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'Flashmob_(album).html',\n", " 'Flat_roof.html',\n", " 'Fleetwood,_Oklahoma.html',\n", " 'Flight_Design_Boxtair.html',\n", " 'Flour_Babies.html',\n", " 'Foidolite.html',\n", " 'Foilbacks.html',\n", " 'Follow_(album).html',\n", " 'Football_at_the_National_Games_of_China.html',\n", " 'Football_Foundation.html',\n", " 'Fort_Astoria.html',\n", " 'Fortabat_Art_Collection.html',\n", " 'Forth_and_Bargy_dialect.html',\n", " 'Fortuna_Glacier.html',\n", " 'Forward_Operating_Base_Grizzly.html',\n", " 'Fougangoue.html',\n", " 'Foulonia.html',\n", " 'Fractured_(Everything_I_Said_Was_True).html',\n", " 'France_in_the_Eurovision_Song_Contest_2010.html',\n", " 'Frances_Morris_(actress).html',\n", " 'Frank_C._Archibald_(Vermont_politician).html',\n", " 'Frank_Drum.html',\n", " 'Frank_Gross.html',\n", " 'Frans,_Ain.html',\n", " 'Franz_Georg_Benkert.html',\n", " 'Fraser_Lake_Airport.html',\n", " 'Fred_H._Hildebrandt.html',\n", " 'Fred_Marks.html',\n", " 'Frederick_Leadbetter.html',\n", " 'Freedom_(White_Heart_album).html',\n", " 'Freehold_Township_Schools.html',\n", " 'Friedrich_Albrecht_Anton_Meyer.html',\n", " 'Friedrich_Kirchner.html',\n", " 'Friendship,_Wake_County,_North_Carolina.html',\n", " 'Frisilia_sulcata.html',\n", " 'Frithjof_Schmidt.html',\n", " 'From_All_Sides.html',\n", " 'Frost_Township,_Michigan.html',\n", " 'Fu_Biao.html',\n", " 'Fucibet.html',\n", " 'Functoid.html',\n", " 'Fureai_kippu.html',\n", " 'Furkan_Korkmaz.html',\n", " 'Furto_di_sera_bel_colpo_si_spera.html',\n", " 'Furubira_District,_Hokkaido.html',\n", " 'Fusinus_carvalhoriosi.html',\n", " 'Future_Weather.html',\n", " 'G%C3%B3ra,_Mogilno_County.html',\n", " 'G%C3%B6ncruszka.html',\n", " 'G.O.Y.A._(Gunz_Or_Yay_Available).html',\n", " 'G.S._Lamias_Achilleus.html',\n", " 'Ga%C5%A1parci.html',\n", " 'Gabriele_Poso.html',\n", " 'Gacharageini.html',\n", " 'Gad_(deity).html',\n", " 'Gaetanus_Matthew_Perez.html',\n", " 'Gal%C3%A1pagos,_Guadalajara.html',\n", " 'Galician_Nationalist_Bloc.html',\n", " 'Galloway_and_Upper_Nithsdale_(Scottish_Parliament_constituency).html',\n", " 'Gander_(surname).html',\n", " 'Gandigwad.html',\n", " 'Gang_run_printing.html',\n", " 'Garde_Civique.html',\n", " 'Garden-based_learning.html',\n", " ...]" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import os\n", "\n", "os.listdir(\"wiki\")" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "2997" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(os.listdir(\"wiki\"))" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "\n", "\n", "Cecil Peak - Wikipedia\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\t\t
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Cecil Peak

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From Wikipedia, the free encyclopedia
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Cecil Peak is a mountain in the Wakatipu Basin, New Zealand and reaches a height of 1,978 metres.[1] It is on the south side of Lake Wakatipu, south south-west of Queenstown and is highly prominent from around this area. [2]

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\n", "View from Fernhill of Cecil Peak (Walter Peak on right). Kā Kamu-a-Hakitekura is the Māori name for both mountains.
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Vegetation is mainly grass and tussock (as it is under a pastoral lease[3]) with trees near the waterline. Hidden Island is one of four islands in Lake Wakatipu and sits very close to the shoreline of Cecil Peak. On 27 March 2010 a local band performed an outdoor concert in a natural amphitheatre on the peak playing songs from the band Pink Floyd.[4]

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Name[edit]

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Both Cecil Peak and the nearby mountain of Walter Peak were named after William Rees' eldest sons' first given names by the surveyor James McKerrow in 1862.[5]

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See also[edit]

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References[edit]

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  1. ^ Malcolm, McKinnon. \"Otago places - Wakatipu basin\". Te Ara - the Encyclopedia of New Zealand. 
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  2. ^ \"Ngai Tahu Names\" (PDF). Te Karaka Issue 44, pg 13. tekaraka.co.nz. Retrieved 18 September 2013. 
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  3. ^ \"Crown Pastoral Land Tenure Review\" (PDF). Land Information New Zealand. 
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  4. ^ \"Rocking it on Cecil Peak\". Scoop Media. 
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  5. ^ Jardine, D.G. (1978). Shadows on the Hill. A.H. & A.W. Reed Ltd. p. 185. ISBN 0589010093. 
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Coordinates: 45°06′32″S 168°37′42″E / 45.108831°S 168.628463°E / -45.108831; 168.628463

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\n", "\t\t\n", "\t\n", "\n", "\n" ] } ], "source": [ "with open(\"wiki/Cecil_Peak.html\") as f:\n", " print(f.read())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It appears that the main content is nested inside the `div` tag with the id `content`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Reading In The Data" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2.952831983566284\n" ] } ], "source": [ "import concurrent.futures\n", "import time\n", "\n", "pool = concurrent.futures.ThreadPoolExecutor(max_workers=4)\n", "\n", "def read_data(filename):\n", " with open(filename) as f:\n", " data = f.read()\n", " return data\n", "\n", "start = time.time()\n", "filenames = [\"wiki/{}\".format(f) for f in os.listdir(\"wiki\")]\n", "content = pool.map(read_data, filenames)\n", "content = list(content)\n", "\n", "end = time.time()\n", "print(end - start)\n", "articles = [f.replace(\".html\", \"\").replace(\"wiki/\", \"\") for f in filenames]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "After doing some profiling, it doesn't appear that threading makes a huge difference to performance. It may be because although files are opened, most of the task is offset by the overhead of creating new threads." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Remove Extraneous Markup" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "139.67757391929626\n" ] } ], "source": [ "from bs4 import BeautifulSoup\n", "\n", "def parse_html(html):\n", " soup = BeautifulSoup(html, 'html.parser')\n", " return str(soup.find_all(\"div\", id=\"content\")[0])\n", "\n", "start = time.time()\n", "pool = concurrent.futures.ProcessPoolExecutor(max_workers=3)\n", "parsed = pool.map(parse_html, content)\n", "parsed = list(parsed)\n", "end = time.time()\n", "\n", "print(end - start)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "'
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Álvaro Sierra

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From Wikipedia, the free encyclopedia
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This name uses Spanish naming customs: the first or paternal family name is Sierra\\xa0and the second or maternal family name is Peña.
