Step4-MapDiseaseNamesToArticle.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Step 4: Map disease names to articles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from tqdm import tqdm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "total_corpus = pd.read_csv('total_corpus.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "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>doc_id</th>\n",
       "      <th>title</th>\n",
       "      <th>cord_uid</th>\n",
       "      <th>abstract</th>\n",
       "      <th>full_text</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>3798d3bcb09df782968320b8ad39f28a1bed48e6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>aoiambb8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>I n April 2017, the Institute of Epidemiology ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2b4690b639d799f33bbf7cb9eec5522878310594</td>\n",
       "      <td>Accuracy of a battery-powered portable capnome...</td>\n",
       "      <td>embv1el9</td>\n",
       "      <td>Carbon dioxide measurement is useful for confi...</td>\n",
       "      <td>Measurement of carbon dioxide (CO 2 ) using a ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>83a841d74d4f6bf8bffb818a5cd6b7fa85d63ff2</td>\n",
       "      <td>The influence of diabetes on postoperative com...</td>\n",
       "      <td>8dcgzyst</td>\n",
       "      <td>Background Diabetes mellitus has been commonly...</td>\n",
       "      <td>Twenty percent of surgical patients have diabe...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>7dd8097ba18590caa431084fa22b6580702d5788</td>\n",
       "      <td>In vivo delivery of a multiepitope peptide and...</td>\n",
       "      <td>sgtvecj8</td>\n",
       "      <td>Objectives A potent HIV vaccine should overcom...</td>\n",
       "      <td>Since the onset of the AIDS epidemic, 75 milli...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>9bd542f156f108ef170a0eec832161d0edb3d2f8</td>\n",
       "      <td>Relationship Between Compassion Fatigue in Nur...</td>\n",
       "      <td>3vtq6d8f</td>\n",
       "      <td>This research was conducted in order to examin...</td>\n",
       "      <td>Nurses are the largest and the most significan...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                     doc_id  \\\n",
       "0  3798d3bcb09df782968320b8ad39f28a1bed48e6   \n",
       "1  2b4690b639d799f33bbf7cb9eec5522878310594   \n",
       "2  83a841d74d4f6bf8bffb818a5cd6b7fa85d63ff2   \n",
       "3  7dd8097ba18590caa431084fa22b6580702d5788   \n",
       "4  9bd542f156f108ef170a0eec832161d0edb3d2f8   \n",
       "\n",
       "                                               title  cord_uid  \\\n",
       "0                                                NaN  aoiambb8   \n",
       "1  Accuracy of a battery-powered portable capnome...  embv1el9   \n",
       "2  The influence of diabetes on postoperative com...  8dcgzyst   \n",
