Updated video metadata for RIIAA 2021 by changing the language from English to Spanish for all video entries.

ELC · ELC · commit 57cb5aef57d6 · 2026-01-06T19:34:24.000-03:00
diff --git a/riiaa-2021/videos/better-models-made-easy-with-automated-machine-learning-automl.json b/riiaa-2021/videos/better-models-made-easy-with-automated-machine-learning-automl.json
@@ -1,7 +1,7 @@
 {
   "description": "",
   "duration": 6383,
-  "language": "eng",
+  "language": "spa",
   "recorded": "2021-08-25",
   "related_urls": [
     {
diff --git a/riiaa-2021/videos/chemical-graph-neural-networks.json b/riiaa-2021/videos/chemical-graph-neural-networks.json
@@ -1,7 +1,7 @@
 {
   "description": "We will discuss the principles and implementation of Graph Neural Networks in Python to build a model capable of generating new molecules from a dataset input.",
   "duration": 7001,
-  "language": "eng",
+  "language": "spa",
   "recorded": "2021-08-25",
   "related_urls": [
     {
diff --git a/riiaa-2021/videos/cuales-son-los-retos-y-oportunidades-de-la-ia-en-la-salud-en-latinoamerica.json b/riiaa-2021/videos/cuales-son-los-retos-y-oportunidades-de-la-ia-en-la-salud-en-latinoamerica.json
@@ -1,7 +1,7 @@
 {
   "description": "",
   "duration": 3443,
-  "language": "eng",
+  "language": "spa",
   "recorded": "2021-08-25",
   "related_urls": [
     {
diff --git a/riiaa-2021/videos/de-idea-a-articulo-cientifico-practicas-para-publicar-en-un-campo-cientifico.json b/riiaa-2021/videos/de-idea-a-articulo-cientifico-practicas-para-publicar-en-un-campo-cientifico.json
@@ -1,7 +1,7 @@
 {
   "description": "",
   "duration": 7298,
-  "language": "eng",
+  "language": "spa",
   "recorded": "2021-08-25",
   "related_urls": [
     {
diff --git a/riiaa-2021/videos/decision-tree-induction-and-its-relation-with-contrast-pattern-classification.json b/riiaa-2021/videos/decision-tree-induction-and-its-relation-with-contrast-pattern-classification.json
@@ -1,7 +1,7 @@
 {
   "description": "We provide foundations of decision tree induction and how it relates to contrast pattern-based classification. In particular, we will introduce BPC4cip, a contrast pattern-based classifier with highly competitive performance, that can provide explanations behind any classification decision and that has shown to behave adequately in the context of class imbalance problems.",
   "duration": 6067,
-  "language": "eng",
+  "language": "spa",
   "recorded": "2021-08-25",
   "related_urls": [
     {
diff --git a/riiaa-2021/videos/disenar-proteinas-con-ia.json b/riiaa-2021/videos/disenar-proteinas-con-ia.json
@@ -1,7 +1,7 @@
 {
   "description": "",
   "duration": 3731,
-  "language": "eng",
+  "language": "spa",
   "recorded": "2021-08-25",
   "related_urls": [
     {
diff --git a/riiaa-2021/videos/doing-data-science-using-open-national-census-data-from-the-inegi.json b/riiaa-2021/videos/doing-data-science-using-open-national-census-data-from-the-inegi.json
@@ -1,7 +1,7 @@
 {
   "description": "",
   "duration": 7126,
-  "language": "eng",
+  "language": "spa",
   "recorded": "2021-08-25",
   "related_urls": [
     {
diff --git a/riiaa-2021/videos/el-impacto-de-la-navegacion-autonoma.json b/riiaa-2021/videos/el-impacto-de-la-navegacion-autonoma.json
@@ -1,7 +1,7 @@
 {
   "description": "",
   "duration": 3625,
-  "language": "eng",
+  "language": "spa",
   "recorded": "2021-08-25",
   "related_urls": [
     {
diff --git a/riiaa-2021/videos/etica-e-ia-en-emprendimiento.json b/riiaa-2021/videos/etica-e-ia-en-emprendimiento.json
