{ "cells": [ { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "from Bio import Entrez\n", "from concurrent.futures import ThreadPoolExecutor\n", "\n", "Entrez.email = \"your_email@example.com\" # Replace with your email\n", "\n", "def fetch_abstract(pubmed_id):\n", " handle = Entrez.efetch(db=\"pubmed\", id=pubmed_id, rettype=\"text\", retmode=\"text\")\n", " abstract = handle.read()\n", " handle.close()\n", " return abstract\n", "\n", "def search_pubmed(query, max_results=1):\n", " handle = Entrez.esearch(db=\"pubmed\", term=query, retmax=max_results)\n", " record = Entrez.read(handle)\n", " handle.close()\n", "\n", " idlist = record[\"IdList\"]\n", " return idlist\n", "\n", "if __name__ == \"__main__\":\n", " keyword = \"diabetes\" # Replace with your keyword\n", " ids = search_pubmed(keyword)\n", " \n", " # Use multi-threading to fetch abstracts\n", " with ThreadPoolExecutor() as executor:\n", " abstracts = list(executor.map(fetch_abstract, ids))\n", "\n", " for abstract in abstracts:\n", " print(abstract)" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Ophthalmology (/ˌɒfθælˈmɒlədʒi/ OFF-thal-MOL-ə-jee)[1] is a surgical subspecialty within medicine that deals with the diagnosis and treatment of eye disorders.[2]\n", "\n" ] } ], "source": [ "\n", "# import required modules\n", "from bs4 import BeautifulSoup\n", "import requests\n", " \n", "# get URL\n", "page = requests.get(\"https://en.wikipedia.org/wiki/Ophthalmology\")\n", " \n", "# scrape webpage\n", "soup = BeautifulSoup(page.content, 'html.parser')\n", " \n", "list(soup.children)\n", " \n", "# find all occurrence of p in HTML\n", "# includes HTML tags\n", "# print(soup.find_all('p'))\n", " \n", "# print('\\n\\n')\n", " \n", "# return only text\n", "# does not include HTML tags\n", "print(soup.find_all('p')[0].get_text())" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [], "source": [ "import re\n", "# for url in soup.find_all('a',attrs={'href': re.compile(\"^https://www.\")}): \n", "for url in soup.find_all('li',attrs={'a': re.compile(\"\")}): \n", " print(url['href'])" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "912" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(soup.find_all('a'))" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "
\n", "8.118th–19th centuries
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\n", "8.220th–21st centuries
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\n", "9See also
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\n", "10References
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\n", "11External links
\n", "\n", "العربية\n", "Aragonés\n", "Asturianu\n", "Azərbaycanca\n", "تۆرکجه\n", "বাংলা\n", "Беларуская\n", "Беларуская (тарашкевіца)\n", "Български\n", "Bosanski\n", "Català\n", "Čeština\n", "Dansk\n", "Deutsch\n", "Eesti\n", "Ελληνικά\n", "Español\n", "Esperanto\n", "Euskara\n", "فارسی\n", "Français\n", "Frysk\n", "Gaeilge\n", "Galego\n", "한국어\n", "Հայերեն\n", "हिन्दी\n", "Hrvatski\n", "Ido\n", "Bahasa Indonesia\n", "Italiano\n", "עברית\n", "ಕನ್ನಡ\n", "ქართული\n", "Қазақша\n", "Кыргызча\n", "Latina\n", "Latviešu\n", "Lietuvių\n", "Lingua Franca Nova\n", "Македонски\n", "മലയാളം\n", "मराठी\n", "მარგალური\n", "Bahasa Melayu\n", "Nederlands\n", "日本語\n", "Norsk bokmål\n", "Oʻzbekcha / ўзбекча\n", "पालि\n", "ភាសាខ្មែរ\n", "Polski\n", "Português\n", "Română\n", "Runa Simi\n", "Русский\n", "संस्कृतम्\n", "Shqip\n", "සිංහල\n", "Simple English\n", "Slovenčina\n", "Slovenščina\n", "کوردی\n", "Српски / srpski\n", "Srpskohrvatski / српскохрватски\n", "Suomi\n", "Svenska\n", "தமிழ்\n", "Татарча / tatarça\n", "తెలుగు\n", "ไทย\n", "Тоҷикӣ\n", "Türkçe\n", "Українська\n", "اردو\n", "Vèneto\n", "Tiếng Việt\n", "Winaray\n", "吴语\n", "ייִדיש\n", "粵語\n", "中文\n", "Edit links\n", "Article\n", "Talk\n", "Read\n", "Edit\n", "View history\n", "Read\n", "Edit\n", "View history\n", "What links here\n", "Related changes\n", "Upload file\n", "Special pages\n", "Permanent link\n", "Page information\n", "Get shortened URL\n", "Cite this page\n", "Wikidata item\n", "Download as PDF\n", "Printable version\n", "Wikimedia Commons\n", "Wikivoyage\n", "\n", "Eye\n", "visual system\n", "Cataract\n", "retinal disease\n", "diabetic retinopathy\n", "retinopathy\n", "glaucoma\n", "corneal disease\n", "eyelid and orbital disorders\n", "uveitis\n", "strabismus\n", "ocular