       "3  In vivo delivery of a multiepitope peptide and...  sgtvecj8   \n",
       "4  Relationship Between Compassion Fatigue in Nur...  3vtq6d8f   \n",
       "\n",
       "                                            abstract  \\\n",
       "0                                                NaN   \n",
       "1  Carbon dioxide measurement is useful for confi...   \n",
       "2  Background Diabetes mellitus has been commonly...   \n",
       "3  Objectives A potent HIV vaccine should overcom...   \n",
       "4  This research was conducted in order to examin...   \n",
       "\n",
       "                                           full_text  \n",
       "0  I n April 2017, the Institute of Epidemiology ...  \n",
       "1  Measurement of carbon dioxide (CO 2 ) using a ...  \n",
       "2  Twenty percent of surgical patients have diabe...  \n",
       "3  Since the onset of the AIDS epidemic, 75 milli...  \n",
       "4  Nurses are the largest and the most significan...  "
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "total_corpus.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "disease_df = pd.read_csv('disease_found_list.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "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>disease</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3119</th>\n",
       "      <td>blackwater fever</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3120</th>\n",
       "      <td>xeroderma pigmentosum group G</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3121</th>\n",
       "      <td>bladder diverticulum</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3122</th>\n",
       "      <td>human monocytic ehrlichiosis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3123</th>\n",
       "      <td>3MC syndrome</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                            disease\n",
       "3119               blackwater fever\n",
       "3120  xeroderma pigmentosum group G\n",
       "3121           bladder diverticulum\n",
       "3122   human monocytic ehrlichiosis\n",
       "3123                   3MC syndrome"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "disease_df.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['influenza',\n",
       " 'asthma',\n",
       " 'respiratory failure',\n",
       " 'pulmonary hypertension',\n",
       " 'periventricular leukomalacia',\n",
       " 'diabetes mellitus',\n",
       " 'hyperglycemia',\n",
       " 'gestational diabetes',\n",
       " 'ileus',\n",
       " 'Clostridium difficile colitis']"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "disease_list = disease_df[disease_df['disease'] != 'disease']['disease'].tolist()\n",
    "disease_list[0:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "disease_articles_list = []"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|█████████████████████████████████████████████████████████| 3123/3123 [8:36:21<00:00,  9.92s/it]\n"
