶C', '_5756')\n",
      "('G۰۶C', '_5765')\n",
      "('G۰۶C', '_5782')\n",
      "('G۰۶C', '_5852')\n",
      "('G۰۶C', '_5934')\n",
      "('G۰۶C', '_5957')\n",
      "('G۰۶C', '_5964')\n",
      "('G۰۶C', '_5978')\n",
      "('_1393', 'D۰۶N')\n",
      "('D۰۶N', '_2311')\n",
      "('_1435', 'C۲۱B')\n",
      "('C۲۱B', '_1568')\n",
      "('C۲۱B', '_3300')\n",
      "('C۲۱B', '_5409')\n",
      "('_1460', 'G۰۴F')\n",
      "('G۰۴F', '_4819')\n",
      "('_1467', 'B۰۹B')\n",
      "('B۰۹', 'B۰۹B')\n",
      "('B۰۹B', '_2195')\n",
      "('B۰۹B', '_2749')\n",
      "('B۰۹B', '_2924')\n",
      "('B۰۹B', '_3066')\n",
      "('B۰۹B', '_3815')\n",
      "('B۰۹B', '_4238')\n",
      "('B۰۹B', '_5475')\n",
      "('_1476', 'C۰۷J')\n",
      "('C۰۷J', '_1546')\n",
      "('C۰۷J', '_1801')\n",
      "('C۰۷J', '_2805')\n",
      "('_1490', 'B۴۴D')\n",
      "('_1516', 'F۲۸B')\n",
      "('F۲۸B', '_1833')\n",
      "('F۲۸B', '_4493')\n",
      "('F۲۸B', '_5499')\n",
      "('_1528', 'A۴۱G')\n",
      "('_1528', 'A۶۲B')\n",
      "('A۶۲B', '_2514')\n",
      "('A۶۲B', '_2825')\n",
      "('A۶۲B', '_3130')\n",
      "('A۶۲B', '_3247')\n",
      "('A۶۲B', '_3572')\n",
      "('A۶۲B', '_3734')\n",
      "('A۶۲B', '_3770')\n",
      "('A۶۲B', '_4170')\n",
      "('A۶۲B', '_4249')\n",
      "('A۶۲B', '_4395')\n",
      "('A۶۲B', '_5332')\n",
      "('A۶۲B', '_5877')\n",
      "('_1529', 'F۰۱P')\n",
      "('F۰۱P', '_2719')\n",
      "('F۰۱P', '_3737')\n",
      "('F۰۱P', '_5526')\n",
      "('_1553', 'C۲۵D')\n",
      "('C۲۵D', '_1946')\n",
      "('C۲۵D', '_2628')\n",
      "('C۲۵D', '_3523')\n",
      "('C۲۵D', '_3981')\n",
      "('C۲۵D', '_4336')\n",
      "('C۲۵D', '_4671')\n",
      "('C۲۵D', '_4687')\n",
      "('C۲۵D', '_5650')\n",
      "('C۲۵D', '_5745')\n",
      "('_1559', 'B۰۳B')\n",
      "('B۰۳B', '_1666')\n",
      "('B۰۳B', '_1796')\n",
      "('B۰۳B', '_2023')\n",
      "('B۰۳B', '_2059')\n",
      "('B۰۳B', '_2121')\n",
      "('B۰۳B', '_2129')\n",
      "('B۰۳B', '_3494')\n",
      "('B۰۳B', '_3978')\n",
      "('B۰۳B', '_4266')\n",
      "('B۰۳B', '_4340')\n",
      "('B۰۳B', '_4349')\n",
      "('B۰۳B', '_4375')\n",
      "('B۰۳B', '_4623')\n",
      "('B۰۳B', '_4661')\n",
      "('B۰۳B', '_4731')\n",
      "('B۰۳B', '_5087')\n",
      "('B۰۳B', '_5169')\n",
      "('B۰۳B', '_5566')\n",
      "('B۰۳B', '_5624')\n",
      "('B۰۳B', '_5806')\n",
      "('B۰۳B', '_5835')\n",
      "('B۰۳B', '_5837')\n",
      "('B۰۳B', '_5850')\n",
