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  1. {
  2. "cells": [
  3. {
  4. "cell_type": "code",
  5. "execution_count": 1,
  6. "metadata": {},
  7. "outputs": [],
  8. "source": [
  9. "import numpy as np\n",
  10. "import pandas as pd\n",
  11. "# articles = pd.read_csv('WELLCOME_APCspend2013_forThinkful.csv', encoding='latin1')"
  12. ]
  13. },
  14. {
  15. "cell_type": "code",
  16. "execution_count": 2,
  17. "metadata": {
  18. "scrolled": true
  19. },
  20. "outputs": [
  21. {
  22. "name": "stdout",
  23. "output_type": "stream",
  24. "text": [
  25. " Publisher Journal title \\\n",
  26. "PMID/PMCID \n",
  27. "NaN CUP Psychological Medicine \n",
  28. "PMC3679557 ACS Biomacromolecules \n",
  29. "23043264 PMC3506128 ACS J Med Chem \n",
  30. "23438330 PMC3646402 ACS J Med Chem \n",
  31. "23438216 PMC3601604 ACS J Org Chem \n",
  32. "\n",
  33. " Article title \\\n",
  34. "PMID/PMCID \n",
  35. "NaN Reduced parahippocampal cortical thickness in ... \n",
  36. "PMC3679557 Structural characterization of a Model Gram-ne... \n",
  37. "23043264 PMC3506128 Fumaroylamino-4,5-epoxymorphinans and related ... \n",
  38. "23438330 PMC3646402 Orvinols with mixed kappa/mu opioid receptor a... \n",
  39. "23438216 PMC3601604 Regioselective opening of myo-inositol orthoes... \n",
  40. "\n",
  41. " COST (£) charged to Wellcome (inc VAT when charged) \n",
  42. "PMID/PMCID \n",
  43. "NaN £0.00 \n",
  44. "PMC3679557 £2381.04 \n",
  45. "23043264 PMC3506128 £642.56 \n",
  46. "23438330 PMC3646402 £669.64 \n",
  47. "23438216 PMC3601604 £685.88 \n"
  48. ]
  49. }
  50. ],
  51. "source": [
  52. "df = pd.read_csv('Thinkful.csv', index_col=0)\n",
  53. "print(df.head(n=5))"
  54. ]
  55. },
  56. {
  57. "cell_type": "markdown",
  58. "metadata": {},
  59. "source": [
  60. "# Q1: Determine the five most common journals and the total articles for each"
  61. ]
  62. },
  63. {
  64. "cell_type": "code",
  65. "execution_count": 3,
  66. "metadata": {},
  67. "outputs": [
  68. {
  69. "data": {
  70. "text/html": [
  71. "<div>\n",
  72. "<style scoped>\n",
  73. " .dataframe tbody tr th:only-of-type {\n",
  74. " vertical-align: middle;\n",
  75. " }\n",
  76. "\n",
  77. " .dataframe tbody tr th {\n",
  78. " vertical-align: top;\n",
  79. " }\n",
  80. "\n",
  81. " .dataframe thead th {\n",
  82. " text-align: right;\n",
  83. " }\n",
  84. "</style>\n",
  85. "<table border=\"1\" class=\"dataframe\">\n",
  86. " <thead>\n",
  87. " <tr style=\"text-align: right;\">\n",
  88. " <th></th>\n",
  89. " <th>Publisher</th>\n",
  90. " <th>Article title</th>\n",
  91. " <th>COST (£) charged to Wellcome (inc VAT when charged)</th>\n",
  92. " </tr>\n",
  93. " <tr>\n",
  94. " <th>Journal title</th>\n",
  95. " <th></th>\n",
  96. " <th></th>\n",
  97. " <th></th>\n",
  98. " </tr>\n",
  99. " </thead>\n",
  100. " <tbody>\n",
  101. " <tr>\n",
  102. " <th>ACS Chemical Biology</th>\n",
  103. " <td>5</td>\n",
  104. " <td>5</td>\n",
  105. " <td>5</td>\n",
  106. " </tr>\n",
  107. " <tr>\n",
  108. " <th>ACS Chemical Neuroscience</th>\n",
  109. " <td>1</td>\n",
  110. " <td>1</td>\n",
  111. " <td>1</td>\n",
  112. " </tr>\n",
  113. " <tr>\n",
  114. " <th>ACS NANO</th>\n",
  115. " <td>1</td>\n",
  116. " <td>1</td>\n",
  117. " <td>1</td>\n",
  118. " </tr>\n",
  119. " <tr>\n",
  120. " <th>ACS Nano</th>\n",
  121. " <td>1</td>\n",
  122. " <td>1</td>\n",
  123. " <td>1</td>\n",
  124. " </tr>\n",
  125. " <tr>\n",
  126. " <th>ACTA F</th>\n",
  127. " <td>1</td>\n",
  128. " <td>1</td>\n",
  129. " <td>1</td>\n",
  130. " </tr>\n",
  131. " <tr>\n",
  132. " <th>AGE</th>\n",
  133. " <td>1</td>\n",
  134. " <td>1</td>\n",
  135. " <td>1</td>\n",
  136. " </tr>\n",
  137. " <tr>\n",
  138. " <th>AIDS</th>\n",
  139. " <td>3</td>\n",
  140. " <td>3</td>\n",
  141. " <td>3</td>\n",
  142. " </tr>\n",
  143. " <tr>\n",
  144. " <th>AIDS Behav</th>\n",
  145. " <td>1</td>\n",
  146. " <td>1</td>\n",
  147. " <td>1</td>\n",
  148. " </tr>\n",
  149. " <tr>\n",
  150. " <th>AIDS Care</th>\n",
  151. " <td>2</td>\n",
  152. " <td>2</td>\n",
  153. " <td>2</td>\n",
  154. " </tr>\n",
  155. " <tr>\n",
  156. " <th>AIDS Journal</th>\n",
  157. " <td>1</td>\n",
  158. " <td>1</td>\n",
  159. " <td>1</td>\n",
  160. " </tr>\n",
  161. " <tr>\n",
  162. " <th>AIDS Research and Therapy</th>\n",
  163. " <td>1</td>\n",
  164. " <td>1</td>\n",
  165. " <td>1</td>\n",
  166. " </tr>\n",
  167. " <tr>\n",
  168. " <th>AIDS UK</th>\n",
  169. " <td>2</td>\n",
  170. " <td>2</td>\n",
  171. " <td>2</td>\n",
  172. " </tr>\n",
  173. " <tr>\n",
  174. " <th>ASN Neuro</th>\n",
  175. " <td>1</td>\n",
  176. " <td>1</td>\n",
  177. " <td>1</td>\n",
  178. " </tr>\n",
  179. " <tr>\n",
  180. " <th>Academy of Nutrition and Dietetics</th>\n",
  181. " <td>1</td>\n",
  182. " <td>1</td>\n",
  183. " <td>1</td>\n",
  184. " </tr>\n",
  185. " <tr>\n",
  186. " <th>Acta Crystallographica Section D, Biological Crystallography</th>\n",
  187. " <td>1</td>\n",
  188. " <td>1</td>\n",
  189. " <td>1</td>\n",
  190. " </tr>\n",
  191. " <tr>\n",
  192. " <th>Acta Crystallographica Section D: Biological Crystallography</th>\n",
  193. " <td>1</td>\n",
  194. " <td>1</td>\n",
  195. " <td>1</td>\n",
  196. " </tr>\n",
  197. " <tr>\n",
  198. " <th>Acta Crystallographica Section F: Structural Biology and Crystallization Communications</th>\n",
  199. " <td>2</td>\n",
  200. " <td>2</td>\n",
  201. " <td>2</td>\n",
  202. " </tr>\n",
  203. " <tr>\n",
  204. " <th>Acta Crystallographica, Section D</th>\n",
  205. " <td>1</td>\n",
  206. " <td>1</td>\n",
  207. " <td>1</td>\n",
  208. " </tr>\n",
  209. " <tr>\n",
  210. " <th>Acta Crystallography D</th>\n",
  211. " <td>1</td>\n",
  212. " <td>1</td>\n",
  213. " <td>1</td>\n",
  214. " </tr>\n",
  215. " <tr>\n",
  216. " <th>Acta D</th>\n",
  217. " <td>1</td>\n",
  218. " <td>1</td>\n",
  219. " <td>1</td>\n",
  220. " </tr>\n",
  221. " <tr>\n",
  222. " <th>Acta Dermato Venereologica</th>\n",
  223. " <td>1</td>\n",
  224. " <td>1</td>\n",
  225. " <td>1</td>\n",
  226. " </tr>\n",
  227. " <tr>\n",
  228. " <th>Acta Diabetologica</th>\n",
  229. " <td>1</td>\n",
  230. " <td>1</td>\n",
  231. " <td>1</td>\n",
  232. " </tr>\n",
  233. " <tr>\n",
  234. " <th>Acta Neuropathol</th>\n",
  235. " <td>1</td>\n",
  236. " <td>1</td>\n",
  237. " <td>1</td>\n",
  238. " </tr>\n",
  239. " <tr>\n",
  240. " <th>Acta Neuropathologica</th>\n",
  241. " <td>3</td>\n",
  242. " <td>3</td>\n",
  243. " <td>3</td>\n",
  244. " </tr>\n",
  245. " <tr>\n",
  246. " <th>Acta Opthalmologica</th>\n",
  247. " <td>1</td>\n",
  248. " <td>1</td>\n",
  249. " <td>1</td>\n",
  250. " </tr>\n",
  251. " <tr>\n",
  252. " <th>Acta Physiol</th>\n",
  253. " <td>1</td>\n",
  254. " <td>1</td>\n",
  255. " <td>1</td>\n",
  256. " </tr>\n",
  257. " <tr>\n",
  258. " <th>Addiction</th>\n",
  259. " <td>2</td>\n",
  260. " <td>2</td>\n",
  261. " <td>2</td>\n",
  262. " </tr>\n",
  263. " <tr>\n",
  264. " <th>Advances in Experimental Medicine and Biology</th>\n",
  265. " <td>4</td>\n",
  266. " <td>4</td>\n",
  267. " <td>4</td>\n",
  268. " </tr>\n",
  269. " <tr>\n",
  270. " <th>Age</th>\n",
  271. " <td>1</td>\n",
  272. " <td>1</td>\n",
  273. " <td>1</td>\n",
  274. " </tr>\n",
  275. " <tr>\n",
  276. " <th>Age and Ageing</th>\n",
  277. " <td>1</td>\n",
  278. " <td>1</td>\n",
  279. " <td>1</td>\n",
  280. " </tr>\n",
  281. " <tr>\n",
  282. " <th>...</th>\n",
  283. " <td>...</td>\n",
  284. " <td>...</td>\n",
  285. " <td>...</td>\n",
  286. " </tr>\n",
  287. " <tr>\n",
  288. " <th>Translational Psychiatry</th>\n",
  289. " <td>2</td>\n",
  290. " <td>2</td>\n",
  291. " <td>2</td>\n",
  292. " </tr>\n",
  293. " <tr>\n",
  294. " <th>Trends in Cognitive Science</th>\n",
  295. " <td>1</td>\n",
  296. " <td>1</td>\n",
  297. " <td>1</td>\n",
  298. " </tr>\n",
  299. " <tr>\n",
  300. " <th>Trends in Genetics</th>\n",
  301. " <td>2</td>\n",
  302. " <td>2</td>\n",
  303. " <td>2</td>\n",
  304. " </tr>\n",
  305. " <tr>\n",
  306. " <th>Trends in Microbiology</th>\n",
  307. " <td>1</td>\n",
  308. " <td>1</td>\n",
  309. " <td>1</td>\n",
  310. " </tr>\n",
  311. " <tr>\n",
  312. " <th>Trends in Molecular Medicine</th>\n",
  313. " <td>1</td>\n",
  314. " <td>1</td>\n",
  315. " <td>1</td>\n",
  316. " </tr>\n",
  317. " <tr>\n",
  318. " <th>Trends in Neuroscience</th>\n",
  319. " <td>1</td>\n",
  320. " <td>1</td>\n",
  321. " <td>1</td>\n",
  322. " </tr>\n",
  323. " <tr>\n",
  324. " <th>Trends in Neurosciences</th>\n",
  325. " <td>2</td>\n",
  326. " <td>2</td>\n",
  327. " <td>2</td>\n",
  328. " </tr>\n",
  329. " <tr>\n",
  330. " <th>Trends in Parasitology</th>\n",
  331. " <td>4</td>\n",
  332. " <td>4</td>\n",
  333. " <td>4</td>\n",
  334. " </tr>\n",
  335. " <tr>\n",
  336. " <th>Trials</th>\n",
  337. " <td>4</td>\n",
  338. " <td>4</td>\n",
  339. " <td>4</td>\n",
  340. " </tr>\n",
  341. " <tr>\n",
  342. " <th>Trials</th>\n",
  343. " <td>1</td>\n",
  344. " <td>1</td>\n",
  345. " <td>1</td>\n",
  346. " </tr>\n",
  347. " <tr>\n",
  348. " <th>Trop Med Int Health</th>\n",
  349. " <td>1</td>\n",
  350. " <td>1</td>\n",
  351. " <td>1</td>\n",
  352. " </tr>\n",
  353. " <tr>\n",
  354. " <th>Tropical Animal Health & Production</th>\n",
  355. " <td>1</td>\n",
  356. " <td>1</td>\n",
  357. " <td>1</td>\n",
  358. " </tr>\n",
  359. " <tr>\n",
  360. " <th>Tropical Medicine and International Health</th>\n",
  361. " <td>6</td>\n",
  362. " <td>6</td>\n",
  363. " <td>6</td>\n",
  364. " </tr>\n",
  365. " <tr>\n",
  366. " <th>Tuberculosis</th>\n",
  367. " <td>2</td>\n",
  368. " <td>2</td>\n",
  369. " <td>2</td>\n",
  370. " </tr>\n",
  371. " <tr>\n",
  372. " <th>Urban History</th>\n",
  373. " <td>1</td>\n",
  374. " <td>1</td>\n",
  375. " <td>1</td>\n",
  376. " </tr>\n",
  377. " <tr>\n",
  378. " <th>Urolithiasis</th>\n",
  379. " <td>1</td>\n",
  380. " <td>1</td>\n",
  381. " <td>1</td>\n",
  382. " </tr>\n",
  383. " <tr>\n",
  384. " <th>Vaccine</th>\n",
  385. " <td>5</td>\n",
  386. " <td>5</td>\n",
  387. " <td>5</td>\n",
  388. " </tr>\n",
  389. " <tr>\n",
  390. " <th>Vascular Pharmacology</th>\n",
  391. " <td>1</td>\n",
  392. " <td>1</td>\n",
  393. " <td>1</td>\n",
  394. " </tr>\n",
  395. " <tr>\n",
  396. " <th>Veterinary Microbiology</th>\n",
  397. " <td>1</td>\n",
  398. " <td>1</td>\n",
  399. " <td>1</td>\n",
  400. " </tr>\n",
  401. " <tr>\n",
  402. " <th>Veterinary Parasitology</th>\n",
  403. " <td>2</td>\n",
  404. " <td>2</td>\n",
  405. " <td>2</td>\n",
  406. " </tr>\n",
  407. " <tr>\n",
  408. " <th>Veterinary Record</th>\n",
  409. " <td>1</td>\n",
  410. " <td>1</td>\n",
  411. " <td>1</td>\n",
  412. " </tr>\n",
  413. " <tr>\n",
  414. " <th>Veterinary Research</th>\n",
  415. " <td>1</td>\n",
  416. " <td>1</td>\n",
  417. " <td>1</td>\n",
  418. " </tr>\n",
  419. " <tr>\n",
  420. " <th>Virology</th>\n",
  421. " <td>2</td>\n",
  422. " <td>2</td>\n",
  423. " <td>2</td>\n",
  424. " </tr>\n",
  425. " <tr>\n",
  426. " <th>Virology Journal</th>\n",
  427. " <td>1</td>\n",
  428. " <td>1</td>\n",
  429. " <td>1</td>\n",
  430. " </tr>\n",
  431. " <tr>\n",
  432. " <th>Virus Research</th>\n",
  433. " <td>1</td>\n",
  434. " <td>1</td>\n",
  435. " <td>1</td>\n",
  436. " </tr>\n",
  437. " <tr>\n",
  438. " <th>Vision Research</th>\n",
  439. " <td>2</td>\n",
  440. " <td>2</td>\n",
  441. " <td>2</td>\n",
  442. " </tr>\n",
  443. " <tr>\n",
  444. " <th>Visual Neuroscience</th>\n",
  445. " <td>1</td>\n",
  446. " <td>1</td>\n",
  447. " <td>1</td>\n",
  448. " </tr>\n",
  449. " <tr>\n",
  450. " <th>Zoonoses and Public Health</th>\n",
  451. " <td>1</td>\n",
  452. " <td>1</td>\n",
  453. " <td>1</td>\n",
  454. " </tr>\n",
  455. " <tr>\n",
  456. " <th>genesis: Journal of Genetics</th>\n",
  457. " <td>1</td>\n",
  458. " <td>1</td>\n",
  459. " <td>1</td>\n",
  460. " </tr>\n",
  461. " <tr>\n",
  462. " <th>mBio</th>\n",
  463. " <td>1</td>\n",
  464. " <td>1</td>\n",
  465. " <td>1</td>\n",
  466. " </tr>\n",
  467. " </tbody>\n",
  468. "</table>\n",
  469. "<p>984 rows × 3 columns</p>\n",
  470. "</div>"
  471. ],
  472. "text/plain": [
  473. " Publisher Article title \\\n",
  474. "Journal title \n",
  475. "ACS Chemical Biology 5 5 \n",
  476. "ACS Chemical Neuroscience 1 1 \n",
  477. "ACS NANO 1 1 \n",
  478. "ACS Nano 1 1 \n",
  479. "ACTA F 1 1 \n",
  480. "AGE 1 1 \n",
  481. "AIDS 3 3 \n",
  482. "AIDS Behav 1 1 \n",
  483. "AIDS Care 2 2 \n",
  484. "AIDS Journal 1 1 \n",
  485. "AIDS Research and Therapy 1 1 \n",
  486. "AIDS UK 2 2 \n",
  487. "ASN Neuro 1 1 \n",
  488. "Academy of Nutrition and Dietetics 1 1 \n",
  489. "Acta Crystallographica Section D, Biological C... 1 1 \n",
  490. "Acta Crystallographica Section D: Biological Cr... 1 1 \n",
  491. "Acta Crystallographica Section F: Structural Bi... 2 2 \n",
  492. "Acta Crystallographica, Section D 1 1 \n",
  493. "Acta Crystallography D 1 1 \n",
  494. "Acta D 1 1 \n",
  495. "Acta Dermato Venereologica 1 1 \n",
  496. "Acta Diabetologica 1 1 \n",
  497. "Acta Neuropathol 1 1 \n",
  498. "Acta Neuropathologica 3 3 \n",
  499. "Acta Opthalmologica 1 1 \n",
  500. "Acta Physiol 1 1 \n",
  501. "Addiction 2 2 \n",
  502. "Advances in Experimental Medicine and Biology 4 4 \n",
  503. "Age 1 1 \n",
  504. "Age and Ageing 1 1 \n",
  505. "... ... ... \n",
  506. "Translational Psychiatry 2 2 \n",
  507. "Trends in Cognitive Science 1 1 \n",
  508. "Trends in Genetics 2 2 \n",
  509. "Trends in Microbiology 1 1 \n",
  510. "Trends in Molecular Medicine 1 1 \n",
  511. "Trends in Neuroscience 1 1 \n",
  512. "Trends in Neurosciences 2 2 \n",
  513. "Trends in Parasitology 4 4 \n",
  514. "Trials 4 4 \n",
  515. "Trials 1 1 \n",
  516. "Trop Med Int Health 1 1 \n",
  517. "Tropical Animal Health & Production 1 1 \n",
  518. "Tropical Medicine and International Health 6 6 \n",
  519. "Tuberculosis 2 2 \n",
  520. "Urban History 1 1 \n",
  521. "Urolithiasis 1 1 \n",
  522. "Vaccine 5 5 \n",
  523. "Vascular Pharmacology 1 1 \n",
  524. "Veterinary Microbiology 1 1 \n",
  525. "Veterinary Parasitology 2 2 \n",
  526. "Veterinary Record 1 1 \n",
  527. "Veterinary Research 1 1 \n",
  528. "Virology 2 2 \n",
  529. "Virology Journal 1 1 \n",
  530. "Virus Research 1 1 \n",
  531. "Vision Research 2 2 \n",
  532. "Visual Neuroscience 1 1 \n",
  533. "Zoonoses and Public Health 1 1 \n",
  534. "genesis: Journal of Genetics 1 1 \n",
  535. "mBio 1 1 \n",
  536. "\n",
  537. " COST (£) charged to Wellcome (inc VAT when charged) \n",
  538. "Journal title \n",
  539. "ACS Chemical Biology 5 \n",
  540. "ACS Chemical Neuroscience 1 \n",
  541. "ACS NANO 1 \n",
  542. "ACS Nano 1 \n",
  543. "ACTA F 1 \n",
  544. "AGE 1 \n",
  545. "AIDS 3 \n",
  546. "AIDS Behav 1 \n",
  547. "AIDS Care 2 \n",
  548. "AIDS Journal 1 \n",
  549. "AIDS Research and Therapy 1 \n",
  550. "AIDS UK 2 \n",
  551. "ASN Neuro 1 \n",
  552. "Academy of Nutrition and Dietetics 1 \n",
  553. "Acta Crystallographica Section D, Biological C... 1 \n",
  554. "Acta Crystallographica Section D: Biological Cr... 1 \n",
  555. "Acta Crystallographica Section F: Structural Bi... 2 \n",
  556. "Acta Crystallographica, Section D 1 \n",
  557. "Acta Crystallography D 1 \n",
  558. "Acta D 1 \n",
  559. "Acta Dermato Venereologica 1 \n",
  560. "Acta Diabetologica 1 \n",
  561. "Acta Neuropathol 1 \n",
  562. "Acta Neuropathologica 3 \n",
  563. "Acta Opthalmologica 1 \n",
  564. "Acta Physiol 1 \n",
  565. "Addiction 2 \n",
  566. "Advances in Experimental Medicine and Biology 4 \n",
  567. "Age 1 \n",
  568. "Age and Ageing 1 \n",
  569. "... ... \n",
  570. "Translational Psychiatry 2 \n",
  571. "Trends in Cognitive Science 1 \n",
  572. "Trends in Genetics 2 \n",
  573. "Trends in Microbiology 1 \n",
  574. "Trends in Molecular Medicine 1 \n",
  575. "Trends in Neuroscience 1 \n",
  576. "Trends in Neurosciences 2 \n",
  577. "Trends in Parasitology 4 \n",
  578. "Trials 4 \n",
  579. "Trials 1 \n",
  580. "Trop Med Int Health 1 \n",
  581. "Tropical Animal Health & Production 1 \n",
  582. "Tropical Medicine and International Health 6 \n",
  583. "Tuberculosis 2 \n",
  584. "Urban History 1 \n",
  585. "Urolithiasis 1 \n",
  586. "Vaccine 5 \n",
  587. "Vascular Pharmacology 1 \n",
  588. "Veterinary Microbiology 1 \n",
  589. "Veterinary Parasitology 2 \n",
  590. "Veterinary Record 1 \n",
  591. "Veterinary Research 1 \n",
  592. "Virology 2 \n",
  593. "Virology Journal 1 \n",
  594. "Virus Research 1 \n",
  595. "Vision Research 2 \n",
  596. "Visual Neuroscience 1 \n",
  597. "Zoonoses and Public Health 1 \n",
  598. "genesis: Journal of Genetics 1 \n",
  599. "mBio 1 \n",
  600. "\n",
  601. "[984 rows x 3 columns]"
  602. ]
  603. },
  604. "execution_count": 3,
  605. "metadata": {},
  606. "output_type": "execute_result"
  607. }
  608. ],
  609. "source": [
  610. "# Step #1- List all of the journal names possible- field is 'Journal title'\n",
  611. "df.groupby('Journal title').count()"
  612. ]
  613. },
  614. {
  615. "cell_type": "code",
  616. "execution_count": 43,
  617. "metadata": {},
  618. "outputs": [
  619. {
  620. "data": {
  621. "text/html": [
  622. "<div>\n",
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  624. " .dataframe tbody tr th:only-of-type {\n",
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  626. " }\n",
  627. "\n",
  628. " .dataframe tbody tr th {\n",
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  630. " }\n",
  631. "\n",
  632. " .dataframe thead th {\n",
  633. " text-align: right;\n",
  634. " }\n",
  635. "</style>\n",
  636. "<table border=\"1\" class=\"dataframe\">\n",
  637. " <thead>\n",
  638. " <tr style=\"text-align: right;\">\n",
  639. " <th></th>\n",
  640. " <th>Publisher</th>\n",
  641. " <th>Journal title</th>\n",
  642. " <th>Article title</th>\n",
  643. " <th>COST (£) charged to Wellcome (inc VAT when charged)</th>\n",
  644. " </tr>\n",
  645. " <tr>\n",
  646. " <th>PMID/PMCID</th>\n",
  647. " <th></th>\n",
  648. " <th></th>\n",
  649. " <th></th>\n",
  650. " <th></th>\n",
  651. " </tr>\n",
  652. " </thead>\n",
  653. " <tbody>\n",
  654. " <tr>\n",
  655. " <th>NaN</th>\n",
  656. " <td>American Chemical Society</td>\n",
  657. " <td>ACS Chemical Biology</td>\n",
  658. " <td>Discovery of ?2 Adrenergic Receptor Ligands Us...</td>\n",
  659. " <td>£947.07</td>\n",
  660. " </tr>\n",
  661. " <tr>\n",
  662. " <th>: PMC3805332</th>\n",
  663. " <td>American Chemical Society</td>\n",
  664. " <td>ACS Chemical Biology</td>\n",
  665. " <td>Synthesis of alpha-glucan in mycobacteria invo...</td>\n",
  666. " <td>£2286.73</td>\n",
  667. " </tr>\n",
  668. " <tr>\n",
  669. " <th>PMCID: PMC3780468</th>\n",
  670. " <td>ACS (Amercian Chemical Society) Publications</td>\n",
  671. " <td>ACS Chemical Biology</td>\n",
  672. " <td>A Novel Allosteric Inhibitor of the Uridine Di...</td>\n",
  673. " <td>£1294.59</td>\n",
  674. " </tr>\n",
  675. " <tr>\n",
  676. " <th>PMCID: PMC3621575</th>\n",
  677. " <td>ACS (Amercian Chemical Society) Publications</td>\n",
  678. " <td>ACS Chemical Biology</td>\n",
  679. " <td>Chemical proteomic analysis reveals the drugab...</td>\n",
  680. " <td>£1294.78</td>\n",
  681. " </tr>\n",
  682. " <tr>\n",
  683. " <th>PMID: 24015914 PMC3833349</th>\n",
  684. " <td>American Chemical Society</td>\n",
  685. " <td>ACS Chemical Biology</td>\n",
  686. " <td>Discovery of an allosteric inhibitor binding s...</td>\n",
  687. " <td>£1267.76</td>\n",
  688. " </tr>\n",
  689. " <tr>\n",
  690. " <th>PMCID:\\r\\n PMC3656742\\r\\n</th>\n",
  691. " <td>American Chemical Society</td>\n",
  692. " <td>ACS Chemical Neuroscience</td>\n",
  693. " <td>Continuous online microdialysis using microflu...</td>\n",
  694. " <td>£1186.80</td>\n",
  695. " </tr>\n",
  696. " <tr>\n",
  697. " <th>PMCID: 3584654</th>\n",
  698. " <td>AMERICAN CHEMICAL SOCIETY</td>\n",
  699. " <td>ACS NANO</td>\n",
  700. " <td>HYDROXY-TERMINATED CONJUGATED POLYMER NANOPART...</td>\n",
  701. " <td>£642.89</td>\n",
  702. " </tr>\n",
  703. " <tr>\n",
  704. " <th>23373658</th>\n",
  705. " <td>American Chemical Society Publications</td>\n",
  706. " <td>ACS Nano</td>\n",
  707. " <td>Skin dendritic cell targeting via microneedle ...</td>\n",
  708. " <td>£693.39</td>\n",
  709. " </tr>\n",
  710. " <tr>\n",
  711. " <th>PMC3374517</th>\n",
  712. " <td>International Union of Crystallography</td>\n",
  713. " <td>ACTA F</td>\n",
  714. " <td>Crystallization and preliminary crystallograph...</td>\n",
  715. " <td>£754.90</td>\n",
  716. " </tr>\n",
  717. " <tr>\n",
  718. " <th>23340916</th>\n",
  719. " <td>Springer-Verlag GMBH & Ci</td>\n",
  720. " <td>AGE</td>\n",
  721. " <td>Voluntary exercise can strengthen the circadia...</td>\n",
  722. " <td>£2002.00</td>\n",
  723. " </tr>\n",
  724. " <tr>\n",
  725. " <th>PMCID:\\r\\n PMC3647051\\r\\n</th>\n",
  726. " <td>Wolters Kluwer N.V./Lippinott</td>\n",
  727. " <td>AIDS</td>\n",
  728. " <td>Grassroots Community Organisations' Contributi...</td>\n",
  729. " <td>£2374.52</td>\n",
  730. " </tr>\n",
  731. " <tr>\n",
  732. " <th>3748854</th>\n",
  733. " <td>Wolters Kluwer Health</td>\n",
  734. " <td>AIDS</td>\n",
  735. " <td>Evaluation of an empiric risk screening score ...</td>\n",
  736. " <td>£1834.77</td>\n",
  737. " </tr>\n",
  738. " <tr>\n",
  739. " <th>PMC3713766</th>\n",
  740. " <td>Wolters Kluwer</td>\n",
  741. " <td>AIDS</td>\n",
  742. " <td>HIV infected adolescents in Southern Africa ca...</td>\n",
  743. " <td>£1968.63</td>\n",
  744. " </tr>\n",
  745. " <tr>\n",
  746. " <th>3633780</th>\n",
  747. " <td>Springer</td>\n",
  748. " <td>AIDS Behav</td>\n",
  749. " <td>Adherence to antiretroviral therapy and clinic...</td>\n",
  750. " <td>£1834.77</td>\n",
  751. " </tr>\n",
  752. " <tr>\n",
  753. " <th>In Process</th>\n",
  754. " <td>Taylor & Francis</td>\n",
  755. " <td>AIDS Care</td>\n",
  756. " <td>Burden of HIV among primary school children an...</td>\n",
  757. " <td>£2145.60</td>\n",
  758. " </tr>\n",
  759. " <tr>\n",
  760. " <th>PMCID:\\r\\n PMC3687248\\r\\n</th>\n",
  761. " <td>Taylor and Francis</td>\n",
  762. " <td>AIDS Care</td>\n",
  763. " <td>WORLDBANK Special Issue: Evidence for a contri...</td>\n",
  764. " <td>£2232.74</td>\n",
  765. " </tr>\n",
  766. " <tr>\n",
  767. " <th>PMC3819359</th>\n",
  768. " <td>Wolters Kluwer</td>\n",
  769. " <td>AIDS Journal</td>\n",
  770. " <td>Short title: TB and VL breakthrough and failur...</td>\n",
  771. " <td>£2015.72</td>\n",
  772. " </tr>\n",
  773. " <tr>\n",
  774. " <th>PMC3765690</th>\n",
  775. " <td>BioMed Central Limited</td>\n",
  776. " <td>AIDS Research and Therapy</td>\n",
  777. " <td>Collective Patient behaviours derailing ART ro...</td>\n",
  778. " <td>£1240.00</td>\n",
  779. " </tr>\n",
  780. " <tr>\n",
  781. " <th>PMC3773237</th>\n",
  782. " <td>Wolters Kluwer</td>\n",
  783. " <td>AIDS UK</td>\n",
  784. " <td>Sexual behaviour in a rural high HIV prevalence</td>\n",
  785. " <td>£1836.92</td>\n",
  786. " </tr>\n",
  787. " <tr>\n",
  788. " <th>PMC3815011</th>\n",
  789. " <td>Wolters Kluwer</td>\n",
  790. " <td>AIDS UK</td>\n",
  791. " <td>HIV incidence and survival from age-specific s...</td>\n",
  792. " <td>£1836.92</td>\n",
  793. " </tr>\n",
  794. " <tr>\n",
  795. " <th>NaN</th>\n",
  796. " <td>Portland Press</td>\n",
  797. " <td>ASN Neuro</td>\n",
  798. " <td>Astrocytes and glutamate homeostasis in Alzhei...</td>\n",
  799. " <td>£1453.42</td>\n",
  800. " </tr>\n",
  801. " <tr>\n",
  802. " <th>PMC3378987\\r\\n</th>\n",
  803. " <td>Elsevier</td>\n",
  804. " <td>Academy of Nutrition and Dietetics</td>\n",
  805. " <td>Parent support and parent mediated behaviours ...</td>\n",
  806. " <td>£2379.54</td>\n",
  807. " </tr>\n",
  808. " <tr>\n",
  809. " <th>PMCID:\\r\\n PMC3727331\\r\\n</th>\n",
  810. " <td>International Union of Crystallography</td>\n",
  811. " <td>Acta Crystallographica Section D, Biological ...</td>\n",
  812. " <td>Clustering procedures for the optimal selectio...</td>\n",
  813. " <td>£771.42</td>\n",
  814. " </tr>\n",
  815. " <tr>\n",
  816. " <th>PMCID: PMC3565438</th>\n",
  817. " <td>International Union of Crystallography</td>\n",
  818. " <td>Acta Crystallographica Section D: Biological C...</td>\n",
  819. " <td>Intensity statistics in the presence of transl...</td>\n",
  820. " <td>£773.74</td>\n",
  821. " </tr>\n",
  822. " <tr>\n",
  823. " <th>PMCID: PMC3606566</th>\n",
  824. " <td>International Union of Crystallography (iucr)</td>\n",
  825. " <td>Acta Crystallographica Section F: Structural B...</td>\n",
  826. " <td>Structure of Pseudomonas aeruginosa inosine 5'...</td>\n",
  827. " <td>£807.67</td>\n",
  828. " </tr>\n",
  829. " <tr>\n",
  830. " <th>PMCID: PMC3668577</th>\n",
  831. " <td>International Union of Crystallography (iucr)</td>\n",
  832. " <td>Acta Crystallographica Section F: Structural B...</td>\n",
  833. " <td>Structure of diaminohydroxyphosphoribosylamino...</td>\n",
  834. " <td>£785.60</td>\n",
  835. " </tr>\n",
  836. " <tr>\n",
  837. " <th>\\r\\n PMC3498934</th>\n",
  838. " <td>International Union of Crystallography</td>\n",
  839. " <td>Acta Crystallographica, Section D</td>\n",
  840. " <td>Nearest-cell: a fast and easy tool for locatin...</td>\n",
  841. " <td>£757.18</td>\n",
  842. " </tr>\n",
  843. " <tr>\n",
  844. " <th>PMID:22993091 PMC3447403</th>\n",
  845. " <td>International Union of Crystallography</td>\n",
  846. " <td>Acta Crystallography D</td>\n",
  847. " <td>Crystallization, dehydration and experimental ...</td>\n",
  848. " <td>£774.19</td>\n",
  849. " </tr>\n",
  850. " <tr>\n",
  851. " <th>PMC3087623</th>\n",
  852. " <td>International Union of Crystallography</td>\n",
  853. " <td>Acta D</td>\n",
  854. " <td>Structure of HLA-A*0301 in complex with a pept...</td>\n",
  855. " <td>£750.16</td>\n",
  856. " </tr>\n",
  857. " <tr>\n",
  858. " <th>PMC3808818</th>\n",
  859. " <td>Society for Publication of Acta Dermato-Venere...</td>\n",
  860. " <td>Acta Dermato Venereologica</td>\n",
  861. " <td>The Importance of a Full Clinical Examination:...</td>\n",
  862. " <td>£653.96</td>\n",
  863. " </tr>\n",
  864. " <tr>\n",
  865. " <th>...</th>\n",
  866. " <td>...</td>\n",
  867. " <td>...</td>\n",
  868. " <td>...</td>\n",
  869. " <td>...</td>\n",
  870. " </tr>\n",
  871. " <tr>\n",
  872. " <th>PMC3627817</th>\n",
  873. " <td>Wiley</td>\n",
  874. " <td>Tropical Medicine and International Health</td>\n",
  875. " <td>Maternal recall of birth weight and birth size...</td>\n",
  876. " <td>£1896.93</td>\n",
  877. " </tr>\n",
  878. " <tr>\n",
  879. " <th>PMC3770928</th>\n",
  880. " <td>Wiley</td>\n",
  881. " <td>Tropical Medicine and International Health</td>\n",
  882. " <td>Epidemiology and control of trachoma: systamat...</td>\n",
  883. " <td>£1974.72</td>\n",
  884. " </tr>\n",
  885. " <tr>\n",
  886. " <th>NaN</th>\n",
  887. " <td>Wiley</td>\n",
  888. " <td>Tropical Medicine and International Health</td>\n",
  889. " <td>Meningococcal carriage in the African meningit...</td>\n",
  890. " <td>£1949.32</td>\n",
  891. " </tr>\n",
  892. " <tr>\n",
  893. " <th>PMC3717178</th>\n",
  894. " <td>John Wiley & Sons Ltd</td>\n",
  895. " <td>Tropical Medicine and International Health</td>\n",
  896. " <td>Nutritional supplementation: the additional co...</td>\n",
  897. " <td>£1530.77</td>\n",
  898. " </tr>\n",
  899. " <tr>\n",
  900. " <th>PMCID:\\r\\n PMC3759846</th>\n",
  901. " <td>Elsevier</td>\n",
  902. " <td>Tuberculosis</td>\n",
  903. " <td>Pathways of IL-1? secretion by macrophages inf...</td>\n",
  904. " <td>£1999.94</td>\n",
  905. " </tr>\n",
  906. " <tr>\n",
  907. " <th>PMCID:\\r\\n PMC3608034</th>\n",
  908. " <td>Elsevier</td>\n",
  909. " <td>Tuberculosis</td>\n",
  910. " <td>A novel assay of antimycobacterial activity an...</td>\n",
  911. " <td>£2322.57</td>\n",
  912. " </tr>\n",
  913. " <tr>\n",
  914. " <th>NaN</th>\n",
  915. " <td>Cambridge University Press</td>\n",
  916. " <td>Urban History</td>\n",
  917. " <td>Leisure, economy and colonial urbanism: Darjee...</td>\n",
  918. " <td>£2034.00</td>\n",
  919. " </tr>\n",
  920. " <tr>\n",
  921. " <th>PMCID: PMC3599165</th>\n",
  922. " <td>Springer</td>\n",
  923. " <td>Urolithiasis</td>\n",
  924. " <td>Accuracy of urine pH testing in a regional met...</td>\n",
  925. " <td>£1112.40</td>\n",
  926. " </tr>\n",
  927. " <tr>\n",
  928. " <th>PMC3404461</th>\n",
  929. " <td>Elsevier</td>\n",
  930. " <td>Vaccine</td>\n",
  931. " <td>Tailoring subunit vaccine immunogenicity: maxi...</td>\n",
  932. " <td>£2328.84</td>\n",
  933. " </tr>\n",
  934. " <tr>\n",
  935. " <th>PMC3763374</th>\n",
  936. " <td>Elsevier</td>\n",
  937. " <td>Vaccine</td>\n",
  938. " <td>Protection against avian necrotic enteritis af...</td>\n",
  939. " <td>£1477.73</td>\n",
  940. " </tr>\n",
  941. " <tr>\n",
  942. " <th>PMID: 24035434</th>\n",
  943. " <td>Elsevier</td>\n",
  944. " <td>Vaccine</td>\n",
  945. " <td>Cattle immunized against the pathogenic l-?-gl...</td>\n",
  946. " <td>£1448.38</td>\n",
  947. " </tr>\n",
  948. " <tr>\n",
  949. " <th>PMCID: PMC3740234</th>\n",
  950. " <td>Elsevier Ltd</td>\n",
  951. " <td>Vaccine</td>\n",
  952. " <td>Increased IgG but normal IgA anti-pneumococcal...</td>\n",