muscles\n", "ocular neoplasms\n", "neuro-ophthalmologic disorders\n", "optic nerve\n", "Ophthalmoscopy\n", "visual field test\n", "optical coherence tomography\n", "Glossary of medicine\n", "Specialty\n", "Medicine\n", "surgery\n", "Doctor of Medicine\n", "Doctor of Osteopathic Medicine\n", "Bachelor of Medicine, Bachelor of Surgery\n", "Bachelor of Medicine, Bachelor of Surgery\n", "Hospitals\n", "Clinics\n", "/ˌɒfθælˈmɒlədʒi/\n", "OFF-thal-MOL-ə-jee\n", "[1]\n", "surgical\n", "medicine\n", "[2]\n", "[3]\n", "medical degree\n", "residency training\n", "[4]\n", "[5]\n", "[5]\n" ] } ], "source": [ "for i in soup.find_all('a')[50:200]:\n", " print(i)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Ophthalmology (/ˌɒfθælˈmɒlədʒi/ OFF-thal-MOL-ə-jee)[1] is a surgical subspecialty within medicine that deals with the diagnosis and treatment of eye disorders.[2]\n", "\n", "An ophthalmologist is a physician who undergoes subspecialty training in medical and surgical eye care.[3] Following a medical degree, a doctor specialising in ophthalmology must pursue additional postgraduate residency training specific to that field. This may include a one-year integrated internship that involves more general medical training in other fields such as internal medicine or general surgery. Following residency, additional specialty training (or fellowship) may be sought in a particular aspect of eye pathology.[4]\n", "\n", "Ophthalmologists prescribe medications to treat ailments, such as eye diseases, implement laser therapy, and perform surgery when needed.[5] Ophthalmologists provide both primary and specialty eye care - medical and surgical.[5] Most ophthalmologists participate in academic research on eye diseases at some point in their training and many include research as part of their career.[6]\n", "Ophthalmology has always been at the forefront of medical research with a long history of advancement and innovation in eye care.[7]\n", "\n", "A brief list of some of the most common diseases treated by ophthalmologists:[8][9]\n", "\n", "The most valued pharmaceutical companies worldwide whose leading products are in Ophthalmology are Regeneron (United States) for AMD treatment and Bausch Health (Canada) for Front of eye.[10]\n", "\n", "Following are examples of examination methods performed during an eye examination that enables diagnosis[citation needed]\n", "\n", "Optical coherence tomography (OCT) is a medical technological platform used to assess ocular structures. The information is then used by physicians to assess staging of pathological processes and confirm clinical diagnoses. Subsequent OCT scans are used to assess the efficacy of managing diabetic retinopathy, age-related macular degeneration, and glaucoma.\n", "\n", "Optical coherence tomography angiography (OCTA) and Fluorescein angiography to visualize the vascular networks of the retina and choroid.\n", "\n", "Electroretinography (ERG) measures the electrical responses of various cell types in the retina, including the photoreceptors (rods and cones), inner retinal cells (bipolar and amacrine cells), and the ganglion cells.\n", "\n", "Electrooculography (EOG) is a technique for measuring the corneo-retinal standing potential that exists between the front and the back of the human eye. The resulting signal is called the electrooculogram. Primary applications are in ophthalmological diagnosis and in recording eye movements.\n", "\n", "Visual field testing to detect dysfunction in central and peripheral vision which may be caused by various medical conditions such as glaucoma, stroke, pituitary disease, brain tumours or other neurological deficits.\n", "\n", "Corneal topography is a non-invasive medical imaging technique for mapping the anterior curvature of the cornea, the outer structure of the eye.\n", "\n", "Ultrasonography of the eyes may be performed by an ophthalmologist.\n", "\n", "Eye surgery, also known as ocular surgery, is surgery performed on the eye or its adnexa by an ophthalmologist. The eye is a fragile organ, and requires extreme care before, during, and after a surgical procedure. An eye surgeon is responsible for selecting the appropriate surgical procedure for the patient and for taking the necessary safety precautions.