      "('B۰۳B', '_5927')\n",
      "('B۰۳B', '_5942')\n",
      "('B۰۳B', '_5996')\n",
      "('_1573', 'C۲۵C')\n",
      "('C۲۵C', '_1699')\n",
      "('C۲۵C', '_2729')\n",
      "('C۲۵C', '_2856')\n",
      "('C۲۵C', '_3230')\n",
      "('_1622', 'C۱۰M')\n",
      "('C۱۰M', '_2436')\n",
      "('C۱۰M', '_3221')\n",
      "('C۱۰M', '_4000')\n",
      "('C۱۰M', '_4423')\n",
      "('_1645', 'G۰۳D')\n",
      "('_1650', 'G۲۱B')\n",
      "('G۲۱B', '_5954')\n",
      "('_1662', 'F۰۲M')\n",
      "('F۰۲M', '_4346')\n",
      "('_1665', 'F۲۳R')\n",
      "('F۲۳R', '_5317')\n",
      "('_1666', 'B۰۲B')\n",
      "('B۰۲B', '_4487')\n",
      "('B۰۲B', '_5132')\n",
      "('B۰۲B', '_5659')\n",
      "('_1674', 'E۰۱H')\n",
      "('E۰۱H', '_5143')\n",
      "('_1686', 'D۰۶C')\n",
      "('_1694', 'G۰۹F')\n",
      "('G۰۹F', '_2636')\n",
      "('G۰۹F', '_3162')\n",
      "('G۰۹F', '_3387')\n",
      "('G۰۹F', '_3447')\n",
      "('G۰۹F', '_3688')\n",
      "('G۰۹F', '_4077')\n",
      "('G۰۹F', '_5184')\n",
      "('_1701', 'C۰۸H')\n",
      "('C۰۸H', '_2571')\n",
      "('C۰۸H', '_3646')\n",
      "('_1704', 'E۰۱D')\n",
      "('E۰۱D', '_2948')\n",
      "('E۰۱D', '_3209')\n",
      "('_1712', 'F۰۱M')\n",
      "('F۰۱M', '_4346')\n",
      "('_1726', 'B۶۶D')\n",
      "('B۶۶D', '_2328')\n",
      "('B۶۶D', '_3933')\n",
      "('_1758', 'E۰۵G')\n",
      "('E۰۵G', '_2273')\n",
      "('_1761', 'E۲۱F')\n",
      "('E۲۱F', '_2403')\n",
      "('_1776', 'B۶۰J')\n",
      "('B۶۰J', '_2108')\n",
      "('B۶۰J', '_2344')\n",
      "('B۶۰J', '_3176')\n",
      "('B۶۰J', '_4139')\n",
      "('_1803', 'B۶۰G')\n",
      "('B۶۰G', '_2131')\n",
      "('B۶۰G', '_2795')\n",
      "('B۶۰G', '_4083')\n",
      "('_1816', 'C۲۳F')\n",
      "('C۲۳F', '_3001')\n",
      "('C۲۳F', '_3325')\n",
      "('C۲۳F', '_4327')\n",
      "('C۲۳F', '_4436')\n",
      "('_1824', 'F۰۱C')\n",
      "('_1826', 'A۴۵B')\n",
      "('A۴۵B', '_2034')\n",
      "('A۴۵B', '_3106')\n",
      "('A۴۵B', '_3384')\n",
      "('A۴۵B', '_3644')\n",
      "('A۴۵B', '_3838')\n",
      "('A۴۵B', '_4224')\n",
      "('A۴۵B', '_4928')\n",
      "('A۴۵B', '_5543')\n",
      "('A۴۵B', '_5813')\n",
      "('_1829', 'G۰۳F')\n",
      "('G۰۳F', '_4249')\n",
      "('_1838', 'D۲۱B')\n",
      "('D۲۱B', '_3012')\n",
      "('_1846', 'G۰۹G')\n",
      "('_1852', 'A۲۲B')\n",
      "('A۲۲B', '_5563')\n",
      "('_1870', 'H۰۴H')\n",
      "('H۰۴H', '_2785')\n",
      "('H۰۴H', '_5021')\n",