  953. " <td>£1428.68</td>\n",
  954. " </tr>\n",
  955. " <tr>\n",
  956. " <th>PMC3763375</th>\n",
  957. " <td>Elsevier</td>\n",
  958. " <td>Vaccine</td>\n",
  959. " <td>Human papillomavirus (HPV) vaccine implementat...</td>\n",
  960. " <td>£1433.34</td>\n",
  961. " </tr>\n",
  962. " <tr>\n",
  963. " <th>23117109</th>\n",
  964. " <td>Elsevier</td>\n",
  965. " <td>Vascular Pharmacology</td>\n",
  966. " <td>Signal transduction and modulating pathways in...</td>\n",
  967. " <td>£2352.53</td>\n",
  968. " </tr>\n",
  969. " <tr>\n",
  970. " <th>PMC3757156</th>\n",
  971. " <td>Elsevier</td>\n",
  972. " <td>Veterinary Microbiology</td>\n",
  973. " <td>Isolation of canine Anaplasma phagocytophilum ...</td>\n",
  974. " <td>£2451.49</td>\n",
  975. " </tr>\n",
  976. " <tr>\n",
  977. " <th>PMC3611597</th>\n",
  978. " <td>Elsevier</td>\n",
  979. " <td>Veterinary Parasitology</td>\n",
  980. " <td>Toxocara canis: molecular basis of immune reco...</td>\n",
  981. " <td>£2488.17</td>\n",
  982. " </tr>\n",
  983. " <tr>\n",
  984. " <th>NaN</th>\n",
  985. " <td>Elsevier</td>\n",
  986. " <td>Veterinary Parasitology</td>\n",
  987. " <td>Persistence of the efficacy of copper oxide wi...</td>\n",
  988. " <td>£999999.00</td>\n",
  989. " </tr>\n",
  990. " <tr>\n",
  991. " <th>PMC3786614</th>\n",
  992. " <td>BMJ Publishing Group</td>\n",
  993. " <td>Veterinary Record</td>\n",
  994. " <td>Proactive dairy cattle disease control in the ...</td>\n",
  995. " <td>£2040.00</td>\n",
  996. " </tr>\n",
  997. " <tr>\n",
  998. " <th>PMC3716626</th>\n",
  999. " <td>BioMed Central Ltd</td>\n",
  1000. " <td>Veterinary Research</td>\n",
  1001. " <td>Understanding foot-and-mouth disease virus tra...</td>\n",
  1002. " <td>£9.93</td>\n",
  1003. " </tr>\n",
  1004. " <tr>\n",
  1005. " <th>PMCID: PMC3791421</th>\n",
  1006. " <td>Elsevier</td>\n",
  1007. " <td>Virology</td>\n",
  1008. " <td>An essential fifth coding ORF in the sobemovir...</td>\n",
  1009. " <td>£1435.05</td>\n",
  1010. " </tr>\n",
  1011. " <tr>\n",
  1012. " <th>23562481</th>\n",
  1013. " <td>The Boulevard</td>\n",
  1014. " <td>Virology</td>\n",
  1015. " <td>Metagenomic study of the viruses of African st...</td>\n",
  1016. " <td>£2421.96</td>\n",
  1017. " </tr>\n",
  1018. " <tr>\n",
  1019. " <th>PMC3190389</th>\n",
  1020. " <td>BioMed Central</td>\n",
  1021. " <td>Virology Journal</td>\n",
  1022. " <td>Label-free quantitative proteomics reveals reg...</td>\n",
  1023. " <td>£1242.00</td>\n",
  1024. " </tr>\n",
  1025. " <tr>\n",
  1026. " <th>23201205</th>\n",
  1027. " <td>Elsevier</td>\n",
  1028. " <td>Virus Research</td>\n",
  1029. " <td>Prostratin exhibits both replication enhancing...</td>\n",
  1030. " <td>£1947.09</td>\n",
  1031. " </tr>\n",
  1032. " <tr>\n",
  1033. " <th>23200744 PMC3552157</th>\n",
  1034. " <td>Elsevier</td>\n",
  1035. " <td>Vision Research</td>\n",
  1036. " <td>Perceptual learning of second order cues for l...</td>\n",
  1037. " <td>£999999.00</td>\n",
  1038. " </tr>\n",
  1039. " <tr>\n",
  1040. " <th>pub Aug 2013</th>\n",
  1041. " <td>Elsevier</td>\n",
  1042. " <td>Vision Research</td>\n",
  1043. " <td>Sensitivity to numerosity is not a unique visu...</td>\n",
  1044. " <td>£1456.18</td>\n",
  1045. " </tr>\n",
  1046. " <tr>\n",
  1047. " <th>PMC3472342\\r\\n\\r\\n</th>\n",
  1048. " <td>Cambridge University Press</td>\n",
  1049. " <td>Visual Neuroscience</td>\n",
  1050. " <td>Masking within and across visual dimensions: P...</td>\n",
  1051. " <td>£2034.00</td>\n",
  1052. " </tr>\n",
  1053. " <tr>\n",
  1054. " <th>PMCID: PMC3600532</th>\n",
  1055. " <td>Wiley-Blackwell</td>\n",
  1056. " <td>Zoonoses and Public Health</td>\n",
  1057. " <td>Ecology of zoonotic infectious diseases in bat...</td>\n",
  1058. " <td>£2272.15</td>\n",
  1059. " </tr>\n",
  1060. " <tr>\n",
  1061. " <th>23315936 PMC3638342</th>\n",
  1062. " <td>Wiley</td>\n",
  1063. " <td>genesis: Journal of Genetics</td>\n",
  1064. " <td>The Caenorhabditis elegans homeobox gene ceh-1...</td>\n",
  1065. " <td>£2376.40</td>\n",
  1066. " </tr>\n",
  1067. " <tr>\n",
  1068. " <th>PMID:23232717 PMC3520108</th>\n",
  1069. " <td>Cadmus Journal Services</td>\n",
  1070. " <td>mBio</td>\n",
  1071. " <td>The Evolutionary Rewiring of Ubiquitination Ta...</td>\n",
  1072. " <td>£1355.13</td>\n",
  1073. " </tr>\n",
  1074. " <tr>\n",
  1075. " <th>NaN</th>\n",
  1076. " <td>MacMillan</td>\n",
  1077. " <td>NaN</td>\n",
  1078. " <td>Fungal Disease in Britain and the United State...</td>\n",
  1079. " <td>£13200.00</td>\n",
  1080. " </tr>\n",
  1081. " </tbody>\n",
  1082. "</table>\n",
  1083. "<p>2127 rows × 4 columns</p>\n",
  1084. "</div>"
  1085. ],
  1086. "text/plain": [
  1087. " Publisher \\\n",
  1088. "PMID/PMCID \n",
  1089. "NaN American Chemical Society \n",
  1090. ": PMC3805332 American Chemical Society \n",
  1091. "PMCID: PMC3780468 ACS (Amercian Chemical Society) Publications \n",
  1092. "PMCID: PMC3621575 ACS (Amercian Chemical Society) Publications \n",
  1093. "PMID: 24015914 PMC3833349 American Chemical Society \n",
  1094. "PMCID:\\r\\n PMC3656742\\r\\n American Chemical Society \n",
  1095. "PMCID: 3584654 AMERICAN CHEMICAL SOCIETY \n",
  1096. "23373658 American Chemical Society Publications \n",
  1097. "PMC3374517 International Union of Crystallography \n",
  1098. "23340916 Springer-Verlag GMBH & Ci \n",
  1099. "PMCID:\\r\\n PMC3647051\\r\\n Wolters Kluwer N.V./Lippinott \n",
  1100. "3748854 Wolters Kluwer Health \n",
  1101. "PMC3713766 Wolters Kluwer \n",
  1102. "3633780 Springer \n",
  1103. "In Process Taylor & Francis \n",
  1104. "PMCID:\\r\\n PMC3687248\\r\\n Taylor and Francis \n",
  1105. "PMC3819359 Wolters Kluwer \n",
  1106. "PMC3765690 BioMed Central Limited \n",
  1107. "PMC3773237 Wolters Kluwer \n",
  1108. "PMC3815011 Wolters Kluwer \n",
  1109. "NaN Portland Press \n",
  1110. "PMC3378987\\r\\n Elsevier \n",
  1111. "PMCID:\\r\\n PMC3727331\\r\\n International Union of Crystallography \n",
  1112. "PMCID: PMC3565438 International Union of Crystallography \n",
  1113. "PMCID: PMC3606566 International Union of Crystallography (iucr) \n",
  1114. "PMCID: PMC3668577 International Union of Crystallography (iucr) \n",
  1115. "\\r\\n PMC3498934 International Union of Crystallography \n",
  1116. "PMID:22993091 PMC3447403 International Union of Crystallography \n",
  1117. "PMC3087623 International Union of Crystallography \n",
  1118. "PMC3808818 Society for Publication of Acta Dermato-Venere... \n",
  1119. "... ... \n",
  1120. "PMC3627817 Wiley \n",
  1121. "PMC3770928 Wiley \n",
  1122. "NaN Wiley \n",
  1123. "PMC3717178 John Wiley & Sons Ltd \n",
  1124. "PMCID:\\r\\n PMC3759846 Elsevier \n",
  1125. "PMCID:\\r\\n PMC3608034 Elsevier \n",
  1126. "NaN Cambridge University Press \n",
  1127. "PMCID: PMC3599165 Springer \n",
  1128. "PMC3404461 Elsevier \n",
  1129. "PMC3763374 Elsevier \n",
  1130. "PMID: 24035434 Elsevier \n",
  1131. "PMCID: PMC3740234 Elsevier Ltd \n",
  1132. "PMC3763375 Elsevier \n",
  1133. "23117109 Elsevier \n",
  1134. "PMC3757156 Elsevier \n",
  1135. "PMC3611597 Elsevier \n",
  1136. "NaN Elsevier \n",
  1137. "PMC3786614 BMJ Publishing Group \n",
  1138. "PMC3716626 BioMed Central Ltd \n",
  1139. "PMCID: PMC3791421 Elsevier \n",
  1140. "23562481 The Boulevard \n",
  1141. "PMC3190389 BioMed Central \n",
  1142. "23201205 Elsevier \n",
  1143. "23200744 PMC3552157 Elsevier \n",
  1144. "pub Aug 2013 Elsevier \n",
  1145. "PMC3472342\\r\\n\\r\\n Cambridge University Press \n",
  1146. "PMCID: PMC3600532 Wiley-Blackwell \n",
  1147. "23315936 PMC3638342 Wiley \n",
  1148. "PMID:23232717 PMC3520108 Cadmus Journal Services \n",
  1149. "NaN MacMillan \n",
  1150. "\n",
  1151. " Journal title \\\n",
  1152. "PMID/PMCID \n",
  1153. "NaN ACS Chemical Biology \n",
  1154. ": PMC3805332 ACS Chemical Biology \n",
  1155. "PMCID: PMC3780468 ACS Chemical Biology \n",
  1156. "PMCID: PMC3621575 ACS Chemical Biology \n",
  1157. "PMID: 24015914 PMC3833349 ACS Chemical Biology \n",
  1158. "PMCID:\\r\\n PMC3656742\\r\\n ACS Chemical Neuroscience \n",
  1159. "PMCID: 3584654 ACS NANO \n",
  1160. "23373658 ACS Nano \n",
  1161. "PMC3374517 ACTA F \n",
  1162. "23340916 AGE \n",
  1163. "PMCID:\\r\\n PMC3647051\\r\\n AIDS \n",
  1164. "3748854 AIDS \n",
  1165. "PMC3713766 AIDS \n",
  1166. "3633780 AIDS Behav \n",
  1167. "In Process AIDS Care \n",
  1168. "PMCID:\\r\\n PMC3687248\\r\\n AIDS Care \n",
  1169. "PMC3819359 AIDS Journal \n",
  1170. "PMC3765690 AIDS Research and Therapy \n",
  1171. "PMC3773237 AIDS UK \n",
  1172. "PMC3815011 AIDS UK \n",
  1173. "NaN ASN Neuro \n",
  1174. "PMC3378987\\r\\n Academy of Nutrition and Dietetics \n",
  1175. "PMCID:\\r\\n PMC3727331\\r\\n Acta Crystallographica Section D, Biological ... \n",
  1176. "PMCID: PMC3565438 Acta Crystallographica Section D: Biological C... \n",
  1177. "PMCID: PMC3606566 Acta Crystallographica Section F: Structural B... \n",
  1178. "PMCID: PMC3668577 Acta Crystallographica Section F: Structural B... \n",
  1179. "\\r\\n PMC3498934 Acta Crystallographica, Section D \n",
  1180. "PMID:22993091 PMC3447403 Acta Crystallography D \n",
  1181. "PMC3087623 Acta D \n",
  1182. "PMC3808818 Acta Dermato Venereologica \n",
  1183. "... ... \n",
  1184. "PMC3627817 Tropical Medicine and International Health \n",
  1185. "PMC3770928 Tropical Medicine and International Health \n",
  1186. "NaN Tropical Medicine and International Health \n",
  1187. "PMC3717178 Tropical Medicine and International Health \n",
  1188. "PMCID:\\r\\n PMC3759846 Tuberculosis \n",
  1189. "PMCID:\\r\\n PMC3608034 Tuberculosis \n",
  1190. "NaN Urban History \n",
  1191. "PMCID: PMC3599165 Urolithiasis \n",
  1192. "PMC3404461 Vaccine \n",
  1193. "PMC3763374 Vaccine \n",
  1194. "PMID: 24035434 Vaccine \n",
  1195. "PMCID: PMC3740234 Vaccine \n",
  1196. "PMC3763375 Vaccine \n",
  1197. "23117109 Vascular Pharmacology \n",
  1198. "PMC3757156 Veterinary Microbiology \n",
  1199. "PMC3611597 Veterinary Parasitology \n",
  1200. "NaN Veterinary Parasitology \n",
  1201. "PMC3786614 Veterinary Record \n",
  1202. "PMC3716626 Veterinary Research \n",
  1203. "PMCID: PMC3791421 Virology \n",
  1204. "23562481 Virology \n",
  1205. "PMC3190389 Virology Journal \n",
  1206. "23201205 Virus Research \n",
  1207. "23200744 PMC3552157 Vision Research \n",
  1208. "pub Aug 2013 Vision Research \n",
  1209. "PMC3472342\\r\\n\\r\\n Visual Neuroscience \n",
  1210. "PMCID: PMC3600532 Zoonoses and Public Health \n",
  1211. "23315936 PMC3638342 genesis: Journal of Genetics \n",
  1212. "PMID:23232717 PMC3520108 mBio \n",
  1213. "NaN NaN \n",
  1214. "\n",
  1215. " Article title \\\n",
  1216. "PMID/PMCID \n",
  1217. "NaN Discovery of ?2 Adrenergic Receptor Ligands Us... \n",
  1218. ": PMC3805332 Synthesis of alpha-glucan in mycobacteria invo... \n",
  1219. "PMCID: PMC3780468 A Novel Allosteric Inhibitor of the Uridine Di... \n",
  1220. "PMCID: PMC3621575 Chemical proteomic analysis reveals the drugab... \n",
  1221. "PMID: 24015914 PMC3833349 Discovery of an allosteric inhibitor binding s... \n",
  1222. "PMCID:\\r\\n PMC3656742\\r\\n Continuous online microdialysis using microflu... \n",
  1223. "PMCID: 3584654 HYDROXY-TERMINATED CONJUGATED POLYMER NANOPART... \n",
  1224. "23373658 Skin dendritic cell targeting via microneedle ... \n",
  1225. "PMC3374517 Crystallization and preliminary crystallograph... \n",
  1226. "23340916 Voluntary exercise can strengthen the circadia... \n",
  1227. "PMCID:\\r\\n PMC3647051\\r\\n Grassroots Community Organisations' Contributi... \n",
  1228. "3748854 Evaluation of an empiric risk screening score ... \n",
  1229. "PMC3713766 HIV infected adolescents in Southern Africa ca... \n",
  1230. "3633780 Adherence to antiretroviral therapy and clinic... \n",
  1231. "In Process Burden of HIV among primary school children an... \n",
  1232. "PMCID:\\r\\n PMC3687248\\r\\n WORLDBANK Special Issue: Evidence for a contri... \n",
  1233. "PMC3819359 Short title: TB and VL breakthrough and failur... \n",
  1234. "PMC3765690 Collective Patient behaviours derailing ART ro... \n",
  1235. "PMC3773237 Sexual behaviour in a rural high HIV prevalence \n",
  1236. "PMC3815011 HIV incidence and survival from age-specific s... \n",
  1237. "NaN Astrocytes and glutamate homeostasis in Alzhei... \n",
  1238. "PMC3378987\\r\\n Parent support and parent mediated behaviours ... \n",
  1239. "PMCID:\\r\\n PMC3727331\\r\\n Clustering procedures for the optimal selectio... \n",
  1240. "PMCID: PMC3565438 Intensity statistics in the presence of transl... \n",
  1241. "PMCID: PMC3606566 Structure of Pseudomonas aeruginosa inosine 5'... \n",
  1242. "PMCID: PMC3668577 Structure of diaminohydroxyphosphoribosylamino... \n",
  1243. "\\r\\n PMC3498934 Nearest-cell: a fast and easy tool for locatin... \n",
  1244. "PMID:22993091 PMC3447403 Crystallization, dehydration and experimental ... \n",
  1245. "PMC3087623 Structure of HLA-A*0301 in complex with a pept... \n",
  1246. "PMC3808818 The Importance of a Full Clinical Examination:... \n",
  1247. "... ... \n",
  1248. "PMC3627817 Maternal recall of birth weight and birth size... \n",
  1249. "PMC3770928 Epidemiology and control of trachoma: systamat... \n",
  1250. "NaN Meningococcal carriage in the African meningit... \n",
  1251. "PMC3717178 Nutritional supplementation: the additional co... \n",
  1252. "PMCID:\\r\\n PMC3759846 Pathways of IL-1? secretion by macrophages inf... \n",
  1253. "PMCID:\\r\\n PMC3608034 A novel assay of antimycobacterial activity an... \n",
  1254. "NaN Leisure, economy and colonial urbanism: Darjee... \n",
  1255. "PMCID: PMC3599165 Accuracy of urine pH testing in a regional met... \n",
  1256. "PMC3404461 Tailoring subunit vaccine immunogenicity: maxi... \n",
  1257. "PMC3763374 Protection against avian necrotic enteritis af... \n",
  1258. "PMID: 24035434 Cattle immunized against the pathogenic l-?-gl... \n",
  1259. "PMCID: PMC3740234 Increased IgG but normal IgA anti-pneumococcal... \n",
  1260. "PMC3763375 Human papillomavirus (HPV) vaccine implementat... \n",
  1261. "23117109 Signal transduction and modulating pathways in... \n",
  1262. "PMC3757156 Isolation of canine Anaplasma phagocytophilum ... \n",
  1263. "PMC3611597 Toxocara canis: molecular basis of immune reco... \n",
  1264. "NaN Persistence of the efficacy of copper oxide wi... \n",
  1265. "PMC3786614 Proactive dairy cattle disease control in the ... \n",
  1266. "PMC3716626 Understanding foot-and-mouth disease virus tra... \n",
  1267. "PMCID: PMC3791421 An essential fifth coding ORF in the sobemovir... \n",
  1268. "23562481 Metagenomic study of the viruses of African st... \n",
  1269. "PMC3190389 Label-free quantitative proteomics reveals reg... \n",
  1270. "23201205 Prostratin exhibits both replication enhancing... \n",
  1271. "23200744 PMC3552157 Perceptual learning of second order cues for l... \n",
  1272. "pub Aug 2013 Sensitivity to numerosity is not a unique visu... \n",
  1273. "PMC3472342\\r\\n\\r\\n Masking within and across visual dimensions: P... \n",
  1274. "PMCID: PMC3600532 Ecology of zoonotic infectious diseases in bat... \n",
  1275. "23315936 PMC3638342 The Caenorhabditis elegans homeobox gene ceh-1... \n",
  1276. "PMID:23232717 PMC3520108 The Evolutionary Rewiring of Ubiquitination Ta... \n",
  1277. "NaN Fungal Disease in Britain and the United State... \n",
  1278. "\n",
  1279. " COST (£) charged to Wellcome (inc VAT when charged) \n",
  1280. "PMID/PMCID \n",
  1281. "NaN £947.07 \n",
  1282. ": PMC3805332 £2286.73 \n",
  1283. "PMCID: PMC3780468 £1294.59 \n",
  1284. "PMCID: PMC3621575 £1294.78 \n",
  1285. "PMID: 24015914 PMC3833349 £1267.76 \n",
  1286. "PMCID:\\r\\n PMC3656742\\r\\n £1186.80 \n",
  1287. "PMCID: 3584654 £642.89 \n",
  1288. "23373658 £693.39 \n",
  1289. "PMC3374517 £754.90 \n",
  1290. "23340916 £2002.00 \n",
  1291. "PMCID:\\r\\n PMC3647051\\r\\n £2374.52 \n",
  1292. "3748854 £1834.77 \n",
  1293. "PMC3713766 £1968.63 \n",
  1294. "3633780 £1834.77 \n",
  1295. "In Process £2145.60 \n",
  1296. "PMCID:\\r\\n PMC3687248\\r\\n £2232.74 \n",
  1297. "PMC3819359 £2015.72 \n",
  1298. "PMC3765690 £1240.00 \n",
  1299. "PMC3773237 £1836.92 \n",
  1300. "PMC3815011 £1836.92 \n",
  1301. "NaN £1453.42 \n",
  1302. "PMC3378987\\r\\n £2379.54 \n",
  1303. "PMCID:\\r\\n PMC3727331\\r\\n £771.42 \n",
  1304. "PMCID: PMC3565438 £773.74 \n",
  1305. "PMCID: PMC3606566 £807.67 \n",
  1306. "PMCID: PMC3668577 £785.60 \n",
  1307. "\\r\\n PMC3498934 £757.18 \n",
  1308. "PMID:22993091 PMC3447403 £774.19 \n",
  1309. "PMC3087623 £750.16 \n",
  1310. "PMC3808818 £653.96 \n",
  1311. "... ... \n",
  1312. "PMC3627817 £1896.93 \n",
  1313. "PMC3770928 £1974.72 \n",
  1314. "NaN £1949.32 \n",
  1315. "PMC3717178 £1530.77 \n",
  1316. "PMCID:\\r\\n PMC3759846 £1999.94 \n",
  1317. "PMCID:\\r\\n PMC3608034 £2322.57 \n",
  1318. "NaN £2034.00 \n",
  1319. "PMCID: PMC3599165 £1112.40 \n",
  1320. "PMC3404461 £2328.84 \n",
  1321. "PMC3763374 £1477.73 \n",
  1322. "PMID: 24035434 £1448.38 \n",
  1323. "PMCID: PMC3740234 £1428.68 \n",
  1324. "PMC3763375 £1433.34 \n",
  1325. "23117109 £2352.53 \n",
  1326. "PMC3757156 £2451.49 \n",
  1327. "PMC3611597 £2488.17 \n",
  1328. "NaN £999999.00 \n",
  1329. "PMC3786614 £2040.00 \n",
  1330. "PMC3716626 £9.93 \n",
  1331. "PMCID: PMC3791421 £1435.05 \n",
  1332. "23562481 £2421.96 \n",
  1333. "PMC3190389 £1242.00 \n",
  1334. "23201205 £1947.09 \n",
  1335. "23200744 PMC3552157 £999999.00 \n",
  1336. "pub Aug 2013 £1456.18 \n",
  1337. "PMC3472342\\r\\n\\r\\n £2034.00 \n",
  1338. "PMCID: PMC3600532 £2272.15 \n",
  1339. "23315936 PMC3638342 £2376.40 \n",
  1340. "PMID:23232717 PMC3520108 £1355.13 \n",
  1341. "NaN £13200.00 \n",
  1342. "\n",
  1343. "[2127 rows x 4 columns]"
  1344. ]
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  1381. " <th>Publisher</th>\n",
  1382. " <th>Journal title</th>\n",
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  1384. " <th>COST (£) charged to Wellcome (inc VAT when charged)</th>\n",
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  1403. " <th>top</th>\n",
  1404. " <td>Elsevier</td>\n",
  1405. " <td>PLoS One</td>\n",
  1406. " <td>Exclusive breastfeeding, diarrhoel morbidity a...</td>\n",
  1407. " <td>£2040.00</td>\n",
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  1410. " <th>freq</th>\n",
  1411. " <td>387</td>\n",
  1412. " <td>92</td>\n",
  1413. " <td>2</td>\n",
  1414. " <td>94</td>\n",
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  1421. " Publisher Journal title \\\n",
  1422. "count 2127 2126 \n",
  1423. "unique 299 984 \n",
  1424. "top Elsevier PLoS One \n",
  1425. "freq 387 92 \n",
  1426. "\n",
  1427. " Article title \\\n",
  1428. "count 2127 \n",
  1429. "unique 2126 \n",
  1430. "top Exclusive breastfeeding, diarrhoel morbidity a... \n",
  1431. "freq 2 \n",
  1432. "\n",
  1433. " COST (£) charged to Wellcome (inc VAT when charged) \n",
  1434. "count 2127 \n",
  1435. "unique 1402 \n",
  1436. "top £2040.00 \n",
  1437. "freq 94 "
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  1481. " <th>PMID/PMCID</th>\n",
  1482. " <th></th>\n",
  1483. " <th></th>\n",
  1484. " <th></th>\n",
  1485. " <th></th>\n",
  1486. " </tr>\n",
  1487. " </thead>\n",
  1488. " <tbody>\n",
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  1490. " <th>NaN</th>\n",
  1491. " <td>American Chemical Society</td>\n",
  1492. " <td>ACS Chemical Biology</td>\n",
  1493. " <td>Discovery of ?2 Adrenergic Receptor Ligands Us...</td>\n",
  1494. " <td>£947.07</td>\n",
  1495. " </tr>\n",
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  1497. " <th>: PMC3805332</th>\n",
  1498. " <td>American Chemical Society</td>\n",
  1499. " <td>ACS Chemical Biology</td>\n",
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  1501. " <td>£2286.73</td>\n",
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  1503. " <tr>\n",
  1504. " <th>PMCID: PMC3780468</th>\n",
  1505. " <td>ACS (Amercian Chemical Society) Publications</td>\n",
  1506. " <td>ACS Chemical Biology</td>\n",
  1507. " <td>A Novel Allosteric Inhibitor of the Uridine Di...</td>\n",
  1508. " <td>£1294.59</td>\n",
  1509. " </tr>\n",
  1510. " <tr>\n",
  1511. " <th>PMCID: PMC3621575</th>\n",
  1512. " <td>ACS (Amercian Chemical Society) Publications</td>\n",
  1513. " <td>ACS Chemical Biology</td>\n",
  1514. " <td>Chemical proteomic analysis reveals the drugab...</td>\n",
  1515. " <td>£1294.78</td>\n",
  1516. " </tr>\n",
  1517. " <tr>\n",
  1518. " <th>PMID: 24015914 PMC3833349</th>\n",
  1519. " <td>American Chemical Society</td>\n",
  1520. " <td>ACS Chemical Biology</td>\n",
  1521. " <td>Discovery of an allosteric inhibitor binding s...</td>\n",
  1522. " <td>£1267.76</td>\n",
  1523. " </tr>\n",
  1524. " <tr>\n",
  1525. " <th>PMCID:\\r\\n PMC3656742\\r\\n</th>\n",
  1526. " <td>American Chemical Society</td>\n",
  1527. " <td>ACS Chemical Neuroscience</td>\n",
  1528. " <td>Continuous online microdialysis using microflu...</td>\n",
  1529. " <td>£1186.80</td>\n",
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  1532. " <th>PMCID: 3584654</th>\n",
  1533. " <td>AMERICAN CHEMICAL SOCIETY</td>\n",
  1534. " <td>ACS NANO</td>\n",
  1535. " <td>HYDROXY-TERMINATED CONJUGATED POLYMER NANOPART...</td>\n",
  1536. " <td>£642.89</td>\n",
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  1539. " <th>23373658</th>\n",
  1540. " <td>American Chemical Society Publications</td>\n",
  1541. " <td>ACS Nano</td>\n",
  1542. " <td>Skin dendritic cell targeting via microneedle ...</td>\n",
  1543. " <td>£693.39</td>\n",
  1544. " </tr>\n",
  1545. " <tr>\n",
  1546. " <th>PMC3374517</th>\n",
  1547. " <td>International Union of Crystallography</td>\n",
  1548. " <td>ACTA F</td>\n",
  1549. " <td>Crystallization and preliminary crystallograph...</td>\n",
  1550. " <td>£754.90</td>\n",
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  1553. " <th>23340916</th>\n",
  1554. " <td>Springer-Verlag GMBH & Ci</td>\n",
  1555. " <td>AGE</td>\n",
  1556. " <td>Voluntary exercise can strengthen the circadia...</td>\n",
  1557. " <td>£2002.00</td>\n",
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  1560. " <th>PMCID:\\r\\n PMC3647051\\r\\n</th>\n",
  1561. " <td>Wolters Kluwer N.V./Lippinott</td>\n",
  1562. " <td>AIDS</td>\n",
  1563. " <td>Grassroots Community Organisations' Contributi...</td>\n",
  1564. " <td>£2374.52</td>\n",
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  1567. " <th>3748854</th>\n",
  1568. " <td>Wolters Kluwer Health</td>\n",
  1569. " <td>AIDS</td>\n",
  1570. " <td>Evaluation of an empiric risk screening score ...</td>\n",
  1571. " <td>£1834.77</td>\n",
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  1574. " <th>PMC3713766</th>\n",
  1575. " <td>Wolters Kluwer</td>\n",
  1576. " <td>AIDS</td>\n",
  1577. " <td>HIV infected adolescents in Southern Africa ca...</td>\n",
  1578. " <td>£1968.63</td>\n",
  1579. " </tr>\n",
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  1581. " <th>3633780</th>\n",
  1582. " <td>Springer</td>\n",
  1583. " <td>AIDS Behav</td>\n",
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  1585. " <td>£1834.77</td>\n",
  1586. " </tr>\n",
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  1588. " <th>In Process</th>\n",
  1589. " <td>Taylor & Francis</td>\n",
  1590. " <td>AIDS Care</td>\n",
  1591. " <td>Burden of HIV among primary school children an...</td>\n",
  1592. " <td>£2145.60</td>\n",
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  1596. " <td>Taylor and Francis</td>\n",
  1597. " <td>AIDS Care</td>\n",
  1598. " <td>WORLDBANK Special Issue: Evidence for a contri...</td>\n",
  1599. " <td>£2232.74</td>\n",
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  1602. " <th>PMC3819359</th>\n",
  1603. " <td>Wolters Kluwer</td>\n",
  1604. " <td>AIDS Journal</td>\n",
  1605. " <td>Short title: TB and VL breakthrough and failur...</td>\n",
  1606. " <td>£2015.72</td>\n",
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  1610. " <td>BioMed Central Limited</td>\n",
  1611. " <td>AIDS Research and Therapy</td>\n",
  1612. " <td>Collective Patient behaviours derailing ART ro...</td>\n",
  1613. " <td>£1240.00</td>\n",
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  1617. " <td>Wolters Kluwer</td>\n",
  1618. " <td>AIDS UK</td>\n",
  1619. " <td>Sexual behaviour in a rural high HIV prevalence</td>\n",
  1620. " <td>£1836.92</td>\n",
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  1624. " <td>Wolters Kluwer</td>\n",
  1625. " <td>AIDS UK</td>\n",
  1626. " <td>HIV incidence and survival from age-specific s...</td>\n",
  1627. " <td>£1836.92</td>\n",
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  1630. " <th>NaN</th>\n",
  1631. " <td>Portland Press</td>\n",
  1632. " <td>ASN Neuro</td>\n",
  1633. " <td>Astrocytes and glutamate homeostasis in Alzhei...</td>\n",
  1634. " <td>£1453.42</td>\n",
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  1637. " <th>PMC3378987\\r\\n</th>\n",
  1638. " <td>Elsevier</td>\n",
  1639. " <td>Academy of Nutrition and Dietetics</td>\n",
  1640. " <td>Parent support and parent mediated behaviours ...</td>\n",
  1641. " <td>£2379.54</td>\n",
  1642. " </tr>\n",
  1643. " <tr>\n",
  1644. " <th>PMCID:\\r\\n PMC3727331\\r\\n</th>\n",
  1645. " <td>International Union of Crystallography</td>\n",
  1646. " <td>Acta Crystallographica Section D, Biological ...</td>\n",
  1647. " <td>Clustering procedures for the optimal selectio...</td>\n",
  1648. " <td>£771.42</td>\n",
  1649. " </tr>\n",
  1650. " <tr>\n",
  1651. " <th>PMCID: PMC3565438</th>\n",
  1652. " <td>International Union of Crystallography</td>\n",
  1653. " <td>Acta Crystallographica Section D: Biological C...</td>\n",
  1654. " <td>Intensity statistics in the presence of transl...</td>\n",
  1655. " <td>£773.74</td>\n",
  1656. " </tr>\n",
  1657. " <tr>\n",
  1658. " <th>PMCID: PMC3606566</th>\n",
  1659. " <td>International Union of Crystallography (iucr)</td>\n",
  1660. " <td>Acta Crystallographica Section F: Structural B...</td>\n",
  1661. " <td>Structure of Pseudomonas aeruginosa inosine 5'...</td>\n",
  1662. " <td>£807.67</td>\n",
  1663. " </tr>\n",
  1664. " <tr>\n",
  1665. " <th>PMCID: PMC3668577</th>\n",
  1666. " <td>International Union of Crystallography (iucr)</td>\n",
  1667. " <td>Acta Crystallographica Section F: Structural B...</td>\n",
  1668. " <td>Structure of diaminohydroxyphosphoribosylamino...</td>\n",
  1669. " <td>£785.60</td>\n",
  1670. " </tr>\n",
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  1672. " <th>\\r\\n PMC3498934</th>\n",
  1673. " <td>International Union of Crystallography</td>\n",
  1674. " <td>Acta Crystallographica, Section D</td>\n",
  1675. " <td>Nearest-cell: a fast and easy tool for locatin...</td>\n",
  1676. " <td>£757.18</td>\n",
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  1678. " <tr>\n",
  1679. " <th>PMID:22993091 PMC3447403</th>\n",
  1680. " <td>International Union of Crystallography</td>\n",
  1681. " <td>Acta Crystallography D</td>\n",
  1682. " <td>Crystallization, dehydration and experimental ...</td>\n",
  1683. " <td>£774.19</td>\n",
  1684. " </tr>\n",
  1685. " <tr>\n",
  1686. " <th>PMC3087623</th>\n",
  1687. " <td>International Union of Crystallography</td>\n",
  1688. " <td>Acta D</td>\n",
  1689. " <td>Structure of HLA-A*0301 in complex with a pept...</td>\n",
  1690. " <td>£750.16</td>\n",
  1691. " </tr>\n",
  1692. " <tr>\n",
  1693. " <th>PMC3808818</th>\n",
  1694. " <td>Society for Publication of Acta Dermato-Venere...</td>\n",
  1695. " <td>Acta Dermato Venereologica</td>\n",
  1696. " <td>The Importance of a Full Clinical Examination:...</td>\n",
  1697. " <td>£653.96</td>\n",
  1698. " </tr>\n",
  1699. " <tr>\n",
  1700. " <th>...</th>\n",
  1701. " <td>...</td>\n",
  1702. " <td>...</td>\n",
  1703. " <td>...</td>\n",
  1704. " <td>...</td>\n",
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  1707. " <th>PMC3627817</th>\n",
  1708. " <td>Wiley</td>\n",
  1709. " <td>Tropical Medicine and International Health</td>\n",
  1710. " <td>Maternal recall of birth weight and birth size...</td>\n",
  1711. " <td>£1896.93</td>\n",
  1712. " </tr>\n",
  1713. " <tr>\n",
  1714. " <th>PMC3770928</th>\n",
  1715. " <td>Wiley</td>\n",
  1716. " <td>Tropical Medicine and International Health</td>\n",
  1717. " <td>Epidemiology and control of trachoma: systamat...</td>\n",
  1718. " <td>£1974.72</td>\n",
  1719. " </tr>\n",
  1720. " <tr>\n",
  1721. " <th>NaN</th>\n",
  1722. " <td>Wiley</td>\n",
  1723. " <td>Tropical Medicine and International Health</td>\n",
  1724. " <td>Meningococcal carriage in the African meningit...</td>\n",
  1725. " <td>£1949.32</td>\n",
  1726. " </tr>\n",
  1727. " <tr>\n",
  1728. " <th>PMC3717178</th>\n",
  1729. " <td>John Wiley & Sons Ltd</td>\n",
  1730. " <td>Tropical Medicine and International Health</td>\n",
  1731. " <td>Nutritional supplementation: the additional co...</td>\n",
  1732. " <td>£1530.77</td>\n",
  1733. " </tr>\n",
  1734. " <tr>\n",
  1735. " <th>PMCID:\\r\\n PMC3759846</th>\n",
  1736. " <td>Elsevier</td>\n",
  1737. " <td>Tuberculosis</td>\n",
  1738. " <td>Pathways of IL-1? secretion by macrophages inf...</td>\n",
