diff --git a/.env b/.env
new file mode 100644
index 00000000..f519e257
--- /dev/null
+++ b/.env
@@ -0,0 +1,7 @@
+POSTGRES_CONN_ID = alkemy_db
+AWS_S3_CONN_ID = aws_s3_bucket
+ACCESS_KEY =
+SECRET_ACCESS_KEY =
+BUCKET =
+
+
diff --git a/.gitignore b/.gitignore
new file mode 100644
index 00000000..cceb8540
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,44 @@
+.git
+.vscode
+.env
+.ipynb_checkpoints
+.code
+.astro
+Cleandata.ipynb
+airflow_settings.yaml
+astro
+main.py
+config.yaml
+__pycache__
+airflow_lab.py
+airtask.py
+example_dag_advanced.py
+example_dag_basic.py
+hookfunction.py
+hookexample.py
+/tests
+Dockerfile
+.dockerignore
+packages.txt
+docker-compose.yml
+docker-compose.override.yml
+logging.conf
+dac.cfg
+/logs
+webserver_config.py
+airflow.cfg
+S3update_dag.py
+config_bre.yaml
+config_etl.yaml
+template_dag.jinja2
+.\Skill-Up-DA-c-PythonG1\.env
+
+/dags_dynamic/.
+./dags/dags_factory
+.po.py
+nuevo.py
+coco.py
+po.py
+GAUNVillaMaria_dag_etl.py
+
+
diff --git a/README.md b/README.md
index 7b4b97b1..9419c6cf 100644
--- a/README.md
+++ b/README.md
@@ -1,4 +1,5 @@
-# Proyecto #1 Flujos de ejecución
+
+
## Descripción
Client: Ministerio de Educación de la Nación
Situación inicial
@@ -44,157 +45,9 @@ consultas SQL.
códigos postales según requerimientos normalizados que se especifican para cada
grupo de universidades, utilizando Pandas.
-### Assets 🎨
-
-
-La base de datos con la información que reunió el Ministerio de Educación se proveerá en el transcurso del proyecto.
-
-
-El archivo auxiliar de códigos postales se encuentra en la carpeta assets.
-
-
-## Requerimientos:
-# Airflow usando Docker
-https://docs.astronomer.io/software/install-cli?tab=windows#install-the-astro-cli
-
-## Modulos utilizados en Python
-- pathlib
-- logging
-- pandas
-- datetime
-- os
-- sqlalchemy
-
-## Estructura y flujo de ejecución
- Se generarán archivos ".sql" con las consultas correspondientes a cada centro educativo, normalizando las columnas tenidas en cuenta.
-
- Mediante operadores disponibles en apache airflow (Python operators y postgre operators, se toman las consultas ".sql" para obtener los datos de la base de datos provista.
-
- Estos datos se transorman mediante la libreria pandas, y se almacenan en forma local como archivos ".txt".
-
- Finalmete, a traves de las herramientas provistas por AWS (operadores y hooks S3), los datos almacenados como ".txt" son transformados a strings, y almacenados en el servicio S3.
-
-# Creación de una Wiki del proyecto
-Se recomienda crear una wiki del proyecto en Github para dejar anotaciones, lecciones aprendidas o convenciones necesarias adicionales.
-
-# **Convención para nombrar carpetas**
-
-OT000-python
-
- -airflow
-
- -assets: archivos complementarios necesarios.
-
- -dags: para dejar los flujos que se vayan creando
-
- -datasets: para dejar el archivo resultante del proceso de transformación con Pandas
-
- -files: para almacenar la extracción de la base de datos.
-
- -include: para almacenar los SQL.
-
-
-# **Convención para nombrar archivos**
-### DAG ETL
-Se colocará grupo-letra-siglas de la universidad y localidad, seguido por "_dag_elt.py" para diferenciar de otros csv.
-
-EJ: GFUNRioCuarto_dag_etl.py
-
-
-# **Convencion para el nombre de la base de datos**
-
-### conexion con base de datos
-se llamara 'alkemy_db'
-
-### conexion para S3
-se llamara 'aws_s3_bucket'
-
-### csv generados
-Se colocará grupo-letra-siglas de la universidad y localidad, seguido por "_select.csv" para diferenciar el dag realizado.
-
-EJ: GFUNRioCuarto_select.csv
-
-### txt generados
-Se colocará grupo-letra-siglas de la universidad y localidad, seguido por "_process.txt" para diferenciar el dag realizado.
-
-EJ: GFUNRioCuarto_process.txt
-
-# MATERIAL COMPLEMENTARIO
-
-# AIRFLOW
-
-https://airflow.apache.org/
-
-# Informacion importante de como comenzar con Airflow
-https://www.astronomer.io/guides/airflow-sql-tutorial/
-
-# Curso de Alkemy de Airflow
-https://academy.alkemy.org/curso/python/contenidos/clase-1-introduccion-a-flujos-de-trabajo
-
-# Guía definitiva de Airflow
-[Guia](https://www.astronomer.io/ebooks/dags-definitive-guide.pdf)
-
-# Airflow Hooks Explained 101
-https://hevodata.com/learn/airflow-hooks/
-
-# Create a S3 bucket into AWS.
-https://docs.aws.amazon.com/es_es/elastictranscoder/latest/developerguide/gs-2-create-s3-buckets.html
-
-Create a S3 bucket and call it as you want.
-
-
-
-## Structure of S3 bucket
-This is an important part, as I follow a specific folder structure in python scripts. Define the structure as follow:
-
-
-
-After create the s3 bucket, upload into the folder "preprocess/" the csv file that is located in the root path "talks_info.csv".
-
-## S3 IAM user
-In order to be able to interact with the S3 bucket, we have to create an user (or use an existing one).
-
-
-
-## Permissions for the user
-Since we have many services and specific permissions to interact with them, we have to assign the S3 permission to the new user.
-
-
-
-## Credentials
-This is a very important step. You have to make sure of copy and save the credentials because we will use them later.
-
-
-
-# Instalar providers de amazon
-https://airflow.apache.org/docs/apache-airflow-providers-amazon/stable/index.html
-# Documentacion de amazon s3 en airflow
-https://airflow.apache.org/docs/apache-airflow-providers-amazon/stable/_api/airflow/providers/amazon/aws/hooks/s3/index.html
-
-
-# From Local Filesystem to Amazon S3
-https://airflow.apache.org/docs/apache-airflow-providers-amazon/stable/operators/transfer/local_to_s3.html
-
-## Quickstart AWS SDK for Python.
-https://boto3.amazonaws.com/v1/documentation/api/latest/guide/quickstart.html
-
-
-## How to use Boto3 to upload files to an S3 Bucket?
-https://www.learnaws.org/2022/07/13/boto3-upload-files-s3/
-
-
-# Airflow Dynamic DAGs: The powerful way with Jinja and YAML
-https://www.youtube.com/watch?v=HuMgMTHrkn4&ab_channel=DatawithMarc
-
-# Dynamically Generating DAGs in Airflow
-https://www.astronomer.io/guides/dynamically-generating-dags/
-
-# Loggers
-
-# Configuración del archivo de logger.cfg
-https://docs.python.org/3/library/logging.config.html#logging-config-fileformat
-# Ejemplo de archivo de configuración
-https://realpython.com/lessons/logger-config-file/
+## Integrantes y grupos asignados
+- [Di Paola, Matias](https://github.com/dipaolme) - Grupo A
+- [Breyner Ocampo Cardenas](https://github.com/BROC95) - Grupo B
diff --git a/assets/GBUNComahue_dag_elt.cfg b/assets/GBUNComahue_dag_elt.cfg
new file mode 100644
index 00000000..fdd56033
--- /dev/null
+++ b/assets/GBUNComahue_dag_elt.cfg
@@ -0,0 +1,41 @@
+[loggers]
+keys=root,GBUNComahue_dag_elt
+
+[handlers]
+keys=consoleHandler
+
+[formatters]
+keys=detailedFormatter
+
+[logger_root]
+level=DEBUG
+handlers=consoleHandler
+
+[logger_GBUNComahue_dag_elt]
+level=DEBUG
+handlers=consoleHandler
+qualname=GBUNComahue_dag_elt
+propagate=0
+
+[handler_consoleHandler]
+class=StreamHandler
+level=DEBUG
+formatter=detailedFormatter
+args=(sys.stdout,)
+
+[handler_simpleHandler]
+formatter=simpleFormatter
+class=handlers.RotatingFileHandler
+maxBytes=31457280
+level=DEBUG
+args=('/tmp/test.log',)
+
+
+[formatter_detailedFormatter]
+# format=%(asctime)s - %(name)s - %(levelname)s / %(message)s
+format=%(asctime)s - %(name)s - %(message)s
+datefmt='%Y-%m-%d'
+
+
+
+
diff --git a/assets/GBUNSalvador_dag_elt.cfg b/assets/GBUNSalvador_dag_elt.cfg
new file mode 100644
index 00000000..2713a846
--- /dev/null
+++ b/assets/GBUNSalvador_dag_elt.cfg
@@ -0,0 +1,41 @@
+[loggers]
+keys=root,GBUNSalvador_dag_elt
+
+[handlers]
+keys=consoleHandler
+
+[formatters]
+keys=detailedFormatter
+
+[logger_root]
+level=DEBUG
+handlers=consoleHandler
+
+[logger_GBUNSalvador_dag_elt]
+level=DEBUG
+handlers=consoleHandler
+qualname=GBUNSalvador_dag_elt
+propagate=0
+
+[handler_consoleHandler]
+class=StreamHandler
+level=DEBUG
+formatter=detailedFormatter
+args=(sys.stdout,)
+
+[handler_simpleHandler]
+formatter=simpleFormatter
+class=handlers.RotatingFileHandler
+maxBytes=31457280
+level=DEBUG
+args=('/tmp/test.log',)
+
+
+[formatter_detailedFormatter]
+# format=%(asctime)s - %(name)s - %(levelname)s / %(message)s
+format=%(asctime)s - %(name)s - %(message)s
+datefmt='%Y-%m-%d'
+
+
+
+
diff --git a/assets/dag-factory.png b/assets/dag-factory.png
new file mode 100644
index 00000000..89369ef5
Binary files /dev/null and b/assets/dag-factory.png differ
diff --git a/assets/notebooks/GrupoB.ipynb b/assets/notebooks/GrupoB.ipynb
new file mode 100644
index 00000000..13639010
--- /dev/null
+++ b/assets/notebooks/GrupoB.ipynb
@@ -0,0 +1,7519 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "id": "b2a3f348",
+ "metadata": {},
+ "source": [
+ "# Broc95\n",
+ "\n",
+ "Proyecto ETL, se desarrollo un proyecto de data, en el cúal se debe extraer, transformar y cargar, información de las principales universidades de Argentina, se utilizo airflow con el manejo de dags, la extracción se realizo sobre una base de datos postgres, la transformación y análisis se realizo con pandas, por otro lado la carga se realizo en un bucket de amazon S3."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "f70830ec",
+ "metadata": {},
+ "source": [
+ "# Dag factory grupo B\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "50464330",
+ "metadata": {},
+ "source": [
+ " "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 155,
+ "id": "59772ffd",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import pandas as pd\n",
+ "import matplotlib.pyplot as plt \n",
+ "from matplotlib.backends.backend_agg import FigureCanvasAgg as FigureCanvas\n",
+ "from matplotlib.figure import Figure\n",
+ "import numpy as np\n",
+ "import seaborn as sns\n",
+ "import requests "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 104,
+ "id": "f2703e2e",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import random\n",
+ "def hexAl():\n",
+ " color = [\"#\"+''.join([random.choice('0123456789ABCDEF') for j in range(6)])]\n",
+ "# print(color)\n",
+ " return color[0]\n",
+ "def grafLocation(df):\n",
+ " corrloc =df.groupby(df.location).count()\n",
+ " c4=corrloc.university>5\n",
+ " n =corrloc[c4]\n",
+ " colores = [hexAl() for i in range(len(n))]\n",
+ " corrloc[c4].university.plot(kind=\"bar\", color = colores,fontsize=20)\n",
+ " plt.title(f'Inscription by {df.location.name} > 5 in {df.university[0]}', fontsize=15)\n",
+ " plt.show()\n",
+ " ma= corrloc[c4]\n",
+ " ma.index\n",
+ " ma.max()\n",
+ " f =ma.age == ma.age.max()\n",
+ " name_L=ma[f].index[0]\n",
+ " loca =df1.location == ma[f].index[0]\n",
+ " grupoL =df1[loca]\n",
+ " N = len(grupoL)\n",
+ " colores = [hexAl() for i in range(N)]\n",
+ " grupoL.university.groupby(grupoL.inscmonth).count().plot(kind=\"bar\",color = colores,fontsize=20)\n",
+ " plt.title(f'Inscription by {df.location.name} > 5 in {df.university[0]} by {df.inscmonth.name}', fontsize=15)\n",
+ " plt.show()\n",
+ " grafBar(grupoL.career, name_L)\n",
+ " grafBar(grupoL.age, name_L)\n",
+ " grafBox(grupoL.gender,grupoL.age, name_L)\n",
+ " grafPie(grupoL,grupoL.age, name_L)\n",
+ " grafPie(grupoL,grupoL.gender, name_L)\n",
+ " grafPie(grupoL,grupoL.career, name_L)\n",
+ " graf3Rel(grupoL,grupoL.career,grupoL.age,grupoL.gender)\n",
+ " \n",
+ " \n",
+ " \n",
+ "def grafPie(dfD,dfg,location=\"\"):\n",
+ " total_precio = dfD.groupby(dfg).count()\n",
+ " colors = sns.color_palette('pastel')[0:6]\n",
+ " co = total_precio.columns[0]\n",
+ " plt.pie(total_precio[co],labels=total_precio.index, colors = colors,\n",
+ " autopct='%.0f%%')\n",
+ " plt.title(f\"Inscription by {dfg.name}: {location}\")\n",
+ " plt.show()\n",
+ "\n",
+ "# total_precio = dfD.groupby(dfg).count()\n",
+ "# print(total_precio)\n",
+ "# etiquetas = total_precio.index()\n",
+ "# # print()\n",
+ "# colors = sns.color_palette('pastel')[0:6]\n",
+ "# plt.pie(total_precio, labels = etiquetas, colors = colors,\n",
+ "# autopct='%.0f%%')\n",
+ "# plt.title(f\"Inscription by {dfg.name}: {location}\")\n",
+ "# plt.show()\n",
+ " \n",
+ "\n",
+ " \n",
+ "def grafBar(data,location=\"\"):\n",
+ " fig = plt.figure(figsize = (10,5))\n",
+ " plt.title(f\"Inscription by {data.name}: {location}\")\n",
+ " sns.countplot(data, order = data.value_counts().index)\n",
+ " plt.xticks(rotation=90)\n",
+ " plt.show()\n",
+ "\n",
+ "\n",
+ " \n",
+ "def graf3Rel(df,xd,yd,zd):\n",
+ " \n",
+ " sns.relplot(x=xd ,y=yd,hue=zd,data=df)\n",
+ " plt.title(f\"Inscription by {df.university.unique()[0]}\")\n",
+ " plt.xticks(rotation=90)\n",
+ " plt.show()\n",
+ "\n",
+ " \n",
+ "def grafBox(var1,var2, location=\"\"):\n",
+ " plt.title(f\"Inscription by {var1.name}:{var2.name}:{location}\")\n",
+ " sns.boxplot(x=var1,y=var2)\n",
+ " plt.xticks(rotation=90)\n",
+ " plt.show()\n",
+ " \n",
+ " \n",
+ "def url_todf(url):\n",
+ " df = pd.read_html(url)\n",
+ " df =df[0][1]\n",
+ " df =df.str.split(\"\\t\")\n",
+ " li =df.to_list()\n",
+ " df1 = pd.DataFrame(li[1:],columns=li[0])\n",
+ " return df1"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 105,
+ "id": "596e9b46",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "url1 = \"https://github.com/dipaolme/Skill-Up-DA-c-Python/blob/grupoB/datasets/GBUNComahue_process.txt\"\n",
+ "url2 = \"https://github.com/dipaolme/Skill-Up-DA-c-Python/blob/grupoB/datasets/GBUNSalvador_process.txt\"\n",
+ "\n",
+ "df1 = url_todf(url1)\n",
+ "df2 = url_todf(url2)\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 106,
+ "id": "28af32af",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " university \n",
+ " career \n",
+ " inscription_date \n",
+ " first_name \n",
+ " last_name \n",
+ " gender \n",
+ " age \n",
+ " postal_code \n",
+ " location \n",
+ " email \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " universidad del salvador \n",
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+ " mcclure \n",
+ " female \n",
+ " 33 \n",
+ " 6339 \n",
+ " cailomuta \n",
+ " rickey75@gmail.com \n",
+ " \n",
+ " \n",
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+ " ingeniería mecánica \n",
+ " 2021-02-01 \n",
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+ " moses \n",
+ " male \n",
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+ " 2703 \n",
+ " cabo san fermin \n",
+ " laura79@hotmail.com \n",
+ " \n",
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+ " 1901 \n",
+ " universidad del salvador \n",
+ " licenciatura en kinesiología y fisiatría \n",
+ " 2021-02-01 \n",
+ " lisa \n",
+ " johnson \n",
+ " female \n",
+ " 29 \n",
+ " 7637 \n",
+ " la dulce \n",
+ " abigail27@yahoo.com \n",
+ " \n",
+ " \n",
+ " 1902 \n",
+ " universidad del salvador \n",
+ " licenciatura en producción de bioimagenes \n",
+ " 2021-02-01 \n",
+ " pamela \n",
+ " clark \n",
+ " female \n",
+ " 19 \n",
+ " 1618 \n",
+ " ricardo rojas \n",
+ " william03@hotmail.com \n",
+ " \n",
+ " \n",
+ " 1903 \n",
+ " universidad del salvador \n",
+ " ingeniería en informática \n",
+ " 2021-02-01 \n",
+ " renee \n",
+ " walker \n",
+ " female \n",
+ " 21 \n",
+ " 1815 \n",
+ " escuela agricola don bosco \n",
+ " cbrown@yahoo.com \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
1904 rows × 10 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " university \\\n",
+ "0 universidad del salvador \n",
+ "1 universidad del salvador \n",
+ "2 universidad del salvador \n",
+ "3 universidad del salvador \n",
+ "4 universidad del salvador \n",
+ "... ... \n",
+ "1899 universidad del salvador \n",
+ "1900 universidad del salvador \n",
+ "1901 universidad del salvador \n",
+ "1902 universidad del salvador \n",
+ "1903 universidad del salvador \n",
+ "\n",
+ " career inscription_date \\\n",
+ "0 licenciatura en ciencias de la computación 2020-09-01 \n",
+ "1 licenciatura en ciencias antropológicas 2020-09-01 \n",
+ "2 licenciatura en planificación y diseño del pai... 2020-09-01 \n",
+ "3 licenciatura en kinesiología y fisiatría 2020-09-01 \n",
+ "4 ingeniería mecánica 2020-09-01 \n",
+ "... ... ... \n",
+ "1899 licenciatura en sociología 2021-02-01 \n",
+ "1900 ingeniería mecánica 2021-02-01 \n",
+ "1901 licenciatura en kinesiología y fisiatría 2021-02-01 \n",
+ "1902 licenciatura en producción de bioimagenes 2021-02-01 \n",
+ "1903 ingeniería en informática 2021-02-01 \n",
+ "\n",
+ " first_name last_name gender age postal_code \\\n",
+ "0 carol doyle female 37 3254 \n",
+ "1 heidi tran female 27 8514 \n",
+ "2 rachael harrington female 23 7243 \n",
+ "3 ryan silva male 19 5272 \n",
+ "4 tiffany knight female 29 6533 \n",
+ "... ... ... ... .. ... \n",
+ "1899 melissa mcclure female 33 6339 \n",
+ "1900 michael moses male 31 2703 \n",
+ "1901 lisa johnson female 29 7637 \n",
+ "1902 pamela clark female 19 1618 \n",
+ "1903 renee walker female 21 1815 \n",
+ "\n",
+ " location email \n",
+ "0 colonia la blanquita anthony88@gmail.com \n",
+ "1 laguna del barro todd44@hotmail.com \n",
+ "2 antonio carboni zcantrell@yahoo.com \n",
+ "3 comandante leal heather60@gmail.com \n",
+ "4 alfredo demarchi bwarner@gmail.com \n",
+ "... ... ... \n",
+ "1899 cailomuta rickey75@gmail.com \n",
+ "1900 cabo san fermin laura79@hotmail.com \n",
+ "1901 la dulce abigail27@yahoo.com \n",
+ "1902 ricardo rojas william03@hotmail.com \n",
+ "1903 escuela agricola don bosco cbrown@yahoo.com \n",
+ "\n",
+ "[1904 rows x 10 columns]"
+ ]
+ },
+ "execution_count": 106,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df2"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 84,
+ "id": "e7f8f962",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 67,
+ "id": "9848956e",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# data =\"GBUNComahue_process.txt\"\n",
+ "\n",
+ "# df = pd.read_csv(data,sep=\"\\t\")\n",
+ "\n",
+ "\n",
+ "# df.career"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 107,
+ "id": "4491ad1d",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " university \n",
+ " career \n",
+ " inscription_date \n",
+ " first_name \n",
+ " last_name \n",
+ " gender \n",
+ " age \n",
+ " postal_code \n",
+ " location \n",
+ " email \n",
+ " inscmonth \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " universidad del salvador \n",
+ " licenciatura en ciencias de la computación \n",
+ " 2020-09-01 \n",
+ " carol \n",
+ " doyle \n",
+ " female \n",
+ " 37 \n",
+ " 3254 \n",
+ " colonia la blanquita \n",
+ " anthony88@gmail.com \n",
+ " 2020-09-30 \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " universidad del salvador \n",