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Álvaro Sierra Peña (born April 4, 1967 in Sogamoso, Boyacá) is a retired male professional road racing cyclist from Colombia.

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Career[edit]

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1990
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6th in General Classification GP Internacional de Café, Bogota (COL)
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1991
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1st in General Classification Vuelta a Colombia (COL)
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1993
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8th in General Classification Vuelta a Colombia (COL)
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1994
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2nd in General Classification Vuelta a Colombia (COL)
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1995
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3rd in Stage 4 Vuelta a Colombia, Manizales (COL)
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2nd in Stage 8 Vuelta a Colombia, Buenaventura (COL)
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3rd in Stage 11 Vuelta a Colombia, Ibagué (COL)
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3rd in General Classification Vuelta a Colombia (COL)
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1996
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2nd in Stage 9 Clásico RCN, Santa Helena (COL)
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6th in General Classification Clásico RCN (COL)
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1997
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7th in General Classification Clásico RCN (COL)
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7th in General Classification Vuelta a Colombia (COL)
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1998
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1st in General Classification Vuelta a Antioquia (COL)
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1st in General Classification Vuelta a Boyacà (COL)
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1st in Stage 9 Clásico RCN, Bogotá (COL)
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5th in General Classification Clásico RCN (COL)
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1999
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1st in General Classification Vuelta a Boyacà (COL)
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7th in General Classification Vuelta a Colombia (COL)
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1st in Stage 3 Clásico RCN, Alto de Patios (COL)
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2nd in Stage 7 Clasico RCN, El Cable (COL)
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2nd in General Classification Clasico RCN (COL)
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2000
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2nd in Stage 15 Vuelta a Colombia, Tunja (COL)
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1st in Stage 2 Vuelta a Boyacà, El Humilladero (COL)
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2nd in Stage 3 Vuelta a Boyacà, Mongui (COL)
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2nd in General Classification Vuelta a Boyacá (COL)
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5th in General Classification Clásico RCN (COL)
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3rd in General Classification Vuelta a Venezuela (VEN)
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2001
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1st in General Classification Vuelta a Boyacà (COL)
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3rd in Stage 7 Vuelta al Tachira, Circuito en Mérida con llegada en Tovar (VEN)
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2002
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2nd in Stage 4 Clasica del Meta, Alto de Buenavista (COL)
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1st in Stage 4 Vuelta al Tolima, Ibagué (COL)
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3rd in Stage 5 Vuelta a Boyacà, Toca (COL)
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2nd in General Classification Vuelta a Boyacà (COL)
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3rd in Stage 6 Vuelta a Boyacà, Tunja (COL)
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2003
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1st in General Classification Doble Sucre Potosí GP Cemento Fancesa (BOL)
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1st in Stage 1 Clasica Integración de la Guadua-Gobernación de Risaralda, Marsella (COL)
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2nd in Stage 2 Clasica Integración de la Guadua-Gobernación de Risaralda, Apia (COL)
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1st in General Classification Clasica Integración de la Guadua-Gobernación de Risaralda (COL)
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3rd in Stage 3 Vuelta a Antioquia, Jerico (COL)
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1st in Stage 4 Vuelta a Antioquia, Alto de El Escobero (COL)