  1739. " <td>£1999.94</td>\n",
  1740. " </tr>\n",
  1741. " <tr>\n",
  1742. " <th>PMCID:\\r\\n PMC3608034</th>\n",
  1743. " <td>Elsevier</td>\n",
  1744. " <td>Tuberculosis</td>\n",
  1745. " <td>A novel assay of antimycobacterial activity an...</td>\n",
  1746. " <td>£2322.57</td>\n",
  1747. " </tr>\n",
  1748. " <tr>\n",
  1749. " <th>NaN</th>\n",
  1750. " <td>Cambridge University Press</td>\n",
  1751. " <td>Urban History</td>\n",
  1752. " <td>Leisure, economy and colonial urbanism: Darjee...</td>\n",
  1753. " <td>£2034.00</td>\n",
  1754. " </tr>\n",
  1755. " <tr>\n",
  1756. " <th>PMCID: PMC3599165</th>\n",
  1757. " <td>Springer</td>\n",
  1758. " <td>Urolithiasis</td>\n",
  1759. " <td>Accuracy of urine pH testing in a regional met...</td>\n",
  1760. " <td>£1112.40</td>\n",
  1761. " </tr>\n",
  1762. " <tr>\n",
  1763. " <th>PMC3404461</th>\n",
  1764. " <td>Elsevier</td>\n",
  1765. " <td>Vaccine</td>\n",
  1766. " <td>Tailoring subunit vaccine immunogenicity: maxi...</td>\n",
  1767. " <td>£2328.84</td>\n",
  1768. " </tr>\n",
  1769. " <tr>\n",
  1770. " <th>PMC3763374</th>\n",
  1771. " <td>Elsevier</td>\n",
  1772. " <td>Vaccine</td>\n",
  1773. " <td>Protection against avian necrotic enteritis af...</td>\n",
  1774. " <td>£1477.73</td>\n",
  1775. " </tr>\n",
  1776. " <tr>\n",
  1777. " <th>PMID: 24035434</th>\n",
  1778. " <td>Elsevier</td>\n",
  1779. " <td>Vaccine</td>\n",
  1780. " <td>Cattle immunized against the pathogenic l-?-gl...</td>\n",
  1781. " <td>£1448.38</td>\n",
  1782. " </tr>\n",
  1783. " <tr>\n",
  1784. " <th>PMCID: PMC3740234</th>\n",
  1785. " <td>Elsevier Ltd</td>\n",
  1786. " <td>Vaccine</td>\n",
  1787. " <td>Increased IgG but normal IgA anti-pneumococcal...</td>\n",
  1788. " <td>£1428.68</td>\n",
  1789. " </tr>\n",
  1790. " <tr>\n",
  1791. " <th>PMC3763375</th>\n",
  1792. " <td>Elsevier</td>\n",
  1793. " <td>Vaccine</td>\n",
  1794. " <td>Human papillomavirus (HPV) vaccine implementat...</td>\n",
  1795. " <td>£1433.34</td>\n",
  1796. " </tr>\n",
  1797. " <tr>\n",
  1798. " <th>23117109</th>\n",
  1799. " <td>Elsevier</td>\n",
  1800. " <td>Vascular Pharmacology</td>\n",
  1801. " <td>Signal transduction and modulating pathways in...</td>\n",
  1802. " <td>£2352.53</td>\n",
  1803. " </tr>\n",
  1804. " <tr>\n",
  1805. " <th>PMC3757156</th>\n",
  1806. " <td>Elsevier</td>\n",
  1807. " <td>Veterinary Microbiology</td>\n",
  1808. " <td>Isolation of canine Anaplasma phagocytophilum ...</td>\n",
  1809. " <td>£2451.49</td>\n",
  1810. " </tr>\n",
  1811. " <tr>\n",
  1812. " <th>PMC3611597</th>\n",
  1813. " <td>Elsevier</td>\n",
  1814. " <td>Veterinary Parasitology</td>\n",
  1815. " <td>Toxocara canis: molecular basis of immune reco...</td>\n",
  1816. " <td>£2488.17</td>\n",
  1817. " </tr>\n",
  1818. " <tr>\n",
  1819. " <th>NaN</th>\n",
  1820. " <td>Elsevier</td>\n",
  1821. " <td>Veterinary Parasitology</td>\n",
  1822. " <td>Persistence of the efficacy of copper oxide wi...</td>\n",
  1823. " <td>£999999.00</td>\n",
  1824. " </tr>\n",
  1825. " <tr>\n",
  1826. " <th>PMC3786614</th>\n",
  1827. " <td>BMJ Publishing Group</td>\n",
  1828. " <td>Veterinary Record</td>\n",
  1829. " <td>Proactive dairy cattle disease control in the ...</td>\n",
  1830. " <td>£2040.00</td>\n",
  1831. " </tr>\n",
  1832. " <tr>\n",
  1833. " <th>PMC3716626</th>\n",
  1834. " <td>BioMed Central Ltd</td>\n",
  1835. " <td>Veterinary Research</td>\n",
  1836. " <td>Understanding foot-and-mouth disease virus tra...</td>\n",
  1837. " <td>£9.93</td>\n",
  1838. " </tr>\n",
  1839. " <tr>\n",
  1840. " <th>PMCID: PMC3791421</th>\n",
  1841. " <td>Elsevier</td>\n",
  1842. " <td>Virology</td>\n",
  1843. " <td>An essential fifth coding ORF in the sobemovir...</td>\n",
  1844. " <td>£1435.05</td>\n",
  1845. " </tr>\n",
  1846. " <tr>\n",
  1847. " <th>23562481</th>\n",
  1848. " <td>The Boulevard</td>\n",
  1849. " <td>Virology</td>\n",
  1850. " <td>Metagenomic study of the viruses of African st...</td>\n",
  1851. " <td>£2421.96</td>\n",
  1852. " </tr>\n",
  1853. " <tr>\n",
  1854. " <th>PMC3190389</th>\n",
  1855. " <td>BioMed Central</td>\n",
  1856. " <td>Virology Journal</td>\n",
  1857. " <td>Label-free quantitative proteomics reveals reg...</td>\n",
  1858. " <td>£1242.00</td>\n",
  1859. " </tr>\n",
  1860. " <tr>\n",
  1861. " <th>23201205</th>\n",
  1862. " <td>Elsevier</td>\n",
  1863. " <td>Virus Research</td>\n",
  1864. " <td>Prostratin exhibits both replication enhancing...</td>\n",
  1865. " <td>£1947.09</td>\n",
  1866. " </tr>\n",
  1867. " <tr>\n",
  1868. " <th>23200744 PMC3552157</th>\n",
  1869. " <td>Elsevier</td>\n",
  1870. " <td>Vision Research</td>\n",
  1871. " <td>Perceptual learning of second order cues for l...</td>\n",
  1872. " <td>£999999.00</td>\n",
  1873. " </tr>\n",
  1874. " <tr>\n",
  1875. " <th>pub Aug 2013</th>\n",
  1876. " <td>Elsevier</td>\n",
  1877. " <td>Vision Research</td>\n",
  1878. " <td>Sensitivity to numerosity is not a unique visu...</td>\n",
  1879. " <td>£1456.18</td>\n",
  1880. " </tr>\n",
  1881. " <tr>\n",
  1882. " <th>PMC3472342\\r\\n\\r\\n</th>\n",
  1883. " <td>Cambridge University Press</td>\n",
  1884. " <td>Visual Neuroscience</td>\n",
  1885. " <td>Masking within and across visual dimensions: P...</td>\n",
  1886. " <td>£2034.00</td>\n",
  1887. " </tr>\n",
  1888. " <tr>\n",
  1889. " <th>PMCID: PMC3600532</th>\n",
  1890. " <td>Wiley-Blackwell</td>\n",
  1891. " <td>Zoonoses and Public Health</td>\n",
  1892. " <td>Ecology of zoonotic infectious diseases in bat...</td>\n",
  1893. " <td>£2272.15</td>\n",
  1894. " </tr>\n",
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  1897. " <td>Wiley</td>\n",
  1898. " <td>genesis: Journal of Genetics</td>\n",
  1899. " <td>The Caenorhabditis elegans homeobox gene ceh-1...</td>\n",
  1900. " <td>£2376.40</td>\n",
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  1903. " <th>PMID:23232717 PMC3520108</th>\n",
  1904. " <td>Cadmus Journal Services</td>\n",
  1905. " <td>mBio</td>\n",
  1906. " <td>The Evolutionary Rewiring of Ubiquitination Ta...</td>\n",
  1907. " <td>£1355.13</td>\n",
  1908. " </tr>\n",
  1909. " <tr>\n",
  1910. " <th>NaN</th>\n",
  1911. " <td>MacMillan</td>\n",
  1912. " <td>NaN</td>\n",
  1913. " <td>Fungal Disease in Britain and the United State...</td>\n",
  1914. " <td>£13200.00</td>\n",
  1915. " </tr>\n",
  1916. " </tbody>\n",
  1917. "</table>\n",
  1918. "<p>2127 rows × 4 columns</p>\n",
  1919. "</div>"
  1920. ],
  1921. "text/plain": [
  1922. " Publisher \\\n",
  1923. "PMID/PMCID \n",
  1924. "NaN American Chemical Society \n",
  1925. ": PMC3805332 American Chemical Society \n",
  1926. "PMCID: PMC3780468 ACS (Amercian Chemical Society) Publications \n",
  1927. "PMCID: PMC3621575 ACS (Amercian Chemical Society) Publications \n",
  1928. "PMID: 24015914 PMC3833349 American Chemical Society \n",
  1929. "PMCID:\\r\\n PMC3656742\\r\\n American Chemical Society \n",
  1930. "PMCID: 3584654 AMERICAN CHEMICAL SOCIETY \n",
  1931. "23373658 American Chemical Society Publications \n",
  1932. "PMC3374517 International Union of Crystallography \n",
  1933. "23340916 Springer-Verlag GMBH & Ci \n",
  1934. "PMCID:\\r\\n PMC3647051\\r\\n Wolters Kluwer N.V./Lippinott \n",
  1935. "3748854 Wolters Kluwer Health \n",
  1936. "PMC3713766 Wolters Kluwer \n",
  1937. "3633780 Springer \n",
  1938. "In Process Taylor & Francis \n",
  1939. "PMCID:\\r\\n PMC3687248\\r\\n Taylor and Francis \n",
  1940. "PMC3819359 Wolters Kluwer \n",
  1941. "PMC3765690 BioMed Central Limited \n",
  1942. "PMC3773237 Wolters Kluwer \n",
  1943. "PMC3815011 Wolters Kluwer \n",
  1944. "NaN Portland Press \n",
  1945. "PMC3378987\\r\\n Elsevier \n",
  1946. "PMCID:\\r\\n PMC3727331\\r\\n International Union of Crystallography \n",
  1947. "PMCID: PMC3565438 International Union of Crystallography \n",
  1948. "PMCID: PMC3606566 International Union of Crystallography (iucr) \n",
  1949. "PMCID: PMC3668577 International Union of Crystallography (iucr) \n",
  1950. "\\r\\n PMC3498934 International Union of Crystallography \n",
  1951. "PMID:22993091 PMC3447403 International Union of Crystallography \n",
  1952. "PMC3087623 International Union of Crystallography \n",
  1953. "PMC3808818 Society for Publication of Acta Dermato-Venere... \n",
  1954. "... ... \n",
  1955. "PMC3627817 Wiley \n",
  1956. "PMC3770928 Wiley \n",
  1957. "NaN Wiley \n",
  1958. "PMC3717178 John Wiley & Sons Ltd \n",
  1959. "PMCID:\\r\\n PMC3759846 Elsevier \n",
  1960. "PMCID:\\r\\n PMC3608034 Elsevier \n",
  1961. "NaN Cambridge University Press \n",
  1962. "PMCID: PMC3599165 Springer \n",
  1963. "PMC3404461 Elsevier \n",
  1964. "PMC3763374 Elsevier \n",
  1965. "PMID: 24035434 Elsevier \n",
  1966. "PMCID: PMC3740234 Elsevier Ltd \n",
  1967. "PMC3763375 Elsevier \n",
  1968. "23117109 Elsevier \n",
  1969. "PMC3757156 Elsevier \n",
  1970. "PMC3611597 Elsevier \n",
  1971. "NaN Elsevier \n",
  1972. "PMC3786614 BMJ Publishing Group \n",
  1973. "PMC3716626 BioMed Central Ltd \n",
  1974. "PMCID: PMC3791421 Elsevier \n",
  1975. "23562481 The Boulevard \n",
  1976. "PMC3190389 BioMed Central \n",
  1977. "23201205 Elsevier \n",
  1978. "23200744 PMC3552157 Elsevier \n",
  1979. "pub Aug 2013 Elsevier \n",
  1980. "PMC3472342\\r\\n\\r\\n Cambridge University Press \n",
  1981. "PMCID: PMC3600532 Wiley-Blackwell \n",
  1982. "23315936 PMC3638342 Wiley \n",
  1983. "PMID:23232717 PMC3520108 Cadmus Journal Services \n",
  1984. "NaN MacMillan \n",
  1985. "\n",
  1986. " Journal title \\\n",
  1987. "PMID/PMCID \n",
  1988. "NaN ACS Chemical Biology \n",
  1989. ": PMC3805332 ACS Chemical Biology \n",
  1990. "PMCID: PMC3780468 ACS Chemical Biology \n",
  1991. "PMCID: PMC3621575 ACS Chemical Biology \n",
  1992. "PMID: 24015914 PMC3833349 ACS Chemical Biology \n",
  1993. "PMCID:\\r\\n PMC3656742\\r\\n ACS Chemical Neuroscience \n",
  1994. "PMCID: 3584654 ACS NANO \n",
  1995. "23373658 ACS Nano \n",
  1996. "PMC3374517 ACTA F \n",
  1997. "23340916 AGE \n",
  1998. "PMCID:\\r\\n PMC3647051\\r\\n AIDS \n",
  1999. "3748854 AIDS \n",
  2000. "PMC3713766 AIDS \n",
  2001. "3633780 AIDS Behav \n",
  2002. "In Process AIDS Care \n",
  2003. "PMCID:\\r\\n PMC3687248\\r\\n AIDS Care \n",
  2004. "PMC3819359 AIDS Journal \n",
  2005. "PMC3765690 AIDS Research and Therapy \n",
  2006. "PMC3773237 AIDS UK \n",
  2007. "PMC3815011 AIDS UK \n",
  2008. "NaN ASN Neuro \n",
  2009. "PMC3378987\\r\\n Academy of Nutrition and Dietetics \n",
  2010. "PMCID:\\r\\n PMC3727331\\r\\n Acta Crystallographica Section D, Biological ... \n",
  2011. "PMCID: PMC3565438 Acta Crystallographica Section D: Biological C... \n",
  2012. "PMCID: PMC3606566 Acta Crystallographica Section F: Structural B... \n",
  2013. "PMCID: PMC3668577 Acta Crystallographica Section F: Structural B... \n",
  2014. "\\r\\n PMC3498934 Acta Crystallographica, Section D \n",
  2015. "PMID:22993091 PMC3447403 Acta Crystallography D \n",
  2016. "PMC3087623 Acta D \n",
  2017. "PMC3808818 Acta Dermato Venereologica \n",
  2018. "... ... \n",
  2019. "PMC3627817 Tropical Medicine and International Health \n",
  2020. "PMC3770928 Tropical Medicine and International Health \n",
  2021. "NaN Tropical Medicine and International Health \n",
  2022. "PMC3717178 Tropical Medicine and International Health \n",
  2023. "PMCID:\\r\\n PMC3759846 Tuberculosis \n",
  2024. "PMCID:\\r\\n PMC3608034 Tuberculosis \n",
  2025. "NaN Urban History \n",
  2026. "PMCID: PMC3599165 Urolithiasis \n",
  2027. "PMC3404461 Vaccine \n",
  2028. "PMC3763374 Vaccine \n",
  2029. "PMID: 24035434 Vaccine \n",
  2030. "PMCID: PMC3740234 Vaccine \n",
  2031. "PMC3763375 Vaccine \n",
  2032. "23117109 Vascular Pharmacology \n",
  2033. "PMC3757156 Veterinary Microbiology \n",
  2034. "PMC3611597 Veterinary Parasitology \n",
  2035. "NaN Veterinary Parasitology \n",
  2036. "PMC3786614 Veterinary Record \n",
  2037. "PMC3716626 Veterinary Research \n",
  2038. "PMCID: PMC3791421 Virology \n",
  2039. "23562481 Virology \n",
  2040. "PMC3190389 Virology Journal \n",
  2041. "23201205 Virus Research \n",
  2042. "23200744 PMC3552157 Vision Research \n",
  2043. "pub Aug 2013 Vision Research \n",
  2044. "PMC3472342\\r\\n\\r\\n Visual Neuroscience \n",
  2045. "PMCID: PMC3600532 Zoonoses and Public Health \n",
  2046. "23315936 PMC3638342 genesis: Journal of Genetics \n",
  2047. "PMID:23232717 PMC3520108 mBio \n",
  2048. "NaN NaN \n",
  2049. "\n",
  2050. " Article title \\\n",
  2051. "PMID/PMCID \n",
  2052. "NaN Discovery of ?2 Adrenergic Receptor Ligands Us... \n",
  2053. ": PMC3805332 Synthesis of alpha-glucan in mycobacteria invo... \n",
  2054. "PMCID: PMC3780468 A Novel Allosteric Inhibitor of the Uridine Di... \n",
  2055. "PMCID: PMC3621575 Chemical proteomic analysis reveals the drugab... \n",
  2056. "PMID: 24015914 PMC3833349 Discovery of an allosteric inhibitor binding s... \n",
  2057. "PMCID:\\r\\n PMC3656742\\r\\n Continuous online microdialysis using microflu... \n",
  2058. "PMCID: 3584654 HYDROXY-TERMINATED CONJUGATED POLYMER NANOPART... \n",
  2059. "23373658 Skin dendritic cell targeting via microneedle ... \n",
  2060. "PMC3374517 Crystallization and preliminary crystallograph... \n",
  2061. "23340916 Voluntary exercise can strengthen the circadia... \n",
  2062. "PMCID:\\r\\n PMC3647051\\r\\n Grassroots Community Organisations' Contributi... \n",
  2063. "3748854 Evaluation of an empiric risk screening score ... \n",
  2064. "PMC3713766 HIV infected adolescents in Southern Africa ca... \n",
  2065. "3633780 Adherence to antiretroviral therapy and clinic... \n",
  2066. "In Process Burden of HIV among primary school children an... \n",
  2067. "PMCID:\\r\\n PMC3687248\\r\\n WORLDBANK Special Issue: Evidence for a contri... \n",
  2068. "PMC3819359 Short title: TB and VL breakthrough and failur... \n",
  2069. "PMC3765690 Collective Patient behaviours derailing ART ro... \n",
  2070. "PMC3773237 Sexual behaviour in a rural high HIV prevalence \n",
  2071. "PMC3815011 HIV incidence and survival from age-specific s... \n",
  2072. "NaN Astrocytes and glutamate homeostasis in Alzhei... \n",
  2073. "PMC3378987\\r\\n Parent support and parent mediated behaviours ... \n",
  2074. "PMCID:\\r\\n PMC3727331\\r\\n Clustering procedures for the optimal selectio... \n",
  2075. "PMCID: PMC3565438 Intensity statistics in the presence of transl... \n",
  2076. "PMCID: PMC3606566 Structure of Pseudomonas aeruginosa inosine 5'... \n",
  2077. "PMCID: PMC3668577 Structure of diaminohydroxyphosphoribosylamino... \n",
  2078. "\\r\\n PMC3498934 Nearest-cell: a fast and easy tool for locatin... \n",
  2079. "PMID:22993091 PMC3447403 Crystallization, dehydration and experimental ... \n",
  2080. "PMC3087623 Structure of HLA-A*0301 in complex with a pept... \n",
  2081. "PMC3808818 The Importance of a Full Clinical Examination:... \n",
  2082. "... ... \n",
  2083. "PMC3627817 Maternal recall of birth weight and birth size... \n",
  2084. "PMC3770928 Epidemiology and control of trachoma: systamat... \n",
  2085. "NaN Meningococcal carriage in the African meningit... \n",
  2086. "PMC3717178 Nutritional supplementation: the additional co... \n",
  2087. "PMCID:\\r\\n PMC3759846 Pathways of IL-1? secretion by macrophages inf... \n",
  2088. "PMCID:\\r\\n PMC3608034 A novel assay of antimycobacterial activity an... \n",
  2089. "NaN Leisure, economy and colonial urbanism: Darjee... \n",
  2090. "PMCID: PMC3599165 Accuracy of urine pH testing in a regional met... \n",
  2091. "PMC3404461 Tailoring subunit vaccine immunogenicity: maxi... \n",
  2092. "PMC3763374 Protection against avian necrotic enteritis af... \n",
  2093. "PMID: 24035434 Cattle immunized against the pathogenic l-?-gl... \n",
  2094. "PMCID: PMC3740234 Increased IgG but normal IgA anti-pneumococcal... \n",
  2095. "PMC3763375 Human papillomavirus (HPV) vaccine implementat... \n",
  2096. "23117109 Signal transduction and modulating pathways in... \n",
  2097. "PMC3757156 Isolation of canine Anaplasma phagocytophilum ... \n",
  2098. "PMC3611597 Toxocara canis: molecular basis of immune reco... \n",
  2099. "NaN Persistence of the efficacy of copper oxide wi... \n",
  2100. "PMC3786614 Proactive dairy cattle disease control in the ... \n",
  2101. "PMC3716626 Understanding foot-and-mouth disease virus tra... \n",
  2102. "PMCID: PMC3791421 An essential fifth coding ORF in the sobemovir... \n",
  2103. "23562481 Metagenomic study of the viruses of African st... \n",
  2104. "PMC3190389 Label-free quantitative proteomics reveals reg... \n",
  2105. "23201205 Prostratin exhibits both replication enhancing... \n",
  2106. "23200744 PMC3552157 Perceptual learning of second order cues for l... \n",
  2107. "pub Aug 2013 Sensitivity to numerosity is not a unique visu... \n",
  2108. "PMC3472342\\r\\n\\r\\n Masking within and across visual dimensions: P... \n",
  2109. "PMCID: PMC3600532 Ecology of zoonotic infectious diseases in bat... \n",
  2110. "23315936 PMC3638342 The Caenorhabditis elegans homeobox gene ceh-1... \n",
  2111. "PMID:23232717 PMC3520108 The Evolutionary Rewiring of Ubiquitination Ta... \n",
  2112. "NaN Fungal Disease in Britain and the United State... \n",
  2113. "\n",
  2114. " COST (£) charged to Wellcome (inc VAT when charged) \n",
  2115. "PMID/PMCID \n",
  2116. "NaN £947.07 \n",
  2117. ": PMC3805332 £2286.73 \n",
  2118. "PMCID: PMC3780468 £1294.59 \n",
  2119. "PMCID: PMC3621575 £1294.78 \n",
  2120. "PMID: 24015914 PMC3833349 £1267.76 \n",
  2121. "PMCID:\\r\\n PMC3656742\\r\\n £1186.80 \n",
  2122. "PMCID: 3584654 £642.89 \n",
  2123. "23373658 £693.39 \n",
  2124. "PMC3374517 £754.90 \n",
  2125. "23340916 £2002.00 \n",
  2126. "PMCID:\\r\\n PMC3647051\\r\\n £2374.52 \n",
  2127. "3748854 £1834.77 \n",
  2128. "PMC3713766 £1968.63 \n",
  2129. "3633780 £1834.77 \n",
  2130. "In Process £2145.60 \n",
  2131. "PMCID:\\r\\n PMC3687248\\r\\n £2232.74 \n",
  2132. "PMC3819359 £2015.72 \n",
  2133. "PMC3765690 £1240.00 \n",
  2134. "PMC3773237 £1836.92 \n",
  2135. "PMC3815011 £1836.92 \n",
  2136. "NaN £1453.42 \n",
  2137. "PMC3378987\\r\\n £2379.54 \n",
  2138. "PMCID:\\r\\n PMC3727331\\r\\n £771.42 \n",
  2139. "PMCID: PMC3565438 £773.74 \n",
  2140. "PMCID: PMC3606566 £807.67 \n",
  2141. "PMCID: PMC3668577 £785.60 \n",
  2142. "\\r\\n PMC3498934 £757.18 \n",
  2143. "PMID:22993091 PMC3447403 £774.19 \n",
  2144. "PMC3087623 £750.16 \n",
  2145. "PMC3808818 £653.96 \n",
  2146. "... ... \n",
  2147. "PMC3627817 £1896.93 \n",
  2148. "PMC3770928 £1974.72 \n",
  2149. "NaN £1949.32 \n",
  2150. "PMC3717178 £1530.77 \n",
  2151. "PMCID:\\r\\n PMC3759846 £1999.94 \n",
  2152. "PMCID:\\r\\n PMC3608034 £2322.57 \n",
  2153. "NaN £2034.00 \n",
  2154. "PMCID: PMC3599165 £1112.40 \n",
  2155. "PMC3404461 £2328.84 \n",
  2156. "PMC3763374 £1477.73 \n",
  2157. "PMID: 24035434 £1448.38 \n",
  2158. "PMCID: PMC3740234 £1428.68 \n",
  2159. "PMC3763375 £1433.34 \n",
  2160. "23117109 £2352.53 \n",
  2161. "PMC3757156 £2451.49 \n",
  2162. "PMC3611597 £2488.17 \n",
  2163. "NaN £999999.00 \n",
  2164. "PMC3786614 £2040.00 \n",
  2165. "PMC3716626 £9.93 \n",
  2166. "PMCID: PMC3791421 £1435.05 \n",
  2167. "23562481 £2421.96 \n",
  2168. "PMC3190389 £1242.00 \n",
  2169. "23201205 £1947.09 \n",
  2170. "23200744 PMC3552157 £999999.00 \n",
  2171. "pub Aug 2013 £1456.18 \n",
  2172. "PMC3472342\\r\\n\\r\\n £2034.00 \n",
  2173. "PMCID: PMC3600532 £2272.15 \n",
  2174. "23315936 PMC3638342 £2376.40 \n",
  2175. "PMID:23232717 PMC3520108 £1355.13 \n",
  2176. "NaN £13200.00 \n",
  2177. "\n",
  2178. "[2127 rows x 4 columns]"
  2179. ]
  2180. },
  2181. "execution_count": 51,
  2182. "metadata": {},
  2183. "output_type": "execute_result"
  2184. }
  2185. ],
  2186. "source": [
  2187. "df.sort_values(by=['Journal title'])"
  2188. ]
  2189. },
  2190. {
  2191. "cell_type": "code",
  2192. "execution_count": 46,
  2193. "metadata": {},
  2194. "outputs": [
  2195. {
  2196. "data": {
  2197. "text/plain": [
  2198. "Publisher 2127\n",
  2199. "Journal title 2126\n",
  2200. "Article title 2127\n",
  2201. "COST (£) charged to Wellcome (inc VAT when charged) 2127\n",
  2202. "dtype: int64"
  2203. ]
  2204. },
  2205. "execution_count": 46,
  2206. "metadata": {},
  2207. "output_type": "execute_result"
  2208. }
  2209. ],
  2210. "source": [
  2211. "df.sort_values(by=['Journal title']).count()"
  2212. ]
  2213. },
  2214. {
  2215. "cell_type": "code",
  2216. "execution_count": 48,
  2217. "metadata": {},
  2218. "outputs": [
  2219. {
  2220. "name": "stdout",
  2221. "output_type": "stream",
  2222. "text": [
  2223. "PMID/PMCID\n",
  2224. "NaN psychological medicine\n",
  2225. "PMC3679557 biomacromolecules\n",
  2226. "23043264 PMC3506128 j med chem\n",
  2227. "23438330 PMC3646402 j med chem\n",
  2228. "23438216 PMC3601604 j org chem\n",
  2229. "PMC3579457 journal of medicinal chemistry\n",
  2230. "PMC3709265 journal of proteome research\n",
  2231. "23057412 PMC3495574 mol pharm\n",
  2232. "PMCID: PMC3780468 acs chemical biology\n",
  2233. "PMCID: PMC3621575 acs chemical biology\n",
  2234. "PMCID: PMC3739413 journal of chemical information and modeling\n",
  2235. "PMCID: PMC3530961 journal of medicinal chemistry\n",
  2236. "PMCID: PMC3624797 journal of medicinal chemistry\n",
  2237. " PMC3413243 biochemistry\n",
  2238. "PMC3694353 journal of medicinal chemistry\n",
  2239. "PMC3572711 gastroenterology\n",
  2240. "22610094 journal of biological chemistry\n",
  2241. "PMCID: PMC3586974 journal of immunology\n",
  2242. "23455506 PMCID: PMC3607399 journal of immunology\n",
  2243. "PMID: 24015914 PMC3833349 acs chemical biology\n",
  2244. ": PMC3805332 acs chemical biology\n",
  2245. "NaN acs chemical biology\n",
  2246. "PMCID:\\r\\n PMC3656742\\r\\n acs chemical neuroscience\n",
  2247. "PMCID: 3584654 acs nano\n",
  2248. "22971149 PMC3466778 american chemical society\n",
  2249. "23072351 analytical chemistry\n",
  2250. "PMC3477822 analytical chemistry\n",
  2251. "PMC3530960 analytical chemistry\n",
  2252. "23458425 PMC3630740 bioconjugate chemistry\n",
  2253. "PMID: 20146481 journal of medicinal chemistry\n",
  2254. " ... \n",
  2255. "3575693 molecular microbiology\n",
  2256. "PMID: 22188548 PMC3492912 obesity reviews\n",
  2257. "PMID: 22764734 PMC3798095 obesity reviews\n",
  2258. "PMID: 23703895 statistics in medicine\n",
  2259. "PMCID: PMC3664106 stem cells\n",
  2260. "PMID: 23649934 synapse\n",
  2261. "PMC2955965 the european journal of neuroscience\n",
  2262. "PMID: 19948006 PMC3551259 traffic\n",
  2263. "PMID: 23305527 traffic\n",
  2264. "PMCID: PMC3600532 zoonoses and public health\n",
  2265. "PMC3440570 american journal of transplantation\n",
  2266. "23670821 PMC3738939 angew chems int ed\n",
  2267. "23640856 chembiochem\n",
  2268. "PMID: 23918316 chemmedchem\n",
  2269. "PMCID: PMC3728731 chemmedchem\n",
  2270. "23495205685.88 PMC3743159 chemmedchem\n",
  2271. "PMID:22997008 PMC3569869 protemics\n",
  2272. "3708104 journal of small animal practice\n",
  2273. "PMC3713766 aids\n",
  2274. "PMC3819359 aids journal\n",
  2275. "PMC3773237 aids uk\n",
  2276. "PMC3815011 aids uk\n",
  2277. "PMC3805356 jaids journal of acquired immune deficiency sy...\n",
  2278. "Epub journal of acquired immune deficiency syndroms...\n",
  2279. "PMC3707567 journal of aids\n",
  2280. "2901593 circulation research\n",
  2281. "3748854 aids\n",
  2282. "3785148 pediatr infect dis j\n",
  2283. "PMCID:\\r\\n PMC3647051\\r\\n aids\n",
  2284. "PMID: 23846567 (Epub July 2013) journal of acquired immune deficiency syndromes\n",
  2285. "Name: Journal title, Length: 2127, dtype: object \n",
  2286. "\n"
  2287. ]
  2288. }
  2289. ],
  2290. "source": [
  2291. "print(df['Journal title'].str.lower(), '\\n')"
  2292. ]
  2293. },
  2294. {
  2295. "cell_type": "code",
  2296. "execution_count": 55,
  2297. "metadata": {},
  2298. "outputs": [
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  2319. " <th></th>\n",
  2320. " <th>Publisher</th>\n",
  2321. " <th>Journal title</th>\n",
  2322. " <th>Article title</th>\n",
  2323. " <th>COST (£) charged to Wellcome (inc VAT when charged)</th>\n",
  2324. " </tr>\n",
  2325. " <tr>\n",
  2326. " <th>PMID/PMCID</th>\n",
  2327. " <th></th>\n",
  2328. " <th></th>\n",
  2329. " <th></th>\n",
  2330. " <th></th>\n",
  2331. " </tr>\n",
  2332. " </thead>\n",
  2333. " <tbody>\n",
  2334. " <tr>\n",
  2335. " <th>NaN</th>\n",
  2336. " <td>American Chemical Society</td>\n",
  2337. " <td>ACS Chemical Biology</td>\n",
  2338. " <td>Discovery of ?2 Adrenergic Receptor Ligands Us...</td>\n",
  2339. " <td>£947.07</td>\n",
  2340. " </tr>\n",
  2341. " <tr>\n",
  2342. " <th>: PMC3805332</th>\n",
  2343. " <td>American Chemical Society</td>\n",
  2344. " <td>ACS Chemical Biology</td>\n",
  2345. " <td>Synthesis of alpha-glucan in mycobacteria invo...</td>\n",
  2346. " <td>£2286.73</td>\n",
  2347. " </tr>\n",
  2348. " <tr>\n",
  2349. " <th>PMCID: PMC3780468</th>\n",
  2350. " <td>ACS (Amercian Chemical Society) Publications</td>\n",
  2351. " <td>ACS Chemical Biology</td>\n",
  2352. " <td>A Novel Allosteric Inhibitor of the Uridine Di...</td>\n",
  2353. " <td>£1294.59</td>\n",
  2354. " </tr>\n",
  2355. " <tr>\n",
  2356. " <th>PMCID: PMC3621575</th>\n",
  2357. " <td>ACS (Amercian Chemical Society) Publications</td>\n",
  2358. " <td>ACS Chemical Biology</td>\n",
  2359. " <td>Chemical proteomic analysis reveals the drugab...</td>\n",
  2360. " <td>£1294.78</td>\n",
  2361. " </tr>\n",
  2362. " <tr>\n",
  2363. " <th>PMID: 24015914 PMC3833349</th>\n",
  2364. " <td>American Chemical Society</td>\n",
  2365. " <td>ACS Chemical Biology</td>\n",
  2366. " <td>Discovery of an allosteric inhibitor binding s...</td>\n",
  2367. " <td>£1267.76</td>\n",
  2368. " </tr>\n",
  2369. " <tr>\n",
  2370. " <th>PMCID:\\r\\n PMC3656742\\r\\n</th>\n",
  2371. " <td>American Chemical Society</td>\n",
  2372. " <td>ACS Chemical Neuroscience</td>\n",
  2373. " <td>Continuous online microdialysis using microflu...</td>\n",
  2374. " <td>£1186.80</td>\n",
  2375. " </tr>\n",
  2376. " <tr>\n",
  2377. " <th>PMCID: 3584654</th>\n",
  2378. " <td>AMERICAN CHEMICAL SOCIETY</td>\n",
  2379. " <td>ACS NANO</td>\n",
  2380. " <td>HYDROXY-TERMINATED CONJUGATED POLYMER NANOPART...</td>\n",
  2381. " <td>£642.89</td>\n",
  2382. " </tr>\n",
  2383. " <tr>\n",
  2384. " <th>23373658</th>\n",
  2385. " <td>American Chemical Society Publications</td>\n",
  2386. " <td>ACS Nano</td>\n",
  2387. " <td>Skin dendritic cell targeting via microneedle ...</td>\n",
  2388. " <td>£693.39</td>\n",
  2389. " </tr>\n",
  2390. " <tr>\n",
  2391. " <th>PMC3374517</th>\n",
  2392. " <td>International Union of Crystallography</td>\n",
  2393. " <td>ACTA F</td>\n",
  2394. " <td>Crystallization and preliminary crystallograph...</td>\n",
  2395. " <td>£754.90</td>\n",
  2396. " </tr>\n",
  2397. " <tr>\n",
  2398. " <th>23340916</th>\n",
  2399. " <td>Springer-Verlag GMBH & Ci</td>\n",
  2400. " <td>AGE</td>\n",
  2401. " <td>Voluntary exercise can strengthen the circadia...</td>\n",
  2402. " <td>£2002.00</td>\n",
  2403. " </tr>\n",
  2404. " <tr>\n",
  2405. " <th>PMCID:\\r\\n PMC3647051\\r\\n</th>\n",
  2406. " <td>Wolters Kluwer N.V./Lippinott</td>\n",
  2407. " <td>AIDS</td>\n",
  2408. " <td>Grassroots Community Organisations' Contributi...</td>\n",
  2409. " <td>£2374.52</td>\n",
  2410. " </tr>\n",
  2411. " <tr>\n",
  2412. " <th>3748854</th>\n",
  2413. " <td>Wolters Kluwer Health</td>\n",
  2414. " <td>AIDS</td>\n",
  2415. " <td>Evaluation of an empiric risk screening score ...</td>\n",
  2416. " <td>£1834.77</td>\n",
  2417. " </tr>\n",
  2418. " <tr>\n",
  2419. " <th>PMC3713766</th>\n",
  2420. " <td>Wolters Kluwer</td>\n",
  2421. " <td>AIDS</td>\n",
  2422. " <td>HIV infected adolescents in Southern Africa ca...</td>\n",
  2423. " <td>£1968.63</td>\n",
  2424. " </tr>\n",
  2425. " <tr>\n",
  2426. " <th>3633780</th>\n",
  2427. " <td>Springer</td>\n",
  2428. " <td>AIDS Behav</td>\n",
  2429. " <td>Adherence to antiretroviral therapy and clinic...</td>\n",
  2430. " <td>£1834.77</td>\n",
  2431. " </tr>\n",
  2432. " <tr>\n",
  2433. " <th>In Process</th>\n",
  2434. " <td>Taylor & Francis</td>\n",
  2435. " <td>AIDS Care</td>\n",
  2436. " <td>Burden of HIV among primary school children an...</td>\n",
  2437. " <td>£2145.60</td>\n",
  2438. " </tr>\n",
  2439. " <tr>\n",
  2440. " <th>PMCID:\\r\\n PMC3687248\\r\\n</th>\n",
  2441. " <td>Taylor and Francis</td>\n",
  2442. " <td>AIDS Care</td>\n",
  2443. " <td>WORLDBANK Special Issue: Evidence for a contri...</td>\n",
  2444. " <td>£2232.74</td>\n",
  2445. " </tr>\n",
  2446. " <tr>\n",
  2447. " <th>PMC3819359</th>\n",
  2448. " <td>Wolters Kluwer</td>\n",
  2449. " <td>AIDS Journal</td>\n",
  2450. " <td>Short title: TB and VL breakthrough and failur...</td>\n",
  2451. " <td>£2015.72</td>\n",
  2452. " </tr>\n",
  2453. " <tr>\n",
  2454. " <th>PMC3765690</th>\n",
  2455. " <td>BioMed Central Limited</td>\n",
  2456. " <td>AIDS Research and Therapy</td>\n",
  2457. " <td>Collective Patient behaviours derailing ART ro...</td>\n",
  2458. " <td>£1240.00</td>\n",
  2459. " </tr>\n",
  2460. " <tr>\n",
  2461. " <th>PMC3773237</th>\n",
  2462. " <td>Wolters Kluwer</td>\n",
  2463. " <td>AIDS UK</td>\n",