+ " licenciatura en ciencias antropológicas \n",
+ " 2020-09-01 \n",
+ " heidi \n",
+ " tran \n",
+ " female \n",
+ " 27 \n",
+ " 8514 \n",
+ " laguna del barro \n",
+ " todd44@hotmail.com \n",
+ " 2020-09-30 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " universidad del salvador \n",
+ " licenciatura en planificación y diseño del pai... \n",
+ " 2020-09-01 \n",
+ " rachael \n",
+ " harrington \n",
+ " female \n",
+ " 23 \n",
+ " 7243 \n",
+ " antonio carboni \n",
+ " zcantrell@yahoo.com \n",
+ " 2020-09-30 \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " universidad del salvador \n",
+ " licenciatura en kinesiología y fisiatría \n",
+ " 2020-09-01 \n",
+ " ryan \n",
+ " silva \n",
+ " male \n",
+ " 19 \n",
+ " 5272 \n",
+ " comandante leal \n",
+ " heather60@gmail.com \n",
+ " 2020-09-30 \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " universidad del salvador \n",
+ " ingeniería mecánica \n",
+ " 2020-09-01 \n",
+ " tiffany \n",
+ " knight \n",
+ " female \n",
+ " 29 \n",
+ " 6533 \n",
+ " alfredo demarchi \n",
+ " bwarner@gmail.com \n",
+ " 2020-09-30 \n",
+ " \n",
+ " \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " \n",
+ " \n",
+ " 1899 \n",
+ " universidad del salvador \n",
+ " licenciatura en sociología \n",
+ " 2021-02-01 \n",
+ " melissa \n",
+ " mcclure \n",
+ " female \n",
+ " 33 \n",
+ " 6339 \n",
+ " cailomuta \n",
+ " rickey75@gmail.com \n",
+ " 2021-02-28 \n",
+ " \n",
+ " \n",
+ " 1900 \n",
+ " universidad del salvador \n",
+ " ingeniería mecánica \n",
+ " 2021-02-01 \n",
+ " michael \n",
+ " moses \n",
+ " male \n",
+ " 31 \n",
+ " 2703 \n",
+ " cabo san fermin \n",
+ " laura79@hotmail.com \n",
+ " 2021-02-28 \n",
+ " \n",
+ " \n",
+ " 1901 \n",
+ " universidad del salvador \n",
+ " licenciatura en kinesiología y fisiatría \n",
+ " 2021-02-01 \n",
+ " lisa \n",
+ " johnson \n",
+ " female \n",
+ " 29 \n",
+ " 7637 \n",
+ " la dulce \n",
+ " abigail27@yahoo.com \n",
+ " 2021-02-28 \n",
+ " \n",
+ " \n",
+ " 1902 \n",
+ " universidad del salvador \n",
+ " licenciatura en producción de bioimagenes \n",
+ " 2021-02-01 \n",
+ " pamela \n",
+ " clark \n",
+ " female \n",
+ " 19 \n",
+ " 1618 \n",
+ " ricardo rojas \n",
+ " william03@hotmail.com \n",
+ " 2021-02-28 \n",
+ " \n",
+ " \n",
+ " 1903 \n",
+ " universidad del salvador \n",
+ " ingeniería en informática \n",
+ " 2021-02-01 \n",
+ " renee \n",
+ " walker \n",
+ " female \n",
+ " 21 \n",
+ " 1815 \n",
+ " escuela agricola don bosco \n",
+ " cbrown@yahoo.com \n",
+ " 2021-02-28 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
1904 rows × 11 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " university \\\n",
+ "0 universidad del salvador \n",
+ "1 universidad del salvador \n",
+ "2 universidad del salvador \n",
+ "3 universidad del salvador \n",
+ "4 universidad del salvador \n",
+ "... ... \n",
+ "1899 universidad del salvador \n",
+ "1900 universidad del salvador \n",
+ "1901 universidad del salvador \n",
+ "1902 universidad del salvador \n",
+ "1903 universidad del salvador \n",
+ "\n",
+ " career inscription_date \\\n",
+ "0 licenciatura en ciencias de la computación 2020-09-01 \n",
+ "1 licenciatura en ciencias antropológicas 2020-09-01 \n",
+ "2 licenciatura en planificación y diseño del pai... 2020-09-01 \n",
+ "3 licenciatura en kinesiología y fisiatría 2020-09-01 \n",
+ "4 ingeniería mecánica 2020-09-01 \n",
+ "... ... ... \n",
+ "1899 licenciatura en sociología 2021-02-01 \n",
+ "1900 ingeniería mecánica 2021-02-01 \n",
+ "1901 licenciatura en kinesiología y fisiatría 2021-02-01 \n",
+ "1902 licenciatura en producción de bioimagenes 2021-02-01 \n",
+ "1903 ingeniería en informática 2021-02-01 \n",
+ "\n",
+ " first_name last_name gender age postal_code \\\n",
+ "0 carol doyle female 37 3254 \n",
+ "1 heidi tran female 27 8514 \n",
+ "2 rachael harrington female 23 7243 \n",
+ "3 ryan silva male 19 5272 \n",
+ "4 tiffany knight female 29 6533 \n",
+ "... ... ... ... .. ... \n",
+ "1899 melissa mcclure female 33 6339 \n",
+ "1900 michael moses male 31 2703 \n",
+ "1901 lisa johnson female 29 7637 \n",
+ "1902 pamela clark female 19 1618 \n",
+ "1903 renee walker female 21 1815 \n",
+ "\n",
+ " location email inscmonth \n",
+ "0 colonia la blanquita anthony88@gmail.com 2020-09-30 \n",
+ "1 laguna del barro todd44@hotmail.com 2020-09-30 \n",
+ "2 antonio carboni zcantrell@yahoo.com 2020-09-30 \n",
+ "3 comandante leal heather60@gmail.com 2020-09-30 \n",
+ "4 alfredo demarchi bwarner@gmail.com 2020-09-30 \n",
+ "... ... ... ... \n",
+ "1899 cailomuta rickey75@gmail.com 2021-02-28 \n",
+ "1900 cabo san fermin laura79@hotmail.com 2021-02-28 \n",
+ "1901 la dulce abigail27@yahoo.com 2021-02-28 \n",
+ "1902 ricardo rojas william03@hotmail.com 2021-02-28 \n",
+ "1903 escuela agricola don bosco cbrown@yahoo.com 2021-02-28 \n",
+ "\n",
+ "[1904 rows x 11 columns]"
+ ]
+ },
+ "execution_count": 107,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "dfg=pd.get_dummies(data=df1, columns=['gender'])\n",
+ "\n",
+ "# dfk = pd.DataFrame(pd.date_range('2000-01-02', freq='1M', periods=15), columns=['Date'])\n",
+ "df1.inscription_date =pd.to_datetime(df1['inscription_date'], format='%Y-%m-%d')\n",
+ "bins_dt = pd.date_range('2020-08-01' , freq='1M', periods=7)\n",
+ "bins_str = bins_dt.astype(str).values\n",
+ "labels = ['{}'.format( bins_str[i]) for i in range(1, len(bins_str))]\n",
+ "df1['inscmonth']=pd.cut(df1.inscription_date,\n",
+ " bins=bins_dt,\n",
+ " labels=labels)\n",
+ "\n",
+ "df1\n",
+ "dfg['inscmonth']=pd.cut(df1.inscription_date,\n",
+ " bins=bins_dt,\n",
+ " labels=labels)\n",
+ "\n",
+ "\n",
+ "dft=pd.get_dummies(data=df2, columns=['gender'])\n",
+ "\n",
+ "# dfk = pd.DataFrame(pd.date_range('2000-01-02', freq='1M', periods=15), columns=['Date'])\n",
+ "df2.inscription_date =pd.to_datetime(df2['inscription_date'], format='%Y-%m-%d')\n",
+ "bins_dt = pd.date_range('2020-08-01' , freq='1M', periods=7)\n",
+ "bins_str = bins_dt.astype(str).values\n",
+ "labels = ['{}'.format( bins_str[i]) for i in range(1, len(bins_str))]\n",
+ "df2['inscmonth']=pd.cut(df2.inscription_date,\n",
+ " bins=bins_dt,\n",
+ " labels=labels)\n",
+ "\n",
+ "df1\n",
+ "dft['inscmonth']=pd.cut(df2.inscription_date,\n",
+ " bins=bins_dt,\n",
+ " labels=labels)\n",
+ "df2"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 108,
+ "id": "cbf6041f",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "\n",
+ "# df3=pd.get_dummies(data=df1, columns=['career','gender','location'])\n",
+ "\n",
+ "dfc=dfg.groupby(['career']).mean()\n",
+ "dfc=dfg.groupby(['career']).count()\n",
+ "dfa=dfg.groupby(['age']).count()\n",
+ "dfl=dfg.groupby(['location']).mean()\n",
+ "dfI=dfg.groupby(['inscription_date']).mean()\n",
+ "\n",
+ "dfcp = df1.groupby(df1.postal_code).count()\n",
+ "\n",
+ "dfc\n",
+ "\n",
+ "dfc =dfg.university.groupby(df1.career).count()\n",
+ "# dfc"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 114,
+ "id": "15a0f397",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# dfcg =df1.university.groupby([df1.career,df1.gender,df1.age]).count().plot(kind=\"bar\")\n",
+ "\n",
+ "df1.age = df1.age.astype(int)\n",
+ "df2.age = df2.age.astype(int)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 113,
+ "id": "c8d9d53b",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "university object\n",
+ "career object\n",
+ "inscription_date datetime64[ns]\n",
+ "first_name object\n",
+ "last_name object\n",
+ "gender object\n",
+ "age int32\n",
+ "postal_code object\n",
+ "location object\n",
+ "email object\n",
+ "inscmonth category\n",
+ "dtype: object"
+ ]
+ },
+ "execution_count": 113,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df1.dtypes"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "1244b609",
+ "metadata": {},
+ "source": [
+ "# General\n",
+ "## Comportamiento por universidad\n",
+ "\n",
+ "Grafícas de barras, pie, relación a 3 variables , para cada universidad \n",
+ "\n",
+ "\n",
+ "# Univerdidad Grupo B Comahue"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 153,
+ "id": "376176e7",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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dKnnhfl8eSRxJkrrkTydJkiT1zIJMkiSpZxZkkiRJPbMgkyRJ6pkFmSRJUs8syCRJknpmQSZJktQzCzJJkqSeWZBJkiT1zIJMkiSpZxZkkiRJPfO3LDXn/OcnnjWyWK948VdGFkuSNHc5QiZJktQzCzJJkqSeWZBJkiT1zIJMkiSpZ17UL43QIceP7gMDb3nhPT8wsN/JO44k9lHP+/JI4kiSRsMRMkmSpJ5ZkEmSJPXMgkySJKlnnV1DluRI4DnAjVX1mLbtvcBzgd8BPwH2q6pb2743A/sDvwcOrCq/cVMao51POWgkcb642/tGEkeS5pIuR8iOBiZfgfw14DFV9TjgR8CbAZJsA+wJPLpd5iNJ1uwwN0mSpBmjsxGyqvp2koWT2r46cPcMYI92elfguKr6LfDTJJcD2wHf7yo/SePz7JPfO7JYX3je60cWS5Jmij6/9uKlwPHt9CY0BdqEpW3bPSRZDCwG2HzzzbvMT9Is8OzPHj6yWF94/uKRxZKke6OXi/qTvAW4E/jUvV22qg6vqkVVtWjBggWjT06SJGnMxj5ClmRfmov9d6iqapuvBTYbmG3Ttk2SJGm1N9YRsiQ7Am8AdqmqOwa6TgP2TLJ2ki2ArYGzxpmbJElSX7r82ovPANsD85MsBQ6m+VTl2sDXkgCcUVWvrKqLk5wAXEJzKvPVVfX7rnKTJEmaSbr8lOVeUzQfsYL5DwEO6SofSZKkmcpv6pckSeqZBZkkSVLPLMgkSZJ6ZkEmSZLUMwsySZKknlmQSZIk9cyCTJIkqWcWZJIkST2zIJMkSeqZBZkkSVLPLMgkSZJ6ZkEmSZLUMwsySZKknlmQSZIk9cyCTJIkqWcWZJIkST2zIJMkSeqZBZkkSVLPLMgkSZJ6ZkEmSZLUMwsySZKknlmQSZIk9ayzgizJkUluTHLRQNsGSb6W5Mft3/Xb9iT5UJLLk1yQZNuu8pIkSZppuhwhOxrYcVLbm4DTq2pr4PT2PsBOwNbtbTFwWId5SZIkzSidFWRV9W3g5knNuwLHtNPHALsNtB9bjTOA9ZI8tKvcJEmSZpJxX0O2UVVd105fD2zUTm8CXDMw39K27R6SLE6yJMmSZcuWdZepJEnSmPR2UX9VFVCrsNzhVbWoqhYtWLCgg8wkSZLGa9wF2Q0TpyLbvze27dcCmw3Mt2nbJkmStNobd0F2GrBPO70PcOpA+0vaT1s+Gbht4NSmJEnSam1eV4GTfAbYHpifZClwMHAocEKS/YGrgBe0s38R2Bm4HLgD2K+rvCRJkmaaaRVkSU6vqh1W1jaoqvZaTtc9lmmvJ3v1dHKRJEla3aywIEtyX2AdmlGu9YG0XeuynE9BSpIk6d5Z2QjZK4DXARsD5/DHguwXwIe7S0uSJGnuWGFBVlUfBD6Y5ICq+vcx5SRJkjSnTOsasqr69yR/DiwcXKaqju0oL0mSpDljuhf1fwLYEjgf+H3bXIAFmSRJ0pCm+7UXi4Bt2k9DSpIkaYSm+8WwFwEP6TIRSZKkuWq6I2TzgUuSnAX8dqKxqnbpJCtJkqQ5ZLoF2du6TEKSJGkum+6nLP+760QkSZLmqul+yvJ2mk9VAqwF3Af4VVWt21VikiRJc8V0R8geODGdJMCuwJO7SkqSJGkume6nLP+gGqcAzxp9OpIkSXPPdE9Z7j5wdw2a7yX7TScZSZIkzTHT/ZTlcwem7wSupDltKUmSpCFN9xqy/bpORJIkaa6a1jVkSTZNcnKSG9vbZ5Ns2nVykiRJc8F0L+o/CjgN2Li9/VfbJkmSpCFNtyBbUFVHVdWd7e1oYEGHeUmSJM0Z0y3Ibkqyd5I129vewE1dJiZJkjRXTLcgeynwAuB64DpgD2DfjnKSJEmaU6ZbkL0D2KeqFlTVg2kKtLev6kqT/N8kFye5KMlnktw3yRZJzkxyeZLjk6y1qvElSZJmk+kWZI+rqlsm7lTVzcATVmWFSTYBDgQWVdVjgDWBPYF/Ad5fVVsBtwD7r0p8SZKk2Wa6BdkaSdafuJNkA6b/pbJTmQfcL8k8YB2a06DPAE5q+48BdhsiviRJ0qwx3aLqfcD3k5zY3v8b4JBVWWFVXZvkX4GrgV8DXwXOAW6tqjvb2ZYCm0y1fJLFwGKAzTfffFVSkCRJmlGmNUJWVccCuwM3tLfdq+oTq7LCdqRtV2ALmu80uz+w43SXr6rDq2pRVS1asMBv3pAkSbPftE87VtUlwCUjWOczgZ9W1TKAJJ8Dngqsl2ReO0q2KXDtCNYlSZI04033GrJRuhp4cpJ1kgTYgabQ+ybN12kA7AOc2kNukiRJYzf2gqyqzqS5eP9c4MI2h8OBNwJ/n+RyYEPgiHHnJkmS1IdhPim5yqrqYODgSc1XANv1kI4kSVKv+jhlKUmSpAEWZJIkST2zIJMkSeqZBZkkSVLPLMgkSZJ6ZkEmSZLUMwsySZKknlmQSZIk9cyCTJIkqWcWZJIkST2zIJMkSeqZBZkkSVLPLMgkSZJ6ZkEmSZLUMwsySZKknlmQSZIk9cyCTJIkqWcWZJIkST2zIJMkSeqZBZkkSVLPLMgkSZJ6ZkEmSZLUs14KsiTrJTkpyWVJLk3ylCQbJPlakh+3f9fvIzdJkqRx62uE7IPAl6vqkcDjgUuBNwGnV9XWwOntfUmSpNXe2AuyJA8C/hI4AqCqfldVtwK7Ase0sx0D7Dbu3CRJkvrQxwjZFsAy4Kgk5yX5eJL7AxtV1XXtPNcDG021cJLFSZYkWbJs2bIxpSxJktSdPgqyecC2wGFV9QTgV0w6PVlVBdRUC1fV4VW1qKoWLViwoPNkJUmSutZHQbYUWFpVZ7b3T6Ip0G5I8lCA9u+NPeQmSZI0dmMvyKrqeuCaJI9om3YALgFOA/Zp2/YBTh13bpIkSX2Y19N6DwA+lWQt4ApgP5ri8IQk+wNXAS/oKTdJkqSx6qUgq6rzgUVTdO0w5lQkSZJ65zf1S5Ik9cyCTJIkqWcWZJIkST2zIJMkSeqZBZkkSVLPLMgkSZJ6ZkEmSZLUMwsySZKknlmQSZIk9cyCTJIkqWcWZJIkST2zIJMkSeqZBZkkSVLPLMgkSZJ6ZkEmSZLUMwsySZKknlmQSZIk9cyCTJIkqWcWZJIkST2zIJMkSeqZBZkkSVLPeivIkqyZ5Lwkn2/vb5HkzCSXJzk+yVp95SZJkjROfY6QvRa4dOD+vwDvr6qtgFuA/XvJSpIkacx6KciSbAo8G/h4ez/AM4CT2lmOAXbrIzdJkqRx62uE7APAG4C72vsbArdW1Z3t/aXAJlMtmGRxkiVJlixbtqzzRCVJkro29oIsyXOAG6vqnFVZvqoOr6pFVbVowYIFI85OkiRp/Ob1sM6nArsk2Rm4L7Au8EFgvSTz2lGyTYFre8hNkiRp7MY+QlZVb66qTatqIbAn8I2qehHwTWCPdrZ9gFPHnZskSVIfZtL3kL0R+Pskl9NcU3ZEz/lIkiSNRR+nLP+gqr4FfKudvgLYrs98JEmS+jCTRsgkSZLmJAsySZKknlmQSZIk9cyCTJIkqWcWZJIkST2zIJMkSeqZBZkkSVLPLMgkSZJ6ZkEmSZLUMwsySZKknlmQSZIk9cyCTJIkqWcWZJIkST2zIJMkSeqZBZkkSVLPLMgkSZJ6ZkEmSZLUMwsySZKknlmQSZIk9Wxe3wlI0kz2nJM+NZI4n9/jRSOJI2n15AiZJElSzyzIJEmSejb2gizJZkm+meSSJBcneW3bvkGSryX5cft3/XHnJkmS1Ic+riG7Ezioqs5N8kDgnCRfA/YFTq+qQ5O8CXgT8MYe8pOksXjuSaeMJM5/7bHbSOJI6s/YR8iq6rqqOredvh24FNgE2BU4pp3tGGC3cecmSZLUh16vIUuyEHgCcCawUVVd13ZdD2y0nGUWJ1mSZMmyZcvGk6gkSVKHeivIkjwA+Czwuqr6xWBfVRVQUy1XVYdX1aKqWrRgwYIxZCpJktStXgqyJPehKcY+VVWfa5tvSPLQtv+hwI195CZJkjRuY7+oP0mAI4BLq+rfBrpOA/YBDm3/njru3CRpdbHbSaePLNYpe+xwt/t7fPbckcU+6fnbjiyWNJv18SnLpwIvBi5Mcn7b9o80hdgJSfYHrgJe0ENukqSeHXjyNSOJ86HnbTaSONI4jL0gq6rvAFlO9w7LaZckSVpt+VuWkqQ54+OfG83lyS/b/cH3aPvS8T8fSWyAnV44f2SxNDtYkEmSNMOdfdToPuf2Z/vds5hU//wtS0mSpJ45QiZJ0hx35QeuH0mcha97yD3arn/fZSOJ/ZCDHjmSODOVI2SSJEk9syCTJEnqmacsJUnSrHTDB78/slgbvfYpI4u1KizIJEmSJrnxw18aWawHv2anlc7jKUtJkqSeWZBJkiT1zIJMkiSpZxZkkiRJPbMgkyRJ6pkFmSRJUs8syCRJknpmQSZJktQzCzJJkqSeWZBJkiT1zIJMkiSpZxZkkiRJPbMgkyRJ6tmMK8iS7Jjkh0kuT/KmvvORJEnq2owqyJKsCfwHsBOwDbBXkm36zUqSJKlbM6ogA7YDLq+qK6rqd8BxwK495yRJktSpVFXfOfxBkj2AHavqZe39FwNPqqrXDMyzGFjc3n0E8MN7sYr5wM9HlO7qErvr+MYef3xjjz++sccf39jjj2/s4eM/rKoWTNUxb3T5jEdVHQ4cvirLJllSVYtGnNKsjt11fGOPP76xxx/f2OOPb+zxxzd2t/Fn2inLa4HNBu5v2rZJkiSttmZaQXY2sHWSLZKsBewJnNZzTpIkSZ2aUacsq+rOJK8BvgKsCRxZVRePcBWrdKpzNY/ddXxjjz++sccf39jjj2/s8cc3dofxZ9RF/ZIkSXPRTDtlKUmSNOdYkEmSJPXMgkySJKlnFmSSJEk9syDTnJdknSRvSPL6JPdNsm+S05K8J8kD+s5PM0uSP0lyZJJ3JnlAko8luSjJiUkW9p3fvZHkwR3G/lFXsQVJ5iV5RZIvJ7mgvX0pySuT3Kfv/FZkNuc+WZINRxVrtS3I2hfKdyS5OMltSZYlOSPJviOI/biB6fskeWv7Bv6uJOsMGftzSfYedyGQZOiP7SbZcWD6QUmOaJ9on06y0bDxO3Q0sBGwBfAFYBHwXiDAYf2ltXJJzm2Pvy3HvN4vDbn8Q5IcluQ/kmyY5G1JLkxyQpKHDhl7jSQvTfKFJD9ot9FxSbYfJu6Ao2m+M/GXwBnAZcBOwJeBI4cJnGRRkm8m+WSSzZJ8rX39OjvJE4aMvcGk24bAWUnWT7LBkLFvT/KL9nZ7ktuBLSfah4ndxl83ybuTfCLJ307q+8iw8bvSvg4emuSyJDcnuSnJpW3bekOG/wTwp8DbgJ3b29uBxwOfHDI2SdZsi6Z/TvLUSX1vHTJ8Z7kneU2S+e30Vkm+neTWJGcmeeyQsQ8diL0oyRXAmUmuSvL0YWIDUFWr5Q04FdiX5tv+/x74f8DWwDHAu4aMfe7A9PtoXqCfDrwfOHbI2NcCJwE3AycAzwPWGtE22WA5tw2BpSOIP7hdPg68E3gY8H+BU4aNDbwV2LKDY+X89m+A6/nj18EEuGAE8R8AvAO4GLgNWEbzRr7vCGL/FPhX4GrgrHZbbzyi7bLtcm5PBK4bMvaXgQOANwEXAG+k+ZWOA4BTh4x9FM0L/V8AH2i3/V8BXwcOGMF2OW9g+url9a1i7LNoiru9gGuAPdr2HYDvDxn7rvZ4Gbz9b/v3iiFjfwg4Ftho8NgcxXHYxvoscCiwG82XhX8WWLvtO3fI2IuAb9IUApsBX2ufp2cDTxgy9lfaY/shA20Padu+OmTsH61K372I/3Hg08DrgHOAfxvoG3abd5Y7cPHA9BeA57XT2wPfHTL2hQPT3wT+rJ1+OLBk6G0+bICZegN+MOn+2e3fNYDLhox93sD0+cB92umh38AnYgPrAi8GvkjzBn4U8NdDxv49cMWkF+SJ+78bwTYfLMjOn9R3/pCxuyw8zh+YPnJFx9Eqxh/XPwdPAz5CU1R+E1g8guPlG22sybdfDxn7vIHpyUXNsMfKBZPun9H+XRu4dAT785z2BXg7mh8UXtS2bzWq5/9ytst5Q8Y+iKYQfuxA20+H3R4DsZ7YHi8Htq+zQxV5KzomgLcA36X5Z3LY4qDLIviHq9I3zdhnAH8DrDHQtgbwQuDMEWzzCwam59F8+enn2ufReTM198HtSvu+P9VjWsXYlwLzJh7DpL4Lh4ldtXoXZN8D/qKd3gX4ylQ7bBVjXwHsDjx/8gs8Q76BT/Xi0r7ovBL4xpCxfwxsvpy+a0awzZfSFBwHtdsoA33DPhG6LDw+DjxgivYtge+MYLt0+c/BVMfLmsCOwFFDxr4I2LqL42VwmwDvnNQ31AsbTcG0ZTu9LfDtgb5LRrA/dwB+2L44/wXNaM2PgRuBXYeM/X3gr9s3q6uA3dr2pzOK/8CbfwpOBP4NeCAjLJra+GvQFGT/A/xshHEvZeDNu23bl2bU+aohY583MD3qIvirwBu4+8jhRjQjZF8fMvZC4Pj2uPtRe7uxbdtiBNv8Hq9NwME0hfCPR5T7sjbvH48qd+AQmrNWfwL8I80I38OA/YDPDxn7gHafPoNmFP6D7XPz7cAnht7mwwaYqTeac9FnAbcA3wEe0bYvAA4cMvZRk24bte0PAU4fMva3h1l+JbFfDTx+OX2jOJVz8KTbgoHtMuyp3M4KjzbWdvxx+HkbmsLy2QwUlUPE7vKfg+M6PF72mHjeTNG325Cx38HURfBWwElDxn4GzUjqj2lGVp/Uti8A3jOibfOkgePl0cA/ADuPIO7jaU5zfQl4ZPuCfytN4fHnI9y3u9CMUlw/wpiDz6GnAf80im3SxnsP8Mwp2ndk+OKgsyIYWB/4F5rrDG+huRTl0rZtgxEdh9vR/NP+1FEdh23sTwI7TtH+MuB/R3jcbNjePjnCmPsCZ9KMYN8OXAK8C3jQCGJvT1M4ngdcSHMWazHtmbJhbqv1TycleRSwCc3Q4i8H2nesqi8PGftJwF1VdXaSbWheGC6rqi8OlXQTezugZlvsNv4jabb5maPc5kmOq6o9R5HjFLEPpjllMY/m+pEn0Yy8/RVN8XTIkPEfRzMKtzXNG+tLq+pHSRYAe1XVh4aM38k2n+WxnwLc2dFzaPLxsh3wLUZ3vDwK2JiOtznNKektq+qiETw/O90mk3OftF12qqpV/pBJksfTFHx30VwK8SpgH5rreV9eVd8bQd6bMuL3oTFt807eL5KcNkXzM2hOeVNVuwwZfzDvR9PkfemInv+dvW6NpBqdiTeaYfPLgFOAKxk4lcDw1xwcTPPf5RLg3cDpNNcFfRt4y4hjf2M2xG7jH0BzKmfk23wl691vyOUvpBltWwf4BbBu234/RnBRf8e5d7bN2+dQV7G7zLuz52fXx0vHr1td7s9On0Oz+LVlNm/zLt+LzqUZgdueZiRye+C6dvrpI857lO/Pne3PqtX7lOWFtKdEaM5XLwFe294/bwSxu3pBnpWxu97mK1nv1UMuf95U0+3987vKe0S5d32cz9bYXR7nnR0vs3ibd7ZNus59Jeudyc/PcWzzrt6L1qAZjfwa8Kdt20iuZ+w4706Pw3msvtaodjixqq5sv4PopCQPo/k05DDurKrfA3ck+UlV/aJdz6+T3DVHY0OH2zzJBcvrorlIdhi/S7JOVd1B80mxiXU+iOY0xlA6zr3L43y2xu76OO/yeJmt27zT5xCz97VlNm/zzp5HVXUX8P4kJ7Z/b4CR1SNdPv+73J+r7xfDAjck+dOJO+1GfA4wHxjqy+Fonwjt9KifCLM1NnS7zTcCXgI8d4rbTUPG/sv2RW3ihWLCfWiuJRlWl7l3uc1na+yuj/Muj5fZus27fg7N1teW2bzNu34eUVVLq+pvaD7EMvSX2ba6zLvL/bn6XtSfZFOaSvn6KfqeWlXfHSL22lX12yna5wMPraoL51rsNk6X2/wImk9TfmeKvk9X1d9OsdiM0GXuHW/z2Rq70+O8S7N1m3dttr62zPJtPiufRx2/h3a6P1fbgkySJGm2WJ1PWUqSJM0KFmSSJEk9syCTJEnqmQWZJElSzyzIJM1JSU5Jck6Si5Msbtv2T/KjJGcl+ViSD7ftC5J8NsnZ7e2p/WYvaXXjpywlzUlJNqiqm5PcDzgbeBbwXWBbmh8k/gbwg6p6TZJPAx+pqu8k2ZzmtwIf1VvyklY7q/M39UvSihyY5Hnt9GbAi4H/rqqbAdpvEX942/9MYJvkD1/GvW6SB9TAjwtL0jAsyCTNOe1PnjwTeEpV3ZHkWzQ/6r28Ua81gCdX1W/GkqCkOcdryCTNRQ8CbmmLsUcCTwbuDzw9yfpJ5gHPH5j/q8ABE3cGfz5FkkbBgkzSXPRlYF6SS4FDgTOAa4F3AWfRXEt2JXBbO/+BwKIkFyS5BHjl2DOWtFrzon5Jak1cF9aOkJ0MHFlVJ/edl6TVnyNkkvRHb0tyPnAR8FPglF6zkTRnOEImSZLUM0fIJEmSemZBJkmS1DMLMkmSpJ5ZkEmSJPXMgkySJKln/x8TxrEZV9ShsQAAAABJRU5ErkJggg==",
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+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
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",
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+ ""
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+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
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",
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+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
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",
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+ ""
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+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