      "('_1871', 'B۶۳G')\n",
      "('B۶۳G', '_5891')\n",
      "('_1872', 'B۲۱H')\n",
      "('B۲۱H', '_4367')\n",
      "('B۲۱H', '_5008')\n",
      "('_1883', 'A۲۳D')\n",
      "('A۲۳D', '_2324')\n",
      "('A۲۳D', '_2750')\n",
      "('A۲۳D', '_3850')\n",
      "('A۲۳D', '_4348')\n",
      "('_1884', 'C۱۱B')\n",
      "('C۱۱B', '_2730')\n",
      "('C۱۱B', '_2750')\n",
      "('C۱۱B', '_3050')\n",
      "('C۱۱B', '_3585')\n",
      "('C۱۱B', '_4263')\n",
      "('C۱۱B', '_4280')\n",
      "('C۱۱B', '_4751')\n",
      "('C۱۱B', '_5271')\n",
      "('_1887', 'B۶۶C')\n",
      "('_1887', 'B۲۵D')\n",
      "('B۶۶C', '_2328')\n",
      "('B۶۶C', '_2774')\n",
      "('B۲۵D', '_2773')\n",
      "('B۲۵D', '_3776')\n",
      "('_1900', 'F۱۷D')\n",
      "('_1907', 'B۶۰L')\n",
      "('B۶۰L', '_2326')\n",
      "('B۶۰L', '_2851')\n",
      "('B۶۰L', '_2920')\n",
      "('B۶۰L', '_3181')\n",
      "('B۶۰L', '_3678')\n",
      "('B۶۰L', '_4070')\n",
      "('_1948', 'B۴۱J')\n",
      "('B۴۱J', '_2899')\n",
      "('B۴۱J', '_3213')\n",
      "('B۴۱J', '_3708')\n",
      "('B۴۱J', '_4656')\n",
      "('B۴۱J', '_4779')\n",
      "('_1972', 'F۰۳C')\n",
      "('F۰۳C', '_2285')\n",
      "('_1973', 'B۲۳H')\n",
      "('B۲۳H', '_2192')\n",
      "('B۲۳H', '_3108')\n",
      "('_1974', 'B۲۳D')\n",
      "('_1974', 'B۲۶F')\n",
      "('B۲۳D', '_3338')\n",
      "('B۲۳D', '_4626')\n",
      "('B۲۳D', '_5376')\n",
      "('B۲۶F', '_3353')\n",
      "('B۲۶F', '_4115')\n",
      "('_1975', 'F۰۲N')\n",
      "('_1981', 'A۴۵F')\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('A۴۵F', '_3439')\n",
      "('A۴۵F', '_5359')\n",
      "('_1993', 'A۲۴F')\n",
      "('A۲۴F', '_2593')\n",
      "('A۲۴F', '_3854')\n",
      "('A۲۴F', '_3877')\n",
      "('A۲۴F', '_4110')\n",
      "('_2010', 'H۰۳L')\n",
      "('H۰۳L', '_4060')\n",
      "('_2020', 'B۸۱C')\n",
      "('B۸۱C', '_3136')\n",
      "('B۸۱C', '_4927')\n",
      "('_2033', 'F۲۳N')\n",
      "('_2033', 'F۲۳Q')\n",
      "('F۲۳N', '_3891')\n",
      "('_2046', 'B۲۱C')\n",
      "('B۲۱C', '_2242')\n",
      "('B۲۱C', '_2990')\n",
      "('B۲۱C', '_4042')\n",
      "('B۲۱C', '_4363')\n",
      "('_2071', 'D۰۴C')\n",
      "('D۰۴C', '_4344')\n",
      "('_2095', 'E۰۵D')\n",
      "('_2102', 'C۰۵B')\n",
      "('C۰۵B', '_3328')\n",
      "('C۰۵B', '_5273')\n",
      "('C۰۵B', '_5274')\n",
      "('C۰۵B', '_5519')\n",
      "('_2215', 'C۱۴C')\n",
      "('C۱۴', 'C۱۴C')\n",
      "('C۱۴C', '_2843')\n",
      "('C۱۴C', '_3513')\n",