  2464. " <td>Sexual behaviour in a rural high HIV prevalence</td>\n",
  2465. " <td>£1836.92</td>\n",
  2466. " </tr>\n",
  2467. " <tr>\n",
  2468. " <th>PMC3815011</th>\n",
  2469. " <td>Wolters Kluwer</td>\n",
  2470. " <td>AIDS UK</td>\n",
  2471. " <td>HIV incidence and survival from age-specific s...</td>\n",
  2472. " <td>£1836.92</td>\n",
  2473. " </tr>\n",
  2474. " <tr>\n",
  2475. " <th>NaN</th>\n",
  2476. " <td>Portland Press</td>\n",
  2477. " <td>ASN Neuro</td>\n",
  2478. " <td>Astrocytes and glutamate homeostasis in Alzhei...</td>\n",
  2479. " <td>£1453.42</td>\n",
  2480. " </tr>\n",
  2481. " <tr>\n",
  2482. " <th>PMC3378987\\r\\n</th>\n",
  2483. " <td>Elsevier</td>\n",
  2484. " <td>Academy of Nutrition and Dietetics</td>\n",
  2485. " <td>Parent support and parent mediated behaviours ...</td>\n",
  2486. " <td>£2379.54</td>\n",
  2487. " </tr>\n",
  2488. " <tr>\n",
  2489. " <th>PMCID:\\r\\n PMC3727331\\r\\n</th>\n",
  2490. " <td>International Union of Crystallography</td>\n",
  2491. " <td>Acta Crystallographica Section D, Biological ...</td>\n",
  2492. " <td>Clustering procedures for the optimal selectio...</td>\n",
  2493. " <td>£771.42</td>\n",
  2494. " </tr>\n",
  2495. " <tr>\n",
  2496. " <th>PMCID: PMC3565438</th>\n",
  2497. " <td>International Union of Crystallography</td>\n",
  2498. " <td>Acta Crystallographica Section D: Biological C...</td>\n",
  2499. " <td>Intensity statistics in the presence of transl...</td>\n",
  2500. " <td>£773.74</td>\n",
  2501. " </tr>\n",
  2502. " <tr>\n",
  2503. " <th>PMCID: PMC3606566</th>\n",
  2504. " <td>International Union of Crystallography (iucr)</td>\n",
  2505. " <td>Acta Crystallographica Section F: Structural B...</td>\n",
  2506. " <td>Structure of Pseudomonas aeruginosa inosine 5'...</td>\n",
  2507. " <td>£807.67</td>\n",
  2508. " </tr>\n",
  2509. " <tr>\n",
  2510. " <th>PMCID: PMC3668577</th>\n",
  2511. " <td>International Union of Crystallography (iucr)</td>\n",
  2512. " <td>Acta Crystallographica Section F: Structural B...</td>\n",
  2513. " <td>Structure of diaminohydroxyphosphoribosylamino...</td>\n",
  2514. " <td>£785.60</td>\n",
  2515. " </tr>\n",
  2516. " <tr>\n",
  2517. " <th>\\r\\n PMC3498934</th>\n",
  2518. " <td>International Union of Crystallography</td>\n",
  2519. " <td>Acta Crystallographica, Section D</td>\n",
  2520. " <td>Nearest-cell: a fast and easy tool for locatin...</td>\n",
  2521. " <td>£757.18</td>\n",
  2522. " </tr>\n",
  2523. " <tr>\n",
  2524. " <th>PMID:22993091 PMC3447403</th>\n",
  2525. " <td>International Union of Crystallography</td>\n",
  2526. " <td>Acta Crystallography D</td>\n",
  2527. " <td>Crystallization, dehydration and experimental ...</td>\n",
  2528. " <td>£774.19</td>\n",
  2529. " </tr>\n",
  2530. " <tr>\n",
  2531. " <th>PMC3087623</th>\n",
  2532. " <td>International Union of Crystallography</td>\n",
  2533. " <td>Acta D</td>\n",
  2534. " <td>Structure of HLA-A*0301 in complex with a pept...</td>\n",
  2535. " <td>£750.16</td>\n",
  2536. " </tr>\n",
  2537. " <tr>\n",
  2538. " <th>PMC3808818</th>\n",
  2539. " <td>Society for Publication of Acta Dermato-Venere...</td>\n",
  2540. " <td>Acta Dermato Venereologica</td>\n",
  2541. " <td>The Importance of a Full Clinical Examination:...</td>\n",
  2542. " <td>£653.96</td>\n",
  2543. " </tr>\n",
  2544. " <tr>\n",
  2545. " <th>...</th>\n",
  2546. " <td>...</td>\n",
  2547. " <td>...</td>\n",
  2548. " <td>...</td>\n",
  2549. " <td>...</td>\n",
  2550. " </tr>\n",
  2551. " <tr>\n",
  2552. " <th>PMC3627817</th>\n",
  2553. " <td>Wiley</td>\n",
  2554. " <td>Tropical Medicine and International Health</td>\n",
  2555. " <td>Maternal recall of birth weight and birth size...</td>\n",
  2556. " <td>£1896.93</td>\n",
  2557. " </tr>\n",
  2558. " <tr>\n",
  2559. " <th>PMC3770928</th>\n",
  2560. " <td>Wiley</td>\n",
  2561. " <td>Tropical Medicine and International Health</td>\n",
  2562. " <td>Epidemiology and control of trachoma: systamat...</td>\n",
  2563. " <td>£1974.72</td>\n",
  2564. " </tr>\n",
  2565. " <tr>\n",
  2566. " <th>NaN</th>\n",
  2567. " <td>Wiley</td>\n",
  2568. " <td>Tropical Medicine and International Health</td>\n",
  2569. " <td>Meningococcal carriage in the African meningit...</td>\n",
  2570. " <td>£1949.32</td>\n",
  2571. " </tr>\n",
  2572. " <tr>\n",
  2573. " <th>PMC3717178</th>\n",
  2574. " <td>John Wiley & Sons Ltd</td>\n",
  2575. " <td>Tropical Medicine and International Health</td>\n",
  2576. " <td>Nutritional supplementation: the additional co...</td>\n",
  2577. " <td>£1530.77</td>\n",
  2578. " </tr>\n",
  2579. " <tr>\n",
  2580. " <th>PMCID:\\r\\n PMC3759846</th>\n",
  2581. " <td>Elsevier</td>\n",
  2582. " <td>Tuberculosis</td>\n",
  2583. " <td>Pathways of IL-1? secretion by macrophages inf...</td>\n",
  2584. " <td>£1999.94</td>\n",
  2585. " </tr>\n",
  2586. " <tr>\n",
  2587. " <th>PMCID:\\r\\n PMC3608034</th>\n",
  2588. " <td>Elsevier</td>\n",
  2589. " <td>Tuberculosis</td>\n",
  2590. " <td>A novel assay of antimycobacterial activity an...</td>\n",
  2591. " <td>£2322.57</td>\n",
  2592. " </tr>\n",
  2593. " <tr>\n",
  2594. " <th>NaN</th>\n",
  2595. " <td>Cambridge University Press</td>\n",
  2596. " <td>Urban History</td>\n",
  2597. " <td>Leisure, economy and colonial urbanism: Darjee...</td>\n",
  2598. " <td>£2034.00</td>\n",
  2599. " </tr>\n",
  2600. " <tr>\n",
  2601. " <th>PMCID: PMC3599165</th>\n",
  2602. " <td>Springer</td>\n",
  2603. " <td>Urolithiasis</td>\n",
  2604. " <td>Accuracy of urine pH testing in a regional met...</td>\n",
  2605. " <td>£1112.40</td>\n",
  2606. " </tr>\n",
  2607. " <tr>\n",
  2608. " <th>PMC3404461</th>\n",
  2609. " <td>Elsevier</td>\n",
  2610. " <td>Vaccine</td>\n",
  2611. " <td>Tailoring subunit vaccine immunogenicity: maxi...</td>\n",
  2612. " <td>£2328.84</td>\n",
  2613. " </tr>\n",
  2614. " <tr>\n",
  2615. " <th>PMC3763374</th>\n",
  2616. " <td>Elsevier</td>\n",
  2617. " <td>Vaccine</td>\n",
  2618. " <td>Protection against avian necrotic enteritis af...</td>\n",
  2619. " <td>£1477.73</td>\n",
  2620. " </tr>\n",
  2621. " <tr>\n",
  2622. " <th>PMID: 24035434</th>\n",
  2623. " <td>Elsevier</td>\n",
  2624. " <td>Vaccine</td>\n",
  2625. " <td>Cattle immunized against the pathogenic l-?-gl...</td>\n",
  2626. " <td>£1448.38</td>\n",
  2627. " </tr>\n",
  2628. " <tr>\n",
  2629. " <th>PMCID: PMC3740234</th>\n",
  2630. " <td>Elsevier Ltd</td>\n",
  2631. " <td>Vaccine</td>\n",
  2632. " <td>Increased IgG but normal IgA anti-pneumococcal...</td>\n",
  2633. " <td>£1428.68</td>\n",
  2634. " </tr>\n",
  2635. " <tr>\n",
  2636. " <th>PMC3763375</th>\n",
  2637. " <td>Elsevier</td>\n",
  2638. " <td>Vaccine</td>\n",
  2639. " <td>Human papillomavirus (HPV) vaccine implementat...</td>\n",
  2640. " <td>£1433.34</td>\n",
  2641. " </tr>\n",
  2642. " <tr>\n",
  2643. " <th>23117109</th>\n",
  2644. " <td>Elsevier</td>\n",
  2645. " <td>Vascular Pharmacology</td>\n",
  2646. " <td>Signal transduction and modulating pathways in...</td>\n",
  2647. " <td>£2352.53</td>\n",
  2648. " </tr>\n",
  2649. " <tr>\n",
  2650. " <th>PMC3757156</th>\n",
  2651. " <td>Elsevier</td>\n",
  2652. " <td>Veterinary Microbiology</td>\n",
  2653. " <td>Isolation of canine Anaplasma phagocytophilum ...</td>\n",
  2654. " <td>£2451.49</td>\n",
  2655. " </tr>\n",
  2656. " <tr>\n",
  2657. " <th>PMC3611597</th>\n",
  2658. " <td>Elsevier</td>\n",
  2659. " <td>Veterinary Parasitology</td>\n",
  2660. " <td>Toxocara canis: molecular basis of immune reco...</td>\n",
  2661. " <td>£2488.17</td>\n",
  2662. " </tr>\n",
  2663. " <tr>\n",
  2664. " <th>NaN</th>\n",
  2665. " <td>Elsevier</td>\n",
  2666. " <td>Veterinary Parasitology</td>\n",
  2667. " <td>Persistence of the efficacy of copper oxide wi...</td>\n",
  2668. " <td>£999999.00</td>\n",
  2669. " </tr>\n",
  2670. " <tr>\n",
  2671. " <th>PMC3786614</th>\n",
  2672. " <td>BMJ Publishing Group</td>\n",
  2673. " <td>Veterinary Record</td>\n",
  2674. " <td>Proactive dairy cattle disease control in the ...</td>\n",
  2675. " <td>£2040.00</td>\n",
  2676. " </tr>\n",
  2677. " <tr>\n",
  2678. " <th>PMC3716626</th>\n",
  2679. " <td>BioMed Central Ltd</td>\n",
  2680. " <td>Veterinary Research</td>\n",
  2681. " <td>Understanding foot-and-mouth disease virus tra...</td>\n",
  2682. " <td>£9.93</td>\n",
  2683. " </tr>\n",
  2684. " <tr>\n",
  2685. " <th>PMCID: PMC3791421</th>\n",
  2686. " <td>Elsevier</td>\n",
  2687. " <td>Virology</td>\n",
  2688. " <td>An essential fifth coding ORF in the sobemovir...</td>\n",
  2689. " <td>£1435.05</td>\n",
  2690. " </tr>\n",
  2691. " <tr>\n",
  2692. " <th>23562481</th>\n",
  2693. " <td>The Boulevard</td>\n",
  2694. " <td>Virology</td>\n",
  2695. " <td>Metagenomic study of the viruses of African st...</td>\n",
  2696. " <td>£2421.96</td>\n",
  2697. " </tr>\n",
  2698. " <tr>\n",
  2699. " <th>PMC3190389</th>\n",
  2700. " <td>BioMed Central</td>\n",
  2701. " <td>Virology Journal</td>\n",
  2702. " <td>Label-free quantitative proteomics reveals reg...</td>\n",
  2703. " <td>£1242.00</td>\n",
  2704. " </tr>\n",
  2705. " <tr>\n",
  2706. " <th>23201205</th>\n",
  2707. " <td>Elsevier</td>\n",
  2708. " <td>Virus Research</td>\n",
  2709. " <td>Prostratin exhibits both replication enhancing...</td>\n",
  2710. " <td>£1947.09</td>\n",
  2711. " </tr>\n",
  2712. " <tr>\n",
  2713. " <th>23200744 PMC3552157</th>\n",
  2714. " <td>Elsevier</td>\n",
  2715. " <td>Vision Research</td>\n",
  2716. " <td>Perceptual learning of second order cues for l...</td>\n",
  2717. " <td>£999999.00</td>\n",
  2718. " </tr>\n",
  2719. " <tr>\n",
  2720. " <th>pub Aug 2013</th>\n",
  2721. " <td>Elsevier</td>\n",
  2722. " <td>Vision Research</td>\n",
  2723. " <td>Sensitivity to numerosity is not a unique visu...</td>\n",
  2724. " <td>£1456.18</td>\n",
  2725. " </tr>\n",
  2726. " <tr>\n",
  2727. " <th>PMC3472342\\r\\n\\r\\n</th>\n",
  2728. " <td>Cambridge University Press</td>\n",
  2729. " <td>Visual Neuroscience</td>\n",
  2730. " <td>Masking within and across visual dimensions: P...</td>\n",
  2731. " <td>£2034.00</td>\n",
  2732. " </tr>\n",
  2733. " <tr>\n",
  2734. " <th>PMCID: PMC3600532</th>\n",
  2735. " <td>Wiley-Blackwell</td>\n",
  2736. " <td>Zoonoses and Public Health</td>\n",
  2737. " <td>Ecology of zoonotic infectious diseases in bat...</td>\n",
  2738. " <td>£2272.15</td>\n",
  2739. " </tr>\n",
  2740. " <tr>\n",
  2741. " <th>23315936 PMC3638342</th>\n",
  2742. " <td>Wiley</td>\n",
  2743. " <td>genesis: Journal of Genetics</td>\n",
  2744. " <td>The Caenorhabditis elegans homeobox gene ceh-1...</td>\n",
  2745. " <td>£2376.40</td>\n",
  2746. " </tr>\n",
  2747. " <tr>\n",
  2748. " <th>PMID:23232717 PMC3520108</th>\n",
  2749. " <td>Cadmus Journal Services</td>\n",
  2750. " <td>mBio</td>\n",
  2751. " <td>The Evolutionary Rewiring of Ubiquitination Ta...</td>\n",
  2752. " <td>£1355.13</td>\n",
  2753. " </tr>\n",
  2754. " <tr>\n",
  2755. " <th>NaN</th>\n",
  2756. " <td>MacMillan</td>\n",
  2757. " <td>NaN</td>\n",
  2758. " <td>Fungal Disease in Britain and the United State...</td>\n",
  2759. " <td>£13200.00</td>\n",
  2760. " </tr>\n",
  2761. " </tbody>\n",
  2762. "</table>\n",
  2763. "<p>2127 rows × 4 columns</p>\n",
  2764. "</div>"
  2765. ],
  2766. "text/plain": [
  2767. " Publisher \\\n",
  2768. "PMID/PMCID \n",
  2769. "NaN American Chemical Society \n",
  2770. ": PMC3805332 American Chemical Society \n",
  2771. "PMCID: PMC3780468 ACS (Amercian Chemical Society) Publications \n",
  2772. "PMCID: PMC3621575 ACS (Amercian Chemical Society) Publications \n",
  2773. "PMID: 24015914 PMC3833349 American Chemical Society \n",
  2774. "PMCID:\\r\\n PMC3656742\\r\\n American Chemical Society \n",
  2775. "PMCID: 3584654 AMERICAN CHEMICAL SOCIETY \n",
  2776. "23373658 American Chemical Society Publications \n",
  2777. "PMC3374517 International Union of Crystallography \n",
  2778. "23340916 Springer-Verlag GMBH & Ci \n",
  2779. "PMCID:\\r\\n PMC3647051\\r\\n Wolters Kluwer N.V./Lippinott \n",
  2780. "3748854 Wolters Kluwer Health \n",
  2781. "PMC3713766 Wolters Kluwer \n",
  2782. "3633780 Springer \n",
  2783. "In Process Taylor & Francis \n",
  2784. "PMCID:\\r\\n PMC3687248\\r\\n Taylor and Francis \n",
  2785. "PMC3819359 Wolters Kluwer \n",
  2786. "PMC3765690 BioMed Central Limited \n",
  2787. "PMC3773237 Wolters Kluwer \n",
  2788. "PMC3815011 Wolters Kluwer \n",
  2789. "NaN Portland Press \n",
  2790. "PMC3378987\\r\\n Elsevier \n",
  2791. "PMCID:\\r\\n PMC3727331\\r\\n International Union of Crystallography \n",
  2792. "PMCID: PMC3565438 International Union of Crystallography \n",
  2793. "PMCID: PMC3606566 International Union of Crystallography (iucr) \n",
  2794. "PMCID: PMC3668577 International Union of Crystallography (iucr) \n",
  2795. "\\r\\n PMC3498934 International Union of Crystallography \n",
  2796. "PMID:22993091 PMC3447403 International Union of Crystallography \n",
  2797. "PMC3087623 International Union of Crystallography \n",
  2798. "PMC3808818 Society for Publication of Acta Dermato-Venere... \n",
  2799. "... ... \n",
  2800. "PMC3627817 Wiley \n",
  2801. "PMC3770928 Wiley \n",
  2802. "NaN Wiley \n",
  2803. "PMC3717178 John Wiley & Sons Ltd \n",
  2804. "PMCID:\\r\\n PMC3759846 Elsevier \n",
  2805. "PMCID:\\r\\n PMC3608034 Elsevier \n",
  2806. "NaN Cambridge University Press \n",
  2807. "PMCID: PMC3599165 Springer \n",
  2808. "PMC3404461 Elsevier \n",
  2809. "PMC3763374 Elsevier \n",
  2810. "PMID: 24035434 Elsevier \n",
  2811. "PMCID: PMC3740234 Elsevier Ltd \n",
  2812. "PMC3763375 Elsevier \n",
  2813. "23117109 Elsevier \n",
  2814. "PMC3757156 Elsevier \n",
  2815. "PMC3611597 Elsevier \n",
  2816. "NaN Elsevier \n",
  2817. "PMC3786614 BMJ Publishing Group \n",
  2818. "PMC3716626 BioMed Central Ltd \n",
  2819. "PMCID: PMC3791421 Elsevier \n",
  2820. "23562481 The Boulevard \n",
  2821. "PMC3190389 BioMed Central \n",
  2822. "23201205 Elsevier \n",
  2823. "23200744 PMC3552157 Elsevier \n",
  2824. "pub Aug 2013 Elsevier \n",
  2825. "PMC3472342\\r\\n\\r\\n Cambridge University Press \n",
  2826. "PMCID: PMC3600532 Wiley-Blackwell \n",
  2827. "23315936 PMC3638342 Wiley \n",
  2828. "PMID:23232717 PMC3520108 Cadmus Journal Services \n",
  2829. "NaN MacMillan \n",
  2830. "\n",
  2831. " Journal title \\\n",
  2832. "PMID/PMCID \n",
  2833. "NaN ACS Chemical Biology \n",
  2834. ": PMC3805332 ACS Chemical Biology \n",
  2835. "PMCID: PMC3780468 ACS Chemical Biology \n",
  2836. "PMCID: PMC3621575 ACS Chemical Biology \n",
  2837. "PMID: 24015914 PMC3833349 ACS Chemical Biology \n",
  2838. "PMCID:\\r\\n PMC3656742\\r\\n ACS Chemical Neuroscience \n",
  2839. "PMCID: 3584654 ACS NANO \n",
  2840. "23373658 ACS Nano \n",
  2841. "PMC3374517 ACTA F \n",
  2842. "23340916 AGE \n",
  2843. "PMCID:\\r\\n PMC3647051\\r\\n AIDS \n",
  2844. "3748854 AIDS \n",
  2845. "PMC3713766 AIDS \n",
  2846. "3633780 AIDS Behav \n",
  2847. "In Process AIDS Care \n",
  2848. "PMCID:\\r\\n PMC3687248\\r\\n AIDS Care \n",
  2849. "PMC3819359 AIDS Journal \n",
  2850. "PMC3765690 AIDS Research and Therapy \n",
  2851. "PMC3773237 AIDS UK \n",
  2852. "PMC3815011 AIDS UK \n",
  2853. "NaN ASN Neuro \n",
  2854. "PMC3378987\\r\\n Academy of Nutrition and Dietetics \n",
  2855. "PMCID:\\r\\n PMC3727331\\r\\n Acta Crystallographica Section D, Biological ... \n",
  2856. "PMCID: PMC3565438 Acta Crystallographica Section D: Biological C... \n",
  2857. "PMCID: PMC3606566 Acta Crystallographica Section F: Structural B... \n",
  2858. "PMCID: PMC3668577 Acta Crystallographica Section F: Structural B... \n",
  2859. "\\r\\n PMC3498934 Acta Crystallographica, Section D \n",
  2860. "PMID:22993091 PMC3447403 Acta Crystallography D \n",
  2861. "PMC3087623 Acta D \n",
  2862. "PMC3808818 Acta Dermato Venereologica \n",
  2863. "... ... \n",
  2864. "PMC3627817 Tropical Medicine and International Health \n",
  2865. "PMC3770928 Tropical Medicine and International Health \n",
  2866. "NaN Tropical Medicine and International Health \n",
  2867. "PMC3717178 Tropical Medicine and International Health \n",
  2868. "PMCID:\\r\\n PMC3759846 Tuberculosis \n",
  2869. "PMCID:\\r\\n PMC3608034 Tuberculosis \n",
  2870. "NaN Urban History \n",
  2871. "PMCID: PMC3599165 Urolithiasis \n",
  2872. "PMC3404461 Vaccine \n",
  2873. "PMC3763374 Vaccine \n",
  2874. "PMID: 24035434 Vaccine \n",
  2875. "PMCID: PMC3740234 Vaccine \n",
  2876. "PMC3763375 Vaccine \n",
  2877. "23117109 Vascular Pharmacology \n",
  2878. "PMC3757156 Veterinary Microbiology \n",
  2879. "PMC3611597 Veterinary Parasitology \n",
  2880. "NaN Veterinary Parasitology \n",
  2881. "PMC3786614 Veterinary Record \n",
  2882. "PMC3716626 Veterinary Research \n",
  2883. "PMCID: PMC3791421 Virology \n",
  2884. "23562481 Virology \n",
  2885. "PMC3190389 Virology Journal \n",
  2886. "23201205 Virus Research \n",
  2887. "23200744 PMC3552157 Vision Research \n",
  2888. "pub Aug 2013 Vision Research \n",
  2889. "PMC3472342\\r\\n\\r\\n Visual Neuroscience \n",
  2890. "PMCID: PMC3600532 Zoonoses and Public Health \n",
  2891. "23315936 PMC3638342 genesis: Journal of Genetics \n",
  2892. "PMID:23232717 PMC3520108 mBio \n",
  2893. "NaN NaN \n",
  2894. "\n",
  2895. " Article title \\\n",
  2896. "PMID/PMCID \n",
  2897. "NaN Discovery of ?2 Adrenergic Receptor Ligands Us... \n",
  2898. ": PMC3805332 Synthesis of alpha-glucan in mycobacteria invo... \n",
  2899. "PMCID: PMC3780468 A Novel Allosteric Inhibitor of the Uridine Di... \n",
  2900. "PMCID: PMC3621575 Chemical proteomic analysis reveals the drugab... \n",
  2901. "PMID: 24015914 PMC3833349 Discovery of an allosteric inhibitor binding s... \n",
  2902. "PMCID:\\r\\n PMC3656742\\r\\n Continuous online microdialysis using microflu... \n",
  2903. "PMCID: 3584654 HYDROXY-TERMINATED CONJUGATED POLYMER NANOPART... \n",
  2904. "23373658 Skin dendritic cell targeting via microneedle ... \n",
  2905. "PMC3374517 Crystallization and preliminary crystallograph... \n",
  2906. "23340916 Voluntary exercise can strengthen the circadia... \n",
  2907. "PMCID:\\r\\n PMC3647051\\r\\n Grassroots Community Organisations' Contributi... \n",
  2908. "3748854 Evaluation of an empiric risk screening score ... \n",
  2909. "PMC3713766 HIV infected adolescents in Southern Africa ca... \n",
  2910. "3633780 Adherence to antiretroviral therapy and clinic... \n",
  2911. "In Process Burden of HIV among primary school children an... \n",
  2912. "PMCID:\\r\\n PMC3687248\\r\\n WORLDBANK Special Issue: Evidence for a contri... \n",
  2913. "PMC3819359 Short title: TB and VL breakthrough and failur... \n",
  2914. "PMC3765690 Collective Patient behaviours derailing ART ro... \n",
  2915. "PMC3773237 Sexual behaviour in a rural high HIV prevalence \n",
  2916. "PMC3815011 HIV incidence and survival from age-specific s... \n",
  2917. "NaN Astrocytes and glutamate homeostasis in Alzhei... \n",
  2918. "PMC3378987\\r\\n Parent support and parent mediated behaviours ... \n",
  2919. "PMCID:\\r\\n PMC3727331\\r\\n Clustering procedures for the optimal selectio... \n",
  2920. "PMCID: PMC3565438 Intensity statistics in the presence of transl... \n",
  2921. "PMCID: PMC3606566 Structure of Pseudomonas aeruginosa inosine 5'... \n",
  2922. "PMCID: PMC3668577 Structure of diaminohydroxyphosphoribosylamino... \n",
  2923. "\\r\\n PMC3498934 Nearest-cell: a fast and easy tool for locatin... \n",
  2924. "PMID:22993091 PMC3447403 Crystallization, dehydration and experimental ... \n",
  2925. "PMC3087623 Structure of HLA-A*0301 in complex with a pept... \n",
  2926. "PMC3808818 The Importance of a Full Clinical Examination:... \n",
  2927. "... ... \n",
  2928. "PMC3627817 Maternal recall of birth weight and birth size... \n",
  2929. "PMC3770928 Epidemiology and control of trachoma: systamat... \n",
  2930. "NaN Meningococcal carriage in the African meningit... \n",
  2931. "PMC3717178 Nutritional supplementation: the additional co... \n",
  2932. "PMCID:\\r\\n PMC3759846 Pathways of IL-1? secretion by macrophages inf... \n",
  2933. "PMCID:\\r\\n PMC3608034 A novel assay of antimycobacterial activity an... \n",
  2934. "NaN Leisure, economy and colonial urbanism: Darjee... \n",
  2935. "PMCID: PMC3599165 Accuracy of urine pH testing in a regional met... \n",
  2936. "PMC3404461 Tailoring subunit vaccine immunogenicity: maxi... \n",
  2937. "PMC3763374 Protection against avian necrotic enteritis af... \n",
  2938. "PMID: 24035434 Cattle immunized against the pathogenic l-?-gl... \n",
  2939. "PMCID: PMC3740234 Increased IgG but normal IgA anti-pneumococcal... \n",
  2940. "PMC3763375 Human papillomavirus (HPV) vaccine implementat... \n",
  2941. "23117109 Signal transduction and modulating pathways in... \n",
  2942. "PMC3757156 Isolation of canine Anaplasma phagocytophilum ... \n",
  2943. "PMC3611597 Toxocara canis: molecular basis of immune reco... \n",
  2944. "NaN Persistence of the efficacy of copper oxide wi... \n",
  2945. "PMC3786614 Proactive dairy cattle disease control in the ... \n",
  2946. "PMC3716626 Understanding foot-and-mouth disease virus tra... \n",
  2947. "PMCID: PMC3791421 An essential fifth coding ORF in the sobemovir... \n",
  2948. "23562481 Metagenomic study of the viruses of African st... \n",
  2949. "PMC3190389 Label-free quantitative proteomics reveals reg... \n",
  2950. "23201205 Prostratin exhibits both replication enhancing... \n",
  2951. "23200744 PMC3552157 Perceptual learning of second order cues for l... \n",
  2952. "pub Aug 2013 Sensitivity to numerosity is not a unique visu... \n",
  2953. "PMC3472342\\r\\n\\r\\n Masking within and across visual dimensions: P... \n",
  2954. "PMCID: PMC3600532 Ecology of zoonotic infectious diseases in bat... \n",
  2955. "23315936 PMC3638342 The Caenorhabditis elegans homeobox gene ceh-1... \n",
  2956. "PMID:23232717 PMC3520108 The Evolutionary Rewiring of Ubiquitination Ta... \n",
  2957. "NaN Fungal Disease in Britain and the United State... \n",
  2958. "\n",
  2959. " COST (£) charged to Wellcome (inc VAT when charged) \n",
  2960. "PMID/PMCID \n",
  2961. "NaN £947.07 \n",
  2962. ": PMC3805332 £2286.73 \n",
  2963. "PMCID: PMC3780468 £1294.59 \n",
  2964. "PMCID: PMC3621575 £1294.78 \n",
  2965. "PMID: 24015914 PMC3833349 £1267.76 \n",
  2966. "PMCID:\\r\\n PMC3656742\\r\\n £1186.80 \n",
  2967. "PMCID: 3584654 £642.89 \n",
  2968. "23373658 £693.39 \n",
  2969. "PMC3374517 £754.90 \n",
  2970. "23340916 £2002.00 \n",
  2971. "PMCID:\\r\\n PMC3647051\\r\\n £2374.52 \n",
  2972. "3748854 £1834.77 \n",
  2973. "PMC3713766 £1968.63 \n",
  2974. "3633780 £1834.77 \n",
  2975. "In Process £2145.60 \n",
  2976. "PMCID:\\r\\n PMC3687248\\r\\n £2232.74 \n",
  2977. "PMC3819359 £2015.72 \n",
  2978. "PMC3765690 £1240.00 \n",
  2979. "PMC3773237 £1836.92 \n",
  2980. "PMC3815011 £1836.92 \n",
  2981. "NaN £1453.42 \n",
  2982. "PMC3378987\\r\\n £2379.54 \n",
  2983. "PMCID:\\r\\n PMC3727331\\r\\n £771.42 \n",
  2984. "PMCID: PMC3565438 £773.74 \n",
  2985. "PMCID: PMC3606566 £807.67 \n",
  2986. "PMCID: PMC3668577 £785.60 \n",
  2987. "\\r\\n PMC3498934 £757.18 \n",
  2988. "PMID:22993091 PMC3447403 £774.19 \n",
  2989. "PMC3087623 £750.16 \n",
  2990. "PMC3808818 £653.96 \n",
  2991. "... ... \n",
  2992. "PMC3627817 £1896.93 \n",
  2993. "PMC3770928 £1974.72 \n",
  2994. "NaN £1949.32 \n",
  2995. "PMC3717178 £1530.77 \n",
  2996. "PMCID:\\r\\n PMC3759846 £1999.94 \n",
  2997. "PMCID:\\r\\n PMC3608034 £2322.57 \n",
  2998. "NaN £2034.00 \n",
  2999. "PMCID: PMC3599165 £1112.40 \n",
  3000. "PMC3404461 £2328.84 \n",
  3001. "PMC3763374 £1477.73 \n",
  3002. "PMID: 24035434 £1448.38 \n",
  3003. "PMCID: PMC3740234 £1428.68 \n",
  3004. "PMC3763375 £1433.34 \n",
  3005. "23117109 £2352.53 \n",
  3006. "PMC3757156 £2451.49 \n",
  3007. "PMC3611597 £2488.17 \n",
  3008. "NaN £999999.00 \n",
  3009. "PMC3786614 £2040.00 \n",
  3010. "PMC3716626 £9.93 \n",
  3011. "PMCID: PMC3791421 £1435.05 \n",
  3012. "23562481 £2421.96 \n",
  3013. "PMC3190389 £1242.00 \n",
  3014. "23201205 £1947.09 \n",
  3015. "23200744 PMC3552157 £999999.00 \n",
  3016. "pub Aug 2013 £1456.18 \n",
  3017. "PMC3472342\\r\\n\\r\\n £2034.00 \n",
  3018. "PMCID: PMC3600532 £2272.15 \n",
  3019. "23315936 PMC3638342 £2376.40 \n",
  3020. "PMID:23232717 PMC3520108 £1355.13 \n",
  3021. "NaN £13200.00 \n",
  3022. "\n",
  3023. "[2127 rows x 4 columns]"
  3024. ]
  3025. },
  3026. "execution_count": 55,
  3027. "metadata": {},
  3028. "output_type": "execute_result"
  3029. }
  3030. ],
  3031. "source": [
  3032. "df.sort_values(by=['Journal title'])"
  3033. ]
  3034. },
  3035. {
  3036. "cell_type": "code",
  3037. "execution_count": 70,
  3038. "metadata": {},
  3039. "outputs": [
  3040. {
  3041. "name": "stdout",
  3042. "output_type": "stream",
  3043. "text": [
  3044. "2126 \n",
  3045. "\n"
  3046. ]
  3047. }
  3048. ],
  3049. "source": [
  3050. "print(df['Journal title'].str.lower().count, '\\n')"
  3051. ]
  3052. },
  3053. {
  3054. "cell_type": "code",
  3055. "execution_count": 79,
  3056. "metadata": {},
  3057. "outputs": [],
  3058. "source": [
  3059. "titles = df['Journal title'].groupby(df['Journal title']).value_counts()"
  3060. ]
  3061. },
  3062. {
  3063. "cell_type": "code",
  3064. "execution_count": 82,
  3065. "metadata": {},
  3066. "outputs": [
  3067. {
  3068. "name": "stdout",
  3069. "output_type": "stream",
  3070. "text": [
  3071. "Journal title Journal title \n",
  3072. "ACS Chemical Biology ACS Chemical Biology 5\n",
  3073. "ACS Chemical Neuroscience ACS Chemical Neuroscience 1\n",
  3074. "ACS NANO ACS NANO 1\n",
  3075. "ACS Nano ACS Nano 1\n",
  3076. "ACTA F ACTA F 1\n",
  3077. "AGE AGE 1\n",
  3078. "AIDS AIDS 3\n",
  3079. "AIDS Behav AIDS Behav 1\n",
  3080. "AIDS Care AIDS Care 2\n",
  3081. "AIDS Journal AIDS Journal 1\n",
  3082. "AIDS Research and Therapy AIDS Research and Therapy 1\n",
  3083. "AIDS UK AIDS UK 2\n",
  3084. "ASN Neuro ASN Neuro 1\n",
  3085. "Academy of Nutrition and Dietetics Academy of Nutrition and Dietetics 1\n",
  3086. "Acta Crystallographica Section D, Biological Crystallography Acta Crystallographica Section D, Biological Crystallography 1\n",
  3087. "Acta Crystallographica Section D: Biological Crystallography Acta Crystallographica Section D: Biological Crystallography 1\n",
  3088. "Acta Crystallographica Section F: Structural Biology and Crystallization Communications Acta Crystallographica Section F: Structural Biology and Crystallization Communications 2\n",
  3089. "Acta Crystallographica, Section D Acta Crystallographica, Section D 1\n",
  3090. "Acta Crystallography D Acta Crystallography D 1\n",
  3091. "Acta D Acta D 1\n",
  3092. "Acta Dermato Venereologica Acta Dermato Venereologica 1\n",
  3093. "Acta Diabetologica Acta Diabetologica 1\n",
  3094. "Acta Neuropathol Acta Neuropathol 1\n",
  3095. "Acta Neuropathologica Acta Neuropathologica 3\n",
  3096. "Acta Opthalmologica Acta Opthalmologica 1\n",
  3097. "Acta Physiol Acta Physiol 1\n",
  3098. "Addiction Addiction 2\n",
  3099. "Advances in Experimental Medicine and Biology Advances in Experimental Medicine and Biology 4\n",
  3100. "Age Age 1\n",
  3101. "Age and Ageing Age and Ageing 1\n",
  3102. " ..\n",
  3103. "Translational Psychiatry Translational Psychiatry 2\n",
  3104. "Trends in Cognitive Science Trends in Cognitive Science 1\n",
  3105. "Trends in Genetics Trends in Genetics 2\n",
  3106. "Trends in Microbiology Trends in Microbiology 1\n",
  3107. "Trends in Molecular Medicine Trends in Molecular Medicine 1\n",
  3108. "Trends in Neuroscience Trends in Neuroscience 1\n",
  3109. "Trends in Neurosciences Trends in Neurosciences 2\n",
  3110. "Trends in Parasitology Trends in Parasitology 4\n",
  3111. "Trials Trials 4\n",
  3112. "Trials Trials 1\n",
  3113. "Trop Med Int Health Trop Med Int Health 1\n",
  3114. "Tropical Animal Health & Production Tropical Animal Health & Production 1\n",
  3115. "Tropical Medicine and International Health Tropical Medicine and International Health 6\n",
  3116. "Tuberculosis Tuberculosis 2\n",
  3117. "Urban History Urban History 1\n",
  3118. "Urolithiasis Urolithiasis 1\n",
  3119. "Vaccine Vaccine 5\n",
  3120. "Vascular Pharmacology Vascular Pharmacology 1\n",
  3121. "Veterinary Microbiology Veterinary Microbiology 1\n",
  3122. "Veterinary Parasitology Veterinary Parasitology 2\n",
  3123. "Veterinary Record Veterinary Record 1\n",
  3124. "Veterinary Research Veterinary Research 1\n",
  3125. "Virology Virology 2\n",
  3126. "Virology Journal Virology Journal 1\n",
  3127. "Virus Research Virus Research 1\n",
  3128. "Vision Research Vision Research 2\n",
  3129. "Visual Neuroscience Visual Neuroscience 1\n",
  3130. "Zoonoses and Public Health Zoonoses and Public Health 1\n",
  3131. "genesis: Journal of Genetics genesis: Journal of Genetics 1\n",
  3132. "mBio mBio 1\n",
  3133. "Name: Journal title, Length: 984, dtype: int64\n"
  3134. ]
  3135. }
  3136. ],
  3137. "source": [
  3138. "print(titles)"
  3139. ]
  3140. },
  3141. {
  3142. "cell_type": "code",
  3143. "execution_count": 83,
  3144. "metadata": {},
  3145. "outputs": [
  3146. {
  3147. "data": {
  3148. "text/plain": [
  3149. "Journal title\n",
  3150. "ACS Chemical Biology 1\n",
  3151. "ACS Chemical Neuroscience 1\n",
  3152. "ACS NANO 1\n",
