diff --git a/4-Clustering/2-Algorithms/README.md b/4-Clustering/2-K-Means/README.md similarity index 100% rename from 4-Clustering/2-Algorithms/README.md rename to 4-Clustering/2-K-Means/README.md diff --git a/4-Clustering/2-Algorithms/assignment.md b/4-Clustering/2-K-Means/assignment.md similarity index 100% rename from 4-Clustering/2-Algorithms/assignment.md rename to 4-Clustering/2-K-Means/assignment.md diff --git a/4-Clustering/2-Algorithms/translations/README.es.md b/4-Clustering/2-K-Means/translations/README.es.md similarity index 100% rename from 4-Clustering/2-Algorithms/translations/README.es.md rename to 4-Clustering/2-K-Means/translations/README.es.md diff --git a/4-Clustering/3-Recommendations/README.md b/4-Clustering/3-Centroid/README.md similarity index 100% rename from 4-Clustering/3-Recommendations/README.md rename to 4-Clustering/3-Centroid/README.md diff --git a/4-Clustering/3-Recommendations/assignment.md b/4-Clustering/3-Centroid/assignment.md similarity index 100% rename from 4-Clustering/3-Recommendations/assignment.md rename to 4-Clustering/3-Centroid/assignment.md diff --git a/4-Clustering/3-Recommendations/translations/README.es.md b/4-Clustering/3-Centroid/translations/README.es.md similarity index 100% rename from 4-Clustering/3-Recommendations/translations/README.es.md rename to 4-Clustering/3-Centroid/translations/README.es.md diff --git a/4-Clustering/4-Centroid/README.md b/4-Clustering/4-API/README.md similarity index 100% rename from 4-Clustering/4-Centroid/README.md rename to 4-Clustering/4-API/README.md diff --git a/4-Clustering/4-Centroid/assignment.md b/4-Clustering/4-API/assignment.md similarity index 100% rename from 4-Clustering/4-Centroid/assignment.md rename to 4-Clustering/4-API/assignment.md diff --git a/4-Clustering/4-Centroid/translations/README.es.md b/4-Clustering/4-API/translations/README.es.md similarity index 100% rename from 4-Clustering/4-Centroid/translations/README.es.md rename to 4-Clustering/4-API/translations/README.es.md diff --git a/4-Clustering/README.md b/4-Clustering/README.md index 316436513..0873771bb 100644 --- a/4-Clustering/README.md +++ b/4-Clustering/README.md @@ -1,12 +1,18 @@ -# Getting Started with +# Clustering Models for Machine Learning +## Regional topic: Clustering models for Maya architecture in Central America -In this section of the curriculum, you will be introduced to ... +In Central America, the amazing [ancient Maya civilization](https://en.wikipedia.org/wiki/Maya_civilization) is well-known for its architectural sites, often comprising impressive pyramids. -## Topics - -1. [Introduction to](1-intro-to/README.md) +![Pyramid at Chichen Itza](./images/chichen-itza.jpg) +> Photo by Jimmy Baum on Unsplash +In this series of lessons, you will discover a new way to analyze data using Clustering techniques. Clustering is particularly useful when your dataset lacks labels. If it does have labels, then classification techniques are more useful. But in cases where you are looking to group unlabelled data, clustering is a great way to discover patterns. +## Topics +1. [Introduction to Clustering with Data Visualizations](1-Visualize/README.md) +2. [K-Means Clustering](2-K-Means/README.md) +3. [Centroid Clustering](3-Centroid/README.md) +4. [Build an API for Recommendations](4-API/README.md) ## Credits -"Introduction to" was written with ♥️ by [Name](Twitter) \ No newline at end of file +"Introduction to Clustering" was written with ♥️ by [Jen Looper](https://www.twitter.com/jenlooper) \ No newline at end of file diff --git a/4-Clustering/data/maya-sites.csv b/4-Clustering/data/maya-sites.csv new file mode 100644 index 000000000..003a94428 --- /dev/null +++ b/4-Clustering/data/maya-sites.csv @@ -0,0 +1,333 @@ +Name,Alt_Name,Acronym,Country_Area,Latitude,Longitude +Acanceh,,ACC,"Mexico, Yucat�n (MX-YUC)",20.813087,-89.45246 +Acanmul,,ACN," Mexico, Campeche (MX-CAM)",19.90093,-90.3254 +Acasaguastlan ,San Agustin Acasaguastlan = Guaytan,,"Guatemala, El Progreso (GT-PR)",14.928033,-89.962406 +Acte,Acté = Akte,ACT,"Guatemala, Pet�n (GT-PE)",17.0755,-89.939 +Actun Balam,,," Belize, Cayo (BZ-CY)",16.45,-88.58 +Actun Ch'on,Actun Chon = Actun Chón,ATC,"Mexico, Yucat�n (MX-YUC)",20.29668,-89.423006 +Actun Chapat,,ACP," Belize, Cayo (BZ-CY)",17.03631,-89.08801 +Actun Dzib,Actun Tz'iib = Actun Tz'ib,," Belize, Toledo (BZ-TOL)",16.197779,-89.057019 +Actun Neko,,," Belize, Cayo (BZ-CY)",17.18516,-88.67501 +Actun Tunichil Muknal,Actun Tunichil Mucnal = Tunichil Muknal,ATM," Belize, Cayo (BZ-CY)",17.11356,-88.86394 +Actuncan,Actun Can,ATU," Belize, Cayo (BZ-CY)",17.107507,-89.140828 +Acum,,,"Mexico, Yucat�n (MX-YUC)",20.253525,-89.456318 +Aguacate,,AGA,"Guatemala, Pet�n (GT-PE)",17.149,-89.2025 +Aguas Calientes,,AGC,"Guatemala, Pet�n (GT-PE)",16.56167,-90.38333 +Aguateca,,AGT,"Guatemala, Pet�n (GT-PE)",16.395316,-90.204668 +Akalpeten,,," Mexico, Campeche (MX-CAM)",18.415,-89.84139 +Ake,,AKE,"Mexico, Yucat�n (MX-YUC)",20.947223,-89.30158 +Aktun Uxil,Cueva de las Tres Marias = Uxil,,"Mexico, Yucat�n (MX-YUC)",20.34'01.0,-89.58111 +Aktun Xch'omil Ch'en,Actun Xch'omil Ch'en = Actun Xch'omil = Xch'omil Ch'en,,"Mexico, Yucat�n (MX-YUC)",20.70775,-88.262739 +Aktunkin,,," Mexico, Campeche (MX-CAM)",18.21732,-89.47427 +Akumal,Ocumal,AKM," Mexico, Quintana Roo (MX-ROO)",20.40088,-87.3198 +Almuchil,,AMC," Mexico, Campeche (MX-CAM)",20.152959,-89.640334 +Altamira,Alta Mira,ALM," Mexico, Campeche (MX-CAM)",17.98889,-89.54472 +Altamira,,ALT,"Mexico, Chiapas (MX-CHP)",15.35'59.9,-92.54599 +Altamirano,,,"Mexico, Chiapas (MX-CHP)",16.40'14.6,-92.35028 +Altar de los Reyes,,ALR," Mexico, Campeche (MX-CAM)",17.99042,-89.40622 +Altar de Sacrificios,,ALS,"Guatemala, Pet�n (GT-PE)",16.473785,-90.525184 +Altun Ha,Altun-Ha,ALH,"Belize, Belize (BZ-BZ)",17.76394,-88.34706 +Alvaro Obregon,Álvaro Obregón = Alvaro Obregón = Obregón,OBR,"Mexico, Tabasco (MX-TAB)",17.290197,-91.229206 +Anayte',,ANY,Mexico,na, +Anonal,,ANL,"Guatemala, Pet�n (GT-PE)",16.51845,-90.11464 +Arroyo de Piedra,Arroyo Piedra = Dos Piedras,ARP,"Guatemala, Pet�n (GT-PE)",16.451927,-90.269997 +Bajo de la Joventud,Bajo Juventud,,"Guatemala, Pet�n (GT-PE)",17.403332,-89.625181 +Baking Pot,,BKP," Belize, Cayo (BZ-CY)",17.198485,-89.009253 +Bakna,,BKN," Mexico, Campeche (MX-CAM)",19.8415,-90.08178 +Balakbal,,BLK," Mexico, Campeche (MX-CAM)",17.88222,-89.585 +Balamku,,BAL," Mexico, Campeche (MX-CAM)",18.556518,-89.944885 +Balamtun,,BLM,"Guatemala, Pet�n (GT-PE)",17.06617,-90.07267 +Becan,,BCN," Mexico, Campeche (MX-CAM)",18.517393,-89.466701 +Bedrock,,,"Belize, Orange Walk (BZ-OW)",17.943173,-88.986627 +Bejucal,,BJC,"Guatemala, Pet�n (GT-PE)",17.28211,-89.76916 +Bellote (Island),El Bellote,BLL,"Mexico, Tabasco (MX-TAB)",18.41861,-93.12175 +Bilimkok,,BMK," Mexico, Campeche (MX-CAM)",20.11,-89.84117 +Blackman Eddy,,BED," Belize, Cayo (BZ-CY)",17.2167,-88.9167 +Blue Creek,,,"Belize, Orange Walk (BZ-OW)",17.867988,-88.89345 +Bonampak,,BPK,"Mexico, Chiapas (MX-CHP)",16.704,-91.065 +Buenavista del Cayo,Buenavista de Cayo = Buenavista,BVC," Belize, Cayo (BZ-CY)",17.13475,-89.12976 +Bugambilias,,," Mexico, Quintana Roo (MX-ROO)",18.33'36.1,-88.21243 +Caactun,,CAA,"Mexico, Yucat�n (MX-YUC)",20.23'31.1,-88.4304 +Cahal Pech,,CLP," Belize, Cayo (BZ-CY)",17.145956,-89.073708 +Calakmul,,CLK," Mexico, Campeche (MX-CAM)",18.105612,-89.810328 +Canancax,,CNX,"Mexico, Chiapas (MX-CHP)",16.85975,-91.18561 +Cancuen,,CNC,"Guatemala, Pet�n (GT-PE)",16.01469,-90.03842 +Candzibaantun,,CDZ," Mexico, Campeche (MX-CAM)",17.85172,-89.71156 +Cap'eldzibtunichna,,CDZ," Mexico, Campeche (MX-CAM)",20.24405,-89.97677 +Caracol,,CRC," Belize, Cayo (BZ-CY)",16.763237,-89.117781 +Chacmultun,,CHM,"Mexico, Yucat�n (MX-YUC)",20.17278,-89.345 +Chactun,,," Mexico, Campeche (MX-CAM)",18.72428,-89.52733 +Champerico,,CHP," Mexico, Campeche (MX-CAM)",17.91422,-89.49914 +Chapatengo,,,"Mexico, Chiapas (MX-CHP)",16.117476,-92.532619 +Cheyokolna,,," Mexico, Campeche (MX-CAM)",17.880833,-89.815833 +Chiapa de Corzo,,CPC,"Mexico, Chiapas (MX-CHP)",16.702936,-93.003933 +Chicanna,,CHC," Mexico, Campeche (MX-CAM)",18.506936,-89.486376� +Chichen Itza,,CHN,"Mexico, Yucat�n (MX-YUC)",20.683121,-88.569032 +Chinikiha,,CNK,"Mexico, Tabasco (MX-TAB)",17.432832,-91.579593 +Chinkultic,,CKL,"Mexico, Chiapas (MX-CHP)",16.12894,-91.78492 +Chochkitam ,Tzotzkitam = Chochquitan = Chosquitan = BA-25,CKM,"Guatemala, Pet�n (GT-PE)",17.62419,-89.19963 +Chunhuitz,,CNZ,"Guatemala, Pet�n (GT-PE)",17.16921,-89.21635 +CivalSibal,,CVL,"Guatemala, Pet�n (GT-PE)",17.3675,-89.259167 +CobaNohoch Mul,,COB,"Mexico, Quintana Roo (MX-ROO)",20.49004,-87.732332 +Comalcalco,,CML,"Mexico, Tabasco (MX-TAB)",18.28001,-93.201341 +Copan,,CPN,"Honduras, Cop�n (HN-CP)",14.837622,-89.141233 +Cueva de Galon,Cueva de las Pinturas = Cobanerita,CVG,"Guatemala, Pet�n (GT-PE)",16.89534,-90.00454 +Cueva de la Virgencita,,," Mexico, Campeche (MX-CAM)",18.253351,-89.277256 +Cuychen,,CUY," Belize, Cayo (BZ-CY)",17.01805,-89.059982� +Dos Caobas,,DCB,"Mexico, Chiapas (MX-CHP)",16.798796,-90.981059 +Dos Pilas,Dos Pozos,DPL,"Guatemala, Pet�n (GT-PE)",16.44583,-90.29583 +Dzehkabtun,,DZK," Mexico, Campeche (MX-CAM)",19.693113,-89.910491 +Dzibanmac,,," Mexico, Campeche (MX-CAM)",18.28'27.3,-89.23368 +Dzibilchaltun,,DBC,"Mexico, Yucat�n (MX-YUC)",21.091357,-89.596431 +Dzibilnocac,,DBN," Mexico, Campeche (MX-CAM)",19.578209,-89.594867 +Dzilam,Dzilam Gonzalez,DZL,"Mexico, Yucat�n (MX-YUC)",21.28144,-88.92994 +Eduardo Quiroz Cave,,," Belize, Cayo (BZ-CY)",16.75,-88.883333 +Edzna,Etzna,ETZ," Mexico, Campeche (MX-CAM)",19.597036,-90.230109 +Ek Balam,Ek' Balam = Ek' B'ahlam = Ekbalam,EKB,"Mexico, Yucat�n (MX-YUC)",20.890692,-88.136312 +"Abra, El",,ABR,"Honduras, Cop�n (HN-CP)",15.103761,-88.80487 +"Achiotal, El",,,"Guatemala, Pet�n (GT-PE)",, +"Amparo, El",,AMP,"Mexico, Chiapas (MX-CHP)",16.5344,-91.82478 +"Camalote Dolores, El",El Camalote = El Camalote/Dolores,CAD,"Guatemala, Pet�n (GT-PE)",16.77167,-89.46 +"Cayo, El",,CAY,"Mexico, Chiapas (MX-CHP)",17.06436,-91.21247 +"Chicozapote, El",,CZP,"Mexico, Chiapas (MX-CHP)",16.95522,-91.11824 +"Chilonche, El",Chilonche,CHT,"Guatemala, Pet�n (GT-PE)",16.813609,-89.560915 +"Chorro, El",San Lucas = El Pato = La Armenia,CRO,"Guatemala, Pet�n (GT-PE)",16.642167,-90.574333 +"Encanto, El",,ENC,"Guatemala, Pet�n (GT-PE)",17.273611,-89.562778 +"Excavado, El",,EXC,"Guatemala, Pet�n (GT-PE)",16.425734,-90.227732 +"Gallinero, El",,GAL," Mexico, Campeche (MX-CAM)",17.827556,-89.48325 +"Mameyal, El",,MAM," Mexico, Campeche (MX-CAM)",17.981667,-89.266667 +"Manantial, El",Corosal = Corozal = El Tablero = Ch'anal,MAN,"Guatemala, Pet�n (GT-PE)",17.69057,-89.43583 +"Meco, El",,MEC," Mexico, Quintana Roo (MX-ROO)",21.211155,-86.803912 +"Mirador, El",,MRD,"Guatemala, Pet�n (GT-PE)",17.756111,-89.92088 +"Pabellón, El",,PAB,"Mexico, Chiapas (MX-CHP)",16.472121,-90.57001 +"Palmar, El",,PLM," Mexico, Campeche (MX-CAM)",18.077787,-89.337349 +"Peru, El",Waka',PRU,"Guatemala, Pet�n (GT-PE)",17.26606,-90.35578 +"Portón, El",,PRT,"Guatemala, Baja Verapaz (GT-BV)",15.04745,-90.26079 +"Porvenir, El",,PVR,"Mexico, Chiapas (MX-CHP)",17.455145,-92.328758 +"Puente, El",,PUT,"Honduras, Cop�n (HN-CP)",15.110079,-88.791041 +"Reinado, El",Ni'tuunal,,"Guatemala, Pet�n (GT-PE)",16.844444,-90.449167 +"Resbalon, El",,RSB," Mexico, Quintana