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2nd in General Classification Vuelta a Antioquia (COL)
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2nd in Stage 5 Vuelta a Colombia, El Escobero (COL)
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2nd in Stage 13 Vuelta a Colombia, Cali (COL)
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3rd in General Classification Vuelta a Colombia (COL)
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3rd in Stage 4 Vuelta a Boyacà, Jenesano (COL)
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3rd in Stage 5 Vuelta a Boyacà, Tunja (COL)
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2nd in Stage 7 Clásico RCN, Tunja (COL)
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3rd in Stage 8 Clasico RCN, Alto de Patios (COL)
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2nd in General Classification Clasico RCN (COL)
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1st in Stage 3 Doble Copacabana GP Fides, La Paz (BOL)
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1st in Stage 4 Doble Copacabana GP Fides, Viarcha (BOL)
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2nd in Stage 5 part b Doble Copacabana GP Fides, Copacabana (BOL)
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1st in General Classification Doble Copacabana GP Fides (BOL)
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2nd in Stage 4 Vuelta a Costa Rica, Ciudad Quesada (CRC)
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1st in Stage 7 Vuelta a Costa Rica, Barva (CRC)
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2nd in Stage 8 Vuelta a Costa Rica, Cascajal de Coronado (CRC)
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1st in Stage 10 Vuelta a Costa Rica, Pérez Zeledón (CRC)
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3rd in General Classification Vuelta a Costa Rica (CRC)
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2004
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2nd in Stage 1 Clásica Club Deportivo Boyacá, Alto del Topo (COL)
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1st in General Classification Clásica Club Deportivo Boyacá (COL)
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1st in Stage 2 Vuelta a Cundinamarca, Fusagasugá (COL)
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1st in General Classification Vuelta a Cundinamarca (COL)
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5th in General Classification Clásico RCN (COL)
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2005
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1st in Stage 1 Doble Sucre Potosí GP Cemento Fancesa, Potosí (BOL)
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1st in Stage 2 Doble Sucre Potosí GP Cemento Fancesa, Potosí (BOL)
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1st in General Classification Doble Sucre Potosí GP Cemento Fancesa (BOL)
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1st in Stage 3 Vuelta a Boyacà, Saboyá (COL)
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3rd in Stage 4 Vuelta a Boyacà, Cucaita (COL)
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2nd in Stage 3 Vuelta a Colombia, Armenia (COL)
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3rd in Stage 8 Vuelta a Colombia, Jerico (COL)
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3rd in Stage 13 Vuelta a Colombia, La Y (COL)
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3rd in General Classification Vuelta a Colombia (COL)
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3rd in General Classification GP Cootranspensilvania (COL)
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3rd in Stage 7 Clásico RCN, Armenia (COL)
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2nd in General Classification Clasico RCN (COL)
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3rd in Stage 8 Clasico RCN, Manizales (COL)
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2nd in Stage 2 Doble Copacabana GP Fides, La Paz (BOL)
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1st in Stage 4 Doble Copacabana GP Fides, Viacha (BOL)
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2006
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2nd in General Classification Doble Sucre Potosí GP Cemento Fancesa (BOL)
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1st in Stage 8 Vuelta a Colombia, Armenia (COL)
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1st in Stage 14 Vuelta a Colombia, Alto del Escobero (COL)
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3rd in General Classification Vuelta a Colombia (COL)
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2nd in Stage 1 Vuelta a Boyacà, Boyaca (COL)
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1st in Stage 4 Doble Copacabana GP Fides, Viacha (BOL)
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3rd in General Classification Doble Copacabana GP Fides (BOL)
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6th in General Classification Clásico RCN (COL)
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2007
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3rd in Stage 2 Doble Sucre Potosí GP Cemento Fancesa, Potosi (BOL)