  3153. "ACS Nano 1\n",
  3154. "ACTA F 1\n",
  3155. "AGE 1\n",
  3156. "AIDS 1\n",
  3157. "AIDS Behav 1\n",
  3158. "AIDS Care 1\n",
  3159. "AIDS Journal 1\n",
  3160. "AIDS Research and Therapy 1\n",
  3161. "AIDS UK 1\n",
  3162. "ASN Neuro 1\n",
  3163. "Academy of Nutrition and Dietetics 1\n",
  3164. "Acta Crystallographica Section D, Biological Crystallography 1\n",
  3165. "Acta Crystallographica Section D: Biological Crystallography 1\n",
  3166. "Acta Crystallographica Section F: Structural Biology and Crystallization Communications 1\n",
  3167. "Acta Crystallographica, Section D 1\n",
  3168. "Acta Crystallography D 1\n",
  3169. "Acta D 1\n",
  3170. "Acta Dermato Venereologica 1\n",
  3171. "Acta Diabetologica 1\n",
  3172. "Acta Neuropathol 1\n",
  3173. "Acta Neuropathologica 1\n",
  3174. "Acta Opthalmologica 1\n",
  3175. "Acta Physiol 1\n",
  3176. "Addiction 1\n",
  3177. "Advances in Experimental Medicine and Biology 1\n",
  3178. "Age 1\n",
  3179. "Age and Ageing 1\n",
  3180. " ..\n",
  3181. "Translational Psychiatry 1\n",
  3182. "Trends in Cognitive Science 1\n",
  3183. "Trends in Genetics 1\n",
  3184. "Trends in Microbiology 1\n",
  3185. "Trends in Molecular Medicine 1\n",
  3186. "Trends in Neuroscience 1\n",
  3187. "Trends in Neurosciences 1\n",
  3188. "Trends in Parasitology 1\n",
  3189. "Trials 1\n",
  3190. "Trials 1\n",
  3191. "Trop Med Int Health 1\n",
  3192. "Tropical Animal Health & Production 1\n",
  3193. "Tropical Medicine and International Health 1\n",
  3194. "Tuberculosis 1\n",
  3195. "Urban History 1\n",
  3196. "Urolithiasis 1\n",
  3197. "Vaccine 1\n",
  3198. "Vascular Pharmacology 1\n",
  3199. "Veterinary Microbiology 1\n",
  3200. "Veterinary Parasitology 1\n",
  3201. "Veterinary Record 1\n",
  3202. "Veterinary Research 1\n",
  3203. "Virology 1\n",
  3204. "Virology Journal 1\n",
  3205. "Virus Research 1\n",
  3206. "Vision Research 1\n",
  3207. "Visual Neuroscience 1\n",
  3208. "Zoonoses and Public Health 1\n",
  3209. "genesis: Journal of Genetics 1\n",
  3210. "mBio 1\n",
  3211. "Name: Journal title, Length: 984, dtype: int64"
  3212. ]
  3213. },
  3214. "execution_count": 83,
  3215. "metadata": {},
  3216. "output_type": "execute_result"
  3217. }
  3218. ],
  3219. "source": [
  3220. "titles.groupby('Journal title').count()"
  3221. ]
  3222. },
  3223. {
  3224. "cell_type": "code",
  3225. "execution_count": 85,
  3226. "metadata": {},
  3227. "outputs": [
  3228. {
  3229. "name": "stdout",
  3230. "output_type": "stream",
  3231. "text": [
  3232. "<class 'pandas.core.frame.DataFrame'>\n",
  3233. "Index: 2127 entries, nan to PMID: 23846567 (Epub July 2013)\n",
  3234. "Data columns (total 4 columns):\n",
  3235. "Publisher 2127 non-null object\n",
  3236. "Journal title 2126 non-null object\n",
  3237. "Article title 2127 non-null object\n",
  3238. "COST (£) charged to Wellcome (inc VAT when charged) 2127 non-null object\n",
  3239. "dtypes: object(4)\n",
  3240. "memory usage: 163.1+ KB\n"
  3241. ]
  3242. }
  3243. ],
  3244. "source": [
  3245. "df.info()\n",
  3246. "# Shows below that there's one null Journal title"
  3247. ]
  3248. },
  3249. {
  3250. "cell_type": "code",
  3251. "execution_count": 86,
  3252. "metadata": {},
  3253. "outputs": [
  3254. {
  3255. "data": {
  3256. "text/html": [
  3257. "<div>\n",
  3258. "<style scoped>\n",
  3259. " .dataframe tbody tr th:only-of-type {\n",
  3260. " vertical-align: middle;\n",
  3261. " }\n",
  3262. "\n",
  3263. " .dataframe tbody tr th {\n",
  3264. " vertical-align: top;\n",
  3265. " }\n",
  3266. "\n",
  3267. " .dataframe thead th {\n",
  3268. " text-align: right;\n",
  3269. " }\n",
  3270. "</style>\n",
  3271. "<table border=\"1\" class=\"dataframe\">\n",
  3272. " <thead>\n",
  3273. " <tr style=\"text-align: right;\">\n",
  3274. " <th></th>\n",
  3275. " <th>Publisher</th>\n",
  3276. " <th>Journal title</th>\n",
  3277. " <th>Article title</th>\n",
  3278. " <th>COST (£) charged to Wellcome (inc VAT when charged)</th>\n",
  3279. " </tr>\n",
  3280. " </thead>\n",
  3281. " <tbody>\n",
  3282. " <tr>\n",
  3283. " <th>count</th>\n",
  3284. " <td>2127</td>\n",
  3285. " <td>2126</td>\n",
  3286. " <td>2127</td>\n",
  3287. " <td>2127</td>\n",
  3288. " </tr>\n",
  3289. " <tr>\n",
  3290. " <th>unique</th>\n",
  3291. " <td>299</td>\n",
  3292. " <td>984</td>\n",
  3293. " <td>2126</td>\n",
  3294. " <td>1402</td>\n",
  3295. " </tr>\n",
  3296. " <tr>\n",
  3297. " <th>top</th>\n",
  3298. " <td>Elsevier</td>\n",
  3299. " <td>PLoS One</td>\n",
  3300. " <td>Exclusive breastfeeding, diarrhoel morbidity a...</td>\n",
  3301. " <td>£2040.00</td>\n",
  3302. " </tr>\n",
  3303. " <tr>\n",
  3304. " <th>freq</th>\n",
  3305. " <td>387</td>\n",
  3306. " <td>92</td>\n",
  3307. " <td>2</td>\n",
  3308. " <td>94</td>\n",
  3309. " </tr>\n",
  3310. " </tbody>\n",
  3311. "</table>\n",
  3312. "</div>"
  3313. ],
  3314. "text/plain": [
  3315. " Publisher Journal title \\\n",
  3316. "count 2127 2126 \n",
  3317. "unique 299 984 \n",
  3318. "top Elsevier PLoS One \n",
  3319. "freq 387 92 \n",
  3320. "\n",
  3321. " Article title \\\n",
  3322. "count 2127 \n",
  3323. "unique 2126 \n",
  3324. "top Exclusive breastfeeding, diarrhoel morbidity a... \n",
  3325. "freq 2 \n",
  3326. "\n",
  3327. " COST (£) charged to Wellcome (inc VAT when charged) \n",
  3328. "count 2127 \n",
  3329. "unique 1402 \n",
  3330. "top £2040.00 \n",
  3331. "freq 94 "
  3332. ]
  3333. },
  3334. "execution_count": 86,
  3335. "metadata": {},
  3336. "output_type": "execute_result"
  3337. }
  3338. ],
  3339. "source": [
  3340. "df.describe()"
  3341. ]
  3342. },
  3343. {
  3344. "cell_type": "code",
  3345. "execution_count": 87,
  3346. "metadata": {},
  3347. "outputs": [],
  3348. "source": [
  3349. "df_by_title = df.groupby('Journal title')"
  3350. ]
  3351. },
  3352. {
  3353. "cell_type": "code",
  3354. "execution_count": 88,
  3355. "metadata": {},
  3356. "outputs": [
  3357. {
  3358. "name": "stdout",
  3359. "output_type": "stream",
  3360. "text": [
  3361. "<pandas.core.groupby.DataFrameGroupBy object at 0x113ab0a58>\n"
  3362. ]
  3363. }
  3364. ],
  3365. "source": [
  3366. "print(df_by_title)"
  3367. ]
  3368. },
  3369. {
  3370. "cell_type": "code",
  3371. "execution_count": 89,
  3372. "metadata": {},
  3373. "outputs": [
  3374. {
  3375. "data": {
  3376. "text/html": [
  3377. "<div>\n",
  3378. "<style scoped>\n",
  3379. " .dataframe tbody tr th:only-of-type {\n",
  3380. " vertical-align: middle;\n",
  3381. " }\n",
  3382. "\n",
  3383. " .dataframe tbody tr th {\n",
  3384. " vertical-align: top;\n",
  3385. " }\n",
  3386. "\n",
  3387. " .dataframe thead tr th {\n",
  3388. " text-align: left;\n",
  3389. " }\n",
  3390. "\n",
  3391. " .dataframe thead tr:last-of-type th {\n",
  3392. " text-align: right;\n",
  3393. " }\n",
  3394. "</style>\n",
  3395. "<table border=\"1\" class=\"dataframe\">\n",
  3396. " <thead>\n",
  3397. " <tr>\n",
  3398. " <th></th>\n",
  3399. " <th colspan=\"4\" halign=\"left\">Article title</th>\n",
  3400. " <th colspan=\"4\" halign=\"left\">COST (£) charged to Wellcome (inc VAT when charged)</th>\n",
  3401. " <th colspan=\"4\" halign=\"left\">Publisher</th>\n",
  3402. " </tr>\n",
  3403. " <tr>\n",
  3404. " <th></th>\n",
  3405. " <th>count</th>\n",
  3406. " <th>unique</th>\n",
  3407. " <th>top</th>\n",
  3408. " <th>freq</th>\n",
  3409. " <th>count</th>\n",
  3410. " <th>unique</th>\n",
  3411. " <th>top</th>\n",
  3412. " <th>freq</th>\n",
  3413. " <th>count</th>\n",
  3414. " <th>unique</th>\n",
  3415. " <th>top</th>\n",
  3416. " <th>freq</th>\n",
  3417. " </tr>\n",
  3418. " <tr>\n",
  3419. " <th>Journal title</th>\n",
  3420. " <th></th>\n",
  3421. " <th></th>\n",
  3422. " <th></th>\n",
  3423. " <th></th>\n",
  3424. " <th></th>\n",
  3425. " <th></th>\n",
  3426. " <th></th>\n",
  3427. " <th></th>\n",
  3428. " <th></th>\n",
  3429. " <th></th>\n",
  3430. " <th></th>\n",
  3431. " <th></th>\n",
  3432. " </tr>\n",
  3433. " </thead>\n",
  3434. " <tbody>\n",
  3435. " <tr>\n",
  3436. " <th>ACS Chemical Biology</th>\n",
  3437. " <td>5</td>\n",
  3438. " <td>5</td>\n",
  3439. " <td>Chemical proteomic analysis reveals the drugab...</td>\n",
  3440. " <td>1</td>\n",
  3441. " <td>5</td>\n",
  3442. " <td>5</td>\n",
  3443. " <td>£1267.76</td>\n",
  3444. " <td>1</td>\n",
  3445. " <td>5</td>\n",
  3446. " <td>2</td>\n",
  3447. " <td>American Chemical Society</td>\n",
  3448. " <td>3</td>\n",
  3449. " </tr>\n",
  3450. " <tr>\n",
  3451. " <th>ACS Chemical Neuroscience</th>\n",
  3452. " <td>1</td>\n",
  3453. " <td>1</td>\n",
  3454. " <td>Continuous online microdialysis using microflu...</td>\n",
  3455. " <td>1</td>\n",
  3456. " <td>1</td>\n",
  3457. " <td>1</td>\n",
  3458. " <td>£1186.80</td>\n",
  3459. " <td>1</td>\n",
  3460. " <td>1</td>\n",
  3461. " <td>1</td>\n",
  3462. " <td>American Chemical Society</td>\n",
  3463. " <td>1</td>\n",
  3464. " </tr>\n",
  3465. " <tr>\n",
  3466. " <th>ACS NANO</th>\n",
  3467. " <td>1</td>\n",
  3468. " <td>1</td>\n",
  3469. " <td>HYDROXY-TERMINATED CONJUGATED POLYMER NANOPART...</td>\n",
  3470. " <td>1</td>\n",
  3471. " <td>1</td>\n",
  3472. " <td>1</td>\n",
  3473. " <td>£642.89</td>\n",
  3474. " <td>1</td>\n",
  3475. " <td>1</td>\n",
  3476. " <td>1</td>\n",
  3477. " <td>AMERICAN CHEMICAL SOCIETY</td>\n",
  3478. " <td>1</td>\n",
  3479. " </tr>\n",
  3480. " <tr>\n",
  3481. " <th>ACS Nano</th>\n",
  3482. " <td>1</td>\n",
  3483. " <td>1</td>\n",
  3484. " <td>Skin dendritic cell targeting via microneedle ...</td>\n",
  3485. " <td>1</td>\n",
  3486. " <td>1</td>\n",
  3487. " <td>1</td>\n",
  3488. " <td>£693.39</td>\n",
  3489. " <td>1</td>\n",
  3490. " <td>1</td>\n",
  3491. " <td>1</td>\n",
  3492. " <td>American Chemical Society Publications</td>\n",
  3493. " <td>1</td>\n",
  3494. " </tr>\n",
  3495. " <tr>\n",
  3496. " <th>ACTA F</th>\n",
  3497. " <td>1</td>\n",
  3498. " <td>1</td>\n",
  3499. " <td>Crystallization and preliminary crystallograph...</td>\n",
  3500. " <td>1</td>\n",
  3501. " <td>1</td>\n",
  3502. " <td>1</td>\n",
  3503. " <td>£754.90</td>\n",
  3504. " <td>1</td>\n",
  3505. " <td>1</td>\n",
  3506. " <td>1</td>\n",
  3507. " <td>International Union of Crystallography</td>\n",
  3508. " <td>1</td>\n",
  3509. " </tr>\n",
  3510. " </tbody>\n",
  3511. "</table>\n",
  3512. "</div>"
  3513. ],
  3514. "text/plain": [
  3515. " Article title \\\n",
  3516. " count unique \n",
  3517. "Journal title \n",
  3518. "ACS Chemical Biology 5 5 \n",
  3519. "ACS Chemical Neuroscience 1 1 \n",
  3520. "ACS NANO 1 1 \n",
  3521. "ACS Nano 1 1 \n",
  3522. "ACTA F 1 1 \n",
  3523. "\n",
  3524. " \\\n",
  3525. " top \n",
  3526. "Journal title \n",
  3527. "ACS Chemical Biology Chemical proteomic analysis reveals the drugab... \n",
  3528. "ACS Chemical Neuroscience Continuous online microdialysis using microflu... \n",
  3529. "ACS NANO HYDROXY-TERMINATED CONJUGATED POLYMER NANOPART... \n",
  3530. "ACS Nano Skin dendritic cell targeting via microneedle ... \n",
  3531. "ACTA F Crystallization and preliminary crystallograph... \n",
  3532. "\n",
  3533. " \\\n",
  3534. " freq \n",
  3535. "Journal title \n",
  3536. "ACS Chemical Biology 1 \n",
  3537. "ACS Chemical Neuroscience 1 \n",
  3538. "ACS NANO 1 \n",
  3539. "ACS Nano 1 \n",
  3540. "ACTA F 1 \n",
  3541. "\n",
  3542. " COST (£) charged to Wellcome (inc VAT when charged) \\\n",
  3543. " count \n",
  3544. "Journal title \n",
  3545. "ACS Chemical Biology 5 \n",
  3546. "ACS Chemical Neuroscience 1 \n",
  3547. "ACS NANO 1 \n",
  3548. "ACS Nano 1 \n",
  3549. "ACTA F 1 \n",
  3550. "\n",
  3551. " Publisher \\\n",
  3552. " unique top freq count unique \n",
  3553. "Journal title \n",
  3554. "ACS Chemical Biology 5 £1267.76 1 5 2 \n",
  3555. "ACS Chemical Neuroscience 1 £1186.80 1 1 1 \n",
  3556. "ACS NANO 1 £642.89 1 1 1 \n",
  3557. "ACS Nano 1 £693.39 1 1 1 \n",
  3558. "ACTA F 1 £754.90 1 1 1 \n",
  3559. "\n",
  3560. " \n",
  3561. " top freq \n",
  3562. "Journal title \n",
  3563. "ACS Chemical Biology American Chemical Society 3 \n",
  3564. "ACS Chemical Neuroscience American Chemical Society 1 \n",
  3565. "ACS NANO AMERICAN CHEMICAL SOCIETY 1 \n",
  3566. "ACS Nano American Chemical Society Publications 1 \n",
  3567. "ACTA F International Union of Crystallography 1 "
  3568. ]
  3569. },
  3570. "execution_count": 89,
  3571. "metadata": {},
  3572. "output_type": "execute_result"
  3573. }
  3574. ],
  3575. "source": [
  3576. "df_by_title.describe().head()"
  3577. ]
  3578. },
  3579. {
  3580. "cell_type": "code",
  3581. "execution_count": 91,
  3582. "metadata": {},
  3583. "outputs": [
  3584. {
  3585. "data": {
  3586. "text/plain": [
  3587. "('Ageing & Society',\n",
  3588. " Publisher Journal title \\\n",
  3589. " PMID/PMCID \n",
  3590. " NaN Cambridge University Press Ageing & Society \n",
  3591. " \n",
  3592. " Article title \\\n",
  3593. " PMID/PMCID \n",
  3594. " NaN Who cares? Implications of care-giving and -re... \n",
  3595. " \n",
  3596. " COST (£) charged to Wellcome (inc VAT when charged) \n",
  3597. " PMID/PMCID \n",
  3598. " NaN £1695.00 )"
  3599. ]
  3600. },
  3601. "execution_count": 91,
  3602. "metadata": {},
  3603. "output_type": "execute_result"
  3604. }
  3605. ],
  3606. "source": [
  3607. "list(df_by_title)[30]"
  3608. ]
  3609. },
  3610. {
  3611. "cell_type": "code",
  3612. "execution_count": 92,
  3613. "metadata": {},
  3614. "outputs": [],
  3615. "source": [
  3616. "# Step #1- List all of the journal names possible- field is 'Journal title'\n",
  3617. "df_titlecount = df.groupby('Journal title').count()"
  3618. ]
  3619. },
  3620. {
  3621. "cell_type": "code",
  3622. "execution_count": 95,
  3623. "metadata": {},
  3624. "outputs": [
  3625. {
  3626. "data": {
  3627. "text/html": [
  3628. "<div>\n",
  3629. "<style scoped>\n",
  3630. " .dataframe tbody tr th:only-of-type {\n",
  3631. " vertical-align: middle;\n",
  3632. " }\n",
  3633. "\n",
  3634. " .dataframe tbody tr th {\n",
  3635. " vertical-align: top;\n",
  3636. " }\n",
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  3638. " .dataframe thead th {\n",
  3639. " text-align: right;\n",
  3640. " }\n",
  3641. "</style>\n",
  3642. "<table border=\"1\" class=\"dataframe\">\n",
  3643. " <thead>\n",
  3644. " <tr style=\"text-align: right;\">\n",
  3645. " <th></th>\n",
  3646. " <th>Publisher</th>\n",
  3647. " <th>Article title</th>\n",
  3648. " <th>COST (£) charged to Wellcome (inc VAT when charged)</th>\n",
  3649. " </tr>\n",
  3650. " <tr>\n",
  3651. " <th>Journal title</th>\n",
  3652. " <th></th>\n",
  3653. " <th></th>\n",
  3654. " <th></th>\n",
  3655. " </tr>\n",
  3656. " </thead>\n",
  3657. " <tbody>\n",
  3658. " <tr>\n",
  3659. " <th>ACS Chemical Biology</th>\n",
  3660. " <td>1</td>\n",
  3661. " <td>1</td>\n",
  3662. " <td>1</td>\n",
  3663. " </tr>\n",
  3664. " <tr>\n",
  3665. " <th>ACS Chemical Neuroscience</th>\n",
  3666. " <td>1</td>\n",
  3667. " <td>1</td>\n",
  3668. " <td>1</td>\n",
  3669. " </tr>\n",
  3670. " <tr>\n",
  3671. " <th>ACS NANO</th>\n",
  3672. " <td>1</td>\n",
  3673. " <td>1</td>\n",
  3674. " <td>1</td>\n",
  3675. " </tr>\n",
  3676. " <tr>\n",
  3677. " <th>ACS Nano</th>\n",
  3678. " <td>1</td>\n",
  3679. " <td>1</td>\n",
  3680. " <td>1</td>\n",
  3681. " </tr>\n",
  3682. " <tr>\n",
  3683. " <th>ACTA F</th>\n",
  3684. " <td>1</td>\n",
  3685. " <td>1</td>\n",
  3686. " <td>1</td>\n",
  3687. " </tr>\n",
  3688. " <tr>\n",
  3689. " <th>AGE</th>\n",
  3690. " <td>1</td>\n",
  3691. " <td>1</td>\n",
  3692. " <td>1</td>\n",
  3693. " </tr>\n",
  3694. " <tr>\n",
  3695. " <th>AIDS</th>\n",
  3696. " <td>1</td>\n",
  3697. " <td>1</td>\n",
  3698. " <td>1</td>\n",
  3699. " </tr>\n",
  3700. " <tr>\n",
  3701. " <th>AIDS Behav</th>\n",
  3702. " <td>1</td>\n",
  3703. " <td>1</td>\n",
  3704. " <td>1</td>\n",
  3705. " </tr>\n",
  3706. " <tr>\n",
  3707. " <th>AIDS Care</th>\n",
  3708. " <td>1</td>\n",
  3709. " <td>1</td>\n",
  3710. " <td>1</td>\n",
  3711. " </tr>\n",
  3712. " <tr>\n",
  3713. " <th>AIDS Journal</th>\n",
  3714. " <td>1</td>\n",
  3715. " <td>1</td>\n",
  3716. " <td>1</td>\n",
  3717. " </tr>\n",
  3718. " <tr>\n",
  3719. " <th>AIDS Research and Therapy</th>\n",
  3720. " <td>1</td>\n",
  3721. " <td>1</td>\n",
  3722. " <td>1</td>\n",
  3723. " </tr>\n",
  3724. " <tr>\n",
  3725. " <th>AIDS UK</th>\n",
  3726. " <td>1</td>\n",
  3727. " <td>1</td>\n",
  3728. " <td>1</td>\n",
  3729. " </tr>\n",
  3730. " <tr>\n",
  3731. " <th>ASN Neuro</th>\n",
  3732. " <td>1</td>\n",
  3733. " <td>1</td>\n",
  3734. " <td>1</td>\n",
  3735. " </tr>\n",
  3736. " <tr>\n",
  3737. " <th>Academy of Nutrition and Dietetics</th>\n",
  3738. " <td>1</td>\n",
  3739. " <td>1</td>\n",
  3740. " <td>1</td>\n",
  3741. " </tr>\n",
  3742. " <tr>\n",
  3743. " <th>Acta Crystallographica Section D, Biological Crystallography</th>\n",
  3744. " <td>1</td>\n",
  3745. " <td>1</td>\n",
  3746. " <td>1</td>\n",
  3747. " </tr>\n",
  3748. " <tr>\n",
  3749. " <th>Acta Crystallographica Section D: Biological Crystallography</th>\n",
  3750. " <td>1</td>\n",
  3751. " <td>1</td>\n",
  3752. " <td>1</td>\n",
  3753. " </tr>\n",
  3754. " <tr>\n",
  3755. " <th>Acta Crystallographica Section F: Structural Biology and Crystallization Communications</th>\n",
  3756. " <td>1</td>\n",
  3757. " <td>1</td>\n",
  3758. " <td>1</td>\n",
  3759. " </tr>\n",
  3760. " <tr>\n",
  3761. " <th>Acta Crystallographica, Section D</th>\n",
  3762. " <td>1</td>\n",
  3763. " <td>1</td>\n",
  3764. " <td>1</td>\n",
  3765. " </tr>\n",
  3766. " <tr>\n",
  3767. " <th>Acta Crystallography D</th>\n",
  3768. " <td>1</td>\n",
  3769. " <td>1</td>\n",
  3770. " <td>1</td>\n",
  3771. " </tr>\n",
  3772. " <tr>\n",
  3773. " <th>Acta D</th>\n",
  3774. " <td>1</td>\n",
  3775. " <td>1</td>\n",
  3776. " <td>1</td>\n",
  3777. " </tr>\n",
  3778. " <tr>\n",
  3779. " <th>Acta Dermato Venereologica</th>\n",
  3780. " <td>1</td>\n",
  3781. " <td>1</td>\n",
  3782. " <td>1</td>\n",
  3783. " </tr>\n",
  3784. " <tr>\n",
  3785. " <th>Acta Diabetologica</th>\n",
  3786. " <td>1</td>\n",
  3787. " <td>1</td>\n",
  3788. " <td>1</td>\n",
  3789. " </tr>\n",
  3790. " <tr>\n",
  3791. " <th>Acta Neuropathol</th>\n",
  3792. " <td>1</td>\n",
  3793. " <td>1</td>\n",
  3794. " <td>1</td>\n",
  3795. " </tr>\n",
  3796. " <tr>\n",
  3797. " <th>Acta Neuropathologica</th>\n",
  3798. " <td>1</td>\n",
  3799. " <td>1</td>\n",
  3800. " <td>1</td>\n",
  3801. " </tr>\n",
  3802. " <tr>\n",
  3803. " <th>Acta Opthalmologica</th>\n",
  3804. " <td>1</td>\n",
  3805. " <td>1</td>\n",
  3806. " <td>1</td>\n",
  3807. " </tr>\n",
  3808. " <tr>\n",
  3809. " <th>Acta Physiol</th>\n",
  3810. " <td>1</td>\n",
  3811. " <td>1</td>\n",
  3812. " <td>1</td>\n",
  3813. " </tr>\n",
  3814. " <tr>\n",
  3815. " <th>Addiction</th>\n",
  3816. " <td>1</td>\n",
  3817. " <td>1</td>\n",
  3818. " <td>1</td>\n",
  3819. " </tr>\n",
  3820. " <tr>\n",
  3821. " <th>Advances in Experimental Medicine and Biology</th>\n",
  3822. " <td>1</td>\n",
  3823. " <td>1</td>\n",
  3824. " <td>1</td>\n",
  3825. " </tr>\n",
  3826. " <tr>\n",
  3827. " <th>Age</th>\n",
  3828. " <td>1</td>\n",
  3829. " <td>1</td>\n",
  3830. " <td>1</td>\n",
  3831. " </tr>\n",
  3832. " <tr>\n",
  3833. " <th>Age and Ageing</th>\n",
  3834. " <td>1</td>\n",
  3835. " <td>1</td>\n",
  3836. " <td>1</td>\n",
  3837. " </tr>\n",
  3838. " <tr>\n",
  3839. " <th>...</th>\n",
  3840. " <td>...</td>\n",
  3841. " <td>...</td>\n",
  3842. " <td>...</td>\n",
  3843. " </tr>\n",
  3844. " <tr>\n",
  3845. " <th>Translational Psychiatry</th>\n",
  3846. " <td>1</td>\n",
  3847. " <td>1</td>\n",
  3848. " <td>1</td>\n",
  3849. " </tr>\n",
  3850. " <tr>\n",
  3851. " <th>Trends in Cognitive Science</th>\n",
  3852. " <td>1</td>\n",
  3853. " <td>1</td>\n",
  3854. " <td>1</td>\n",
  3855. " </tr>\n",
  3856. " <tr>\n",
  3857. " <th>Trends in Genetics</th>\n",
  3858. " <td>1</td>\n",
  3859. " <td>1</td>\n",
  3860. " <td>1</td>\n",
  3861. " </tr>\n",
  3862. " <tr>\n",
  3863. " <th>Trends in Microbiology</th>\n",
  3864. " <td>1</td>\n",
  3865. " <td>1</td>\n",
  3866. " <td>1</td>\n",
  3867. " </tr>\n",
  3868. " <tr>\n",
  3869. " <th>Trends in Molecular Medicine</th>\n",
  3870. " <td>1</td>\n",
  3871. " <td>1</td>\n",
  3872. " <td>1</td>\n",
  3873. " </tr>\n",
  3874. " <tr>\n",
  3875. " <th>Trends in Neuroscience</th>\n",
  3876. " <td>1</td>\n",
  3877. " <td>1</td>\n",
  3878. " <td>1</td>\n",
  3879. " </tr>\n",
  3880. " <tr>\n",
  3881. " <th>Trends in Neurosciences</th>\n",
  3882. " <td>1</td>\n",
  3883. " <td>1</td>\n",
  3884. " <td>1</td>\n",
  3885. " </tr>\n",
  3886. " <tr>\n",
  3887. " <th>Trends in Parasitology</th>\n",
  3888. " <td>1</td>\n",
  3889. " <td>1</td>\n",
  3890. " <td>1</td>\n",
  3891. " </tr>\n",
  3892. " <tr>\n",
  3893. " <th>Trials</th>\n",
  3894. " <td>1</td>\n",
  3895. " <td>1</td>\n",
  3896. " <td>1</td>\n",
  3897. " </tr>\n",
  3898. " <tr>\n",
  3899. " <th>Trials</th>\n",
  3900. " <td>1</td>\n",
  3901. " <td>1</td>\n",
  3902. " <td>1</td>\n",
  3903. " </tr>\n",
  3904. " <tr>\n",
  3905. " <th>Trop Med Int Health</th>\n",
  3906. " <td>1</td>\n",
  3907. " <td>1</td>\n",
  3908. " <td>1</td>\n",
  3909. " </tr>\n",
  3910. " <tr>\n",
  3911. " <th>Tropical Animal Health & Production</th>\n",
  3912. " <td>1</td>\n",
  3913. " <td>1</td>\n",
  3914. " <td>1</td>\n",
  3915. " </tr>\n",
  3916. " <tr>\n",
  3917. " <th>Tropical Medicine and International Health</th>\n",
  3918. " <td>1</td>\n",
  3919. " <td>1</td>\n",
  3920. " <td>1</td>\n",
  3921. " </tr>\n",
  3922. " <tr>\n",
  3923. " <th>Tuberculosis</th>\n",
  3924. " <td>1</td>\n",
  3925. " <td>1</td>\n",
  3926. " <td>1</td>\n",
  3927. " </tr>\n",
  3928. " <tr>\n",
  3929. " <th>Urban History</th>\n",
  3930. " <td>1</td>\n",
  3931. " <td>1</td>\n",
  3932. " <td>1</td>\n",
  3933. " </tr>\n",
  3934. " <tr>\n",
  3935. " <th>Urolithiasis</th>\n",
  3936. " <td>1</td>\n",
  3937. " <td>1</td>\n",
  3938. " <td>1</td>\n",
  3939. " </tr>\n",
  3940. " <tr>\n",
  3941. " <th>Vaccine</th>\n",
  3942. " <td>1</td>\n",
  3943. " <td>1</td>\n",
  3944. " <td>1</td>\n",
  3945. " </tr>\n",
  3946. " <tr>\n",
  3947. " <th>Vascular Pharmacology</th>\n",
  3948. " <td>1</td>\n",
  3949. " <td>1</td>\n",
  3950. " <td>1</td>\n",
  3951. " </tr>\n",
  3952. " <tr>\n",
  3953. " <th>Veterinary Microbiology</th>\n",
  3954. " <td>1</td>\n",
  3955. " <td>1</td>\n",
  3956. " <td>1</td>\n",
  3957. " </tr>\n",
  3958. " <tr>\n",
  3959. " <th>Veterinary Parasitology</th>\n",
  3960. " <td>1</td>\n",
  3961. " <td>1</td>\n",
  3962. " <td>1</td>\n",
  3963. " </tr>\n",
  3964. " <tr>\n",
  3965. " <th>Veterinary Record</th>\n",
  3966. " <td>1</td>\n",
  3967. " <td>1</td>\n",
  3968. " <td>1</td>\n",
  3969. " </tr>\n",
  3970. " <tr>\n",
  3971. " <th>Veterinary Research</th>\n",
  3972. " <td>1</td>\n",
  3973. " <td>1</td>\n",
  3974. " <td>1</td>\n",
  3975. " </tr>\n",
  3976. " <tr>\n",
  3977. " <th>Virology</th>\n",
  3978. " <td>1</td>\n",
  3979. " <td>1</td>\n",
  3980. " <td>1</td>\n",
  3981. " </tr>\n",
  3982. " <tr>\n",
  3983. " <th>Virology Journal</th>\n",
  3984. " <td>1</td>\n",
  3985. " <td>1</td>\n",
  3986. " <td>1</td>\n",
  3987. " </tr>\n",
  3988. " <tr>\n",
  3989. " <th>Virus Research</th>\n",
  3990. " <td>1</td>\n",
  3991. " <td>1</td>\n",
  3992. " <td>1</td>\n",
  3993. " </tr>\n",
  3994. " <tr>\n",
  3995. " <th>Vision Research</th>\n",
  3996. " <td>1</td>\n",
  3997. " <td>1</td>\n",
  3998. " <td>1</td>\n",
  3999. " </tr>\n",
  4000. " <tr>\n",
  4001. " <th>Visual Neuroscience</th>\n",
  4002. " <td>1</td>\n",
  4003. " <td>1</td>\n",
  4004. " <td>1</td>\n",
  4005. " </tr>\n",
  4006. " <tr>\n",
  4007. " <th>Zoonoses and Public Health</th>\n",
  4008. " <td>1</td>\n",
  4009. " <td>1</td>\n",
  4010. " <td>1</td>\n",
  4011. " </tr>\n",
  4012. " <tr>\n",
  4013. " <th>genesis: Journal of Genetics</th>\n",
  4014. " <td>1</td>\n",
  4015. " <td>1</td>\n",
  4016. " <td>1</td>\n",
  4017. " </tr>\n",
  4018. " <tr>\n",
  4019. " <th>mBio</th>\n",
  4020. " <td>1</td>\n",
  4021. " <td>1</td>\n",
  4022. " <td>1</td>\n",
  4023. " </tr>\n",
  4024. " </tbody>\n",
  4025. "</table>\n",
  4026. "<p>984 rows × 3 columns</p>\n",
  4027. "</div>"
  4028. ],
  4029. "text/plain": [
  4030. " Publisher Article title \\\n",
  4031. "Journal title \n",
  4032. "ACS Chemical Biology 1 1 \n",
  4033. "ACS Chemical Neuroscience 1 1 \n",
  4034. "ACS NANO 1 1 \n",
  4035. "ACS Nano 1 1 \n",
  4036. "ACTA F 1 1 \n",
  4037. "AGE 1 1 \n",
  4038. "AIDS 1 1 \n",
  4039. "AIDS Behav 1 1 \n",
  4040. "AIDS Care 1 1 \n",
  4041. "AIDS Journal 1 1 \n",
  4042. "AIDS Research and Therapy 1 1 \n",
  4043. "AIDS UK 1 1 \n",
  4044. "ASN Neuro 1 1 \n",
  4045. "Academy of Nutrition and Dietetics 1 1 \n",
  4046. "Acta Crystallographica Section D, Biological C... 1 1 \n",
  4047. "Acta Crystallographica Section D: Biological Cr... 1 1 \n",
  4048. "Acta Crystallographica Section F: Structural Bi... 1 1 \n",
  4049. "Acta Crystallographica, Section D 1 1 \n",
  4050. "Acta Crystallography D 1 1 \n",
  4051. "Acta D 1 1 \n",
  4052. "Acta Dermato Venereologica 1 1 \n",
  4053. "Acta Diabetologica 1 1 \n",
  4054. "Acta Neuropathol 1 1 \n",
  4055. "Acta Neuropathologica 1 1 \n",
  4056. "Acta Opthalmologica 1 1 \n",
  4057. "Acta Physiol 1 1 \n",
  4058. "Addiction 1 1 \n",
  4059. "Advances in Experimental Medicine and Biology 1 1 \n",
  4060. "Age 1 1 \n",
  4061. "Age and Ageing 1 1 \n",
  4062. "... ... ... \n",
  4063. "Translational Psychiatry 1 1 \n",
  4064. "Trends in Cognitive Science 1 1 \n",
  4065. "Trends in Genetics 1 1 \n",
  4066. "Trends in Microbiology 1 1 \n",
  4067. "Trends in Molecular Medicine 1 1 \n",
  4068. "Trends in Neuroscience 1 1 \n",
  4069. "Trends in Neurosciences 1 1 \n",
  4070. "Trends in Parasitology 1 1 \n",
  4071. "Trials 1 1 \n",
  4072. "Trials 1 1 \n",
  4073. "Trop Med Int Health 1 1 \n",
  4074. "Tropical Animal Health & Production 1 1 \n",
  4075. "Tropical Medicine and International Health 1 1 \n",
  4076. "Tuberculosis 1 1 \n",
  4077. "Urban History 1 1 \n",
  4078. "Urolithiasis 1 1 \n",
  4079. "Vaccine 1 1 \n",
  4080. "Vascular Pharmacology 1 1 \n",
  4081. "Veterinary Microbiology 1 1 \n",
  4082. "Veterinary Parasitology 1 1 \n",
  4083. "Veterinary Record 1 1 \n",
  4084. "Veterinary Research 1 1 \n",
  4085. "Virology 1 1 \n",
  4086. "Virology Journal 1 1 \n",
  4087. "Virus Research 1 1 \n",
  4088. "Vision Research 1 1 \n",
  4089. "Visual Neuroscience 1 1 \n",
  4090. "Zoonoses and Public Health 1 1 \n",
  4091. "genesis: Journal of Genetics 1 1 \n",
  4092. "mBio 1 1 \n",
  4093. "\n",
  4094. " COST (£) charged to Wellcome (inc VAT when charged) \n",
  4095. "Journal title \n",
  4096. "ACS Chemical Biology 1 \n",
  4097. "ACS Chemical Neuroscience 1 \n",
  4098. "ACS NANO 1 \n",
  4099. "ACS Nano 1 \n",
  4100. "ACTA F 1 \n",
  4101. "AGE 1 \n",
  4102. "AIDS 1 \n",
  4103. "AIDS Behav 1 \n",
  4104. "AIDS Care 1 \n",
  4105. "AIDS Journal 1 \n",
  4106. "AIDS Research and Therapy 1 \n",
  4107. "AIDS UK 1 \n",
  4108. "ASN Neuro 1 \n",
  4109. "Academy of Nutrition and Dietetics 1 \n",
  4110. "Acta Crystallographica Section D, Biological C... 1 \n",
  4111. "Acta Crystallographica Section D: Biological Cr... 1 \n",
  4112. "Acta Crystallographica Section F: Structural Bi... 1 \n",
  4113. "Acta Crystallographica, Section D 1 \n",
  4114. "Acta Crystallography D 1 \n",
  4115. "Acta D 1 \n",
  4116. "Acta Dermato Venereologica 1 \n",
  4117. "Acta Diabetologica 1 \n",
  4118. "Acta Neuropathol 1 \n",
  4119. "Acta Neuropathologica 1 \n",
  4120. "Acta Opthalmologica 1 \n",
  4121. "Acta Physiol 1 \n",
  4122. "Addiction 1 \n",
  4123. "Advances in Experimental Medicine and Biology 1 \n",
  4124. "Age 1 \n",
  4125. "Age and Ageing 1 \n",
  4126. "... ... \n",
  4127. "Translational Psychiatry 1 \n",
  4128. "Trends in Cognitive Science 1 \n",
  4129. "Trends in Genetics 1 \n",
  4130. "Trends in Microbiology 1 \n",
  4131. "Trends in Molecular Medicine 1 \n",
  4132. "Trends in Neuroscience 1 \n",
  4133. "Trends in Neurosciences 1 \n",
  4134. "Trends in Parasitology 1 \n",
  4135. "Trials 1 \n",
  4136. "Trials 1 \n",
  4137. "Trop Med Int Health 1 \n",
  4138. "Tropical Animal Health & Production 1 \n",
  4139. "Tropical Medicine and International Health 1 \n",
  4140. "Tuberculosis 1 \n",
  4141. "Urban History 1 \n",
  4142. "Urolithiasis 1 \n",
  4143. "Vaccine 1 \n",
  4144. "Vascular Pharmacology 1 \n",
  4145. "Veterinary Microbiology 1 \n",
  4146. "Veterinary Parasitology 1 \n",
  4147. "Veterinary Record 1 \n",
  4148. "Veterinary Research 1 \n",
  4149. "Virology 1 \n",
  4150. "Virology Journal 1 \n",
  4151. "Virus Research 1 \n",
  4152. "Vision Research 1 \n",
  4153. "Visual Neuroscience 1 \n",
  4154. "Zoonoses and Public Health 1 \n",
  4155. "genesis: Journal of Genetics 1 \n",
  4156. "mBio 1 \n",
  4157. "\n",
  4158. "[984 rows x 3 columns]"
  4159. ]
  4160. },
  4161. "execution_count": 95,
  4162. "metadata": {},
