Baby's first web scraper

python/data science/fakejobs.py

@@ -0,0 +1,30 @@
+import requests
+from bs4 import BeautifulSoup
+import pandas
+import os
+
+# Fetch and parse the website
+response = requests.get('https://realpython.github.io/fake-jobs/')
+content = response.content
+soup = BeautifulSoup(content, 'html.parser')
+
+# Find all of the jobs
+jobList = soup.find(id='ResultsContainer')
+jobs = jobList.find_all('div', class_='card-content')
+
+# Frame the data
+frameList = []
+
+def formatElement(el):
+    return el.text.strip()
+
+for job in jobs:
+    frame = {}
+    frame['title'] = formatElement(job.find('h2', class_='title'))
+    frame['company'] = formatElement(job.find('h3', class_='company'))
+    frame['location'] = formatElement(job.find('p', class_='location'))
+    frameList.append(frame)
+
+# Save the data
+df = pandas.DataFrame(frameList)
+df.to_csv(os.path.dirname(os.path.realpath(__file__)) + '/fakejobs_res.csv')

python/data science/fakejobs_res.csv

@@ -0,0 +1,101 @@
+,title,company,location
+0,Senior Python Developer,"Payne, Roberts and Davis","Stewartbury, AA"
+1,Energy engineer,Vasquez-Davidson,"Christopherville, AA"
+2,Legal executive,"Jackson, Chambers and Levy","Port Ericaburgh, AA"
+3,Fitness centre manager,Savage-Bradley,"East Seanview, AP"
+4,Product manager,Ramirez Inc,"North Jamieview, AP"
+5,Medical technical officer,Rogers-Yates,"Davidville, AP"
+6,Physiological scientist,Kramer-Klein,"South Christopher, AE"
+7,Textile designer,Meyers-Johnson,"Port Jonathan, AE"
+8,Television floor manager,Hughes-Williams,"Osbornetown, AE"
+9,Waste management officer,"Jones, Williams and Villa","Scotttown, AP"
+10,Software Engineer (Python),Garcia PLC,"Ericberg, AE"
+11,Interpreter,Gregory and Sons,"Ramireztown, AE"
+12,Architect,"Clark, Garcia and Sosa","Figueroaview, AA"
+13,Meteorologist,Bush PLC,"Kelseystad, AA"
+14,Audiological scientist,Salazar-Meyers,"Williamsburgh, AE"
+15,English as a second language teacher,"Parker, Murphy and Brooks","Mitchellburgh, AE"
+16,Surgeon,Cruz-Brown,"West Jessicabury, AA"
+17,Equities trader,Macdonald-Ferguson,"Maloneshire, AE"
+18,Newspaper journalist,"Williams, Peterson and Rojas","Johnsonton, AA"
+19,Materials engineer,Smith and Sons,"South Davidtown, AP"
+20,Python Programmer (Entry-Level),"Moss, Duncan and Allen","Port Sara, AE"
+21,Product/process development scientist,Gomez-Carroll,"Marktown, AA"
+22,"Scientist, research (maths)","Manning, Welch and Herring","Laurenland, AE"
+23,Ecologist,"Lee, Gutierrez and Brown","Lauraton, AP"
+24,Materials engineer,"Davis, Serrano and Cook","South Tammyberg, AP"
+25,Historic buildings inspector/conservation officer,Smith LLC,"North Brandonville, AP"
+26,Data scientist,Thomas Group,"Port Robertfurt, AA"
+27,Psychiatrist,Silva-King,"Burnettbury, AE"
+28,Structural engineer,Pierce-Long,"Herbertside, AA"
+29,Immigration officer,Walker-Simpson,"Christopherport, AP"