@@ -1,7 +1,7 @@
 {
   "description": "",
   "duration": 3702,
-  "language": "eng",
+  "language": "spa",
   "recorded": "2021-08-25",
   "related_urls": [
     {
diff --git a/riiaa-2021/videos/generando-arte-artificial-con-gan-s.json b/riiaa-2021/videos/generando-arte-artificial-con-gan-s.json
@@ -1,7 +1,7 @@
 {
   "description": "",
   "duration": 7209,
-  "language": "eng",
+  "language": "spa",
   "recorded": "2021-08-25",
   "related_urls": [
     {
diff --git a/riiaa-2021/videos/geometric-deep-learning-y-el-programa-de-erlangen.json b/riiaa-2021/videos/geometric-deep-learning-y-el-programa-de-erlangen.json
@@ -1,7 +1,7 @@
 {
   "description": "",
   "duration": 3312,
-  "language": "eng",
+  "language": "spa",
   "recorded": "2021-08-25",
   "related_urls": [
     {
diff --git a/riiaa-2021/videos/graph-neural-networks.json b/riiaa-2021/videos/graph-neural-networks.json
@@ -1,7 +1,7 @@
 {
   "description": "",
   "duration": 6464,
-  "language": "eng",
+  "language": "spa",
   "recorded": "2021-08-25",
   "related_urls": [
     {
diff --git a/riiaa-2021/videos/ia-como-oportunidad-de-desarrollo-en-latam.json b/riiaa-2021/videos/ia-como-oportunidad-de-desarrollo-en-latam.json
@@ -1,7 +1,7 @@
 {
   "description": "",
   "duration": 3452,
-  "language": "eng",
+  "language": "spa",
   "recorded": "2021-08-25",
   "related_urls": [
     {
diff --git a/riiaa-2021/videos/ia-desde-el-sur-te-invitamos-a-participar-del-programa-pria.json b/riiaa-2021/videos/ia-desde-el-sur-te-invitamos-a-participar-del-programa-pria.json
@@ -1,7 +1,7 @@
 {
   "description": "",
   "duration": 3378,
-  "language": "eng",
+  "language": "spa",
   "recorded": "2021-08-25",
   "related_urls": [
     {
diff --git a/riiaa-2021/videos/ia-en-las-finanzas-ciberseguridad-transacciones-y-prevencion-de-fraude.json b/riiaa-2021/videos/ia-en-las-finanzas-ciberseguridad-transacciones-y-prevencion-de-fraude.json
@@ -1,7 +1,7 @@
 {
   "description": "",
   "duration": 3674,
-  "language": "eng",
+  "language": "spa",
   "recorded": "2021-08-25",
   "related_urls": [
     {
diff --git a/riiaa-2021/videos/ia-hpc.json b/riiaa-2021/videos/ia-hpc.json
@@ -1,7 +1,7 @@
 {
   "description": "En este taller vamos a explorar el uso de HPC para aplicaciones de ML.\nHaremos una revisi\u00f3n del estado del arte de las principales aplicaciones de IA que \u00fanicamente son posibles en infraestructuras de HPC. Daremos unos ejemplos de las estrategias para hacer entrenamiento en estas estructuras.",
   "duration": 6704,
-  "language": "eng",
+  "language": "spa",
   "recorded": "2021-08-25",
   "related_urls": [
     {
diff --git a/riiaa-2021/videos/innovacion-e-ia-en-la-industria.json b/riiaa-2021/videos/innovacion-e-ia-en-la-industria.json
@@ -1,7 +1,7 @@
 {
   "description": "",
   "duration": 3718,
-  "language": "eng",
+  "language": "spa",
   "recorded": "2021-08-25",
   "related_urls": [
     {
diff --git a/riiaa-2021/videos/inteligencia-artificial-para-principiantes.json b/riiaa-2021/videos/inteligencia-artificial-para-principiantes.json
@@ -1,7 +1,7 @@
 {
   "description": "",
   "duration": 7040,
-  "language": "eng",
+  "language": "spa",
   "recorded": "2021-08-25",
   "related_urls": [
     {
diff --git a/riiaa-2021/videos/inteligencia-artificial-y-ods-en-mexico.json b/riiaa-2021/videos/inteligencia-artificial-y-ods-en-mexico.json
@@ -1,7 +1,7 @@
 {
   "description": "",
   "duration": 3700,
-  "language": "eng",