      "('_2232', 'G۰۷B')\n",
      "('G۰۷B', '_4181')\n",
      "('G۰۷B', '_5490')\n",
      "('_2261', 'B۳۰B')\n",
      "('B۳۰', 'B۳۰B')\n",
      "('B۳۰B', '_5711')\n",
      "('_2294', 'C۰۹F')\n",
      "('_2351', 'C۰۹C')\n",
      "('C۰۹C', '_2547')\n",
      "('C۰۹C', '_2633')\n",
      "('C۰۹C', '_2878')\n",
      "('C۰۹C', '_3196')\n",
      "('C۰۹C', '_3214')\n",
      "('C۰۹C', '_3761')\n",
      "('C۰۹C', '_4557')\n",
      "('C۰۹C', '_4686')\n",
      "('_2366', 'G۰۷G')\n",
      "('_2374', 'H۰۱T')\n",
      "('_2384', 'G۲۱F')\n",
      "('G۲۱F', '_3323')\n",
      "('_2406', 'H۰۱G')\n",
      "('H۰۱G', '_4179')\n",
      "('H۰۱G', '_5354')\n",
      "('_2414', 'A۲۳P')\n",
      "('A۲۳P', '_3850')\n",
      "('A۲۳P', '_4398')\n",
      "('_2451', 'H۰۵G')\n",
      "('H۰۵G', '_5966')\n",
      "('_2458', 'G۱۰H')\n",
      "('G۱۰H', '_3472')\n",
      "('_2479', 'A۶۳K')\n",
      "('A۶۳K', '_5859')\n",
      "('_2499', 'F۰۳H')\n",
      "('_2527', 'D۰۱H')\n",
      "('_2588', 'C۴۰B')\n",
      "('C۴۰', 'C۴۰B')\n",
      "('C۴۰B', '_4709')\n",
      "('_2596', 'B۰۴C')\n",
      "('B۰۴C', '_5077')\n",
      "('_2627', 'D۰۵C')\n",
      "('D۰۵', 'D۰۵C')\n",
      "('D۰۵', 'D۰۵B')\n",
      "('_2670', 'D۰۵B')\n",
      "('D۰۵B', '_3914')\n",
      "('D۰۵B', '_5211')\n",
      "('_2680', 'G۱۱B')\n",
      "('G۱۱', 'G۱۱B')\n",
      "('G۱۱B', '_2821')\n",
      "('G۱۱B', '_2859')\n",
      "('G۱۱B', '_3091')\n",
      "('G۱۱B', '_3682')\n",
      "('G۱۱B', '_3923')\n",
      "('G۱۱B', '_4011')\n",
      "('G۱۱B', '_4228')\n",
      "('G۱۱B', '_4657')\n",
      "('G۱۱B', '_5098')\n",
      "('G۱۱B', '_5289')\n",
      "('G۱۱B', '_5461')\n",
      "('G۱۱B', '_5464')\n",
      "('G۱۱B', '_5580')\n",
      "('G۱۱B', '_5869')\n",
      "('_2696', 'B۲۹K')\n",
      "('_2721', 'F۴۱H')\n",
      "('_2755', 'B۲۲C')\n",
      "('B۲۲C', '_3773')\n",
      "('B۲۲C', '_3813')\n",
      "('B۲۲C', '_4203')\n",
      "('B۲۲C', '_5176')\n",
      "('B۲۲C', '_5507')\n",
      "('B۲۲C', '_5749')\n",
      "('B۲۲C', '_5775')\n",
      "('B۲۲C', '_5787')\n",
      "('B۲۲C', '_5818')\n",
      "('B۲۲C', '_5888')\n",
      "('_2786', 'E۰۳C')\n",
      "('E۰۳C', '_3645')\n",
      "('E۰۳C', '_3851')\n",
      "('E۰۳C', '_4191')\n",
      "('E۰۳C', '_4455')\n",
      "('_2854', 'B۶۰W')\n",
      "('B۶۰W', '_3515')\n",
      "('B۶۰W', '_4190')\n",
      "('_2895', 'B۲۵H')\n",
      "('_2901', 'A۰۱F')\n",
      "('A۰۱F', '_3991')\n",