+30,Python Programmer (Entry-Level),Cooper and Sons,"West Victor, AE"
+31,Neurosurgeon,"Donovan, Gonzalez and Figueroa","Port Aaron, AP"
+32,Broadcast engineer,"Morgan, Butler and Bennett","Loribury, AA"
+33,Make,Snyder-Lee,"Angelastad, AP"
+34,"Nurse, adult",Harris PLC,"Larrytown, AE"
+35,Air broker,Washington PLC,"West Colin, AP"
+36,"Editor, film/video","Brown, Price and Campbell","West Stephanie, AP"
+37,"Production assistant, radio",Mcgee PLC,"Laurentown, AP"
+38,"Engineer, communications",Dixon Inc,"Wrightberg, AP"
+39,Sales executive,"Thompson, Sheppard and Ward","Alberttown, AE"
+40,Software Developer (Python),Adams-Brewer,"Brockburgh, AE"
+41,Futures trader,Schneider-Brady,"North Jason, AE"
+42,Tour manager,Gonzales-Frank,"Arnoldhaven, AE"
+43,Cytogeneticist,Smith-Wong,"Lake Destiny, AP"
+44,"Designer, multimedia",Pierce-Herrera,"South Timothyburgh, AP"
+45,Trade union research officer,"Aguilar, Rivera and Quinn","New Jimmyton, AE"
+46,"Chemist, analytical","Lowe, Barnes and Thomas","New Lucasbury, AP"
+47,"Programmer, multimedia","Lewis, Gonzalez and Vasquez","Port Cory, AE"
+48,"Engineer, broadcasting (operations)",Taylor PLC,"Gileston, AA"
+49,"Teacher, primary school","Oliver, Jones and Ramirez","Cindyshire, AA"
+50,Python Developer,Rivera and Sons,"East Michaelfort, AA"
+51,Manufacturing systems engineer,Garcia PLC,"Joybury, AE"
+52,"Producer, television/film/video","Johnson, Wells and Kramer","Emmatown, AE"
+53,"Scientist, forensic",Gonzalez LLC,"Colehaven, AP"
+54,Bonds trader,"Morgan, White and Macdonald","Port Coryton, AE"
+55,Editorial assistant,Robinson-Fitzpatrick,"Amyborough, AA"
+56,Photographer,"Waters, Wilson and Hoover","Reynoldsville, AA"
+57,Retail banker,Hill LLC,"Port Billy, AP"
+58,Jewellery designer,Li-Gregory,"Adamburgh, AA"
+59,Ophthalmologist,"Fisher, Ryan and Coleman","Wilsonmouth, AA"
+60,"Back-End Web Developer (Python, Django)",Stewart-Alexander,"South Kimberly, AA"
+61,Licensed conveyancer,Abbott and Sons,"Benjaminland, AP"
+62,Futures trader,"Bryant, Santana and Davenport","Zacharyport, AA"
+63,Counselling psychologist,Smith PLC,"Port Devonville, AE"
+64,Insurance underwriter,Patterson-Singh,"East Thomas, AE"
+65,"Engineer, automotive",Martinez-Berry,"New Jeffrey, AP"
+66,"Producer, radio","May, Taylor and Fisher","Davidside, AA"
+67,Dispensing optician,"Bailey, Owen and Thompson","Jamesville, AA"
+68,"Designer, fashion/clothing",Vasquez Ltd,"New Kelly, AP"
+69,Chartered loss adjuster,Leblanc LLC,"Lake Antonio, AA"
+70,"Back-End Web Developer (Python, Django)","Jackson, Ali and Mckee","New Elizabethside, AA"
+71,Forest/woodland manager,"Blankenship, Knight and Powell","Millsbury, AE"
+72,Clinical cytogeneticist,"Patton, Haynes and Jones","Lloydton, AP"
+73,Print production planner,Wood Inc,"Port Jeremy, AA"
+74,Systems developer,Collins Group,"New Elizabethtown, AA"
+75,Graphic designer,Flores-Nelson,"Charlesstad, AE"
+76,Writer,"Mitchell, Jones and Olson","Josephbury, AE"