+  "language": "spa",
   "recorded": "2021-08-25",
   "related_urls": [
     {
diff --git a/riiaa-2021/videos/introduccion-a-la-inteligencia-artificial-en-la-quimica.json b/riiaa-2021/videos/introduccion-a-la-inteligencia-artificial-en-la-quimica.json
@@ -1,7 +1,7 @@
 {
   "description": "Usando Python mostraremos distintas formas de representar la informaci\u00f3n molecular. Luego pasaremos a la predicci\u00f3n de propiedades fisico-qu\u00edmicas usando datasets moleculares.",
   "duration": 6571,
-  "language": "eng",
+  "language": "spa",
   "recorded": "2021-08-25",
   "related_urls": [
     {
diff --git a/riiaa-2021/videos/introduccion-a-las-redes-su-prediccion-usando-redes-neuronales.json b/riiaa-2021/videos/introduccion-a-las-redes-su-prediccion-usando-redes-neuronales.json
@@ -1,7 +1,7 @@
 {
   "description": "",
   "duration": 6968,
-  "language": "eng",
+  "language": "spa",
   "recorded": "2021-08-25",
   "related_urls": [
     {
diff --git a/riiaa-2021/videos/introduccion-a-modelos-ocultos-de-markov.json b/riiaa-2021/videos/introduccion-a-modelos-ocultos-de-markov.json
@@ -1,7 +1,7 @@
 {
   "description": "Los Modelos Ocultos de Markov, han sido ampliamente utilizados para el an\u00e1lisis de reconocimiento de voz, la clasificaci\u00f3n de secuencia de prote\u00ednas y la identificaci\u00f3n de comportamiento animal, etc.",
   "duration": 7272,
-  "language": "eng",
+  "language": "spa",
   "recorded": "2021-08-25",
   "related_urls": [
     {
diff --git a/riiaa-2021/videos/introduction-to-optimization-methods-in-machine-learning.json b/riiaa-2021/videos/introduction-to-optimization-methods-in-machine-learning.json
@@ -1,7 +1,7 @@
 {
   "description": "",
   "duration": 6577,
-  "language": "eng",
+  "language": "spa",
   "recorded": "2021-08-25",
   "related_urls": [
     {
diff --git a/riiaa-2021/videos/la-cuarta-revolucion-industrial-ia-datos-y-sistemas-pensando-para-tomar-mejores-decisiones.json b/riiaa-2021/videos/la-cuarta-revolucion-industrial-ia-datos-y-sistemas-pensando-para-tomar-mejores-decisiones.json
@@ -1,7 +1,7 @@
 {
   "description": "",
   "duration": 3655,
-  "language": "eng",
+  "language": "spa",
   "recorded": "2021-08-25",
   "related_urls": [
     {
diff --git a/riiaa-2021/videos/la-inteligencia-artificial-en-las-politicas-publicas.json b/riiaa-2021/videos/la-inteligencia-artificial-en-las-politicas-publicas.json
@@ -1,7 +1,7 @@
 {
   "description": "",
   "duration": 3769,
-  "language": "eng",
+  "language": "spa",
   "recorded": "2021-08-25",
   "related_urls": [
     {
diff --git a/riiaa-2021/videos/los-riesgos-de-las-armas-autonomas-y-el-rol-de-la-comunidad-cientifica.json b/riiaa-2021/videos/los-riesgos-de-las-armas-autonomas-y-el-rol-de-la-comunidad-cientifica.json
@@ -1,7 +1,7 @@
 {
   "description": "",
   "duration": 3593,
-  "language": "eng",
+  "language": "spa",
   "recorded": "2021-08-25",
   "related_urls": [
     {
diff --git a/riiaa-2021/videos/machine-braining-machine-learning-tools-for-understanding-brain-functions.json b/riiaa-2021/videos/machine-braining-machine-learning-tools-for-understanding-brain-functions.json
@@ -1,7 +1,7 @@
 {
   "description": "",
   "duration": 8464,
-  "language": "eng",
+  "language": "spa",
   "recorded": "2021-08-25",
   "related_urls": [
     {
diff --git a/riiaa-2021/videos/machine-learning-on-encrypted-data-using-homomorphic-encryption.json b/riiaa-2021/videos/machine-learning-on-encrypted-data-using-homomorphic-encryption.json