  4163. "output_type": "execute_result"
  4164. }
  4165. ],
  4166. "source": [
  4167. "df_titlecount.groupby('Journal title').count()"
  4168. ]
  4169. },
  4170. {
  4171. "cell_type": "code",
  4172. "execution_count": 9,
  4173. "metadata": {},
  4174. "outputs": [
  4175. {
  4176. "name": "stdout",
  4177. "output_type": "stream",
  4178. "text": [
  4179. "PMID/PMCID\n",
  4180. "NaN psychological medicine\n",
  4181. "PMC3679557 biomacromolecules\n",
  4182. "23043264 PMC3506128 j med chem\n",
  4183. "23438330 PMC3646402 j med chem\n",
  4184. "23438216 PMC3601604 j org chem\n",
  4185. "PMC3579457 journal of medicinal chemistry\n",
  4186. "PMC3709265 journal of proteome research\n",
  4187. "23057412 PMC3495574 mol pharm\n",
  4188. "PMCID: PMC3780468 acs chemical biology\n",
  4189. "PMCID: PMC3621575 acs chemical biology\n",
  4190. "PMCID: PMC3739413 journal of chemical information and modeling\n",
  4191. "PMCID: PMC3530961 journal of medicinal chemistry\n",
  4192. "PMCID: PMC3624797 journal of medicinal chemistry\n",
  4193. " PMC3413243 biochemistry\n",
  4194. "PMC3694353 journal of medicinal chemistry\n",
  4195. "PMC3572711 gastroenterology\n",
  4196. "22610094 journal of biological chemistry\n",
  4197. "PMCID: PMC3586974 journal of immunology\n",
  4198. "23455506 PMCID: PMC3607399 journal of immunology\n",
  4199. "PMID: 24015914 PMC3833349 acs chemical biology\n",
  4200. ": PMC3805332 acs chemical biology\n",
  4201. "NaN acs chemical biology\n",
  4202. "PMCID:\\r\\n PMC3656742\\r\\n acs chemical neuroscience\n",
  4203. "PMCID: 3584654 acs nano\n",
  4204. "22971149 PMC3466778 american chemical society\n",
  4205. "23072351 analytical chemistry\n",
  4206. "PMC3477822 analytical chemistry\n",
  4207. "PMC3530960 analytical chemistry\n",
  4208. "23458425 PMC3630740 bioconjugate chemistry\n",
  4209. "PMID: 20146481 journal of medicinal chemistry\n",
  4210. " ... \n",
  4211. "3575693 molecular microbiology\n",
  4212. "PMID: 22188548 PMC3492912 obesity reviews\n",
  4213. "PMID: 22764734 PMC3798095 obesity reviews\n",
  4214. "PMID: 23703895 statistics in medicine\n",
  4215. "PMCID: PMC3664106 stem cells\n",
  4216. "PMID: 23649934 synapse\n",
  4217. "PMC2955965 the european journal of neuroscience\n",
  4218. "PMID: 19948006 PMC3551259 traffic\n",
  4219. "PMID: 23305527 traffic\n",
  4220. "PMCID: PMC3600532 zoonoses and public health\n",
  4221. "PMC3440570 american journal of transplantation\n",
  4222. "23670821 PMC3738939 angew chems int ed\n",
  4223. "23640856 chembiochem\n",
  4224. "PMID: 23918316 chemmedchem\n",
  4225. "PMCID: PMC3728731 chemmedchem\n",
  4226. "23495205685.88 PMC3743159 chemmedchem\n",
  4227. "PMID:22997008 PMC3569869 protemics\n",
  4228. "3708104 journal of small animal practice\n",
  4229. "PMC3713766 aids\n",
  4230. "PMC3819359 aids journal\n",
  4231. "PMC3773237 aids uk\n",
  4232. "PMC3815011 aids uk\n",
  4233. "PMC3805356 jaids journal of acquired immune deficiency sy...\n",
  4234. "Epub journal of acquired immune deficiency syndroms...\n",
  4235. "PMC3707567 journal of aids\n",
  4236. "2901593 circulation research\n",
  4237. "3748854 aids\n",
  4238. "3785148 pediatr infect dis j\n",
  4239. "PMCID:\\r\\n PMC3647051\\r\\n aids\n",
  4240. "PMID: 23846567 (Epub July 2013) journal of acquired immune deficiency syndromes\n",
  4241. "Name: Journal title, Length: 2127, dtype: object \n",
  4242. "\n"
  4243. ]
  4244. }
  4245. ],
  4246. "source": [
  4247. "# df_titlecount.groupby('Journal title').count()\n",
  4248. "print(df['Journal title'].str.lower(), '\\n')"
  4249. ]
  4250. },
  4251. {
  4252. "cell_type": "code",
  4253. "execution_count": 11,
  4254. "metadata": {},
  4255. "outputs": [],
  4256. "source": [
  4257. "df_lower = df['Journal title'].str.lower()"
  4258. ]
  4259. },
  4260. {
  4261. "cell_type": "code",
  4262. "execution_count": 12,
  4263. "metadata": {},
  4264. "outputs": [
  4265. {
  4266. "name": "stdout",
  4267. "output_type": "stream",
  4268. "text": [
  4269. "PMID/PMCID\n",
  4270. "NaN psychological medicine\n",
  4271. "PMC3679557 biomacromolecules\n",
  4272. "23043264 PMC3506128 j med chem\n",
  4273. "23438330 PMC3646402 j med chem\n",
  4274. "23438216 PMC3601604 j org chem\n",
  4275. "PMC3579457 journal of medicinal chemistry\n",
  4276. "PMC3709265 journal of proteome research\n",
  4277. "23057412 PMC3495574 mol pharm\n",
  4278. "PMCID: PMC3780468 acs chemical biology\n",
  4279. "PMCID: PMC3621575 acs chemical biology\n",
  4280. "PMCID: PMC3739413 journal of chemical information and modeling\n",
  4281. "PMCID: PMC3530961 journal of medicinal chemistry\n",
  4282. "PMCID: PMC3624797 journal of medicinal chemistry\n",
  4283. " PMC3413243 biochemistry\n",
  4284. "PMC3694353 journal of medicinal chemistry\n",
  4285. "PMC3572711 gastroenterology\n",
  4286. "22610094 journal of biological chemistry\n",
  4287. "PMCID: PMC3586974 journal of immunology\n",
  4288. "23455506 PMCID: PMC3607399 journal of immunology\n",
  4289. "PMID: 24015914 PMC3833349 acs chemical biology\n",
  4290. ": PMC3805332 acs chemical biology\n",
  4291. "NaN acs chemical biology\n",
  4292. "PMCID:\\r\\n PMC3656742\\r\\n acs chemical neuroscience\n",
  4293. "PMCID: 3584654 acs nano\n",
  4294. "22971149 PMC3466778 american chemical society\n",
  4295. "23072351 analytical chemistry\n",
  4296. "PMC3477822 analytical chemistry\n",
  4297. "PMC3530960 analytical chemistry\n",
  4298. "23458425 PMC3630740 bioconjugate chemistry\n",
  4299. "PMID: 20146481 journal of medicinal chemistry\n",
  4300. " ... \n",
  4301. "3575693 molecular microbiology\n",
  4302. "PMID: 22188548 PMC3492912 obesity reviews\n",
  4303. "PMID: 22764734 PMC3798095 obesity reviews\n",
  4304. "PMID: 23703895 statistics in medicine\n",
  4305. "PMCID: PMC3664106 stem cells\n",
  4306. "PMID: 23649934 synapse\n",
  4307. "PMC2955965 the european journal of neuroscience\n",
  4308. "PMID: 19948006 PMC3551259 traffic\n",
  4309. "PMID: 23305527 traffic\n",
  4310. "PMCID: PMC3600532 zoonoses and public health\n",
  4311. "PMC3440570 american journal of transplantation\n",
  4312. "23670821 PMC3738939 angew chems int ed\n",
  4313. "23640856 chembiochem\n",
  4314. "PMID: 23918316 chemmedchem\n",
  4315. "PMCID: PMC3728731 chemmedchem\n",
  4316. "23495205685.88 PMC3743159 chemmedchem\n",
  4317. "PMID:22997008 PMC3569869 protemics\n",
  4318. "3708104 journal of small animal practice\n",
  4319. "PMC3713766 aids\n",
  4320. "PMC3819359 aids journal\n",
  4321. "PMC3773237 aids uk\n",
  4322. "PMC3815011 aids uk\n",
  4323. "PMC3805356 jaids journal of acquired immune deficiency sy...\n",
  4324. "Epub journal of acquired immune deficiency syndroms...\n",
  4325. "PMC3707567 journal of aids\n",
  4326. "2901593 circulation research\n",
  4327. "3748854 aids\n",
  4328. "3785148 pediatr infect dis j\n",
  4329. "PMCID:\\r\\n PMC3647051\\r\\n aids\n",
  4330. "PMID: 23846567 (Epub July 2013) journal of acquired immune deficiency syndromes\n",
  4331. "Name: Journal title, Length: 2127, dtype: object\n"
  4332. ]
  4333. }
  4334. ],
  4335. "source": [
  4336. "print(df_lower)"
  4337. ]
  4338. },
  4339. {
  4340. "cell_type": "code",
  4341. "execution_count": 17,
  4342. "metadata": {},
  4343. "outputs": [],
  4344. "source": []
  4345. },
  4346. {
  4347. "cell_type": "code",
  4348. "execution_count": 18,
  4349. "metadata": {},
  4350. "outputs": [
  4351. {
  4352. "name": "stdout",
  4353. "output_type": "stream",
  4354. "text": [
  4355. "PMID/PMCID\n",
  4356. "NaN psychological medicine\n",
  4357. "PMC3679557 biomacromolecules\n",
  4358. "23043264 PMC3506128 j med chem\n",
  4359. "23438330 PMC3646402 j med chem\n",
  4360. "23438216 PMC3601604 j org chem\n",
  4361. "PMC3579457 journal of medicinal chemistry\n",
  4362. "PMC3709265 journal of proteome research\n",
  4363. "23057412 PMC3495574 mol pharm\n",
  4364. "PMCID: PMC3780468 acs chemical biology\n",
  4365. "PMCID: PMC3621575 acs chemical biology\n",
  4366. "PMCID: PMC3739413 journal of chemical information and modeling\n",
  4367. "PMCID: PMC3530961 journal of medicinal chemistry\n",
  4368. "PMCID: PMC3624797 journal of medicinal chemistry\n",
  4369. " PMC3413243 biochemistry\n",
  4370. "PMC3694353 journal of medicinal chemistry\n",
  4371. "PMC3572711 gastroenterology\n",
  4372. "22610094 journal of biological chemistry\n",
  4373. "PMCID: PMC3586974 journal of immunology\n",
  4374. "23455506 PMCID: PMC3607399 journal of immunology\n",
  4375. "PMID: 24015914 PMC3833349 acs chemical biology\n",
  4376. ": PMC3805332 acs chemical biology\n",
  4377. "NaN acs chemical biology\n",
  4378. "PMCID:\\r\\n PMC3656742\\r\\n acs chemical neuroscience\n",
  4379. "PMCID: 3584654 acs nano\n",
  4380. "22971149 PMC3466778 american chemical society\n",
  4381. "23072351 analytical chemistry\n",
  4382. "PMC3477822 analytical chemistry\n",
  4383. "PMC3530960 analytical chemistry\n",
  4384. "23458425 PMC3630740 bioconjugate chemistry\n",
  4385. "PMID: 20146481 journal of medicinal chemistry\n",
  4386. " ... \n",
  4387. "3575693 molecular microbiology\n",
  4388. "PMID: 22188548 PMC3492912 obesity reviews\n",
  4389. "PMID: 22764734 PMC3798095 obesity reviews\n",
  4390. "PMID: 23703895 statistics in medicine\n",
  4391. "PMCID: PMC3664106 stem cells\n",
  4392. "PMID: 23649934 synapse\n",
  4393. "PMC2955965 the european journal of neuroscience\n",
  4394. "PMID: 19948006 PMC3551259 traffic\n",
  4395. "PMID: 23305527 traffic\n",
  4396. "PMCID: PMC3600532 zoonoses and public health\n",
  4397. "PMC3440570 american journal of transplantation\n",
  4398. "23670821 PMC3738939 angew chems int ed\n",
  4399. "23640856 chembiochem\n",
  4400. "PMID: 23918316 chemmedchem\n",
  4401. "PMCID: PMC3728731 chemmedchem\n",
  4402. "23495205685.88 PMC3743159 chemmedchem\n",
  4403. "PMID:22997008 PMC3569869 protemics\n",
  4404. "3708104 journal of small animal practice\n",
  4405. "PMC3713766 aids\n",
  4406. "PMC3819359 aids journal\n",
  4407. "PMC3773237 aids uk\n",
  4408. "PMC3815011 aids uk\n",
  4409. "PMC3805356 jaids journal of acquired immune deficiency sy...\n",
  4410. "Epub journal of acquired immune deficiency syndroms...\n",
  4411. "PMC3707567 journal of aids\n",
  4412. "2901593 circulation research\n",
  4413. "3748854 aids\n",
  4414. "3785148 pediatr infect dis j\n",
  4415. "PMCID:\\r\\n PMC3647051\\r\\n aids\n",
  4416. "PMID: 23846567 (Epub July 2013) journal of acquired immune deficiency syndromes\n",
  4417. "Name: Journal title, Length: 2127, dtype: object\n"
  4418. ]
  4419. }
  4420. ],
  4421. "source": [
  4422. "\n",
  4423. "print(df_lower)"
  4424. ]
  4425. },
  4426. {
  4427. "cell_type": "code",
  4428. "execution_count": 21,
  4429. "metadata": {},
  4430. "outputs": [
  4431. {
  4432. "name": "stdout",
  4433. "output_type": "stream",
  4434. "text": [
  4435. "<pandas.core.groupby.DataFrameGroupBy object at 0x11016be48>\n"
  4436. ]
  4437. }
  4438. ],
  4439. "source": [
  4440. "print(df.groupby('Journal title'))"
  4441. ]
  4442. },
  4443. {
  4444. "cell_type": "code",
  4445. "execution_count": 24,
  4446. "metadata": {},
  4447. "outputs": [
  4448. {
  4449. "data": {
  4450. "text/plain": [
  4451. "2126"
  4452. ]
  4453. },
  4454. "execution_count": 24,
  4455. "metadata": {},
  4456. "output_type": "execute_result"
  4457. }
  4458. ],
  4459. "source": [
  4460. "df['Journal title'].str.lower().count()\n",
  4461. "# df.groupby('Journal title').count()"
  4462. ]
  4463. },
  4464. {
  4465. "cell_type": "code",
  4466. "execution_count": 26,
  4467. "metadata": {},
  4468. "outputs": [
  4469. {
  4470. "data": {
  4471. "text/html": [
  4472. "<div>\n",
  4473. "<style scoped>\n",
  4474. " .dataframe tbody tr th:only-of-type {\n",
  4475. " vertical-align: middle;\n",
  4476. " }\n",
  4477. "\n",
  4478. " .dataframe tbody tr th {\n",
  4479. " vertical-align: top;\n",
  4480. " }\n",
  4481. "\n",
  4482. " .dataframe thead th {\n",
  4483. " text-align: right;\n",
  4484. " }\n",
  4485. "</style>\n",
  4486. "<table border=\"1\" class=\"dataframe\">\n",
  4487. " <thead>\n",
  4488. " <tr style=\"text-align: right;\">\n",
  4489. " <th></th>\n",
  4490. " <th>Publisher</th>\n",
  4491. " <th>Article title</th>\n",
  4492. " <th>COST (£) charged to Wellcome (inc VAT when charged)</th>\n",
  4493. " </tr>\n",
  4494. " <tr>\n",
  4495. " <th>Journal title</th>\n",
  4496. " <th></th>\n",
  4497. " <th></th>\n",
  4498. " <th></th>\n",
  4499. " </tr>\n",
  4500. " </thead>\n",
  4501. " <tbody>\n",
  4502. " <tr>\n",
  4503. " <th>ACS Chemical Biology</th>\n",
  4504. " <td>5</td>\n",
  4505. " <td>5</td>\n",
  4506. " <td>5</td>\n",
  4507. " </tr>\n",
  4508. " <tr>\n",
  4509. " <th>ACS Chemical Neuroscience</th>\n",
  4510. " <td>1</td>\n",
  4511. " <td>1</td>\n",
  4512. " <td>1</td>\n",
  4513. " </tr>\n",
  4514. " <tr>\n",
  4515. " <th>ACS NANO</th>\n",
  4516. " <td>1</td>\n",
  4517. " <td>1</td>\n",
  4518. " <td>1</td>\n",
  4519. " </tr>\n",
  4520. " <tr>\n",
  4521. " <th>ACS Nano</th>\n",
  4522. " <td>1</td>\n",
  4523. " <td>1</td>\n",
  4524. " <td>1</td>\n",
  4525. " </tr>\n",
  4526. " <tr>\n",
  4527. " <th>ACTA F</th>\n",
  4528. " <td>1</td>\n",
  4529. " <td>1</td>\n",
  4530. " <td>1</td>\n",
  4531. " </tr>\n",
  4532. " <tr>\n",
  4533. " <th>AGE</th>\n",
  4534. " <td>1</td>\n",
  4535. " <td>1</td>\n",
  4536. " <td>1</td>\n",
  4537. " </tr>\n",
  4538. " <tr>\n",
  4539. " <th>AIDS</th>\n",
  4540. " <td>3</td>\n",
  4541. " <td>3</td>\n",
  4542. " <td>3</td>\n",
  4543. " </tr>\n",
  4544. " <tr>\n",
  4545. " <th>AIDS Behav</th>\n",
  4546. " <td>1</td>\n",
  4547. " <td>1</td>\n",
  4548. " <td>1</td>\n",
  4549. " </tr>\n",
  4550. " <tr>\n",
  4551. " <th>AIDS Care</th>\n",
  4552. " <td>2</td>\n",
  4553. " <td>2</td>\n",
  4554. " <td>2</td>\n",
  4555. " </tr>\n",
  4556. " <tr>\n",
  4557. " <th>AIDS Journal</th>\n",
  4558. " <td>1</td>\n",
  4559. " <td>1</td>\n",
  4560. " <td>1</td>\n",
  4561. " </tr>\n",
  4562. " <tr>\n",
  4563. " <th>AIDS Research and Therapy</th>\n",
  4564. " <td>1</td>\n",
  4565. " <td>1</td>\n",
  4566. " <td>1</td>\n",
  4567. " </tr>\n",
  4568. " <tr>\n",
  4569. " <th>AIDS UK</th>\n",
  4570. " <td>2</td>\n",
  4571. " <td>2</td>\n",
  4572. " <td>2</td>\n",
  4573. " </tr>\n",
  4574. " <tr>\n",
  4575. " <th>ASN Neuro</th>\n",
  4576. " <td>1</td>\n",
  4577. " <td>1</td>\n",
  4578. " <td>1</td>\n",
  4579. " </tr>\n",
  4580. " <tr>\n",
  4581. " <th>Academy of Nutrition and Dietetics</th>\n",
  4582. " <td>1</td>\n",
  4583. " <td>1</td>\n",
  4584. " <td>1</td>\n",
  4585. " </tr>\n",
  4586. " <tr>\n",
  4587. " <th>Acta Crystallographica Section D, Biological Crystallography</th>\n",
  4588. " <td>1</td>\n",
  4589. " <td>1</td>\n",
  4590. " <td>1</td>\n",
  4591. " </tr>\n",
  4592. " <tr>\n",
  4593. " <th>Acta Crystallographica Section D: Biological Crystallography</th>\n",
  4594. " <td>1</td>\n",
  4595. " <td>1</td>\n",
  4596. " <td>1</td>\n",
  4597. " </tr>\n",
  4598. " <tr>\n",
  4599. " <th>Acta Crystallographica Section F: Structural Biology and Crystallization Communications</th>\n",
  4600. " <td>2</td>\n",
  4601. " <td>2</td>\n",
  4602. " <td>2</td>\n",
  4603. " </tr>\n",
  4604. " <tr>\n",
  4605. " <th>Acta Crystallographica, Section D</th>\n",
  4606. " <td>1</td>\n",
  4607. " <td>1</td>\n",
  4608. " <td>1</td>\n",
  4609. " </tr>\n",
  4610. " <tr>\n",
  4611. " <th>Acta Crystallography D</th>\n",
  4612. " <td>1</td>\n",
  4613. " <td>1</td>\n",
  4614. " <td>1</td>\n",
  4615. " </tr>\n",
  4616. " <tr>\n",
  4617. " <th>Acta D</th>\n",
  4618. " <td>1</td>\n",
  4619. " <td>1</td>\n",
  4620. " <td>1</td>\n",
  4621. " </tr>\n",
  4622. " <tr>\n",
  4623. " <th>Acta Dermato Venereologica</th>\n",
  4624. " <td>1</td>\n",
  4625. " <td>1</td>\n",
  4626. " <td>1</td>\n",
  4627. " </tr>\n",
  4628. " <tr>\n",
  4629. " <th>Acta Diabetologica</th>\n",
  4630. " <td>1</td>\n",
  4631. " <td>1</td>\n",
  4632. " <td>1</td>\n",
  4633. " </tr>\n",
  4634. " <tr>\n",
  4635. " <th>Acta Neuropathol</th>\n",
  4636. " <td>1</td>\n",
  4637. " <td>1</td>\n",
  4638. " <td>1</td>\n",
  4639. " </tr>\n",
  4640. " <tr>\n",
  4641. " <th>Acta Neuropathologica</th>\n",
  4642. " <td>3</td>\n",
  4643. " <td>3</td>\n",
  4644. " <td>3</td>\n",
  4645. " </tr>\n",
  4646. " <tr>\n",
  4647. " <th>Acta Opthalmologica</th>\n",
  4648. " <td>1</td>\n",
  4649. " <td>1</td>\n",
  4650. " <td>1</td>\n",
  4651. " </tr>\n",
  4652. " <tr>\n",
  4653. " <th>Acta Physiol</th>\n",
  4654. " <td>1</td>\n",
  4655. " <td>1</td>\n",
  4656. " <td>1</td>\n",
  4657. " </tr>\n",
  4658. " <tr>\n",
  4659. " <th>Addiction</th>\n",
  4660. " <td>2</td>\n",
  4661. " <td>2</td>\n",
  4662. " <td>2</td>\n",
  4663. " </tr>\n",
  4664. " <tr>\n",
  4665. " <th>Advances in Experimental Medicine and Biology</th>\n",
  4666. " <td>4</td>\n",
  4667. " <td>4</td>\n",
  4668. " <td>4</td>\n",
  4669. " </tr>\n",
  4670. " <tr>\n",
  4671. " <th>Age</th>\n",
  4672. " <td>1</td>\n",
  4673. " <td>1</td>\n",
  4674. " <td>1</td>\n",
  4675. " </tr>\n",
  4676. " <tr>\n",
  4677. " <th>Age and Ageing</th>\n",
  4678. " <td>1</td>\n",
  4679. " <td>1</td>\n",
  4680. " <td>1</td>\n",
  4681. " </tr>\n",
  4682. " <tr>\n",
  4683. " <th>...</th>\n",
  4684. " <td>...</td>\n",
  4685. " <td>...</td>\n",
  4686. " <td>...</td>\n",
  4687. " </tr>\n",
  4688. " <tr>\n",
  4689. " <th>Translational Psychiatry</th>\n",
  4690. " <td>2</td>\n",
  4691. " <td>2</td>\n",
  4692. " <td>2</td>\n",
  4693. " </tr>\n",
  4694. " <tr>\n",
  4695. " <th>Trends in Cognitive Science</th>\n",
  4696. " <td>1</td>\n",
  4697. " <td>1</td>\n",
  4698. " <td>1</td>\n",
  4699. " </tr>\n",
  4700. " <tr>\n",
  4701. " <th>Trends in Genetics</th>\n",
  4702. " <td>2</td>\n",
  4703. " <td>2</td>\n",
  4704. " <td>2</td>\n",
  4705. " </tr>\n",
  4706. " <tr>\n",
  4707. " <th>Trends in Microbiology</th>\n",
  4708. " <td>1</td>\n",
  4709. " <td>1</td>\n",
  4710. " <td>1</td>\n",
  4711. " </tr>\n",
  4712. " <tr>\n",
  4713. " <th>Trends in Molecular Medicine</th>\n",
  4714. " <td>1</td>\n",
  4715. " <td>1</td>\n",
  4716. " <td>1</td>\n",
  4717. " </tr>\n",
  4718. " <tr>\n",
  4719. " <th>Trends in Neuroscience</th>\n",
  4720. " <td>1</td>\n",
  4721. " <td>1</td>\n",
  4722. " <td>1</td>\n",
  4723. " </tr>\n",
  4724. " <tr>\n",
  4725. " <th>Trends in Neurosciences</th>\n",
  4726. " <td>2</td>\n",
  4727. " <td>2</td>\n",
  4728. " <td>2</td>\n",
  4729. " </tr>\n",
  4730. " <tr>\n",
  4731. " <th>Trends in Parasitology</th>\n",
  4732. " <td>4</td>\n",
  4733. " <td>4</td>\n",
  4734. " <td>4</td>\n",
  4735. " </tr>\n",
  4736. " <tr>\n",
  4737. " <th>Trials</th>\n",
  4738. " <td>4</td>\n",
  4739. " <td>4</td>\n",
  4740. " <td>4</td>\n",
  4741. " </tr>\n",
  4742. " <tr>\n",
  4743. " <th>Trials</th>\n",
  4744. " <td>1</td>\n",
  4745. " <td>1</td>\n",
  4746. " <td>1</td>\n",
  4747. " </tr>\n",
  4748. " <tr>\n",
  4749. " <th>Trop Med Int Health</th>\n",
  4750. " <td>1</td>\n",
  4751. " <td>1</td>\n",
  4752. " <td>1</td>\n",
  4753. " </tr>\n",
  4754. " <tr>\n",
  4755. " <th>Tropical Animal Health & Production</th>\n",
  4756. " <td>1</td>\n",
  4757. " <td>1</td>\n",
  4758. " <td>1</td>\n",
  4759. " </tr>\n",
  4760. " <tr>\n",
  4761. " <th>Tropical Medicine and International Health</th>\n",
  4762. " <td>6</td>\n",
  4763. " <td>6</td>\n",
  4764. " <td>6</td>\n",
  4765. " </tr>\n",
  4766. " <tr>\n",
  4767. " <th>Tuberculosis</th>\n",
  4768. " <td>2</td>\n",
  4769. " <td>2</td>\n",
  4770. " <td>2</td>\n",
  4771. " </tr>\n",
  4772. " <tr>\n",
  4773. " <th>Urban History</th>\n",
  4774. " <td>1</td>\n",
  4775. " <td>1</td>\n",
  4776. " <td>1</td>\n",
  4777. " </tr>\n",
  4778. " <tr>\n",
  4779. " <th>Urolithiasis</th>\n",
  4780. " <td>1</td>\n",
  4781. " <td>1</td>\n",
  4782. " <td>1</td>\n",
  4783. " </tr>\n",
  4784. " <tr>\n",
  4785. " <th>Vaccine</th>\n",
  4786. " <td>5</td>\n",
  4787. " <td>5</td>\n",
  4788. " <td>5</td>\n",
  4789. " </tr>\n",
  4790. " <tr>\n",
  4791. " <th>Vascular Pharmacology</th>\n",
  4792. " <td>1</td>\n",
  4793. " <td>1</td>\n",
  4794. " <td>1</td>\n",
  4795. " </tr>\n",
  4796. " <tr>\n",
  4797. " <th>Veterinary Microbiology</th>\n",
  4798. " <td>1</td>\n",
  4799. " <td>1</td>\n",
  4800. " <td>1</td>\n",
  4801. " </tr>\n",
  4802. " <tr>\n",
  4803. " <th>Veterinary Parasitology</th>\n",
  4804. " <td>2</td>\n",
  4805. " <td>2</td>\n",
  4806. " <td>2</td>\n",
  4807. " </tr>\n",
  4808. " <tr>\n",
  4809. " <th>Veterinary Record</th>\n",
  4810. " <td>1</td>\n",
  4811. " <td>1</td>\n",
  4812. " <td>1</td>\n",
  4813. " </tr>\n",
  4814. " <tr>\n",
  4815. " <th>Veterinary Research</th>\n",
  4816. " <td>1</td>\n",
  4817. " <td>1</td>\n",
  4818. " <td>1</td>\n",
  4819. " </tr>\n",
  4820. " <tr>\n",
  4821. " <th>Virology</th>\n",
  4822. " <td>2</td>\n",
  4823. " <td>2</td>\n",
  4824. " <td>2</td>\n",
  4825. " </tr>\n",
  4826. " <tr>\n",
  4827. " <th>Virology Journal</th>\n",
  4828. " <td>1</td>\n",
  4829. " <td>1</td>\n",
  4830. " <td>1</td>\n",
  4831. " </tr>\n",
  4832. " <tr>\n",
  4833. " <th>Virus Research</th>\n",
  4834. " <td>1</td>\n",
  4835. " <td>1</td>\n",
  4836. " <td>1</td>\n",
  4837. " </tr>\n",
  4838. " <tr>\n",
  4839. " <th>Vision Research</th>\n",
  4840. " <td>2</td>\n",
  4841. " <td>2</td>\n",
  4842. " <td>2</td>\n",
  4843. " </tr>\n",
  4844. " <tr>\n",
  4845. " <th>Visual Neuroscience</th>\n",
  4846. " <td>1</td>\n",
  4847. " <td>1</td>\n",
  4848. " <td>1</td>\n",
  4849. " </tr>\n",
  4850. " <tr>\n",
  4851. " <th>Zoonoses and Public Health</th>\n",
  4852. " <td>1</td>\n",
  4853. " <td>1</td>\n",
  4854. " <td>1</td>\n",
  4855. " </tr>\n",
  4856. " <tr>\n",
  4857. " <th>genesis: Journal of Genetics</th>\n",
  4858. " <td>1</td>\n",
  4859. " <td>1</td>\n",
  4860. " <td>1</td>\n",
  4861. " </tr>\n",
  4862. " <tr>\n",
  4863. " <th>mBio</th>\n",
  4864. " <td>1</td>\n",
  4865. " <td>1</td>\n",
  4866. " <td>1</td>\n",
  4867. " </tr>\n",
  4868. " </tbody>\n",
  4869. "</table>\n",
  4870. "<p>984 rows × 3 columns</p>\n",
  4871. "</div>"
  4872. ],
  4873. "text/plain": [
  4874. " Publisher Article title \\\n",
  4875. "Journal title \n",
  4876. "ACS Chemical Biology 5 5 \n",
  4877. "ACS Chemical Neuroscience 1 1 \n",
  4878. "ACS NANO 1 1 \n",
  4879. "ACS Nano 1 1 \n",
  4880. "ACTA F 1 1 \n",
  4881. "AGE 1 1 \n",
  4882. "AIDS 3 3 \n",
  4883. "AIDS Behav 1 1 \n",
  4884. "AIDS Care 2 2 \n",
  4885. "AIDS Journal 1 1 \n",
  4886. "AIDS Research and Therapy 1 1 \n",
  4887. "AIDS UK 2 2 \n",
  4888. "ASN Neuro 1 1 \n",
  4889. "Academy of Nutrition and Dietetics 1 1 \n",
  4890. "Acta Crystallographica Section D, Biological C... 1 1 \n",
  4891. "Acta Crystallographica Section D: Biological Cr... 1 1 \n",
  4892. "Acta Crystallographica Section F: Structural Bi... 2 2 \n",
  4893. "Acta Crystallographica, Section D 1 1 \n",
  4894. "Acta Crystallography D 1 1 \n",
  4895. "Acta D 1 1 \n",
  4896. "Acta Dermato Venereologica 1 1 \n",
  4897. "Acta Diabetologica 1 1 \n",
  4898. "Acta Neuropathol 1 1 \n",
  4899. "Acta Neuropathologica 3 3 \n",
  4900. "Acta Opthalmologica 1 1 \n",
  4901. "Acta Physiol 1 1 \n",
  4902. "Addiction 2 2 \n",
  4903. "Advances in Experimental Medicine and Biology 4 4 \n",
  4904. "Age 1 1 \n",
  4905. "Age and Ageing 1 1 \n",
  4906. "... ... ... \n",
  4907. "Translational Psychiatry 2 2 \n",
  4908. "Trends in Cognitive Science 1 1 \n",
  4909. "Trends in Genetics 2 2 \n",
  4910. "Trends in Microbiology 1 1 \n",
  4911. "Trends in Molecular Medicine 1 1 \n",
  4912. "Trends in Neuroscience 1 1 \n",
  4913. "Trends in Neurosciences 2 2 \n",
  4914. "Trends in Parasitology 4 4 \n",
  4915. "Trials 4 4 \n",
  4916. "Trials 1 1 \n",
  4917. "Trop Med Int Health 1 1 \n",
  4918. "Tropical Animal Health & Production 1 1 \n",
  4919. "Tropical Medicine and International Health 6 6 \n",
  4920. "Tuberculosis 2 2 \n",
  4921. "Urban History 1 1 \n",
  4922. "Urolithiasis 1 1 \n",
  4923. "Vaccine 5 5 \n",
  4924. "Vascular Pharmacology 1 1 \n",
  4925. "Veterinary Microbiology 1 1 \n",
  4926. "Veterinary Parasitology 2 2 \n",
  4927. "Veterinary Record 1 1 \n",
  4928. "Veterinary Research 1 1 \n",
  4929. "Virology 2 2 \n",
  4930. "Virology Journal 1 1 \n",
  4931. "Virus Research 1 1 \n",
  4932. "Vision Research 2 2 \n",
  4933. "Visual Neuroscience 1 1 \n",
  4934. "Zoonoses and Public Health 1 1 \n",
  4935. "genesis: Journal of Genetics 1 1 \n",
  4936. "mBio 1 1 \n",
  4937. "\n",
  4938. " COST (£) charged to Wellcome (inc VAT when charged) \n",
  4939. "Journal title \n",
  4940. "ACS Chemical Biology 5 \n",
  4941. "ACS Chemical Neuroscience 1 \n",
  4942. "ACS NANO 1 \n",
  4943. "ACS Nano 1 \n",
  4944. "ACTA F 1 \n",
  4945. "AGE 1 \n",
  4946. "AIDS 3 \n",
  4947. "AIDS Behav 1 \n",
  4948. "AIDS Care 2 \n",
  4949. "AIDS Journal 1 \n",
  4950. "AIDS Research and Therapy 1 \n",
  4951. "AIDS UK 2 \n",
  4952. "ASN Neuro 1 \n",
  4953. "Academy of Nutrition and Dietetics 1 \n",
  4954. "Acta Crystallographica Section D, Biological C... 1 \n",
  4955. "Acta Crystallographica Section D: Biological Cr... 1 \n",
  4956. "Acta Crystallographica Section F: Structural Bi... 2 \n",
  4957. "Acta Crystallographica, Section D 1 \n",
  4958. "Acta Crystallography D 1 \n",
  4959. "Acta D 1 \n",
  4960. "Acta Dermato Venereologica 1 \n",
  4961. "Acta Diabetologica 1 \n",
  4962. "Acta Neuropathol 1 \n",
  4963. "Acta Neuropathologica 3 \n",
  4964. "Acta Opthalmologica 1 \n",
  4965. "Acta Physiol 1 \n",
  4966. "Addiction 2 \n",
  4967. "Advances in Experimental Medicine and Biology 4 \n",
  4968. "Age 1 \n",
  4969. "Age and Ageing 1 \n",
  4970. "... ... \n",
  4971. "Translational Psychiatry 2 \n",
  4972. "Trends in Cognitive Science 1 \n",
  4973. "Trends in Genetics 2 \n",
  4974. "Trends in Microbiology 1 \n",
  4975. "Trends in Molecular Medicine 1 \n",
  4976. "Trends in Neuroscience 1 \n",
  4977. "Trends in Neurosciences 2 \n",
  4978. "Trends in Parasitology 4 \n",
  4979. "Trials 4 \n",
  4980. "Trials 1 \n",
  4981. "Trop Med Int Health 1 \n",
  4982. "Tropical Animal Health & Production 1 \n",
  4983. "Tropical Medicine and International Health 6 \n",
  4984. "Tuberculosis 2 \n",
  4985. "Urban History 1 \n",
  4986. "Urolithiasis 1 \n",
  4987. "Vaccine 5 \n",
  4988. "Vascular Pharmacology 1 \n",
  4989. "Veterinary Microbiology 1 \n",
  4990. "Veterinary Parasitology 2 \n",
  4991. "Veterinary Record 1 \n",
  4992. "Veterinary Research 1 \n",
  4993. "Virology 2 \n",
  4994. "Virology Journal 1 \n",
  4995. "Virus Research 1 \n",
  4996. "Vision Research 2 \n",
  4997. "Visual Neuroscience 1 \n",
  4998. "Zoonoses and Public Health 1 \n",
  4999. "genesis: Journal of Genetics 1 \n",
  5000. "mBio 1 \n",
  5001. "\n",
  5002. "[984 rows x 3 columns]"
  5003. ]
  5004. },
  5005. "execution_count": 26,
  5006. "metadata": {},
  5007. "output_type": "execute_result"
  5008. }
  5009. ],
  5010. "source": [
  5011. "df.groupby('Journal title').count()"
  5012. ]
  5013. },
  5014. {
  5015. "cell_type": "code",
  5016. "execution_count": 29,
  5017. "metadata": {},
  5018. "outputs": [],
  5019. "source": [
  5020. "df_lower = df['Journal title'].str.lower()"
  5021. ]
  5022. },
  5023. {
  5024. "cell_type": "code",
  5025. "execution_count": 30,
  5026. "metadata": {},
  5027. "outputs": [
  5028. {
  5029. "ename": "KeyError",
  5030. "evalue": "'Journal title'",
  5031. "output_type": "error",
  5032. "traceback": [
  5033. "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
  5034. "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)",
  5035. "\u001b[0;32m<ipython-input-30-8c4676e5bf2d>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mdf_lower\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgroupby\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Journal title'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcount\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
  5036. "\u001b[0;32m/Library/Frameworks/Python.framework/Versions/3.5/lib/python3.5/site-packages/pandas/core/generic.py\u001b[0m in \u001b[0;36mgroupby\u001b[0;34m(self, by, axis, level, as_index, sort, group_keys, squeeze, **kwargs)\u001b[0m\n\u001b[1;32m 5160\u001b[0m return groupby(self, by=by, axis=axis, level=level, as_index=as_index,\n\u001b[1;32m 5161\u001b[0m \u001b[0msort\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0msort\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mgroup_keys\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mgroup_keys\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msqueeze\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0msqueeze\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 5162\u001b[0;31m **kwargs)\n\u001b[0m\u001b[1;32m 5163\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5164\u001b[0m def asfreq(self, freq, method=None, how=None, normalize=False,\n",