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3rd in General Classification Doble Sucre Potosí GP Cemento Fancesa (BOL)
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2008
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3rd in Prologue Vuelta a Cundinamarca, Cogua (COL)
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2nd in General Classification Vuelta a Cundinamarca (COL)
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4th in General Classification Vuelta a Boyacà (COL)
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2nd in Stage 6 Vuelta a Boyacà, Tunja (COL)
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2nd in Stage 5 Vuelta a Bolivia, Oruro (BOL)
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1st in Stage 7 part b Vuelta a Bolivia, Copacabana (BOL)
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3rd in General Classification Vuelta a Bolivia (BOL)
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3rd in Stage 8 part a Vuelta a Bolivia, San Pablo de Tiquina (BOL)
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2nd in Stage 3 Vuelta Ciclista a la Republica del Ecuador, Quito (ECU)
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2nd in Stage 5 Vuelta Ciclista a la Republica del Ecuador, Riobamba (ECU)
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2nd in General Classification Vuelta Ciclista a la Republica del Ecuador (ECU)
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References[edit]

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\\n\\t\\t\\t\\t\\t\\tRetrieved from \"https://en.wikipedia.org/w/index.php?title=Álvaro_Sierra&oldid=729711134\"\\t\\t\\t\\t\\t
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'" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "parsed[0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This operation is quite slow and CPU-intensive. It looks like using as many processes are there are available processors speeds things up." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Finding Common Tags" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "71.57306599617004\n" ] }, { "data": { "text/plain": [ "{'a': 498830,\n", " 'abbr': 11536,\n", " 'annotation': 205,\n", " 'area': 138,\n", " 'audio': 8,\n", " 'b': 45291,\n", " 'bdi': 34,\n", " 'big': 416,\n", " 'blockquote': 148,\n", " 'br': 15599,\n", " 'caption': 609,\n", " 'center': 657,\n", " 'cite': 11605,\n", " 'code': 281,\n", " 'dd': 3761,\n", " 'del': 6,\n", " 'div': 88787,\n", " 'dl': 1425,\n", " 'dt': 953,\n", " 'font': 44,\n", " 'h1': 2997,\n", " 'h2': 12336,\n", " 'h3': 2720,\n", " 'h4': 405,\n", " 'h5': 26,\n", " 'h6': 1,\n", " 'hr': 240,\n", " 'i': 55074,\n", " 'img': 24457,\n", " 'li': 263520,\n", " 'map': 9,\n", " 'math': 205,\n", " 'mfrac': 181,\n", " 'mi': 1538,\n", " 'mn': 657,\n", " 'mo': 1399,\n", " 'mover': 14,\n", " 'mrow': 1302,\n", " 'mspace': 65,\n", " 'msqrt': 21,\n", " 'mstyle': 214,\n", " 'msub': 319,\n", " 'msubsup': 56,\n", " 'msup': 163,\n", " 'mtable': 4,\n", " 'mtd': 93,\n", " 'mtext': 13,\n", " 'mtr': 13,\n", " 'munder': 7,\n", " 'munderover': 17,\n", " 'noscript': 2997,\n", " 'ol': 2626,\n", " 'p': 24099,\n", " 'pre': 12,\n", " 'q': 162,\n", " 'rb': 16,\n", " 'rp': 32,\n", " 'rt': 16,\n", " 'ruby': 16,\n", " 's': 76,\n", " 'samp': 2,\n", " 'semantics': 205,\n", " 'small': 9415,\n", " 'source': 8,\n", " 'span': 218982,\n", " 'strong': 1847,\n", " 'sub': 547,\n", " 'sup': 36301,\n", " 'table': 13114,\n", " 'td': 175989,\n", " 'th': 46258,\n", " 'time': 34,\n", " 'tr': 84116,\n", " 'tt': 7,\n", " 'u': 110,\n", " 'ul': 32928,\n", " 'wbr': 277}" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from bs4 import BeautifulSoup\n", "\n", "def count_tags(html):\n", " soup = BeautifulSoup(html, 'html.parser')\n", " tags = {}\n", " for tag in soup.find_all():\n", " if tag.name not in tags:\n", " tags[tag.name] = 0\n", " tags[tag.name] += 1\n", " return tags\n", "\n", "start = time.time()\n", "pool = concurrent.futures.ProcessPoolExecutor(max_workers=3)\n", "tags = pool.map(count_tags, parsed)\n", "tags = list(tags)\n", "\n", "tag_counts = {}\n", "for tag in tags:\n", " for k,v in tag.items():\n", " if k not in tag_counts:\n", " tag_counts[k] = 0\n", " tag_counts[k] += v\n", "end = time.time()\n", "\n", "print(end - start)\n", "tag_counts" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Based on our findings, it looks like there are quite a few `td`, `a`, `li`, and `span` tags. This indicates that articles tend to have lots of links, along with lists and tables. Links are the most numerous tag, which indicates how interconnected articles on Wikipedia are." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Finding Common Words" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "133.99117708206177\n" ] }, { "data": { "text/plain": [ "{'junior': 8,\n", " 'prannathji': 1,\n", " 'touring': 1,\n", " 'sofia': 1,\n", " 'patrick': 5,\n", " 'twice': 1,\n", " 'managers': 3,\n", " 'agostini': 1,\n", " 'domination': 1,\n", " 'billième': 1,\n", " 'kavčič': 1,\n", " 'dönhoff': 1,\n", " 'uprising': 1,\n", " 'moshe': 1,\n", " 'bangladesh': 3,\n", " 'muntaner': 1,\n", " 'mayor': 11,\n", " 'beasley': 1,\n", " 'zeitweiser': 1,\n", " 'first': 100,\n", " 'gives': 1,\n", " 'films1940s': 1,\n", " 'januszkowo': 1,\n", " 'minesweeper': 2,\n", " 'commons': 6,\n", " '83222': 1,\n", " 'rayon': 2,\n", " 'humorist': 1,\n", " 'hercules': 1,\n", " 'encarnaçao': 1,\n", " 'calling': 2,\n", " 'today': 3,\n", " 'kazuki': 1,\n", " 'zoltán': 1,\n", " 'fortified': 1,\n", " 'martinez': 1,\n", " 'båstad': 1,\n", " 'presidential': 5,\n", " 'contributor': 1,\n", " 'trăng': 1,\n", " 'preparatory': 1,\n", " 'governor': 12,\n", " 'pietism': 1,\n", " 'least': 1,\n", " 'sulfonic': 1,\n", " 'manipuli': 1,\n", " 'scindalmota': 1,\n", " 'colliery': 1,\n", " 'birchall': 1,\n", " 'plotinus': 1,\n", " 'narasaraopet': 1,\n", " 'awareness': 2,\n", " 'willimon': 1,\n", " 'appear': 1,\n", " 'monadenia': 1,\n", " 'antioquia': 2,\n", " 'polynomials': 1,\n", " 'kitplanes': 1,\n", " 'chiriguelo': 1,\n", " 'asteraceae': 2,\n", " 'nadia': 1,\n", " 'thoracic': 1,\n", " 'entrance': 1,\n", " 'chiudinelli': 2,\n", " 'wilcox': 1,\n", " 'welfare': 2,\n", " 'choice': 1,\n", " 'cricoid': 1,\n", " 'zielona': 1,\n", " 'greyish': 2,\n", " 'naghizadeh': 1,\n", " 'arhndt': 1,\n", " 'vladimir': 1,\n", " 'flyin': 1,\n", " 'vilnius': 2,\n", " 'inflanty': 1,\n", " 'guaraldi': 1,\n", " 'viticultural': 1,\n", " 'scholars': 1,\n", " 'nagar': 5,\n", " 'hepburn': 1,\n", " 'reports': 1,\n", " '1357883': 1,\n", " 'artificial': 1,\n", " 'biological': 2,\n", " 'francesco': 1,\n", " 'marguérite': 1,\n", " 'arxiv': 2,\n", " 'billion': 1,\n", " 'morgana': 1,\n", " 'confederation': 1,\n", " 'bahia': 2,\n", " 'brăila': 1,\n", " 'giuliani': 1,\n", " 'veronica': 1,\n", " 'sunde': 1,\n", " 'scoville': 1,\n", " 'surrounding': 1,\n", " 'chaun': 1,\n", " 'makindye': 1,\n", " 'derek': 1,\n", " 'regiments': 1,\n", " 'bosnia': 6,\n", " 'southend': 1,\n", " 'taylour': 1,\n", " 'waller': 1,\n", " 'opposite': 1,\n", " 'consultant': 1,\n", " 'ballyhale': 1,\n", " 'worcestershire': 1,\n", " 'godavari': 1,\n", " 'araneae': 1,\n", " 'physician': 1,\n", " 'draft': 10,\n", " 'raith': 1,\n", " 'congo': 1,\n", " 'paraguay': 2,\n", " 'highest': 5,\n", " 'argos': 1,\n", " 'citation': 9,\n", " 'chung': 1,\n", " 'erigeron': 1,\n", " 'ramirez': 1,\n", " 'fubinaca': 1,\n", " 'jordan': 3,\n", " 'iyama': 1,\n", " 'anatolia': 1,\n", " 'eugenio': 1,\n", " 'disney': 3,\n", " 'nacional': 2,\n", " 'funen': 1,\n", " 'luehderi': 1,\n", " 'urodilatin': 1,\n", " 'background': 1,\n", " 'vijay': 2,\n", " 'needs': 1,\n", " 'patriots': 1,\n", " 'permanent': 4,\n", " 'recuay': 1,\n", " 'clinic': 1,\n", " 'imperialis': 1,\n", " 'seibu': 1,\n", " 'ćetković': 1,\n", " 'wolfe': 1,\n", " 'fernanda': 1,\n", " 'scientist': 2,\n", " 'aminonaphthalenesulfonic': 1,\n", " 'vittra': 1,\n", " 'other': 38,\n", " 'zgierz': 2,\n", " 'bluegrass': 2,\n", " 'catalog': 2,\n", " 'nyblom': 1,\n", " '44333': 1,\n", " 'damsa': 1,\n", " 'forever': 1,\n", " 'advocates': 1,\n", " 'heckstall': 1,\n", " 'unincorporated': 17,\n", " 'munich': 3,\n", " 'avalon': 1,\n", " 'snakebite': 1,\n", " 'porrit': 1,\n", " 'ellison': 1,\n", " 'debian': 1,\n", " 'young': 14,\n", " 'nuway': 1,\n", " 'tyson': 1,\n", " 'bexley': 1,\n", " 'boehringer': 1,\n", " 'franklin': 2,\n", " 'pyrénées': 1,\n", " 'telescope': 1,\n", " 'metropolitan': 4,\n", " 'olfactory': 1,\n", " 'cardinals': 3,\n", " 'bausch': 1,\n", " 'middlesbrough': 3,\n", " 'score': 5,\n", " 'henares': 1,\n", " 'flowered': 1,\n", " 'truck': 2,\n", " 'naichau': 1,\n", " 'production': 19,\n", " 'paschal': 1,\n", " 'jessen': 1,\n", " 'lebanon': 4,\n", " 'ratchaburi': 1,\n", " 'glazman': 1,\n", " 'daniels': 1,\n", " 'tottori': 1,\n", " 'información': 1,\n", " 'genome': 2,\n", " 'moscow': 6,\n", " 'nagashi': 1,\n", " 'abaúj': 1,\n", " 'allsvenskan': 1,\n", " 'vries': 1,\n", " 'poultry': 1,\n", " 'culkin': 1,\n", " 'chase': 1,\n", " 'ralph': 1,\n", " 'times': 22,\n", " 'gould': 1,\n", " 'borsod': 1,\n", " 'ghriss': 1,\n", " 'surgeon': 3,\n", " 'troglodytarum': 1,\n", " 'velika': 1,\n", " 'docking': 1,\n", " 'islam': 2,\n", " 'underground': 1,\n", " 'grackle': 1,\n", " 'points': 6,\n", " 'clean': 3,\n", " 'vanuatu': 1,\n", " 'pompey': 1,\n", " 'jarosław': 1,\n", " 'varus': 1,\n", " 'jaromír': 1,\n", " 'bibcode': 1,\n", " 'reader': 1,\n", " 'identifierswikipedia': 43,\n", " 'envelope': 1,\n", " 'wimberg': 1,\n", " 'xhcaa': 1,\n", " 'farida': 1,\n", " 'settlers': 1,\n", " 'ramanathan': 1,\n", " 'decimal': 1,\n", " 'stjørdal': 1,\n", " 'gender': 2,\n", " 'kamen': 1,\n", " 'arčikauskas': 1,\n", " 'simod': 1,\n", " 'wildlife': 4,\n", " 'holidays': 1,\n", " 'lighting': 1,\n", " 'kummerow': 1,\n", " 'siniscalco': 1,\n", " 'litera': 1,\n", " 'spookey': 1,\n", " 'member': 21,\n", " 'wilco': 1,\n", " 'songs': 23,\n", " 'abeno': 1,\n", " 'dordogne': 2,\n", " 'sciences': 2,\n", " 'maanikya': 1,\n", " '000000002016': 1,\n", " 'backs': 1,\n", " 'weapons': 2,\n", " 'spiel': 1,\n", " 'kirklees': 1,\n", " 'bruses': 1,\n", " 'sidéradougou': 1,\n", " 'studios': 4,\n", " 'vincent': 2,\n", " 'mandel': 1,\n", " 'named': 4,\n", " 'mangalore': 1,\n", " 'mickey': 1,\n", " 'salma': 1,\n", " 'lawsuit': 1,\n", " 'pietismus': 1,\n", " 'kalangis': 1,\n", " 'higgins': 1,\n", " 'tunisia': 2,\n", " 'vetriswaran': 1,\n", " 'dolni': 2,\n", " 'activities': 1,\n", " 'patanga': 1,\n", " 'coulommiers': 1,\n", " 'châtillon': 2,\n", " 'capriccio': 1,\n", " 'sędki': 1,\n", " 'accessory': 