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v8JTVImpKyJkTIyTCRVaL0Bi0zy/5uklJeQerdVSDyaE2BjekpoxluZwjgP/DaEvYgvKSMp4d9yjuUjdej4ceI/sy4t6xvPWHl8j5ZgegaJbSkmv+eTMxCbEsefkLVry+gEatm3DDS3cRGR3J9lU/sil7NVdMm2D116kRotT+yRtzYmK8KlSCOhUCfUJlXdyQMae59s8WwFaNe6UUZUWlxCTE4il388yYmYyeNoEWnVsT29B49Drvkf/SoGkiF90xin+N+iu///Ah5j/9Ecnd2tFtWE9emPAPrn/2NuJPa2Dxt6kZ5+7NW3reL0cGWa2jhixm5NQhVouoDqFUrZ2KzYwJICLEJMQC4HF78JR7QOSYMZVSlJeUYayWAaDwlnsoLy4jIiqCte8up+sFPULOmFEe75YBvxyx26OT6jCY7OnXWy2iOoSEObNczi7AH6zWURlej5cnh03l4R6/p/Pgs2jf6wwA3rznRR7peSe5W/cy6MY0AAZmpPGvy/7KYddBOvTtxOq3ljAwI/Sa0KN27i+vZNX2UOAJsqcnWS2iKkKiWpvlcs4HLrRaR1UUHynklZueZsyM62nVxVie1evx8v5Dr9G2Zwr9xg8+bv/Pn/qAVl3bIg5h7f+W0Si5MZc9fC0Oh72v+dNKyr++YYsrGHM1A8kzjJz6e6tFnAp7XwUcmwZme2MCxCUl0HFgV75f+GvISUeEg55X9Gdj9prj9j3yy2F+Xr+ds0f0ZtHzn3L9rNuJTYrnp6XfBVt2zVCqeOy2fXVahd0OKPjd4sVrbR1z1dbmzHI5Y4DHrdZxKgoOHqX4SCEA5cVl/Lh4M81Pb8WBHfsAo825+fP1NO/Y6rjjPn3iPUbcN9Y4rqQMBBzioLy4TqFBAk7nvKJVSWUe2wX9qS4KvPsjWy75X5NbvTtju9j62afdR9jcgc3DJRzdl8fcu19Eeb0oryL1sn50TUvl2TEzKSkoAaVo1a0dVz428dgxu7/dBUCbszsA0Gv0AP5x0YM0Sm7CBZPtOxRUlHIN33UwZOdKlkjshq+SxsQdiGpVERf0QueqwkvS+yV8YqmwSrBtm9OM/rUNOM1qLRqDwXsOLe+Tm19pD+1THyxn9udrEYSzO7TglbtHc9O/5rFp1z5G9e3MoxOHATDjzYV0b9+C0QOCE23Ri2P36gZDd/8Q1/Nk0c2+BVLT+yXUKsxDILFztfZBtDFtQ4zbs/FUxtxz4ChPf7SCNU9N4tvn7sDj9fLCp2uJi4lk4zO3s/qnPRwpLGHvoXxW/rA7KMZUULg9psuiuU3vaFqJMQG6AxkBF1MLbGnOLJezLUaVVmMHlPKO3r4/qqrd3B4vxWXluD0eikrLUUpRXOrG6/VS7vYS4RD+8vpXTJsQ2P49BepwRJNl7zbOPLo08dIhHomMreKQ6c5VhcFajKza2NKcwG0QtJXbNFXQvLhseevC0lMWda2bJnLvmIG0uyGLVtc/QVJ8LHddMYBmSfH0umsWl/U7k617D+FVil4dA9efVCbRm79IGrf5o8YTBxZFJLaq+ggAkoGrAiaqltiuQyjL5YzGiGOhsQNK5Y/etv/MqnY7XFDMvJXfs+Ole2iUEMtVj7/F6wu+4Z+3/NrBddm013n+jsuZ+dYivtnxC8N6nsHNI/r4RaYX2fdN/Hk/bYrvN9BnOFZNmAy87hcxfsKOJeeVgN2nINUbuh8qXNfA7alysawvN2wjpcVpNEtKICoygrEDurF8y8/Hts9bsYXeHZMpKClj295DvP2n8byzbDNFJXV7dKSgNCf69EVvNrk9YVNC/0G1NCbAAOeqwp51EuNn7GjOyVYL0Bg4vGrXRdVctb1dsyRW/JBDUUkZSinmf7Odrm0NT5e7Pfxz3tfcP24QxaXuY/7xeBVlbk+t9eU7Eld+cNoNuQuSRg9xO6L9MTjZVteeraq1WS5nDyAQEak0teCinIP7IhTVGg3U/8y2XDnwLHrdPYtIh4NzzmjFLWaV9dnslUy86BziY6PpkdKCotJyzr79GS7t05lGDWq+aKKbyJ+WJl5S8HNMJ38vXP0756rC+9L7JRzxc7q1wlbPObNczlnArVbr0EB8uWftpG9322rpEQWHNsf12bw+YdB5ShyBWqP4rvR+CU8HKO0aYZuS01x/NrRmG4crSrnHbMu1zawNBe59UW2WL0y8rEeZI+78qo+oE7cBtjCnndqc6RirdWsspnVh6fIWxWUdrdYBUORIWPPxadft+rzR1YPLHHGNgpBlF+eqQltMtLBNyYlxx9JYjVKHLt++3/LZGh4cO1c0HLZ/W+xZfS3IfjLwlQX5Hoct2pxZLudQYIHVOjTQO/fo4iF7Dg+ues/AoODoT7Fnr1/Z4MLzlERUOSopQLiB9un9ElzV2VlEXgZGAblKqe7mZ28BFc+HGwF5SqmeNRFhl5JTtzVtQKTX+9P5ew5b0luuwHswssWyr5JGdylxJFi9xk8kcC3wZDX3nwM8gxFMCwCl1PiK1yLyJFDjHmC7mHOY1QI0MGLnwXyHBZHaSiX2m6+SRsfsj0oOdGdPTRhJNc2plFosIh1Otk2Mh7pXU4sFAyw3Z5bL2Qmq9yxNEzgSS92rOh8pCupcTS+yZ23CkJ+3xPey45Ing5yrChPT+yUcrWM65wP7lFI/1fRAy80JpFktoN6jVOnYbftaBC07KNoZ03nV8obD+3skyq4r90dh1OjerWM612JEKKgxdjCnrtJaTMrR4hWNS91BaeflRTRePj9pbEphROLQYORXR0ZSB3OKSCQwFqjVYA5LzZnlckYAF1ipob4jSuWO3Hkg4COByiXqu0WJo9yu6JRQWuv2kjoenwZ8r5TaXZuDrR6E0Aejm1ljEef+cuTHaK8K2OAPheRuiB+wdG6TO7q6olMsf35aQ1o6VxV2qWonEZkLfA2cKSK7RaRiyuM11LJKC9ZXa3V700KiPN7vzv3lSEAenSgo2xPd4eslDUf2KnfEhFrIBl+GAKeMraKUOmmAJKVURl0yttqcur1pIZfv2O+RAASFKnAkrpyfNKblkcgmVj+v9AeDgeetyNgyc2a5nAmAHbvQ6wWNi8uWt88v8Wv7z03E1mWJlxzdFdPZ31O5rMSy0VJWlpyDgZCLNhwWKFU0dltuit+Sg8Nb4nptWpsweGBNp3J9OvcZFs2bg4jQ5oyzyJw6i5dnTiZn22Z6DryEqyY/AsC8l/9GmzO60XvIZf6SXV3aOFcVnp7eL2F7sDO2skPIigHNGuDMvKLVieWe6i5+VSnGVK7Wi99uchtrGgwdXFNjHsp18cVb/2HanCU8Onc1Xq+HhR+8TFRMHDPfWMmOLWspKjhC3oFf2L55jRXGrMA/Cx3VECtLzjMszLveIkrtvtgPq7YXS/y6+UljEg9FtahTtc/rcVNWWkxEZBRlJcWgFOWlxXi9XjzuchyOCN57YQZjbn6wrpLrgt9qGTXBypLzdAvzrrcM2XM4J0qpmq8NYuLBsWt5g2Gr/td0Uq9DUS3qNOezcfNkLplwJ1Ou6MpdI88gvkEiF19zOw0bNeXh9IH0HHQp+3ZvR3m9dOjSsy5Z1RVLrlUrS05tziAT6/Z802t/fq064RTkb4s9a92KBmkDvBLhl7HQhUcPs25xNv94/1viGzbi2QeuZ9knbzJhyt+P7fPUH64i409P8+Erf+fnnzbRvd+FDB19gz+yrwmWXKuWlJxZLmcsUOc2j6YGKOUdvS23qpXPf3sYqIORzZa+0/iW4uUNhw/xSoTfOvE2r15As+QOJJ7WjMjIKHpfcDlbN604tn3doo/p0KUnpcUF5O7ewR2Pvsbqrz6gtKTIXxKqS72q1nYgAM/XNJXToqhsWXJRWZWLQ/tSJjGbPku6ekv2adcPKo5o4Pe1hJu0aMvWb1dRWlKEUorvVi8kuYMh0e0u57M3n+XS6++hrKTk2HKaXq8Hd3nQwyS2c64qDPpUOquqtbpKG0yUOjJ6e26Vw9Aq8CKudQnn7/wuvk9Ax8Ge0b0vfS8czcPpA3FERNK+cypDR98IwPz/vcCgkROIiY2nbafulJYU8eDv+tHjvOEkNGwUSFknIwpoC+wMZqaWLFOS5XLeAfw76BnXU84+kL9oWM6hKkfrKCj+ObrTqqWJI/p6JCo+GNpCiIvS+yUEdV0hXXKGOQ6v2nFhzqEqS8CjEY2+/jJpXLuCiKRwGHIXCILe7rTKnJY0sOsjw3IOHog4xfkuJ2rL4sSRZXtiTtdDKU9N0AsUXXKGMQnl7jVnHSo86UgsBfs3xff/YUP8eechYvXUwVCg3pizjUX51h+Uco/dmtv4Nx9D2d6o9l8vShx1TohP5Qo2Qb9mrTJnjZ+3aWpGm4LS5c1Kyo8bWlfoaLj6y6SxzcJkKlewCfo1a5U5rVosuH6g1MHLd+xPrXjrIWLbsobDD++M7aInG9SeoF+z2pxhSJ/co5tjPd7BCvK+jztn45qEIecpceiJBnUj6NMbg27OLJdTGzOARHq9Pw505Z2bG9lq8YKkK7qXOuItmywcZtSLklNPsA4g/Xd7tn3a6HdyMKqlNqV/Cf+Sc9KCMuLKORTsfOsD5Y7YvJ+S+8Y2Y1EExV59jv2KHIWbqt7NjwTdnPHleIDfdPFr6o4DcNPj9Hw658Xz5cYIfjlPrF/ELUxQh4OdoxUPn90W5FnPiG1UxKjBhYzZ5SVujdVqwoTyYGcYfHNmZGpzBgkvTc4oYEKfYgavVjh2Wq0nxAn6PDWrhm2VWJRvvaSczn3zmZhcxpmLFNQ1alZ9pd6Yc59F+dZjIqJLOH9IAb8r9dB0iQKv1YpCjHpjzr0W5VvvUcQ3K2T0+UVc9qMi5hur9YQQQb9mrTKny6J8NSYeWnTJ5/rUEs79WiF7rNYTAtSbRaV1yWkTyug+IJ+JjctJWaQg6CtnhRA7gp2hVc/AdMlpKyLjirloiJC/N57PNkSQF7QYmi+9+wVvf7IEEaFzh9Y8cd8N/PHJOfywYw8X9u/BfTeNBeCZNz6mc4fWXDzwnGBJOxFdcmqsQ9GwVSFXnlfI8I2KyC2Bzu+XA4d59YP5zHv2IT59cRper5e52YuJjY7mkxceYeOPOzlaWETuwTw2fL/DSmOCNqfGDnho2yOfiV1KOWepgv0BzcvjpaS0HLfHQ3FpGUopSsrK8Hq9uN0eIhwOnnr1Q+5OvzyQMqrCC+wKdqa6Q0hTCSKl9B6UT3psOW0WqgA8SmjZ9DQyr7yYQRP+yLnj76VhQhw3jE2jcVJDLrttOhedm8quPbl4lZfunfyyyHxt2ZOSlhn0RylWtTm3Ah4g6Av1ampKdMNiRgx1cHhXPJ/tc1BQ5yBIFRzJL+TLrzew6LXHSGwQxx3Tn+eDL1fwl8nXHNsnc+q/mXnX9Tz7RjZbtucwqHc3rrk06BNugl6lBatKzozMIiDgbRqN//ByWvsCrulXxIXrFBFb/ZHmsnVbaNOyKU0aNSQqMpLhg85h7Xfbjm3/YvkGundqT2FJCbv27ueZqZP4ZPFaiktK/ZF9TahH5jTQA7JDEDen98pnYkop3RcrqNNMjeTmjdmwZTvFJaUopVi+/ns6tmsJQLnbzSvvfcmtVw+ntLQcMxoDHq+i3O2p8/eoIUF/jALWmnOthXlr6oQjopRzBxdwHW5aLFZGE6XG9Ox6OiPO781lk2dwyS2P4PWqY1XW1z5cyNhhA4iLjaHL6W0oLiljxM2P0L1TOxIbBH0xektKTkvCMQAwZ/YAYLk1mYcnbkfsoc3J1wV9rqyD/T/F81m+g5Jewc47SJydkpb5bbAztbLk/IZa3nE19sJLs04FXNermEGrFI6gP3IIMAeBzVZkbJ05dadQ2FFOl375TGxVRudFCvKt1uMnlqSkZVpSvbR6GX7dKRR2RESXMHhIAdcWe2iyVIFF7Sa/sdiqjK02p25zhimKhOaFjBlUxMgtiuhNVuupA4uq2kFEYkVklYh8IyKbRWSa+bmIyEwR+VFEtojInTXJ2OrFn7Ix7qw6ynWY4qFVt3zSiWbj8hhWpwiqldWaasARYEM19isFLlRKFYhIFLBURD4BumIE3e2ilPKKSI2ig1tbcmZkutCPVOoFZfQ4L5/0pHI6LFRQbLWeavJ5SlpmlStGKIMC822U+aeA24C/KqW85n65Ncnc6motwIdWC9AEi6j4YtKGFnD1IQ+JX1utphpkV3dHEYkQkQ1ALvCFUmolcAYwXkTWiMgnItKpJpnbwZwfWS1AE1wUia0LuXpAERd/o4j83mo9laCAT6q9s1IepVRPjFCB/USkOxADlCil+gAvAi/XRID15szI3AD8bLUMTfBx0y41n4mdS+m5JNBT02rBmpS0zBpVQwGUUnnAAmAEsBt4z9z0PtCjJmlZb04DXXrWW8RRSp/z80mPcdN6kbJg8eZKqEmVtpmINDJfxwHDgO+BD4ALzN2GAD/WRIBdzKnbnfWe6MQiLhlSyNjdXhJWW60GeKsG+7YCFojIRmA1RpvzY+BxYJyIbAIeAzJrIsDqRykVLAQOoWOo1Hu8NE4p4NqUSLauiWNxY8F7ugUyvkpJy6x2W1gptRH4zRoqZhV3ZG1F2KPkzMgsA16xWobGPrjp2CefjHZldFukjOeNweS5IOd3UuxhToP/EPpDvTR+xRFZwnlDCpjgdtN8SW2nptWQPcC8IORTJfYxZ0bmNuBzq2Vo7IcirkkRl59fyOXbvMSuD3B2L6ak2SPYll3anBU8Bwy3WkTOwUOkz36ZfUePIsAtQwZz18VpPPLBh7y4aAnNGjYA4NFxY7k09WyW/bSV25yvEx0Zydxbb6ZTyxbkFRVx9XPP8+mUu3A47HMPDGW8NO9cwHVEsWVlLMuTBdXWz1m4gRf8nGatsZs5P8ZYgtDSpdYiIxw8Of4qenVoT35xCb2nTWfYWd0AuOfiNO695Pj7x5Offs7/3XMnOw8cZNbCRTx5zdXM+DCbP4+6VBszAJTTtX85nUtjWbIoiq29BRr4KekPUtIybbNsq72unIxMLza4c7Vq1IheHYz7Q8O4WLq2asWevLxK94+KiKCorIyisjKiIiLYlptLzqFDDO1yZpAU10ciYkoYOqSAawo8nOavqWm26AiqwF7mNJiNBeHWKmPngQOs/zmH/qenAPDM/AX0mPoIN740h8OFhQA8MOoS0l98mceyP+GOiy7gwXc/YMbY0Raqrj8oGrQsZNygIi79ThFVlxULtqSkZS7wmzA/YN0aQqdizuyXgButllFQUsKQx5/gwVEjGdunF/uOHKVpwwYIMPX9eezNO8LLN2Ucd8ziH37k/XXrue2CIUx9bx5RERE8ec3VtEhKDLheq9YQsg9KRfPN8hjWniGoljU8+M6UtMx/B0RWLbFjyQnwCMYcOcsod7sZ98x/mDCgP2P7GOtWtUhKJMLhwOFwcPOQ81m14/gVE5VSzPgom6mXjWLavI/4+9VXcvOQ83n6y/lWfIV6iEgZPQfmk96wnPYLVfUjqB8FXg2kstpgT3NmZOYAz1qVvVKKm155la7JrZgy/OJjn+/1aXe+v3Y93Vu3Pu4457KvubTH2TRukEBRWRkOERwOoajMNrX0ekJUQjHDhhZw1QEvDVdU44DHU9IyjwZcVg2xW2+tL49ijEUMfH3wBJb9tJXXlq/g7Dat6fmXaYaYcWOZu3IVG37OQQQ6NG3K8xOvO3ZMUWkpc5Yt5/M/3A3AlOHDuPSpp4mOjOC/t94c7K+gARRJbQoY3yaSXRviWBAnuE/WQ7cb+GeQpVULe7Y5K5gz+yFgutUyQgV/tDkf/seNLF75MY0bNefdF42lWu+fMZ6dOT8AkF+YR8OERrz9/AbWf7uMR5++jajIaB7781zat+nE0YI87p9+Nc899qnNHiN5PTGsWRbNxrMEmvhsuCElLXOOVapOhZ3O3sl4CvjFahH1icsvzuC5Rz897rO/P/QWbz+/gbef30DaoHFcNMgIaPvaO0/yzMz/477J/+Sdj2cBMPuNGdz0uz/bzJhgrFLfb3A+10e6aVUxNW0j4LRaWWXY7QweT0ZmIbrkDCq9ewwmseHJC1+lFJ8vfpsRF1wLQGRkFCWlRRSXFBEZGUWOaxu/7M+hb+rQICquKTFJRYwcUsiYHA9N7q7OGkFWYec2ZwUvAvcAHa0WUt9Zt2kJTRq1oH0bYymcG695gIf+lk5MTBwz//gaWS/cy+0ZMyxWWT28NFnfMW2MrZ5rnoi9S06AjMxy4Bb0jBXL+XTB3GOlJkCXjj157d8rmP2PBezeu52mjVsBivtnjOfPj1/HwcP7rBN7agqBu60WURX2NydARuYCjCllGotwe9zMX/oew4eO/802pRQvvjGDWyZMZdZr07j75r8z9pKb+e/7T1ugtFr8NTWN3VaLqIrQMKfB/VgUJ1EDK9d9SUrbLrRo1uY32z76wsmg/peSlNiYktIiHGIM1CgpLbJAaZV8h9HRaHtCx5xG59BN6OptQPnTzGuZeNcAduX8wMXXtuH9T14C4NMFbx5Xpa2guKSIDz+fw/jLbwfg+nFTuOPBS3niP3dz1ahJQdVeDTzApNQ02ywidkrs/ZzzZMyZ/Sww2WoZdkSPra2SP6em8ZjVIqpL6JScv6Krt5raULEaXsgQeuY0qrc3oqu3muqzA0hPTQutayb0zAmQkbkQ+IvVMjQhQSlwVWoah60WUlNC05wAGZkzgLetlqGxPXelpoVmJLvQNafBDcA6q0VobMtrqWk8b7WI2hLa5szILAJGA7YdiqKxjG8B2z3LqQmhbU6omJg9DhutO6SxnHxgXGoathwFUV1C35wAGZnLMKIIazQejJ7ZGkX0siPhYU6AjMyXgSetlqGxFA8wITWND6wW4g/Cx5wAGZn3ArOslqGxhApj1iR0n60JL3MaTAbmWC1CE1TCzpgQjubMyFQYA+T/a7UUTVAIS2NCOJoTKsI6XI8uQcOdsDUmhKs5ocKgN0LoPoTWnJKwNibY0JwiEisiq0TkGxHZLCLTzM/vEJGtIqJEpGm1EsvIVGRkTkL34oYbYW9MsKE5MQYqX6iUSgV6AiNE5FxgGZCGESKwZhi9uDehByqEA0XANeFuTLChOZVBgfk2yvxTSqn1SqmdtU7YeA56AXqoXyjzI9A/NY13rBYSDGxnTgARiRCRDUAu8IVSaqVfEs7IXA70RQ+WD0XeAfqkpvGt1UKChS3NqZTyKKV6Am2AfiLS3W+JG2NxB0H4V4vChHLgntQ0rkpNI99qMcHEluasQCmVBywARvg14YzMYjIyrwEeQq+oYGf2AENT0+wZaCjQ2M6cItJMRBqZr+OAYcD3AcksI3MmcCF6TSI78iVwTmoay60WYhW2MyfQClggIhuB1Rhtzo9F5E4R2Y1R1d0oIrP9kpux5EkP4Dl0KWoHFEZ8nOGpaey3WoyVhN7SmIFkzuwLgJeAFKul1IYwWBpzF3BrahqfWS3EDtix5LQOI+yDLkWDTxnwGNBNG/NXdMlZGUYp+gIhFN0sREvO+cDtqWn8YLUQu6FLzsowStFuwO3oAL6BYCcwPjWNNG3Mk6NLzuowZ3YCRsi4+4FEa8VUToiUnIeAmcAzqWl6OOWp0OasCXNmNwEewChNYy1W8xtsbs5S4N/AzNQ08izWEhJoc9aGObPbAg9jzBmNtljNMWxqzlxgNvCfUIiJaSe0OevCnNnNMWa73Aq0t1iN3cy5FKPX+92aVF9FJBZYDMQAkcA7SqmHRWQOMAQ4Yu6aoZTa4FfFNkOb0x/Mme0ARmKsXzQcECtk2MCcBcDrwHOpaWyqTQIiIkCCUqpARKIwTH4XxgLRHyul6sWMFDDuTJq6Yqy68BHwEXNmn4FxId0ANLFUV/DYDPwHcNZ1cLoySovfTBmsm7zQRJecgWLO7ChgKHA5cBlBqPYGueTcCXwBvJGaxiJ/JiwiEcBajGfMzyql/mhWawdgdCzNB/6klCr1Z752Q5szWMyZncqvRu1DAKq+ATbnYeArjAHpX6SmsS1A+RzDnADxPvB74CDG8+ZojMEh25RSfw20BivR5rSCObNbAaOA84DeGIMdIuqarJ/NWQYsxygdvwTWpKbh9VPa1UZE/gIUKaX+4fPZUOBepdSoYOsJJtqcdmDO7DggFcOofailYWtpTgW4gO0+f6uAxVYEAhKRZkC5UirPnDL4OfA3YK1Saq/ZYfQUUKKU+lOw9QUTbU67Yhi2I5CMMY2ulc/riv8t8RkMcYI5FcYqAuVACbAbw3g7ON6IO1PTsE3bTUR6AK9i3JgcwNtKqb+KyFdAM4zmwAZgks9aU2GJNmc4MGd2BBDpdsRGbk6+TgFlqWm4rZalqRvanBqNTdGzUjQam6LNqdHYFG1OjcamaHNqNDZFm1OjsSnanBqNTdHm1GhsijanRmNTtDk1GpuizanR2BRtTo3GpmhzajQ2RZtTo7Ep2pwajU3R5tRobIo2p0ZjU7Q5NRqbos2p0dgUbU6NxqZoc2o0NkWbU6OxKdqcGo1N0ebUaGyKNqdGY1O0OTUam6LNqdHYFG1Ojcam/D9ZsMO//1CTJQAAAABJRU5ErkJggg==",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "import warnings\n",
+ "warnings.simplefilter(action=\"ignore\", category=FutureWarning)\n",
+ "# Bar\n",
+ "grafBar(df1.gender,df1.university[0])\n",
+ "grafBar(df1.career,df1.university[0])\n",
+ "grafBar(df1.age,df1.university[0])\n",
+ "# Pie\n",
+ "grafPie(df1,df1.age,df1.university[0])\n",
+ "grafPie(df1,df1.gender,df1.university[0])\n",
+ "grafPie(df1,df1.inscmonth,df1.university[0])\n",
+ "# Box\n",
+ "grafBox(df1.gender,df1.age,df1.university[0])\n",
+ "grafBox(df1.career,df1.age,df1.university[0])\n",
+ "\n",
+ "# Location \n",
+ "grafLocation(df1)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "ccda0263",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "2e907e1c",
+ "metadata": {},
+ "source": [
+ "# Universidad Grupo B salvador\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 115,
+ "id": "f41d6e62",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
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",
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+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Bar\n",
+ "grafBar(df2.gender,df2.university[0])\n",
+ "grafBar(df2.career,df2.university[0])\n",
+ "grafBar(df2.age,df2.university[0])\n",
+ "# Pie\n",
+ "grafPie(df2,df2.age,df2.university[0])\n",
+ "grafPie(df2,df2.gender,df2.university[0])\n",
+ "grafPie(df2,df2.inscmonth,df2.university[0])\n",
+ "# Box\n",
+ "grafBox(df2.gender,df2.age,df2.university[0])\n",
+ "grafBox(df2.career,df2.age,df2.university[0])\n",
+ "\n",
+ "# Location \n",
+ "grafLocation(df2)\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 117,
+ "id": "3c3dc323",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "dfg1=pd.get_dummies(data=dfg, columns=['career'])\n",
+ "dft2=pd.get_dummies(data=dft, columns=['career'])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 118,
+ "id": "1131994a",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# dfg1"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 119,
+ "id": "4f8c71a8",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# dft2"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 120,
+ "id": "81f731e1",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " gender_female \n",
+ " gender_male \n",
+ " career_actuario \n",
+ " career_agronomía \n",
+ " career_arquitectura \n",
+ " career_bioquímica \n",
+ " career_ciencias veterinarias \n",
+ " career_contador público \n",
+ " career_diseño de imagen y sonido \n",
+ " career_diseño industrial \n",
+ " ... \n",
+ " career_licenciatura en kinesiología y fisiatría \n",
+ " career_licenciatura en musicoterapia \n",
+ " career_licenciatura en planificación y diseño del paisaje \n",
+ " career_licenciatura en producción de bioimagenes \n",
+ " career_licenciatura en psicología \n",
+ " career_licenciatura en relaciones del trabajo \n",
+ " career_licenciatura en sociología \n",
+ " career_licenciatura en terapia ocupacional \n",
+ " career_medicina \n",
+ " career_técnico para bioterios \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " gender_female \n",
+ " 1.000000 \n",
+ " -1.000000 \n",
+ " 0.023637 \n",
+ " -0.025287 \n",
+ " 0.018723 \n",
+ " 0.021876 \n",
+ " 0.002190 \n",
+ " -0.011613 \n",
+ " -0.025060 \n",
+ " 0.019797 \n",
+ " ... \n",
+ " -0.001301 \n",
+ " 0.014150 \n",
+ " 0.011361 \n",
+ " 0.045933 \n",
+ " 0.002017 \n",
+ " 0.037637 \n",
+ " -0.022677 \n",
+ " -0.020636 \n",
+ " 0.002542 \n",
+ " 0.031490 \n",
+ " \n",
+ " \n",
+ " gender_male \n",
+ " -1.000000 \n",
+ " 1.000000 \n",
+ " -0.023637 \n",
+ " 0.025287 \n",
+ " -0.018723 \n",
+ " -0.021876 \n",
+ " -0.002190 \n",
+ " 0.011613 \n",
+ " 0.025060 \n",
+ " -0.019797 \n",
+ " ... \n",
+ " 0.001301 \n",
+ " -0.014150 \n",
+ " -0.011361 \n",
+ " -0.045933 \n",
+ " -0.002017 \n",
+ " -0.037637 \n",
+ " 0.022677 \n",
+ " 0.020636 \n",
+ " -0.002542 \n",
+ " -0.031490 \n",
+ " \n",
+ " \n",
+ " career_actuario \n",
+ " 0.023637 \n",
+ " -0.023637 \n",
+ " 1.000000 \n",
+ " -0.030460 \n",
+ " -0.031423 \n",
+ " -0.031739 \n",
+ " -0.032362 \n",
+ " -0.030460 \n",
+ " -0.034463 \n",
+ " -0.036459 \n",
+ " ... \n",
+ " -0.030784 \n",
+ " -0.035899 \n",
+ " -0.035043 \n",
+ " -0.033577 \n",
+ " -0.029801 \n",
+ " -0.029130 \n",
+ " -0.033577 \n",
+ " -0.032052 \n",
+ " -0.037559 \n",
+ " -0.032052 \n",
+ " \n",
+ " \n",
+ " career_agronomía \n",
+ " -0.025287 \n",
+ " 0.025287 \n",
+ " -0.030460 \n",
+ " 1.000000 \n",
+ " -0.027773 \n",
+ " -0.028052 \n",
+ " -0.028602 \n",
+ " -0.026921 \n",
+ " -0.030460 \n",
+ " -0.032224 \n",
+ " ... \n",
+ " -0.027208 \n",
+ " -0.031728 \n",
+ " -0.030972 \n",
+ " -0.029676 \n",
+ " -0.026339 \n",
+ " -0.025746 \n",
+ " -0.029676 \n",
+ " -0.028328 \n",
+ " -0.033195 \n",
+ " -0.028328 \n",
+ " \n",
+ " \n",
+ " career_arquitectura \n",
+ " 0.018723 \n",
+ " -0.018723 \n",
+ " -0.031423 \n",
+ " -0.027773 \n",
+ " 1.000000 \n",
+ " -0.028939 \n",
+ " -0.029507 \n",
+ " -0.027773 \n",
+ " -0.031423 \n",
+ " -0.033243 \n",
+ " ... \n",
+ " -0.028069 \n",
+ " -0.032732 \n",
+ " -0.031952 \n",
+ " -0.030615 \n",
+ " -0.027173 \n",
+ " -0.026561 \n",
+ " -0.030615 \n",
+ " -0.029225 \n",
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35 rows × 35 columns
\n",
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+ ],
+ "text/plain": [
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+ "career_medicina 1.000000 \n",
+ "career_técnico para bioterios -0.034931 \n",
+ "\n",
+ " career_técnico para bioterios \n",
+ "gender_female 0.031490 \n",
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+ "career_licenciatura en musicoterapia -0.033387 \n",
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+ "career_técnico para bioterios 1.000000 \n",
+ "\n",
+ "[35 rows x 35 columns]"
+ ]
+ },
+ "execution_count": 120,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "correlacion1 = dfg1.corr()\n",
+ "# correlacion\n",
+ "correlacion1"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "78b140df",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "a0ef42a1",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 122,
+ "id": "dcfaf463",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
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35 rows × 35 columns
\n",
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"
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+ "text/plain": [
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+ "career_técnico para bioterios -0.029407 \n",
+ "\n",
+ " career_licenciatura en psicología \\\n",
+ "gender_female -0.004099 \n",
+ "gender_male 0.004099 \n",
+ "career_actuario -0.029184 \n",
+ "career_agronomía -0.027212 \n",
+ "career_arquitectura -0.024470 \n",
+ "career_bioquímica -0.028073 \n",
+ "career_ciencias veterinarias -0.029184 \n",
+ "career_contador público -0.032565 \n",
+ "career_diseño de imagen y sonido -0.031302 \n",
+ "career_diseño industrial -0.029726 \n",
+ "career_farmacia -0.031302 \n",
+ "career_ingeniería electrónica -0.028354 \n",
+ "career_ingeniería en informática -0.030260 \n",
+ "career_ingeniería mecánica -0.029726 \n",
+ "career_licenciatura en administración -0.031302 \n",
+ "career_licenciatura en artes -0.028633 \n",
+ "career_licenciatura en ciencia política -0.030785 \n",
+ "career_licenciatura en ciencia y tecnología de ... -0.028633 \n",
+ "career_licenciatura en ciencias ambientales -0.028633 \n",
+ "career_licenciatura en ciencias antropológicas -0.033787 \n",
+ "career_licenciatura en ciencias biológicas -0.030523 \n",
+ "career_licenciatura en ciencias de la computación -0.031558 \n",
+ "career_licenciatura en ciencias de la educación -0.029726 \n",
+ "career_licenciatura en ciencias geológicas -0.029994 \n",
+ "career_licenciatura en gestión de agroalimentos -0.030523 \n",
+ "career_licenciatura en kinesiología y fisiatría -0.030260 \n",
+ "career_licenciatura en musicoterapia -0.033059 \n",
+ "career_licenciatura en planificación y diseño d... -0.029726 \n",
+ "career_licenciatura en producción de bioimagenes -0.029994 \n",
+ "career_licenciatura en psicología 1.000000 \n",
+ "career_licenciatura en relaciones del trabajo -0.029994 \n",
+ "career_licenciatura en sociología -0.030260 \n",
+ "career_licenciatura en terapia ocupacional -0.030785 \n",
+ "career_medicina -0.029456 \n",
+ "career_técnico para bioterios -0.028073 \n",
+ "\n",
+ " career_licenciatura en relaciones del trabajo \\\n",
+ "gender_female -0.007641 \n",
+ "gender_male 0.007641 \n",
+ "career_actuario -0.030571 \n",
+ "career_agronomía -0.028506 \n",
+ "career_arquitectura -0.025633 \n",
+ "career_bioquímica -0.029407 \n",
+ "career_ciencias veterinarias -0.030571 \n",
+ "career_contador público -0.034113 \n",
+ "career_diseño de imagen y sonido -0.032790 \n",