  5037. "\u001b[0;32m/Library/Frameworks/Python.framework/Versions/3.5/lib/python3.5/site-packages/pandas/core/groupby.py\u001b[0m in \u001b[0;36mgroupby\u001b[0;34m(obj, by, **kwds)\u001b[0m\n\u001b[1;32m 1757\u001b[0m \u001b[0;32mraise\u001b[0m \u001b[0mTypeError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'invalid type: %s'\u001b[0m \u001b[0;34m%\u001b[0m \u001b[0mtype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mobj\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1758\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1759\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mklass\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mobj\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mby\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1760\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1761\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
  5038. "\u001b[0;32m/Library/Frameworks/Python.framework/Versions/3.5/lib/python3.5/site-packages/pandas/core/groupby.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, obj, keys, axis, level, grouper, exclusions, selection, as_index, sort, group_keys, squeeze, **kwargs)\u001b[0m\n\u001b[1;32m 390\u001b[0m \u001b[0mlevel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mlevel\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 391\u001b[0m \u001b[0msort\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0msort\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 392\u001b[0;31m mutated=self.mutated)\n\u001b[0m\u001b[1;32m 393\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 394\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mobj\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mobj\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
  5039. "\u001b[0;32m/Library/Frameworks/Python.framework/Versions/3.5/lib/python3.5/site-packages/pandas/core/groupby.py\u001b[0m in \u001b[0;36m_get_grouper\u001b[0;34m(obj, key, axis, level, sort, mutated, validate)\u001b[0m\n\u001b[1;32m 2840\u001b[0m \u001b[0min_axis\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlevel\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mgpr\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mFalse\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mgpr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2841\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2842\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mgpr\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2843\u001b[0m \u001b[0;32melif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mgpr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mGrouper\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mgpr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mkey\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2844\u001b[0m \u001b[0;31m# Add key to exclusions\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
  5040. "\u001b[0;31mKeyError\u001b[0m: 'Journal title'"
  5041. ]
  5042. }
  5043. ],
  5044. "source": [
  5045. "df_lower.groupby('Journal title').count()"
  5046. ]
  5047. },
  5048. {
  5049. "cell_type": "code",
  5050. "execution_count": 31,
  5051. "metadata": {},
  5052. "outputs": [
  5053. {
  5054. "name": "stdout",
  5055. "output_type": "stream",
  5056. "text": [
  5057. "0 True\n",
  5058. "1 True\n",
  5059. "2 False\n",
  5060. "3 True\n",
  5061. "4 False\n",
  5062. "dtype: bool\n"
  5063. ]
  5064. }
  5065. ],
  5066. "source": [
  5067. "# Dirty list\n",
  5068. "money = pd.Series([400, 111, '$20', 57, 'Lots'])\n",
  5069. "\n",
  5070. "# Here's a lambda function that mirrors the is_a_digit function above.\n",
  5071. "# Read this print statement carefully and compare to the previous one.\n",
  5072. "print(money.apply(lambda x: str(x).isdigit()))"
  5073. ]
  5074. },
  5075. {
  5076. "cell_type": "code",
  5077. "execution_count": 32,
  5078. "metadata": {},
  5079. "outputs": [
  5080. {
  5081. "name": "stdout",
  5082. "output_type": "stream",
  5083. "text": [
  5084. "\n",
  5085. "Applying filter() to each value in the series:\n",
  5086. "0 400\n",
  5087. "1 111\n",
  5088. "2 20\n",
  5089. "3 57\n",
  5090. "4 \n",
  5091. "dtype: object\n"
  5092. ]
  5093. }
  5094. ],
  5095. "source": [
  5096. "print('\\nApplying filter() to each value in the series:')\n",
  5097. "print(money.apply(lambda x: ''.join(list(filter(str.isdigit, str(x))))))"
  5098. ]
  5099. },
  5100. {
  5101. "cell_type": "code",
  5102. "execution_count": 33,
  5103. "metadata": {},
  5104. "outputs": [
  5105. {
  5106. "data": {
  5107. "text/html": [
  5108. "<div>\n",
  5109. "<style scoped>\n",
  5110. " .dataframe tbody tr th:only-of-type {\n",
  5111. " vertical-align: middle;\n",
  5112. " }\n",
  5113. "\n",
  5114. " .dataframe tbody tr th {\n",
  5115. " vertical-align: top;\n",
  5116. " }\n",
  5117. "\n",
  5118. " .dataframe thead th {\n",
  5119. " text-align: right;\n",
  5120. " }\n",
  5121. "</style>\n",
  5122. "<table border=\"1\" class=\"dataframe\">\n",
  5123. " <thead>\n",
  5124. " <tr style=\"text-align: right;\">\n",
  5125. " <th></th>\n",
  5126. " <th>Publisher</th>\n",
  5127. " <th>Article title</th>\n",
  5128. " <th>COST (£) charged to Wellcome (inc VAT when charged)</th>\n",
  5129. " </tr>\n",
  5130. " <tr>\n",
  5131. " <th>Journal title</th>\n",
  5132. " <th></th>\n",
  5133. " <th></th>\n",
  5134. " <th></th>\n",
  5135. " </tr>\n",
  5136. " </thead>\n",
  5137. " <tbody>\n",
  5138. " <tr>\n",
  5139. " <th>ACS Chemical Biology</th>\n",
  5140. " <td>5</td>\n",
  5141. " <td>5</td>\n",
  5142. " <td>5</td>\n",
  5143. " </tr>\n",
  5144. " <tr>\n",
  5145. " <th>ACS Chemical Neuroscience</th>\n",
  5146. " <td>1</td>\n",
  5147. " <td>1</td>\n",
  5148. " <td>1</td>\n",
  5149. " </tr>\n",
  5150. " <tr>\n",
  5151. " <th>ACS NANO</th>\n",
  5152. " <td>1</td>\n",
  5153. " <td>1</td>\n",
  5154. " <td>1</td>\n",
  5155. " </tr>\n",
  5156. " <tr>\n",
  5157. " <th>ACS Nano</th>\n",
  5158. " <td>1</td>\n",
  5159. " <td>1</td>\n",
  5160. " <td>1</td>\n",
  5161. " </tr>\n",
  5162. " <tr>\n",
  5163. " <th>ACTA F</th>\n",
  5164. " <td>1</td>\n",
  5165. " <td>1</td>\n",
  5166. " <td>1</td>\n",
  5167. " </tr>\n",
  5168. " <tr>\n",
  5169. " <th>AGE</th>\n",
  5170. " <td>1</td>\n",
  5171. " <td>1</td>\n",
  5172. " <td>1</td>\n",
  5173. " </tr>\n",
  5174. " <tr>\n",
  5175. " <th>AIDS</th>\n",
  5176. " <td>3</td>\n",
  5177. " <td>3</td>\n",
  5178. " <td>3</td>\n",
  5179. " </tr>\n",
  5180. " <tr>\n",
  5181. " <th>AIDS Behav</th>\n",
  5182. " <td>1</td>\n",
  5183. " <td>1</td>\n",
  5184. " <td>1</td>\n",
  5185. " </tr>\n",
  5186. " <tr>\n",
  5187. " <th>AIDS Care</th>\n",
  5188. " <td>2</td>\n",
  5189. " <td>2</td>\n",
  5190. " <td>2</td>\n",
  5191. " </tr>\n",
  5192. " <tr>\n",
  5193. " <th>AIDS Journal</th>\n",
  5194. " <td>1</td>\n",
  5195. " <td>1</td>\n",
  5196. " <td>1</td>\n",
  5197. " </tr>\n",
  5198. " <tr>\n",
  5199. " <th>AIDS Research and Therapy</th>\n",
  5200. " <td>1</td>\n",
  5201. " <td>1</td>\n",
  5202. " <td>1</td>\n",
  5203. " </tr>\n",
  5204. " <tr>\n",
  5205. " <th>AIDS UK</th>\n",
  5206. " <td>2</td>\n",
  5207. " <td>2</td>\n",
  5208. " <td>2</td>\n",
  5209. " </tr>\n",
  5210. " <tr>\n",
  5211. " <th>ASN Neuro</th>\n",
  5212. " <td>1</td>\n",
  5213. " <td>1</td>\n",
  5214. " <td>1</td>\n",
  5215. " </tr>\n",
  5216. " <tr>\n",
  5217. " <th>Academy of Nutrition and Dietetics</th>\n",
  5218. " <td>1</td>\n",
  5219. " <td>1</td>\n",
  5220. " <td>1</td>\n",
  5221. " </tr>\n",
  5222. " <tr>\n",
  5223. " <th>Acta Crystallographica Section D, Biological Crystallography</th>\n",
  5224. " <td>1</td>\n",
  5225. " <td>1</td>\n",
  5226. " <td>1</td>\n",
  5227. " </tr>\n",
  5228. " <tr>\n",
  5229. " <th>Acta Crystallographica Section D: Biological Crystallography</th>\n",
  5230. " <td>1</td>\n",
  5231. " <td>1</td>\n",
  5232. " <td>1</td>\n",
  5233. " </tr>\n",
  5234. " <tr>\n",
  5235. " <th>Acta Crystallographica Section F: Structural Biology and Crystallization Communications</th>\n",
  5236. " <td>2</td>\n",
  5237. " <td>2</td>\n",
  5238. " <td>2</td>\n",
  5239. " </tr>\n",
  5240. " <tr>\n",
  5241. " <th>Acta Crystallographica, Section D</th>\n",
  5242. " <td>1</td>\n",
  5243. " <td>1</td>\n",
  5244. " <td>1</td>\n",
  5245. " </tr>\n",
  5246. " <tr>\n",
  5247. " <th>Acta Crystallography D</th>\n",
  5248. " <td>1</td>\n",
  5249. " <td>1</td>\n",
  5250. " <td>1</td>\n",
  5251. " </tr>\n",
  5252. " <tr>\n",
  5253. " <th>Acta D</th>\n",
  5254. " <td>1</td>\n",
  5255. " <td>1</td>\n",
  5256. " <td>1</td>\n",
  5257. " </tr>\n",
  5258. " <tr>\n",
  5259. " <th>Acta Dermato Venereologica</th>\n",
  5260. " <td>1</td>\n",
  5261. " <td>1</td>\n",
  5262. " <td>1</td>\n",
  5263. " </tr>\n",
  5264. " <tr>\n",
  5265. " <th>Acta Diabetologica</th>\n",
  5266. " <td>1</td>\n",
  5267. " <td>1</td>\n",
  5268. " <td>1</td>\n",
  5269. " </tr>\n",
  5270. " <tr>\n",
  5271. " <th>Acta Neuropathol</th>\n",
  5272. " <td>1</td>\n",
  5273. " <td>1</td>\n",
  5274. " <td>1</td>\n",
  5275. " </tr>\n",
  5276. " <tr>\n",
  5277. " <th>Acta Neuropathologica</th>\n",
  5278. " <td>3</td>\n",
  5279. " <td>3</td>\n",
  5280. " <td>3</td>\n",
  5281. " </tr>\n",
  5282. " <tr>\n",
  5283. " <th>Acta Opthalmologica</th>\n",
  5284. " <td>1</td>\n",
  5285. " <td>1</td>\n",
  5286. " <td>1</td>\n",
  5287. " </tr>\n",
  5288. " <tr>\n",
  5289. " <th>Acta Physiol</th>\n",
  5290. " <td>1</td>\n",
  5291. " <td>1</td>\n",
  5292. " <td>1</td>\n",
  5293. " </tr>\n",
  5294. " <tr>\n",
  5295. " <th>Addiction</th>\n",
  5296. " <td>2</td>\n",
  5297. " <td>2</td>\n",
  5298. " <td>2</td>\n",
  5299. " </tr>\n",
  5300. " <tr>\n",
  5301. " <th>Advances in Experimental Medicine and Biology</th>\n",
  5302. " <td>4</td>\n",
  5303. " <td>4</td>\n",
  5304. " <td>4</td>\n",
  5305. " </tr>\n",
  5306. " <tr>\n",
  5307. " <th>Age</th>\n",
  5308. " <td>1</td>\n",
  5309. " <td>1</td>\n",
  5310. " <td>1</td>\n",
  5311. " </tr>\n",
  5312. " <tr>\n",
  5313. " <th>Age and Ageing</th>\n",
  5314. " <td>1</td>\n",
  5315. " <td>1</td>\n",
  5316. " <td>1</td>\n",
  5317. " </tr>\n",
  5318. " <tr>\n",
  5319. " <th>...</th>\n",
  5320. " <td>...</td>\n",
  5321. " <td>...</td>\n",
  5322. " <td>...</td>\n",
  5323. " </tr>\n",
  5324. " <tr>\n",
  5325. " <th>Translational Psychiatry</th>\n",
  5326. " <td>2</td>\n",
  5327. " <td>2</td>\n",
  5328. " <td>2</td>\n",
  5329. " </tr>\n",
  5330. " <tr>\n",
  5331. " <th>Trends in Cognitive Science</th>\n",
  5332. " <td>1</td>\n",
  5333. " <td>1</td>\n",
  5334. " <td>1</td>\n",
  5335. " </tr>\n",
  5336. " <tr>\n",
  5337. " <th>Trends in Genetics</th>\n",
  5338. " <td>2</td>\n",
  5339. " <td>2</td>\n",
  5340. " <td>2</td>\n",
  5341. " </tr>\n",
  5342. " <tr>\n",
  5343. " <th>Trends in Microbiology</th>\n",
  5344. " <td>1</td>\n",
  5345. " <td>1</td>\n",
  5346. " <td>1</td>\n",
  5347. " </tr>\n",
  5348. " <tr>\n",
  5349. " <th>Trends in Molecular Medicine</th>\n",
  5350. " <td>1</td>\n",
  5351. " <td>1</td>\n",
  5352. " <td>1</td>\n",
  5353. " </tr>\n",
  5354. " <tr>\n",
  5355. " <th>Trends in Neuroscience</th>\n",
  5356. " <td>1</td>\n",
  5357. " <td>1</td>\n",
  5358. " <td>1</td>\n",
  5359. " </tr>\n",
  5360. " <tr>\n",
  5361. " <th>Trends in Neurosciences</th>\n",
  5362. " <td>2</td>\n",
  5363. " <td>2</td>\n",
  5364. " <td>2</td>\n",
  5365. " </tr>\n",
  5366. " <tr>\n",
  5367. " <th>Trends in Parasitology</th>\n",
  5368. " <td>4</td>\n",
  5369. " <td>4</td>\n",
  5370. " <td>4</td>\n",
  5371. " </tr>\n",
  5372. " <tr>\n",
  5373. " <th>Trials</th>\n",
  5374. " <td>4</td>\n",
  5375. " <td>4</td>\n",
  5376. " <td>4</td>\n",
  5377. " </tr>\n",
  5378. " <tr>\n",
  5379. " <th>Trials</th>\n",
  5380. " <td>1</td>\n",
  5381. " <td>1</td>\n",
  5382. " <td>1</td>\n",
  5383. " </tr>\n",
  5384. " <tr>\n",
  5385. " <th>Trop Med Int Health</th>\n",
  5386. " <td>1</td>\n",
  5387. " <td>1</td>\n",
  5388. " <td>1</td>\n",
  5389. " </tr>\n",
  5390. " <tr>\n",
  5391. " <th>Tropical Animal Health & Production</th>\n",
  5392. " <td>1</td>\n",
  5393. " <td>1</td>\n",
  5394. " <td>1</td>\n",
  5395. " </tr>\n",
  5396. " <tr>\n",
  5397. " <th>Tropical Medicine and International Health</th>\n",
  5398. " <td>6</td>\n",
  5399. " <td>6</td>\n",
  5400. " <td>6</td>\n",
  5401. " </tr>\n",
  5402. " <tr>\n",
  5403. " <th>Tuberculosis</th>\n",
  5404. " <td>2</td>\n",
  5405. " <td>2</td>\n",
  5406. " <td>2</td>\n",
  5407. " </tr>\n",
  5408. " <tr>\n",
  5409. " <th>Urban History</th>\n",
  5410. " <td>1</td>\n",
  5411. " <td>1</td>\n",
  5412. " <td>1</td>\n",
  5413. " </tr>\n",
  5414. " <tr>\n",
  5415. " <th>Urolithiasis</th>\n",
  5416. " <td>1</td>\n",
  5417. " <td>1</td>\n",
  5418. " <td>1</td>\n",
  5419. " </tr>\n",
  5420. " <tr>\n",
  5421. " <th>Vaccine</th>\n",
  5422. " <td>5</td>\n",
  5423. " <td>5</td>\n",
  5424. " <td>5</td>\n",
  5425. " </tr>\n",
  5426. " <tr>\n",
  5427. " <th>Vascular Pharmacology</th>\n",
  5428. " <td>1</td>\n",
  5429. " <td>1</td>\n",
  5430. " <td>1</td>\n",
  5431. " </tr>\n",
  5432. " <tr>\n",
  5433. " <th>Veterinary Microbiology</th>\n",
  5434. " <td>1</td>\n",
  5435. " <td>1</td>\n",
  5436. " <td>1</td>\n",
  5437. " </tr>\n",
  5438. " <tr>\n",
  5439. " <th>Veterinary Parasitology</th>\n",
  5440. " <td>2</td>\n",
  5441. " <td>2</td>\n",
  5442. " <td>2</td>\n",
  5443. " </tr>\n",
  5444. " <tr>\n",
  5445. " <th>Veterinary Record</th>\n",
  5446. " <td>1</td>\n",
  5447. " <td>1</td>\n",
  5448. " <td>1</td>\n",
  5449. " </tr>\n",
  5450. " <tr>\n",
  5451. " <th>Veterinary Research</th>\n",
  5452. " <td>1</td>\n",
  5453. " <td>1</td>\n",
  5454. " <td>1</td>\n",
  5455. " </tr>\n",
  5456. " <tr>\n",
  5457. " <th>Virology</th>\n",
  5458. " <td>2</td>\n",
  5459. " <td>2</td>\n",
  5460. " <td>2</td>\n",
  5461. " </tr>\n",
  5462. " <tr>\n",
  5463. " <th>Virology Journal</th>\n",
  5464. " <td>1</td>\n",
  5465. " <td>1</td>\n",
  5466. " <td>1</td>\n",
  5467. " </tr>\n",
  5468. " <tr>\n",
  5469. " <th>Virus Research</th>\n",
  5470. " <td>1</td>\n",
  5471. " <td>1</td>\n",
  5472. " <td>1</td>\n",
  5473. " </tr>\n",
  5474. " <tr>\n",
  5475. " <th>Vision Research</th>\n",
  5476. " <td>2</td>\n",
  5477. " <td>2</td>\n",
  5478. " <td>2</td>\n",
  5479. " </tr>\n",
  5480. " <tr>\n",
  5481. " <th>Visual Neuroscience</th>\n",
  5482. " <td>1</td>\n",
  5483. " <td>1</td>\n",
  5484. " <td>1</td>\n",
  5485. " </tr>\n",
  5486. " <tr>\n",
  5487. " <th>Zoonoses and Public Health</th>\n",
  5488. " <td>1</td>\n",
  5489. " <td>1</td>\n",
  5490. " <td>1</td>\n",
  5491. " </tr>\n",
  5492. " <tr>\n",
  5493. " <th>genesis: Journal of Genetics</th>\n",
  5494. " <td>1</td>\n",
  5495. " <td>1</td>\n",
  5496. " <td>1</td>\n",
  5497. " </tr>\n",
  5498. " <tr>\n",
  5499. " <th>mBio</th>\n",
  5500. " <td>1</td>\n",
  5501. " <td>1</td>\n",
  5502. " <td>1</td>\n",
  5503. " </tr>\n",
  5504. " </tbody>\n",
  5505. "</table>\n",
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  5510. " Publisher Article title \\\n",
  5511. "Journal title \n",
  5512. "ACS Chemical Biology 5 5 \n",
  5513. "ACS Chemical Neuroscience 1 1 \n",
  5514. "ACS NANO 1 1 \n",
  5515. "ACS Nano 1 1 \n",
  5516. "ACTA F 1 1 \n",
  5517. "AGE 1 1 \n",
  5518. "AIDS 3 3 \n",
  5519. "AIDS Behav 1 1 \n",
  5520. "AIDS Care 2 2 \n",
  5521. "AIDS Journal 1 1 \n",
  5522. "AIDS Research and Therapy 1 1 \n",
  5523. "AIDS UK 2 2 \n",
  5524. "ASN Neuro 1 1 \n",
  5525. "Academy of Nutrition and Dietetics 1 1 \n",
  5526. "Acta Crystallographica Section D, Biological C... 1 1 \n",
  5527. "Acta Crystallographica Section D: Biological Cr... 1 1 \n",
  5528. "Acta Crystallographica Section F: Structural Bi... 2 2 \n",
  5529. "Acta Crystallographica, Section D 1 1 \n",
  5530. "Acta Crystallography D 1 1 \n",
  5531. "Acta D 1 1 \n",
  5532. "Acta Dermato Venereologica 1 1 \n",
  5533. "Acta Diabetologica 1 1 \n",
  5534. "Acta Neuropathol 1 1 \n",
  5535. "Acta Neuropathologica 3 3 \n",
  5536. "Acta Opthalmologica 1 1 \n",
  5537. "Acta Physiol 1 1 \n",
  5538. "Addiction 2 2 \n",
  5539. "Advances in Experimental Medicine and Biology 4 4 \n",
  5540. "Age 1 1 \n",
  5541. "Age and Ageing 1 1 \n",
  5542. "... ... ... \n",
  5543. "Translational Psychiatry 2 2 \n",
  5544. "Trends in Cognitive Science 1 1 \n",
  5545. "Trends in Genetics 2 2 \n",
  5546. "Trends in Microbiology 1 1 \n",
  5547. "Trends in Molecular Medicine 1 1 \n",
  5548. "Trends in Neuroscience 1 1 \n",
  5549. "Trends in Neurosciences 2 2 \n",
  5550. "Trends in Parasitology 4 4 \n",
  5551. "Trials 4 4 \n",
  5552. "Trials 1 1 \n",
  5553. "Trop Med Int Health 1 1 \n",
  5554. "Tropical Animal Health & Production 1 1 \n",
  5555. "Tropical Medicine and International Health 6 6 \n",
  5556. "Tuberculosis 2 2 \n",
  5557. "Urban History 1 1 \n",
  5558. "Urolithiasis 1 1 \n",
  5559. "Vaccine 5 5 \n",
  5560. "Vascular Pharmacology 1 1 \n",
  5561. "Veterinary Microbiology 1 1 \n",
  5562. "Veterinary Parasitology 2 2 \n",
  5563. "Veterinary Record 1 1 \n",
  5564. "Veterinary Research 1 1 \n",
  5565. "Virology 2 2 \n",
  5566. "Virology Journal 1 1 \n",
  5567. "Virus Research 1 1 \n",
  5568. "Vision Research 2 2 \n",
  5569. "Visual Neuroscience 1 1 \n",
  5570. "Zoonoses and Public Health 1 1 \n",
  5571. "genesis: Journal of Genetics 1 1 \n",
  5572. "mBio 1 1 \n",
  5573. "\n",
  5574. " COST (£) charged to Wellcome (inc VAT when charged) \n",
  5575. "Journal title \n",
  5576. "ACS Chemical Biology 5 \n",
  5577. "ACS Chemical Neuroscience 1 \n",
  5578. "ACS NANO 1 \n",
  5579. "ACS Nano 1 \n",
  5580. "ACTA F 1 \n",
  5581. "AGE 1 \n",
  5582. "AIDS 3 \n",
  5583. "AIDS Behav 1 \n",
  5584. "AIDS Care 2 \n",
  5585. "AIDS Journal 1 \n",
  5586. "AIDS Research and Therapy 1 \n",
  5587. "AIDS UK 2 \n",
  5588. "ASN Neuro 1 \n",
  5589. "Academy of Nutrition and Dietetics 1 \n",
  5590. "Acta Crystallographica Section D, Biological C... 1 \n",
  5591. "Acta Crystallographica Section D: Biological Cr... 1 \n",
  5592. "Acta Crystallographica Section F: Structural Bi... 2 \n",
  5593. "Acta Crystallographica, Section D 1 \n",
  5594. "Acta Crystallography D 1 \n",
  5595. "Acta D 1 \n",
  5596. "Acta Dermato Venereologica 1 \n",
  5597. "Acta Diabetologica 1 \n",
  5598. "Acta Neuropathol 1 \n",
  5599. "Acta Neuropathologica 3 \n",
  5600. "Acta Opthalmologica 1 \n",
  5601. "Acta Physiol 1 \n",
  5602. "Addiction 2 \n",
  5603. "Advances in Experimental Medicine and Biology 4 \n",
  5604. "Age 1 \n",
  5605. "Age and Ageing 1 \n",
  5606. "... ... \n",
  5607. "Translational Psychiatry 2 \n",
  5608. "Trends in Cognitive Science 1 \n",
  5609. "Trends in Genetics 2 \n",
  5610. "Trends in Microbiology 1 \n",
  5611. "Trends in Molecular Medicine 1 \n",
  5612. "Trends in Neuroscience 1 \n",
  5613. "Trends in Neurosciences 2 \n",
  5614. "Trends in Parasitology 4 \n",
  5615. "Trials 4 \n",
  5616. "Trials 1 \n",
  5617. "Trop Med Int Health 1 \n",
  5618. "Tropical Animal Health & Production 1 \n",
  5619. "Tropical Medicine and International Health 6 \n",
  5620. "Tuberculosis 2 \n",
  5621. "Urban History 1 \n",
  5622. "Urolithiasis 1 \n",
  5623. "Vaccine 5 \n",
  5624. "Vascular Pharmacology 1 \n",
  5625. "Veterinary Microbiology 1 \n",
  5626. "Veterinary Parasitology 2 \n",
  5627. "Veterinary Record 1 \n",
  5628. "Veterinary Research 1 \n",
  5629. "Virology 2 \n",
  5630. "Virology Journal 1 \n",
  5631. "Virus Research 1 \n",
  5632. "Vision Research 2 \n",
  5633. "Visual Neuroscience 1 \n",
  5634. "Zoonoses and Public Health 1 \n",
  5635. "genesis: Journal of Genetics 1 \n",
  5636. "mBio 1 \n",
  5637. "\n",
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  5709. " <th>ACS Chemical Biology</th>\n",
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  5711. " <td>5</td>\n",
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  5717. " <td>1</td>\n",
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  5729. " <td>1</td>\n",
  5730. " <td>1</td>\n",
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  5734. " <td>1</td>\n",
  5735. " <td>1</td>\n",
  5736. " <td>1</td>\n",
  5737. " </tr>\n",
  5738. " <tr>\n",
  5739. " <th>AGE</th>\n",
  5740. " <td>1</td>\n",
  5741. " <td>1</td>\n",
  5742. " <td>1</td>\n",
  5743. " </tr>\n",
  5744. " <tr>\n",
  5745. " <th>AIDS</th>\n",
  5746. " <td>3</td>\n",
  5747. " <td>3</td>\n",
  5748. " <td>3</td>\n",
  5749. " </tr>\n",
  5750. " <tr>\n",
  5751. " <th>AIDS Behav</th>\n",
  5752. " <td>1</td>\n",
  5753. " <td>1</td>\n",
  5754. " <td>1</td>\n",
  5755. " </tr>\n",
  5756. " <tr>\n",
  5757. " <th>AIDS Care</th>\n",
  5758. " <td>2</td>\n",
  5759. " <td>2</td>\n",
  5760. " <td>2</td>\n",
  5761. " </tr>\n",
  5762. " <tr>\n",
  5763. " <th>AIDS Journal</th>\n",
  5764. " <td>1</td>\n",
  5765. " <td>1</td>\n",
  5766. " <td>1</td>\n",
  5767. " </tr>\n",
  5768. " <tr>\n",
  5769. " <th>AIDS Research and Therapy</th>\n",
  5770. " <td>1</td>\n",
  5771. " <td>1</td>\n",
  5772. " <td>1</td>\n",
  5773. " </tr>\n",
  5774. " <tr>\n",
  5775. " <th>AIDS UK</th>\n",
  5776. " <td>2</td>\n",
  5777. " <td>2</td>\n",
  5778. " <td>2</td>\n",
  5779. " </tr>\n",
  5780. " <tr>\n",
  5781. " <th>ASN Neuro</th>\n",
  5782. " <td>1</td>\n",
  5783. " <td>1</td>\n",
  5784. " <td>1</td>\n",
  5785. " </tr>\n",
  5786. " <tr>\n",
  5787. " <th>Academy of Nutrition and Dietetics</th>\n",
  5788. " <td>1</td>\n",
  5789. " <td>1</td>\n",
  5790. " <td>1</td>\n",
  5791. " </tr>\n",
  5792. " <tr>\n",
  5793. " <th>Acta Crystallographica Section D, Biological Crystallography</th>\n",
  5794. " <td>1</td>\n",
  5795. " <td>1</td>\n",
  5796. " <td>1</td>\n",
  5797. " </tr>\n",
  5798. " <tr>\n",
  5799. " <th>Acta Crystallographica Section D: Biological Crystallography</th>\n",
  5800. " <td>1</td>\n",
  5801. " <td>1</td>\n",
  5802. " <td>1</td>\n",
  5803. " </tr>\n",
  5804. " <tr>\n",
  5805. " <th>Acta Crystallographica Section F: Structural Biology and Crystallization Communications</th>\n",
  5806. " <td>2</td>\n",
  5807. " <td>2</td>\n",
  5808. " <td>2</td>\n",
  5809. " </tr>\n",
  5810. " <tr>\n",
  5811. " <th>Acta Crystallographica, Section D</th>\n",
  5812. " <td>1</td>\n",
  5813. " <td>1</td>\n",
  5814. " <td>1</td>\n",
  5815. " </tr>\n",
  5816. " <tr>\n",
  5817. " <th>Acta Crystallography D</th>\n",
  5818. " <td>1</td>\n",
  5819. " <td>1</td>\n",
  5820. " <td>1</td>\n",
  5821. " </tr>\n",
  5822. " <tr>\n",
  5823. " <th>Acta D</th>\n",
  5824. " <td>1</td>\n",
  5825. " <td>1</td>\n",
  5826. " <td>1</td>\n",
  5827. " </tr>\n",
  5828. " <tr>\n",
  5829. " <th>Acta Dermato Venereologica</th>\n",
  5830. " <td>1</td>\n",
  5831. " <td>1</td>\n",
  5832. " <td>1</td>\n",
  5833. " </tr>\n",
  5834. " <tr>\n",
  5835. " <th>Acta Diabetologica</th>\n",
  5836. " <td>1</td>\n",
  5837. " <td>1</td>\n",
  5838. " <td>1</td>\n",
  5839. " </tr>\n",
  5840. " <tr>\n",
  5841. " <th>Acta Neuropathol</th>\n",
  5842. " <td>1</td>\n",
  5843. " <td>1</td>\n",
  5844. " <td>1</td>\n",
  5845. " </tr>\n",
  5846. " <tr>\n",
  5847. " <th>Acta Neuropathologica</th>\n",
  5848. " <td>3</td>\n",
  5849. " <td>3</td>\n",
  5850. " <td>3</td>\n",
  5851. " </tr>\n",
  5852. " <tr>\n",
  5853. " <th>Acta Opthalmologica</th>\n",
  5854. " <td>1</td>\n",
  5855. " <td>1</td>\n",
  5856. " <td>1</td>\n",
  5857. " </tr>\n",
  5858. " <tr>\n",
  5859. " <th>Acta Physiol</th>\n",
  5860. " <td>1</td>\n",
  5861. " <td>1</td>\n",
  5862. " <td>1</td>\n",
  5863. " </tr>\n",
  5864. " <tr>\n",
  5865. " <th>Addiction</th>\n",
  5866. " <td>2</td>\n",
  5867. " <td>2</td>\n",
  5868. " <td>2</td>\n",
  5869. " </tr>\n",
  5870. " <tr>\n",
  5871. " <th>Advances in Experimental Medicine and Biology</th>\n",
  5872. " <td>4</td>\n",
  5873. " <td>4</td>\n",
  5874. " <td>4</td>\n",
  5875. " </tr>\n",
  5876. " <tr>\n",
  5877. " <th>Age</th>\n",
  5878. " <td>1</td>\n",
  5879. " <td>1</td>\n",
  5880. " <td>1</td>\n",
  5881. " </tr>\n",
  5882. " <tr>\n",
  5883. " <th>Age and Ageing</th>\n",
  5884. " <td>1</td>\n",
  5885. " <td>1</td>\n",
  5886. " <td>1</td>\n",
  5887. " </tr>\n",
  5888. " <tr>\n",
  5889. " <th>...</th>\n",
  5890. " <td>...</td>\n",
  5891. " <td>...</td>\n",
  5892. " <td>...</td>\n",
  5893. " </tr>\n",
  5894. " <tr>\n",
  5895. " <th>Translational Psychiatry</th>\n",
  5896. " <td>2</td>\n",
  5897. " <td>2</td>\n",
  5898. " <td>2</td>\n",
  5899. " </tr>\n",
  5900. " <tr>\n",
  5901. " <th>Trends in Cognitive Science</th>\n",
  5902. " <td>1</td>\n",
  5903. " <td>1</td>\n",
  5904. " <td>1</td>\n",
  5905. " </tr>\n",
  5906. " <tr>\n",
  5907. " <th>Trends in Genetics</th>\n",
  5908. " <td>2</td>\n",
  5909. " <td>2</td>\n",
  5910. " <td>2</td>\n",
  5911. " </tr>\n",
  5912. " <tr>\n",
  5913. " <th>Trends in Microbiology</th>\n",
  5914. " <td>1</td>\n",
  5915. " <td>1</td>\n",
  5916. " <td>1</td>\n",
  5917. " </tr>\n",
  5918. " <tr>\n",
  5919. " <th>Trends in Molecular Medicine</th>\n",
  5920. " <td>1</td>\n",
  5921. " <td>1</td>\n",
  5922. " <td>1</td>\n",
  5923. " </tr>\n",
  5924. " <tr>\n",
  5925. " <th>Trends in Neuroscience</th>\n",
  5926. " <td>1</td>\n",
  5927. " <td>1</td>\n",
  5928. " <td>1</td>\n",
  5929. " </tr>\n",
  5930. " <tr>\n",
  5931. " <th>Trends in Neurosciences</th>\n",
  5932. " <td>2</td>\n",
  5933. " <td>2</td>\n",
  5934. " <td>2</td>\n",
  5935. " </tr>\n",
  5936. " <tr>\n",
  5937. " <th>Trends in Parasitology</th>\n",
  5938. " <td>4</td>\n",
  5939. " <td>4</td>\n",
  5940. " <td>4</td>\n",
  5941. " </tr>\n",
  5942. " <tr>\n",
  5943. " <th>Trials</th>\n",
  5944. " <td>4</td>\n",
  5945. " <td>4</td>\n",
  5946. " <td>4</td>\n",
  5947. " </tr>\n",
  5948. " <tr>\n",
  5949. " <th>Trials</th>\n",
  5950. " <td>1</td>\n",
  5951. " <td>1</td>\n",
  5952. " <td>1</td>\n",
  5953. " </tr>\n",
  5954. " <tr>\n",
  5955. " <th>Trop Med Int Health</th>\n",
  5956. " <td>1</td>\n",
  5957. " <td>1</td>\n",
  5958. " <td>1</td>\n",
  5959. " </tr>\n",
  5960. " <tr>\n",
  5961. " <th>Tropical Animal Health & Production</th>\n",
  5962. " <td>1</td>\n",
  5963. " <td>1</td>\n",
  5964. " <td>1</td>\n",
  5965. " </tr>\n",
  5966. " <tr>\n",
  5967. " <th>Tropical Medicine and International Health</th>\n",
  5968. " <td>6</td>\n",
  5969. " <td>6</td>\n",
  5970. " <td>6</td>\n",
  5971. " </tr>\n",
  5972. " <tr>\n",
  5973. " <th>Tuberculosis</th>\n",
  5974. " <td>2</td>\n",
  5975. " <td>2</td>\n",
  5976. " <td>2</td>\n",
  5977. " </tr>\n",
  5978. " <tr>\n",
  5979. " <th>Urban History</th>\n",
  5980. " <td>1</td>\n",
  5981. " <td>1</td>\n",
  5982. " <td>1</td>\n",
  5983. " </tr>\n",
  5984. " <tr>\n",
  5985. " <th>Urolithiasis</th>\n",
  5986. " <td>1</td>\n",
  5987. " <td>1</td>\n",
  5988. " <td>1</td>\n",
  5989. " </tr>\n",
  5990. " <tr>\n",
  5991. " <th>Vaccine</th>\n",
  5992. " <td>5</td>\n",
  5993. " <td>5</td>\n",
  5994. " <td>5</td>\n",
  5995. " </tr>\n",
  5996. " <tr>\n",
  5997. " <th>Vascular Pharmacology</th>\n",
  5998. " <td>1</td>\n",
  5999. " <td>1</td>\n",
  6000. " <td>1</td>\n",
  6001. " </tr>\n",
  6002. " <tr>\n",
  6003. " <th>Veterinary Microbiology</th>\n",
  6004. " <td>1</td>\n",
  6005. " <td>1</td>\n",
  6006. " <td>1</td>\n",
  6007. " </tr>\n",
  6008. " <tr>\n",
  6009. " <th>Veterinary Parasitology</th>\n",
  6010. " <td>2</td>\n",
  6011. " <td>2</td>\n",
  6012. " <td>2</td>\n",
  6013. " </tr>\n",
  6014. " <tr>\n",
  6015. " <th>Veterinary Record</th>\n",
  6016. " <td>1</td>\n",
  6017. " <td>1</td>\n",
  6018. " <td>1</td>\n",
  6019. " </tr>\n",
  6020. " <tr>\n",
  6021. " <th>Veterinary Research</th>\n",
  6022. " <td>1</td>\n",
  6023. " <td>1</td>\n",
  6024. " <td>1</td>\n",
  6025. " </tr>\n",
  6026. " <tr>\n",
  6027. " <th>Virology</th>\n",
  6028. " <td>2</td>\n",
  6029. " <td>2</td>\n",
  6030. " <td>2</td>\n",
  6031. " </tr>\n",
  6032. " <tr>\n",
  6033. " <th>Virology Journal</th>\n",
  6034. " <td>1</td>\n",
  6035. " <td>1</td>\n",
  6036. " <td>1</td>\n",
  6037. " </tr>\n",
  6038. " <tr>\n",
  6039. " <th>Virus Research</th>\n",
  6040. " <td>1</td>\n",
  6041. " <td>1</td>\n",
  6042. " <td>1</td>\n",
  6043. " </tr>\n",
  6044. " <tr>\n",
  6045. " <th>Vision Research</th>\n",
  6046. " <td>2</td>\n",
  6047. " <td>2</td>\n",
  6048. " <td>2</td>\n",
  6049. " </tr>\n",
  6050. " <tr>\n",
  6051. " <th>Visual Neuroscience</th>\n",
  6052. " <td>1</td>\n",
  6053. " <td>1</td>\n",
  6054. " <td>1</td>\n",
  6055. " </tr>\n",
  6056. " <tr>\n",
  6057. " <th>Zoonoses and Public Health</th>\n",
  6058. " <td>1</td>\n",
  6059. " <td>1</td>\n",
  6060. " <td>1</td>\n",
  6061. " </tr>\n",
  6062. " <tr>\n",
  6063. " <th>genesis: Journal of Genetics</th>\n",
  6064. " <td>1</td>\n",
  6065. " <td>1</td>\n",
  6066. " <td>1</td>\n",
  6067. " </tr>\n",
  6068. " <tr>\n",
  6069. " <th>mBio</th>\n",
  6070. " <td>1</td>\n",
  6071. " <td>1</td>\n",
  6072. " <td>1</td>\n",
  6073. " </tr>\n",
  6074. " </tbody>\n",
  6075. "</table>\n",
  6076. "<p>984 rows × 3 columns</p>\n",
  6077. "</div>"
  6078. ],
  6079. "text/plain": [
  6080. " Publisher Article title \\\n",
  6081. "Journal title \n",
  6082. "ACS Chemical Biology 5 5 \n",
  6083. "ACS Chemical Neuroscience 1 1 \n",
  6084. "ACS NANO 1 1 \n",
  6085. "ACS Nano 1 1 \n",
  6086. "ACTA F 1 1 \n",
  6087. "AGE 1 1 \n",
  6088. "AIDS 3 3 \n",
  6089. "AIDS Behav 1 1 \n",
  6090. "AIDS Care 2 2 \n",
  6091. "AIDS Journal 1 1 \n",