+77,Field seismologist,Howard Group,"Seanfurt, AA"
+78,Chief Strategy Officer,Kramer-Edwards,"Williambury, AA"
+79,Air cabin crew,Berry-Houston,"South Jorgeside, AP"
+80,Python Programmer (Entry-Level),Mathews Inc,"Robertborough, AP"
+81,Warden/ranger,Riley-Johnson,"South Saratown, AP"
+82,Sports therapist,Spencer and Sons,"Hullview, AA"
+83,Arts development officer,Camacho-Sanchez,"Philipland, AP"
+84,Printmaker,Oliver and Sons,"North Patty, AE"
+85,Health and safety adviser,Eaton PLC,"North Stephen, AE"
+86,Manufacturing systems engineer,Stanley-Frederick,"Stevensland, AP"
+87,"Programmer, applications",Bradley LLC,"Reyesstad, AE"
+88,Medical physicist,"Parker, Goodwin and Zavala","Bellberg, AP"
+89,Media planner,Kim-Miles,"North Johnland, AE"
+90,Software Developer (Python),Moreno-Rodriguez,"Martinezburgh, AE"
+91,"Surveyor, land/geomatics",Brown-Ortiz,"Joshuatown, AE"
+92,Legal executive,Hartman PLC,"West Ericstad, AA"
+93,"Librarian, academic",Brooks Inc,"Tuckertown, AE"
+94,Barrister,Washington-Castillo,"Perezton, AE"
+95,Museum/gallery exhibitions officer,"Nguyen, Yoder and Petty","Lake Abigail, AE"
+96,"Radiographer, diagnostic",Holder LLC,"Jacobshire, AP"
+97,Database administrator,Yates-Ferguson,"Port Susan, AE"
+98,Furniture designer,Ortega-Lawrence,"North Tiffany, AA"
+99,Ship broker,"Fuentes, Walls and Castro","Michelleville, AP"

python/gd/2stars.py

@@ -0,0 +1,36 @@
+import urllib.request
+import json
+import os
+
+def getPage(number):
+	return json.loads(urllib.request.urlopen('https://gdbrowser.com/api/search/*?diff=1&count=500&type=mostliked&page={0}'.format(number)).read().decode())
+
+def parseLevel(level):
+	if level['stars'] == 2:
+			print('Adding {0}'.format(level['name']))
+			# id, name
+			lines.append('{0},{1},{2}\n'.format(level['id'], level['name']))
+
+def saveFile():
+	file.flush()
+	os.fsync(file.fileno())
+
+number = 0
+page = getPage(number)
+lines = []
+
+file = open(os.path.dirname(os.path.realpath(__file__)) + '/2stars_res.csv', 'r+')
+file.truncate(0)
+
+while page != -1:
+	for level in page:
+		parseLevel(level)
+	number += 1
+	print('Page {0} parsed! Moving to page {1}'.format(number - 1, number))
+	if len(lines) > 0:
+		file.writelines(lines)
+		saveFile()
+		lines = []
+	page = getPage(number)
+
+file.close()

python/gd/2stars_res.csv

@@ -0,0 +1,446 @@
+6508283,ReTraY,4521656
+4454123,Sonar,3507652
+26618473,Promises,3187364
+11280109,Dark Paradise,3069266
+11630859,ThE WorLd,1381964
+2867632,lucid dream,1365470
+21923305,Ocean Of Dreams,1098831
+23356701,Warmth,1034024
+11945914,SUNSET,962866
+1729,DARKNESS,884574
+13935609,a spark of life,837582
+2546328,Flappy Jumper 2,782825
+2443491,xDARKx,778718
+14074637,feather,764303
+10970301,Bright Eclipse,708210
+12194579,For Science,641082
+26561853,When The Leaves Fall,640159
+977287,Stageix,614428
+3325797,Findexis Madness 2,591227
+9787477,Gawne Forever,564121
+14485066,Paint on Track,540424
