MOdified keywords all yaml for tutorials/demo, added "featured"

atomic-charges/learning_atomic_charges.demoinfo.yaml

 {
 "title": "Learning atomic charges",
-"authors": ["Gábor Csányi", "James R. Kermode"],
+"authors": ["Csányi, Gábor", "Kermode, James R."],
 "editLink": "/jupyter/notebooks/shared/afekete/tutorial/learning_atomic_charges.ipynb",
 "isPublic": true,
 "username": "tutorialsNew",
@@ -9,11 +9,13 @@
 "updated_at": "",
 "user_update": "2017-09-29",
 "top_of_list": false,
+"featured": true,
 "labels" : { 
 	"category" : ["Tutorial"],
 	"platform" :  ["jupyter"],
-	"data_analytics_method" : ["Gaussian Process Regression", "Kernel Ridge Regression", "KRR"],
-	"application_keyword": ["GDB9"],
+	"data_analytics_method" : ["Gaussian-Process Regression", "GPR", "Kernel Ridge Regression", "KRR"],
+	"application_keyword": ["GDB molecular database"],
+	"application_system" : ["GDB7"],
 	"application_section" : ["Organic molecules"]
 }
 }

cluster-x/clusterX-x1.demoinfo.yaml

 title: "Predicting ground-states of binary alloys through cluster expansion: Example of a AlNa binary surface alloy"
 logicalPath: "/data/shared/rsant/clusterX-x1.bkr"
-authors: ["Santiago Rigamonti", "Maria Troppenz",  "Claudia Draxl"]
+authors: ["Rigamonti, Santiago", "Troppenz, Maria",  "Draxl, Claudia"]
 editLink: "/notebook-edit/data/shared/rsant/clusterX-x1.bkr"
 isPublic: true
 username: "rsant"
@@ -9,10 +9,12 @@ created_at: "2017-10-06T16:00:10.746Z"
 updated_at: "2017-10-06T16:00:10.746Z"
 user_update: "2017-05-15"
 top_of_list: false
+featured: false
 labels: 
   category: ["Demo"]
   platform: ["beaker"]
   language: ["python"]
-  data_analytics_method: ["Cluster expansion"]
+  data_analytics_method: ["Cluster Expansion"]
   application_section: ["Predicting ground-states of alloys (convex hull construction)"]
-  application_keywords: ["Binary alloys", "Surface", "AlNa"]
+  application_keyword: ["Alloys", "Surfaces"]
+  application_system : ["AlNa"]

cluster-x/clusterX-x2.demoinfo.yaml

@@ -4,7 +4,7 @@
 "attributes": {
 "title": "Predicting ground-states of binary alloys through cluster expansion: Example of a SiGe binary alloy",
 "logicalPath": "/data/shared/rsant/clusterX-x2.bkr",
-"authors": ["Santiago Rigamonti", "Maria Troppenz",  "Claudia Draxl"],
+"authors": ["Rigamonti, Santiago", "Troppenz, Maria",  "Draxl, Claudia"],
 "editLink": "/notebook-edit/data/shared/rsant/clusterX-x2.bkr",
 "isPublic": true,
 "username": "rsant",
@@ -13,13 +13,16 @@
 "updated_at": "2017-10-06T16:00:48.038Z",
 "user_update": "2017-05-15",
 "top_of_list": false,
+"featured": true,
 "labels" : {
 	"category" : ["Demo"],
 	"platform" :  ["beaker"],
 	"language" :  ["python"],
-	"data_analytics_method" : ["Cluster expansion"],
+	"data_analytics_method" : ["Cluster Expansion"],
 	"application_section" : ["Predicting ground-states of alloys (convex hull construction)"],
-	"application_keyword": ["Binary alloys", "Surface", "SiGe"]
+	"application_keyword": ["Alloys"],
+	"application_system" : ["SiGe"]
+
 }
 }
 }