@@ -1,7 +1,7 @@
 {
   "description": "We will show a small machine learning case study on Encripted Data usin PALISADE homomorphic encription library. The case study presents an application (collaborative filtering) that uses Mexican electronic invocing data. This workshop is a collaboration between a Canadian company and a Mexican software company baes in Yucatan with ten years of experience in digital invocing. It will include a brief review on Mexican electronic invoicing for students from outside the country.",
   "duration": 6089,
-  "language": "eng",
+  "language": "spa",
   "recorded": "2021-08-25",
   "related_urls": [
     {
diff --git a/riiaa-2021/videos/mathematical-principles-of-machine-learning.json b/riiaa-2021/videos/mathematical-principles-of-machine-learning.json
@@ -1,7 +1,7 @@
 {
   "description": "In this tutorial, we review mathematical principles from statistics, optimization, and linear algebra that form the basis of modern machine learning tools. Specifically, we discuss concepts from estimation, numerical optimization, matrix analysis, kernel methods, and convolution operations and highlight how the combinations of these are used to conduct machine learning tasks (e.g., computer vision, classification, regression, data reduction, reinforcement learning).",
   "duration": 7375,
-  "language": "eng",
+  "language": "spa",
   "recorded": "2021-08-25",
   "related_urls": [
     {
diff --git a/riiaa-2021/videos/metodos-para-corregir-el-sesgo-prejuicio-en-algoritmos.json b/riiaa-2021/videos/metodos-para-corregir-el-sesgo-prejuicio-en-algoritmos.json
@@ -1,7 +1,7 @@
 {
   "description": "",
   "duration": 3265,
-  "language": "eng",
+  "language": "spa",
   "recorded": "2021-08-25",
   "related_urls": [
     {
diff --git a/riiaa-2021/videos/mineral-classification-using-deep-learning.json b/riiaa-2021/videos/mineral-classification-using-deep-learning.json
@@ -1,7 +1,7 @@
 {
   "description": "",
   "duration": 6459,
-  "language": "eng",
+  "language": "spa",
   "recorded": "2021-08-25",
   "related_urls": [
     {
diff --git a/riiaa-2021/videos/multiplicacion-de-enteros.json b/riiaa-2021/videos/multiplicacion-de-enteros.json
@@ -1,7 +1,7 @@
 {
   "description": "Un taller pr\u00e1ctico donde se ense\u00f1en los detalles de estos algoritmos. Hablaremos sobre las ideas m\u00e1s importantes de nuevos algoritmos as\u00ed como implementar en Python alguna de las versiones m\u00e1s sencillas (desde cero).",
   "duration": 6748,
-  "language": "eng",
+  "language": "spa",
   "recorded": "2021-08-25",
   "related_urls": [
     {
diff --git a/riiaa-2021/videos/optimization-in-machine-learning.json b/riiaa-2021/videos/optimization-in-machine-learning.json
@@ -1,7 +1,7 @@
 {
   "description": "Profundizaremos en los algoritmos de optimizaci\u00f3n usados para entrenar modelos de Machine Learning y los implementaremos en Python.",
   "duration": 7166,
-  "language": "eng",
+  "language": "spa",
   "recorded": "2021-08-25",
   "related_urls": [
     {
diff --git a/riiaa-2021/videos/perspectives-on-ai-research.json b/riiaa-2021/videos/perspectives-on-ai-research.json
@@ -1,7 +1,7 @@
 {
   "description": "",
   "duration": 4513,
-  "language": "eng",
+  "language": "spa",
   "recorded": "2021-08-25",
   "related_urls": [
     {
diff --git a/riiaa-2021/videos/privacidad-diferencial.json b/riiaa-2021/videos/privacidad-diferencial.json
@@ -1,7 +1,7 @@
 {
