DE-MX-PT-Ramiro

your-code/Read_me.txt

@@ -0,0 +1,62 @@
+Proyecto de Visualizaci�n de Datos
+
+		Ramiro Maravilla
+
+
+En este proyecto quiero explorar la relaci�n entre pobreza y desigualdad ind�gena.
+Me parece que este proyecto es importante en el contexto en el que el presidente
+Andr�s Manuel L�pez Obrador declar� que bajar�a la edad de retiro de los ind�genas 
+de 68 a 65 a�os. Ante estas declaraciones varios usuarios en redes sociales salieron
+a acusar al presidente de racista.
+
+Frente a estas declaraciones, quiero visualizar los datos para responder a la siguiente
+pregunta: �Es justificable disminuir la edad de retiro de las personas ind�genas en M�xico
+de 68 a 65 a�os?
+
+A diferencia de otros estudios, no parto de una hip�tesis respecto a si es justificable o no.
+Espero que la visualizaci�n de datos responda mi pregunta de investigaci�n
+
+Los datos con los que trabajo corresponden a las cifras de Pobreza de los Censos del 
+Consejo Nacional para la Evaluaci�n de la Pol�tica de Desarrollo Social (CONEVAL).
+
+A continuaci�n, se describe el proceso por el que realice este ejercicio de visualizaci�n:
+
+Visualizaci�n de ingreso por deciles:
+1. Descargu� la base de Coneval de ingreso por decil y la cargu� usando pandas
+2. Examin� la informaci�n para observar sus variables. 
+3. Transpuse la base de datos en la variable "Decil".
+4. Limpi� la base de dato quitando columnas que no me serv�an para el an�lisis. 
+5. Realic� varias gr�ficas para mostrar los ingresos por decil. Decid� que me conven�a
+	hacer una gr�fica de burbujas que mostrara la media de ingresos de cada decil.
+
+Visualizaci�n Pobreza en M�xico
+1. Cargamos base
+2. Hacemos una gr�fica de lineas con dos subplots que muestre la evoluci�n de pobreza 
+	en t�rminos absolutos y relativos de 2008 a 2018.
+
+Visualizaci�n Boxplots de comparaci�n pobreza ind�gena y no ind�gena
+1. Cargamos la base.
+2. Renombramos las variables para tenerlas m�s cortas y poderlas graficar mejor
+3. Utilizamos seaborn y hacemos una gr�fica de boxplot que muestre la distribuci�n de la pobreza
+	indigena y no indigena. Esta misma gr�fica tambi�n muestra la pobreza extrema no indigena
+	y no indigena. 
+4. Adicionalmente, se hizo una gr�fica de barras con tres subplots que graficaran la evaluaci�n
+	de 2008 a 2018 de pobreza indigena y no indigena, pobreza moderada indigena y no indigea,
+	pobreza extrema indigena y no indigena.
+
+Visualizaci�n de dispersi�n. Relaci�n de pobreza con carencias en derechos sociales b�sicos.
+1. Se carg� una base de datos con la dispersi�n de pobreza por estado en 2012, 2014, 2016 y 2018.
+2. Se agreg� poblaci�n de personas viviendo con carencia por rezago educativo, acceso a salud,
+	sin seguridad social, servicios b�sicos de vivienda.
+3. Se hizo una gr�fica con cuatro subplots que muestra la relaci�n positiva entre pobreza y todas esas 
+	carencias. 
+
+Visalizaci�n de pairplot
+1. Finalmente se hizo una relaci�n pairplot de todas las variables estatales que se tienen con las carencias
+	exploradas en las gr�ficas anteriores y el indice de pobreza.
+
+Estas gr�ficas demuestran que la poblaci�n ind�gena es m�s vulnerable a la pobreza y por lo tanto merece
+un trato diferenciado de la poblaci�n no indigena. 
+
+Estas gr�ficas se presentan en un power point. 
+

your-code/decil.csv

@@ -0,0 +1,62 @@
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+,,,,,,,,,,,

your-code/deciles.csv

@@ -0,0 +1,62 @@
+A�o,Decil,Ingreso corriente total per c�pita,Total ingreso corriente monetario,Remuneraciones por trabajo subordinado,Ingreso por trabajo independiente,Ingreso por renta de la propiedad,Otros ingresos provenientes del trabajo,Transferencias,Total ingreso corriente no monetario,Pago en especie,Transferencias en especie
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+,,,,,,,,,,,