  6092. "AIDS Research and Therapy 1 1 \n",
  6093. "AIDS UK 2 2 \n",
  6094. "ASN Neuro 1 1 \n",
  6095. "Academy of Nutrition and Dietetics 1 1 \n",
  6096. "Acta Crystallographica Section D, Biological C... 1 1 \n",
  6097. "Acta Crystallographica Section D: Biological Cr... 1 1 \n",
  6098. "Acta Crystallographica Section F: Structural Bi... 2 2 \n",
  6099. "Acta Crystallographica, Section D 1 1 \n",
  6100. "Acta Crystallography D 1 1 \n",
  6101. "Acta D 1 1 \n",
  6102. "Acta Dermato Venereologica 1 1 \n",
  6103. "Acta Diabetologica 1 1 \n",
  6104. "Acta Neuropathol 1 1 \n",
  6105. "Acta Neuropathologica 3 3 \n",
  6106. "Acta Opthalmologica 1 1 \n",
  6107. "Acta Physiol 1 1 \n",
  6108. "Addiction 2 2 \n",
  6109. "Advances in Experimental Medicine and Biology 4 4 \n",
  6110. "Age 1 1 \n",
  6111. "Age and Ageing 1 1 \n",
  6112. "... ... ... \n",
  6113. "Translational Psychiatry 2 2 \n",
  6114. "Trends in Cognitive Science 1 1 \n",
  6115. "Trends in Genetics 2 2 \n",
  6116. "Trends in Microbiology 1 1 \n",
  6117. "Trends in Molecular Medicine 1 1 \n",
  6118. "Trends in Neuroscience 1 1 \n",
  6119. "Trends in Neurosciences 2 2 \n",
  6120. "Trends in Parasitology 4 4 \n",
  6121. "Trials 4 4 \n",
  6122. "Trials 1 1 \n",
  6123. "Trop Med Int Health 1 1 \n",
  6124. "Tropical Animal Health & Production 1 1 \n",
  6125. "Tropical Medicine and International Health 6 6 \n",
  6126. "Tuberculosis 2 2 \n",
  6127. "Urban History 1 1 \n",
  6128. "Urolithiasis 1 1 \n",
  6129. "Vaccine 5 5 \n",
  6130. "Vascular Pharmacology 1 1 \n",
  6131. "Veterinary Microbiology 1 1 \n",
  6132. "Veterinary Parasitology 2 2 \n",
  6133. "Veterinary Record 1 1 \n",
  6134. "Veterinary Research 1 1 \n",
  6135. "Virology 2 2 \n",
  6136. "Virology Journal 1 1 \n",
  6137. "Virus Research 1 1 \n",
  6138. "Vision Research 2 2 \n",
  6139. "Visual Neuroscience 1 1 \n",
  6140. "Zoonoses and Public Health 1 1 \n",
  6141. "genesis: Journal of Genetics 1 1 \n",
  6142. "mBio 1 1 \n",
  6143. "\n",
  6144. " COST (£) charged to Wellcome (inc VAT when charged) \n",
  6145. "Journal title \n",
  6146. "ACS Chemical Biology 5 \n",
  6147. "ACS Chemical Neuroscience 1 \n",
  6148. "ACS NANO 1 \n",
  6149. "ACS Nano 1 \n",
  6150. "ACTA F 1 \n",
  6151. "AGE 1 \n",
  6152. "AIDS 3 \n",
  6153. "AIDS Behav 1 \n",
  6154. "AIDS Care 2 \n",
  6155. "AIDS Journal 1 \n",
  6156. "AIDS Research and Therapy 1 \n",
  6157. "AIDS UK 2 \n",
  6158. "ASN Neuro 1 \n",
  6159. "Academy of Nutrition and Dietetics 1 \n",
  6160. "Acta Crystallographica Section D, Biological C... 1 \n",
  6161. "Acta Crystallographica Section D: Biological Cr... 1 \n",
  6162. "Acta Crystallographica Section F: Structural Bi... 2 \n",
  6163. "Acta Crystallographica, Section D 1 \n",
  6164. "Acta Crystallography D 1 \n",
  6165. "Acta D 1 \n",
  6166. "Acta Dermato Venereologica 1 \n",
  6167. "Acta Diabetologica 1 \n",
  6168. "Acta Neuropathol 1 \n",
  6169. "Acta Neuropathologica 3 \n",
  6170. "Acta Opthalmologica 1 \n",
  6171. "Acta Physiol 1 \n",
  6172. "Addiction 2 \n",
  6173. "Advances in Experimental Medicine and Biology 4 \n",
  6174. "Age 1 \n",
  6175. "Age and Ageing 1 \n",
  6176. "... ... \n",
  6177. "Translational Psychiatry 2 \n",
  6178. "Trends in Cognitive Science 1 \n",
  6179. "Trends in Genetics 2 \n",
  6180. "Trends in Microbiology 1 \n",
  6181. "Trends in Molecular Medicine 1 \n",
  6182. "Trends in Neuroscience 1 \n",
  6183. "Trends in Neurosciences 2 \n",
  6184. "Trends in Parasitology 4 \n",
  6185. "Trials 4 \n",
  6186. "Trials 1 \n",
  6187. "Trop Med Int Health 1 \n",
  6188. "Tropical Animal Health & Production 1 \n",
  6189. "Tropical Medicine and International Health 6 \n",
  6190. "Tuberculosis 2 \n",
  6191. "Urban History 1 \n",
  6192. "Urolithiasis 1 \n",
  6193. "Vaccine 5 \n",
  6194. "Vascular Pharmacology 1 \n",
  6195. "Veterinary Microbiology 1 \n",
  6196. "Veterinary Parasitology 2 \n",
  6197. "Veterinary Record 1 \n",
  6198. "Veterinary Research 1 \n",
  6199. "Virology 2 \n",
  6200. "Virology Journal 1 \n",
  6201. "Virus Research 1 \n",
  6202. "Vision Research 2 \n",
  6203. "Visual Neuroscience 1 \n",
  6204. "Zoonoses and Public Health 1 \n",
  6205. "genesis: Journal of Genetics 1 \n",
  6206. "mBio 1 \n",
  6207. "\n",
  6208. "[984 rows x 3 columns]"
  6209. ]
  6210. },
  6211. "execution_count": 40,
  6212. "metadata": {},
  6213. "output_type": "execute_result"
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  6215. ],
  6216. "source": [
  6217. "df.groupby('Journal title').count()"
  6218. ]
  6219. },
  6220. {
  6221. "cell_type": "code",
  6222. "execution_count": 46,
  6223. "metadata": {},
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  6226. "name": "stdout",
  6227. "output_type": "stream",
  6228. "text": [
  6229. "PMID/PMCID\n",
  6230. "NaN psychological medicine\n",
  6231. "PMC3679557 biomacromolecules\n",
  6232. "23043264 PMC3506128 j med chem\n",
  6233. "23438330 PMC3646402 j med chem\n",
  6234. "23438216 PMC3601604 j org chem\n",
  6235. "PMC3579457 journal of medicinal chemistry\n",
  6236. "PMC3709265 journal of proteome research\n",
  6237. "23057412 PMC3495574 mol pharm\n",
  6238. "PMCID: PMC3780468 acs chemical biology\n",
  6239. "PMCID: PMC3621575 acs chemical biology\n",
  6240. "PMCID: PMC3739413 journal of chemical information and modeling\n",
  6241. "PMCID: PMC3530961 journal of medicinal chemistry\n",
  6242. "PMCID: PMC3624797 journal of medicinal chemistry\n",
  6243. " PMC3413243 biochemistry\n",
  6244. "PMC3694353 journal of medicinal chemistry\n",
  6245. "PMC3572711 gastroenterology\n",
  6246. "22610094 journal of biological chemistry\n",
  6247. "PMCID: PMC3586974 journal of immunology\n",
  6248. "23455506 PMCID: PMC3607399 journal of immunology\n",
  6249. "PMID: 24015914 PMC3833349 acs chemical biology\n",
  6250. ": PMC3805332 acs chemical biology\n",
  6251. "NaN acs chemical biology\n",
  6252. "PMCID:\\r\\n PMC3656742\\r\\n acs chemical neuroscience\n",
  6253. "PMCID: 3584654 acs nano\n",
  6254. "22971149 PMC3466778 american chemical society\n",
  6255. "23072351 analytical chemistry\n",
  6256. "PMC3477822 analytical chemistry\n",
  6257. "PMC3530960 analytical chemistry\n",
  6258. "23458425 PMC3630740 bioconjugate chemistry\n",
  6259. "PMID: 20146481 journal of medicinal chemistry\n",
  6260. " ... \n",
  6261. "3575693 molecular microbiology\n",
  6262. "PMID: 22188548 PMC3492912 obesity reviews\n",
  6263. "PMID: 22764734 PMC3798095 obesity reviews\n",
  6264. "PMID: 23703895 statistics in medicine\n",
  6265. "PMCID: PMC3664106 stem cells\n",
  6266. "PMID: 23649934 synapse\n",
  6267. "PMC2955965 the european journal of neuroscience\n",
  6268. "PMID: 19948006 PMC3551259 traffic\n",
  6269. "PMID: 23305527 traffic\n",
  6270. "PMCID: PMC3600532 zoonoses and public health\n",
  6271. "PMC3440570 american journal of transplantation\n",
  6272. "23670821 PMC3738939 angew chems int ed\n",
  6273. "23640856 chembiochem\n",
  6274. "PMID: 23918316 chemmedchem\n",
  6275. "PMCID: PMC3728731 chemmedchem\n",
  6276. "23495205685.88 PMC3743159 chemmedchem\n",
  6277. "PMID:22997008 PMC3569869 protemics\n",
  6278. "3708104 journal of small animal practice\n",
  6279. "PMC3713766 aids\n",
  6280. "PMC3819359 aids journal\n",
  6281. "PMC3773237 aids uk\n",
  6282. "PMC3815011 aids uk\n",
  6283. "PMC3805356 jaids journal of acquired immune deficiency sy...\n",
  6284. "Epub journal of acquired immune deficiency syndroms...\n",
  6285. "PMC3707567 journal of aids\n",
  6286. "2901593 circulation research\n",
  6287. "3748854 aids\n",
  6288. "3785148 pediatr infect dis j\n",
  6289. "PMCID:\\r\\n PMC3647051\\r\\n aids\n",
  6290. "PMID: 23846567 (Epub July 2013) journal of acquired immune deficiency syndromes\n",
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  6326. " </thead>\n",
  6327. " <tbody>\n",
  6328. " <tr>\n",
  6329. " <th>ACS Chemical Biology</th>\n",
  6330. " <td>5</td>\n",
  6331. " <td>5</td>\n",
  6332. " <td>5</td>\n",
  6333. " </tr>\n",
  6334. " <tr>\n",
  6335. " <th>ACS Chemical Neuroscience</th>\n",
  6336. " <td>1</td>\n",
  6337. " <td>1</td>\n",
  6338. " <td>1</td>\n",
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  6340. " <tr>\n",
  6341. " <th>ACS NANO</th>\n",
  6342. " <td>1</td>\n",
  6343. " <td>1</td>\n",
  6344. " <td>1</td>\n",
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  6346. " <tr>\n",
  6347. " <th>ACS Nano</th>\n",
  6348. " <td>1</td>\n",
  6349. " <td>1</td>\n",
  6350. " <td>1</td>\n",
  6351. " </tr>\n",
  6352. " <tr>\n",
  6353. " <th>ACTA F</th>\n",
  6354. " <td>1</td>\n",
  6355. " <td>1</td>\n",
  6356. " <td>1</td>\n",
  6357. " </tr>\n",
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  6359. " <th>AGE</th>\n",
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  6361. " <td>1</td>\n",
  6362. " <td>1</td>\n",
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  6365. " <th>AIDS</th>\n",
  6366. " <td>3</td>\n",
  6367. " <td>3</td>\n",
  6368. " <td>3</td>\n",
  6369. " </tr>\n",
  6370. " <tr>\n",
  6371. " <th>AIDS Behav</th>\n",
  6372. " <td>1</td>\n",
  6373. " <td>1</td>\n",
  6374. " <td>1</td>\n",
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  6377. " <th>AIDS Care</th>\n",
  6378. " <td>2</td>\n",
  6379. " <td>2</td>\n",
  6380. " <td>2</td>\n",
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  6382. " <tr>\n",
  6383. " <th>AIDS Journal</th>\n",
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  6385. " <td>1</td>\n",
  6386. " <td>1</td>\n",
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  6388. " <tr>\n",
  6389. " <th>AIDS Research and Therapy</th>\n",
  6390. " <td>1</td>\n",
  6391. " <td>1</td>\n",
  6392. " <td>1</td>\n",
  6393. " </tr>\n",
  6394. " <tr>\n",
  6395. " <th>AIDS UK</th>\n",
  6396. " <td>2</td>\n",
  6397. " <td>2</td>\n",
  6398. " <td>2</td>\n",
  6399. " </tr>\n",
  6400. " <tr>\n",
  6401. " <th>ASN Neuro</th>\n",
  6402. " <td>1</td>\n",
  6403. " <td>1</td>\n",
  6404. " <td>1</td>\n",
  6405. " </tr>\n",
  6406. " <tr>\n",
  6407. " <th>Academy of Nutrition and Dietetics</th>\n",
  6408. " <td>1</td>\n",
  6409. " <td>1</td>\n",
  6410. " <td>1</td>\n",
  6411. " </tr>\n",
  6412. " <tr>\n",
  6413. " <th>Acta Crystallographica Section D, Biological Crystallography</th>\n",
  6414. " <td>1</td>\n",
  6415. " <td>1</td>\n",
  6416. " <td>1</td>\n",
  6417. " </tr>\n",
  6418. " <tr>\n",
  6419. " <th>Acta Crystallographica Section D: Biological Crystallography</th>\n",
  6420. " <td>1</td>\n",
  6421. " <td>1</td>\n",
  6422. " <td>1</td>\n",
  6423. " </tr>\n",
  6424. " <tr>\n",
  6425. " <th>Acta Crystallographica Section F: Structural Biology and Crystallization Communications</th>\n",
  6426. " <td>2</td>\n",
  6427. " <td>2</td>\n",
  6428. " <td>2</td>\n",
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  6430. " <tr>\n",
  6431. " <th>Acta Crystallographica, Section D</th>\n",
  6432. " <td>1</td>\n",
  6433. " <td>1</td>\n",
  6434. " <td>1</td>\n",
  6435. " </tr>\n",
  6436. " <tr>\n",
  6437. " <th>Acta Crystallography D</th>\n",
  6438. " <td>1</td>\n",
  6439. " <td>1</td>\n",
  6440. " <td>1</td>\n",
  6441. " </tr>\n",
  6442. " <tr>\n",
  6443. " <th>Acta D</th>\n",
  6444. " <td>1</td>\n",
  6445. " <td>1</td>\n",
  6446. " <td>1</td>\n",
  6447. " </tr>\n",
  6448. " <tr>\n",
  6449. " <th>Acta Dermato Venereologica</th>\n",
  6450. " <td>1</td>\n",
  6451. " <td>1</td>\n",
  6452. " <td>1</td>\n",
  6453. " </tr>\n",
  6454. " <tr>\n",
  6455. " <th>Acta Diabetologica</th>\n",
  6456. " <td>1</td>\n",
  6457. " <td>1</td>\n",
  6458. " <td>1</td>\n",
  6459. " </tr>\n",
  6460. " <tr>\n",
  6461. " <th>Acta Neuropathol</th>\n",
  6462. " <td>1</td>\n",
  6463. " <td>1</td>\n",
  6464. " <td>1</td>\n",
  6465. " </tr>\n",
  6466. " <tr>\n",
  6467. " <th>Acta Neuropathologica</th>\n",
  6468. " <td>3</td>\n",
  6469. " <td>3</td>\n",
  6470. " <td>3</td>\n",
  6471. " </tr>\n",
  6472. " <tr>\n",
  6473. " <th>Acta Opthalmologica</th>\n",
  6474. " <td>1</td>\n",
  6475. " <td>1</td>\n",
  6476. " <td>1</td>\n",
  6477. " </tr>\n",
  6478. " <tr>\n",
  6479. " <th>Acta Physiol</th>\n",
  6480. " <td>1</td>\n",
  6481. " <td>1</td>\n",
  6482. " <td>1</td>\n",
  6483. " </tr>\n",
  6484. " <tr>\n",
  6485. " <th>Addiction</th>\n",
  6486. " <td>2</td>\n",
  6487. " <td>2</td>\n",
  6488. " <td>2</td>\n",
  6489. " </tr>\n",
  6490. " <tr>\n",
  6491. " <th>Advances in Experimental Medicine and Biology</th>\n",
  6492. " <td>4</td>\n",
  6493. " <td>4</td>\n",
  6494. " <td>4</td>\n",
  6495. " </tr>\n",
  6496. " <tr>\n",
  6497. " <th>Age</th>\n",
  6498. " <td>1</td>\n",
  6499. " <td>1</td>\n",
  6500. " <td>1</td>\n",
  6501. " </tr>\n",
  6502. " <tr>\n",
  6503. " <th>Age and Ageing</th>\n",
  6504. " <td>1</td>\n",
  6505. " <td>1</td>\n",
  6506. " <td>1</td>\n",
  6507. " </tr>\n",
  6508. " <tr>\n",
  6509. " <th>...</th>\n",
  6510. " <td>...</td>\n",
  6511. " <td>...</td>\n",
  6512. " <td>...</td>\n",
  6513. " </tr>\n",
  6514. " <tr>\n",
  6515. " <th>Translational Psychiatry</th>\n",
  6516. " <td>2</td>\n",
  6517. " <td>2</td>\n",
  6518. " <td>2</td>\n",
  6519. " </tr>\n",
  6520. " <tr>\n",
  6521. " <th>Trends in Cognitive Science</th>\n",
  6522. " <td>1</td>\n",
  6523. " <td>1</td>\n",
  6524. " <td>1</td>\n",
  6525. " </tr>\n",
  6526. " <tr>\n",
  6527. " <th>Trends in Genetics</th>\n",
  6528. " <td>2</td>\n",
  6529. " <td>2</td>\n",
  6530. " <td>2</td>\n",
  6531. " </tr>\n",
  6532. " <tr>\n",
  6533. " <th>Trends in Microbiology</th>\n",
  6534. " <td>1</td>\n",
  6535. " <td>1</td>\n",
  6536. " <td>1</td>\n",
  6537. " </tr>\n",
  6538. " <tr>\n",
  6539. " <th>Trends in Molecular Medicine</th>\n",
  6540. " <td>1</td>\n",
  6541. " <td>1</td>\n",
  6542. " <td>1</td>\n",
  6543. " </tr>\n",
  6544. " <tr>\n",
  6545. " <th>Trends in Neuroscience</th>\n",
  6546. " <td>1</td>\n",
  6547. " <td>1</td>\n",
  6548. " <td>1</td>\n",
  6549. " </tr>\n",
  6550. " <tr>\n",
  6551. " <th>Trends in Neurosciences</th>\n",
  6552. " <td>2</td>\n",
  6553. " <td>2</td>\n",
  6554. " <td>2</td>\n",
  6555. " </tr>\n",
  6556. " <tr>\n",
  6557. " <th>Trends in Parasitology</th>\n",
  6558. " <td>4</td>\n",
  6559. " <td>4</td>\n",
  6560. " <td>4</td>\n",
  6561. " </tr>\n",
  6562. " <tr>\n",
  6563. " <th>Trials</th>\n",
  6564. " <td>4</td>\n",
  6565. " <td>4</td>\n",
  6566. " <td>4</td>\n",
  6567. " </tr>\n",
  6568. " <tr>\n",
  6569. " <th>Trials</th>\n",
  6570. " <td>1</td>\n",
  6571. " <td>1</td>\n",
  6572. " <td>1</td>\n",
  6573. " </tr>\n",
  6574. " <tr>\n",
  6575. " <th>Trop Med Int Health</th>\n",
  6576. " <td>1</td>\n",
  6577. " <td>1</td>\n",
  6578. " <td>1</td>\n",
  6579. " </tr>\n",
  6580. " <tr>\n",
  6581. " <th>Tropical Animal Health & Production</th>\n",
  6582. " <td>1</td>\n",
  6583. " <td>1</td>\n",
  6584. " <td>1</td>\n",
  6585. " </tr>\n",
  6586. " <tr>\n",
  6587. " <th>Tropical Medicine and International Health</th>\n",
  6588. " <td>6</td>\n",
  6589. " <td>6</td>\n",
  6590. " <td>6</td>\n",
  6591. " </tr>\n",
  6592. " <tr>\n",
  6593. " <th>Tuberculosis</th>\n",
  6594. " <td>2</td>\n",
  6595. " <td>2</td>\n",
  6596. " <td>2</td>\n",
  6597. " </tr>\n",
  6598. " <tr>\n",
  6599. " <th>Urban History</th>\n",
  6600. " <td>1</td>\n",
  6601. " <td>1</td>\n",
  6602. " <td>1</td>\n",
  6603. " </tr>\n",
  6604. " <tr>\n",
  6605. " <th>Urolithiasis</th>\n",
  6606. " <td>1</td>\n",
  6607. " <td>1</td>\n",
  6608. " <td>1</td>\n",
  6609. " </tr>\n",
  6610. " <tr>\n",
  6611. " <th>Vaccine</th>\n",
  6612. " <td>5</td>\n",
  6613. " <td>5</td>\n",
  6614. " <td>5</td>\n",
  6615. " </tr>\n",
  6616. " <tr>\n",
  6617. " <th>Vascular Pharmacology</th>\n",
  6618. " <td>1</td>\n",
  6619. " <td>1</td>\n",
  6620. " <td>1</td>\n",
  6621. " </tr>\n",
  6622. " <tr>\n",
  6623. " <th>Veterinary Microbiology</th>\n",
  6624. " <td>1</td>\n",
  6625. " <td>1</td>\n",
  6626. " <td>1</td>\n",
  6627. " </tr>\n",
  6628. " <tr>\n",
  6629. " <th>Veterinary Parasitology</th>\n",
  6630. " <td>2</td>\n",
  6631. " <td>2</td>\n",
  6632. " <td>2</td>\n",
  6633. " </tr>\n",
  6634. " <tr>\n",
  6635. " <th>Veterinary Record</th>\n",
  6636. " <td>1</td>\n",
  6637. " <td>1</td>\n",
  6638. " <td>1</td>\n",
  6639. " </tr>\n",
  6640. " <tr>\n",
  6641. " <th>Veterinary Research</th>\n",
  6642. " <td>1</td>\n",
  6643. " <td>1</td>\n",
  6644. " <td>1</td>\n",
  6645. " </tr>\n",
  6646. " <tr>\n",
  6647. " <th>Virology</th>\n",
  6648. " <td>2</td>\n",
  6649. " <td>2</td>\n",
  6650. " <td>2</td>\n",
  6651. " </tr>\n",
  6652. " <tr>\n",
  6653. " <th>Virology Journal</th>\n",
  6654. " <td>1</td>\n",
  6655. " <td>1</td>\n",
  6656. " <td>1</td>\n",
  6657. " </tr>\n",
  6658. " <tr>\n",
  6659. " <th>Virus Research</th>\n",
  6660. " <td>1</td>\n",
  6661. " <td>1</td>\n",
  6662. " <td>1</td>\n",
  6663. " </tr>\n",
  6664. " <tr>\n",
  6665. " <th>Vision Research</th>\n",
  6666. " <td>2</td>\n",
  6667. " <td>2</td>\n",
  6668. " <td>2</td>\n",
  6669. " </tr>\n",
  6670. " <tr>\n",
  6671. " <th>Visual Neuroscience</th>\n",
  6672. " <td>1</td>\n",
  6673. " <td>1</td>\n",
  6674. " <td>1</td>\n",
  6675. " </tr>\n",
  6676. " <tr>\n",
  6677. " <th>Zoonoses and Public Health</th>\n",
  6678. " <td>1</td>\n",
  6679. " <td>1</td>\n",
  6680. " <td>1</td>\n",
  6681. " </tr>\n",
  6682. " <tr>\n",
  6683. " <th>genesis: Journal of Genetics</th>\n",
  6684. " <td>1</td>\n",
  6685. " <td>1</td>\n",
  6686. " <td>1</td>\n",
  6687. " </tr>\n",
  6688. " <tr>\n",
  6689. " <th>mBio</th>\n",
  6690. " <td>1</td>\n",
  6691. " <td>1</td>\n",
  6692. " <td>1</td>\n",
  6693. " </tr>\n",
  6694. " </tbody>\n",
  6695. "</table>\n",
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  6700. " Publisher Article title \\\n",
  6701. "Journal title \n",
  6702. "ACS Chemical Biology 5 5 \n",
  6703. "ACS Chemical Neuroscience 1 1 \n",
  6704. "ACS NANO 1 1 \n",
  6705. "ACS Nano 1 1 \n",
  6706. "ACTA F 1 1 \n",
  6707. "AGE 1 1 \n",
  6708. "AIDS 3 3 \n",
  6709. "AIDS Behav 1 1 \n",
  6710. "AIDS Care 2 2 \n",
  6711. "AIDS Journal 1 1 \n",
  6712. "AIDS Research and Therapy 1 1 \n",
  6713. "AIDS UK 2 2 \n",
  6714. "ASN Neuro 1 1 \n",
  6715. "Academy of Nutrition and Dietetics 1 1 \n",
  6716. "Acta Crystallographica Section D, Biological C... 1 1 \n",
  6717. "Acta Crystallographica Section D: Biological Cr... 1 1 \n",
  6718. "Acta Crystallographica Section F: Structural Bi... 2 2 \n",
  6719. "Acta Crystallographica, Section D 1 1 \n",
  6720. "Acta Crystallography D 1 1 \n",
  6721. "Acta D 1 1 \n",
  6722. "Acta Dermato Venereologica 1 1 \n",
  6723. "Acta Diabetologica 1 1 \n",
  6724. "Acta Neuropathol 1 1 \n",
  6725. "Acta Neuropathologica 3 3 \n",
  6726. "Acta Opthalmologica 1 1 \n",
  6727. "Acta Physiol 1 1 \n",
  6728. "Addiction 2 2 \n",
  6729. "Advances in Experimental Medicine and Biology 4 4 \n",
  6730. "Age 1 1 \n",
  6731. "Age and Ageing 1 1 \n",
  6732. "... ... ... \n",
  6733. "Translational Psychiatry 2 2 \n",
  6734. "Trends in Cognitive Science 1 1 \n",
  6735. "Trends in Genetics 2 2 \n",
  6736. "Trends in Microbiology 1 1 \n",
  6737. "Trends in Molecular Medicine 1 1 \n",
  6738. "Trends in Neuroscience 1 1 \n",
  6739. "Trends in Neurosciences 2 2 \n",
  6740. "Trends in Parasitology 4 4 \n",
  6741. "Trials 4 4 \n",
  6742. "Trials 1 1 \n",
  6743. "Trop Med Int Health 1 1 \n",
  6744. "Tropical Animal Health & Production 1 1 \n",
  6745. "Tropical Medicine and International Health 6 6 \n",
  6746. "Tuberculosis 2 2 \n",
  6747. "Urban History 1 1 \n",
  6748. "Urolithiasis 1 1 \n",
  6749. "Vaccine 5 5 \n",
  6750. "Vascular Pharmacology 1 1 \n",
  6751. "Veterinary Microbiology 1 1 \n",
  6752. "Veterinary Parasitology 2 2 \n",
  6753. "Veterinary Record 1 1 \n",
  6754. "Veterinary Research 1 1 \n",
  6755. "Virology 2 2 \n",
  6756. "Virology Journal 1 1 \n",
  6757. "Virus Research 1 1 \n",
  6758. "Vision Research 2 2 \n",
  6759. "Visual Neuroscience 1 1 \n",
  6760. "Zoonoses and Public Health 1 1 \n",
  6761. "genesis: Journal of Genetics 1 1 \n",
  6762. "mBio 1 1 \n",
  6763. "\n",
  6764. " COST (£) charged to Wellcome (inc VAT when charged) \n",
  6765. "Journal title \n",
  6766. "ACS Chemical Biology 5 \n",
  6767. "ACS Chemical Neuroscience 1 \n",
  6768. "ACS NANO 1 \n",
  6769. "ACS Nano 1 \n",
  6770. "ACTA F 1 \n",
  6771. "AGE 1 \n",
  6772. "AIDS 3 \n",
  6773. "AIDS Behav 1 \n",
  6774. "AIDS Care 2 \n",
  6775. "AIDS Journal 1 \n",
  6776. "AIDS Research and Therapy 1 \n",
  6777. "AIDS UK 2 \n",
  6778. "ASN Neuro 1 \n",
  6779. "Academy of Nutrition and Dietetics 1 \n",
  6780. "Acta Crystallographica Section D, Biological C... 1 \n",
  6781. "Acta Crystallographica Section D: Biological Cr... 1 \n",
  6782. "Acta Crystallographica Section F: Structural Bi... 2 \n",
  6783. "Acta Crystallographica, Section D 1 \n",
  6784. "Acta Crystallography D 1 \n",
  6785. "Acta D 1 \n",
  6786. "Acta Dermato Venereologica 1 \n",
  6787. "Acta Diabetologica 1 \n",
  6788. "Acta Neuropathol 1 \n",
  6789. "Acta Neuropathologica 3 \n",
  6790. "Acta Opthalmologica 1 \n",
  6791. "Acta Physiol 1 \n",
  6792. "Addiction 2 \n",
  6793. "Advances in Experimental Medicine and Biology 4 \n",
  6794. "Age 1 \n",
  6795. "Age and Ageing 1 \n",
  6796. "... ... \n",
  6797. "Translational Psychiatry 2 \n",
  6798. "Trends in Cognitive Science 1 \n",
  6799. "Trends in Genetics 2 \n",
  6800. "Trends in Microbiology 1 \n",
  6801. "Trends in Molecular Medicine 1 \n",
  6802. "Trends in Neuroscience 1 \n",
  6803. "Trends in Neurosciences 2 \n",
  6804. "Trends in Parasitology 4 \n",
  6805. "Trials 4 \n",
  6806. "Trials 1 \n",
  6807. "Trop Med Int Health 1 \n",
  6808. "Tropical Animal Health & Production 1 \n",
  6809. "Tropical Medicine and International Health 6 \n",
  6810. "Tuberculosis 2 \n",
  6811. "Urban History 1 \n",
  6812. "Urolithiasis 1 \n",
  6813. "Vaccine 5 \n",
  6814. "Vascular Pharmacology 1 \n",
  6815. "Veterinary Microbiology 1 \n",
  6816. "Veterinary Parasitology 2 \n",
  6817. "Veterinary Record 1 \n",
  6818. "Veterinary Research 1 \n",
  6819. "Virology 2 \n",
  6820. "Virology Journal 1 \n",
  6821. "Virus Research 1 \n",
  6822. "Vision Research 2 \n",
  6823. "Visual Neuroscience 1 \n",
  6824. "Zoonoses and Public Health 1 \n",
  6825. "genesis: Journal of Genetics 1 \n",
  6826. "mBio 1 \n",
  6827. "\n",
  6828. "[984 rows x 3 columns]"
  6829. ]
  6830. },
  6831. "execution_count": 46,
  6832. "metadata": {},
  6833. "output_type": "execute_result"
  6834. }
  6835. ],
  6836. "source": [
  6837. "print(df['Journal title'].str.lower(), '\\n')\n",
  6838. "df.groupby('Journal title').count()\n",
  6839. "# df_lower.count('Journal title')"
  6840. ]
  6841. },
  6842. {
  6843. "cell_type": "code",
  6844. "execution_count": 49,
  6845. "metadata": {},
  6846. "outputs": [
  6847. {
  6848. "name": "stdout",
  6849. "output_type": "stream",
  6850. "text": [
  6851. "PMID/PMCID\n",
  6852. "NaN psychological medicine\n",
  6853. "PMC3679557 biomacromolecules\n",
  6854. "23043264 PMC3506128 j med chem\n",
  6855. "23438330 PMC3646402 j med chem\n",
  6856. "23438216 PMC3601604 j org chem\n",
  6857. "PMC3579457 journal of medicinal chemistry\n",
  6858. "PMC3709265 journal of proteome research\n",
  6859. "23057412 PMC3495574 mol pharm\n",
  6860. "PMCID: PMC3780468 acs chemical biology\n",
  6861. "PMCID: PMC3621575 acs chemical biology\n",
  6862. "PMCID: PMC3739413 journal of chemical information and modeling\n",
  6863. "PMCID: PMC3530961 journal of medicinal chemistry\n",
  6864. "PMCID: PMC3624797 journal of medicinal chemistry\n",
  6865. " PMC3413243 biochemistry\n",
  6866. "PMC3694353 journal of medicinal chemistry\n",
  6867. "PMC3572711 gastroenterology\n",
  6868. "22610094 journal of biological chemistry\n",
  6869. "PMCID: PMC3586974 journal of immunology\n",
  6870. "23455506 PMCID: PMC3607399 journal of immunology\n",
  6871. "PMID: 24015914 PMC3833349 acs chemical biology\n",
  6872. ": PMC3805332 acs chemical biology\n",
  6873. "NaN acs chemical biology\n",
  6874. "PMCID:\\r\\n PMC3656742\\r\\n acs chemical neuroscience\n",
  6875. "PMCID: 3584654 acs nano\n",
  6876. "22971149 PMC3466778 american chemical society\n",
  6877. "23072351 analytical chemistry\n",
  6878. "PMC3477822 analytical chemistry\n",
  6879. "PMC3530960 analytical chemistry\n",
  6880. "23458425 PMC3630740 bioconjugate chemistry\n",
  6881. "PMID: 20146481 journal of medicinal chemistry\n",
  6882. " ... \n",
  6883. "3575693 molecular microbiology\n",
  6884. "PMID: 22188548 PMC3492912 obesity reviews\n",
  6885. "PMID: 22764734 PMC3798095 obesity reviews\n",
  6886. "PMID: 23703895 statistics in medicine\n",
  6887. "PMCID: PMC3664106 stem cells\n",
  6888. "PMID: 23649934 synapse\n",
  6889. "PMC2955965 the european journal of neuroscience\n",
  6890. "PMID: 19948006 PMC3551259 traffic\n",
  6891. "PMID: 23305527 traffic\n",
  6892. "PMCID: PMC3600532 zoonoses and public health\n",
  6893. "PMC3440570 american journal of transplantation\n",
  6894. "23670821 PMC3738939 angew chems int ed\n",
  6895. "23640856 chembiochem\n",
  6896. "PMID: 23918316 chemmedchem\n",
  6897. "PMCID: PMC3728731 chemmedchem\n",
  6898. "23495205685.88 PMC3743159 chemmedchem\n",
  6899. "PMID:22997008 PMC3569869 protemics\n",
  6900. "3708104 journal of small animal practice\n",
  6901. "PMC3713766 aids\n",
  6902. "PMC3819359 aids journal\n",
  6903. "PMC3773237 aids uk\n",
  6904. "PMC3815011 aids uk\n",
  6905. "PMC3805356 jaids journal of acquired immune deficiency sy...\n",
  6906. "Epub journal of acquired immune deficiency syndroms...\n",
  6907. "PMC3707567 journal of aids\n",
  6908. "2901593 circulation research\n",
  6909. "3748854 aids\n",
  6910. "3785148 pediatr infect dis j\n",
  6911. "PMCID:\\r\\n PMC3647051\\r\\n aids\n",
  6912. "PMID: 23846567 (Epub July 2013) journal of acquired immune deficiency syndromes\n",
  6913. "Name: Journal title, Length: 2127, dtype: object \n",
  6914. "\n"
  6915. ]
  6916. }
  6917. ],
  6918. "source": [
  6919. "print(df['Journal title'].str.lower(), '\\n')\n",
  6920. "# df.groupby('Journal title').sum()"
  6921. ]
  6922. },
  6923. {
  6924. "cell_type": "code",
  6925. "execution_count": 50,
  6926. "metadata": {},
  6927. "outputs": [
  6928. {
  6929. "name": "stdout",
  6930. "output_type": "stream",
  6931. "text": [
  6932. "Filtering the whole series:\n"
  6933. ]
  6934. },
  6935. {
  6936. "ename": "TypeError",
  6937. "evalue": "'StringMethods' object is not callable",
  6938. "output_type": "error",
  6939. "traceback": [
  6940. "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
  6941. "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)",
  6942. "\u001b[0;32m<ipython-input-50-ff0989edb773>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;31m# df['Journal title'].str.lower()\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Filtering the whole series:'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfilter\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;32mlambda\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mdf\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'Journal title'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0misstring\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdf\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
  6943. "\u001b[0;32m<ipython-input-50-ff0989edb773>\u001b[0m in \u001b[0;36m<lambda>\u001b[0;34m(x)\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;31m# df['Journal title'].str.lower()\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Filtering the whole series:'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfilter\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;32mlambda\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mdf\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'Journal title'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0misstring\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdf\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
  6944. "\u001b[0;31mTypeError\u001b[0m: 'StringMethods' object is not callable"
  6945. ]
  6946. }
  6947. ],
  6948. "source": [
  6949. "# df['Journal title'].str.lower()\n",
  6950. "print('Filtering the whole series:')\n",
  6951. "print(list(filter(lambda x: df['Journal title'].str(x).isstring(), df)))"
  6952. ]
  6953. },
  6954. {
  6955. "cell_type": "code",
  6956. "execution_count": null,
  6957. "metadata": {},
  6958. "outputs": [],
  6959. "source": [
  6960. "print(df['Journal title'].str.replace('@', ' at '),'\\n')"
  6961. ]
  6962. }
  6963. ],
  6964. "metadata": {
  6965. "kernelspec": {
  6966. "display_name": "Python 3",
  6967. "language": "python",
  6968. "name": "python3"
  6969. },
  6970. "language_info": {
  6971. "codemirror_mode": {
  6972. "name": "ipython",
  6973. "version": 3
  6974. },
  6975. "file_extension": ".py",
  6976. "mimetype": "text/x-python",
  6977. "name": "python",
  6978. "nbconvert_exporter": "python",
  6979. "pygments_lexer": "ipython3",
  6980. "version": "3.5.2"
  6981. }
  6982. },
  6983. "nbformat": 4,
  6984. "nbformat_minor": 2
  6985. }
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