1,\n", " 'turret': 1,\n", " 'visitors': 2,\n", " 'magazine': 17,\n", " 'yvelines': 1,\n", " 'caney': 1,\n", " 'bathurst': 1,\n", " 'brenda': 2,\n", " 'muğanlı': 1,\n", " 'detroit': 5,\n", " 'parrots': 1,\n", " 'railways': 1,\n", " 'rolling': 1,\n", " '59611': 1,\n", " 'köping': 1,\n", " 'ramachandran': 1,\n", " 'larvae': 6,\n", " 'likely': 1,\n", " 'pochyta': 1,\n", " 'mascara': 1,\n", " 'canot': 1,\n", " 'directive': 2,\n", " 'eighty': 1,\n", " 'bahuguna': 1,\n", " 'peptide': 2,\n", " 'macmillan': 1,\n", " 'furkan': 1,\n", " 'cable': 2,\n", " 'keonjhar': 1,\n", " 'boogie': 1,\n", " 'szczawin': 1,\n", " 'dašić': 1,\n", " 'antennata': 1,\n", " 'zschokke': 1,\n", " 'backyard': 1,\n", " 'sirusho': 1,\n", " 'pippo': 1,\n", " 'creative': 1,\n", " 'tropische': 1,\n", " 'chenar': 1,\n", " 'original': 19,\n", " 'gosling': 1,\n", " 'overstreet': 2,\n", " 'chisocheton': 1,\n", " 'öland': 1,\n", " 'chaux': 2,\n", " 'goiás': 2,\n", " 'ground': 3,\n", " 'event': 12,\n", " 'namhaedo': 1,\n", " 'teacher': 1,\n", " 'sylvian': 1,\n", " 'palmer': 5,\n", " 'writer': 11,\n", " 'macrobertson': 1,\n", " 'javier': 1,\n", " 'students': 20,\n", " 'helmond': 1,\n", " 'twiggy': 1,\n", " '73917': 1,\n", " 'rescue': 1,\n", " 'daniele': 1,\n", " 'innings': 1,\n", " 'rhialto': 1,\n", " 'dinamo': 3,\n", " 'edwin': 1,\n", " 'moderni': 1,\n", " 'shrek': 1,\n", " 'haider': 1,\n", " 'viamala': 1,\n", " 'pedro': 2,\n", " 'cheddar': 1,\n", " 'exploratorium': 1,\n", " 'bayfield': 1,\n", " 'subdivision': 1,\n", " 'sevens': 2,\n", " 'nelonen': 1,\n", " 'pergamus': 1,\n", " 'requires': 2,\n", " 'santa': 19,\n", " 'mengs': 1,\n", " 'vitaly': 1,\n", " 'bombardment': 1,\n", " 'gimhae': 1,\n", " 'deshamanya': 1,\n", " 'maine': 4,\n", " 'rivals': 1,\n", " 'ponder': 1,\n", " 'jeffs': 1,\n", " 'spicules': 1,\n", " 'unicode': 1,\n", " 'tomorrow': 1,\n", " 'cincinnati': 5,\n", " 'amborellaceae': 1,\n", " 'analog': 1,\n", " 'mediaș': 1,\n", " 'roxburgh': 1,\n", " 'huddersfield': 1,\n", " 'appenzell': 1,\n", " 'turista': 1,\n", " 'branches': 1,\n", " 'kumamoto': 1,\n", " 'aliabad': 4,\n", " 'sloop': 1,\n", " 'montana': 5,\n", " 'funny': 1,\n", " 'document': 1,\n", " 'łosie': 1,\n", " '66083': 1,\n", " 'later': 7,\n", " 'atoxica': 1,\n", " 'paranhos': 1,\n", " 'former': 10,\n", " 'qualifier': 2,\n", " 'competed': 1,\n", " 'witzenhausen': 1,\n", " 'latin': 11,\n", " 'adams': 3,\n", " 'scales': 1,\n", " 'splash': 1,\n", " 'gorkha': 1,\n", " 'trojans': 2,\n", " 'floor': 2,\n", " 'hampson': 3,\n", " 'precinct': 1,\n", " 'arterial': 1,\n", " 'fidélis': 1,\n", " 'cutervo': 1,\n", " 'danmark': 1,\n", " 'groups': 3,\n", " 'veloso': 1,\n", " 'emulations': 1,\n", " 'pontiac': 1,\n", " 'dundas': 1,\n", " 'ariarathes': 1,\n", " 'channel': 8,\n", " 'description': 4,\n", " 'innocent': 1,\n", " 'sequences': 1,\n", " 'fuscozonata': 1,\n", " 'maharaj': 1,\n", " 'networking': 1,\n", " 'wizard': 2,\n", " 'criterium': 1,\n", " 'gasht': 1,\n", " 'acosta': 1,\n", " 'loving': 1,\n", " 'guarro': 1,\n", " 'bigelovii': 1,\n", " 'inches': 1,\n", " 'stian_aker': 1,\n", " 'gardner': 3,\n", " 'mudramothiram': 1,\n", " 'cobreloa': 1,\n", " 'mahony': 1,\n", " 'lithophila': 1,\n", " 'concepción': 1,\n", " 'smeaton': 1,\n", " 'haven': 2,\n", " 'reviews': 4,\n", " 'cindy': 1,\n", " 'references': 34,\n", " 'dzahadjou': 1,\n", " 'sicily': 1,\n", " 'garrisson': 1,\n", " 'schneider': 1,\n", " 'psychology': 5,\n", " 'warsaw': 2,\n", " 'guangde': 1,\n", " 'nominee': 1,\n", " 'muirí': 1,\n", " 'written': 10,\n", " 'leeuwen': 1,\n", " 'chaharduli': 1,\n", " 'tachinidae': 2,\n", " 'incumbent': 1,\n", " 'diego': 4,\n", " 'ennico': 1,\n", " 'kazan': 2,\n", " 'italiane': 1,\n", " 'coupier': 1,\n", " 'riffle': 1,\n", " 'saxophone': 1,\n", " 'fleet': 7,\n", " 'residence': 2,\n", " 'auryn': 1,\n", " 'hotels': 1,\n", " 'association': 10,\n", " 'histoplasmosis': 1,\n", " 'leuke': 1,\n", " 'imphal': 1,\n", " 'baloch': 1,\n", " 'asheqlu': 1,\n", " 'supernova': 1,\n", " 'namhae': 2,\n", " 'zebina': 1,\n", " 'mazowiecki': 1,\n", " 'taluka': 2,\n", " 'rican': 1,\n", " 'subcutaneous': 1,\n", " 'admiral': 2,\n", " 'alakbarova': 1,\n", " 'nerve': 1,\n", " 'lyrics': 3,\n", " 'porto': 1,\n", " 'finnmark': 1,\n", " 'transistor': 1,\n", " 'pilot': 5,\n", " 'anwar': 1,\n", " 'mafeteng': 1,\n", " 'bridge': 13,\n", " 'tryavna': 2,\n", " 'doble': 2,\n", " 'maritime': 3,\n", " 'circumcarinata': 1,\n", " 'manor': 1,\n", " 'grichka': 1,\n", " 'planetary': 1,\n", " 'leprieuri': 1,\n", " 'plants': 4,\n", " 'sarojini': 1,\n", " 'lough': 1,\n", " 'safety': 2,\n", " 'meneng': 1,\n", " 'kartli': 1,\n", " 'badgers': 1,\n", " 'opinions': 1,\n", " 'contralateral': 1,\n", " 'tiranë': 1,\n", " 'bethoncourt': 1,\n", " 'kapinovo': 1,\n", " 'civil': 17,\n", " 'those': 1,\n", " 'estrone': 1,\n", " 'babak': 1,\n", " 'brian': 4,\n", " 'leaders': 7,\n", " 'mossman': 1,\n", " 'carley': 1,\n", " 'honey': 2,\n", " 'normandin': 1,\n", " 'known': 14,\n", " 'hydroxynaphthalene': 1,\n", " 'marcus': 1,\n", " 'personalities': 1,\n", " 'kapoor': 3,\n", " 'government': 29,\n", " 'ghisallo': 1,\n", " 'regional': 10,\n", " 'reaction': 1,\n", " 'works': 13,\n", " 'neville': 1,\n", " 'mausoleum': 1,\n", " 'icelandic': 1,\n", " 'methodist': 1,\n", " 'lakshmanan': 1,\n", " 'script': 1,\n", " 'three': 11,\n", " 'herzegovina': 7,\n", " 'runoff': 