\n", "\n", "Ophthalmology includes subspecialities that deal either with certain diseases or diseases of certain parts of the eye. Some of them are:[11]\n", "\n", "Medical retina and vitreo-retinal surgery sometimes are combined and together they are called posterior segment subspecialisation\n", "\n", "The Greek roots of the word ophthalmology are ὀφθαλμός (ophthalmos, \"eye\") and -λoγία (-logia, \"study, discourse\"),[14][15] i.e., \"the study of eyes\". The discipline applies to all animal eyes, whether human or not, since the practice and procedures are quite similar with respect to disease processes, although there are differences in the anatomy or disease prevalence.\n", "\n", "In the Ebers Papyrus from ancient Egypt dating to 1550 BC, a section is devoted to eye diseases.[2]\n", "\n", "Prior to Hippocrates, physicians largely based their anatomical conceptions of the eye on speculation, rather than empiricism.[2] They recognized the sclera and transparent cornea running flushly as the outer coating of the eye, with an inner layer with pupil, and a fluid at the centre. It was believed, by Alcamaeon (fifth century BC) and others, that this fluid was the medium of vision and flowed from the eye to the brain by a tube. Aristotle advanced such ideas with empiricism. He dissected the eyes of animals, and discovering three layers (not two), found that the fluid was of a constant consistency with the lens forming (or congealing) after death, and the surrounding layers were seen to be juxtaposed. He and his contemporaries further put forth the existence of three tubes leading from the eye, not one. One tube from each eye met within the skull.\n", "\n", "The Greek physician Rufus of Ephesus (first century AD) recognised a more modern concept of the eye, with conjunctiva, extending as a fourth epithelial layer over the eye.[2] Rufus was the first to recognise a two-chambered eye, with one chamber from cornea to lens (filled with water), the other from lens to retina (filled with a substance resembling egg whites).\n", "\n", "Celsus the Greek philosopher of the second century AD gave a detailed description of cataract surgery by the couching method.\n", "\n", "The Greek physician Galen (second century AD) remedied some mistaken descriptions, including about the curvature of the cornea and lens, the nature of the optic nerve, and the existence of a posterior chamber. Although this model was a roughly correct modern model of the eye, it contained errors. Still, it was not advanced upon again until after Vesalius. A ciliary body was then discovered and the sclera, retina, choroid, and cornea were seen to meet at the same point. The two chambers were seen to hold the same fluid, as well as the lens being attached to the choroid. Galen continued the notion of a central canal, but he dissected the optic nerve and saw that it was solid. He mistakenly counted seven optical muscles, one too many. He also knew of the tear ducts.\n", "\n", "The Indian surgeon Sushruta wrote the Sushruta Samhita in Sanskrit in approximately the sixth century BC,[16] which describes 76 ocular diseases (of these, 51 surgical) as well as several ophthalmological surgical instruments and techniques.[17][18] His description of cataract surgery was compatible with the method of couching.[19] He has been described as one of the first cataract surgeons.[20][21]\n", "\n", "Medieval Islamic Arabic and Persian scientists (unlike their classical predecessors) considered it normal to combine theory and practice, including the crafting of precise instruments, and therefore, found it natural to combine the study of the eye with the practical application of that knowledge.[22] Hunayn ibn Ishaq, and others beginning with the medieval Arabic period, taught that the crystalline lens is in the exact center of the eye.[23] This idea was propagated until the end of the 1500s.[23]\n", "\n", "Ibn al-Haytham (Alhazen), in his Book of Optics explained that vision occurs when light lands on an object, bounces off, and is directed to one's eyes.\n", "\n", "Ibn al-Nafis, an Arabic native of Damascus, wrote a large textbook, The Polished Book on Experimental Ophthalmology, divided into two parts, On the Theory of Ophthalmology and Simple and Compounded Ophthalmic Drugs.[24]\n", "\n", "Avicenna wrote in his Canon \"rescheth\", which means \"retiformis\", and Gerard of Cremona translated this at approximately 1150 into the new term \"retina\".