Roo (MX-ROO)",18.771389,-88.786667 +"Retiro, El",,RTR,"Mexico, Chiapas (MX-CHP)",17.523793,-92.261839 +"Rey, El",,REY," Mexico, Quintana Roo (MX-ROO)",21.061616,-86.7813 +"Rosal, El",,RSL," Mexico, Campeche (MX-CAM)",20.147173,-90.105057 +"Tabasqueño, El",,TBS," Mexico, Campeche (MX-CAM)",19.49917,-89.78472 +"Temblor, El",,TMB,"Guatemala, Pet�n (GT-PE)",17.061667,-89.611667 +"Tortuguero, El",,TRT,"Mexico, Tabasco (MX-TAB)",17.686038,-92.569127 +"Zacatal, El",,," Mexico, Campeche (MX-CAM)",18.32667,-89.86694 +"Zapote, El",,ZAP,"Guatemala, Pet�n (GT-PE)",17.02105,-89.64349 +"Zotz, El",Xinoxultún = Dos Aguadas = El Diablo = El Sotz,ZTZ,"Guatemala, Pet�n (GT-PE)",17.23372,-89.82155 +Flores,Noj Peten,FLS,"Guatemala, Pet�n (GT-PE)",16.930194,-89.891576 +Hacienda Hotzuc,Hotzuc,HTZ,"Mexico, Yucat�n (MX-YUC)",20.805382,-89.692545 +Halakal,,HLK,"Mexico, Yucat�n (MX-YUC)",20.690021,-88.536227 +Hobomo,Xobomo,HBM," Mexico, Campeche (MX-CAM)",19.54863,-90.48769 +Hochob,,HCH," Mexico, Campeche (MX-CAM)",19.408825,-89.770851 +Holmul,La Riverita,HLM,"Guatemala, Pet�n (GT-PE)",17.31194,-89.27306 +Hormiguero,,HRM," Mexico, Campeche (MX-CAM)",18.409722,-89.493056 +Huacutal,Aguacatal,HUA,"Guatemala, Pet�n (GT-PE)",17.095278,-90.028333 +Hun Nal Ye,,,"Guatemala, Alta Verapaz (GT-AV)",15.677686,-90.319565 +Huntichmul,Huntichmul I,HNT,"Mexico, Yucat�n (MX-YUC)",20.122131,-89.588195 +IchmulIchmul de Morley = Kumche,,ICL,"Mexico, Yucat�n (MX-YUC)",20.857557,-88.38127 +IkilIki,,IKL,"Mexico, Yucat�n (MX-YUC)",20.614311,-88.814352 +Itzan,,ITN,"Guatemala, Pet�n (GT-PE)",16.566667,-90.466667 +Itzimte-Bolonchen,Itzimte = Bolonchen,ITB," Mexico, Campeche (MX-CAM)",20.01773,-89.7281 +Ixkun,,IXK,"Guatemala, Pet�n (GT-PE)",16.573896,-89.409568 +Ixlu,,IXL,"Guatemala, Pet�n (GT-PE)",16.97843,-89.68702 +Ixtonton,,IXT,"Guatemala, Pet�n (GT-PE)",16.510148,-89.395934 +Ixtutz,,IXZ,"Guatemala, Pet�n (GT-PE)",16.472963,-89.478321 +Jaina,Island of Jaina = Isla de Jaina,JAI," Mexico, Campeche (MX-CAM)",20.209341,-90.486523 +Jimbal,Bambunal,JMB,"Guatemala, Pet�n (GT-PE)",17.2825,-89.611944 +Jolja,Ixtelha = Cueva de Jolja = Joloniel = Jolja',JOL,"Mexico, Chiapas (MX-CHP)",17.351417,-92.321555 +Ka'Kabish,,,"Belize, Orange Walk (BZ-OW)",17.81611,-88.72972 +Kabah,,KAB,"Mexico, Yucat�n (MX-YUC)",20.248921,-89.647778 +Kaminaljuyu,,KJU,"Guatemala, Guatemala (GT-GU)",14.631257,-90.54847 +Kayal,,KYL," Mexico, Campeche (MX-CAM)",19.66817,-90.14098 +Kendal,,KEN,"Belize, Stann Creek (BZ-SC)",16.822541,-88.366402 +Kichpanha,,KIP,"Belize, Orange Walk (BZ-OW)",17.996041,-88.46698 +Kinal,Las Ruinas,KNL,"Guatemala, Pet�n (GT-PE)",17.69965,-89.245351 +Kiuic,Kiwick = Kewick,KUC,"Mexico, Yucat�n (MX-YUC)",20.096485,-89.551165 +Kohunlich,,KOH," Mexico, Quintana Roo (MX-ROO)",18.41966,-88.79079 +"Amelia, La",,AML,"Guatemala, Pet�n (GT-PE)",16.52944,-90.42417 +"Corona, La",,CRN,"Guatemala, Pet�n (GT-PE)",17.519746,-90.372226 +Florida,LaOcultun = La Florida-Namaan = El Naranjo-Frontera,FLD,"Guatemala, Pet�n (GT-PE)",17.229708,-90.811744 +Honradez, LaCorozalón,HRZ,"Guatemala, Pet�n (GT-PE)",17.59798,-89.28288 +"Joyanca, La",,JOY,"Guatemala, Pet�n (GT-PE)",17.23769,-90.568789 +Linterna, LaLa Linterna II,LTN,"Guatemala, Alta Verapaz (GT-AV)",16.037312,-90.227358 +"Mar, LaRabbit Stone",,MAR,"Mexico, Chiapas (MX-CHP)",17.11178,-91.41003 +"Milpa, La",,MLP,"Belize, Orange Walk (BZ-OW)",17.821111,-89.055833 +Montura,LaKinin = La Monturita,MTR,"Guatemala, Pet�n (GT-PE)",17.208333,-89.988333 +Muñeca,LaXamantun = El Mirador = La Gran Parada,MCA," Mexico, Campeche (MX-CAM)",18.219269,-89.612303 +"Naya, La",,NAY,"Guatemala, Pet�n (GT-PE)",17.01617,-89.47767 +"Pasadita, La",,PSD,"Guatemala, Pet�n (GT-PE)",16.990144,-91.055417 +"Pochitoca, La",,PCT,"Guatemala, Pet�n (GT-PE)",17.109333,-89.394 +Rejolla,LaLa Rejoya,REJ,"Guatemala, Pet�n (GT-PE)",16.799541,-89.201877 +Sufricaya,LaEl Güiro,SUF,"Guatemala, Pet�n (GT-PE)",17.304166,-89.285166 +Labna,,LAB,"Mexico, Yucat�n (MX-YUC)",20.17246,-89.578687 +Lacanha,Lacanja = Lacanha Kuna = Nak Balum Winik,LAC,"Mexico, Chiapas (MX-CHP)",16.713757,-91.100146 +Laguna Perdida, IILaguna Perdida,LGP,"Guatemala, Pet�n (GT-PE)",17.072833,-90.1855 +Lamanai,,LMN,"Belize, Orange Walk (BZ-OW)",17.76505,-88.65299 +Lashtunich,Laxtunich = Lamb Site = Site R,LTI,"Guatemala, Pet�n (GT-PE)",16.981835,-91.089809 +Loltun,,LOL,"Mexico, Yucat�n (MX-YUC)",20.25353,-89.45597 +"Alacranes, Los",,ALC," Mexico, Campeche (MX-CAM)",17.98167,-89.20944 +"Angeles, Los",Los Ángeles,," Mexico, Campeche (MX-CAM)",18.215362,-89.176769 +Lubaantun,,LBT," Belize, Toledo (BZ-TOL)",16.282028,-88.959555 +Machaquila,,MQL,"Guatemala, Pet�n (GT-PE)",16.325373,-89.865615 +Mayapan,,MPN,"Mexico, Yucat�n (MX-YUC)",20.629652,-89.460594 +Monumento 104Aguada Cancuen,,," Mexico, Campeche (MX-CAM)",17.816304,-89.314546 +Moral,Morales = Balancan = Balancan-Morales = Moral-Reforma = Acalan,MRL,"Mexico, Tabasco (MX-TAB)",17.769255,-91.297661 +Motul de San Jose,Motul,MTL,"Guatemala, Pet�n (GT-PE)",17.026517,-89.90115 +Mountain Cow,Tzimin Tunich = Tzimin Kax / Haatzcab Ceel = Hatzcab Ceel = Hatzcap Ceel / Cahal Cunil / Cahal Pichik,MCW," Belize, Cayo (BZ-CY)",16.789217,-89.049382 +Naachtun,Infiernon = La Ruinosa,NCT,"Guatemala, Pet�n (GT-PE)",17.79405,-89.72847 +Nadzbeiltun,,," Mexico, Campeche (MX-CAM)",18.297222,-90.085833 +Nadzcaan,Nadz Caan = Nadzcàan = Nadzca'an,NDZ," Mexico, Campeche (MX-CAM)",18.606966,-89.845908 +Naj Tunich,Najtunich,NTN,"Guatemala, Pet�n (GT-PE)",16.275556,-89.259722 +Nakbe,Zacatal,NKB,"Guatemala, Pet�n (GT-PE)",17.679911,-89.835159 +Nakum,Nacun = Nakcun = Nakúm,NKM,"Guatemala, Pet�n (GT-PE)",17.175941,-89.40514 +Naranjo,Manantial = Naranjo Sa'al,NAR,"Guatemala, Pet�n (GT-PE)",17.133511,-89.262047 +Nim Li Punit,Nimli Punit,NMP," Belize, Toledo (BZ-TOL)",16.321899,-88.824074 +Nohmul,,NHM,"Belize, Orange Walk (BZ-OW)",18.217315,-88.584749 +Nohpat,,NPT,"Mexico, Yucat�n (MX-YUC)",20.31428,-89.70597 +Ojo de Agua,Ojos de Agua,OAG,"Mexico, Chiapas (MX-CHP)",16.855075,-91.154667 +Ojo de Agua,,OJO," Mexico, Campeche (MX-CAM)",17.940167,-89.250915 +Okop,Yo'okop = La Aguada,OKP," Mexico, Quintana Roo (MX-ROO)",19.965988,-88.459167 +Oxkintok,,OXK,"Mexico, Yucat�n (MX-YUC)",20.562377,-89.953492 +Oxpemul,,OXP," Mexico, Campeche (MX-CAM)",18.319755,-89.778381 +Pacbitun,Pakbitun,PAC," Belize, Cayo (BZ-CY)",17.09211,-88.99433 +Palenque,Otulum,PAL,"Mexico, Chiapas (MX-CHP)",17.483877,-92.046888 +Pasión del Cristo,,PCR," Mexico, Campeche (MX-CAM)",18.425171,-89.308934 +Pestac,,PST,"Mexico, Chiapas (MX-CHP)",16.890805,-92.010762 +Piedras Negras,,PNG,"Guatemala, Pet�n (GT-PE)",17.168695,-91.260188 +Pistolas,,PIT," Mexico, Quintana Roo (MX-ROO)",19.92694,-87.445515 +Pixoy,,PIX," Mexico, Campeche (MX-CAM)",19.819349,-89.746794 +Plan de AyutlaSak Tz'i',,PAY,"Mexico, Chiapas (MX-CHP)",16.784024,-91.279784 +Playa del Carmen,,PLC," Mexico, Quintana Roo (MX-ROO)",20.61497,-87.08282 +Pok,,," Mexico, Campeche (MX-CAM)",18.38375,-89.2663 +Pol Box,,," Mexico, Quintana Roo (MX-ROO)",18.543005,-88.843382 +Polol,,POL,"Guatemala, Pet�n (GT-PE)",16.788889,-90.20833 +Pomona,,PMB,"Belize, Stann Creek (BZ-SC)",16.989846,-88.374721 +Pomona,,PMT,"Mexico, Tabasco (MX-TAB)",17.484629,-91.570211 +Pomuch,Pokmuch = Tixpokmuch,PMC," Mexico, Campeche (MX-CAM)",20.11094,-90.22544 +Pook's Hill,,PKH," Belize, Cayo (BZ-CY)",17.15418,-88.852032 +PopolaPusil,,PPL,"Mexico, Yucat�n (MX-YUC)",20.581488,-88.633618 +Poptun,,POP,"Guatemala, Pet�n (GT-PE)",16.337587,-89.41 +Pottery Hill Cave,,," Belize, Cayo (BZ-CY)",16.92,-89.122 +Primera Seccion Benemerito de las Americas,,,"Mexico, Chiapas (MX-CHP)",16.559623,-90.67155 +Punta Chimino,Punta de Chimino,PCH,"Guatemala, Pet�n (GT-PE)",16.43196,-90.1922 +Pusilha,Chumucha,PUS," Belize, Toledo (BZ-TOL)",16.1125,-89.195278 +Quirigua,,QRG,"Guatemala, Izabal (GT-IZ)",15.27046,-89.04033 +Rancho Ina,,RIN," Mexico, Quintana Roo (MX-ROO)",20.580423,-87.138013 +Rancho Perez,,,"Mexico, Yucat�n (MX-YUC)",19.97902,-89.493202 +Ratinlixul,,RTN,"Guatemala, Alta Verapaz (GT-AV)",15.657987,-90.663026 +Río Amarillo,,RAM,"Honduras, Cop�n (HN-CP)",14.889382,-89.003077 +Río AzulIxcanrío = Las Gardenias,,RAZ,"Guatemala, Pet�n (GT-PE)",17.779073,-89.280009 +Río Bec,Rio Bec = Ixtinta,RBC," Mexico, Campeche (MX-CAM)",18.33961,-89.3797 +Río Hondo,,RHD,"Belize, Orange Walk (BZ-OW)",18.117915,-88.661763 +Sabacche,,SAB,"Mexico, Yucat�n (MX-YUC)",20.20395,-89.569717 +Sabana Piletas,Savana Xpilha = Chuhe,,"Mexico, Yucat�n (MX-YUC)",20.105633,-89.617333 +Sacchana,Quen Santo,SCN,"Mexico, Chiapas (MX-CHP)",16.0803,-91.78753 +Sacnicte,Sac Nicté = Sanacte = Sannacte,SNT,"Mexico, Yucat�n (MX-YUC)",20.204335,-89.585726 +Sacul,,SCU,"Guatemala, Pet�n (GT-PE)",16.538017,-89.291883 +Salinas de los Nueve Cerros,,SAL,"Guatemala, Alta Verapaz (GT-AV)",15.989219,-90.61709 +San Bartolo,,SBR,"Guatemala, Pet�n (GT-PE)",17.548333,-89.403888 +San Clemente,Chichantun,SCM,"Guatemala, Pet�n (GT-PE)",17.016816,-89.521133 +San Diego,,SDG,"Guatemala, Pet�n (GT-PE)",16.91705,-90.469883 +San Diego Becanchen,San Diego de Becanchen = San Diego bei Becanchen = San Diego Buenavista,SDB,"Mexico, Yucat�n (MX-YUC)",19.857717,-89.291483 +San Gervasio,,SNG," Mexico, Quintana Roo (MX-ROO)",20.499973,-86.846276 +San Joaquín,San Joaquín I,SJQ," Mexico, Campeche (MX-CAM)",20.17066,-90.10644 +San Joaquín II,,," Mexico, Campeche (MX-CAM)",20.17343,-90.09892 +San Lorenzo,,SLM," Mexico, Campeche (MX-CAM)",18.382333,-89.5475 +San Pedro Dzitbalche,,SPD," Mexico, Campeche (MX-CAM)",20.19'25.2,-90.03526 +San Simon Pueblo,San Simon = Hacienda San Simon,SSM,"Mexico, Yucat�n (MX-YUC)",20.20283,-89.811 +Santa Bárbara,"Santa Bárbara, Campeche = Santa Barbara (Paraiso) = Santa Barbara (Yucatán) [Hacienda Paraiso] = El Paraíso = Hunanhil",SBB,"Mexico, Yucat�n (MX-YUC)",20.70333,-90.11183 +Santa Elena Balancan,,SEB,"Mexico, Tabasco (MX-TAB)",17.625003,-91.414444 +Santa Elena Poco Uinic,Poco Uinic,SEP,"Mexico, Chiapas (MX-CHP)",16.587477,-91.739021 +Santa Rita Corozal,Santa Rita,SRC,"Belize, Corozal (BZ-CZL)",18.40232,-88.395094 +Santa Rita Xicalango,,SRG," Mexico, Campeche (MX-CAM)",18.14'45.1,-92.00358 +Santa Rosa Xtampak,Santa Rosa Xlabpak,SRX," Mexico, Campeche (MX-CAM)",19.77258,-89.598232 +Santo Domingo,,SDM,"Guatemala, Pet�n (GT-PE)",15.58'38.0,-89.44407 +Sayil,,SAY,"Mexico, Yucat�n (MX-YUC)",20.177985,-89.651939 +Seibal,El Ceibal = Sactankiki = Saxtanquiqui,SBL,"Guatemala, Pet�n (GT-PE)",16.513575,-90.061565 +Siho,,SHO,"Mexico, Yucat�n (MX-YUC)",20.489802,-90.171916 +SisilhaSisila,,SIS," Mexico, Campeche (MX-CAM)",20.220726,-89.888846 +Tak'alik Ab'aj,Abaj Takalik = Takalik Abaj = San Isidro Piedra Parada,ABJ,"Guatemala, Retalhuleu (GT-RE)",14.634945,-91.733077 +Tamarindito,,TAM,"Guatemala, Pet�n (GT-PE)",16.451161,-90.238642 +Tancah,,TAN," Mexico, Quintana Roo (MX-ROO)",20.24628,-87.41432 +Tayasal,Taizá = Taitzá = Noj Peten,TSL,"Guatemala, Pet�n (GT-PE)",16.93762,-89.8969 +Techoh,Tecoh,TCH,"Mexico, Yucat�n (MX-YUC)",20.287296,-89.40335 +Tecolote,,,"Guatemala, Pet�n (GT-PE)",16.981835,-91.089809 +Tikal,Mutul,TIK,"Guatemala, Pet�n (GT-PE)",17.222049,-89.623542 +Tintal,,TNT,"Guatemala, Pet�n (GT-PE)",17.580455,-89.996414 +Tipan Chen Uitz,,TCU," Belize, Cayo (BZ-CY)",17.1,-88.8 +Tohcok,,TCK," Mexico, Campeche (MX-CAM)",19.770274,-89.875133 +Tonala,,TNL,"Mexico, Chiapas (MX-CHP)",16.05601,-93.7652 +Tonina,Aharicab = Tulhá = Tonila = Ocosingo = San Carlos,TNA,"Mexico, Chiapas (MX-CHP)",16.90122,-92.00967 +Topoxte,,TPX,"Guatemala, Pet�n (GT-PE)",17.062237,-89.424462 +Tres Islas,,TRS,"Guatemala, Pet�n (GT-PE)",16.196947,-90.0529 +Tulum,,TUL," Mexico, Quintana Roo (MX-ROO)",20.21472,-87.42889 +Tunkuyi,,TUN," Mexico, Campeche (MX-CAM)",20.07128,-89.70823 +Tz'ibatnah,,,"Guatemala, Pet�n (GT-PE)",17.69056,-89.43444 +Tz'unun,,TZU,"Belize, Orange Walk (BZ-OW)",18.06'54.8,-88.34327 +Tzibanche,Dzibanche,TZB," Mexico, Quintana Roo (MX-ROO)",18.63841,-88.75866 +Tzimin Che,,," Belize, Toledo (BZ-TOL)",16.393231,-88.799744 +Tzocchen,Dzocchen = Tzochcen = Dzotchen = Tzotchen,TZC," Mexico, Campeche (MX-CAM)",20.20572,-89.97303 +Tzum,,TZM," Mexico, Campeche (MX-CAM)",19.969483,-89.82075 +Uaxactun,Bambonal = San Leandro,UAX,"Guatemala, Pet�n (GT-PE)",17.391196,-89.629533 +Uaymil,Huaymil = Guaymil = Isla Uaymil = Uaymitun,UYM," Mexico, Campeche (MX-CAM)",20.454841,-90.477431 +Ucanal,Yokanal,UCN,"Guatemala, Pet�n (GT-PE)",16.8405,-89.3625 +Ukum,,UKM,"Mexico, Yucat�n (MX-YUC)",20.501666,-89.310834 +Uolantun,,UOL,"Guatemala, Pet�n (GT-PE)",17.185279,-89.579932 +Uxbenka,,UXB," Belize, Toledo (BZ-TOL)",16.240205,-89.068708 +Uxmal,Ushmal,UXM,"Mexico, Yucat�n (MX-YUC)",20.360732,-89.769316 +Uxul,,UXL," Mexico, Campeche (MX-CAM)",17.85611,-89.985 +Wakahtal G�iro,,WKT,"Guatemala, Pet�n (GT-PE)",17.40'38.6,-89.56326 +Witzna,Huitzna,WIT,"Guatemala, Pet�n (GT-PE)",17.426,-89.251 +X'Burrotunich,Xburrotunich,XBR,"Mexico, Yucat�n (MX-YUC)",20.29'05.7,-89.5146 +X'Castillo,Castillo Pak,XCS,"Mexico, Yucat�n (MX-YUC)",20.33'46.0,-89.56089 +Xcakochna,,,"Mexico, Yucat�n (MX-YUC)",20.0455,-89.439167 +Xcalumkin,Holactun = Yokactun,XLM," Mexico, Campeche (MX-CAM)",20.172139,-90.010194 +Xcambo,,XCM,"Mexico, Yucat�n (MX-YUC)",21.313471,-89.35394 +XcanahelebX ,Cana Heleb,XCH,"Mexico, Yucat�n (MX-YUC)",20.159403,-89.508487 +Xcanlol,X'canlol = Flor de Mayo,,"Mexico, Yucat�n (MX-YUC)",20.188891,-89.294631 +Xcaret,,XCT," Mexico, Quintana Roo (MX-ROO)",20.579287,-87.119497 +Xchan,,XCN," Mexico, Campeche (MX-CAM)",20.05235,-90.02412 +Xcocha,,XCA," Mexico, Campeche (MX-CAM)",20.065883,-90.103217 +Xcochkax,Xkochkax,XCK," Mexico, Campeche (MX-CAM)",20.182862,-89.808182 +Xcorralche,Xcoralche = Pich Corralche = X Corralche = Tabi,XCR,"Mexico, Yucat�n (MX-YUC)",20.300317,-89.53465 +Xcucsuc,Xcuksuc,XCU," Mexico, Campeche (MX-CAM)",20.191565,-89.991928 +Xculoc,,XCL," Mexico, Campeche (MX-CAM)",20.186135,-89.829278 +Xelha,Xel-ha,XLH," Mexico, Quintana Roo (MX-ROO)",20.319208,-87.366394 +Xkalachetzimin,Xcalachetzimin,XKA," Mexico, Campeche (MX-CAM)",20.199658,-90.051777 +Xkichmook,Xkichmol,XKM,"Mexico, Yucat�n (MX-YUC)",19.887364,-89.525174 +Xkipche,Cibche = Pozo Cibiche,,"Mexico, Yucat�n (MX-YUC)",20.299769,-89.828531 +Xkombec,Xcombec = Xumbec,XKB," Mexico, Campeche (MX-CAM)",20.164667,-90.399167 +Xkukican,X-Kukican,XKK,"Mexico, Yucat�n (MX-YUC)",20.240566,-89.408333 +Xmakabatun,Xmacabatun = Piedras Negras,XMK,"Guatemala, Pet�n (GT-PE)",17.517222,-89.236666 +Xnaheb,Xnaheb Ahse Enel,XNH," Belize, Toledo (BZ-TOL)",16.2795,-88.9035 +Xnucbec,San Andres,XNC,"Mexico, Yucat�n (MX-YUC)",20.295903,-89.681029 +Xpuhil II,Xpujil,XPH," Mexico, Campeche (MX-CAM)",18.50817,-89.405 +Xpulyaxche,Pakchen,XPL," Mexico, Campeche (MX-CAM)",19.529863,-89.80525 +Xtablakal,Xtabla,XTB,"Mexico, Yucat�n (MX-YUC)",19.975333,-89.534833 +Xtelhu,,XTH,"Mexico, Yucat�n (MX-YUC)",20.47592,-88.77589 +Xuelen,,XUE," Mexico, Campeche (MX-CAM)",20.237426,-90.139515 +Xul,,XLY,"Mexico, Yucat�n (MX-YUC)",20.09773,-89.463532 +Xulha,,XLA," Mexico, Quintana Roo (MX-ROO)",18.573087,-88.459773 +Xultun,El Delirio = Los Tambos,XUL,"Guatemala, Pet�n (GT-PE)",17.53075,-89.313239 +Xunantunich,Benque Viejo = Mount Maloney,XUN," Belize, Cayo (BZ-CY)",17.08944,-89.14167 +Xupa,,XUP,"Mexico, Chiapas (MX-CHP)",17.442083,-91.946583 +Xutilha,,XTL,"Guatemala, Pet�n (GT-PE)",16.190937,-89.531279 +Yakalmai,,YAK," Mexico, Campeche (MX-CAM)",20.19178,-90.07153 +Yakalxiu,,YKL,"Mexico, Yucat�n (MX-YUC)",20.182217,-89.500367 +Yalcabakal,,YLC," Mexico, Campeche (MX-CAM)",19.49'35.9,-90.31225 +Yaleltsemen,,YLS,"Mexico, Chiapas (MX-CHP)",16.59'07.2,-93.01079 +Yaltutu,Yaltatu = Yaltitud,YLT,"Guatemala, Pet�n (GT-PE)",16.85436,-89.37647 +Yaxche Xlabpak,,YXX," Mexico, Campeche (MX-CAM)",20.12437,-89.71365 +Yaxchilan,Menche = Menche Tinamit = La Ville Lorillard = Lorillard City = Lorillard Town = Usumacinta,YAX,"Mexico, Chiapas (MX-CHP)",16.899712,-90.964698 +Yaxcopoil,,YXP,"Mexico, Yucat�n (MX-YUC)",20.756915,-89.703474 +Yaxha,Yaxhá = Yaxjá = Ya'axjá,YXH,"Guatemala, Pet�n (GT-PE)",17.07588,-89.40248 +Yaxhom,Yaaxhom,YXM,"Mexico, Yucat�n (MX-YUC)",20.241896,-89.48589 +Yaxuna,,YXN,"Mexico, Yucat�n (MX-YUC)",20.541596,-88.662541 +Yohom,,YOH," Mexico, Campeche (MX-CAM)",20.17629,-90.07405 +YulaUla,,YUL,"Mexico, Yucat�n (MX-YUC)",20.615642,-88.570021 +Yumkax,,YUM,"Mexico, Yucat�n (MX-YUC)",, +Zacpeten,Sacpeten = Sakpeten,ZPT,"Guatemala, Pet�n (GT-PE)",16.98846,-89.66114 +Zaculeu,,ZAC,"Guatemala, Huehuetenango (GT-HU)",15.33379,-91.49275 +Zapote Bobal,Hixwitz = Hix Witz,ZPB,"Guatemala, Pet�n (GT-PE)",17.009164,-90.309259 diff --git a/4-Clustering/images/chichen-itza.jpg b/4-Clustering/images/chichen-itza.jpg new file mode 100644 index 000000000..87d33ebde Binary files /dev/null and b/4-Clustering/images/chichen-itza.jpg differ diff --git a/README.md b/README.md index 5459e9370..9b7868ed7 100644 --- a/README.md +++ b/README.md @@ -73,9 +73,9 @@ By ensuring that the content aligns with projects, the process is made more enga | 10 | Delicious Asian Recipes 🍜 | [Classification](3-Classification/README.md) | Build a Generative Model | [lesson](3-Classification/3-Generative/README.md) | Cassie | | 11 | Delicious Asian Recipes 🍜 | [Classification](3-Classification/README.md) | Build a Web App using your Model | [lesson](3-Classification/4-Applied/README.md) | Cassie | | 12 | Introduction to Clustering | [Clustering](4-Clustering/README.md) | Clean, Prep, and Visualize your Data; Introduction to Clustering | [lesson](4-Clustering/1-Visualize/README.md) | Paige | -| 13 | Interesting Maya Architecture 🦜 | [Clustering](4-Clustering/README.md) | Algorithms to use for Clustering tasks | [lesson](4-Clustering/2-Algorithms/README.md) | Paige | -| 14 | Interesting Maya Architecture 🦜 | [Clustering](4-Clustering/README.md) | Build a Recommendation Engine using Clustering | [lesson](4-Clustering/3-Recommendations/README.md) | Paige | -| 15 | Interesting Maya Architecture 🦜 | [Clustering](4-Clustering/README.md) | Build a Centroid model for Clustering tasks | [lesson](4-Clustering/Centroid/README.md) | Paige | +| 13 | Interesting Maya Architecture 🦜 | [Clustering](4-Clustering/README.md) | Explore the K-Means Clustering Method | [lesson](4-Clustering/2-K-Means/README.md) | | +| 14 | Interesting Maya Architecture 🦜 | [Clustering](4-Clustering/README.md) | Explore Centroid models for Clustering | [lesson](4-Clustering/3-Centroid/README.md) | | +| 15 | Interesting Maya Architecture 🦜 | [Clustering](4-Clustering/README.md) | Build an API for Clustering Recommendation tasks | [lesson](4-Clustering/4-API/README.md) | | | 16 | Introduction to NLP | [Natural Language Processing]() | tbd | [lesson]() | Stephen | | 17 | Romantic Hotels of Europe ♥️ | [Natural Language Processing]() | tbd | [lesson]() | Stephen | | 18 | Romantic Hotels of Europe ♥️ | [Natural Language Processing]() | tbd | [lesson]() | Stephen |