+ "career_diseño industrial -0.031139 \n",
+ "career_farmacia -0.032790 \n",
+ "career_ingeniería electrónica -0.029702 \n",
+ "career_ingeniería en informática -0.031698 \n",
+ "career_ingeniería mecánica -0.031139 \n",
+ "career_licenciatura en administración -0.032790 \n",
+ "career_licenciatura en artes -0.029994 \n",
+ "career_licenciatura en ciencia política -0.032248 \n",
+ "career_licenciatura en ciencia y tecnología de ... -0.029994 \n",
+ "career_licenciatura en ciencias ambientales -0.029994 \n",
+ "career_licenciatura en ciencias antropológicas -0.035393 \n",
+ "career_licenciatura en ciencias biológicas -0.031974 \n",
+ "career_licenciatura en ciencias de la computación -0.033058 \n",
+ "career_licenciatura en ciencias de la educación -0.031139 \n",
+ "career_licenciatura en ciencias geológicas -0.031419 \n",
+ "career_licenciatura en gestión de agroalimentos -0.031974 \n",
+ "career_licenciatura en kinesiología y fisiatría -0.031698 \n",
+ "career_licenciatura en musicoterapia -0.034630 \n",
+ "career_licenciatura en planificación y diseño d... -0.031139 \n",
+ "career_licenciatura en producción de bioimagenes -0.031419 \n",
+ "career_licenciatura en psicología -0.029994 \n",
+ "career_licenciatura en relaciones del trabajo 1.000000 \n",
+ "career_licenciatura en sociología -0.031698 \n",
+ "career_licenciatura en terapia ocupacional -0.032248 \n",
+ "career_medicina -0.030856 \n",
+ "career_técnico para bioterios -0.029407 \n",
+ "\n",
+ " career_licenciatura en sociología \\\n",
+ "gender_female 0.025663 \n",
+ "gender_male -0.025663 \n",
+ "career_actuario -0.030842 \n",
+ "career_agronomía -0.028758 \n",
+ "career_arquitectura -0.025860 \n",
+ "career_bioquímica -0.029667 \n",
+ "career_ciencias veterinarias -0.030842 \n",
+ "career_contador público -0.034415 \n",
+ "career_diseño de imagen y sonido -0.033080 \n",
+ "career_diseño industrial -0.031415 \n",
+ "career_farmacia -0.033080 \n",
+ "career_ingeniería electrónica -0.029965 \n",
+ "career_ingeniería en informática -0.031978 \n",
+ "career_ingeniería mecánica -0.031415 \n",
+ "career_licenciatura en administración -0.033080 \n",
+ "career_licenciatura en artes -0.030260 \n",
+ "career_licenciatura en ciencia política -0.032533 \n",
+ "career_licenciatura en ciencia y tecnología de ... -0.030260 \n",
+ "career_licenciatura en ciencias ambientales -0.030260 \n",
+ "career_licenciatura en ciencias antropológicas -0.035706 \n",
+ "career_licenciatura en ciencias biológicas -0.032257 \n",
+ "career_licenciatura en ciencias de la computación -0.033351 \n",
+ "career_licenciatura en ciencias de la educación -0.031415 \n",
+ "career_licenciatura en ciencias geológicas -0.031698 \n",
+ "career_licenciatura en gestión de agroalimentos -0.032257 \n",
+ "career_licenciatura en kinesiología y fisiatría -0.031978 \n",
+ "career_licenciatura en musicoterapia -0.034936 \n",
+ "career_licenciatura en planificación y diseño d... -0.031415 \n",
+ "career_licenciatura en producción de bioimagenes -0.031698 \n",
+ "career_licenciatura en psicología -0.030260 \n",
+ "career_licenciatura en relaciones del trabajo -0.031698 \n",
+ "career_licenciatura en sociología 1.000000 \n",
+ "career_licenciatura en terapia ocupacional -0.032533 \n",
+ "career_medicina -0.031129 \n",
+ "career_técnico para bioterios -0.029667 \n",
+ "\n",
+ " career_licenciatura en terapia ocupacional \\\n",
+ "gender_female 0.001113 \n",
+ "gender_male -0.001113 \n",
+ "career_actuario -0.031377 \n",
+ "career_agronomía -0.029257 \n",
+ "career_arquitectura -0.026308 \n",
+ "career_bioquímica -0.030182 \n",
+ "career_ciencias veterinarias -0.031377 \n",
+ "career_contador público -0.035012 \n",
+ "career_diseño de imagen y sonido -0.033655 \n",
+ "career_diseño industrial -0.031960 \n",
+ "career_farmacia -0.033655 \n",
+ "career_ingeniería electrónica -0.030485 \n",
+ "career_ingeniería en informática -0.032533 \n",
+ "career_ingeniería mecánica -0.031960 \n",
+ "career_licenciatura en administración -0.033655 \n",
+ "career_licenciatura en artes -0.030785 \n",
+ "career_licenciatura en ciencia política -0.033098 \n",
+ "career_licenciatura en ciencia y tecnología de ... -0.030785 \n",
+ "career_licenciatura en ciencias ambientales -0.030785 \n",
+ "career_licenciatura en ciencias antropológicas -0.036326 \n",
+ "career_licenciatura en ciencias biológicas -0.032817 \n",
+ "career_licenciatura en ciencias de la computación -0.033930 \n",
+ "career_licenciatura en ciencias de la educación -0.031960 \n",
+ "career_licenciatura en ciencias geológicas -0.032248 \n",
+ "career_licenciatura en gestión de agroalimentos -0.032817 \n",
+ "career_licenciatura en kinesiología y fisiatría -0.032533 \n",
+ "career_licenciatura en musicoterapia -0.035543 \n",
+ "career_licenciatura en planificación y diseño d... -0.031960 \n",
+ "career_licenciatura en producción de bioimagenes -0.032248 \n",
+ "career_licenciatura en psicología -0.030785 \n",
+ "career_licenciatura en relaciones del trabajo -0.032248 \n",
+ "career_licenciatura en sociología -0.032533 \n",
+ "career_licenciatura en terapia ocupacional 1.000000 \n",
+ "career_medicina -0.031670 \n",
+ "career_técnico para bioterios -0.030182 \n",
+ "\n",
+ " career_medicina \\\n",
+ "gender_female -0.007504 \n",
+ "gender_male 0.007504 \n",
+ "career_actuario -0.030023 \n",
+ "career_agronomía -0.027995 \n",
+ "career_arquitectura -0.025173 \n",
+ "career_bioquímica -0.028880 \n",
+ "career_ciencias veterinarias -0.030023 \n",
+ "career_contador público -0.033501 \n",
+ "career_diseño de imagen y sonido -0.032202 \n",
+ "career_diseño industrial -0.030581 \n",
+ "career_farmacia -0.032202 \n",
+ "career_ingeniería electrónica -0.029169 \n",
+ "career_ingeniería en informática -0.031129 \n",
+ "career_ingeniería mecánica -0.030581 \n",
+ "career_licenciatura en administración -0.032202 \n",
+ "career_licenciatura en artes -0.029456 \n",
+ "career_licenciatura en ciencia política -0.031670 \n",
+ "career_licenciatura en ciencia y tecnología de ... -0.029456 \n",
+ "career_licenciatura en ciencias ambientales -0.029456 \n",
+ "career_licenciatura en ciencias antropológicas -0.034758 \n",
+ "career_licenciatura en ciencias biológicas -0.031401 \n",
+ "career_licenciatura en ciencias de la computación -0.032466 \n",
+ "career_licenciatura en ciencias de la educación -0.030581 \n",
+ "career_licenciatura en ciencias geológicas -0.030856 \n",
+ "career_licenciatura en gestión de agroalimentos -0.031401 \n",
+ "career_licenciatura en kinesiología y fisiatría -0.031129 \n",
+ "career_licenciatura en musicoterapia -0.034009 \n",
+ "career_licenciatura en planificación y diseño d... -0.030581 \n",
+ "career_licenciatura en producción de bioimagenes -0.030856 \n",
+ "career_licenciatura en psicología -0.029456 \n",
+ "career_licenciatura en relaciones del trabajo -0.030856 \n",
+ "career_licenciatura en sociología -0.031129 \n",
+ "career_licenciatura en terapia ocupacional -0.031670 \n",
+ "career_medicina 1.000000 \n",
+ "career_técnico para bioterios -0.028880 \n",
+ "\n",
+ " career_técnico para bioterios \n",
+ "gender_female 0.028664 \n",
+ "gender_male -0.028664 \n",
+ "career_actuario -0.028613 \n",
+ "career_agronomía -0.026680 \n",
+ "career_arquitectura -0.023991 \n",
+ "career_bioquímica -0.027523 \n",
+ "career_ciencias veterinarias -0.028613 \n",
+ "career_contador público -0.031928 \n",
+ "career_diseño de imagen y sonido -0.030690 \n",
+ "career_diseño industrial -0.029144 \n",
+ "career_farmacia -0.030690 \n",
+ "career_ingeniería electrónica -0.027799 \n",
+ "career_ingeniería en informática -0.029667 \n",
+ "career_ingeniería mecánica -0.029144 \n",
+ "career_licenciatura en administración -0.030690 \n",
+ "career_licenciatura en artes -0.028073 \n",
+ "career_licenciatura en ciencia política -0.030182 \n",
+ "career_licenciatura en ciencia y tecnología de ... -0.028073 \n",
+ "career_licenciatura en ciencias ambientales -0.028073 \n",
+ "career_licenciatura en ciencias antropológicas -0.033126 \n",
+ "career_licenciatura en ciencias biológicas -0.029926 \n",
+ "career_licenciatura en ciencias de la computación -0.030941 \n",
+ "career_licenciatura en ciencias de la educación -0.029144 \n",
+ "career_licenciatura en ciencias geológicas -0.029407 \n",
+ "career_licenciatura en gestión de agroalimentos -0.029926 \n",
+ "career_licenciatura en kinesiología y fisiatría -0.029667 \n",
+ "career_licenciatura en musicoterapia -0.032411 \n",
+ "career_licenciatura en planificación y diseño d... -0.029144 \n",
+ "career_licenciatura en producción de bioimagenes -0.029407 \n",
+ "career_licenciatura en psicología -0.028073 \n",
+ "career_licenciatura en relaciones del trabajo -0.029407 \n",
+ "career_licenciatura en sociología -0.029667 \n",
+ "career_licenciatura en terapia ocupacional -0.030182 \n",
+ "career_medicina -0.028880 \n",
+ "career_técnico para bioterios 1.000000 \n",
+ "\n",
+ "[35 rows x 35 columns]"
+ ]
+ },
+ "execution_count": 122,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "correlacion2 = dft2.corr()\n",
+ "# correlacion\n",
+ "correlacion2\n",
+ "# sns.heatmap(correlacion[0:5],xticklabels=correlacion.columns[0:5],yticklabels=correlacion.columns[0:5],annot=True)\n",
+ "# plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 123,
+ "id": "8753f7e0",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " gender_female \n",
+ " gender_male \n",
+ " career_actuario \n",
+ " career_agronomía \n",
+ " career_arquitectura \n",
+ " career_bioquímica \n",
+ " career_ciencias veterinarias \n",
+ " career_contador público \n",
+ " career_diseño de imagen y sonido \n",
+ " career_diseño industrial \n",
+ " ... \n",
+ " career_licenciatura en kinesiología y fisiatría \n",
+ " career_licenciatura en musicoterapia \n",
+ " career_licenciatura en planificación y diseño del paisaje \n",
+ " career_licenciatura en producción de bioimagenes \n",
+ " career_licenciatura en psicología \n",
+ " career_licenciatura en relaciones del trabajo \n",
+ " career_licenciatura en sociología \n",
+ " career_licenciatura en terapia ocupacional \n",
+ " career_medicina \n",
+ " career_técnico para bioterios \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " gender_female \n",
+ " 1.000000 \n",
+ " -1.000000 \n",
+ " 0.064756 \n",
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+ " 0.002616 \n",
+ " 0.027091 \n",
+ " -0.025293 \n",
+ " -0.016791 \n",
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+ " ... \n",
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+ " 0.025663 \n",
+ " 0.001113 \n",
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+ " 0.028664 \n",
+ " \n",
+ " \n",
+ " gender_male \n",
+ " -1.000000 \n",
+ " 1.000000 \n",
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+ " -0.019895 \n",
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+ " -0.002616 \n",
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+ " \n",
+ " \n",
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+ " 0.064756 \n",
+ " -0.064756 \n",
+ " 1.000000 \n",
+ " -0.027736 \n",
+ " -0.024941 \n",
+ " -0.028613 \n",
+ " -0.029746 \n",
+ " -0.033192 \n",
+ " -0.031905 \n",
+ " -0.030298 \n",
+ " ... \n",
+ " -0.030842 \n",
+ " -0.033695 \n",
+ " -0.030298 \n",
+ " -0.030571 \n",
+ " -0.029184 \n",
+ " -0.030571 \n",
+ " -0.030842 \n",
+ " -0.031377 \n",
+ " -0.030023 \n",
+ " -0.028613 \n",
+ " \n",
+ " \n",
+ " career_agronomía \n",
+ " 0.019895 \n",
+ " -0.019895 \n",
+ " -0.027736 \n",
+ " 1.000000 \n",
+ " -0.023255 \n",
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+ " -0.030949 \n",
+ " -0.029749 \n",
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+ " ... \n",
+ " -0.028758 \n",
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+ " -0.028506 \n",
+ " -0.028758 \n",
+ " -0.029257 \n",
+ " -0.027995 \n",
+ " -0.026680 \n",
+ " \n",
+ " \n",
+ " career_arquitectura \n",
+ " -0.032213 \n",
+ " 0.032213 \n",
+ " -0.024941 \n",
+ " -0.023255 \n",
+ " 1.000000 \n",
+ " -0.023991 \n",
+ " -0.024941 \n",
+ " -0.027830 \n",
+ " -0.026751 \n",
+ " -0.025404 \n",
+ " ... \n",
+ " -0.025860 \n",
+ " -0.028252 \n",
+ " -0.025404 \n",
+ " -0.025633 \n",
+ " -0.024470 \n",
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+ " -0.026308 \n",
+ " -0.025173 \n",
+ " -0.023991 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
5 rows × 35 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " gender_female gender_male career_actuario \\\n",
+ "gender_female 1.000000 -1.000000 0.064756 \n",
+ "gender_male -1.000000 1.000000 -0.064756 \n",
+ "career_actuario 0.064756 -0.064756 1.000000 \n",
+ "career_agronomía 0.019895 -0.019895 -0.027736 \n",
+ "career_arquitectura -0.032213 0.032213 -0.024941 \n",
+ "\n",
+ " career_agronomía career_arquitectura career_bioquímica \\\n",
+ "gender_female 0.019895 -0.032213 0.002616 \n",
+ "gender_male -0.019895 0.032213 -0.002616 \n",
+ "career_actuario -0.027736 -0.024941 -0.028613 \n",
+ "career_agronomía 1.000000 -0.023255 -0.026680 \n",
+ "career_arquitectura -0.023255 1.000000 -0.023991 \n",
+ "\n",
+ " career_ciencias veterinarias career_contador público \\\n",
+ "gender_female 0.027091 -0.025293 \n",
+ "gender_male -0.027091 0.025293 \n",
+ "career_actuario -0.029746 -0.033192 \n",
+ "career_agronomía -0.027736 -0.030949 \n",
+ "career_arquitectura -0.024941 -0.027830 \n",
+ "\n",
+ " career_diseño de imagen y sonido \\\n",
+ "gender_female -0.016791 \n",
+ "gender_male 0.016791 \n",
+ "career_actuario -0.031905 \n",
+ "career_agronomía -0.029749 \n",
+ "career_arquitectura -0.026751 \n",
+ "\n",
+ " career_diseño industrial ... \\\n",
+ "gender_female 0.007851 ... \n",
+ "gender_male -0.007851 ... \n",
+ "career_actuario -0.030298 ... \n",
+ "career_agronomía -0.028251 ... \n",
+ "career_arquitectura -0.025404 ... \n",
+ "\n",
+ " career_licenciatura en kinesiología y fisiatría \\\n",
+ "gender_female 0.019595 \n",
+ "gender_male -0.019595 \n",
+ "career_actuario -0.030842 \n",
+ "career_agronomía -0.028758 \n",
+ "career_arquitectura -0.025860 \n",
+ "\n",
+ " career_licenciatura en musicoterapia \\\n",
+ "gender_female -0.014009 \n",
+ "gender_male 0.014009 \n",
+ "career_actuario -0.033695 \n",
+ "career_agronomía -0.031418 \n",
+ "career_arquitectura -0.028252 \n",
+ "\n",
+ " career_licenciatura en planificación y diseño del paisaje \\\n",
+ "gender_female 0.044869 \n",
+ "gender_male -0.044869 \n",
+ "career_actuario -0.030298 \n",
+ "career_agronomía -0.028251 \n",
+ "career_arquitectura -0.025404 \n",
+ "\n",
+ " career_licenciatura en producción de bioimagenes \\\n",
+ "gender_female 0.022949 \n",
+ "gender_male -0.022949 \n",
+ "career_actuario -0.030571 \n",
+ "career_agronomía -0.028506 \n",
+ "career_arquitectura -0.025633 \n",
+ "\n",
+ " career_licenciatura en psicología \\\n",
+ "gender_female -0.004099 \n",
+ "gender_male 0.004099 \n",
+ "career_actuario -0.029184 \n",
+ "career_agronomía -0.027212 \n",
+ "career_arquitectura -0.024470 \n",
+ "\n",
+ " career_licenciatura en relaciones del trabajo \\\n",
+ "gender_female -0.007641 \n",
+ "gender_male 0.007641 \n",
+ "career_actuario -0.030571 \n",
+ "career_agronomía -0.028506 \n",
+ "career_arquitectura -0.025633 \n",
+ "\n",
+ " career_licenciatura en sociología \\\n",
+ "gender_female 0.025663 \n",
+ "gender_male -0.025663 \n",
+ "career_actuario -0.030842 \n",
+ "career_agronomía -0.028758 \n",
+ "career_arquitectura -0.025860 \n",
+ "\n",
+ " career_licenciatura en terapia ocupacional \\\n",
+ "gender_female 0.001113 \n",
+ "gender_male -0.001113 \n",
+ "career_actuario -0.031377 \n",
+ "career_agronomía -0.029257 \n",
+ "career_arquitectura -0.026308 \n",
+ "\n",
+ " career_medicina career_técnico para bioterios \n",
+ "gender_female -0.007504 0.028664 \n",
+ "gender_male 0.007504 -0.028664 \n",
+ "career_actuario -0.030023 -0.028613 \n",
+ "career_agronomía -0.027995 -0.026680 \n",
+ "career_arquitectura -0.025173 -0.023991 \n",
+ "\n",
+ "[5 rows x 35 columns]"
+ ]
+ },
+ "execution_count": 123,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "correlacion2[0:5]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "72cf1ae3",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "80dbff0e",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "47b32000",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "b8ee6911",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "69744bbb",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "d8f63f8d",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 124,
+ "id": "c2d2937a",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "grafBar(df1.gender,df1.university[0])\n",
+ "grafBar(df2.gender,df2.university[0])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "0c6f8bdf",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 125,
+ "id": "b3e4945a",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "grafBox(df1.gender,df1.age,df1.university[0])\n",
+ "grafBox(df2.gender,df2.age,df2.university[0])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 126,
+ "id": "a0cc728f",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