[25]\n", "\n", "In the seventeenth and eighteenth centuries, hand lenses were used by Malpighi, microscopes by Leeuwenhoek, preparations for fixing the eye for study by Ruysch, and later the freezing of the eye by Petit. This allowed for detailed study of the eye and an advanced model. Some mistakes persisted, such as: why the pupil changed size (seen to be vessels of the iris filling with blood), the existence of the posterior chamber, and the nature of the retina. Unaware of their functions, Leeuwenhoek noted the existence of photoreceptors,[26] however, they were not properly described until Gottfried Reinhold Treviranus in 1834.\n", "\n", "Approximately 1750, Jacques Daviel advocated a new treatment for cataract by extraction instead of the traditional method of couching.[27] Georg Joseph Beer (1763–1821) was an Austrian ophthalmologist and leader of the First Viennese School of Medicine. He introduced a flap operation for treatment of cataract (Beer's operation), as well as having popularized the instrument used to perform the surgery (Beer's knife).[28]\n", "\n", "In North America, indigenous healers treated some eye diseases by rubbing or scraping the eyes or eyelids.[29]\n", "\n", "The first ophthalmic surgeon in Great Britain was John Freke, appointed to the position by the governors of St. Bartholomew's Hospital in 1727. A major breakthrough came with the appointment of Baron de Wenzel (1724–90), a German who became the oculist to King George III of Great Britain in 1772. His skill at removing cataracts legitimized the field.[27] The first dedicated ophthalmic hospital opened in 1805 in London; it is now called Moorfields Eye Hospital. Clinical developments at Moorfields and the founding of the Institute of Ophthalmology (now part of the University College London) by Sir Stewart Duke-Elder established the site as the largest eye hospital in the world and a nexus for ophthalmic research.[30]\n", "\n", "In Berlin, ophthalmologist Albrecht von Graefe introduced iridectomy as a treatment for glaucoma and improved cataract surgery, he is also considered the founding father of the German Ophthalmological Society.\n", "\n", "Numerous ophthalmologists fled Germany after 1933 as the Nazis began to persecute those of Jewish descent. A representative leader was Joseph Igersheimer (1879–1965), best known for his discoveries with arsphenamine for the treatment of syphilis. He fled to Turkey in 1933. As one of eight emigrant directors in the Faculty of Medicine at the University of Istanbul, he built a modern clinic and trained students. In 1939, he went to the United States, becoming a professor at Tufts University.[31] German ophthalmologist, Gerhard Meyer-Schwickerath is widely credited with developing the predecessor of laser coagulation, photocoagulation.\n", "\n", "In 1946, Igersheimer conducted the first experiments on light coagulation. In 1949, he performed the first successful treatment of a retinal detachment with a light beam (light coagulation) with a self-constructed device on the roof of the ophthalmic clinic at the University of Hamburg-Eppendorf.[32][33]\n", "\n", "Polish ophthalmology dates to the thirteenth century. The Polish Ophthalmological Society was founded in 1911. A representative leader was Adam Zamenhof (1888–1940), who introduced certain diagnostic, surgical, and nonsurgical eye-care procedures. He was executed by the German Nazis in 1940.[34]\n", "\n", "Zofia Falkowska (1915–93) head of the Faculty and Clinic of Ophthalmology in Warsaw from 1963 to 1976, was the first to use lasers in her practice.\n", "\n", "The prominent physicists of the late nineteenth and early twentieth centuries included Ernst Abbe (1840–1905), a co-owner of at the Zeiss Jena factories in Germany, where he developed numerous optical instruments. Hermann von Helmholtz (1821-1894) was a polymath who made contributions to many fields of science and invented the ophthalmoscope in 1851. They both made theoretical calculations on image formation in optical systems and also had studied the optics of the eye.\n", "\n", "Ophthalmologists are physicians (MD/DO in the U.S. or MBBS in the UK and elsewhere or DO/DOMS/DNB, who typically complete an undergraduate degree, general medical school, followed by a residency in ophthalmology. Ophthalmologists typically perform optical, medical and surgical eye care.