1,\n", " 'dawson': 1,\n", " 'eliskases': 1,\n", " 'vinca': 1,\n", " 'television': 50,\n", " 'bukovica': 1,\n", " 'reward': 1,\n", " 'noctuoidea': 1,\n", " 'jetpack': 1,\n", " 'picture': 2,\n", " 'kildare': 1,\n", " 'rheumatoid': 1,\n", " 'romagna': 1,\n", " 'phong': 1,\n", " 'abbas': 2,\n", " 'season': 61,\n", " 'dictionary': 4,\n", " 'peparethos': 1,\n", " 'brugnoli': 1,\n", " 'peptides': 1,\n", " 'passive': 1,\n", " 'spectra': 2,\n", " 'chandan': 1,\n", " 'circuit': 5,\n", " 'alvord': 1,\n", " 'keisling': 1,\n", " 'canberra': 1,\n", " 'adviser': 1,\n", " 'watford': 2,\n", " 'lubbock': 1,\n", " 'constant': 4,\n", " 'lantern': 1,\n", " 'pampanga': 1,\n", " 'membranacea': 1,\n", " 'partial': 1,\n", " 'vessels': 2,\n", " 'residenztheater': 1,\n", " 'inducing': 1,\n", " 'chamber': 2,\n", " 'sales': 3,\n", " 'geforce': 1,\n", " 'suburban': 2,\n", " 'kissing': 1,\n", " 'video': 24,\n", " 'center': 27,\n", " '125th': 1,\n", " 'leyte': 1,\n", " 'christopher': 1,\n", " 'bradford': 1,\n", " 'stealing': 1,\n", " 'carracedo': 1,\n", " 'dołęgi': 1,\n", " 'commission': 8,\n", " 'homebuilding': 1,\n", " 'catholic': 21,\n", " 'whiting': 1,\n", " 'chacon': 1,\n", " 'healing': 1,\n", " 'aereon': 1,\n", " 'dasyure': 1,\n", " 'busan': 2,\n", " 'career': 82,\n", " 'bratz': 1,\n", " 'rolli': 1,\n", " 'holstein': 1,\n", " 'dewey': 1,\n", " 'utiel': 1,\n", " 'creek': 15,\n", " 'edward': 5,\n", " 'destroyer': 2,\n", " 'coalfield': 1,\n", " '354927000': 1,\n", " 'aspietes': 1,\n", " 'clothes': 1,\n", " 'relegated': 1,\n", " 'regiment': 7,\n", " 'annunciation': 1,\n", " 'corps': 6,\n", " 'monkey': 2,\n", " 'thompson': 2,\n", " 'saudi': 3,\n", " 'bicycle': 1,\n", " 'angèle': 1,\n", " 'sentence': 1,\n", " 'brzózka': 1,\n", " '85111': 1,\n", " 'mechanisms': 1,\n", " 'kappa': 1,\n", " 'syntomis': 1,\n", " 'larvicide': 1,\n", " 'bangkok': 3,\n", " 'observer': 1,\n", " 'uttarakhand': 1,\n", " 'rally': 3,\n", " 'heuch': 1,\n", " 'bayadh': 1,\n", " 'animals': 1,\n", " 'nicola': 1,\n", " 'feedjit': 1,\n", " 'koishiteru': 1,\n", " 'bloomfield': 1,\n", " 'thornaby': 1,\n", " 'human': 12,\n", " 'internal': 1,\n", " 'wilkes': 1,\n", " 'filmsturkish': 1,\n", " 'watch': 5,\n", " 'okoye': 1,\n", " 'fuchs': 1,\n", " 'metallurg': 1,\n", " 'sulukh': 1,\n", " 'khedoori': 1,\n", " 'coronium': 1,\n", " 'benítez': 1,\n", " 'fusiliers': 1,\n", " 'warrant': 1,\n", " 'precursor': 1,\n", " 'family': 73,\n", " 'theorem': 2,\n", " 'defence': 3,\n", " 'immunity': 2,\n", " 'kramer': 1,\n", " 'lucky': 1,\n", " 'livonia': 1,\n", " 'ereader': 1,\n", " 'israelites': 1,\n", " 'ramaranjan': 1,\n", " 'maria': 6,\n", " 'isaac': 1,\n", " 'force': 8,\n", " 'paralympic': 2,\n", " 'maribor': 1,\n", " 'tatars': 1,\n", " 'baddie': 1,\n", " 'ruins': 1,\n", " 'stade': 1,\n", " 'ryots': 1,\n", " 'worldcat': 4,\n", " 'coccidioidomycosis': 1,\n", " 'reunion': 1,\n", " 'boland': 1,\n", " 'nellie': 2,\n", " 'speed': 10,\n", " 'redwater': 1,\n", " 'bowles': 1,\n", " 'katie': 1,\n", " 'merelim': 1,\n", " 'solkan': 1,\n", " 'germar': 1,\n", " 'missing': 6,\n", " 'greek': 25,\n", " 'fulcher': 1,\n", " 'monument': 3,\n", " 'harvard': 4,\n", " 'sustainability': 1,\n", " 'summer': 30,\n", " 'bromo': 1,\n", " 'chemokine': 1,\n", " 'rainstorm': 1,\n", " 'kenneth': 2,\n", " 'straloch': 1,\n", " 'stone': 8,\n", " 'hirst': 1,\n", " 'horsey': 1,\n", " 'šumadija': 1,\n", " 'parfitt': 1,\n", " 'galaxies': 2,\n", " 'climate': 9,\n", " 'westminster': 1,\n", " 'herbert': 3,\n", " 'fungal': 1,\n", " 'giovanni': 3,\n", " 'believer': 1,\n", " 'conveyor': 1,\n", " 'bechdel': 1,\n", " 'søren': 1,\n", " 'eugamandus': 1,\n", " 'medal': 21,\n", " 'ömnögovi': 1,\n", " 'begin': 1,\n", " '01333': 1,\n", " 'valle': 1,\n", " 'meaning': 1,\n", " 'baltimore': 4,\n", " 'gosei': 1,\n", " 'krispies': 1,\n", " 'eastern': 13,\n", " 'oplast': 1,\n", " 'serpentine': 1,\n", " 'january': 96,\n", " 'macroagelaius': 1,\n", " 'posters': 1,\n", " 'stuart': 3,\n", " 'elizabeth': 6,\n", " 'apocephalus': 1,\n", " 'philip': 1,\n", " 'sherry': 1,\n", " 'mussels': 1,\n", " 'raggett': 1,\n", " 'dream': 4,\n", " 'zhejiang': 1,\n", " 'forewings': 2,\n", " 'saves': 1,\n", " 'makkasan': 1,\n", " 'mansion': 1,\n", " 'trucks': 1,\n", " 'animated': 1,\n", " 'azerbaijani': 2,\n", " 'purged': 1,\n", " 'recke': 1,\n", " 'infections': 1,\n", " 'batted': 2,\n", " 'kosaka': 1,\n", " 'categories': 217,\n", " 'shanghai': 2,\n", " 'heroines': 1,\n", " 'laser': 1,\n", " 'always': 1,\n", " 'khikhani': 1,\n", " 'rovers': 7,\n", " 'verpelét': 1,\n", " 'germán': 1,\n", " 'evermore': 1,\n", " 'stefano': 1,\n", " 'asiab': 1,\n", " 'viola': 1,\n", " 'flour': 1,\n", " 'aviva': 1,\n", " 'volumes': 1,\n", " 'figaro': 1,\n", " 'mclaren': 1,\n", " 'gnome': 1,\n", " 'junction': 6,\n", " 'against': 11,\n", " 'lorne': 1,\n", " 'slavery': 1,\n", " 'manga': 3,\n", " 'phorids': 1,\n", " 'gospel': 1,\n", " 'wiltshire': 1,\n", " 'discretization': 1,\n", " 'headache': 1,\n", " 'transilien': 1,\n", " 'volunteer': 1,\n", " 'авени': 1,\n", " 'hyderabad': 1,\n", " 'volleyball': 5,\n", " 'beverley': 1,\n", " 'induced': 1,\n", " 'yarumal': 1,\n", " 'cells': 1,\n", " 'romance': 3,\n", " 'evraki': 1,\n", " 'tacloban': 1,\n", " 'grows': 2,\n", " 'lagunitas': 1,\n", " 'elevation': 2,\n", " 'territory': 2,\n", " 'qualifying': 2,\n", " 'contains': 3,\n", " 