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RmWlQhVQyld4R+xX7nr5riYga4GZgfFlpbLXvYlRDGlQhk0yli4DLsGOZ62Wpsu8r4JdlpbHHfBeiNtKgCpFkKr0bcC/Q1ivJqI73JPBT7WwPBw2qEEim0sXA77AtqWLP5aiNZgPH64+f/dOg8iyZSm8GPA7s7bsWlVE1cElZaUwvY++RBpVHyVR6BPYQY0gLD1X+TQbGaEe7H3pOjifJVPok7EU/NaRyw0nAv91JtyrLtEWVZe7cqGuw/VEq96zBtqwe9F1IlGhQZVEyle4DTAIO812L2iQG+HVZaewG34VEhQZVlrifwTwPbO+7FtVh/gj8Si9A0fk0qLLAhdQr2MtNqfwyCThdB+jrXBpUnSyZSm8NvIyGVD57EjixrDS2znch+UqDqhNpSEXKs8AxOpJo59Cg6iQupF4BhvqtRGXRS8DhGlYdT8+j6gTJVHooGlJR9GPg/mQqLb4LyTcaVB0s0HE+1G8lypMTsKOwqg6kh34dKJlK98JeyXe471qUd+eVlcb+6ruIfKFB1UGSqXQhMAU9mVNZtcDostLY074LyQcaVB0kmUrfDFzou47O8KvRO9GtR08KCgopKCziyvtfZ/Itv2H6G89QWNyFgd/6NmcnbifWqy+fzXiL+2+4mKKiLpxbfi9bDBlGetVybr28jLE3P0lBQaR6G9LAvjpMzKbToOoAyVT6TOBvvuvoLL8avRPj73uNXn0HbPi/D99+iZ2+vy+FRUU8/JcEACeeX84tl53MqZfcyOIFc3j31ac4+aJreejmy/nuqEPYcfd9fC2CTwuBPctKY3N8F5LLIvXx1hncVYojN1bRLnv+mMKiIgC2GT6SZZXzACgsKmZddRXVa9dQWFTM11/NYmnlV1ENKYAtgKeTqXR334XksiLfBeSyZCo9ADvoXZ6PbS5MuPAoQPjR0Wfyo6PPbDD19acmUnrAsQAcfvpY7hz/M4q7duOc8Xcz+ZbLOfac33moOVSGYy8tf77vQnKVHvq1kztX5nngAN+1dLallfMpGTiIlUsrueGCIzl17I3sMGIUAFPuvYHZH7/Hhdc/hEjD04c+ef8N3n3lKX587Nk8fkc5hUXFnHzhNfTpv7mPxQiDw8pKY8/6LiIX6aFf+/2CCIQUQMnAQQD0LhnI7vsdwayZtm/49acfYPob/+TnV93zjZAyxjDlnhs46szLePLuaznx/KvZ76gzeOGRSH9jf68belq1kQZVO7gzz6/zXUc2VK9Jsya9asP9/7wzla222YkP3nqBZyb+kYtvfJiu3b55bdRpz0xitx8cTM8+JVSvrUIKChApoHrtmmwvQphsDtztu4hcpId+7ZBMpV/E/lwi71XOm80t404GoLa2hr0OPoEjfzqOS4/dlZp11fTsUwLYDvUzfn0LANVrq/jDL4/l0j9PoaiomE/fn0Zywi8pLOrCueX3sOXW23lbnpA4p6w0dqfvInKJBlUbJVPpMYDuZGpTpIERZaWxz30Xkis0qNogmUpvBcwEevuuReW8f2HPr6rzXUgu0D6qtrkDDSnVMUYCZ7b4KAVoi6rVkql0GXC/7zpUXlkIbKvXCmyZtqhaIZlK9wRu9F2HyjtbAL/2XUQu0KBqnYsBPf9FdYZLkqn0YN9FhJ0GVQuSqXQ/YKzvOlTe6g5c67uIsNOgatlYoI/vIlReOyWZSo/0XUSYaVA1I5lKDwQu8l2HynsC/MF3EWGmQdW8/wNivotQkTAqmUof6buIsNKgaoI7ufNc33WoSBnnu4Cw0qBqWoK8H2dKhcwPk6n0Xr6LCCMNqgzcgHhn+K5DRZJ+w5yBBlVmpwNdfBehIml0MpX+ju8iwkaDKrOzfRegIqsA7Rv9Bv2tXyPJVHof4FXfdahIWwJsVVYaW+u7kLDQFtU3jfFdgIq8/thLwytHgyrA/VzmON91KAX83HcBYaJB1dBpQDffRSgF7OnO5VNoUDWmh30qLAQY7buIsNCgcpKp9AjshSKVCoujfRcQFhpUG+nvrFTY7JNMpUt8FxEGGlQbHe67AKUaKUI/QAENKgCSqfSWwO6+61AqAz38Q4Oq3mHYzkulwuagZCod+aGGNKisA30XoFQTugGH+C7Ct8gHVTKVFmB/33Uo1YzIf5BGPqiAXdErzKhwi/x46hpU8GPfBSjVgl2SqXSkB3HUoNJPKxV+xcB3fRfhkwaVno2uckOp7wJ8inRQJVPpYmB733Uo1QqRbvlHOqiwIVXsuwilWkGDKsL0sE/liu2TqXRv30X4okGlVG4QIvwzr6gH1S6+C1CqDSJ7dZqoB5W2qFQuGeS7AF8iG1TJVLo78G3fdSjVBhpUEbQZOmKCyi3f8l2AL1EOKh05UeUabVFFkAaVyjUaVBGkQaVyzebJVLrQdxE+aFAplTsKgC18F+GDBpVSuUWDKmI0qFQu6u67AB80qJTKLZH8EX2UgyqyP/BUOa3IdwE+RDmo1vsuQKl2iGSLKpLp7KzxXUAuE1NX27N2xfyS2kWLStZ/vbqkZlFd79pl3brXpfsVUtOfaH8IdpoaKa6DX/suI+uiHFRrfRcQdkVmXbpPzdL5JTWVS/vXfL22b81i6Vm3Ita1bu2AAuoGCQzG3lSWFJv1xncNPkQ5qLRFBXSrSy/qV7N4Yf+ar1eW1FSu71OzpLhH3ereXcy6zQUzENjWd42qgUh2WUQ5qCLRohJTV9Ordvn8fjWLFvWv+TpdUrPI9Kpd1rV7XVVJITWDxP44W69rmDtqfBfggwZVHrCHaEvm9a+pXFpSU1ndr2ax9KxdEetq1m4m9hBtCPamcl+V7wJ8iHJQ5dShX/fa1Yv61rpDtPWV6/vWLi3uUbeqd7FZv6VgBgDb+a5RZcVC3wX4EOWgClWLyh2izSupqVzcv6Yy3a+m0vSuXd6tmz1E21IP0RRggK99F+FDlINqVbZfsKhu3eq+tUvmldRULnPfohX0rF3Z0x2ibSmwNfamVCZLiSe0Mz1i5nbGTHvUrqrsW7t4Yf/1lStLaipr+tQuKe5Rt7pPsVm3hcAA9IKnqv0W+C7AlygH1f/a8yQxtet7b/wWrapfzaLgIdq3BAZib0p1tEj2T0G0g2ouUEeGM6iL66pX9q1dsqCkpnJZSc3Xa/vVLCmM1a6IdTXVA/UQTXmkQRU1ZaWx9S+8MfO1AesXFtlDtKXFPepW93WHaP3RHy2r8NGgiqIDV/xdgFG+61CqldrVXZEPov7D0U99F6BUG8zwXYAvGlRK5QYDTPddhC8aVErlhlnEEyt9F+FL1IPqXd8FKNVK7/suwKdoB1U8sRD40ncZSrWCBlXEveG7AKVaQYMq4jSoVC7QoIo4DSoVdl+5borI0qCKJz4BFvsuQ6lm/NN3Ab5pUFnTfBegVDMqfBfgmwaV9brvApRqwjrgRd9F+KZBZUX+E0uF1uvEE6t9F+GbBhXU91N96LsMpTJ4xncBYaBBtdEjvgtQKgMNKjSogjSoVNjMcq39yNOgqhdPfEaEh9FQofS47wLCQoOqIW1VqTC523cBYaFB1ZAGlQqLV10rX6FB1VA88QXwb99lKAXc5buAMNGg+qZbfRegIm8Z2j/VgAbVN00iwlf7UKEwkXhire8iwkSDqrF4Yh1wm+8yVKTpYV8jGlSZ/RVY47sIFUlvEU/8x3cRYaNBlUk8sRiY6LsMFUnX+i4gjDSomvYn7CWKlMqWfxFPPOW7iDDSoGpKPPExOmCZyq7xvgsIKw2q5l3luwAVGW8TT+gPkJugQdWceOJt4GHfZahIuMJ3AWGmQdWyywA9p0V1pmnEE8/7LiLMNKhaEk/MAW72XYbKa9qaaoEGVetcAyzyXYTKS1OIJ17yXUTYaVC1RjyxEv3UUx1vFfAL30XkAg2q1rsT+Mh3ESqv/JZ44ivfReQCDarWiidqgXOBOt+lqLzwL+AvvovIFRpUbRFPvIY9Y12pTVEDjCGe0A+9VtKgarvLgZm+iwiL2to6Rlx4G4df+QAAL03/ku9d9Fe+e8FtjBp3N1/MXwLAn596m+Hn/YXDrpjIuvU1ALwxcw6/vOtZb7V79AfiCR2fvw00qNoqnqgGTgXW+y4lDG6e8hY7Dt5sw9/n3vY0D449jul/Po9T9t2Vqx9+FYAHX/mAD/5yHj/YcTDPvfcFxhjKJ79C4qR9fZXuyyzgSt9F5BoNqvaIJ6ajOxtfLV5Bxb8+4+yDdt/wfyKwssqeH7sivZZBJb0AMMawvraOqur1FBcV8sDLMzj0+9tS0quHl9o9WQecQjxR5buQXFPku4Acdh0QB/byXYgvF9/5LDeceTCrqqo3/N/dFxzFYeMfoHuXYnr36MrbN40B4PzD92DPX93JzkMG8sMdh3DU1ZN47qoyX6X7cgnxxDu+i8hFYoyOZNJuFeXDgOlAzHMlWfd06lOe+fdn3HbeEbzywWxufGIaT19xKsf8/iEuO24Ue2w/mAmPv8Gn8xZz94WjGzz3qodeZtehW1BQICRfms7gzfpw01kHU1CQ1w38h4gnTvFdRK7K6z2j09mr1pxGBMetmvbR/5jyzqcMPfMPnHTDo0z9YDbx8ROZMXshe2w/GIAT9x7Omx/PbfC8+UtWkvpsHqP32pGbnpjGw5edQN9YN16aMcvHYmTLR8AY30XkMg2qTRVPPIH9JjBSrj3jQL66fyz/vecSJo87nv13/Tb/SJzCiqpqPpu3GIAXpn/ZoKMdIPHAVK76yf4ArKmuQQQKRKiqztvvJlYDxxJPpH0Xksu0j6ojxBPXUVG+A3C671J8Kios5K7zj+TYayZTIEK/nt255+LRG6a//+UCAL43bBAAp+y3C7ucfyuDB/Rh3HGjfJScDWcRT3ziu4hcp31UHaWivAvwEpC37zjVZjcST1zqu4h8oId+HcVeZutoYLbvUlQoPAiM811EvtAWVUerKN8JeAvo7bsU5c1zwBHEE3nb8ZZt2qLqaPHER8AR2E5UFT3vYDvPNaQ6kAZVZ7A/Xj4UO96Qio73gUP0G76Op4d+namifC/sJbf0MDD/zQT2JZ5Y4ruQfKQtqs4UT7wFHASs8F2K6lQfAgdoSHUeDarOZn/bdSCw3HMlqnNMBfYmnljou5B8pkGVDfHEv4AfA0t9l6I61CTgUOIJbTF3Mg2qbIkn3sOOtPC571JUh7geONWdP6c6mXamZ1tFeT/gMWB/36WodqkDLiSeuNV3IVGiLapsiyeWAYcAd/guRbXZGuA4Dans0xaVTxXlZwG3Al19l6JaNBM4kXhCx8v3QFtUPsUTf8P+iHluSw9VXt0BjNSQ8kdbVGFQUV4C/BnQESDDZTlwNvHE474LiToNqjCpKB8N3A5s7rkSBdOwF2L4n+9ClB76hUs88SSwM/CQ50qibD1Qjv05jIZUSGiLKqwqyo/Gtq4G+i4lQl4CLiCe+Nh3IaohDaowqyjvD/wRe8FT8VxNPpuLvZTVY74LUZlpUOWCivIR2DOhD/RdSp5ZB9wI/F4vChpuGlS5pKL8QOyFT7/nu5Q88AxwMfGE/qQpB2hQ5ZqKcgFOAq4GvuO5mlxjgCnANcQTKd/FqNbToMpVFeXFwM+Ai4FhfosJvRpgMnCdnrSZmzSocp1tYR0KnI/9DaF2um+0FrgXmEA8oVcHymEaVPmkonxb4BfAGUAfv8V49TkwEbhLB7TLDxpU+aiivCdwGvBTYKTnarJlCfAwkHSjqqo8okGV7yrKBwOjgWOAvYFCr/V0rHXA09jWU4Veoip/aVBFSUX5AOBI7BWdDyQ3h5f5DHsGub3FE8v9lqOyQYMqquzh4Q+APYA93b/9vdaU2QIaBpMOiRNBGlRqI9sZvycbg2s7oFeWXn0dtrX0kbt9DMwgnvg0S6+vQkyDSjXPjpW1dRO3vtjDx8a3oDrs5e1XYcd3qgQWudt8bCB9BHxBPFHbqcuicpYGlep4FeVdsIFVB1QRT+hOpjaJBpVSKvR04DylVOhpUCmlQk+DSuUUEdlPRJ72XYfKLg0qpVToaVCprBORoSLyiYjcJyKficiDInKAiEwTkc9FpNTd3hKR90XkTRHZPsN8YiJyj4ik3OOO8rE8qvNpUClfhgE3ATu42ynYi7GOBS4HPgH2NsaMAH4HXJNhHr8BphpjSoEfARNEJJaF2lWWFfkuQEXWbGPMhwAiMhN4yRhjRORDYCh2mJr7RWRb7MicxRnmcRBwpIiMdX93A4ZgTyJVeUSDSvlSHbhfF/i7DrtflgMvG2OOFpGhwCsZ5iHAscYY/ZlNntNDPxVWfYB57v4ZTTzmOeACEREAERmRhbqUBxpUKqxuAK4VkfdpuuVfjj0k/MAdPpZnqziVXfoTGqVU6GmLSikVehpUSqnQ06BSSoWeBpVSKvQ0qJRSoadBpZQKPQ0qpVToaVAppUJPg0opFXoaVEqp0NOgUkqFngaVUir0NKiUUqGnQaWUCj0NKqVU6GlQKaVC7/8B5BN1FBbF9+cAAAAASUVORK5CYII=",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "grafPie(df1,df1.gender,df1.university[0])\n",
+ "grafPie(df2,df2.gender,df2.university[0])\n",
+ "\n",
+ "\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 127,
+ "id": "813821c4",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# total_precio = df2.groupby(df2.gender).count()\n",
+ "# print(total_precio)\n",
+ "# # etiquetas = dfg.unique()\n",
+ "# # l=list(total_precio['university'].index.sort_values())\n",
+ "# label =total_precio['age'].sort_values()\n",
+ "\n",
+ "# label.index\n",
+ "# total_precio.age\n",
+ "# # total_precio['age'].index\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "efd7743e",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "0777de8d",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "total_precio = df1.groupby(df1.gender).count()\n",
+ "\n",
+ "colors = sns.color_palette('pastel')[0:6]\n",
+ "# plt.pie(total_precio.columns[0],labels=total_precio.index, colors = colors,\n",
+ "# autopct='%.0f%%')\n",
+ "# # plt.title(f\"Inscription by {dfg.name}: {location}\")\n",
+ "# plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "4904292f",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "total_precio.columns[0]\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 129,
+ "id": "84b7fd47",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "array(['male', 'female'], dtype=object)"
+ ]
+ },
+ "execution_count": 129,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "904/len(df1)*100\n",
+ "\n",
+ "df1.gender.unique()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 130,
+ "id": "b70b601c",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "grafPie(df1,df1.inscmonth,df1.university[0])\n",
+ "grafPie(df2,df2.inscmonth,df2.university[0])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 131,
+ "id": "a64ec8bc",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "grafPie(df1,df1.age,df1.university[0])\n",
+ "grafPie(df2,df2.age,df2.university[0])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "ce384c4f",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "cb71a7d7",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 132,
+ "id": "25379fb1",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
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+ ""
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+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "grafBox(df1.career,df1.age,df1.university[0])\n",
+ "grafBox(df2.career,df2.age,df2.university[0])\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "88cf4a7a",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 133,
+ "id": "4aa8f82a",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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SemnXi4EbgbOAvdK+vYAz+wwPgiAIgiCYcUx25fr9gZMlLQLcCrwZV/ZOlfRW4E/ArpM8hyAIgiAIgqFgUhUvM5sLbNbnqRdP5vsGQRAEQRAMI1G5PgiCIAiCYECE4hUEQRAEQTAgJjvGKwiCTN78g/ySFMfvPFKSYrsz9231vj/b8eh5/7/iB4e0kvHTnduNC4IgWFAIi1cQBEEQBMGACMUrCIIgCIJgQITiFQRBEARBMCAixisIgknhld//cqtxP3n1wYVnEgRBMDyExSsIgiAIgmBAhOIVBEEQBEEwIMLVGATB0PLKM77eatxPXrNP4ZkEQRCUISxeQRAEQRAEAyIUryAIgiAIggERilcQBEEQBMGAiBivIAhmNNufcWKrcT9+zV6FZxIEQRAWryAIgiAIgoERilcQBEEQBMGACMUrCIIgCIJgQESMVxAEwQRsf/op2WN+/NrdJmEmQRBMd8LiFQRBEARBMCBC8QqCIAiCIBgQ4WoMgiAYADucfmb2mLNeu+Oo7Z1OPydbxg9fu232mCAIJo+weAVBEARBEAyIULyCIAiCIAgGRCheQRAEQRAEAyJivIIgCBYgXn3GJdljvv+arUZt73LG9dkyTnvNhtljgmAmEhavIAiCIAiCARGKVxAEQRAEwYCYVFejpD8CDwKPA4+Z2WaSlgdOAdYE/gjsamb3TuY8giAIguHigB/clj3mqzuvNvL/D+5s9747r9xqXBCUYhAWr23MbBMz2yxtfxA418zWBc5N20EQBEEQBDOeqXA17gicmP4/EdhpCuYQBEEQBEEwcCZb8TLgF5KulLR32reymd2e/r8DCLtvEARBEAQLBJNdTmJrM/urpJWAcyT9tv6kmZkk6zcwKWp7A6y++uqTPM0gCIJgQePUM/7eatyur1mh8EyCBYlJtXiZ2V/T37uAHwDPAe6UtApA+nvXGGOPMbPNzGyzFVdccTKnGQRBEARBMBAmTfGStKSkJ1T/Ay8FrgfOAvZKL9sLyO8cGwRBEARBMA2ZTFfjysAPJFXv8x0zO1vSFcCpkt4K/AnYdRLnEARBEARBMDRMmuJlZrcCG/fZfw/w4sl63yAIgiAYFOd89+5W47bdfSSE5rIT+kbcTMhz37RSq3HB1BKV64MgCIIgCAZEKF5BEARBEAQDYrLLSQRBEARBMMn89sh2LZTW32+klObth/4te/wqH3hyq/ddkAmLVxAEQRAEwYAIxSsIgiAIgmBAhOIVBEEQBEEwIELxCoIgCIIgGBCheAVBEARBEAyIULyCIAiCIAgGRJSTCIIgCIKgCHd8+absMU86+Omjtu/8yuXZMlY+6DnZY6aKsHgFQRAEQRAMiFC8giAIgiAIBkQoXkEQBEEQBAMiFK8gCIIgCIIBEYpXEARBEATBgAjFKwiCIAiCYECE4hUEQRAEQTAgoo5XEARBEAQzirsO/1X2mJX2f9FoGV87K1/GO3eY8DVh8QqCIAiCIBgQoXgFQRAEQRAMiFC8giAIgiAIBkQoXkEQBEEQBAMiFK8gCIIgCIIBEYpXEARBEATBgAjFKwiCIAiCYECE4hUEQRAEQTAgQvEKgiAIgiAYEI0UL0nnNtk3xtjZkq6W9OO0vZakyyTdIukUSYvkTTkIgiAIgmB6Mq7iJWkxScsDK0haTtLy6bEmsGrD9zgQuKm2fSjwP2a2DnAv8NYW8w6CIAiCIJh2TGTx2ge4Elg//a0eZwJHTCRc0lOAVwLHpm0BLwJOTy85EdipxbyDIAiCIAimHeM2yTazw4DDJO1vZoe3kP8V4P3AE9L2E4H7zOyxtP0XmlvOgiAIgiAIpjXjKl4VZna4pK2ANetjzOykscZI2h64y8yulPTC3IlJ2hvYG2D11VfPHR4EQRAEQTB0NFK8JH0LWBuYCzyedhswpuIFPA/YQdIrgMWApYHDgGUlLZSsXk8B/tpvsJkdAxwDsNlmm1mTeQZBEARBEAwzjRQvYDNgAzNrrACZ2YeADwEki9d7zWwPSacBrwW+B+yFx4sFQRAEQRDMeJrW8boeeFKh9/wAcLCkW/CYr+MKyQ2CIAiCIBhqmlq8VgBulHQ58K9qp5nt0GSwmZ0PnJ/+vxV4TtYsgyAIgiAIZgBNFa9DJnMSQRAEQRAECwJNsxovmOyJBEEQBEEQzHSaZjU+iGcxAiwCLAw8ZGZLT9bEgiAIgiAIZhpNLV5VAdSq+vyOwBaTNakgCIIgCIKZSNOsxnmY80PgZeWnEwRBEARBMHNp6mp8dW1zFl7X65+TMqMgCIIgCIIZStOsxlfV/n8M+CPubgyCIAiCIAga0jTG682TPZEgCIIgCIKZTqMYL0lPkfQDSXelxxmSnjLZkwuCIAiCIJhJNA2uPx44C3hyevwo7QuCIAiCIAga0lTxWtHMjjezx9LjBGDFSZxXEARBEATBjKOp4nWPpD0lzU6PPYF7JnNiQRAEQRAEM42mitdbgF2BO4DbgdcCb5qkOQVBEARBEMxImpaT+ASwl5ndCyBpeeCLuEIWBEEQBEEQNKCpxWujSukCMLP/A541OVMKgiAIgiCYmTRVvGZJWq7aSBavptayIAiCIAiCgObK05eASyWdlrZ3AT49OVMKgiAIgiCYmTStXH+SpDnAi9KuV5vZjZM3rSAIgiAIgplHY3dhUrRC2QqCIAiCIGhJ0xivIAiCIAiCoCOheAVBEARBEAyIULyCIAiCIAgGRCheQRAEQRAEAyIUryAIgiAIggERilcQBEEQBMGACMUrCIIgCIJgQITiFQRBEARBMCAmTfGStJikyyVdI+kGSR9P+9eSdJmkWySdImmRyZpDEARBEATBMDGZFq9/AS8ys42BTYCXS9oCOBT4HzNbB7gXeOskziEIgiAIgmBomDTFy5x/pM2F08Pwfo+np/0nAjtN1hyCIAiCIAiGiUmN8ZI0W9Jc4C7gHOD3wH1m9lh6yV+AVSdzDkEQBEEQBMPCpCpeZva4mW0CPAV4DrB+07GS9pY0R9Kcu+++e7KmGARBEARBMDAGktVoZvcB5wFbAstKWig99RTgr2OMOcbMNjOzzVZcccVBTDMIgiAIgmBSmcysxhUlLZv+XxzYFrgJV8Bem162F3DmZM0hCIIgCIJgmFho4pe0ZhXgREmzcQXvVDP7saQbge9J+hRwNXDcJM4hCIIgCIJgaJg0xcvMrgWe1Wf/rXi8VxAEQRAEwQJFVK4PgiAIgiAYEKF4BUEQBEEQDIhQvIIgCIIgCAZEKF5BEARBEAQDIhSvIAiCIAiCARGKVxAEQRAEwYAIxSsIgiAIgmBAhOIVBEEQBEEwIELxCoIgCIIgGBCheAVBEARBEAyIULyCIAiCIAgGRCheQRAEQRAEAyIUryAIgiAIggERilcQBEEQBMGACMUrCIIgCIJgQITiFQRBEARBMCBC8QqCIAiCIBgQoXgFQRAEQRAMiFC8giAIgiAIBkQoXkEQBEEQBAMiFK8gCIIgCIIBEYpXEARBEATBgAjFKwiCIAiCYECE4hUEQRAEQTAgQvEKgiAIgiAYEKF4BUEQBEEQDIhQvIIgCIIgCAbEpCleklaTdJ6kGyXdIOnAtH95SedI+l36u9xkzSEIgiAIgmCYmEyL12PAe8xsA2AL4J2SNgA+CJxrZusC56btIAiCIAiCGc+kKV5mdruZXZX+fxC4CVgV2BE4Mb3sRGCnyZpDEARBEATBMDGQGC9JawLPAi4DVjaz29NTdwArD2IOQRAEQRAEU82kK16SlgLOAA4yswfqz5mZATbGuL0lzZE05+67757saQZBEARBEEw6k6p4SVoYV7pONrPvp913SlolPb8KcFe/sWZ2jJltZmabrbjiipM5zSAIgiAIgoEwmVmNAo4DbjKzL9eeOgvYK/2/F3DmZM0hCIIgCIJgmFhoEmU/D3gDcJ2kuWnf/wM+B5wq6a3An4BdJ3EOQRAEQRAEQ8OkKV5mdhGgMZ5+8WS9bxAEQRAEwbASleuDIAiCIAgGRCheQRAEQRAEAyIUryAIgiAIggERilcQBEEQBMGACMUrCIIgCIJgQITiFQRBEARBMCBC8QqCIAiCIBgQoXgFQRAEQRAMiFC8giAIgiAIBkQoXkEQBEEQBAMiFK8gCIIgCIIBEYpXEARBEATBgAjFKwiCIAiCYECE4hUEQRAEQTAgQvEKgiAIgiAYEKF4BUEQBEEQDIhQvIIgCIIgCAZEKF5BEARBEAQDIhSvIAiCIAiCARGKVxAEQRAEwYAIxSsIgiAIgmBAhOIVBEEQBEEwIELxCoIgCIIgGBCheAVBEARBEAyIULyCIAiCIAgGRCheQRAEQRAEAyIUryAIgiAIggExaYqXpG9KukvS9bV9y0s6R9Lv0t/lJuv9gyAIgiAIho3JtHidALy8Z98HgXPNbF3g3LQdBEEQBEGwQDBpipeZXQj8X8/uHYET0/8nAjtN1vsHQRAEQRAMG4OO8VrZzG5P/98BrDzg9w+CIAiCIJgypiy43swMsLGel7S3pDmS5tx9990DnFkQBEEQBMHkMGjF605JqwCkv3eN9UIzO8bMNjOzzVZcccWBTTAIgiAIgmCyGLTidRawV/p/L+DMAb9/EARBEATBlDGZ5SS+C1wKrCfpL5LeCnwO2FbS74CXpO0gCIIgCIIFgoUmS7CZ7T7GUy+erPcMgiAIgiAYZqJyfRAEQRAEwYAIxSsIgiAIgmBAhOIVBEEQBEEwIELxCoIgCIIgGBCheAVBEARBEAyIULyCIAiCIAgGRCheQRAEQRAEAyIUryAIgiAIggERilcQBEEQBMGACMUrCIIgCIJgQITiFQRBEARBMCBC8QqCIAiCIBgQoXgFQRAEQRAMiFC8giAIgiAIBkQoXkEQBEEQBAMiFK8gCIIgCIIBEYpXEARBEATBgAjFKwiCIAiCYECE4hUEQRAEQTAgQvEKgiAIgiAYEKF4BUEQBEEQDIhQvIIgCIIgCAZEKF5BEARBEAQDIhSvIAiCIAiCARGKVxAEQRAEwYAIxSsIgiAIgmBAhOIVBEEQBEEwIKZE8ZL0ckk3S7pF0genYg5BEARBEASDZuCKl6TZwNeA7YANgN0lbTDoeQRBEARBEAyaqbB4PQe4xcxuNbNHge8BO07BPIIgCIIgCAbKVCheqwK31bb/kvYFQRAEQRDMaGRmg31D6bXAy83sbWn7DcBzzexdPa/bG9g7ba4H3DyO2BWAv3ecWsgIGcM8h5ARMiZbxjDMIWSEjMmWMag5rGFmK/Z9xswG+gC2BH5e2/4Q8KGOMucUmFfICBlDO4eQETImW8YwzCFkhIzJljEMc5gKV+MVwLqS1pK0CPA64KwpmEcQBEEQBMFAWWjQb2hmj0l6F/BzYDbwTTO7YdDzCIIgCIIgGDQDV7wAzOynwE8LijwmZISMSZQxDHMIGSFjsmUMwxxCRsiYbBlTPoeBB9cHQRAEQRAsqETLoCAIgiAIggERilcQBEEQBMGAmJIYr6lE0qvHe97Mvj+ouVRIeiXwDGCx2jw+kTF+CeA9wOpm9nZJ6wLrmdmPM2SsDfzFzP4l6YXARsBJZnZfhowDgeOBB4FjgWcBHzSzX2TIWBh4B/D8tOsC4Ggz+3dTGcOGpJUYfWz/nDm+9flR4piURtJywGpmdm3muM7naIl59MiYBSxlZg9kjvs88CngEeBs/LO828y+3WDspuM9b2ZX5cxlptH2mBR8/62ANandX83spCmay1Lp/f8xRe+/JPCImf1H0tOA9YGfTcX1fKq/i1FzWdBivCQdP87TZmZvyZC1IvABvOdk/ab4ogwZRwNLANvgN8bXApeb2VszZJwCXAm80cw2TIrYJWa2SYaMucBm+AXjp8CZwDPM7BUZMq4xs40lvQzYB/go8C0zG/dG0SPjWGBh4MS06w3A45YK7mbI2Rj4r7T5azO7JmPsq4FDgZUApYeZ2dKZc9gB+BLwZOAuYA3gJjN7RoaMTudHoWNS4jw/H9gBvxldiX8fF5vZwRky5tL9HC0xj+8A+wKP4+VxlgYOM7MvZMiYa2abSNoZ2B44GLjQzDZuMPa8cZ62zOOyIvB25lcUGl8Hh4ESx6Qmq/VCSdK3gLWBuWkuSYQdkCFjC+Bw4OnAInj2/0M51x9JzwROApbHr193A3uZ2fVNZdRkdVn4XYlfh5cDLsaPzaNmtkfG+3e6/pT6LkpcB+fRtZDYVD2ALfCD+A/gUfwkf2DAc/gF8FbgJuAFwDeBQzNlXNvzdylcUcgu5gZcXdt3TaaMq9Lf9wH798rL/CyHATu3lDHfvFt8lgOB64FPpMd11WdqOP4W4OkFzo9rgCdW3wGuPB03yPOj0DEpcZ5X38HbgI/X55Yho8Q5WmIec9PfPXDFeuEWMq5Pf4/FO3lkn+clHsAl+CJjV+A11SNTRudrMbAucDpwI3Br9RjwMdkB+B3wEPAH4D/ADZkybiIZNDockznAOsDVuNL1ZuCzLY7rNrXtF+KL8dy5HI0rLbcBH0vX0sbXsNpvdn/g/fVjlSGj0/Wn4HfR+To4T1aXE2QqH4VOzlcC7wf+u3pkjr8y/b22tu+KTBmXpb+/wS0ji+JNxHNkXAIsXjvJ18atIlnzAHbHFZa10r7rM2Ucn07O3+FWmidU31GGjKuAtWvbT60+V4aMa4Ela9tL5lyEcQtIkXM0/b0GmFX9P8jzo9AxKXGeXweskuayea+8AZ6jJeZxA35jPw14Qcvj+jngt+n6tTCwYnWsM+VsiCtNb6wemePn5r5nHxklrsUXAS9Ov901gEOATwz4mJRYKJ0GrNL1++w9L5mCBWx9DrRf+F2Nd6v5DW6dBrgucw6drj8Fv4vO18HqMa1jvMzsFkmzzexx4HhJV+MtiCZkLBdO5hQqP/XtyRz7N9ycmcOPJS0LfAFXOizNJ4eP4XEiq0k6GXge8KZMGW/GTfWfNrM/SFoL+FamjLcCm+Ar1YclPTHJzeF9wHmSbsXNwmu0kCFGzPyk/5Uxfk5y3/4Q+Fe10/Lj/+5LcQUXAidLugtfTefQ9fwocUxKnOefwIsmX2RmV0h6Kq4M5lDiHC0xj68Df8Rv1BdKWgPIiicysw+mOK/7zexxSQ8BO+bIkPQxfPW+Ae563Q5XYHLiiX4s6RXmtRVb0+VanFjczM6VJDP7E3BIclP9d8PxnY8J8G8zu0fSLEmzzOw8SV/JlLECcKOkyxl97dghQ8bDqavL3HSO3E5+Itytkj7KyO9jT9yKmMsjtTk9GbgHX7g05SD8PPiBmd2Qfm/nZc6h6/Wn1HdR4joITOMYL0kXAi/Bb0J34Cfnm6xBjEQaf62ZbVT7uxQe9PdfEw4ekbE98GtgNdwnvzTuvmjVAknSosBiZnZ/i7FPxE3+An5jZtlNQCUtjgfoj9eQfCIZy+Fug7oP/MJMGYvijdEBbjazf433+j7jDwb2An6Qdu0EnGBmX2k4/vg+u80y416qwFL8orkHsAxwspndM8G49c3st332Z58fkpTe+6lm9glJqwNPMrPGi4zS53kX0g3paWnzZhuSpAtJC5nZYxmv75xEIuk6YGPcGrKxpJWBb5vZthkyHsQtwo8ycmMxy4sn6nQtTjIuAbbG3Y2/Av4KfM7M1ht34Pgyc4/JL/FrxWdxBeou3Cq6VYaMF/Tbb2YXZMhYI733wsC78evGkWZ2S4aM5YCP49+p4b/fj5vZvU1lJDkfxX/zLwa+lmQda2YfzZSzhJk9nDOmNrbT9afnuyDJOqTFd1HsOjidFa81gDvx4MPsk1PSZWb2XEm/AV6Na/I3mNk6kzXnMebxTvxmfF/aXg7Y3cyObDB2fTP77RhZTgb8X1o9NpnHq4AvAouY2VqSNsFN/Y1XapLehsdXPQUPLt0CuNQaBB+qcLZp+k7m/dDM7Oqc8SVIFpnbzeyfaXtxYGUz++ME43bEkwreDPS9iTb9PiQdhceqvMjMnp7Or1+Y2eaNP0gBJC2GW996g3RzklleiCdd/BFfYKyGB8k2VuxLzCPJ6ZqJ3DmJRNLlZvacZBnaBs9cvcnM1m8qowRdr8VJxuZ47MyywCfxm9oXzOw3Dccvg1v+64rsJzIXKUsC/8TPrcYLpT5yVgaq39flZnZXgzH74i64i3PeazIovPDbEjgOzzJdXZ70tI+Z7TfBuJfjLtdsA8J0YNoqXl3poslLer+ZfV7S4WncKCwvg2Wu9WQfSrrazJ7VYOwxZra3xs5yeiLuy35DA1lXAi8Czq/eW9L1ZrbhhB9iRMZ1+AXnN+YZW+sDnzGzcZWqNLayMq0EbAWci18At8EDIbdvIGNpM3tAUl/zr5n9X8PP8RT83Hhe2vVr4EAz+0uT8TU5c4CtzOzRtL0IHj82odIjz8RZH+iXsdfY+ibpKjPbtH5OKWU6ZnyOE/HPf1/aXg74UqbSdBoe0/R63N23B64kHJgh40rg9ZVFVp6e/l0ze/aA51EiE3m+Y9DiuBwJ/D/gdXg5mX/gMVtZrmR59m2lsJxvGWVo0vh5JQPS9mxg0aYWjvT6Q83svTnv2yPjDDz2r67Ibtzk2tMVSatbynyUtCseFnA+fv36L+B9Znb6BDKWAb6Kx4h9lv73lY0y5nQOsEvPb/Z7ZvayBmNLLvwuw38fZ+XcV5KC9kVckd97jDmMe5+V9BUzO0jSj5j/+zTg/4CvZyj3na+DFdM2xkvS8/AAzDUYnQb91CbjzeyT6d8zJP2YPE3+pvR3TsPXj8dsSbKkAaeL0CJNBprZ3unvNmO9RlLTek3/NrP73TM1j/80HFvxTzP7pyQkLZqscY1cBdXNIs13AzO7PW2vApzQ8P2/g6fmX8noH5rS9pjnRlpx/tq8YfvxSdYu6ek9077GLpzEQpXSBWBmjybla0LM7Do8EPy0zPfs5d/pnKrOrxXJP64bWa1WlpndK2nChUEP65jZLpJ2NLMT5en/v86UsbDV3OBm9r/JZTfoeWxlI2EKH5f0JeBnmTIel7S2mf0eQB778vgEY0ZRsxocLelsYGlrUJNM0vNxS/S/JX0OXyydnJ4+UNLzzCwnPutc3NVY1UdaHE9eaOSiM49x23riV47L2mb2mtr2x+XlRyZE0kVmtrXc7TrfdcMmdrs+V9IuZvYl4MO4e/KuJHtF4Je4C3VM0r1nL3kpiwkXmQ1Yoc9vdqUmA83sTHmM7csZY+EHNPZAmNltPfeVCc9zM7smKYAb4tfzNlQxXV8c4/kV8MzEDRrKK3EdBKax4oWbL9+NH5TGFyxJLzKzX/VzbUlqpMmb2Y/S3xPTuKV90x5sOo8aZwOnSPp62t4n7ctC0obMX1/kJDN7aUMRN0h6Pa4IrgscgGdL5vAXeSD4D4FzJN0LNHJ11litUroSdwKrNxloZtvLf+EvsMwipXhA8uG4G2olM6vHeZ0g6aBMeQB3S9rBUgxAupBkmc7l8Wq93I9n2MxtIOKreKzbSpI+ja8+P5IzB2CWpOUsxUQki2LutaOKH7ovnat34NbNHObIXXRVkdE9yF/8lJhH14BjKJNEgqRVqS0+JT3fJna9/hMvE/BW/Ma6Sc1adSKeiZajeC1mtaKUZvYPeS3BHK6WdBa+0JiXgNLUsgI8ImlrM7sI5i3MH5lgTPUeW6e/T8ib8rzxp0mq6lLNstGuxXvIC4y/B/jleIvphvynxxK3Bn2saGNRcOF3m7ygrKVF0oGMGC4mmsPDeMJbbtJbNf7K9HfM+DpJj471XB9KXAeh7aAh4X4zy11lgtff+BXwqj7PZWnykjbDLSFP8E3dB7ylOuAN+QCubL0jbZ9DZlajymQ37Y+v1v6FW3t+jsdaNMbMdk7/HiJ3fy5DvhJ5rqSfA99N27vhK8amczBJPwGemfOm5hl/lUn775L2rM1hd/yCmMu+eDbjEfjN9TY85T+HzdLjR2l7ezzlfl9Jp5nZ58cbbGYnJxfdi9McdjKzRhe+Gl8CLk1uOuHK26czZRyTTPMfAc7C09KbZqxVvAN4J74oALdUfW0K5tE5E9k8g29duiWRHIr/Pm6kVqwTz6Id770vl2dRViyLu13Af7O5PCRpU0sV8yU9m4ZKT43F8N9YPR4053q8L3BSctkB3Isn2DRGXrj0hmoBLekJuPX9sonGmlllMTy7z/WrccZosv79R9IyGR6YfnwYuEjSBYy4PPu67MYjnedvZP4Cu03DafbFawiuiidM/AL/DefMoZ+r8H580fV1SzG044xfF3ff9homnloZURpS4jroc7JpGuOVTOSz8R9mPW13wnYZ8pYSrzWzUzvO4VrgnWb267S9NR5U2tgXXwKVyW7axcxOm2jfBDJ6L1xL44VIJ7xw9ch5NSNV5y80sx+M9/o+408EjjCzK3LG1cavgVu/tsR/8JcAB7SwolXyWreqkGeMvaIam2T9BHcDXGlmE5rJk6txZUZfOHPbFm3AyE3xV2Z2Y874Ekg60MwOm2jfgOeUFXA8nsUd8pJIJN2Muz+yFLYeGbvjNcXOw28mz8dbSp2SIWNz4Ht4er2AJwG7ZS5AOyFpLfMSI0sDmMd6rmVmf8iQcTWwqdm8sI9ZeIB34y4PadxrqMWHtrh+nYm39jqH0da/xrHDSc4KeIITtM90vwSvwXUdtRCFytszCCQdhte5qyuzD+DX5qVtghhmSRfhiRf/gxtc3oxbJnMXXMWug9NZ8eoXUG7WvI3AHDPbrOMcrraeIHilYOYGY081s12T0tQ1kLJzdlO/eTf9LLXXF7lwdUXSb/GCjn/CL1xVrMZAFGJJe5rZt8dwE2JmX86Q9VvgmZbKDKQb/TVmtn6/86/P+P3xi86djNQza/RdqFCyQpL1GeDzNjow9T1m1tjtOcY5OuF3UGoeJZQmSR83s4+pQMkSST/DA6g79Z6Tx1HWs/DuaCFjYUZb77LKfKTvo991MCuJpGfflZaXeNEv0enaKVhI97PUmTXo96jxM90bGSZ65GXdA2rj+iae1eaRk4B2hfUkJFX7JN1gE7Rgq84DSdeZ2TPr+xq+f7HrYMW0dTVadx/4LyW9FziF0auKnC/xAnls1nfxk2w34PzqpJ/gJK+yqEoEUs5JJuFv4DFv/wAubTJQ0nZ4nMeqkr5ae2ppoHENnEpcpXQBmDdGbXSOqXuAa50JM3fGmEOpbNUl099+MSO5K52TgcvSKlj4+fIdeSZZk9XWgXjD9Dau0tbJCn3Yzsz+X7VhHpj6ChrEmyWrzOuBteRxQBVPYMRFNunzoECYQlK6ZuE1AztZ3IGH8SKb5zLa6j/hedrnBl1l7D5Z0pMbeg7GUkSfpobxsjXqmZSLATvjFrSJ5rA+XtZjmZ55LE3NrdSQWyUdAByVtvejYaHNwtevZftZdhuOfQ/ee/NLfZ4zRrtym/AtSW/Hj0/9HJvod1ci8axiKY2OV1sdDxEArz83Ef9Kv7nfSXoX7vJcaoIxdUpeB33gdLN4lbImSOpngjZrmBWZZIxXgbeR9U3SoWb2gYn2ZcxpTRpmN6XXb4xXNv8Eo2NdHgTOs4wic5K+j6dR1y9c25jZTk1llESZzW4lvcrMfjTGijPbvC7PDrt4on0N5GzGiOviYjNrfFFL5+i2llFIcjKQu+U3r9xi8ppmcyZarabXrgGshcdpfLD21IN4+46cIpmt55FeXypMoYTFvfV5qvFL0TS9dhWz3vWRPQvvLjBuZqQ8YWUnvM9iXSl/EC+f0DhBKF0vvoorJ4Znax5kDepwlaSEZbfgXN6JxzHdx4jSkXWfLDCHV+DJIL/HlZ218HvL+cDbbYLC2Jq/RtwyuNW7URmJyWA6Kl77mNnX5QHl82FmH28oZzHrCcrrt2+yGeNHlmXelmfwzDWzh+RB4ZsCh1nz4qmzgW+Z2etz5t5HTpELlzrGJMnrEn0J7214F571dVPTm2spxji22ab7pBw/H/9Of21m12SMPQ53Af2E0SvWxu7OJGdU9lySkVO49AO4pai6Sb8Zr+0zbnJAaUrMo5DS9Dk8w7WLxR0NaSX/rsjL0PzEGha0lrSlmTWy8k8m6hCgX7Psbs3oEidPAP5jZi9uIKN0IepbgedYy0Km8nIaH2D+wPYsy5s8xKIKnbm5zX1a3aoPVDI6XQcrpp2r0cy+nv42UrDG4RJcQZlo37ioZQVrSe/AtfanplV4xROA3OrFRwEbpxv0e/AMq5Nw18iEmGfSrCZpEavVncolKVivazse5otJqoI5DciJs/gkHlT6SzN7lqRt8FpcTefQuvhgev2WeA2jFXsss0vjCSGNSS6GtwNn4Ku9bydrxeENRfw5PRahYX24PnNolT1Xx8wOTed5dfP4pJn9PHMerwYOxcs/iBZunBLzoEyYwm7pbz3DK8ttoT6V/CXtlakQt+6cUZOxLN0y3+jjorsDv2E35RZJ/6/PHHJi5kp0NTiK0feQh/rsG4tL8HZLKzDaVfggnsnchH5u8IqsrP3ELbhLuy0n47+TV+IZjnsBd+cIkMcP7kOtyK+krzddZGh09QEk3U9+9YEi18F5sqabxatCLavISnoSntr6bXx1UVV2WxrvlZYTkN6qgrW8xs1CeIPN+dwnLVa9VXXy/wb+ambH5VpWJJ0EPB0319dvJhNaRlS2kv8twHOtXUxSJWOOmW0m6RrgWeaxZo2rgqtDN4H02hfg5T32xU3kFQ8CPzKzxk2Zk5KwpZk9lLaXxItfZgX8qluvtM7ZcyVI58arLL8cRul5dA5TKDSPEpX8O53r6fXDkPl2CW4lGlXX0czOyJBRoqvBUATol0LSD3BF9Dwy4wjT+Cqwfd53oD7B8hPI6NReS4WqD5S8Dk47i1eNtlVkXwa8Ce8n+CVGFK8H8fYbObStYP0WYImkrMxX00TS8pnK14OSPoRbdZ6f4iNyK3r/Pj1m0T8ofDxKVvK/Da/R0oX75GUXLsTraN1FTZlswOPqVnzwAjzx4oSm7t5xEKMLBFeZic0G13qlAY17pfVwK34+ZV9wVDbo+M62SlfJeZjZWm3m0DOfJYCD8ab0eyvV9LK8dj0lKvm37pxRYzEz6xtz2xRJ5/a60vrtG4clrGVcbI0SXQ1aB+hXJHfl4fhCeBHcSv5Qzjkq6Ym456Bqkn0R3rsyd0H7w/RoS2WVuj15h/6GGxxy2Lxn0fyrtKhuyuOV0gVgZhdJahPz2vo62Mt0VrxaVZFNq7ATJb0mZzU0BpWfOauCtZkdIWkfSW+mf/HG3EyJ3fBV2lvN7A551scXMsZ3ct1aTyX/jtyKm5K7xCTtiB+bdzPS7HZC92+NIsUH8fPiC8zvusiJbzgez2qsagHthCtSTfkKvtg4K733NfKWMTm0zp6zjlXBe5gj6RT8RlCfR5NswpLzQGN0isgQcTxunamCx/+KVwnPUbxKVPIv0TmjbeZb5d5bAlgheS3qHohVM+bwY0mvMLPGxUr7UKKrwb54nOtHGIlzzb12HIGHbJyGF09+IyNxfE35Hr7wrNoo7YG7/F6SIyQpoF3iCD8lL2r7HlyZXBo4KGcOtGyvpZGM3QvUp/pA5hygw3VwvrlNY1fjG3EL1agqsmb2rXEHjow/EL/4PYiXYdgULxzYtLch6t9o+xvWsDBbfaU51ciDIN9PByVBHSsMJxmdkiZKoZbFByXtB/yvmf1S3nfydDxG6314fMNduSvzdAGpetn92syuzhh7mZk9V92aZHfO8lT/GjgP5lzEVab2VYl59O0UYWavzZBRucO7HJdF8RixeecG7kJpvCJP1vF9GIl5Owc41sxy2rC1znxL1+GD8ESYvzKieD2AX0uPaDiHB/EyLo+mR7YlU9Lb8FjKjfB7w1LAf5vZ0eMOLEzt3Ki753Ldv/M1olatjlWGnBfSE0cI7GUN4whVILNb0ovx4zGqvZaZjVdVABWoOtAjr0i2O0xjxQtAHarIVhc5SS/DVykfwTP7GsVFpQvWFpbSlZVfwXrc97FmdXSKuU+SknAK8F5qQZA5SoI6VhjukdWl2nv9+1gENw/nmuqXA9ZltBI64cVGHoP1ady0///MY+8uNLPnp+cbxTeMoSDMo6krWtLpwJfxVfRz8bpem5lZpySIXCT9Eb9o34ufn8viFoU78ZTwgVQ5LzEPlekUcQmu7FyczpG18fis52R+pClHHTPfkoz9rXnCyNCiAgH68m4VL8Hjhu/AA+7flKmUfxnvcViVPXktfoze21RGktMpjlDlMrsXpUN7rVJ0tP7NY9q5GjW6iuwdeHGz6rmc2KhqZfUK4CQzu0Ea3UJ9PMwDtr+Gt3YgnQg5J0O/AnfzxNOg0F1h98kTzYPyD7SRGKXcljtb9SgVP1KtwnATAcnE/y1SHICkvwNvNLNG42H095GO6Y6MWK+azOFtuILyFGBuGnspzY7JQ8BB8vpQ1UXuPknb4uUDnthwGlWxvn7nZI4rulWvNEmzbKRx8pi9zhrOAdyScrqlDEJJL8XdIMcDR+JK4URzehoeO7OymW0oaSNgBzP71CDnATySfv+PyVPU78KVuRwOwV16q0k6Ga/T1qhJtsp2vShxbLtmvoE3dV7WWmZXpt/5HsBaZvZJSasBq5hZ4wbLKpCdiV+7fou79+cF6GeMBw8enw28Cw+XWI0Rl+G41Badwi2JlRt6Fl5YO0vxomUcoQpkdmvs0hjrKLNAr9pXH6ifky+kYxbxPLnTzeIl6cdmtr08s6iflafRBSO5LVbFi7FtjJ8M5zfV5JOML+I35O8Pg8tQmQVDe8b+xsy2kDd4/SoeBHm6ma2dIeMm4GU2usLwz83s6U1N5ckS8OHKjJxO9s/YBIUUG8htbKpPN7TNcRfjJvLq2J8xs3Fr5PSRsz3u/lkVtzgti5cv+MF444aB5AJ60My+Ke91VhXY3RNXEGQZvc76uTkqV4r6ZIKNIeMC3GX79Zp7bj6XygDmcSQe5vA6PHblH3gdvUaKU03OE3GlXuS5s1cxs9vlSR/zYRkJHSrQx04dM9+SjK6ZxEfhGZUvSteb5YBfNLEu12R0zs6s5lw7pxbGwwMaL/yGCUnfxL+Lehzh7IkseCqQ2a3+oQUV1tSKqJbVB9LYtwIPm9l3u1r/6kw7i5eZbZ/+ds0seitesf1WM3s4XQSzLpx4bMTBePDfI7Rz8S0MvINajRL8xpITc9K3YCh+MWxKvyDId2eMJ429SNKoCsPJ/db04rWk1Xz3ZnZ+Gt+YnpXSLDxANafg3j/N7J+SkLSoeWuV9SYeNhobyVC7n/xWHfNIx3fe+WEZmW8a3Qaq4n68WvuZ4ww9HHi3vCDv4mb2C0kfNbM/Ah9LF6GcJrO3y4uXfi9t7wbcKc+i+8/Yw0axhJld3mOYzs1O6jwPG8kIPVrS2WR0iqjQSMbeT/rsm+j9b0//zgJutxQ7maysK+fMAz+250pSUtgOaXFsf0i3zDfonl35XHOX7dUwL8t94NmZdAjQL2zJ7JtA08I68w7cQl4p0b/GLcPjYgUyu3MXMuPQtvoAyQv0/rRZIosYmIaKlwrERiWqgNSN1NzD2PteJVx8R+ExSNXJ/Ia0r1GNkkSngqEwn5KwTc7YmoyfJtdFvwrDX2ko5lZ50kKVJLEnmenYjC4i+BhuGt4xY/xfktvhh8A5ku7FG25nIWktYH/md13skCHjc7j17eS060BJW1mt3+AELIYfj9PS9muAP+AFd7cxs4P6DUpuxi8lF85+8pjGv0raGy+AmNPrDDzr9mOM3KAvTvtmA7s2lPF3eSxUdXN+LR7/Muh5oJ4K1pKe3+SmpnJZfODHtG4Jfjzta2zloWUfO0n7AteZ2cU5FqFx6Jpd+e+krFXnxoo0V+grWmdn1jgmHdeP4JnES9Fcia3qhbXq35ss8zcn5fV9tacWA56Dhy9kLQDNQ2i+nB5tWFTSMcx/DcxJ2loG/81WyuQFeGmMpmWHWlUfqM216mpxpbpnEc8TOq0euDn7PNzF9+/0wa9M/1+aIedHtcc5uMLxq8y5CFcMPpq2V8MDGHNkXNNk3wQy5lTjcDdBtoxCx2ZhfGV0enq8C18l5MhYDnd1XpUeXwGWy5TxvCb7Gsp6Ad4HbpEWY69J38c2Sc4LgBdkyri2OqZpezben7Dp+N/groFqe6H025kN3NhQxub4DeTJwDfx6tdbtfw+nwAs1XLsU4Ff4vFEf8UTGNacgnkciivzP61dQ85qOPZAXPH9V/pbPa4B3pU5j7n9zrlMGdWxfQoe53YGbj2aaNwyuBV7e9w1d23vI3Mes3DrSnXt2Kd+3jYYvweu6PwFT265Ge8+kTOHd+KZmX+sHZdb25wjXR54dmZ1HX9auv5MeB1Nx+IH/a6X+L3pjBZzeR5+f/xffAF8a853ks7rd+CK37OrR+YczgA+nn7/T8WVsO9njP8oHubxGkaSFT7R4rtYFPdwfT893g0s2uoYD/qkKnhyfh94Zm17Qzwmqa287BMTt0x9Da9uDK40XJEp4ypg7dr2U4GrMmX8Ml08j8AzCg8DLhnQcdgBd7WA+89PxFdVL0oX8mM7yJ5dyc79TpvsG+c9f1vou7msgIxrgeVr28uTp3jdDCxT214GXxWDZ+VN5rmxSO3/ZwJX45bDP+GLpQ1byl0SeMJUzSN9p60uuDUZ+xf4fs/Bkwuq7R2BczNlzKec9Ns3zviVcMvffI8Wn2dxvIhs2+9jfVx5ehfw9BbjbwVW6HhMPgMsW9teDvhUpowrcavoqrgSeBre1qnJ2HWA7fvsFw0XWj3jfouXS1kJTwx6Ip6I1fizdPk+k4y5TfaNMXYWtUUirjwt02IOxe4LZtNb8bqhyb4MedknZnUzr9/AyF9xvhjvpXc+bkL9I7BNpowl04mxEF4G4oCcH0fH4/C06qLQ77O3+D6+g7tdlsR7Yv0FeF/DsVvicWa34SuT6nFIzjyAM/GK4l2/m8qttSVeJ25TYNNMGbvjCsIJuFL7B2C3jPFvTWOOTzJuxd3YSwJfaCjjnD43k583GLcf8ML0/yX18xoPvM1aHOCr1gNwt8dXq8cUzONntLSW1WQsQnfr8Nq4RfPP6Zy/BK++niOj9SKl5ANfwN0M/CFtb0JDK2LPeblRh9/aL/A4wi6f4+qu3ycj95X9gfen/+dmyji89hs5ArcOf7vF5+m0eEzX3v1w197y1SNTxqXA1rXt55Hn3ZrvmLT8LEXuC2Y2/WK8alzbx9/aOMBVo/sKzsJ/6E3jwyo6xxWYB7auS4caJWb2kLwH5XOA/8NvilmtIeR1Ul7D/L74cVNuzQMMqxTlVhWGe9jAvFzIHvgN7oP4CrBJJf5FcMvfQoxue/QAnsnSlOWAGyRdzui+lY1jsxLPxGP2XsToht+N4xvMs2nOZyRu5wNmdkfG+OMk/RQ/N8Bri/0t/f++MYb1soLN356rScDw0fhxO58CSRO4a2++rLMpmEeJCtZH0jG2M/3OtlCLmneStsNL6azak4CxNJkJCypQNw9foDyHVFHczOamGMmmc/gk3gru97W5ZP3W8N/6XHnhzbbHdXZKyPlXmtfiuJUlB8nLMeyBL5ygYQmGGvXYo8fw7LvGRUtrnCfvvvF9Rn8nTe+Ve6W/9WuNkdeZ5R14t5ll0va9+LFuyrmSXkP36gOl7gvTWvF6M35ADkzbFzLSH6sJJU7Mr+I+9ZUkfRq/uX80R0AKtt2PkZ5av5Z0tDWo8l6T8TY8gPNXuOXucEmfMLNvZkzlTDzO7Uoye1HZSJbV+/Af6qgKwzmygIVTpshOwBFm9m9JjX4sVq5HYtYxHIddgKea2aO5AyWtb55NWSWT/CX9fbKkJ2dc+MCDS2/Hg2zXkbSO5WU3/UcteleaB+i/J22WSJpolXU2CfM4Kz260LX/HDC6PlGVJDTRYinxN/wauAP+m694kMxsZutYNy/xbzO7vyfRKecmuSsespH9W6vxQ7pnZ56M3+iPT9tvpnlGd8VBwIeAH5jXl3wqHtfcGBtp9bM+/j3ePMGQsajq2m1WF09DhdYK9DU1s7l4MtDSafuBTBFV9YHHJP2TFtUHEqXuC9PX1ZgU104xAYXm0DWu4FS899426fEN4LRMGTdTcy3ifvibM2VcX+j7WBQ3929EizgY3P3yV9y6USlvv86U0co1Vnv9oU32NZDzQ2Cllt/jMenveX0ejZNAcAvKdfgq8TzgkZzxScbLcXfWt3AL85/wem05MnqTJg4jP2ni3Xj7pS5ui87zKPGgTGzn0cBJuJvxY+k4H5cpY6FJ+nxXZ77+ONw1fy3eMeJw4OiM8We0/a2l8bOB8wp99u2AL6ZH1u+k4Pf/inRenI+HsPwZ2G4K5rEEnuFZXc/WpU8M2gQyOsfNFfosRe4LZjb9CqhWyGsbfQEPnF1L0iZ4psK4Zr+xaqRUWF6tlG9ZTxucfvsmkHGjmW0w0b4JZFyCx7A8mrYXwes9NS46mlJ+Dzez65qOqY0dt7CoZVQY7iNbeHZTY/eH+hRe7LdvnPH92lxcm3NupDHn4wroFYw202ebptuicsVgW/WuLIk69AQs9P4l6yy16j/XI6Mq0ln9XQr4mZn9V4aMP9D/szT+TtW/bt4LzGzLDBlL4M3pX5p2/RwvNtzI+i5pM9xqfz0tf2vJdfxqa16moCiSvmJmB6l/z9vcz/JbXMG5JW2vDfzEzNYff+R8cpahQykHeVP7K/HuIxum43yJNShUXJPR73reuO2Q+tTH67evgZwi9wWY3q7GtjEBVY2Uqm1K3eWQq4WOKlCa4r1yq9heJWkLM/tNkvFc8muD3AJcJulM/DPsiMfAHQxgZk1qsGwNvCldiP/FiDm2yUn1qnGeMzw+oBXmK4PcIpm9rrE1aXBsJb0Dd/uuLakeL/gEvN5TLh9rMaZ3Tu/EkxfuS9tZrVQoUAw2Kb8vx92mn5C0uqTnWIN2LGPdRCoyldD34MHj2UpfoXlUYQ2t6iz1vF/n2E7cegkt6xMl6i6kxXD3+Lh9QvvQtW4ewCvN7MO48gWApF0YqT83ESfiZT5y4//q/AO4TtI5jI7hyanA3yXe7aT094tN328cHqyUrsStuBs5l2/iymxV4+4N+IKh6cJtbTPbTdLuAObFynMLZ7aKm1OhmnkT3BcuaSqnznRWvFrFBFiK/ZG0bY8W/QFJV+HB3OMi6UN4y5DFJT3AyAF9FDim4fwrng1cIqlq77M6cHO1qm6o+Pw+PSqqiuQ5BV63y3jtKKxcheFSfBivoH8Bfmz+C9i7wbjv4AH9n2X0efCg5RVRrJTwr+euMPvwdjP7WrVhHtj+dhpUj06UKAZ7JKkdC9466EHctdOkUGeJm0hFl56Anedh3qZnNnCCmbUqMizpRWb2qz5W4uz+c8CP07H9Au66NDxUoTE2fxLOV5RZub7Q7/9DzK9k9ds3Fg+bWb8uDTlU9ZlaY93i3b6AZ7m/wsw+0GUewBx5Us2p+HmxC3BFdd5lnGdrm1m9T+THJc3NmMejSVGqEtDWJjOGmPZxc/vg8XJPxq1u1X36ATzTsynF7gsV09nVeBxwLv5FvAaPDVrYzPZtOH4u8E5LAfWStgKOzDSBftbMPpQ59V4Za4z3vHULEs+dy9bAumZ2vDxDcykz+0PG+E5m6ZLIs+72xms2LQ7cZQ0DytPF4S9m9i9JL8TdhSdZLbOvoZwz8XpNjXtm9pFxHbBRsvxVCt21ZpbTDqqS9QK8jtfZlhGEXJnY6yZ/SdfY6ODwJnIWwcuPgFt4GrfFSuN/QMeegIXm0dolJenjZvYx9e9DZ9aw/1wfuYviyQdZc9LoTiCVm/AdOcdW/dtSzWO846OR7MpdgVNqTy2NZzg/p+/A+eV8GT8nzqJd9t2k0TTMQdKNeExmFe822qqQ8VnGOL9qohr3ObwUL+dzUdp+HvDFpm5kSdviMV4b4OU6nge8yczObzK+Jmc7XCkFOMdSk/uGY/c3s8Nz3m8MOVvgJaseTNtL43Hdl2XLmsaKV9eYgGfjZtRl8BP8XuAtuT9UdeijN0xI+hh+0V3PzJ6WXBenmdnzMmScgZulq9XIG4CNLSOeKK22vwl8x8zubfwBRst4G+4WegowF19xXmoN21QkpXwzvLTGT3EL4jPM7BWZ87gQeBbQOv1Ynsq9BlBvpXKbmb1n7FHzyVgOLxBcLxOScxG/DG9Nc0VSwFbEGxA3iplLMl6Inxd/xH9vqwF7NVWGk4y9+u23vCbGJeZxJn5cW7ukSqD5M6IvAo6yvIzoekxZ5Sb8otV60jWQcQx+Y60Up13wGnyXwvjHR9LGeCmfqgl7xYN4sHuja0DP56iwpr/5JGNd3KqxAe52rYQMJN5N3gLrrfjxvILRilfWZylFOj4n4fdJ8PvkXpbRm1Qtm8EPG/I+oJvWFsGz8K4xjWLNRsmaxorXZrjitSYjN5Smrrm6nGXSwDar18/icWZVH73d8ZtT0z56Q0NSNp6FZ1ZVVo2swEFJc3sthv32TSBjHdyUvBse63Y8fpNvfKKqY0B5zcLzfuARMzu86aq1R84L+u03L3vRVMYsXNmat9rDuwE0qo+mkfpGt1KrJZZ5Q9oDPx6b4krLa4GPmFlTN1ClUL++uqFLehpewiU3JrITJeZRSAF8Im4dritNn+jj+htPxqm4glLVMnw9nv21S1MZJZD0G7zA5WNpe2E8E7lxSQlJC1lGAs1kIOki/Jj8Dx639ma8dU9jt2uPpalSZL9hZndlyPiomX2y6esni2RdP9TM3qvMUg6avxzOKJos/CRdZGZba3TcHNC6HEQnxri/LXDB9ScD78UtLNnBlOopGKq8GjgVrwQ2Ma8ThKQTcdfWtFO8gEfNzJRqZim/qCTAI5K27jFLPzLBmFGYB4R+WF5raXvc+vV4uqAdZs186l0Dyv8tDwZ9IyOBw9ld6M3sAkkrMxILdXnOBTjJ+E9yq19EqsfTVOlKdK5vZGYnJ4XlxfhFbyczuylTzMJ1K4p54d1G36kKZhN2mUdtzInyuJXVcyxDPXwPrz1Yxc/sgVuMXpIhY0Mbnf18XnJXNaaEAoin9y+NF28GL2K8XMP3P9XMdgWuVp96fRMdW0l7mtm3lRKJ+oxvklhUsbh50oPMQzwO0RTEuw2D0gVgZo/Lw08aK1w1DsZDPb7UTzQN6oCZWfXeObHKk8mtkg5gpF7ofuTXAASmt+J1t5n9qMP41gVDe1iWkQvOMuO8rjgaXX1/PjJdH6dK+jqwrDx4+y1kBuoyusKw8O/lTZkykLQRvtp8BR7EfTJ+Y/gV7paYiK4B5W8G9gU+bWZ/kGfLfmuCMfMhaVdGKqZXhW3fZ2anZ8h4IT2uMUk5rrHr8XM0S+Hrw53Ar/FrxuKSNs10y8/R/J0mmmbvFssm7DgPACS9Cg/WXwRYSw1L2fSwSs8N9lOSdsuZB2UyoksogJ/DFafz8HP0+XirmCZ0PbbVArHEzflfycL8O0nvwusJLtVkYOFrcSfSZ3itmZ1aQNzVks7CkxzqbvVxg/PNbO/0t1USSh21jLkdy9pWm2Nu/N++eA3Aj+DH+lyaJW3NP7dp7Gp8Me7a623b0ShbQ9L1ZrZhxznsjl906hecD5rZKeMOHC1jC7xY4NPxC/lsGqYfj+XyqMhxfSR52+Ixc8ILjp6TM74mp22F4coVdB8eYHqG1WL2JH2/qbuwNqZVQHkJ5JXIt62sXPLYqF9aXuByJ9eYytQ36tuOJdNduShewmXrtOvXeDJLl0VPNiXmkY7Ji/CYzsotn3U9kQeDX45nnYG7b59jZu8de9R8Mm7Cy1GMyojGXVyNwi76zVvSdWb2zKbzSGOehFc5N9yy27it1VSjVHsxhRYciS9UPolfNz5fKbYTyKiuxc+jT7ybNUz6KoWkOWa22cSvnFBOpyQQ9enMghfGzYlDnEuLmFv1j/uryLp+lWY6K17fxqvG38Do2JWmJ0TrgqE9clZhtCsp64IjaQ7wOnxFsRnu3nqatciWlLSEmbVNt29NSXO/pKeaWSvzbVcKu7Tmu4Glleg1OTe1fjEEOXEFkm7AA/NH1TeyvDizm4FndlVc27rn+sR4zHuKFrEe8qzGp+Pfx825n0vSb8xsC43O8mx0TGqfRbi1pnIbzwb+kfNZVCAjuoQCmOTUk4wuyPVGqGX9K3XIqKzJuBG38P0Mb5rem03YuGSAysS7fQn4ppnd0HRMHxmfA/6OK4B1S1Wr8gcd5tE5DlEjMbfvw8NIWsXcdiUteo8CVjYvBrsRsIOZfSpX1nR2NW5uZlmFIHvoUjAUAEk74+1Xzkrby0raycx+mDMRM7tF0mzz2J3j5dkTjRUveUPV43Cz+OryTJR9zGy/nHl0oJi5f6qUrkRJlxbA2ZJ+Dnw3be+Gr9hy6HWN7UmeO6lEfaPO7krVOk2Q6Z4rGeMh7214NG69U5rLPmb2swwxN0h6PV7YcV28lE2jQoqF41X6rpotr3zJ2/FaR9X5NQt4SNI+NFRq001+c0aSjA6QtKVlJBlZ+/pXV078kgk5GvecPJWRek9W+5vTGaF1vFuNm4BjJC2EJxd91/KTvyq39Ttr+3I/y1iK7f14Nt+ZfZ7rpXMcIiMxt3vRIuZWXgHhYHzRt3f6za5n+RUIvoH3I/46gJldK+k7QLbiNZ0tXscDXzCz3INYje+7WmyySqzJ6JflkKWJy0sOvAQ4FrgDb2b8pkx31GX4SvWstq6PoBwaXWX51dTcWmb2g1xZdHCNqUB9o0Luyn7uuWyXVhq3EqPT/RsrGirQSkUdS9mUomaZFf59rIVb8LJrvHWcx7WMTjKajfdqzM726pE7UKuGpKPM7B0dZbwZj28bFe9mmWEfSdZ6eLzp7njnjG9YRkupEiTP0PqMFLJ9DfAHvB/wrWZ20ATjvw0cYaPjEN9pZm/MmMMGeHzVpWb2XXnM7a5mdmjD8Z3bFiU5V5jZ5j2W7qys/YrpbPHaApiba7GStLR57FGb9gm9zOqzL/c7fQPuZngX3gR4NUYCXRtjZrdpdBX/nMy3Ikh6Kt50eAv8hnAp8O4ptmJlk5SlQ4GV8PMq16V1KbCpRvp2dmmZ9C/gy8CXJS0PPCXzBl/duOrWg0ZZRTVKtGNp1WmiTrKafQmvRH0XXt/sJnpad01AiVYqXdvbFKFXaZUHE2dbuZPLZE1G13nLPWeXpUOSkfrXv8qJA1oR+ADz1+BqfJ53VbqSjOMl/QyPdwP4QG74CcxTXtdPj78D1wAHJ+vs6xqMXxhPdppXYxLvpJFVLBgPZH9e8sYg6Sh88bc1fj0Y6/2rRcHCzN+Z5bc5EzCzGyW9F1hf0jPxxUUjpStRom0RwN/TQq3K/H8tbijJZjorXi9vOe47uCvpSkZWixW5ptg5yaJQtXR5J5mm75qF7RHg4zlja9wmr7xv6Qd3IH5DaowKFA/Ev9uvATun7dfhbrbnjjmi/1y2Yv4bwUljDijP54FXWX7JhIpFkitqK/VpIJ5zU5M32t4B/y6uBO6SdImZvbvJeCuQVUQZd2Vr91yNT+IK5C/N7FmStsFdrzmUaKXStb3NpGBmVyWLQmMkfRO/uY6KlSVvsfBZ5s9qnLD1Wg9d+z2ejMczvRK3juwF3J05h86kG/pLaNHXtCbjf/B71K/w+oPV2EPl8ZZNOApXeqrWYm9I+97WdB6J5XB3aeXqXBJY3rzUxHgLwFLhGiXCA0q0LQK/vx+DK4B/xS1/udcfYBq7GocBea2rjzKSen0O8Ckze2jsUfPGFgvklrQCbml6CX5i/gI40PKKMZYoHtgvEDyrtYykbwFr4xXnK6ud2WDTsS+2jIr9fcZvjafl74q7+OqYZbSFqcza8mr8q5m3m5kwkFtlEx5KuCvr7jkx4p7LsWrMMbPN5NmizzKvcZZ7frVupaJC7W16ZHZxm9aP7Sy8wO0TzexlGTJu7InBaYU6JhkVeP8rzezZ9d9G5Roa8DyOIvU1NbOny7tG/CJnHsldeWq/+4ikZZrEe/X7XeT+VtKYt+LlE85nRKn+DL6gPsTM3tdARtfOGZ3CA1SobVFN3pL4vbG112w6W7ymnPTDyF3ZVRQL5DZvwbBHRzGtiwcmFxjAzyR9EK8NZLQLJt8Mv4lN5YpgTooL+CEtSpWYF5C9KCkKx3Wcy0LpprYrNddWA0rWN+rsrjTPth3lnmvBfZKWwutOnSzpLmoZWw3n0aXA5d/wxIYdGG3ZfhAPE2hMIbdp/dg+BvwEr3uXw6WSNrAWsbKavzr5X9LfJ0t6cubNtWt2YuVCuz1ZSP4GLD/O6yeL51rqawpg3tR+kRwBZjbm4qCJ0pV4XNLaZvZ7mBcGkh1+YmbHJdfpG/Dz8xd4Ta2H8EDzcdEYpWjIC3XoFB5gZudIuoqRtkUHWkbborEWrxopup5TpBcIxasVkr5iZgdJ+hH9rVVNMrUq3/As4PZq5Z9Mois3nEfJon2tiwcyv9t2n/o0yMjQxAO4n0RL33khlgYeZiR4GvLdL9VFq6vb9BO4degiM7siXUB/1+C9q8ybtu7ruqwSRRD7/VbuxxWZrze0fO2Iu+TfjS80lsG/n5x5PAWvm1dZNH+NX4j/MvYox8yuAa6RZzItRLfK9Z3dpiWOLd6H71JJd5Cf3V2vTj5fSxfybq6LMU6/xwZ8Sl64+T348V2aTGW4EP9O8VmVW2tF2sdFduF9eAbhrfjxWAP3YmShMfre0vzYdu6cQcvwAM1fQLW6p6wuafWMhUHxyvnhamyBpGeb2ZUq04tvDrBVdWKm1dHFTUzTKli0T9Lm+IpmWfymsDSeNTph8cCSpDiRTfDaQq0y6IaFIXGbtlY0Cs/jMGBFRpfWeAC/kC5tnoQwiHmcg8ciVp0I9gT2MLNtM2TMq1xvZmupReX6Qm7Tc4BdLFXwTi6d72W6Gm/BFajeOm852d2LM3+RzNxm3Z3rXw0DKtDXtOBcFsUL7IIHpGfHNal739szgHdYZqu0HhmtwgM0UkB1MdyTcg2uhG6El8OYsHH5ZLFAW7zk9a7+K23+Oq1oJ8TMrkx/5ylYlR/bMrq2JxaqrwbM7NGmpmlLKcqS3sHoi9bR+MWvEWmFtpt50cR/0GJlVJBDpuqNJb3fzD4/liWxhcI0DG7T43FFoypYuGfa11jRKMRWPYuJH2kkPbt1ocgWrNjjyjlB0kGZMg4BnoPHvWBmc+Up7jl0dpvin+W+aiO5tVbKlHG3pTqEHTgRV6Ird+HrcUvarhkyOtW/qi0w6srfwBcYVqavKdAu/k99knkS60hqk63ate9tlXjRuhRN2/CAylIv6fvAppaKpUvakBb3GUUB1e5IOhAvHlidiN+WdIyZHZ4h43zmzzi72Mz6+oTH4G5JO9hIEdYd8fThHDpdtKzWDHWqMW8svQawrpn9Uh6UPXtAb19dIHP73Y3FMLhNSygaJVgqmff/DCBpdUZc2YNs5XSPpD0ZsbztDuQ0hIYCpTEo4DbF43jq3+kaLeZxdXKd/ogW8YyJEkUyu/R7hOFZYGBmvyWzZEKdjvF/VXboSsBWeGFYAdvgWcS5ilfXvrclStF0ZT2rdagxs+slPb2FnGIFVBdYxQt4Kx4I+RCApENx33VjxQtYxsweSH7wkyxlnGXOY198xXsE/gO5DW8blEPXixa0bIZaGnmD7r3xwNi1gVXxVOIXT/Z7W2pzYi2KHY7BCsCNkqbSbVpC0ahWib2lRnJi1d6DJxzMSwkH9pNnCDX+vtWy7VCNt+C/8f/BlZRLyLfwdiqNkSzMP04r8v+Q8fl7+DD+nV6Af6f/RX7T3sXxc7NLPGOnZt0ptvRmvOxM2/pXw7LAKEHr+L/KOiTpF7i1/fa0vQpwQu5EzKwqDXRIur8sA5ydIaJEKZquXKvR3T/2AHLv0wBLmNnlPQuux9pMaEFWvMToLI/HYVRNrya0zTibh3nWyRbJ7YCZ/aOFjBJF+xbDb8j1oMmsC7Ck5wFzzeyhdLPfFDgsJ14Er5XyHOAyADP7XQv3SSfkldo/jK8060HxuZW4Dykwl0Xxgrpr9sylqXWks6Ih6WN4D7sN8CzV7YCLcHdSI8zsp0lJqVLAb67FAH2l4TzmxVaR2XYojZ+Nx6d0VXz3x8+Pf+FWlp+TsepNFub/qGFpgHHknC0PIK7ioA6yjGytJKN1WIH6F8k0/HfT2OKT4tu+Zl4NvEkbmn4UWWAMCf82s3skzZI0y8zOk/SVTBmr2UgCF8CdePHS1uTELtf4taTP0qEUTQHejBeTrSoJXIi7DHOJAqoFOB64TFLVwmUnvN9hDq0yzur03lg1kqKa5XZIilbbi1bXNPuKo4CNU+zce/A2SCcBfZMQxuBfKc4NAHm/skHHSJ2Mm5Q7mcdbXqh6ORPP/ruSFkX/ktLbVdF4LbAx3gbmzZJWZmT1mDOXf+EBrm05hA6xVUnhWUPSItYty2p966lc34J/ANfJA+TrFubcOMKtGKlODpDVf07dki+KFckEzpX0GuD7LWMiS1gyh4US8X/nav4+sb8sOMemdC5F03XxmRZ4/5MeXehXQLVVGacFOqtR0rOpXXDM7OopmMPZjNxY51ngzOxLA57H8fQPKM8p9ll1kf9v4K/m5RSuMrPetN7xZHweuA93t+6PZ0vdmG50A0HSRWbWOuatGi/pQfqk2Vvz1kOoZc9NFUwUkHS5mT0nBQ1vg9fQucky+huWQNJvzGwLje6VNmEx2R4ZJwFPx1fgdYUnp6DseXjs3unAKWZ2fdOxNRl79duf4+bW/M2pdweusIzm1CqQ5VmC9FtZEnfd/JOM30qyZJ5kZl1rGXZG0ha4Avh03DI7G3hoos8hSZXCmdzv1XdQxf+dbBkFsZOcVzOSPHahZfaJHRaG5R5Zm08UUO3IXNxUuBB4wK/lVY7urKzgvffatj8qSX2lvBje9udvmTIelPQh/OL9/BS70biLfOKDePzddXg9sJ/ilrNB8rEUE3Au7Qqobp3+lqj/comkZ9aDQxtSMlFgTgqw/QZ+8fsHzesrlaRE26Hfp8csRurzZK0+zWwbSU/CQwy+LmlpXAHLcTeWiCN8BaObU58IXA00VrwYktgoM3uCvBDzutTiCBuOLWXJLMEReKu00/Cs5jcCT2sw7gBJt5tZb8X61udJul4NNEa3H/KCts9gdHxojkdnWO6RAFiDzjQTscBZvCRtaWaXStofb5FzJyPxXZa5eq43s56nrGRaE44BDm9xY+2V06o0xjjyZuEu1K0yxjwJTyW/wsx+Lc9ce2FmEPaUI+nbeCzSqP51mQp1qbncCKyDm7VzC1zW5SydxjVapUl6Ur84QUlr4nW3soJTS8T/qUzboV2sp6ZSv30Z8p4JvB8vx9K4QrkK9EaVJ/K80Mz+L20vD5yfeQ07Fw+7qMdGvdnMJj2ZpWce/Qp1XtJ0HiUsmSXQSH22euuieRbaccYthIeuXI9nzXW1lLeyvJVGXtpoCdxSfiwetnC5mb01Q0aRe2SSNQtYyswe6Cqr0zwWQMWr6pF4C57VWCwAs6Wy0vnGqvlLY+wMZJXG6CNzPbwf1jptZbR83369K6sK558qebzGmcPNZpZTq2bSkJcImI+mCos8UeB43Loj3I37Fku16MYZtxceT3UAHt/Vbw45LWGuTXI2wrOrjgV2NbOc+L/O9HN9t3CHPx2PmXkNHsB9CnCGZRSJVJneqLvjGc31bOYPmtkp4w4cLWMN/Aa9JSOxUQfkWP5LoO6FOj/Wb7+Vqe7fGEkX4j1zjwXuwD0qb7KGhXElLZazkBhHzhz6WN7MLKeLSGcqBbT2dyngZ2b2XxMOHpHR6R4pL/mwL25guQIvvXSYmX0h8+MUY0F0NT4l/b2NkY7rpVgXr5+Sw3YF3rdzaYw+8Uh3AB/ImcQYq6x/mNkyGWJ+hv9AvpO2X4evmO7Ab9iv6j+sKJeoZf+60pjZn+Q11tY1z15dkeatnAC+CexnZr8GSLKOxxWg8d73RHkbmT3xXmvzvYS8ljCPmZnJ69QdYR7/12jVqzFac9XmOmHygEYaXK+q0X0BlyY/JfybeD/Sl5lZrju+onVv1Aoz+668lmBVmDY7m9nKJF+UoFOhzkErWOPwBvy69y68RttquILeiPQd9Osx+aCZ/bvP/vFk3SJptpk9Dhwv7x85UMULr1UH8LCkJ+MLlVUyZXS9R25gXvZpD/z+8kE8ZCJb8VL3sjrAgql4VV/SrcD5kn7C6DienCDbSlmpepNlKysFbqxQoDRGoXiktvENdV7SY324TiNB+1m97DqwBTBXUif3XgnSSn4zvPXH8XjM3LcZSQqZiMcrpQvAzC6S1EjRMLOfJyvuLWZ2cd7M56NL/N8X099X40HtVUbl7nioQBOKNbi2Mq1GuvRGrc/ldty91ooUF3agjW479KUpcKt3KtQ5hnKe2wu0MzVL9CNAW2XwKlxhuxe/9iwL3CHpTuDtE1mrEw/LO6DMlScs3Y7HNQ6aH6fj+gX8cxkeK9qYAvfIheUtqHbCF33/lpTt6lOBsjrzZC1orsaKITJNz7uxmtnT0qrgNDNremNF3j19L6BeGuMEM/tKhoxze+Mp+u2bQEar+IYeGdfgF5fL0/bmwLFmtnGurLZ0de/V5Lwar9q8En4BbROrMRdPyb7KMjL5NNIg9o14kczv4he93XDrQuPuCiW+dxWI/6vOr4n2TSBj4VzLwWSg+XujLgN83gbfG3W+Yzuo39k4c3oBqVCnNQyW1xT3Ah0jRGIemaEj3wBON7Ofp+2X4laz43EX2XPHG5/GrIEvShbBFxbLAF8zrxs5JcjLQixmmbXrut4jJR2AG0SuAV6J1zP7do67M8m5jpGyOhsrldWxFhnAC6ziVSFpCTN7uMP4jZi/vkhO0dG5tLix9pHTqjSGpMVwV955uDZfWcqWxi98jUsGdI1vSDI2x105S6W5PAC8DQ90f6WZndpUVi5jmPjnYSmIOUPeLcCrrGWvtiSjKuVQWf2WBC5toHidN87TZmY5dXS+iLuu29ZYKoKkm/Bz4Na0vRbwUzNr