demos/creedo.demoinfo.yaml

@@ -4,7 +4,7 @@
 "attributes": {
 "title": "Discovering simple descriptors for crystal-structure classification",
 "logicalPath": "/Creedo/index.htm",
-"authors": ["Mario Boley", "Bryan Goldsmith", "Ankit Kariryaa", "Luca Ghiringhelli"],
+"authors": ["Boley, Mario", "Goldsmith, Bryan", "Kariryaa, Ankit", "Ghiringhelli, Luca"],
 "editLink": "/Creedo/index.htm",
 "isPublic": true,
 "username": "tutorialsNew",
@@ -13,12 +13,14 @@
 "updated_at": "",
 "user_update": "2017-09-15",
 "top_of_list": false,
+"featured": true,
 "labels" : { 
 	"category" : ["Interactive Tour"],
 	"platform" :  ["creedo"],
 	"data_analytics_method" : ["Subgroup Discovery"],
 	"application_section" : ["Crystal structure prediction"],
-	"application_keyword": ["Octet Binaries", "Rock salt", "Zinc blende", "Gold clusters", "Structure property relationship"]
+	"application_keywords": ["Octet binaries", "Clusters"],
+	"application_system" : ["Rock salt", "Zinc blende", "Gold clusters"]
 }
 }
 }

embedding/Embedding.demoinfo.yaml

@@ -4,7 +4,7 @@
 "attributes": {
 "title": "Building structure maps for crystal-structure classification",
 "logicalPath": "/data/shared/tutorialsNew/embedding/Embedding.bkr",
-"authors": ["Angelo Ziletti", "Ankit Kariryaa", "Fawzi Mohamed", "Luca Ghiringhelli", "Matthias Scheffler"],
+"authors": ["Ziletti, Angelo", "Kariryaa, Ankit", "Mohamed, Fawzi", "Ghiringhelli, Luca", "Scheffler, Matthias"],
 "editLink": "/notebook-edit/data/shared/tutorialsNew/embedding/Embedding.bkr",
 "isPublic": true,
 "username": "tutorialsNew",
@@ -13,13 +13,15 @@
 "updated_at": "2017-11-13T13:56:41.082Z",
 "user_update": "2017-05-12",
 "top_of_list": false,
+"featured": true,
 "labels" : {
 	"category" : ["Demo"],
 	"platform" :  ["beaker"],
 	"language" :  ["python", "javascript"],
-	"data_analytics_method" : ["Dimensionality Reduction", "Principal Component Analysis", "PCA", "Multidimensional scaling", "MDS", "t-Distributed Stochastic Neighbor Embedding" ,"t-SNE"],
+	"data_analytics_method" : ["Dimensionality Reduction", "Principal-Component Analysis", "PCA", "MultiDimensional Scaling", "MDS", "t-Distributed Stochastic Neighbor Embedding" ,"t-SNE"],
 	"application_section" : ["Crystal structure prediction"],
-        "application_keyword": ["Octet Binaries", "Rock salt", "Zinc blende"],
+        "application_keyword": ["Octet Binaries"], 
+	"application_system" : ["Rock salt", "Zinc blende"],
 	"visualization" : ["NOMAD viewer"]
 }
 }

errorbars/errorbars_html.demoinfo.yaml

@@ -4,7 +4,7 @@
 "attributes": {
 "title": "Analyzing and estimating error bars from high-accuracy references",
 "logicalPath": "/data/shared/tutorialsNew/errorbars/errorbars_html.bkr",
-"authors": ["Björn Bieniek", "Mikkel Strange", "Christian Carbogno"],
+"authors": ["Bieniek, Björn", "Strange, Mikkel", "Carbogno, Christian"],
 "editLink": "/notebook-edit/data/shared/tutorialsNew/errorbars/errorbars_html.bkr",
 "isPublic": true,
 "username": "tutorialsNew",
@@ -13,6 +13,7 @@
 "updated_at": "2017-11-13T13:56:39.770Z",
 "user_update": "2017-09-28",
 "top_of_list": true,
+"featured": true,
 "labels" : {
 	"category" : "Demo",
 	"platform" :  "beaker",