+70196,Practice Level,539984
+11941828,Practice domination,510846
+3945967,Moving Obstacles,497291
+12640275,Dream of Night,471024
+14206606,Paint Madness,468483
+14375455,Colory,454957
+1842894,Flight Of Space 1,437931
+32400752,IZnite,435313
+13241784,dorabae-quiz,435089
+1239645,Invisible on track,412731
+13226698,Whirlwind,409452
+16754209,Geometry Dance,394725
+2816038,Stereo Madness 2,378790
+7894312,PeAsY WoRlD II,372023
+14325059,Universe,366693
+13935221,Gravity Falls,365092
+6458589,If Cataclysm was L1,346492
+14116476,Never Be Alone,346327
+12638235,Serene time,332516
+14307902,Whipped Cream,332502
+13318490,Adrift,322709
+11686946,Never Be Alone,309575
+3049084,pur1ty ,298129
+12993248,Super Mario Galaxy,297973
+15650565,Sacred Crescent,285043
+6392228,flappy crystal,283458
+13455501,AlterGame,281857
+13113862,Blossoms,278342
+12725323,Aurora,273718
+52128,1,263654
+2410286,ECOnomix,256016
+13296070,StarLight,252670
+7828357,Traum,249860
+14015303,DragonS,249652
+18628381,The Calling  ,248580
+17806788,Fantasy,237780
+14256752,iEuPhoriai,237117
+34749502,Candescent,236938
+15091600,SuPernoVa,234688
+8663057,Hyper Dream,231046
+26758645,lonely,229333
+5226832,Divine Airflow,221538
+1757461,IF Clubstep was Lv1,218625
+17250385,Xenogenesis,218246
+8242166,Mario bros,217259
+6956751,flappy emerald,215830
+34224737,Wishless,213496
+13506658,Lullaby,212944
+8795831,Flappy bird,212089
+274283,Demons,209011
+33541887,Flore,202993
+17496044,AlterGame IV,202052
+13059832,Luminous,198118
+23454590,Sadness,193643
+14152721,rEd OrIgIn,191431
+5356370,Glow Surface,190367
+6709812,Flappy Rubins,186555
+14250437,Determination,186431
+33178604,Flickering,184211
+18257585,Airflow,183398
+18974476,Hill Climb Racing,178418
+16724793,Never be alone,178128
+15778799,OccasuS,176228
+9227947,Minecraft Life,172720
+6767410,Sapphire,169830
+27091198,Beautiful Now,168164
+25325495,Exploration,165572
+35844907,Tic Tac Toe,164099
+28601858,Cosmos,163154
+22054803,Airwaves,162572
+32287561,Dreams,161118
+13626540,ambience,160174
+16294328,Ghostbusters III,157837
+17649626,Hepatica,154132
+14048440,iIiBlushiIi,151488
+8101206,TopaZ,151469
+7321011,Flappy Sapphire,148433
+27553978,Forever,147975
+20694170,100 Millionth Level,147570
+34413161,Nevermind,146827
+4193687,If TOE2 was level 1,146053
+33932022,Amnesty,144843
+33855024,Soothe,140554
+37074698,Escape,139917
+7156598,Cosmic Dolphin,135428
+6373869,BdoubleO,134301
+15742990,Ramoth,131358
+25126221,Unknown,130981
+6739392,Stardrive ,130463
+26509337,bright light,130304
+3380956,Stereo Madness 2,127255
+34447420,Easy Seas,123472
+16477137,Deviant,123459
+1598815,Stereo Demoness,122438
+25849693,Alpha,121158
+50978,Rainforest,120273
+27986788,Hibernation,119630
+35494138,Vapored,119344
+17846717,Journey,118937
+16340126,Unicorn of the Sea,118247
+14885507,Limitless,118119
+27131405,Orbis,113375
+10679248,Super Mario World,109915
+2978563,Stereo Madness 2,108162