3P5DHuR/CCPFcStluHFQe0mUmfQwCe9/Da4A35u2lwcuMLNnTsV82qLU97PfPkk3mFmTdjtd3r/vYq0iZ9Em6bre778WIzXXzDZpIONAMztson3TgVL3yB6ZC1nqbZwxplhZnQXR1QiApC3xgqlLAavLswL3MbP9MmR8E4+VGZX9Rl4K76NmZpXpM91Y2zCXdqUx9gEOwvuCXcmI4vUA7jrMoVN8A4CZXQE8U9Iyabu+Opo0pStxJSOu49UZber/M97mJoc7uyhdiVMlfR1YVt5O6S00MNVbahBbiH2Ag/HegI/QznJXIv7v3Xh4wK1pDmuQ3yLnuCRnVE2gtqhllpRGJz0g6X4aJD2MISu7mXKNLwGXSqqyOncBPp07hyFgSnuB5lrDJ+B2SR/A4wjBrXd3yuuVNS3ovBfQq2S9qc++6UCne2SyTH0GeLKZbSdpAzyZJLdgerGyOgusxUvSZXhq61k1LTqrWKWkG210c9g283gvHpS/LZ5e/hbgO9YgI1FlS2Ps3+Q9B4G6133p+v7fAH5gZj9N29sBO5nZPplyDsNjkn5I+wbESNqWWgkFMzsnZ/wwoEJZVsldUa0wf2teDT9n/GVNXDUTyOicJSXP8nynjU56ODLzN9u3mXKudSfdiCoL6K9sCJJKcpH0Cryn66heoHiXg7fnhF1MNZJWwK/nVRHni/F4sfvxPqW3jDN2d9ylvzXehaDiCcB/ckJHhoUu98g0/mf4IufDyUW4EO4unNCqq8JldeaNX5AVLzN7rkZXwb4m0y12HB6I2ulC1fbGqsKlMdQyY6M2j75xDpk3k851X7oyhql/vn0N5BzfZ7fZFNQD64KkqoL2Wmb2SUmrAatYisNrKKNz/F8J5NXeZ+NW6Va94yp3jzxLalNSllTmeT7fZ1d+WYtrcIVpVDPlQf5WhokepbzeC3RaIukJ+PWicf/e5PJcC1dQPlh76kHg2lz3WldUpn9vp8VnzeVcv9c3ddkWLatTscC6GoHbJG0FmDzj4UBGqn035STcTH8HHbLf0knUxopRrDSGumVsVM1HS/Ru28pG6r58XNKX8BTgQfI3SR9hdDf77LIBVqb/5TBwJO7ieBEeCP4P4GuMlDFowrBkWVXWrnpAfm5pjBJZUhckF3I96eF8paSIhhfzEs2UZxLr4tm/i+E9Y1ul+ndF0uK4ZermluOfiV93l0/bfwf2sgatqZJC8yfclTYMlOjf2+UeCfCQpCcy0tx6CxreL618WR1gwVa89sX93aviqdy/wJtg5nAcHteU3UxZZfr5FSuNQYdGyOYp7eA30turlWa6AK2cMQcoU/elK7vjpv4qS/TCtC8LSU/DLzwrm9mG8kSMHSyjtUxX5NXe34PfCN4ur5i+npnlNFN+rnlg/9UAZnZvUqJy6Bz/V4JCsW9fB/6IZ0ldmKwMuZWwq9Vzb3b1s2h+Mb9P3Zspzwg6LhxLzuNVePmTRYC1JG0CfMIa1Jqr8XXgYDM7L8l8Id6cOacwd+eM6kK0rt9XkIPxkitrS7oYz359bdPBVrasDrAAuxpLIOlSK1PTp+s8OpfGUIGMjRTHs5WlFPB0c77YerKNJpDxUTwI+8W4VcXwchIfbSpjWJB0AfA+vI5QqzjCAnM4BQ8EfWNS/pbAW7FskiHjMvyif0VSwFYEfjFoN2Gay3L09PMzswszZRSPIVSLLKmuqFAz5ZmACqb6d5zHlbjSfH7tN58VptAv5KVFGEznjOoSpGvg2XhnhufjsYjX5IZtFJjHQrg1VLgbOrukTMnQiAXW4pXcHZ/CLSxn49mJ7zazRlaexNXyQNsf0TJ4Opk9b7CUTp78+huY2WVNZVQKlrqVxiiRsbGQ1erumNmjuZYRM/tk+vcMST+mRd2XriTF4v3Mf3PONSkvYWaXe4jUPHJTmLv29FvbzHaTB91iZg+rZ0IN+Cpu/VtJ0qfx1eJHmgwsHP/Xr5/fpWSY+seKIWw6viZnPuUN77U3MKxAM2UNSU+/AjxiZv+R9Ji8RMdduFV10PzbzO7v+YnlWjduTQvQb6XtPXGvRg4lMqpLsBse7P9WM7tDnm06Fa16nsNI2adNW7qhz5X3Z+5cVmeBVbyAl5rZ+yXtjLsNXo2b7HMUr8VxheultX255SSOwgMOKx7qs29cVKA0Ru21R0s6m3YZG3dL2sHMzkrz2hH4e44Aecr0K6nVRks/kkE2uz0Z77+3Pe6S3gu4u4Wcv0tam5HYgtfisU05HM9IT79tSD39MsY/mly+1RzWprZIaIKZnZxW8i/GV4w7ZVzUS8b/HchIP79tlPr5ZcroHENYSnlrS58wBdX/ZipNJbpNDAPFUv07coOk1wOz06LpALz/ZQ5vwbMYq/vIr9O+HOYka/cP6ZBR3RXzjMAv17b/TKb7t+viU9K3gLXxxVpVQsZy50GBsjrz5rSguhorl4+kY/EqwWfnmnMLzWO+7AplFodTh9IYktY374vWV9HLydhIN/WT8fR24UH/b7Rx0p/7yPgp7j4ZFTeX4zbtiqQrzezZGp2BN1+BxgZynspIbMa9eJPXPSyvmGI1l3nuimpfw/Hb4tapDfA4xufhRW3PbzB2afMeZ30Ly1pGQVl5sdP54v/M7I8ZMqrspLl43Nm/lFkcUyPZzL/BF1v34Bbnxs3gVaDx77CgIck2LYk6pvp3fO8lgA9Ty8ADPmkDzrDUkGRUj2FRzarfp44N5eWFlzfoaqUqyYJs8fqxpN/irsZ3JPfSVKQf3ypvaXBU2t6PfLMyZnZbj3m7aXHIg/EilF/qJ5YMN455O4ot0o0Iy0iDrvGUHKVzkqj8/7cnl9LfSBlGOZhXWH9JisWZZe2qk3fq6Wdm50i6CnfLCe/L19QK+R3cUlUvLFv/m1Pt/TRGBwc/nvblKLOd+vklOveOo0ACiDwr8h143AvABcDRubEnacG0Nf45LrKGHStqDEu2aTFylPlJeO+HccXrw7ljVaAZfO21w5JRXcKi2rWh/PV4PcVcb8MoUohGp7I682QNkRI4cNJK/n4zezytVJa2PsXSJnkOK+ExNC/Cf3TnAgeZ2V0ZMk7HzblH4OnyBwKbmdnrys943HksimeqrcnoFkqNY18kHQqca2a/KD7B5nPYHjfvr4av1pYGPl65UAc8l96efksDX7AJevqNZcGsyLFklmAMy+6EFmaNEbeoFv38+sho2zuucwJIsrQvzEhs1hvwhuZvy5Dx33il+cp9tBPew65x1qw8I/OuNJeqp9+ROVbqoIzSlM7pMTGzCzLm8xT8HJ3XRg5fdP2lqYwSlLCoSroEX1ycDvwKX3x+zszWazj+PGATPByg7nbNyTRF0lGksjpm9nR5os8vcj0hsAAqXpJeZGa/kqfbzsegfeAlkFc6PgzvkyjcpXSgZWQ3SXonnhF1X9peDtjdzI7MkHE2Xh9lVDsWM+tnTRtLxs54nN0s3PI0VWnQU06KdzvUzN7bYmzVq3ExfKV5Df5dbgTMscxsXEmrMtLfEMjLJpR0DnB4T/zfATZBJe1k5VvCzD5fwuVZmg7KW4nMtZuBjXvct3Ob3pCCctSUplfj1pUqVnh3PND93ZnyFmHEMpSdhZd+b99hdID+Hjb4LM9S/XuzF5+18X0V2hxFNsmp+uXOUxzbhictiIrXx83sYyV84CUsPMPCGBaJ3JVJ51IJkv4A7AhcN0w++alC0m/MbIsO478PfMzMrkvbGwKHmFnjOjbJCrkbcCO14NScFWOX+D9J++D99vq5FswG1OC65KItuX93Se75Kh7wdMurXH8esHNtsbQsnnE1YXiAxsgyrRgCd3828rZL65rZ8Sl0ZCkz+8OA5zDHzDabaN8EMl6IW0L/iP9WVsMLqOYsdPpdzxtVay9JV4tql8Vnj5yVGQlruDzHo1STUayszgIX42VmH0t/S/jAz2TEwpOVKVYSlSmNMTv50Kvst9l4MGQOl0h6ZnWTb8ltwPUzRelSyzZMNa6WdBYeIzGvfEDGTX69+vEws+slPT3j/cFdWOtZZl/EOtYh/s/Mvp7OzX6LpUHyAtzV8ao+z+VmM78POE+jG37nXpPux7Pozknvvy1wuaSvApjZAeOMLZFlOjTIaxluhtdqOh6/0X+bEVfboFhS0lPN4zurpJKsps54vO1LLVW+lxdi/i7QKKEmcY+8Rc930/bueCziQLGRRKJH8EzN3PGPJ4W6NZJ2xWM6z8d/a4dLep+ZnZ4pqnVZnfnmNEPub42RdPB4z1tG2YISFp4SaKR33M74BfVg4MJMc+4X8Iv/19OufYDbzOw9GTJuBNbBs/datVCSdAIetP0z2lfhHwo0RjXtTGtTJ8uspO/iClu9/dFSZta4Er+8yewuOcpSHxkl4v/6WYPuB/5kDYuXqlDvuBKk76RyC96cq9jK+8iNiZm1qu01HZFnuj4LuKrmBsrKDi80j5fjmcx1hXpvy4hZ7Tfv3M+SLE2H462DDC9pcYB5OYdJR2Xr9x2Fd5hptfiU9zTdtrJyJUvVL1u5CL2ETVVW51xrWSttgbN44V3awS94m+OtBMBXsbnZCZ0tPIXcldW4V+LBtfcru0YmH8CVrXek7XNwv3wO2+W+aR/+kB6LkG9xK0JBF3LrNky19+xqmX0zfkyreloXMpJB25SH8ay3cxmtDI9nUemlhHX4SFxRuha/8D0Tz1haRtI7Gt7cOveOk/QZ4PM2Oh7yPWbWePVbi6m8tpIh6a2WEVO5IClWDXjUzEypZ6Y8k3jgmJclWpeRZt2/bWEpniNPvqgvluZkzuNPQFbweGFK1u9bDLfW1V3oORbmWT2uxXvIyNzV6LI6dzFiRUTS8tYixnSBs3hVpKC/V9roivE/MbPnjz9ylIwSFp4SAemfw91Bj+AVepcFfmxmzx1n2KQwDHEWXSlxTJKcEm2Yjqf/inFg9XjGsqzk3PgLxf99H/iomd2QtjfAq8W/H49t2qSBjCpA9r+Bv5r3jrsqM7bq6t64jhYySsRUdu1qMGOQ9F68ldS2+HfyFuA7Znb4lE6sBWnh9048kw88I/HIHAVO0ol4gtV9aXs54EuDvG6k9+1cv6/AHL6Ah99UCtNuwLVm9oGG439sZtvL44/7FSzO/r0tiBavipXxgN2KR8lv6FzCwvMUM3t5FwFm9sEU51WVxngID1BvTHLBHMJI5lr2SdUlzkLSV8zsII2Rlm2Zqb8d6XxMEiWqadebWS8G7IzXFRsYZnZiumCuXsWdtKBE/N/TKqUrzetGeQHgWzMsvA9K+hCe5fV8eY20hTPnMVvSotWNMH03i7aQ0TWmsmtXA9J7dz22U46ZfVFeLPgB/Prz32Z2zhRPqxXpvPoytYrvLdioUrqSzHslTUVR3M71+7ouPs3sffJWP9V96Bgz+0HT9zez7dPftZqOmYgFWfE6CQ9ErQ7ATsAJOQLM7E/9LDyZ82h9Q1KfLKueG1BOsO9xeNbJKCtPJjuT4iwAzOxvyZLYhCrt+Yst37skXY7JkyzVgrMCbZjM7Iwe+d8FLsqdVxckvQo/LosAa0naBPhEpjK8NfCmtGpsZR3GA8mPAr6XtncDbkwWgqbp9iV6x52M922r4u/eTH6vxLOBUyTVYyrPzpTRtbBkqWM7FCRFa1oqW1A2LgqYJWk5M7s3yV6eqbnfd+7fS4HFZ7qOnjHhCydAHcvqzJOzoLoaYV6wbtXm40LLrPpct/CY2dPkVaxPM7PGmTRd3JUqWxrjsq6uyZprrXLnLAlcmnnBmHI6HpO9cHfvAXh813xYh+KlktbDXeKNW9x0Jd3MXwScb5ktqWoy1ui33/LaJy2Od3aoXDAX43Ff/8RrfbUO/s9F0nZ4kC3AOWb288zxs3Bla54MvAhr40WPOhaWTDL6Hdt57amGHY30q+yLDbj+nzokb0haxcxuL/RbeSPw/3DrEnih3U+b2bfGHlUetazfN4HMWXiS0lYTvK63p+m8p2hRG1IFyurMk7UgK15dUYFMmhI/shKkOLHZuJWsHkCd06txRsRZdD0mkl6GF1F8U38xE9dZqsnqvWjcAXyo1xI2zvin4aULeldpOXP4jZltodGFA7MzxvpZhy0z/i+tltfDv5M2hSU7944bFtSxsGSSUeTYTjWSPokX5/wWfmPdA2/n0tj6V2ge1+ILro1wD8qxwK5mlpO8sSTwiJn9J/1+18d7geae6xswEpD+KzO7MWd8CVSgf28fmQNffKb3vRl34XYuHbUguxpL0DmTpou7UgVLY+CthsAtePNEkNercUbEWXR1IZvZz9Oq7BYzu7jjXJq6asfiNOBoPM6srQv5Bkmvx+OS1sWteZfkCFCBOkvqU1hS0l6Zpv7OveOSa/9QYKU0j8Yr6FLupBQTtpt5Ycl/kF8DrKLzsR0SdrDR5QGOkpcRGKjiBTyW7gk7AkeYJ2+8NVPGhcB/KbWkAa7ALS175AhJitbAla2eOXTu3zvG4rNRYHwavwVwg41OpNvAzC7LnMqt+HUrFK8p5tQUo7GspLfjFp6shrsdb0jFSmOY2TY5rx9HTpE4C43Ro28QlFAS0mr1CNwi2mUu5/aa5fvtG4fHzCy3fEQv++NNf/+FZwb9HLew5NAl/q+iRGFJzOwWSbOTW+94SVcDH8oQ8XngVdauhk+RNHsrUFgyUeLYDgMPSdoDj/8zvGDoQ+MPmRRKJG/IzB5OCtuR5u2y5pae6CBQT2kepRhkyyjNU2DxeRTu8q14qM++JpQoqwOE4tWJQhae1jckM/s4zCuNsWlNoz8E+EnOJOQ1pj4DPNnMtktm6i3N7LgGY4v50iVthZvnlwJWl9db2sdGAtUHQQklATwA+zV4qYMsn76kxYAlgBXSyrfKmlgaLybYlB9J2g+vuFy/WDSuPZMU4A+nR1tK1Fla2GqZd2b2v5Jyb2oPJ3flXHkm8O3kZwLe2VLpwsxuT39LhBJ07WpQ6tgOA6/H+9Uehl+DLk77Bk2J5A1J2hK3cFXWstkF5zhIOtfvK7D4VP36mxbFbXSfsxgxbnQiFK+OFLDwlLghlSiNcQJu3akuwP8LnIJnO46LmW2d/nZdmYCnxr+MdIKb2TWSGtdWK0SpYoz74F0EHpf0CHmK6D7AQXhsxJWMKF4P4O6yplQ1uN5X22d4d4BGqH+Jj/vxoo5ft1SjZwI6W4cpUFgSeAN+E3sXnsW7Gr4iz53HKcAPGa3M5vRqbO2urNG6sOQYx3REyDTLajSvC5VVQmeS5nEHtTIQ5pXic1qEgf/uPwT8wMxukPfxPK/YJAdL69I8BReft0o6gJHC0fvhbsMsrExZHSCC66ecEgHpkj4M7IpbNcBLY5xiZp/NkHGFmW3eE2Sb1VS1hC9dKbtSBTrAt6XEMSk4l/2n4n175nAYsCKjCxA+gN+4lzazNzSUsy3wUvwC+vNc67AKFJYsgcpkEd9Ce3dlZyRVwd6vxhNBKmV2d9yi9+6pmNd0RwWTN6Yy3KIUko7BsxrblOY5kJHF518Zvfj8hpk1WoBKWgnvs/gi/Jp1LnCQZTbKVq30ipmtpQ6lV0LxGgK63pCSjK6lMc7HV/7nmJeC2ALvCp+TjXM17vKsLEWzgDmWV9H7dHzFeAQe8H8gsJmZva7xhylAoWNSZVetZWaflLQanmmVFX+nDo22kyvuHUBlNTwft1I1zpCqlPJ++yTdYGbPaCprqigV1F5wPhdbRtmZMWQ8DV/Fr2xmG0raCA8y/1SGjDlmttlE+4JmSJpDn+QNM2scQ5jcjMfhWb9TFW5RBJXp7jLli880j85ldebJCsUrgHmK2+HAhnj/uxWB11pGwc9+FjLll9dYAY/TeAn+I/0F3vrinqYyhgV5sc//AC8ys6cnc/kvepWYCWRkN9qWtAN+cXggueYWZqTA5xuAx83sbRlzuAl4WXKbkOJWfp4+0zzL5BhjO8f/jaUsVTQ5v1S2RlIJhecw3NL0Q9q7Ky/AXchfb3sjSMf2lWZ2a9peC/ipmT29qYxghEpprV/3JvqN9JFxGd7n9ayuN/ippsTvLcnpsvhcDI+Ve0bP+Kz2SSpYeiVivDqgGdQrzcyuSu6H9fCbYnaNJAr40s3s72SmTQ8xz03Ww6thXtuO3KrNbRpt/xY/BnsAm/e4aX8lT7PP4T3ARZJ+j58bawH7pdi3cSu2W5n4v86Ndi0FteOB9PP1jssU9w2SwpNkXyvpO0BjxQuPU3kYt6rOmyZ53SaWMLPLNbpbxWMZ48Hj3M6XdCt+bNcA9s6UMeWoXGP7rpRI3sDMbus5rm1LwUwpVqC7y1iLT5rHzn0Lvya+DO/tugde/y6XYqVXQvHqRpFeacOApHcCJ9tIA+LlJO1uZkdmiNkX96V/hBFfeqOLuKTDGd+qkZ2yOwT8W15vqXK9rohbwHKoCik+Jmlp4C48IHxMzLP93ps2H5e0tnk9HeSBulkXcTP7abrQVM29b7aRgPqvNJHRJf6vvjpOimdlMbw8N06DAr3jKKDwmFnbult1/i4vUFmdX6/Fb/Q58zi759j+dtAxc4XonD1XiBLJG7fJs7sthQocSDtFYcpRgdI8tFt81lnHzHaRtKN5gPx38PjQXIqVXgnFqxude6WVQNL+wLct9eVqydvN7GvVRrLOvB1vydKIdBNsG4tVZac9D1/ZnJK2d2GKiwB24Kt4wsNKkj6NX0A+kimjVaPtmoXnfcB5PRaNNjf9ZzNiTdhYUmNTf6JzLR1Ju+Kp+efjn+VwSe8zs9Mz5lGid1xnhUfSibgL/b60vRzwpUz3xzuBY4D1Jf0Vj6PJthYnRSvXCjpslGps34naIuER4OMtxeyLh1usigeV/wI/1tOREqV5shefPVSem/uSy/IOPJs4CytYeiUUr278Sx5A/jtJ78J/JLlm1BLuypWBKyRdBXwTj7/JDd6bnRTI6mYyG8/KGQhmdmJ633cAW5vZY2n7aNqtTlpTyoVsZicnRfzFuKKwk2VmsVnHRttpYbAuvuIEt1ZlWQQkfQtYG5hLrUcZeWnyJWrpfBh3nd6V5rUi8Eu8V2FT7pa0g43uHff3zHn0U3j2zJSxUaV0wbyFTm6xXTOzlySX7ywzezDFaC2ItG5sXwIVTN6YYeEWJUrztFp81jgmLWw+ipcpWooWxhGVKavjsvLvz0GFyvRKu4gRd+WrSO5Ky+wxJvd7vDSN3ww4FTiucjE1GP8F3Bry9bRrH+A2M3tPzjy6Iu+HtaWlAp/pB/Mby2j8W2AOnY6JpKXNA9uX7/e8NSheKml9M/utPOmhn4xxe2hKepGZ/UpeL6rf+Jwg7ptwt2Dri4Wk7+OWqnr83zZmtlOGjFHNm9Oi5xrLaOisgr3j6gpPi7HXAC+srNTpXLkg87NcZT0Zw5KuNLOsSv4zARXInuv4/iWTN1YE3s788WpZweDDgAqX5pG0JpmLz1KoUFkdCItXa1SuV1oRd2VaVdyBm1EfA5YDTpd0jpm9v4GID+DK1jvS9jl4BflB8zm8Ivd5+MXz+cAhA55D12PyHTwg/Er8R6mev00sZwfj8XFf6vNckx6aLwB+hSuO/cbnBHFfj2fgZbnTemgd/1fjbEk/Z/SF76c5AqxD7zhJe5rZt9XTI1UjbVByeqN+CbhU0mlpexfg0w3nsT6eobVMj2K9NDULbUNZzwPmmtlDkvbEXb+H5SgKQ8J2U/nmhZM3zsSt/L9kmgbVV1iH7i7jLT4lbdpg8VmylzHAVjY6I/1HqpXVyREUFq8OKKWXdpRxCV4Q8nT8RvlX4HM5Fh55obk34i6TY4Efmtm/Kzeoma3dZY4Z8yiSWSTpSYw07b7MvBr0wChxTGYSSQneBO//WS99MPDq5vIWTFVg7q/N7Afjvb7P+NbnqKR9zOzrKWB4Piy18MqYywaMKNC/Mm9q3GTcjniR5B0Y3cLkQeB7ZtY400rStXjg8kZ494pjgV0to37fsCCvd1XVMvy1mQ08bk1ex2urKo4wxQ9ebHklZLIKV89UJB1jZnun608vZmbjLj7H+p3WBOT+XluX1ZlPVihe7ZHXaVqVDr3SCrkrPw58s98qVdLTx4srKhmbkGKQqsyieSs1M+tntRlaShyTmqxVcRdu/SZ/Ycb4Ktv0vrS9HNA421TSZ4DP94x/j5k1DvLXSJXzUZjZBU1lDAvDdI6qT5q9mf0hY/yWZpYT69JPxlXmJU/+G/irmR3Xz4U5jEjaqHI5pcXn2xmx5O4MHNPWpdVhTv1qGWZ13pD0KeASM8uy5g4TKti/d1iQ9ArgaGBUWR08hOLtZvaVxrJC8WqPOrYOSe7KQ5O7ckooHJswLYv81Sl5TCQdirvDbqQWlJ5jKRrjQt54ddXvtdPlxtqLCvQ3LHGOqmVGoqQNzez69P+8NHsze5qkJwOnWcdq9rnIi7CejYdKPB/PGMuKm5sqJL0UeKmZvTdZ7rY0s4fSc0sClw4qxqs2p3PwFjn15I0DrHlDZ5KysiRuXf4301hZKUGBxWfngsc1WYvSv6xOFhHj1QHrWIvHzB5Pq94po4pNKBTTMaWZRSUofEx2wm+sXeoKdc02nS1p0WoOKeZk0SYDh3DV+nm69zcscY62zUhcPcWJfZAyafYl2A14PfBWM7sjuU++MAXzyMbMfiGpKhUgRsdDPZ72DZp9gZMlHUEteSNHgHUrNjxUqED/XrqXOipR8Liia1kdIBSvTiSLVz/3XE72ydWSzqKDu7ILfW6q854i/+a6NfAmSZ0yi4YgVqPUMbkVLxjYRfE6GzhFUj3b9OyM8ScD59ass29mgmrzFVam6jxQLP7vzo5KF5Q5R2dJWs5GZyROeC01L0RbKQcl0uw7Yx4/+eXa9p/JKxMypZhZFf9zPHCZpCrmbye83+Gg59MleaNTJvOQ0rl+H90XnyU6PKAyZXWAULy68uPa/4vhq9i/ZcpYDLiH0VlquVlnrSm8uuqcWdQnVuPbKchykLEapY7Jw3jrkHMZHZSeU4W/U7apmR0qL13wkrTrk2b284z3L0WJyuJzJJ1Ch/6GlMl+a52RWPvuT03K9LJp9f4WMrOISyizySJxOPB0/GY2G/iHmS2TM5epxsy+LOl8XLEGeLOZXT3oefQeE41kvDY5Jl0zmYeREvX7ui4+Oxc8TmxGx7I6FRHjVRB5FuFFZrbVhC8u+76dY18KzqVrwPBQxGqUQNJe/fZbKhY7oDmsRZ/0djP746DmkN63RGxVp5jKmpxO52iS0SojsUfGtnjtPeHZUY3S7GvjOycKyLPwXodbdzfD3WJPM7MP5cxlqlCBmnmF51PimMwys//07FusbTzRVKIy9ftm4cpWFSd3DnCsmTUqtSFvk3YM3irsXlKHh9zwmrTQOsBGSoe0JhSvgkhaD/iJma2TMaazu1LSLXSPfelMiYBheXbl5jVFYTHgikEG+xZyIVeyFgdWN7ObW87leXgdsyozslKqG1XRV4H09hJIOgYPOp7S+L8hCmo/1Mw+MNG+CWSUUGbnmNlmkq6tFjfKTI2fSiT92My2T67jfnGIWd0mCsynxDH5Zv1akxafZ1lGgP6wIGklvH7fixip33eQ5fdYbfv+85Kl1KHgcZJVrKxOuBo70Cc+6g7cNZRDCXdlidiXEpQIGB6GWI0SxwRJrwK+iLtw1pK0CfCJzB/qcXiz3VEr6AxK9CYsQefYKpXpbzgsQe3bMv+1Yrs++8ajRKLAw+l8mCvp87gLZlYHeQPFzLZPf4elVVKJY/JXSUea2X7pHP8JHiA+7bBu/XuBbotPqyVLVV6UDhzScfw8QvHqQIn4KDM7o74t6bvARZliSsS+lKBzwHCK1biAkSKZA4/VKHRMwH+oz8FN7ZjZ3GT2zuF+M/tZi/euKNGbsAQlYqtK9Dec0qB2eS/S/YCnJrd6xROAizPFlUgUeAMe1/UuXMFfDY9RmlZIOrfXItRv3wDofEzM7KOSPi/vU/tsvHjzGRONm8F0XXwWSZaygnULQ/HqwCT92Nclv3P60ngg90tr+wYWoF+jX8Bwm5XaXHzlvRCApNUtVQueItocE4B/m9n9Pdk0/xnrxWNwnryP5vcZrVQ3zXDqnN5eAjP7U7/YqkwxrbIJeyh1jrblO8DP8L51H6ztf7BFPFJnZbYW5/IIkFXJexhIoQhLACsk61D1Y1saL249aFofE41u/3QZ3tT5csAkvXoKFtLDQtfFZ6dkKU1CWZ2I8WpB7cd+HvBCRv/Yzzaz9ccY2k9WP3flh6brCqdtwLBSFW5J++MNqu9kpBZP7iq+E6WOiaTj8JiGD+JWhAOAhc1s3wwZrdpl9JGTnd5ekkLxf28E/h++coWUTWhm38qcS6eg9mGibaKACnasmErkWdAH4U3P/8rItfgB4BtmdsQUzKntMemXPFJhbWJMZwKSPodbZdsuPoeOULxaMGw/dklPwVPC5/Www2Nh/jLIeXShdiO4BXiumd0z1XPqiqQlgA9Tu8nj5RwGlp0kbwUzH5bZP7PAPOaSYquqwO16QHeGnM7ZhDOFLsqsCnasGAYk7W8Dbg80xjyGInljWFCZkidFFp/DxLQJohwmzOywFMz5XjN7qpmtlR4b5ypd8hpPE+7r85p9JT0jbR6PN8t9cnr8KO2bTjwl/b0NT8eeMtoek17M7GEz+7CZbW5mm6X/s5QuSStLOk7Sz9L2BpLemiHiodrjcdwVsmbOHArxqPkqr2ts1fLAQ+l3dre8XMaESLoo/X1Q0gO1x4OSHmg5l6lmZ7xR9kPgiQJ4rNiE2EhK/Cw8OedPSdm6C6ak4ntX7qiSJCR9RNL3NUYh0kmm9TGZoZwJ7IgXLK1fixpjZtv0eUxbpQsixqsTZna4pA2BDXA/crV/wkq2BWITTsKtXG8FVjKzuqJ1gqSDGn2I4aH6zm4Fzpf0E0ablb/cd1RBSseLSPoR87tx7gfmAF9vqISdgCvRH07b/wucQsNMT+upHyTpi7jlbdB0jq2qWxPw72Rh4NuMWHrHxApW4R8iSiQKnIbXN6p4PO0baLmRAnzUzE5Lbr6X4G2PjgKeO+B5DEVHgiHiKWb28i4CJK0MfAZ4spltl6zeW5rZwDsTlCIUrw6kG8ELccXrp7g14SKatRDYhxF35ZWMdldOaDUzs4cl7Z02/y5pT+C7aXt3PJhw2mBmR6d//5wei5DXFqIEnY5JH24FVmTkuOwGPAg8DVc63tBAxgpmdqqkDwGY2WMaaTvThiUYsS4ODDP7YoqtegBXnP67RWxV51IQKtM7blgokSgwLOVGulL9Jl4JHGNmP5HUphdfV6Y6eWPYKFFe4wQ6LD5LuDtLEzFeHUiBqRsDV5vZxkkz/7aZbZsho3NsQorTOBzYErewXIJX2B1oJqCkdfFsrV4LYHYRQ0lLmNnDBaeX895F4kUkXWE9hUqrfZJuMLNnjDW29vrz8YvGOWa2aVIcDjWzFzScQz14ejauCH5iKoKOuyLpcjN7jqSr0neR3dVA0tXApsntWVXFnmNmU+GW6kzXRAFJ5+CFbevlRg6waVasU9KP8XjbbfE+gI8Al5vZxlMwl67HZOgUhbZIuhFYB68W37Z+X3XNvLoWHzrXzDZpOL5zN4HShMWrG4+Y9556TNLSeHzEajkCurgra6/9Ex5XMNUcj2ck/g+wDd6QOSuOUNKW+EpmKWB1ecPsfcxsv8JzHZMSxySxlGqlMCStzkgJhUfHHjaKg/H4vbUlXYwrTq/NmMP2tf8fw+N5shvEDgmd+xtCkd5xQ0O6qXfJyhyKciMF2BV4OfBFM7tP0irA+6ZiIgWOSYm+psNCifp9D0l6IiPxoVuQFwfc2d1Zmml7wRkS5khaFjclXwn8A7g0R0AXd6Wk95vZ5yUdTv+U8JxmzCVY3MzOlaSkDB4i6Uqgb2bdGHwFeBmubGBm10h6fvmpjk1HF3Kd9wAXSfo9flNbC9gvWWoa9Ws0s6skvQB3zwm42cz+3eAzVL3rettjLC1p4D3sSlDIXXmrpAMY3Tvu1oLTnFaY2e+BLTTF5Ua6kkIv7sILmP4OX2T8blDvr7K1noZOUWiLlanf13XxWcLdWZRwNRZC0prA0mZ27USv7RnX2l0p6VVm9iMNQTPmNJ9L8Avf6cCvcNP/58xsvQwZl5nZc3vMytcM0mVQwoVck7UoUNV1u7lhQH19/DuBk210m5zdzezICcZVvesErI43hxWwLPBnG54WK41Rmf6GU9o7btiYKW4tzaAyDhqSvqYlKHVcklU6a/FZG9vZ3VmasHi1QNL6ZvZb9UlXlrSp5RV2a+2uNLMfpb8DVbDG4UA8ePsA4JO4u7GvUjgOt0naCq/WvHCSOeg+lJ1dyDWezchNbeNkbcqxnL3dzL5WbZi3yXk7MK7iVSlWkr4B/MDMfpq2t8P7Xw6UQvF/nfsbWoHecTOMmeLWGooenIWSN0q0ghoWSiTEVIvPG9L2cpImXHzWKOHuLEooXu04GNgb6BecZ4xuTTARJdyV5wC79FhFvmdmL8uR0wV5F/jdzOy9+Gd4c0tR+wKH4eUb/gr8AnhnkUk2p/MxAZD0LWBtvAVSFdRp5LksZyfXbRXfMJu8bM8tzOzt1YaZ/UzeDHnQtI7/U9n+hjOGQsrsTHFrDUsZh6Pw4P6Kh/rsm4ihUxQ6UOK4tFp81l5fwt1ZlFC8WmBme6e/2xSQVQWNH52yL7LdlcCKNn/z4Da9BVtjtS7wHeX8HdijwJS6zKHEMQE3sW9QD+ZuwdnAKSmoHLzkxdkZ4/8m6SN4vSvw7/ZvHebTli7xfyX7G84kOiezMITxLy0ZljIOnZM3hlFR6ECJ49Jp8akO9f8mi4jx6kDb+Jv02jHdlZDXhyrdwHauZc+tgbuXBpoiL+ko3FLVugt8ssZ8Ck8HPxvYCHi3mX173IEFKHlMkrzT8NT82yd88dgyZuHKVpXefw5wrJk1quWVguw/BlQJChcCHx+0wlIi/i8YjaQrzezZkq4zs2fW92XIGLr4l7ZoCHpwSvo+cD6jkze2MbOdMmTMmHg1KFJe4wvAGkB98Xmbmb2n4fi5FGhXVpJQvDqgPrVE6kHhE4w9xsz2VoE+VJJeDhwDXICf3P8F7G1mA61Qrv5NXs0ymrtW36mknfFSCAcDFw4iuL7kMUnyzgM2AS5ndBX+gZf+SHEVZlPXJHtzPFZvWTz+b2ngC2b2mwHPY0YEk0OxZJYZ0atxWCiRvDGMisJUUmDx2bn+X2lC8eqAPPttox4T6LXWoDDmJMxlBWCLtPmb5LKbdki63sw2lHQscLqZna0BZzWWQl4GYj7M7IIGY6um4fUCqHUZjS4akp6Jx5RV5SX+DuxlZtc3GV+C9Ls4NMX/TSkawmKKbSmlzPZza5nZH0rPdzLR/GUcYKQ913vMbNqUDBlGRWE6I+m9wLp4cs5ncXfnd2wKm6qH4tWBribQJKO1u7JHznL4yVUPsr0wR0ZXksWrn5KQY/H6HJ519wjwHPym8mMzG1jPtVLHpOMcVjGz27taJJJV5MNmdl7afiHwGTPbarxxpZH0GzPbYuJXjitjf7ysx70dZFxvZht2mccwUEqZnSluLUmfBP6CxwMKz1xdG8+me4eZvXDqZpfHMCoKU0GpxWeSNeVu6FHzCcWrPV1NoElGa3dl7fVvw8suPAXPoNsCXyENtIO7pNfUNhfDU4n/ZpmFXFNc0v3mAftL4MHtdxSc6kTv3+mYqGwxxU70sxZOhQWxUPzfp/Ab6lXAN/ELaNYFTDOrRlIJZXYuM8CtNcZ5XoUtTDuL+bApClNBqcXnMBJZjR0ws//gQZRHTfTacehaLgBc6docdzFuI2l9vJv7QDGzM+rbkr6LV3yfEEkvMrNfSXp1bV/9JY1v0AXodEzMbOv0t3UdoTFcJ5CvvN0q6aPAt9L2nkxNpfbF8Mbt9cWAkXFczewj6bO8FM/gO0LSqcBx5hXYmzCTaiRdLeksOiizDE8Zhq48LGlXPN4NvLJ5Vax42lkXrHvboaFAHUqeWEpKms4K1liE4tUBSc8DDsHdjQsxchHPqaPTtVwAwD/N7J+SkLSoeWbeMGSLrQs0LWvxAjxA+FV9nsu6QRegxDHpRBelrYe3AB/Hvz8Dfp32DRQza1vXrVeOSboDuANvC7MccLqkc8zs/Q1EzKQaSZ2VWYanDENX9sDr/x2Jfwe/AfaUtDjwrkFNYiYlbxSiS/2+UovPoSNcjR2Q9Fvg3cwfqHtPhowS7sof4Cf0QfhF+F5gYTN7RVMZJejzQ7kD+FCvJWzYKXFMhoFkqfulFag3V2AuJeL/DsQbOP8db479QzP7dzpevzOztRvKmfbB5CUJt1Y5ZlLyRglUoOTJTCQUrw4o9RWc6nnUSZl0ywBnm9mjUz2fpkg6eLznzezLg5rLTELSucCrzez+KZ5H5/g/SR8HvtnP9SDp6WY2YWupmRJMDmWU2aAsMyV5oxQagvp9Xdydk0W4GrtxXsps/D6j6zTlFD/t7K5UrT+YmV0g7y/4LCCnP1hnJJ1rZi+eaN8YVK619fB4tbPS9qvwOlgDo5ALeVj4B3CdvK1UPQ4oK+GhK13i/2oyPjbOc037eQ5FT79C/Lj2/zxltsnAYUoAmWF07gQwjIpCB0r07+1KiQ4PRQmLVwdUpvhpCXfl1cCmtWDwWcAcG1DlekmL4T+u84AX4hdv8LpCZ5vZ+hmyLgReaaObzP7EzJ4//shylDgmw4Kkvhc5m+LG6ikG8Sdmts6A33fG1khKv/uLbMClQoIRVKATgKSLGFEUXkVSFMysSXutoaFUyZMC8xg6d2dYvDpQKHbmfjP7WUcZnfuDdWQfPL7sybiyUileDwBHZMpaGai7SB9N+wZJiWMyFJjZiZIWAdbHLRs3T4ULeoz4vw8Meh7MnGDyfuQkswCjreVp+wl4f9GBWsu7MkRB7SWSN7r0NR0arFD/3gL8q4oDlfQu3N0ZTbKnK5JWxss2PNnMtpO0AbClmR2XIaazuxIvGXAAo/uDDaxkgJkdBhwmaX/rXuTvJODylDAAXkz1hI4ycylxTIYCSa/AC/z+HleI15K0z6AVy4JZmp0wsy+mYPIHcLf2f0/XYPJCyuxRQN0y/lCffdOBMxkJav/XBK+dNKxMg+uhUxQ6UKLkSVeGwd05inA1dkDSz3D/8YfNbONkZbq6Mmc2lFHCXdm5P1gpJG3I/LEJJ2XK2BTvNwnep/HqcjNs9P5FejUOA8ltur2Z3ZK218ZdfI3dv4Xm0SX+r3r9FsDhwNPxumqzgYciHqk96l8seDoWUB2KoPYSyRsakr6mJVCB/r0d338o3J29hMWrGyuY2amSPgRgZo9Jyio5UMJdmRSs13WV05V00Xkhrnj9FDe7X4RbsRqTLEtTZl0ahvILBXmwUroStwIPDurNa/F/K8hbL9Xj/1bNFHcEfp6fht/c3gg8rdBUpx0llFmm2FpekM5B7YXolLyRFIXdkqLwDzy+a9piher3dXj/YXF3jiIUr248JOmJJHN/WpFnpe13cVdKer+ZfV7S4dA3rXygmWt4teiNcavfm9Nn+/aA59CZQi7kYWGOpJ8Cp+LnyC7AFUodAgZg8i8Z/4eZ3SJptnlNteNTYsmHCs11WlBYmd0Xt5Z/hBFr+d6FpjpIhqUjQadOAMOqKLRlSEqeDIO7cxSheHXjYLzswdqSLgZWxJWPHE4guSvT9v8CpwBNbvI3pr9zMt9zsngkBfY/lkpa3AWsNtWTasEJtD8mw8ZiwJ14ZwCAu4HF8WypSe8IUDj+7+GUKDBX0ueB25nitPApopgyOyzW8gIMS0eCEskbQ6codKB1yZOClOjwUJSI8epIiutaD7/43Wxm/84cf4WZba5aE+Z+cRdjjP2Wmb1B0oHpBjelSDoS+H/4hfw9uKl87lSbm3PpckyCseka/ydvlnsXsDBe7mMZ4MgeV+pEMmZMjaRCyuyMoV9Qu01BRwJ17AQw1XFRk0mUPHHC4tUBSe8ETjazG9L2cpJ2N7MjM8R0cVc+OwVvvkXSSYysfAEws//LmEdnzGy/9O/R8tYZS5vZtYOcQyE6u5CD0ZSI/7ORivWP4P0n2zB0xRTbYmaHl0hmmQnUg9rxY7wwHuYw8I4E1rHB9XRbqGaSXfKkK0Pi7hxFWLw6MEZG0DwrSUMZm+KZWhsC15PclU0UlhQU+w7gqXjKcV3xskGt4iWtb96Yu28K+nQrw9DlmAT9kXQdI/F/G1fxf2a2bYOxp5rZrklGvwtoTnHKoSum2JaxlFkzyw13mPZImksKaq9ZqadddiYMp6LQljFKngy0f68KtCsrTVi8ujFb0rzipSkjZZEcAWZ2lby/Yra70sy+CnxV0lFm9o7MuZfkYDwgt18jWGO0b33o6XJMgjHpEv93YPq7fYF5zKQaSZ2TWTQ8hUe70imofcgYhrioItgQ1O/rVfLUol1ZaULx6sbZwCkpmBI86PXsHAFd3JWSljazB4APS1q+9/lBuRrNbO/