     ]
    }
   ],
   "source": [
    "for disease in tqdm(disease_list):\n",
    "    _list = ','.join(total_corpus[total_corpus['full_text'].str.contains(disease, case=False, regex=False, na=False)]['cord_uid'].tolist())\n",
    "    if len(_list) > 0:\n",
    "        disease_articles_list.append([disease, _list])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['influenza',\n",
       "  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       " ['asthma',\n",
       "  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       " ['respiratory failure',\n",
       "  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       " ['pulmonary hypertension',\n",
       "  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       " ['periventricular leukomalacia',\n",
       "  'embv1el9,c6pagqrb,jg7jhs77,r49nj0kc,ez49k5eq,oe3wzodl,ec7a94je,n6ajieqj,qc3m82h8,e69ian2l,0r99azf9,crlpzjk0,v0re4rf0,p75eh0c3,3uc4amhj,owm3dgwr,f5913yfi,8c6lkzqk,us9surnw,9a7qagcb,289ga1v6,mraun6oe,gu85801f,pm2vaevd,6zkr8kfu,g6kem904,lx795oc1,n0vf2erc,qksrh3m2,31fwccxt,t0q26hmt,648ut8de,cmgnckvv,pb5m5k38,ghwtcdzl,u9nmqcgs,y64q9btw,etclpj2g,tli472gx,lyja70ls,h0bkaudx,nr3fyyl0,6fbdb9py'],\n",
       " ['diabetes mellitus',\n",
       "  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myglzzi1,10ibxpox,fuavdpnu,l0se8jaj,gd46xjzs,mvzrv494,wdaq69pz,3eoi6sum,r9k8hpt2,ig20mmah,m4cttays,m9v2za1a,jsf7c12i,ha5k3qnt,ect7diek,isniqv6b,u35n5tbm,gsh6voi9,t2xlju1m,w9ra6qk4,iy2d5l73,ucx3ncx7,fhg2o0mi,646cnq9n,5jz6swy4,ghqm36so,iyw6qar4,ol6mtfyd,ov34wp0t,6pj4d4q9,zucv3yqc,dec6829q,qsuxdtqz'],\n",
       " ['hyperglycemia',\n",
       "  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       " ['gestational diabetes',\n",
       "  '8dcgzyst,foxzjdq7,2o7chmnd,tv9zjrz4,bdp1g1br,634emdl8,4mzhoewk,036a83t2,qbds1r4m,rv3lm7ke,mfyurey2,mgp49qxz,zbb8wemp,40q8uo0n,g2w9a9x4,1a4428hv,rqit1h9u,zp21zrrw,dzokhw94,z1etabuf,45dy68z2,75pmbgdu,7y9ryndj,4bqdoslu,qu5szvgq,158il3it,zrzvn5q3,3uaizzql,pgcsrfhx,sz0kshf6,pe0tw84p,9hcxugim,4ja72u6y,oar24rx3,ebirdz9z,7cfielti,26srvw96,us9surnw,ceg8fjxw,dycshxpf,y6oznwft,wu96qyfd,ch3ud6e9,hswg4yip,j72ujzla,hmc4ojwv,vh0g0s2e,fg3ytklx,y2rtopxc,zu7j19af,v3gym0es,ab168gd7,ufe88w41,p3bxyos3,tnqwz7b0,bdkevddc,n6wrn1vu,51v9txls,cg7gjc3i,syx55wxg,nfj1v72e,o4txvd3d,4cr98hdu,ndu5mps0,1npzfics,7z89p3q3,qybw8ns0,uuzfzgrk,2duwcl8t,k6e2qje8,bajceqio,3woz7lcd,m74slzmh,hm0jszd9,mlenwajr,upryx8dp,sf89qow6,kqt76l1s,rey8khbi,vcxdvpoc,oxjzdngx,agemyp6n,i9s5b554,mbbk58ip,4lqcs7eh,ju3okouu,w948hs8s,grpycm8w,i8udb312,7yct2t4k,v6rc5stb,yywvx0m2,xckh2iqo,ebgoltmf,339otczc,fn6fuosf,8qcdouh7,cksha762,x59fx3iu,gelckchy,tfabu12l,tgnsl58j,k8ayi3wg,n1m3ceyd,asq00euj,jglddu06,fe7r2vy7,5alz5gq6,omukzt5g,y0q0s63t,qwvfow50,hapyav8c,zqg1tcvd,s653q25p,29hfdrgb,lswv3gat,m35nlaw4,r5mpfn2e,efpgkj7l,g4byg7ad,x6geilcb,g20x17d2,rbdo61yq,kfz19cms,ocsuf62q,mvow03