ff-fit/FF-fit.demoinfo.yaml

@@ -4,7 +4,7 @@
 "attributes": {
 "title": "Complexity estimator for accurate-forces learning",
 "logicalPath": "/data/shared/tutorialsNew/ff-fit/FF-fit.bkr",
-"authors": ["Ádám Fekete", "Aldo Glielmo", "Martina Stella", "Alessandro De Vita"],
+"authors": ["Fekete, Ádám", "Glielmo, Aldo", "Stella, Martina", "De Vita, Alessandro"],
 "editLink": "/notebook-edit/data/shared/tutorialsNew/ff-fit/FF-fit.bkr",
 "isPublic": true,
 "username": "tutorialsNew",
@@ -13,12 +13,14 @@
 "updated_at": "2017-11-13T13:56:37.859Z",
 "user_update": "2017-05-15",
 "top_of_list": false,
+"featured": true,
 "labels" : {
 	"category" : ["Demo"],
 	"platform" :  ["beaker"],
 	"language" :  ["python", "javascript"],
-	"data_analytics_method" : ["Gaussian process"],
-	"application_keyword" : ["monocrystalline Si", "Si"],
+	"data_analytics_method" : ["Gaussian-Process Regression","GPR"],
+	"application_keyword" : ["Elemental solids"],
+	"application_system" :	["monocrystalline Si", "Si"],
 	"application_section" : ["Materials property prediction"],
 	"reference" : ["https://arxiv.org/abs/1611.03877"]
 }

grain-boundary/GB_tutorial_Berlin_2017.demoinfo.yaml

 {
 "title": "Grain boundaries of alpha-Fe tutorial",
-"authors": ["Ádám Fekete", "Martina Stella", "Henry Lambert", "Alessandro De Vita", "Gábor Csányi"],
+"authors": ["Fekete, Ádám", "Stella, Martina", "Lambert, Henry", "De Vita, Alessandro", "Csányi, Gábor"],
 "editLink": "/jupyter/notebooks/shared/afekete/tutorial/GB_tutorial_Berlin_2017.ipynb",
 "isPublic": true,
 "username": "tutorialsNew",
@@ -9,11 +9,13 @@
 "updated_at": "",
 "user_update": "2017-09-29",
 "top_of_list": false,
+"featured": true,
 "labels" : { 
 	"category" : ["Tutorial"],
 	"platform" :  ["jupyter"],
 	"data_analytics_method" : ["Clustering"],
 	"application_section" : ["Materials property prediction"],
-	"application_keyword": ["Iron", "Grain boundaries"]
+	"application_keyword": ["Grain boundaries"]
+	"application_system" : ["Iron"]
 }
 }

hands-on/hands-on-tutorial.demoinfo.yaml

@@ -4,7 +4,7 @@
 "attributes": {
 "title": "Tutorial on compressed sensing for materials property prediction",
 "logicalPath": "/data/shared/tutorialsNew/hands-on/hands-on-tutorial.bkr",
-"authors": ["Emre Ahmetcik", "Angelo Ziletti", "Runhai Ouyang", "Luca Ghiringhelli", "Matthias Scheffler"],
+"authors": ["Ahmetcik, Emre", "Ziletti, Angelo", "Ouyang, Runhai", "Ghiringhelli, Luca", "Scheffler, Matthias"],
 "editLink": "/notebook-edit/data/shared/tutorialsNew/hands-on/hands-on-tutorial.bkr",
 "isPublic": true,
 "username": "tutorialsNew",
@@ -13,13 +13,15 @@
 "updated_at": "2017-11-13T13:56:35.532Z",
 "user_update": "2017-09-29",
 "top_of_list": false,
+"featured": true,
 "labels" : {
 	"category" : ["Tutorial"],
 	"platform" :  ["beaker"],
 	"language" :  ["python", "javascript"],
 	"data_analytics_method" : ["Compressed Sensing", "LASSO+l0", "SISSO"],
 	"application_section" : ["Crystal structure prediction"],
-	"application_keyword": ["Octet Binaries", "Rock salt", "Zinc blende", "CsCl", "CrB", "NiAs"],
+	"application_keyword": ["Octet binaries"], 
+	"application_system" : ["Rock salt", "Zinc blende", "CsCl", "CrB", "NiAs"],
 	"visualization" : ["NOMAD viewer"],
 	"reference" : ["https://doi.org/10.1103/PhysRevLett.114.105503","https://doi.org/10.1088/1367-2630/aa57bf","https://arxiv.org/abs/1710.03319"]
 }