+18309012,Pokemon Battle V3,106651
+30940090,Lonely Heart,106046
+17264945,BiolumInesCenT,106023
+3578207,Electro Replica BoT,103694
+37158612,Canon,102780
+36216543,FOOD LAND,102121
+9844705,Time Glitch,101069
+27773001,Road of Vanishing,100832
+40946217,Tragic End,100826
+28420508,Double Triple Trial,100592
+16517491,Climate Cartoon,99730
+9977762,Cosmic dreamer,97127
+7433575,Surfing The Wind,96198
+11837963,windfall,94625
+34044719,Thoughtless,94581
+9224105,Keys,91476
+269331,Mono Madness,91296
+8891941,Asleep,91093
+7366219,World Of Fantasy,89680
+15171074,XMas Challenge,88276
+31674919,Lonely,87174
+34911518,Metaverse,86658
+9442809,Gawne returns,85796
+11806250,Poltergeist wave,85247
+33985856,Aporia,85195
+3943870,Easy Stereo Madness,84977
+67381,lode gate,84222
+11433327,Happy Hour,83830
+156124,Dash of dash 2,81958
+10659339,Space Galaxy,81852
+34238194,Gloomy Forest,81304
+35937985,ANoxia,80437
+1589851,back on future,78924
+25673838,Oncove,78546
+9098488,Gawne,76528
+3747620,Stereo Madness V2,75561
+7883168,Force Of Fantasy,71942
+30434082,Space Expedition,69373
+51173274,weird,67565
+39502342,Mizu,67488
+39101602,Sentience,67237
+8405457,Surface,66963
+33200652,Fairia,65925
+9227843,xcropolis,65662
+34799197,For You,65514
+62073,soft mountion,65347
+15173182,Paradise Lost  ,64986
+36652594,Mirage,64810
+37322842,Honey Moon,64590
+10657894,Glorious Morning,64311
+6229146,PeacefullY,64176
+11130144,Robot Madness,64083
+42986230,E,63736
+65109444,Nice,61945
+9539030,Crispy Game,59947
+13405010,Fantasia,59819
+3538583,Glitter Madness 2,59795
+19592976,Virtual Stimulus,58992
+18093873,Monody,57017
+11064188,20 madness,56799
+6431528,BdoubleO,55985
+91556,csmmmm xdd,55969
+11813110,time travel,55844
+40138985,4 AM,54634
+57551137,Ayu,54214
+55037478,Serponge Look At Me,53921
+11777209,Hallowed Ocean,53811
+9085581,Stereo Madness V2,53103
+244079,Abc,52832
+54664621, TIA,52332
+12282802,The NighT,52274
+1174225,Analogue Madness,52190
+8354764,aqua of miracle,49380
+59760047,Less than three,49269
+14719029,Telluric,49057
+42088280,Trees II,48796
+20271866,Wolheimers Triumph,48309
+155463,practice step,47995
+21968268,Exitus,47353
+8919336,aqua marine,47238
+11660471,Sweet Dreams,46502
+50341465,Abre Tus Ojos,46264
+49045979,Danfins,45820
+69582529,Coeur Lambeaux,45661
+14958919,TrIsTerY,45438
+9316079,The Lonely Life ,44945
+17648856,Buckle Your pants,44834
+14385242,Abyss II,44719
+9697146,Dancing Moonman,44589
+38348152,Shaded Forest,44405
+8099154,Golden Haze,44161
+4078954,Easy Back On Track,43064
+67661363,Geometry Dash,42849
+18638877,Romantique,41918
+66152948,Monody,39640
+12191390,never  alone,38383
+137233,Geometry Level 1,38052
+14653485,Freedom,38029
+13767461,The Eighth,38013
+35750087,Choo,37960
+27613882,Feelings,37904
+6617563,Stereo Madness 2 ,36897
+14375184,Madness,36862
+25081326,New Stereo Madness,36550
+11863768,Archaic Cosmos,36500