\n", "\n", "In Australia and New Zealand, the FRACO or FRANZCO is the equivalent postgraduate specialist qualification. The structured training system takes place over five years of postgraduate training. Overseas-trained ophthalmologists are assessed using the pathway published on the RANZCO website. Those who have completed their formal training in the UK and have the CCST or CCT, usually are deemed to be comparable.\n", "\n", "In Bangladesh to be an ophthalmologist the basic degree is an MBBS. Then they have to obtain a postgraduate degree or diploma in an ophthalmology specialty. In Bangladesh, these are diploma in ophthalmology, diploma in community ophthalmology, fellow or member of the College of Physicians and Surgeons in ophthalmology, and Master of Science in ophthalmology.\n", "\n", "In Canada, after medical school an ophthalmology residency is undertaken. The residency typically lasts five years, which culminates in fellowship of the Royal College of Surgeons of Canada (FRCSC). Subspecialty training is undertaken by approximately 30% of fellows (FRCSC) in a variety of fields from anterior segment, cornea, glaucoma, vision rehabilitation, uveitis, oculoplastics, medical and surgical retina, ocular oncology, Ocular pathology, or neuro-ophthalmology. Approximately 35 vacancies open per year for ophthalmology residency training in all of Canada. These numbers fluctuate per year, ranging from 30 to 37 spots. Of these, up to ten spots are at French-speaking universities in Quebec. At the end of the five years, the graduating ophthalmologist must pass the oral and written portions of the Royal College exam in either English or French.\n", "\n", "In India, after completing MBBS degree, postgraduate study in ophthalmology is required. The degrees are doctor of medicine, master of surgery, diploma in ophthalmic medicine and surgery, and diplomate of national board. The concurrent training and work experience are in the form of a junior residency at a medical college, eye hospital, or institution under the supervision of experienced faculty. Further work experience in the form of fellowship, registrar, or senior resident refines the skills of these eye surgeons. All members of the India Ophthalmologist Society and various state-level ophthalmologist societies hold regular conferences and actively promote continuing medical education.\n", "\n", "In Nepal, to become an ophthalmologist, three years of postgraduate study is required after completing an MBBS degree. The postgraduate degree in ophthalmology is called medical doctor in ophthalmology. Currently, this degree is provided by Tilganga Institute of Ophthalmology, Tilganga, Kathmandu, BPKLCO, Institute of Medicine, TU, Kathmandu, BP Koirala Institute of Health Sciences, Dharan, Kathmandu University, Dhulikhel, and National Academy of Medical Science, Kathmandu. A few Nepalese citizens also study this subject in Bangladesh, China, India, Pakistan, and other countries. All graduates have to pass the Nepal Medical Council Licensing Exam to become a registered ophthalmologists in Nepal. The concurrent residency training is in the form of a PG student (resident) at a medical college, eye hospital, or institution according to the degree providing university's rules and regulations. Nepal Ophthalmic Society holds regular conferences and actively promotes continuing medical education.\n", "\n", "In Ireland, the Royal College of Surgeons of Ireland grants membership (MRCSI (Ophth)) and fellowship (FRCSI (Ophth)) qualifications in conjunction with the Irish College of Ophthalmologists. Total postgraduate training involves an intern year, a minimum of three years of basic surgical training, and a further 4.5 years of higher surgical training. Clinical training takes place within public, Health Service Executive-funded hospitals in Dublin, Sligo, Limerick, Galway, Waterford, and Cork. A minimum of 8.5 years of training is required before eligibility to work in consultant posts. Some trainees take extra time to obtain MSc, MD or PhD degrees and to undertake clinical fellowships in the UK, Australia, and the United States.