lasso/LASSO_L0.demoinfo.yaml

@@ -4,7 +4,7 @@
 "attributes": {
 "title": "Predicting energy differences between crystal structures. Smaller feature spaces.",
 "logicalPath": "/data/shared/tutorialsNew/lasso/LASSO_L0.bkr",
-"authors": ["Angelo Ziletti", "Emre Ahmetcik", "Runhai Ouyang", "Ankit Kariryaa", "Fawzi Mohamed", "Luca Ghiringhelli", "Matthias Scheffler"],
+"authors": ["Ziletti, Angelo", "Ahmetcik, Emre", "Ouyang, Runhai", "Kariryaa, Ankit", "Mohamed, Fawzi", "Ghiringhelli, Luca", "Scheffler, Matthias"],
 "editLink": "/notebook-edit/data/shared/tutorialsNew/lasso/LASSO_L0.bkr",
 "isPublic": true,
 "username": "tutorialsNew",
@@ -13,13 +13,15 @@
 "updated_at": "2017-11-13T13:56:35.502Z",
 "user_update": "2017-05-10",
 "top_of_list": false,
+"featured": false,
 "labels" : {
 	"category" : ["Demo"],
 	"platform" :  ["beaker"],
 	"language" :  ["python", "javascript"],
 	"data_analytics_method" : ["Compressed Sensing", "LASSO+l0"],
 	"application_section" : ["Crystal structure prediction"],
-        "application_keyword": ["Octet Binaries", "Rock salt", "Zinc blende"],
+        "application_keyword": ["Octet binaries"], 
+	"application_system" : ["Rock salt", "Zinc blende"],
 	"visualization" : ["NOMAD viewer"],
 	"reference" : ["https://doi.org/10.1103/PhysRevLett.114.105503","https://doi.org/10.1088/1367-2630/aa57bf"]
 }

nomad-query/nomad-query.demoinfo.yaml

@@ -4,7 +4,7 @@
 "attributes": {
 "title": "Querying and visualizing the content of the NOMAD Archive",
 "logicalPath": "/data/shared/tutorialsNew/nomad-query/nomad-query.bkr",
-"authors": ["Benjamin Regler", "Alfonso Sastre", "Fawzi Mohamed", "Luca Ghiringhelli"],
+"authors": ["Regler, Benjamin ", "Sastre, Alfonso", "Mohamed, Fawzi ", "Ghiringhelli, Luca"],
 "editLink": "/notebook-edit/data/shared/tutorialsNew/nomad-query/nomad-query.bkr",
 "isPublic": true,
 "username": "tutorialsNew",
@@ -13,6 +13,7 @@
 "updated_at": "2017-11-27T11:15:03.028Z",
 "user_update": "2017-11-27",
 "top_of_list": true,
+"featured": true,
 "labels" : {
 	"category" : ["Demo"],
 	"platform" :  ["beaker"],

periodic-table/periodic-table.demoinfo.yaml

@@ -4,7 +4,7 @@
 "attributes": {
 "title": "A periodic table of elements for atomic data collections",
 "logicalPath": "/data/shared/tutorialsNew/periodic-table/periodic-table.bkr",
-"authors": ["Benjamin Regler", "Luca Ghiringhelli", "Matthias Scheffler"],
+"authors": ["Regler, Benjamin", "Ghiringhelli, Luca", "Scheffler, Matthias"],
 "editLink": "/notebook-edit/data/shared/tutorialsNew/periodic-table/periodic-table.bkr",
 "isPublic": true,
 "username": "tutorialsNew",
@@ -13,12 +13,13 @@
 "updated_at": "2017-11-13T13:56:28.881Z",
 "user_update": "2017-06-06",
 "top_of_list": false,
+"featured": true,
 "labels" : {
 	"category" : ["Demo"],
 	"platform" :  ["beaker"],
 	"language" :  ["python", "javascript"],
 	"application_section" : ["Atomic properties"],
-	"application_keyword" : ["atomic species"]
+	"application_keyword" : ["Atomic species"]
 }
 }
 }