+18663466,BuBBle GuM,36498
+10212504,Sunset Valley,36105
+9112375,Essence of Light,36101
+55976208,Aulta,36080
+14355897,Colour Tales,35864
+219906,joloflip,34085
+17570659,new Planet New World,33949
+55215779,Aer,33699
+48054705,Sagirism,33213
+47579492,Ongaku,33141
+49219688,Owo,33036
+20336469,After World,32516
+172810,RAINBOW white,32406
+22199039,Wisp,32313
+14409896,Paper world,32255
+44568447,Conclusion,32253
+216004,banana milk 1,32190
+13699131,Magnetoscope,32168
+54476612,Frostbite,32085
+13374719,ApeX,31682
+15666330,Lost memories,31193
+55283238,Jessy ,30892
+56974779,Unbend,29924
+13077712,Telescope,29725
+13322137,SpaceDream,29508
+60791071,Cinnamon,29444
+16139525,GoodbyE Fi,29335
+60092456,Arcane River,29136
+49899508,Relaxation,28953
+68263042,Distant Horizon,28780
+60087537,Anymore,28256
+14341100,The Nova,28231
+159932,Polargiest Easy,28088
+137573,fly master 1,28066
+18152461,Paradise,27963
+11306807,Paper Mario TTYD,27690
+65707442,The Woods,27320
+54925887,Hal,26619
+66539851,Swag City,26489
+15661129,Remembered,25874
+50916119,Lost,25734
+48049215,Yousei,25604
+216159,desert run,25436
+58521673,Lisa,25243
+52604345,Awe,25033
+15029162,SpArEd,24824
+66149804,Emily Blunt,24773
+52195963,Nostalgia,24674
+9479326,VietNam Wonders,24635
+37659783,Meiria,24631
+13704968,SkyColor,24580
+13146798,Forest Adventure I,24432
+49924382,A Distand Melody,24151
+64803948,Sneaky Snake,23513
+13400251,THE SUNRISE,23317
+13367607,My World,23259
+14370126,Sweet Christmas,23197
+67463002,Felicity,23055
+35186842,Shakey Boss Fight,22946
+58977211,thespikeisoverthere,22714
+47346090,Flip,22623
+57545756,Buglo,22545
+56458670,Hold,22519
+51455232,impulsive surrounds,22211
+57047877,Terra,22116
+13146729,Feist,21875
+120652,stairs,21856
+7507591,Your Prelude r2,21826
+70296287,Enchanted Adventure,21803
+62374745,little soul,21229
+49623654,Domi,20933
+52321279,Lack of Time,20172
+55731749,Lovely,19952
+12522005,Dream Catcher,19867
+56893141,Dream,19786
+57061521,Broom Journey,19643
+50641318,Christmas Storm,18813
+54479697,A P P II,18797
+66766246,spike spike spike,18500
+60467278,Nelis100,18452
+58548056,Quiaet,18059
+66944745,Seven Burgers,17768
+50952421,Fika,17738
+63553770,Anna,17534
+69049060,Dissonance,17400
+11542127,Thousand Engine,17385
+67315935,microphone,17366
+51658696,Made in,16859
+54611457,Aspire,16610
+54801141,Smooth,16508
+50995063,Absi,16425
+59177605,TranquillitY,16287
+64153806,Moment,15964
+59073467,Paracity,15962
+62743002,Split Path,15889
+37182888,Future Life,15757
+56253412,Relaxing Paradise,15062
+64103157,extreme demon,14843
+62095015,Diverge,14837
+49807324,Ikra ,14228
+58195391,ayup,14109
+59032507,Ocarina,13521
+59708310,Magical,13195
+70174316,My Little Angel,12994
+69701323,Actual,12836
+66539358,Frappuccino,12799
+61167144,Wonder,12463
+52577127,refresh,12323
+55825525,Pure of Heart,12301
+57933522,Keep it Simple,11997
+58107944,Sacha,11983
+65270192,Rosa,11814