fg,lidfk02m,lziy1gn6,f2i9cv9o,a9xxk7vc,iil91bv9,2hhehk22,j9q3udjg,fb8ps1zb,zxe7b702,009974g5,zfhqcrz7,76veud0o,cbmhweyw,bihsdne2,aqxei26k,k3uruivj,b5xjt600,dpr3vwoa,8olxlpk4,00gtpho6,629aoech,6rmurfkb,u852yw92,3tbwojnh,1126jgj3,9c6kf2fk,chhwym1h,ge7dhn0y,r4wtfjdc,t8owtfs5,pp6ktvv1,xqteismj,5z5ai9ve,6h7tm0fe,op4ad4k2,sxw0y9ju,m1896jot,zz24fc8t,sfy1089d,51160stl,axfd4i4v,96xapkoq,0hth4rku,12tgx9ja,qksrh3m2,umf65mux,1npwpbsc,yaimf5w7,5ff8xv3a,i7elb7j2,vbokpjy7,2c7frz4o,c5eok33o,9by3vixn,4hhkbn1g,yuvax9br,3tlvm49o,l009tuij,hkxqwtzu,12e1hgub,dkg3zdty,zqr1q339,ynhw7zc6,cbe9r3vu,qtmkh7na,ry6x2thg,7bd89ipr,7f0sxkk6,z39k929h,onamjcxc,95rme6lq,woxat1et,95v170w3,qwxkrgvc,9sgf25je,cju4f5gv,10hjxoev,8ocnag47,xm3hi69n,v7z8v40b,9k1kf0qi,vkbsxz7r,bmhlfpdv,jqmcnrw6,tljo7dsq,2e1e77fp,rqjltufi,nopdzek6,38l0m5eg,2u4g1rat,jled1u9a,qzdozv6q,fbkv39gu,79uxhtyl,r9lvld6x,nyaanfsj,16kmdfho,bt8dbe5c,9x9c3d7q,kbdpvmt3,a1yoguc0,c4msvdmb,vsewduz4,yajdkdq0,7hdangks,xmrlot5q,kklwbi5v,p7tomawe,4jozn31c,iov7vcgq,i21idefk,x3ly6tbd,siw1faxi,nz05pgxw,710jmrd7,osyd492d,qdoqrs8c,mrrzce18,j6xs5kel,9jo2quo4,fwde78nv,gs6ynqu1,btu54dnl,khw7hdn3,vx38qw6n,xqyecul0,untix58w,4f2grpsm,xmb5ej2z,yh2na8fa,xmirf9z6,4wwvj55b,t69bgmt6,yn8t2k5z,zoyudbna,rdpfa2jy,o4eaykcb,qwf7bsjf,7o1vznlw,az4r609p,okjog12c,l4bfntvy,qoorzbbn,irtgsmeu,qwcx5bwa,ks5xn26s,lalnn57e,clhukuaw,wmn7zaa3,leg09lmr,eekrh1lq,k19p4ojn,7kvv1vqd,lmgxsj93,p6tn6g8y,t49jjqs1,26wpzrmz,kiiivnh7,ntnj4oi5,m4894at8,1gvp5plo,zq6i7xty,xim9q4o3,w7pcxa4r,m8da7f9m,0e2izxmm,qsw53or7,g9g56icc,7fyhx6c2,kymz64q9,jqf006c3,fi41ekw7,7q7i60yj,7pnfscxu,oglgt1tv,9fm2kxma,wk1c1rzl,avzguqgz,l2n5jhzd,rxj3cfla,kjivawbc,f4tnchwg,4qa9dytd,0ewgufl3,45zf7emg,exbq21uo,xqrxa0p2,2wafqugd,nby4qboz,qyvecl2s,eo91sh9d,01oluld4,mwjk696f,dse1bbci,qaz5th3h,sdvyp6um,0jh8mrgr,d1ghcwep,k5e5f4vj,hzz2ueuv,zew4ls25,750fcxp1,uy7ygr7g,td5dixy8,0ixvxguy,347kajiv,gtyh5in4,j4ixkmd3,zib3irn9,o9czvre6,l9lj98b1,kiv6l7ju,qjyltvd7,tjiyiatv,pozue6jg,vtv0wch8,9ihloqyq,ycj4bg8q,1yf3zlzh,moy1ntwz,m7afnn2y,3irj19gi,dqaf45ta,e650ms3b,kxmoz9jy,oc0cnw34,q44medil,y50qm8gj,trj41grl,rgwshuhx,es68diut,rvm89zed,tbf60fib,1dy1qbtw,9nwznqqs,jjjm4w0u,keiwzy29,hx1va30l,re8uwx17,89npgktg,jhtxxku4,ffqjw141,0q4xsu6f,njenhkfw,9kp51hod,l24drdb6,gi78k46d,828tv9uy,fzhunn05,0okm376s,e4w9s1ee,92x1ck6y,beo0jk1k,a2t4e7bd,cti91igw,mij8njge,0aq000pg,42t9alrk,jnpvqif4,111p2gt5,jorazq74,vz3lxxfp,fxnsprh5,00uz820h,y2q55dlh,o3kc7x9f,sq2dv358,kzzob840,79tm0c1t,gfhc296g,o9rxomhg,wa8qnjp6,5fbjg5xy,kbfv9qd5,wqm1sdtj,vssu09ps,9g1goz4u,ib37eg5r,oo0hag8y,mmav72iz,nnj9y2m6,un0xdf7w,0pr028u3,g5u12kos,15n9kzid,ryh6us9a,czrl13xb,g650qiwt,vk2z0473,ik0lk2yx,awalxuph,9fjx19v9,sjhyi1fc,00jwyuuu,pl0azudb,0d1vr5ga,bjl0bjg2,xhdsoq4q,niqplx89,r50npm9b,9hsoh0ol,mu2wy11d,rwevmwcr,d8rs4mil,ce4113hi,w3qy0r41,5u3ygbwm,hp62t734,ect7diek,646cnq9n,ys44q863,zucv3yqc'],\n",
       " ['ileus',\n",