\n", "\n", "In Pakistan, after MBBS, a four-year full-time residency program leads to an exit-level FCPS examination in ophthalmology, held under the auspices of the College of Physicians and Surgeons, Pakistan. The tough examination is assessed by both highly qualified Pakistani and eminent international ophthalmic consultants. As a prerequisite to the final examinations, an intermediate module, an optics and refraction module, and a dissertation written on a research project carried out under supervision is also assessed.\n", "\n", "Moreover, a two-and-a-half-year residency program leads to an MCPS while a two-year training of DOMS is also being offered.[35] For candidates in the military, a stringent two-year graded course, with quarterly assessments, is held under Armed Forces Post Graduate Medical Institute in Rawalpindi.\n", "\n", "The M.S. in ophthalmology is also one of the specialty programs. In addition to programs for physicians, various diplomas and degrees for allied eyecare personnel are also being offered to produce competent optometrists, orthoptists, ophthalmic nurses, ophthalmic technologists, and ophthalmic technicians in this field. These programs are being offered, notably by the College of Ophthalmology and Allied Vision Sciences, in Lahore and the Pakistan Institute of Community Ophthalmology in Peshawar.[36] Subspecialty fellowships also are being offered in the fields of pediatric ophthalmology and vitreoretinal ophthalmology. King Edward Medical University, Al Shifa Trust Eye Hospital Rawalpindi, and Al- Ibrahim Eye Hospital Karachi also have started a degree program in this field.\n", "\n", "In the Philippines, Ophthalmology is considered a medical specialty that uses medicine and surgery to treat diseases of the eye. There is only one professional organization in the country that is duly recognized by the PMA and the PCS: the Philippine Academy of Ophthalmology (PAO).[37] PAO and the state-standard Philippine Board of Ophthalmology (PBO) regulates ophthalmology residency programs and board certification. To become a general ophthalmologist in the Philippines, a candidate must have completed a doctor of medicine degree (MD) or its equivalent (e.g. MBBS), have completed an internship in Medicine, have passed the physician licensure exam, and have completed residency training at a hospital accredited by the Philippine Board of Ophthalmology (accrediting arm of PAO).[38] Attainment of board certification in ophthalmology from the PBO is essential in acquiring privileges in most major health institutions. Graduates of residency programs can receive further training in ophthalmology subspecialties, such as neuro-ophthalmology, retina, etc. by completing a fellowship program that varies in length depending on each program's requirements.\n", "\n", "In the United Kingdom, three colleges grant postgraduate degrees in ophthalmology. The Royal College of Ophthalmologists (RCOphth) and the Royal College of Surgeons of Edinburgh grant MRCOphth/FRCOphth and MRCSEd/FRCSEd, (although membership is no longer a prerequisite for fellowship), the Royal College of Glasgow grants FRCS. Postgraduate work as a specialist registrar and one of these degrees is required for specialization in eye diseases. Such clinical work is within the NHS, with supplementary private work for some consultants.\n", "\n", "Only 2.3 ophthalmologists exist per 100,000 population in the UK – fewer pro rata than in any nations in the European Union.[39]\n", "\n", "Ophthalmologists typically complete four years of undergraduate studies, four years of medical school and four years of eye-specific training (residency). Some pursue additional training, known as a fellowship - typically one to two years. Ophthalmologists are physicians who specialize in the eye and related structures. They perform medical and surgical eye care and may also write prescriptions for corrective lenses. They often manage late stage eye disease, which typically involves surgery.[40]\n", "\n", "Ophthalmologists must complete the requirements of continuing medical education to maintain licensure and for recertification.\n", "\n", "The following is a list of physicians who have significantly contributed to the field of ophthalmology:\n", "\n" ] } ], "source": [ "for i in soup.find_all('p'):\n", " print(i.get_text())" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "myenv", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.9" }, "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 }