+64056232,Always You,11615
+59561688,LoVe II,11521
+58201541,Ascension,11478
+59957442,GoodBye,11433
+55831636,Negativo,10996
+61203856,Windless,10862
+57299546,Palermo,10759
+61174095,The Wisp,10751
+57958302,SpO0kY,10690
+56753706,Krasnodar Region,10420
+44083098,Lemons,10397
+65624034,Up to five,10391
+55929353,Dreary,10309
+68179284,DaBaby,9938
+58014525,   ,9840
+55093553,Jacuzzi,9698
+57872755,Re,9662
+69531518,Castle,9561
+70447528,Love of flight,9527
+57052078,easy,9522
+69079023,Lonelian,9425
+62906370,716,9383
+58439494,Seventy Nine,9340
+65895417,WinteR,9316
+64718148,Pocket Infinity,9238
+63724244,Namice,9100
+62056335,World Record,8754
+65625598,25 I 12 I 20 ,8452
+61493494,A little dream,8419
+59715641,Heartache,8393
+63634297,Chrome II,8364
+65226411,Fullness,8342
+63371156,feeding time,8295
+60026412,Midnight Vibes,8224
+66012376,Monolith,8097
+66802514,EthereaL,8052
+69069448,Allay,7996
+62306378,wasteland,7923
+62865428,Awe,7837
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+58841839,Varying Christmas,7557
+67702859,Squidely Dream,7533
+65574708,COOL,7510
+68784158,Flashing Trip,7492
+64279419,ABC,7422
+51674687,NoTsRs,7410
+67853336,Szymon Kalisz,7319
+56728108,Somewhere in Peru,7294
+57016061,harmonious,7178
+64743797,Your So Good at Golf,7128
+70069393,Relax Zone,7005
+64886856,happy halloween,6911
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+65758217,Chronology,6519
+70856801,Danny,6447
+67386414,Mercy,6153
+64507537,Stride,6101
+66902477,spirit,6074
+71257097,Forever and ever,5990
+67881256,An Ominous Walk,5952
+68543406,Honda Civic,5648
+65769212,abroad,5634
+67575144,sunset,5460
+67585420,Interlude I,5353
+60521512,Loth,5321
+71056684,falling apart,5136
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readme.md

@@ -9,14 +9,19 @@
 
 ### Python
 
+- [Data Science](python/data%20science)
+  - [Fake Jobs Scraper](python/data%20science/fakejobs.py)
 - [Calculators](python/calculators)
-    - [Binomial Distribution](python/calculators/Binomial%20Distribution.py)
+  - [Binomial Distribution](python/calculators/Binomial%20Distribution.py)
-    - [Pearson's Product-Moment Correlation Coefficient](python/calculators/PMCC.py)
+  - [Pearson's Product-Moment Correlation Coefficient](python/calculators/PMCC.py)
-    - [Quadratic nth Term](python/calculators/Quadratic%20nth%20Term.py)
+  - [Quadratic nth Term](python/calculators/Quadratic%20nth%20Term.py)
-    - [Square Root](python/calculators/Square%20Root.py)
+  - [Square Root](python/calculators/Square%20Root.py)
-    - [Spearman's Rank Correlation Coefficient](python/calculators/SRCC.py)
+  - [Spearman's Rank Correlation Coefficient](python/calculators/SRCC.py)
-    - [Standard Deviation](python/calculators/Standard%20Deviation.py)
+  - [Standard Deviation](python/calculators/Standard%20Deviation.py)
-- [osu! - Get PP from a beatmap ID](python/osu/PP%20from%20Beatmap%20ID.py)
+- [osu!](python/osu!)