      "('A۰۱F', '_4074')\n",
      "('A۰۱F', '_4177')\n",
      "('A۰۱F', '_4545')\n",
      "('A۰۱F', '_4641')\n",
      "('A۰۱F', '_4670')\n",
      "('_2930', 'C۱۳B')\n",
      "('_2939', 'H۰۴R')\n",
      "('_2939', 'G۰۴C')\n",
      "('H۰۴R', '_2996')\n",
      "('_2992', 'D۰۶G')\n",
      "('_3039', 'C۱۲G')\n",
      "('_3047', 'E۰۳F')\n",
      "('E۰۳F', '_4602')\n",
      "('_3051', 'E۰۵C')\n",
      "('_3078', 'E۲۱D')\n",
      "('E۲۱D', '_3487')\n",
      "('_3103', 'B۲۳C')\n",
      "('B۲۳C', '_3574')\n",
      "('B۲۳C', '_4573')\n",
      "('B۲۳C', '_5896')\n",
      "('_3108', 'G۰۱H')\n",
      "('_3120', 'B۶۱F')\n",
      "('_3148', 'B۳۱D')\n",
      "('_3150', 'C۱۰N')\n",
      "('_3209', 'E۰۱B')\n",
      "('E۰۱B', '_3211')\n",
      "('E۰۱B', '_4884')\n",
      "('E۰۱B', '_5339')\n",
      "('_3212', 'H۰۴J')\n",
      "('_3235', 'C۲۲F')\n",
      "('C۲۲F', '_3302')\n",
      "('C۲۲F', '_3305')\n",
      "('C۲۲F', '_3550')\n",
      "('C۲۲F', '_4009')\n",
      "('_3255', 'C۲۳G')\n",
      "('C۲۳G', '_3856')\n",
      "('_3269', 'H۰۳H')\n",
      "('_3287', 'H۰۱S')\n",
      "('_3337', 'B۴۱C')\n",
      "('_3419', 'F۰۲K')\n",
      "('F۰۲K', '_3692')\n",
      "('_3426', 'F۱۶N')\n",
      "('_3511', 'D۰۱B')\n",
      "('D۰۱B', '_4559')\n",
      "('D۰۱B', '_4775')\n",
      "('D۰۱B', '_4949')\n",
      "('D۰۱B', '_5646')\n",
      "('D۰۱B', '_5854')\n",
      "('_3551', 'B۲۴C')\n",
      "('_3558', 'B۲۳P')\n",
      "('B۲۳P', '_3622')\n",
      "('B۲۳P', '_4393')\n",
      "('B۲۳P', '_4394')\n",
      "('B۲۳P', '_4573')\n",
      "('_3606', 'A۲۴B')\n",
      "('A۲۴B', '_4439')\n",
      "('_3617', 'F۲۱W')\n",
      "('_3635', 'D۰۳C')\n",
      "('D۰۳C', '_5586')\n",
      "('D۰۳C', '_5857')\n",
      "('D۰۳C', '_5985')\n",
      "('_3708', 'G۰۳G')\n",
      "('G۰۳G', '_5074')\n",
      "('_3776', 'H۰۴Q')\n",
      "('H۰۴Q', '_4334')\n",
      "('_3789', 'C۱۲H')\n",
      "('_3833', 'F۲۱H')\n",
      "('F۲۱H', '_5773')\n",
      "('_3910', 'D۰۴D')\n",
      "('_3916', 'B۲۷N')\n",
      "('B۲۷N', '_4352')\n",
      "('_3921', 'H۰۴K')\n",
      "('H۰۴K', '_4038')\n",
      "('_3958', 'B۲۱J')\n",
      "('B۲۱J', '_4108')\n",
      "('B۲۱J', '_4341')\n",
      "('_4058', 'G۰۳H')\n",
      "('_4136', 'B۳۱C')\n",
      "('_4226', 'F۲۳B')\n",
      "('_4226', 'F۲۳C')\n",
      "('F۲۳C', '_4930')\n",
      "('_4411', 'C۱۲C')\n",
      "('C۱۲C', '_5838')\n",
      "('_4470', 'B۲۷H')\n",
      "('_4508', 'G۰۵G')\n",
      "('G۰۵G', '_4742')\n",