phase-diagram/phasediagram.demoinfo.yaml

@@ -5,7 +5,7 @@
 "title": "Assessing the crystal-structure stability for a material under different synthetic conditions",
 "path": "/nomad/nomadlab/beaker-notebooks/user-data/shared/tutorialsNew/phase-diagram/phasediagram.bkr",
 "logicalPath": "/data/shared/tutorialsNew/phase-diagram/phasediagram.bkr",
-"authors": ["Mikkel Strange", "Kristian S. Thygesen"],
+"authors": ["Strange, Mikkel", "Thygesen, Kristian S."],
 "editLink": "/notebook-edit/data/shared/tutorialsNew/phase-diagram/phasediagram.bkr",
 "isPublic": true,
 "username": "tutorialsNew",
@@ -14,12 +14,14 @@
 "updated_at": "2017-11-13T13:56:28.853Z",
 "user_update": "2017-05-15",
 "top_of_list": false,
+"featured": false,
 "labels" : {
 	"category" : ["Demo"],
 	"platform" :  ["beaker"],
 	"language" :  ["python", "javascript"],
 	"application_section" : ["Predicting ground-states of alloys (convex hull construction)"],
-        "application_keyword": ["LiFePO"],
+        "application_keyword": ["Alloys"],
+	"application_system" : ["LiFePO"],
 	"reference" : ["https://doi.org/10.1021/cm702327g"]
 }
 }

prototype/brprototype3.demoinfo.yaml

@@ -4,7 +4,7 @@
 "attributes": {
 "title": "Predictions of ab initio properties of molecules and clusters",
 "logicalPath": "/data/shared/tutorialsNew/prototype/brprototype3.bkr",
-"authors": ["Matthias Rupp"],
+"authors": ["Rupp, Matthias"],
 "editLink": "/notebook-edit/data/shared/tutorialsNew/prototype/brprototype3.bkr",
 "isPublic": true,
 "username": "tutorialsNew",
@@ -13,13 +13,15 @@
 "updated_at": "2017-11-13T13:56:28.774Z",
 "user_update": "2017-05-17",
 "top_of_list": false,
+"featured": true,
 "labels" : {
 	"category" : ["Demo"],
 	"platform" :  ["beaker"],
 	"language" :  ["python", "javascript"],
-	"data_analytics_method" : ["Kernel ridge regression", "KRR"],
-	"application_section" : ["Organic molecules"],
-	"application_keyword": ["GDB7-12", "GDB7-13", "GDB9-14"],
+	"data_analytics_method" : ["Kernel Ridge Regression", "KRR"],
+	"application_section" : ["Organic molecules"], 
+	"application_keyword": ["GDB molecular database"],
+	"application_system": ["GDB7-12", "GDB7-13", "GDB9-14"],
 	"reference" : ["https://doi.org/10.1002/qua.24954"]
 }
 }