       "  '8dcgzyst,6exwjpp0,ko8llpjk,8ux9lv5u,yxbspom0,q5xjq6f0,g1wcbiuj,ehahb030,p9vnkiac,338s4y89,7bhux92b,kpuh4foi,g3xjw8xh,fty2w67u,4cqz6bnd,6usfhk0c,z7xcnr8u,hguy6t7b,ngihicg8,d6uttbb7,1921hwng,yywdvi7l,vnhwdzdh,7bc10rbb,ewleju5t,f5913yfi,d30q18mh,m9vpcy9b,7nnkxwe9,ihyqs3gi,s1l7u5ku,zny0v540,a2hz20sd,t9mo5ct9,zp8eweuy,j1bdqx45,ccjd43db,2tecz07b,aot4lbwb,i9ofo9gq,gnf6wkkz,ylyliint,92y38krg,b2cemyc5,x5gx0miu,lhvsgu1c,lj6eyzkk,b90a29kw,28gc07rt,oamkm1io,zsur7kra,5a70mhck,a9rnsf82,5q1jnvy9,i4stmefc,pjmblktd,0bfv8llk,t5p9e1av,pqn0osy3,wqkpb6n2,w81397i9,3ptkd39i,pl7b1s2t,xc5v6e4b,rphwb3bo,yju0o8pf,d75ump81,uptx2bu2,x71mg2pg,o8d9axsp,hqti1pdz,zpzml8kh,e93zdnms,bu5phhkr,e7i1p550,992q2ewt,e1b590iv,bkhyxpbg,x70ugnit,cne4ehpr,q52s807p,1ql6gdot,uua3clvc,dpsdsu39,skmpfzh8,cpn8p41g,k7dv2iky,m3zbvvsr,at311zow,0999rn2h,218tvypy,t7gb0fuv,ni1zv7ob,wp34xwhd,tyognnqc,w5czp0lm,vzu8oovd,gp460tph,hxzoy9pq,2hn8p4lx,jj9uyvkc,gkn4vapc,mgfx9nfv,1rn5pqr1,uhyepv9w,4robvlv5,7wytuf9c,sujnyc5f,y4ka1ypz,qrj57pzq,k40ybxyv,xwwqyqew,aqyzhkh5,l3g5tl61,6kjz4hlm,nsuvhpu6,mmk2uiw3,6fy8wpf7,wcqn5qo0,1zy9aopq,vx8qn40q,dhypz9uh,13lca2vh,5mwrn6cr,nsaz7ksw,8hrki0t3,fd6m8x16,vhudaa73,06s139rn,s47cqp5n,4pili3cq,agaw06ln,omkks1ma,6ccp6lin,rpc87j1r,je3jqn8p,2csfj7op,dy4e1omp,0qx2oaii,dqs09bz4,yfwlwdb1,9uuyr9b0,mfp1254d,ggrjm1c3,lwb9c5qn,sfcgnix4,e7dswf14,e39845sj,z7uby03w,dtc6lspb,7e6xy81o,zga4ss1x,vj6ytgni,u9qynafz,783ve4oi,n1euze4p,16aup2sn,hn3jory5,s84gzxtg,sqq5uo3w,3789aiw1,bgaa20p7,qvpqexfx,uq1pl67o,nhm05g6g,nao2hmzr,ypdq3kn8,cusu7s6t,0614atce,ky1f3yxk,66h399vg,y7k91tju,3fw9tbc2,anh7b0kn,ntklpvr3,y3ct92md,p62zofdu,j714b18n,81kto8tg,rbhohwl9,49hmuo4v,4i2mtbk1,pqdq4oj6,v5s1g86x,ur46awwz,1hi1y548,45t9gdsu,wp0r9gvh,a7r2ixct,9tbvrti9,eahrprbj,0eqt65u6,f0wk1slz,awpoffhk,nxosjgd3,2b8xbxvc,e58sst0a,gk3wc2ov,2b3vyy87,9ktviac9,667471ws,gmo660sv,3uvsp6tp,c3wkwn0u,o6lkimca,sjfflyyy,qy5dugun,v2mhbd9y,xwelx2rf,cvhw6mlt,i3tozu01,lbehqs0n,ab6tdid9,g0v4gzgk,r4j6wzi1,559uatpd,z6kg1b7q,nt7gr2qe,pp91w1cb,h9qbhsp8,9m8xsggr,jzlt7110,e6dclq3d,x0v2qkvv,t60b0lvt,4p8hszz7,43b7v1sl,w03yis5n,r969rk8x,f2imx9a6,wfapaaou,1pc3f0e8,ee3wy16a,u3s8a1wg,cjt5ekkr,0guppzg3'],\n",
       " ['Clostridium difficile colitis',\n",
       "  '8dcgzyst,28gc07rt,pr4644rq,qv0c3vro,csmx967z,bjv21q29,xtlhnpap,n21uzlh0,48ixec5b,62f618rs,ofm257cm,43qt1q47,69s217na,omkks1ma,wo1x6ubw,4f18u1oo,87u190xw,1hi1y548,6d0kdrep,6g96giwp,4qpyj0vo,kf5hpx7m,dalsi84v,3vqiyvzk,02tlg0sj']]"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "disease_articles_list[0:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "disease_articles_list_df = pd.DataFrame(disease_articles_list, columns=['disease', 'article'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "disease_articles_list_df.to_csv('disease_article_list.csv', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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    "version": 3
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   "pygments_lexer": "ipython3",
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