'economics': 4,\n", " 'deseret': 1,\n", " 'noise': 2,\n", " 'kirby': 1,\n", " 'transportation': 5,\n", " 'agripina': 1,\n", " 'smoszewo': 1,\n", " 'stiles': 1,\n", " 'scott': 6,\n", " 'andorra': 2,\n", " 'italien': 1,\n", " 'göttingen': 1,\n", " 'presenters': 1,\n", " 'luigné': 1,\n", " 'vatican': 1,\n", " 'seyyed': 1,\n", " 'midnight': 3,\n", " 'vaibbhav': 1,\n", " 'fusidic': 1,\n", " 'newport': 1,\n", " 'unusual': 1,\n", " 'casey': 1,\n", " 'payments': 1,\n", " 'pages': 2,\n", " 'mullins': 1,\n", " 'gubernatorial': 1,\n", " 'density': 1,\n", " 'tanenbaum': 1,\n", " 'exchange': 1,\n", " 'hasan': 2,\n", " 'richt': 1,\n", " 'genealogical': 2,\n", " '000000001989': 1,\n", " 'leuty': 1,\n", " 'natural': 9,\n", " 'guineas': 1,\n", " 'carol': 1,\n", " 'policy': 2,\n", " 'woolley': 1,\n", " 'rolin': 1,\n", " 'vista': 1,\n", " 'murinus': 1,\n", " 'lawngtlai': 1,\n", " 'logan': 2,\n", " 'chapel': 3,\n", " 'banovinas': 1,\n", " 'general': 42,\n", " 'enhanced': 1,\n", " 'bresse': 1,\n", " 'fresno': 3,\n", " 'porch': 1,\n", " 'fisher': 2,\n", " 'anish': 1,\n", " 'equestrian': 1,\n", " 'smilax': 1,\n", " 'drain': 1,\n", " 'municipality': 32,\n", " 'chapter': 2,\n", " 'surnames': 1,\n", " 'steinbauer': 1,\n", " 'faber': 3,\n", " 'czech': 8,\n", " 'international': 45,\n", " 'choral': 2,\n", " 'class': 30,\n", " '94750': 1,\n", " 'moginie': 1,\n", " 'houghton': 1,\n", " 'cymru': 1,\n", " 'astoria': 2,\n", " '36528': 1,\n", " 'oznoz': 1,\n", " 'italy': 12,\n", " 'villers': 6,\n", " 'autism': 1,\n", " 'touch': 2,\n", " 'svalbard': 1,\n", " 'rapper': 1,\n", " 'spanish': 34,\n", " 'breads': 1,\n", " 'taproot': 1,\n", " 'founder': 1,\n", " 'braunschweig': 1,\n", " 'neolepetopsidae': 1,\n", " 'including': 1,\n", " 'firefox': 1,\n", " 'lincoln': 7,\n", " 'garuh': 1,\n", " 'giang': 2,\n", " 'eleuteri': 1,\n", " 'match': 12,\n", " 'iwaki': 1,\n", " 'osteoporosis': 1,\n", " 'préliminaires': 1,\n", " 'couple': 1,\n", " 'armstrong': 3,\n", " 'musica': 1,\n", " 'shackleton': 1,\n", " 'funeral': 1,\n", " 'ortiz': 1,\n", " 'kyril': 1,\n", " 'zvereva': 1,\n", " 'continuity': 1,\n", " 'brasil': 1,\n", " 'nepali': 1,\n", " 'winters': 1,\n", " 'runner': 1,\n", " 'hammerstein': 1,\n", " 'hanna': 1,\n", " 'lalden': 1,\n", " 'chemo': 1,\n", " 'granduciel': 1,\n", " 'anterior': 2,\n", " 'wolfpack': 1,\n", " 'lincolnshire': 1,\n", " 'kawabe': 1,\n", " 'nueva': 1,\n", " 'jagiellonia': 1,\n", " 'friendship': 4,\n", " 'stoke': 1,\n", " 'scenic': 1,\n", " 'ricardo': 2,\n", " 'stream': 1,\n", " 'sweden': 10,\n", " 'boost': 1,\n", " 'paranaense': 1,\n", " 'torkaman': 1,\n", " 'suvarnabhumi': 1,\n", " 'anglican': 1,\n", " 'frisian': 1,\n", " 'germany': 21,\n", " 'huesca': 1,\n", " 'shaun': 1,\n", " 'propantheline': 1,\n", " 'filled': 1,\n", " 'tomakomai': 1,\n", " 'gnophaela': 1,\n", " 'lecanoromycetes': 1,\n", " 'database': 6,\n", " 'johnstown': 1,\n", " 'celta': 2,\n", " 'vaughn': 1,\n", " 'gibraltar': 1,\n", " 'mitsuki': 1,\n", " 'hairy': 1,\n", " 'ayeyarwady': 1,\n", " 'ordinary': 2,\n", " 'bruderschaft': 1,\n", " 'operative': 1,\n", " 'cocktail': 1,\n", " 'tazeh': 2,\n", " 'hasanein': 1,\n", " 'shortest': 1,\n", " 'completed': 1,\n", " 'velike': 1,\n", " 'celtic': 3,\n", " 'darvazeh': 1,\n", " 'london': 40,\n", " 'myoictis': 1,\n", " 'component': 1,\n", " 'matilda': 1,\n", " 'arabic': 8,\n", " 'radomsko': 1,\n", " 'pirama': 1,\n", " 'baxter': 1,\n", " 'gliese': 2,\n", " 'cantonese': 1,\n", " 'allegro': 1,\n", " 'brooks': 1,\n", " 'biggest': 1,\n", " 'fischli': 1,\n", " 'girolamo': 1,\n", " 'erksan': 1,\n", " 'affairs': 2,\n", " 'steamroller': 1,\n", " 'contest': 3,\n", " 'awarded': 2,\n", " 'selling': 1,\n", " 'msnbc': 1,\n", " 'pequeñas': 1,\n", " 'assault': 1,\n", " 'police': 9,\n", " 'censorship': 1,\n", " 'reloaded': 1,\n", " 'bušić': 1,\n", " 'encyclopædia': 1,\n", " 'barbus': 1,\n", " 'mobile': 6,\n", " 'finishes': 1,\n", " 'bills': 1,\n", " 'baronetcy': 1,\n", " 'kansas': 9,\n", " 'drooling': 1,\n", " 'philippines': 5,\n", " 'seine': 2,\n", " 'passing': 1,\n", " 'pregnant': 1,\n", " 'caspase': 1,\n", " 'liverpool': 1,\n", " 'green': 11,\n", " 'greenhouses': 1,\n", " 'princess': 1,\n", " 'uttar': 2,\n", " 'desmiphora': 1,\n", " 'coordinates': 56,\n", " ...}" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from bs4 import BeautifulSoup\n", "from collections import Counter\n", "import re\n", "\n", "def count_words(html):\n", " soup = BeautifulSoup(html, 'html.parser')\n", " words = {}\n", " text = soup.get_text()\n", " text = re.sub(\"\\W+\", \" \", text.lower())\n", " words = text.split(\" \")\n", " words = [w for w in words if len(w) >= 5]\n", " return Counter(words).most_common(10)\n", "\n", "start = time.time()\n", "pool = concurrent.futures.ProcessPoolExecutor(max_workers=3)\n", "words = pool.map(count_words, parsed)\n", "words = list(words)\n", "\n", "word_counts = {}\n", "for wc in words:\n", " for word, count in wc:\n", " if word not in word_counts:\n", " word_counts[word] = 0\n", " word_counts[word] += 1\n", "end = time.time()\n", "\n", "print(end - start)\n", "word_counts" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Only selecting the top `10` words from each article speeds up performance quite a bit." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.4.2" } }, "nbformat": 4, "nbformat_minor": 2 }