   "description": "Un taller sobre las definiciones matem\u00e1ticas y las aplicaciones de la privacidad diferencial desde el punto de vista te\u00f3rico y matem\u00e1tico.",
   "duration": 6479,
-  "language": "eng",
+  "language": "spa",
   "recorded": "2021-08-25",
   "related_urls": [
     {
diff --git a/riiaa-2021/videos/procesos-gaussianos-y-optimizacion-bayesiana.json b/riiaa-2021/videos/procesos-gaussianos-y-optimizacion-bayesiana.json
@@ -1,7 +1,7 @@
 {
   "description": "",
   "duration": 7784,
-  "language": "eng",
+  "language": "spa",
   "recorded": "2021-08-25",
   "related_urls": [
     {
diff --git a/riiaa-2021/videos/relaciones-de-equivalencia-y-metricas-de-estados-para-procesos-de-decision-markovianos.json b/riiaa-2021/videos/relaciones-de-equivalencia-y-metricas-de-estados-para-procesos-de-decision-markovianos.json
@@ -1,7 +1,7 @@
 {
   "description": "Este taller presenta la teor\u00eda de relaciones de equivalencia y m\u00e9tricas de estado para procesos de decisi\u00f3n Markovianos (MDPs). En a\u00f1os recientes se ha popularizado como una t\u00e9cnica te\u00f3rica y emp\u00edrica para el aprendizaje por refuerzo. El enfoque principal ser\u00e1 matem\u00e1tico, pero utilizaremos collaboratory notebooks para poder tener un mejor entendimiento de las diferentes teor\u00edas y sus aplicaciones al aprendizaje por refuerzo.",
   "duration": 7079,
-  "language": "eng",
+  "language": "spa",
   "recorded": "2021-08-25",
   "related_urls": [
     {
diff --git a/riiaa-2021/videos/rompiendo-barreras-hacia-la-inclusion-mundo-stem.json b/riiaa-2021/videos/rompiendo-barreras-hacia-la-inclusion-mundo-stem.json
@@ -1,7 +1,7 @@
 {
   "description": "",
   "duration": 3815,
-  "language": "eng",
+  "language": "spa",
   "recorded": "2021-08-25",
   "related_urls": [
     {
diff --git a/riiaa-2021/videos/time-series-anomaly-detection-with-deep-learning.json b/riiaa-2021/videos/time-series-anomaly-detection-with-deep-learning.json
@@ -1,7 +1,7 @@
 {
   "description": "",
   "duration": 7064,
-  "language": "eng",
+  "language": "spa",
   "recorded": "2021-08-25",
   "related_urls": [
     {
diff --git a/riiaa-2021/videos/training-data-generation-for-computer-vision-applications.json b/riiaa-2021/videos/training-data-generation-for-computer-vision-applications.json
@@ -1,7 +1,7 @@
 {
   "description": "En este taller aprenderemos a como crear los datos necesarios para entrenar un modelo de Visi\u00f3n Computacional.",
   "duration": 7437,
-  "language": "eng",
+  "language": "spa",
   "recorded": "2021-08-25",
   "related_urls": [
     {
diff --git a/riiaa-2021/videos/transformers.json b/riiaa-2021/videos/transformers.json
@@ -1,7 +1,7 @@
 {
   "description": "",
   "duration": 6745,
-  "language": "eng",
+  "language": "spa",
   "recorded": "2021-08-25",
   "related_urls": [
     {
diff --git a/riiaa-2021/videos/ux-in-the-world-of-a-i.json b/riiaa-2021/videos/ux-in-the-world-of-a-i.json
@@ -1,7 +1,7 @@
 {
   "description": "En este curso aprender\u00e1s a evaluar si un problema de UX se resuelve con un dise\u00f1o de inteligencia artificial; tambi\u00e9n sabr\u00e1s el tipo de datos que debes recopilar para tener modelos de inteligencia artificial representativos; y, adem\u00e1s conocer\u00e1s los sistemas de inteligencia artificial que son m\u00e1s eficaces en la interacci\u00f3n con los usuarios. El curso te ense\u00f1ara c\u00f3mo dise\u00f1as y crear mejores experiencias de usuario para los sistemas que involucran inteligencia artificial, a trav\u00e9s de recomendaciones y ejemplos.",