      "('_4512', 'F۲۱L')\n",
      "('_4667', 'G۰۳C')\n",
      "('_4721', 'B۲۷B')\n",
      "('_4831', 'B۳۱F')\n",
      "('_4895', 'G۱۰C')\n",
      "('_4952', 'C۰۵C')\n",
      "('_5220', 'B۲۷G')\n",
      "('_5303', 'B۶۱K')\n",
      "('_5362', 'B۲۵C')\n",
      "('_5504', 'H۰۱C')\n",
      "('_5606', 'F۲۱K')\n",
      "('_5618', 'B۴۲F')\n",
      "('_5748', 'G۲۱C')\n",
      "('_5799', 'D۰۱C')\n",
      "('_5941', 'A۴۴B')\n"
     ]
    }
   ],
   "source": [
    "for edge in g.edges:\n",
    "    print(edge)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\gensim\\utils.py:860: UserWarning: detected Windows; aliasing chunkize to chunkize_serial\n",
      "  warnings.warn(\"detected Windows; aliasing chunkize to chunkize_serial\")\n"
     ]
    }
   ],
   "source": [
    "from node2vec import Node2Vec"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
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      "Generating walks (CPU: 1): 100%|███████████████████████████████████████████████████████| 50/50 [06:48<00:00,  9.21s/it]"
     ]
    }
   ],
   "source": [
    "# Generate walks\n",
    "node2vec = Node2Vec(g, dimensions=10, walk_length=16, num_walks=50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {},
   "outputs": [],
   "source": [
    "fix_formatted_positions = lambda x: x.split('_')[0] if x in formatted_positions else x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "metadata": {},
   "outputs": [],
   "source": [
    "formatted_positions = set()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "metadata": {},
   "outputs": [],
   "source": [
    "reformatted_walks = [list(map(fix_formatted_positions, walk)) for walk in node2vec.walks]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "metadata": {},
   "outputs": [],
   "source": [
    "node2vec.walks = reformatted_walks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Learn embeddings \n",
    "model = node2vec.fit(window=10, min_count=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "metadata": {},
   "outputs": [],
   "source": [
    "import gensim, os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "_4706\n",
      "_1894\n",
      "_5805\n",
      "_5994\n",
      "_5655\n",
      "_4728\n",
      "_5961\n",
      "_1074\n",
      "_5103\n",
      "_1808\n"
     ]
    }
   ],
   "source": [
    "for node, _ in model.most_similar(patentid):\n",
    "    print(node)"
   ]
  }
 ],
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