+  - [PP from Beatmap ID](python/osu!/ppFromID.py)
+- [Geometry Dash](python/gd)
+  - [2 Stars List](python/gd/2stars.py)
 - [Pygame Pong](python/pygame%20pong)
 - [pythonchallenge.com](python/pythonchallenge.com)
 - [r/dailyprogrammer](python/dailyprogrammmer)
@@ -31,26 +36,27 @@
 #### GCSE Computer Science
 
 - [Year 9](coursework/gcse%20computer%20science/year%209)
-    - [Microbit Projects](coursework/gcse%20computer%20science/year%209/microbit)
+
-    - [Python Projects](coursework/gcse%20computer%20science/year%209/python)
+  - [Microbit Projects](coursework/gcse%20computer%20science/year%209/microbit)
-        - [Encryption](coursework/gcse%20computer%20science/year%209/python/encryption)
+  - [Python Projects](coursework/gcse%20computer%20science/year%209/python)
-            - [Caesar Cipher Decrypter](coursework/gcse%20computer%20science/year%209/python/encryption/caesar%20cipher/Decrypter.py)
+    - [Encryption](coursework/gcse%20computer%20science/year%209/python/encryption)
-            - [Caesar Cipher Encrypter](coursework/gcse%20computer%20science/year%209/python/encryption/caesar%20cipher/Encrypter.py)
+      - [Caesar Cipher Decrypter](coursework/gcse%20computer%20science/year%209/python/encryption/caesar%20cipher/Decrypter.py)
-            - [Enkodo Cipher (own creation)](coursework/gcse%20computer%20science/year%209/python/encryption/Enkodo%20Cipher.py)
+      - [Caesar Cipher Encrypter](coursework/gcse%20computer%20science/year%209/python/encryption/caesar%20cipher/Encrypter.py)
-    - [Web Projects](coursework/gcse%20computer%20science/year%209/web)
+      - [Enkodo Cipher (own creation)](coursework/gcse%20computer%20science/year%209/python/encryption/Enkodo%20Cipher.py)
-        - [Eco Fest](coursework/gcse%20computer%20science/year%209/web/eco%20fest)
+  - [Web Projects](coursework/gcse%20computer%20science/year%209/web)
-        - [Pet Planet](coursework/gcse%20computer%20science/year%209/python/web/pet%20planet)
+    - [Eco Fest](coursework/gcse%20computer%20science/year%209/web/eco%20fest)
+    - [Pet Planet](coursework/gcse%20computer%20science/year%209/python/web/pet%20planet)
 
 - [Year 10 (All Python)](coursework/gcse%20computer%20science/year%2010)
-    - [Calculator](coursework/gcse%20computer%20science/year%2010/calculator)
+  - [Calculator](coursework/gcse%20computer%20science/year%2010/calculator)
-    - [Cat or Dog](coursework/gcse%20computer%20science/year%2010/cat%20or%20dog)
+  - [Cat or Dog](coursework/gcse%20computer%20science/year%2010/cat%20or%20dog)
-    - [Mark Analyser](coursework/gcse%20computer%20science/year%2010/mark%20analyser)
+  - [Mark Analyser](coursework/gcse%20computer%20science/year%2010/mark%20analyser)
-    - [OOP Dice](coursework/gcse%20computer%20science/year%2010/oop%20dice)
+  - [OOP Dice](coursework/gcse%20computer%20science/year%2010/oop%20dice)
-    - [Pallindromes](coursework/gcse%20computer%20science/year%2010/pallindromes)
+  - [Pallindromes](coursework/gcse%20computer%20science/year%2010/pallindromes)
-    - [Password Reset](coursework/gcse%20computer%20science/year%2010/password%20reset)
+  - [Password Reset](coursework/gcse%20computer%20science/year%2010/password%20reset)
-    - [Raspberry Pie Game](coursework/gcse%20computer%20science/year%2010/raspberry%20pie%20game)
+  - [Raspberry Pie Game](coursework/gcse%20computer%20science/year%2010/raspberry%20pie%20game)
-    - [API Hangman](coursework/gcse%20computer%20science/year%2010/API%20Hangman.py)
+  - [API Hangman](coursework/gcse%20computer%20science/year%2010/API%20Hangman.py)
-    - [Temperature Bar Chart](coursework/gcse%20computer%20science/year%2010/Temperature%20Bar%20Chart.py)
+  - [Temperature Bar Chart](coursework/gcse%20computer%20science/year%2010/Temperature%20Bar%20Chart.py)
 
 ### AHK (Auto Hot Key)