   "duration": 7437,
-  "language": "eng",
+  "language": "spa",
   "recorded": "2021-08-25",
   "related_urls": [
     {

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`1`	`1`	`{`
`2`	`2`	`"description": "",`
`3`	`3`	`"duration": 6383,`
`4`		`- "language": "eng",`
	`4`	`+ "language": "spa",`
`5`	`5`	`"recorded": "2021-08-25",`
`6`	`6`	`"related_urls": [`
`7`	`7`	`{`
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`1`	`1`	`{`
`2`	`2`	`"description": "We will discuss the principles and implementation of Graph Neural Networks in Python to build a model capable of generating new molecules from a dataset input.",`
`3`	`3`	`"duration": 7001,`
`4`		`- "language": "eng",`
	`4`	`+ "language": "spa",`
`5`	`5`	`"recorded": "2021-08-25",`
`6`	`6`	`"related_urls": [`
`7`	`7`	`{`
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`@@ -1,7 +1,7 @@`
`1`	`1`	`{`
`2`	`2`	`"description": "",`
`3`	`3`	`"duration": 3443,`
`4`		`- "language": "eng",`
	`4`	`+ "language": "spa",`
`5`	`5`	`"recorded": "2021-08-25",`
`6`	`6`	`"related_urls": [`
`7`	`7`	`{`
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`@@ -1,7 +1,7 @@`
`1`	`1`	`{`
`2`	`2`	`"description": "",`
`3`	`3`	`"duration": 7298,`
`4`		`- "language": "eng",`
	`4`	`+ "language": "spa",`
`5`	`5`	`"recorded": "2021-08-25",`
`6`	`6`	`"related_urls": [`
`7`	`7`	`{`
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`@@ -1,7 +1,7 @@`
`1`	`1`	`{`
`2`	`2`	`"description": "We provide foundations of decision tree induction and how it relates to contrast pattern-based classification. In particular, we will introduce BPC4cip, a contrast pattern-based classifier with highly competitive performance, that can provide explanations behind any classification decision and that has shown to behave adequately in the context of class imbalance problems.",`
`3`	`3`	`"duration": 6067,`
`4`		`- "language": "eng",`
	`4`	`+ "language": "spa",`
`5`	`5`	`"recorded": "2021-08-25",`
`6`	`6`	`"related_urls": [`
`7`	`7`	`{`
Original file line number	Diff line number	Diff line change
`@@ -1,7 +1,7 @@`
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`2`	`2`	`"description": "",`
`3`	`3`	`"duration": 3731,`
`4`		`- "language": "eng",`
	`4`	`+ "language": "spa",`
`5`	`5`	`"recorded": "2021-08-25",`
`6`	`6`	`"related_urls": [`
`7`	`7`	`{`
Original file line number	Diff line number	Diff line change
`@@ -1,7 +1,7 @@`
`1`	`1`	`{`
`2`	`2`	`"description": "",`
`3`	`3`	`"duration": 7126,`
`4`		`- "language": "eng",`
	`4`	`+ "language": "spa",`
`5`	`5`	`"recorded": "2021-08-25",`
`6`	`6`	`"related_urls": [`
`7`	`7`	`{`
Original file line number	Diff line number	Diff line change
`@@ -1,7 +1,7 @@`
`1`	`1`	`{`
`2`	`2`	`"description": "",`
`3`	`3`	`"duration": 3625,`
`4`		`- "language": "eng",`
	`4`	`+ "language": "spa",`
`5`	`5`	`"recorded": "2021-08-25",`
`6`	`6`	`"related_urls": [`
`7`	`7`	`{`
Original file line number	Diff line number	Diff line change
`@@ -1,7 +1,7 @@`
`1`	`1`	`{`
`2`	`2`	`"description": "",`
`3`	`3`	`"duration": 3702,`
`4`		`- "language": "eng",`
	`4`	`+ "language": "spa",`
`5`	`5`	`"recorded": "2021-08-25",`
`6`	`6`	`"related_urls": [`
`7`	`7`	`{`
Original file line number	Diff line number	Diff line change
`@@ -1,7 +1,7 @@`
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`2`	`2`	`"description": "",`
`3`	`3`	`"duration": 7209,`
`4`		`- "language": "eng",`
	`4`	`+ "language": "spa",`
`5`	`5`	`"recorded": "2021-08-25",`
`6`	`6`	`"related_urls": [`
`7`	`7`	`{`