sis/sis_cscl.demoinfo.yaml

@@ -4,7 +4,7 @@
 "attributes": {
 "title": "Predicting energy differences between crystal structures",
 "logicalPath": "/data/shared/tutorialsNew/sis/sis_cscl.bkr",
-"authors": ["Angelo Ziletti", "Emre Ahmetcik", "Runhai Ouyang", "Ankit Kariryaa", "Fawzi Mohamed", "Luca Ghiringhelli", "Matthias Scheffler"],
+"authors": ["Ziletti, Angelo", "Ahmetcik, Emre", "Ouyang, Runhai", "Kariryaa, Ankit", "Mohamed, Fawzi", "Ghiringhelli, Luca", "Scheffler, Matthias"],
 "editLink": "/notebook-edit/data/shared/tutorialsNew/sis/sis_cscl.bkr",
 "isPublic": true,
 "username": "tutorialsNew",
@@ -13,13 +13,15 @@
 "updated_at": "2017-11-13T13:56:28.391Z",
 "user_update": "2017-10-16",
 "top_of_list": false,
+"featured": true,
 "labels" : { 
 	"category" : ["Demo"],
 	"platform" :  ["beaker"],
 	"language" :  ["python", "javascript"],
 	"data_analytics_method" : ["Compressed Sensing", "SISSO"],
 	"application_section" : ["Crystal structure prediction"],
-	"application_keyword": ["Octet Binaries", "Rock salt", "Zinc blende", "CsCl", "CrB", "NiAs"],
+	"application_keyword": ["Octet Binaries"], 
+	"application_system" :["Rock salt", "Zinc blende", "CsCl", "CrB", "NiAs"],
 	"visualization" : ["NOMAD viewer"],
 	"reference" : ["https://arxiv.org/abs/1710.03319"]
 }

sisso/sisso-metal-nonmetal.demoinfo.yaml

@@ -4,7 +4,7 @@
 "attributes": {
 "title": "Predicting the metal-insulator classification of elements and binary systems",
 "logicalPath": "/data/shared/tutorialsNew/sisso/sisso-metal-nonmetal.bkr",
-"authors": ["Emre Ahmetcik", "Angelo Ziletti", "Runhai Ouyang", "Luca Ghiringhelli", "Matthias Scheffler"],
+"authors": ["Ahmetcik, Emre", "Ziletti, Angelo", "Ouyang, Runhai", "Ghiringhelli, Luca", "Scheffler", Matthias],
 "editLink": "/notebook-edit/data/shared/tutorialsNew/sisso/sisso-metal-nonmetal.bkr",
 "isPublic": true,
 "username": "tutorialsNew",
@@ -13,6 +13,7 @@
 "updated_at": "2017-11-13T13:56:28.375Z",
 "user_update": "2017-11-09",
 "top_of_list": false,
+"featured": true,
 "labels" : {
 	"category" : ["Demo"],
 	"platform" :  ["beaker"],

soap-similiarity/SOAP_similarity.demoinfo.yaml

@@ -4,7 +4,7 @@
 "attributes": {
 "title": "Evaluating the (dis)similarity of crystalline, disordered, and molecular compounds",
 "logicalPath": "/data/shared/tutorialsNew/soap-similiarity/SOAP_similarity.bkr",
-"authors": ["Carl Poelking", "Angelo Ziletti",  "Luca Ghiringhelli",  "Gábor Csányi"],
+"authors": ["Poelking, Carl", "Ziletti, Angelo",  "Ghiringhelli, Luca",  "Csányi, Gábor"],
 "editLink": "/notebook-edit/data/shared/tutorialsNew/soap-similiarity/SOAP_similarity.bkr",
 "isPublic": true,
 "username": "tutorialsNew",
@@ -13,13 +13,15 @@
 "updated_at": "2017-11-13T13:56:28.355Z",
 "user_update": "2017-05-16",
 "top_of_list": false,
+"featured": true,
 "labels" : {
 	"category" : ["Demo"],
 	"platform" :  ["beaker"],
 	"language" :  ["python", "javascript"],
-	"data_analytics_method" : ["SOAP", "global similarity", "glosim", "kernel principal-component analysis", "kernel PCA", "Multidimensional scaling", "MDS"],
+	"data_analytics_method" : ["SOAP", "Global Similarity", "Glosim", "Kernel Principal-Component Analysis", "Kernel PCA", "MultiDimensional scaling", "MDS"],
 	"application_section" : ["Crystal structure prediction"],
-	"application_keyword":  ["Octet Binaries", "Rock salt", "Zinc blende", "GDB7"],
+	"application_keyword":  ["Octet binaries", "GDB molecular database"], 
+	"application_system" : ["Rock salt", "Zinc blende", "GDB7"],
 	"visualization" : ["NOMAD viewer"],
 	"reference" : ["https://doi.org/10.1039/C6CP00415F","https://arxiv.org/abs/1601.04077"]
 }