0d0aUYSjkQh4KhujGOkfSsnig8ZV4/N+lTQaa2e3p31nA7Wb2TwBJi5Pf1WDoiil2oEQyy1AUHi3AjOlIMIyKQlsKlTwpzcDdnb2Eq7EDaeW8D1CdROcAx6ZU96YyWrsrJf3YzLZPKdTGFLkaa/OpFJb70vZywLRTWEq4kIeFFGtX3VjrfSf7WScHNac1aRH/J2kOsJWllkcpw/FiM9u84fihLKbYlhLJLBqSwqMl6BrUXmgOxZM3NEV9Tbuggv17C8xlyt2dvYTiNcWkuJWNetyV15rZM6Z2ZvnMFIVlhh2TKb2xloz/G+P8usbMNs6Q8Rsz26Lp66cLHZTZY4DDbeoLj84IVKDB9TAqCrlIOpCRkif1+OMHgG+YWXYNv5lEuBpbUDLYlwLuyjSnVYE1GO1OujBXTkc6x7wNCUWOyZAw1RW9S8b/3S1pBzM7C0DSjsDfM+cz7WskjafMSto0M5llWAqPzhQ6N7gehriorljZ+n2dGEZ3Z1i8WiBpFTO7XV5XaD5qae9NZJVwVx4K7IYXVK3GmZnt0FRGCeSNpdfAmzKDf67bzOw9g5xHV0ock2FB0o3AOsC0v7HK+0yejK+iBdwGvNHy6nhN+xpJko4xs71Vps9r52tYMIKkS3Bl9nTgV7i153Nmtl6GjKFTFLqgKSp5Mkzuzl5C8ZoBSLoZd41NaXDsTFJYZgrDcmMtGf8naSkAM/tH0UkuoGhICo/OBNShwfUwKwpt0RSWPBlmd2coXi3o44Of9xS+4ly6gYyStYl+BuwSN6JuFHYhDw3DcGMtEf9XIkNTM6tGUmdlVrXCo2b2NHlB5tPMbOCFR7swGUHtLebQKXljmBWFtqhD/b6Cc5hyd2cvEePVgkI++JK1iR7G+9edSy0l3AZcIE7S84BDGIk1qxTR6dKOpeQxGQo0PBW9S8T/lSh9MGNqJAFvN7OvVRtmdm8qpZBjRdyZVHg0yfibpOkYYzTlHQmsY4PrYYqLKsiU9++1IezwEIrXFGGpNlEhl89Z6THVHIf30BtVumC6UPiYDAvDcmMtkbDwFDN7eZdJ9GaGaRrXSKKMMjtTCo92DmovROfkjWFUFDrQun5fKcZyd5LRrqw0oXhNESXclRVmdmKxiXXjfjP72VRPoi0lj8kQMSw31g/gylbVYeEc4NhMGZORoTnlxRQ7UEKZnSmFR4elI8FiwD2MztY1oLHiNYyKQltsOPr3du7wUJqI8ZoBDEN8Q5rH54DZ+EWm7vKcVr0aZxKS3osrF9vi58hbgO9MR1dGiQzNmVAjqaJUMouGoPBoV7oEtQ8bwxAX1ZXxSp7AYO8Jki43s+ckC+g2wIPATZHVGHRCBYr2FZpH5/T2oDzDcGMtEf83LBmawXDRNai98Fw6J28Mo6KQS8mSJwXm0rnDQ/E5heI1/ZF0pZk9W9J1ZvbM+r6pnlsQAEj6LX3i/8zsnkw5nTI0Z1KNpBmQzFIMDUlHAkmvqW3OS97ISXQaRkVhpqCWHR6KzyMUr+lPiaJ9heaxMvAZ4Mlmtp2kDYAtzey4Qc4jGD4kXWZmz+0oo3XpgxlaI6mIMjsTkHQUsCpD1pEguYMvMrOtWo5fkyFQFNpSsn5fi/ceGndnL6F4zQD6xDcsA3x+0PENqZ7Y8cCHU2zCQnicwjMHOY9g+CgR/ydpLilDs6r/JenaJjFeM7RGUmdldqagIe1IoIwG18OsKLSlRP2+Du89NO7OXkLxCooh6Qoz27z+w+r3wwsWPEpc/GqxL1eZ2aYpQ/PSzOD6GVMjqZAyOxSJOTOFLskbw6wotCUlCmzUU/LkWjN7xtTObGqJchLTGEk/on/5AwBswL0agYckPZE0J0lb4AUvgyliWG6sZrZNATGdSx/MsBpJlbVrs9q+3MbjU154tAQlgtpLYB2Ka5vZ3ulvid/KsFCi5EknptLdOeacwuI1fZH0gvGeN7MLBjUXgGQiPxzYELgeWBF47XSNT5gJDFHGa5H4v64ZmmPVSLIB9I4bRmZKYk6JoPZC8+icvDGMikJbSpU86TiHKXN3jkUoXjMESYsA6+OrvpvN7NEpmsdCeHsapXn8eyrmETjDcmMdlvi/mVAjqaKEMjssiTml6RrU3uL9iiVvDKOiMJ0ZRnfntDMpB/Mj6ZXA74GvAkcAt0jabgrm8U48vf8GM7seWErSfhONCyaVURW9Je3M1FT0XsHMTgX+A2Bmj9GwrVSy2iHpQUkP1B4PSnogcx6PmNl/gCnrHVeQE4Cf4wkDAP+LJxDkcCCuMBwAPBvYE9irzPSmlEF3JNgHzy5dP/2tHmfi1+QcZkuqFLe2raCGAknPk3SOpP+VdKukP0i6dcDTqNydL5b0YuC7DNjd2UtYvGYAKa18ezO7JW2vjWfSDDRFPlZqw0efjNcpqegt6XzgNcA5KTB+C7zo5bju8kmYx4ypkdQ1mUVDVHi0K12C2gvPo3PyhqQv4LXZ6nFRt5nZe7rOb9AMQ8mTYXB3zjenULymP9UFuLYt4PL6vgHNY+hMugsyw3RjLRH/l5S1G8zswbT9BGADM7us5ZzWZHrXSDqfjsqshqTw6Eyia/LGMCoKbVGUPOlLKF4zAHnxwDWAU/FV3y7An4FfwuCKCM6kldpMYZhurF3j/yRdDWxaU+xnAXPMrG/do56xM7FGUglldigLj+ZSIqi90DwieaNGiZInBeYwdB0eQvGaAah/8cAKG1RK9Uxaqc0UhuXGWiJTawxXdtMCqjOuRhIUUWaHsvBoU0oGtReaT+fkjWFUFNoyDL+3YXB3zjenULyCYOYyLDfWEvF/kr4PnA8clXbtB2xjZjsVmua0YiaVHWiLhqwjgQo0uB5GRWE6M4zuzlC8gs5IOtXMdk2rvX5FDBtXFg9mJiXi/ySthGfuvgg/z84FDjKzuzJkzBhlpZAyOxSFR7tSIqi90Dw6J28Mo6LQlhIlTwrMYcrdnfPNKRSvoCuSVjGz2yWt0e95M/vToOcUOMNyYx2W+L+ZlHlbSJkdisKjJega1D4J81mTFskbw6gotEVDUL9vGNydvYTiFQQzmGG5sQ5L/N9MyrydDGVWAy48WoqpDmovmbwxjIpCW7qWPJmphOI1A5C0KJ5Wvia1/ptm9okBvX9vDZ15T/k0bOlBzCOYmOl6Yy3FsFjeSjAZyqyk9fAagOsUmOLAKBHU3vH9Z2TyRleGoX7fMLg755tTKF7TH0ln482oe4MxvzRlkwqGkkHfWIct/m9YLG/DwrAUHu1KiaD2YWEYFYW2lCh5UmAOU+7unG9OoXhNfyRdb2YbTvU8guFjqm+sJeP/ptqyOywMmzI7DJQIai80jxJlU4ZOUehC15InBd5/6NydC038kmAacImkZ5rZdVM9keD/t3f/sZZW1RnHn4dRQ+p0OhYsAVsxRTo6KgjFQmUSxCmmJP2RRu2fVWgHihawSEqITSUxbW1sNMY2tALFqNHMUE06acvgKMQEqqAzKIqi/YOYpmIMSqkllJby9I/zHudwuTPMvWffs/e7z/eT3Mw977nnzjrkDnvd9a69dluS/GTlv/+h4c8SGyz+QYcqu088y9euqpMZSVcOf/7avN+olcGj80oyPRP2b4Y7ALVOJNiV5K9n4nrE9i5Ja9k1e3ySPbavHb7Hk7ZHWZGdSUTvHx6/wPaidxE/Zvs4Db+kDLc7H13g3/8MJF592CHprbYf1GRBmi4mS/ebL56u9sJauP/vZ5P86pwh3aRVZiSNSYlkdmbw6PFDVWZ28OiL5g5yQY7U1G77zAo7ATfZ9orNG2s94Lq5RGEOJRLReV0laa+kU2zfpeF25wL//mcg8erDhbUDQFtaWVgLV9xKVHYfTXJrsYgqKJTMXqpDg0cP6OmDRxc6dHROV0m6RNJq/azRZObbIu2TtNv27OaNfWv8Hs0lCnMokYjOJclB2+ep4u3Olejx6oTtHZJOTXKz7RdK2pzkwdpxoQ43NtG7BNvfkPRSSeuu7PY0I6mEVgaP9qLU5o3afVGltLCLuETfXfGYSLzGb5hhc5akbUl+wfZJkm5Jcm7l0FBZTwtroQZ9tvuv0Nrg0fVocXFdr87eS/VdxKs10rvy0GQSrw7Y/oqkMyQdnNm1cVSHB6N/PSysU1R2y6o9eLSUVhbXEps3WnkvvXCDQ5Pp8erD/ySJ7ekP1vNrB4Q2HG5hlTS6xGu2sqvJdvvnSvq4pKOu7PY0I6mQN+nQ4NGLpoNHK8e0HtV7iQYlNm+08l7WrbGRJyX67ooi8erDnuGHauuwY+RiSTdUjglt6GVhlSbHHZ0h6aAkJfmu7bU2739Ew4yk4fG3Je3WZMFcRo8necr2k7a3SPq+pJ+rHdQ6tLK4lti80cp7mUexkScFXKPJf8PLhsf7Jd1YLxwSry4k+UvbF2jSOL1N0p8k2V85LLShl4VVKlPZ7WZGUiFftr1Vk1/UDmgyePQLVSNan1YW1zuGhvJ5Nm+08l7WrfD8vnljeUrS9cNHE+jxAjrWykTvEmxfLelUSRdI+nNNKrufWMvmATdwdlyrbL9E9QaPdoHNGxOF5/etN4aWbnc+DYkXsCR6WFiHyu4bNPkf+G1rrey6gbPjWnCkwaPS+MZr9HAiQcuJwhi54HFlpZF4AR3qbWEtqZcZSfOw/eEkl/RSobH9gFZpak/ygwXHse7NGy0nCiiLxAvoUG8Layk9zUjCIbbvTnJ2A3F0dcD1mLVwu/NwSLw6YPtUTXpeVs5qGk2ZHVgEZiQ9XS+JaCsnEtj+UpLXzP5MrfYzd5jXNpsooCx2NfbhZknvlvQBSedLukjSMVUjQhN6WVgLGv2MpMJaOMS4hGm166yZazXOalz3Adcpe64pGkbFqwO2DyT5Rdtfm5a0p9dqx4a6eqrwlKjstnB2XEtanOo9ZmzewNGg4tWHJ4Yzsf7V9h9ocijy5soxoQ09VXhKVHZHPyOpsB6GdTZzIkGSg7bP05Jv3sCRUfHqgO3XSPqmpK2S3iNpi6T3JflizbhQX08VHiq75bmBQ4xLaKWpnVv7OBokXiM3VDD+IsnVtWNBe3pZWCXJ9r9I2iHp7yXdrkll971Jth3Fa5mR1LF5mtoLx9HNrX1sHG41jlyS/7O9o3YcaFOLx2XM4UpJPyHpCk0qu+dLessaXiu1cXZcM3oYPDpYd1N7YT3d2scGoeLVAdvXS3qRpFskPTa9nuTT1YJCE3pZWKnsboxWBo/Oq5Wm9p5u7WPjkHh1wPbNq1xOkosXHgya0svCKkm2v5jknHW+lhlJq2hl8GgJLZxI0NOtfWwcEi+gY50trFR2C2tl8Oi8aGrHmJB4dWCoeK3WMEzFa8n1srBKVHY3Qi9HStVuamfzBtaC5vo+/OPM58dK+i1J360UC9rSykTvuSW5qHYMvUlyfu0YCqnd1M7mDRw1Kl4dGvoM7kzy2tqxAKVQ2S2vlcGj86KpHWNC4tUh29sk/VOSl9aOBXX1srBKku03zjz8cWU3yRWVQhq9VgaPzqt2UzubN7AWJF4dWOUf/fckXZvkU5VCQiN6WVhXQ2V3fq0MHgWWCT1eHeBUexzB8Un22L5WkpI8abuXre2nSvqZ2kGMXCuDR9eFpnaMEYlXB2x/LsnOZ7uGpTTqhXXWYSq711QKpxdXSdor6RTbd2kYPFo3pDWhqR2jw63GEbN9rCZHqNwh6XWa9BNIk0Oy9yV5WaXQ0IhWJnqjXS0MHgWWCYnXiNm+UtI7JJ2kyYHB08TrPyXdkOSvKoWGhvSysFLZLW/sg0dpascYkXh1wPblST5UOw60Z+wLq0RldyPVHjwKLCMSr07YfqWk7Zpss5ckJflovYjQgh4WViq7G2doSj9txeDR+5K8om5kQL9oru+A7XdrUgnYLumfJV0o6U5JJF6oPdF7bkk+KOmDVHY3xD5Ju23PDh7dVzEeoHtUvDow/NZ6uibzmU4fhmZ+PMkFlUNDZb1N9KayW1btwaPAMiLx6oDte5L8ku0Dks6X9CNJ36T3BT0trIer7CYZ0/gDAEuOW419+LLtrZJukHRA0n9J+kLViNCEJE9Jun74GLs36VBl96JpZbdyTKPE4FGgHipenbH9EklbmNO03HpcWKnslmP7xCQP2T55teeTfGfRMQHLgorXiNl+WZIHhiGZK587M8nBGnGhCT1O9KayW0iSh4Y/SbCABaPiNWK2P5zkEtt3rPJ0krx+4UEBC0Bldz4MHgXqIfECOtTTwnqkyq4kUdkFMCYkXh3oYTo5cDhUdgH0hMSrAz1MJwcAYBkcUzsAFLHJ9vQYlVFOJweeje23D83108cvsP22iiEBwJqRePVheuzHTts7JX1SHPuB/uya3k6XpCSPSNpVLxwAWDvGSfThGk2mk182PN4v6cZ64QAbYvTnTgIAPV4ARqG3cycBLCcSrw7YPlfSdZosSs/RoZEBP18zLqCkns6dBLC8SLw6YPsBSX+oyTTvHy9CSX5QLSgAAPAM9Hj14dEkt9YOAthIVHYB9ICKVwdsv1fSJkmflvTE9DoTvdETKrsAekDi1QEmemMZ2L47ydm14wCAeZB4ARgFKrsAekDi1QHbJ0j6M0knJbnQ9nZJv5zkpsqhAcVQ2QXQAxKvDti+VdLNkt6V5HTbz5F0b5JXVQ4NAADM4MigPhyfZI+kpyQpyZOaaT4GemD7BNs3Db9oyPZ2279bOy4AWAsSrz48Zvs4SdOjVM6R9GjdkIDiPiLpNkknDY+/LekdtYIBgPUg8erDVZL2SjrF9l2SPirp8rohAcVR2QUwegxQ7UCSg7bPk7RNk6GS30ryv5XDAkqjsgtg9Kh4dcD22yVtTnJ/kq9L2mz7bbXjAgqjsgtg9NjV2AHbX0ny6hXX7k1yRqWQgA0x7NilsgtgtKh49WGTbU8f2N4k6XkV4wGKo7ILoAckXn3YJ2m37Z22d0r65HAN6MmuJP8xfZDkEUm76oUDAGtHc30frpF0qaTLhsf7Jd1YLxxgQ2yy7Qz9EVR2AYwRPV4ARsH2+ySdLOlvh0uXSvq3JO+sFxUArA2J14jZ3pPkt21/TcMW+1lJTqsQFrAhbB+jSbK1c7i0X9KNSZjlBWA0SLxGzPaJSR6yffJqzyf5zqJjAgAAh0fiBaBpVHYB9ITEa8Rs/0irLESazDhKki0LDgkojsougJ6QeAEAACwI4yQANI3KLoCeUPECAABYECbXAwAALAiJFwAAwIKQeAEAACwIiRcAAMCCkHgBWDq259rRPe/rASwvEi8Ao2b7d2zfZ/urtj9m+9dt3237XtuftX3C8HXXDc/fJeljtl9o+1O2vzR8nDt83fNt/53te4bv8ZvD9bfa3mv7dkmfq/eOAYwZv7UBGC3br5D0x5Jem+Rh2z+tycyvc5LE9u9J+iNJ7xxesl3SjiSP2/6EpA8kudP2iyXdJunlkt4l6fYkF9veKuke258dXn+mpNOS/HBhbxJAV0i8AIzZ6yXdkuRhSUryQ9uvkrTb9omSnifpwZmv35vk8eHzX5G03fb0uS22N0t6g6TfsH31cP1YSS8ePt9P0gVgHiReAHrzIUnvT7LX9uskXTfz3GMznx+jSWXsv2df7Ekm9sYk31px/ewVrweANaPHC8CY3S7pzbaPk6ThVuNPSfr34fm3HOG1n5F0+fSB7VcPn94m6fIhAZPtMwrHDGCJkXgBGK0k90v6U0mft/1VSe/XpMJ1i+0Dkh4+wsuvkHTW0Jj/DUm/P1x/j6TnSrrP9v3DYwAogrMaAQAAFoSKFwAAwIKQeAEAACwIiRcAAMCCkHgBAAAsCIkXAADAgpB4AQAALAiJFwAAwIKQeAEAACzI/wMOAFVtRkfSNQAAAABJRU5ErkJggg==",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "grafBar(df1.career,df1.university[0])\n",
+ "grafBar(df2.career,df2.university[0])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 134,
+ "id": "67043e5b",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
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+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "grafBar(df1.age,df1.university[0])\n",
+ "grafBar(df2.age,df2.university[0])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 135,
+ "id": "ae52cfc5",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "graf3Rel(df1,df1.career,df1.age,df1.gender)\n",
+ "graf3Rel(df2,df2.career,df2.age,df2.gender)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 136,
+ "id": "db6b1704",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
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",
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+ ""
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+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
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RERExVbTZHbkd8HLgUkkXlXP/DswGsP054DTg+cBVwF+AfVrMExERETFltFaE2T4H0BIeY+CgtjJERERETFVZMT8iIiKighRhERERERWkCIuIiIioIEVYRERERAUpwiIiIiIqSBEWERERUUGKsIiIiIgKUoRFREREVJAiLCIiIqKCFGERERERFaQIi4iIiKggRVhEREREBSnCIiIiIipIERYRERFRQYqwiIiIiApShEVERERUkCIsIiIiooIUYREREREVpAiLiIiIqCBFWEREREQFS1WESTpzac5FRERExNJZdthFSSsAKwKrS1oNULk0E1ir5WwRERERnTW0CAMOAN4ErAnMZUERdgdwRHuxIiIiIrptaBFm+9PApyW9wfbhI8oUERER0XlLagkDwPbhkrYF1u3/HNvHt5QrIiIiotOWqgiT9CVgPeAi4IFy2kCKsIiIiIi/wVIVYcDWwMa23WaYiIiIiHGxtOuEXQb8XZtBIiIiIsbJ0raErQ5cIekXwD29k7Zf2EqqiIiIiI5b2iLssDZDRERERIybpZ0d+ZO2g0RERESMk6WdHTmPZjYkwPLAcsBdtme2FSwiIiKiy5a2JWzl3seSBOwKbNNWqIiIiIiuW9rZkfO58S3gnyY/TkRERMR4WNruyBf3HS5Ds27YX1tJFBERETEGlnZ25Av6Pr4f+C1Nl+RiSfoCsAtwk+1NBlzfHvg2cE059Q3b71vKPBERERHT2tKOCdvnb/jaXwSOYPjWRj+1vcvf8LUjIiIiprWlGhMm6fGSvinppvL2dUmPH/Y5ts8Gbp2UlBEREREds7QD848FTgHWLG+nlnMP1zMlXSzpe5KesrgHSdpf0hxJc/70pz9Nwj8bERERUdfSFmGzbB9r+/7y9kVg1sP8ty8A1rG9OXA48K3FPdD2Uba3tr31rFkP95+NiIiIqG9pi7BbJO0taUZ52xu45eH8w7bvsH1n+fg0YDlJqz+crxkRERExXSxtEbYvsCdwI3ADsDvwqofzD0v6u7LwK5KeXrI8rMIuIiIiYrpY2iUq3ge80vZtAJIeDXycpjgbSNJXge2B1SVdBxxKs90Rtj9HU8i9TtL9wN3Av9j2Yr5cRERERKcsbRG2Wa8AA7B9q6Qth32C7b2WcP0ImiUsIiIiIsbO0nZHLiNptd5BaQlb2gIuIiIiIiZY2kLqE8C5kk4ux3sAH2gnUkRERET3Le2K+cdLmgPsWE692PYV7cWKiIiI6Lal7lIsRVcKr4iIiIhJsLRjwiIiIiJiEqUIi4iIiKggRVhEREREBSnCIiIiIipIERYRERFRQYqwiIiIiApShEVERERUkCIsIiIiooIUYREREREVpAiLiIiIqCBFWEREREQFKcIiIiIiKkgRFhEREVFBirCIiIiIClKERURERFSQIiwiIiKighRhERERERWkCIuIiIioIEVYRERERAUpwiIiIiIqSBEWERERUUGKsIiIiIgKUoRFREREVJAiLCIiIqKCFGERERERFaQIi4iIiKggRVhEREREBSnCIiIiIipIERYRERFRQYqwiIiIiApaK8IkfUHSTZIuW8x1SfovSVdJukTSVm1liYiIiJhq2mwJ+yLwvCHXdwY2KG/7A59tMUtERETElNJaEWb7bODWIQ/ZFTjejfOAVSWt0VaeiIiIiKlk2Yr/9lrAtX3H15VzN0x8oKT9aVrLmD179kjCxdS23eHb1Y4wKX72hp89pMf/5B+e3VKS0Xr22T95SI8/4q2ntpRktF7/iRc8pMd/YO/dW0oyWu/+8tce0uN/9YGzWkoyWk9+944P6fGHHXZYO0FG7KE+j5NOfno7QUZszz1+8ZA/Z1oMzLd9lO2tbW89a9as2nEiIiIiHraaRdgfgLX7jh9fzkVERER0Xs0i7BTgFWWW5DbA7bYX6YqMiIiI6KLWxoRJ+iqwPbC6pOuAQ4HlAGx/DjgNeD5wFfAXYJ+2skRERERMNa0VYbb3WsJ1Awe19e9HRERETGXTYmB+RERERNekCIuIiIioIEVYRERERAUpwiIiIiIqSBEWERERUUGKsIiIiIgKUoRFREREVJAiLCIiIqKCFGERERERFaQIi4iIiKggRVhEREREBSnCIiIiIipIERYRERFRQYqwiIiIiApShEVERERUkCIsIiIiooIUYREREREVpAiLiIiIqCBFWEREREQFKcIiIiIiKkgRFhEREVFBirCIiIiIClKERURERFSQIiwiIiKighRhERERERWkCIuIiIioIEVYRERERAUpwiIiIiIqSBEWERERUUGKsIiIiIgKUoRFREREVJAiLCIiIqKCFGERERERFaQIi4iIiKig1SJM0vMkXSnpKknvHHD9VZL+JOmi8vaaNvNERERETBXLtvWFJc0A/ht4DnAd8EtJp9i+YsJDT7T9+rZyRERERExFbbaEPR24yvbVtu8F/gfYtcV/LyIiImLaaLMIWwu4tu/4unJuopdIukTS1yStPegLSdpf0hxJc/70pz+1kTUiIiJipGoPzD8VWNf2ZsAZwHGDHmT7KNtb29561qxZIw0YERER0YY2i7A/AP0tW48v5+azfYvte8rh0cBTW8wTERERMWW0WYT9EthA0hMkLQ/8C3BK/wMkrdF3+ELgVy3miYiIiJgyWpsdaft+Sa8HTgdmAF+wfbmk9wFzbJ8CvFHSC4H7gVuBV7WVJyIiImIqaa0IA7B9GnDahHOH9H38LuBdbWaIiIiImIpqD8yPiIiIGEspwiIiIiIqSBEWERERUUGKsIiIiIgKUoRFREREVJAiLCIiIqKCFGERERERFaQIi4iIiKggRVhEREREBSnCIiIiIipIERYRERFRQYqwiIiIiApShEVERERUkCIsIiIiooIUYREREREVpAiLiIiIqCBFWEREREQFKcIiIiIiKkgRFhEREVFBirCIiIiIClKERURERFSQIiwiIiKighRhERERERWkCIuIiIioIEVYRERERAUpwiIiIiIqSBEWERERUUGKsIiIiIgKUoRFREREVJAiLCIiIqKCFGERERERFaQIi4iIiKggRVhEREREBSnCIiIiIipotQiT9DxJV0q6StI7B1x/hKQTy/XzJa3bZp6IiIiIqaK1IkzSDOC/gZ2BjYG9JG084WGvBm6zvT7wKeAjbeWJiIiImErabAl7OnCV7att3wv8D7DrhMfsChxXPv4asJMktZgpIiIiYkposwhbC7i27/i6cm7gY2zfD9wOPKbFTBERERFTgmy384Wl3YHn2X5NOX458Azbr+97zGXlMdeV49+Ux9w84WvtD+xfDjcErmwl9JKtDty8xEd1T573eMnzHi953uMlz3v01rE9a9CFZVv8R/8ArN13/PhybtBjrpO0LLAKcMvEL2T7KOColnIuNUlzbG9dO8eo5XmPlzzv8ZLnPV7yvKeWNrsjfwlsIOkJkpYH/gU4ZcJjTgFeWT7eHTjLbTXNRUREREwhrbWE2b5f0uuB04EZwBdsXy7pfcAc26cAxwBfknQVcCtNoRYRERHReW12R2L7NOC0CecO6fv4r8AebWaYZNW7RCvJ8x4ved7jJc97vOR5TyGtDcyPiIiIiMXLtkURERERFaQIi4iIiKig1TFh052kg4FjgXnA0cCWwDtt/6BqsGiFpBWBtwKzbe8naQNgQ9vfqRxtJCStBGD7ztpZRkXSPwNPAVbonbP9vnqJRkvSasDati+pnSXaJ2kZYCXbd9TOEo20hA23b/llfS6wGvBy4MN1I7VP0ixJH5d0mqSzem+1c43AscA9wDPL8R+A/6gXZzQkbSrpQuBy4ApJcyVtUjtX2yR9Dngp8AZANJOE1qkaagQk/VjSTEmPBi4APi/pk7VzRTskfaX8vB8FXEbzf/zfaudq23R5HUsRNlxvH8vnA1+yfXnfuS47AfgV8ATgvcBvadZ967r1bH8UuA/A9l8Yj5/3kcBbbK9jezZNa+CUnEk0yba1/QrgNtvvpSm+n1Q50yisUm4uXwwcb/sZwD9WzjQSkraR9EtJd0q6V9IDkrreKrRx+Xm/CPgezd/1l1dNNBrT4nUsRdhwcyX9gKYIO13SysCDlTONwmNsHwPcZ/sntvcFdqwdagTulfRIwACS1qNpGeu6R9n+Ue/A9o+BR9WLMzJ3l/d/kbQmTfG9RsU8o7KspDWAPYGx6GrvcwSwF/B/wCOB1wD/XTVR+5aTtBxNEXaK7fsof+M6blq8jmVM2HCvBrYArrb9F0mPAfapG2kk7ivvbyhjZq4HHl0xz6gcCnwfWFvSCcB2wKuqJhqNqyX9P+BL5Xhv4OqKeUblO5JWBT5G0y1nmrGfXfc+mkW0z7H9S0lPpClKxoLtqyTNsP0AcGzpin9X7VwtOpKmFehi4GxJ6wBdb/2DafI6lnXChpAk4GXAE22/T9Js4O9s/6JytFZJ2gX4Kc2+nocDM4H3ll0OOq0U2tvQdEOeN3Ez+S4qg7PfCzyLphD5Kc3P+7aqwVogaSPbvx5w/hHACrZvrxArRkTS2TRdr0cDNwI3AK+yvXnVYCMmaVnb99fO0abp8jqWImwISZ+l6X7c0faTy4vVD2w/rXK0mES9F2ZJWw24bOBW278bda6YfJJ2pRkPsw/wnEGPsf2NkYYaMUkr0LTyT5wVum+1UCNSWoH+CCwPvBlYBfiM7auqBmvZuMwClvQ8mm0Rp83Nc7ojh3uG7a1KczW2byubkXeSpLfb/qikwxkwZsD2GyvEGoW3APsDn1jM9cdIuth2JwezSjoD2MP2n8vxasD/2P6nqsFaYPvbkq4Gnkcz1nORhwCdLsJoup1/DfwTTdfky2gGMHde383UX2lafzuvzAJeEdiBpgVwd6CrvTk3AF+V9Gaav+mLmGqvYynChrtP0gwWDNSeRbcH5vf+EM+pmmLEbO9f3u+wuMeUCRpdtXqvAIP5NxuPrZinVbYvBS4FTq6dpZL1be8haVfbx0n6Ck23TedJ2g44jGYpkvmvf7afWCvTCGxrezNJl9h+r6RP0MyS7BzbF5fW7k2AubXzLI0UYcP9F/BN4LGSPkBzB/GeupHaY/vU8v44AEkzm0PPqxpshMr6WBuzcLP98bafWy9V6x6UNNv272F+l03nxylIesuA07cDc21fNOI4o9QbsPzn8vt+I9DZonuCY2i6IecCD1TOMioTZwHfQodnAZelhX7BNGntSxE2hO0TJM0FdqIZqP0i251vtpe0Nc3CpSs3h/ozzcK10+LO4m8l6VBge5oi7DRgZ+Ac4PiKsUbh3cA5kn5C83v+9yymKb9jti5vp5bjXYBLgNdKOrmsGddFR5Uu5/cApwArAYfUjTQyt9vuZCvQEGM5C1jSqSx6M3k7TU/Pkbb/OvpUi8rA/CUo3ZGPY+Gm69/XS9Q+SZcAB9n+aTl+Fs3g1c3qJmuXpEuBzYELbW8u6XHAl20PHMDdJZJWp5kVCuMzK/Rs4Pm9bZrKtk3fpRkvNtf2xjXzxeST9GFgBs24v/lrANq+oFqoERqnWcCSPg3MAr5aTr2UZmkOAzOnyhjftIQNIekNNGtH/ZGm6Vo0P8BOFyPAA70CDMD2OZI6PZ25uNv2g5LuL12xN9FMb+6kAbNCry/vZ5fuya6/MD2WhRfjvQ94nO27JXV2kV5JHwQ+OmEixlttd3aoRZ9nlPdb950zU3ARz4dL0o62z5L04gHXOj8LmGYsXP9KBqdK+qXtp0m6vFqqCVKEDXcwzQbOt9QOMmI/kXQkzR2Eae4gftx7se7wi/Oc0mz/eZoxI3cC51ZN1K63AvsxeFZoJ1+YJjgBOF/St2lusHYBvlL22LuiarJ27Wz733sHZSLG8+nweNeeYZNvOujZwFnACwZcG4dZwCtNGOs6m6brHeDeerEWlu7IIST9CHhO1xe1m6g878Wx7a6/OCNpXZom60tqZ4n2lPGP25XDn9nu/MzgMtzgabbvKcePpFlb6Sl1k7VH0t62v7yYyRjY7uQG5pKWAXa3fVLtLKNWbiw+B/yG5ibrCcCBwI+B/Wz/Z7VwfdISNtzVNC1A32Xh8QOd/A/bM2Z3i/OV6esX2b6LZvX4rSR9uqsLtQ7qpug3Bt0V0HRBPkjTMnDfEh7bFScAZ0o6thzvAxxXMc8o9PZCXblqihErwyveDoxdEWb7NEkbABuVU1f2Dcb/zzqpFpWWsCHKbLlF2O78In/jssJyv9JCsDnNmL8v0swg2tP2s2vmakvfi/Ag7voK6pIOpumO/TrNnfJuwFG2D68abAQk7Uwz6xvgDNun18wT7SmTEW4GTgTu6p23fWu1UCOgZtPy1wH/UE79mGZW5JS62UoRthQkrVjWHhkLi1th2farqwZrmaQLyg4JhwB/sH1M71ztbDH5StH9zNLySRkLdm7XZwGPM0nHAQdPmJTwiS7fcEi6ZsBpd3yBWiQdDSzHglbel9NMOntNvVSLSnfkEJKeSbO430o0M8Y2Bw6wfWDdZK0bmxWWJ5gn6V3A3sA/lPEUy1XO1Do1m5YfyoINvM8B3jcGE1LEwgt29mZAd5Kkc2w/S9I8Fl4/STQvyjMrRRulzQbsDrFlxTyts/2E2hkqeZoX3pj9LEkXV0uzGCnChvtPmv3VToH5WyL8w9DP6IZev/lYrLDc56XAvwKvtn1jmU3zscqZRuF/gLOBl5Tjl9F0XfxjtUSjcSzN7MhvluMX0dx0dZLtZ5X3YzUuaoJlJK1m+zYASY9mDF4HF7cTSL1EI/GApPVs/wZA0hOZgrskdP6X7+Gyfa200M3xlPshtuDUASssf75qohGwfSPwyb7j39P91fIB1rD9/r7j/5D00mppRsT2JyX9mKYFEGAf2xdWjDQSpfCYaN5UGyvTkk8A50o6maYFcHfgA3UjtWuMdwL5N+BHkq6m+VmvQzMJZUpJETbctZK2BVwG+R3Mgk2uO6l0wZ1Zmuy/Luk7dHyF5XTT8ANJ/8KCGVS7A50dqD2hCPlteZt/resDlmlurNYGbqP5HV8VuFHSH2mm7nd2ezLbx0uaw4I18F5su8trwkHz/7m3E8g+vZ1AKmdqne0zy+zIDcupK3vLskwlGZg/RNnK5dM03TICfkAzqLPTY2UkXWi70+MkAvqKTtFM4X+wXFoGuLOrxWcZqNx73hONw4DlzwNf682IlPRcmq7oY4FP237GsM+fjiTNtH3HYloBOz1TUNIvbD9dzT7IOwDzgF/Z3mgJnzotTbeld9ISNkTZP+9ltXNUcKaklwDf8BhW6ZIey8JjJzq5V+i4jg0a44HKPdvY3q93YPsHkj5u+4Cyt2AXfYVmR4S5DGjtBrpceI/bTiCDdgjomXI7BaQlbAhJ/zXg9O00q0t/e9R5RqW0kDyKZvzb3YxJt5ykF9KMGVmTZt/IdWjuGDu7kjjA4iab2D571FlGrfzM568jZPs7NfOMgqQfAGfSTMiAZkLKc2g2Lv9llmTpruwEMvWkCBtC0lE0q+2eXE69BLgGeAxwte03VYoWLSjTl3cEfmh7S0k7AHt3cX00SRvRjJGwpFP7Lq0APB2Y2/Xtqcoilk+jWUEeYC+aIuTfF/9Z018ZZtFbkgTgZ8B7aW4wZ9u+qla2tmjBJvUDubv74QIgaS2am8r5vV9dv8mStArN73nvJusnNEvvTKnxzSnChpB0HrCd7QfK8bLAT2n+eF1qe+Oa+dqiZjroy4An2H6/pLVpZtD9onK0VkmaY3vrUoxtWbb8uHjCWjOdIGkX4NXAvr3p+n3X1gb+0/ZLBn5yR5TFWrew/WA5nkEzeHksFmuVtDJNC/edtbO0rW8/3BWArYGLaVr4N6Pp2XhmrWxtk/QRmtbOK1gwu9+2X1gvVfskfR24jIUXa93c9tAxY6OWMWHDrUazUGuvcn4U8GjbD0iacrMsJtFnaAZp7wi8n2YMwX/TtBp02Z8lrURTaJ8g6Sb6tvnoEtvfkfRrms2rJ3bBXQc8efSpqlgV6A3KXqVijlZJWt72veXjTWmWJ3h0Ob4ZeKXtyypGbJXLfriSvgFsZfvScrwJcFjFaKPwImDDqTgzsGXrTbiRfK+ki2qFWZwUYcN9FLiorCUkmmbND5btTX5YM1jLnlG277kQ5q8qvXztUCOwK81CtW+iaQlcBejsfpml2+kqSYezYLDyMsAWNMsYdN2HgAtLK0nv//c760ZqzWskXWH7x8CRwFts/whA0vbAUcC21dKNzoa9AgzA9mWSun7DcTXNzh/jVoTdLelZts8BkLQdzRjnKSXdkUsgaQ2aMTLQjBe5vmaeUZB0Ps0f5F+WYmwW8INxWLZC0t/R/LxN8/xvrBypdZJe2Xd4P/Bb2z+rlWeUyv/vXgvvL7r68y7r/33M9lsHdbF3tdt9IklfpWnd7q2T9TJgJdt71UvVrtIttznNZIz5hZjtN1YLNQKStqDpiuy1cN8GvMr2lNq6KEXYEqjZ4HUDFl6yoOsDGl9GM4ZgK5pf4t2B/2f7pKGfOM1Jeg1wCHAWTcvIs2kGcn6harARKC2dG9EUn1f2uq66SNJGtn+9uMHaYzBI+5s0LZ1fKqf2Bp5qe7d6qUZD0grA61gwWPts4LO2/7r4z5reJtxkzWf7uEHnu0bSTADbd9TOMkiKsCHKi/LBwOOBi4BtgHO7PmsM5s+e24mmGDnTdqd3CgCQdCXN5uW3lOPHAD+3veHwz5zeJD2fpovqNzQ/7yfQbFTfyU3bJR1le/++wdr93PX/3+XG8r0smB35U+CwiRM0ukrSI2lmgV5ZO0u0R9IHgY+6bNhefu/favs9VYNNkCJsCEmX0nRVnGd7i1KYfHCqza6YbJK+ZPvlSzrXNZJ+DmzfN4B5eZq1ozo9VqYM0N+ltzSBpPWA73Z1Re0YX2VduI8By9t+Qumyel8XZwpKOsn2nuV1bJEX+q7PAh6084ukC6baOngZmD/cX23/VRKSHlG6MDrdKlIstDhpmbr/1EpZRukq4HxJ36b5o7UrcImkt0Cz4XPNcC2aN2FtqKtptjbpNEkHASdMuFPey/ZnqgZrSVkPbrF33V0sRAY4lGbM548BbF8kqas7KBxc3u9SNUU9M8rr9j0wvwV0yu0IkSJsuOvKdg/fAs6QdBvwu6qJWiTpXcC/A4+UdAcL9ta7l2b2VNf9prz19HZF6Pr2PnMknUazgbeBPYBf9vZg8xTba20S7Wf7v3sHZRbwfjRLtHTRx2sHmALus317sxTifJ3sDrJ9Q7mB/mJviY4xcwLNFnzHluN9WLBm2JSR7silJOnZNLMsvt/lQcsAkj5k+121c8Ro9P2RGsS29x1ZmBEq3TSbufwRLC9Yl7jj21TB/K72J5XDK23fVzPPqEg6hmaW4DtpdkB5I7Cc7ddWDdYiSWcCL55qK8WPgqSdacY2A5zhsmn9VJIibAlKF8XaLLzdQ6dnT8F47qkX40XSx2i2cjmynDoAuNb2W+ulal9ZF+w44Lc0rd1r0yzW2ulZ3wCSVgTeDTy3nDodeH+XFzItwyu2BM6gb/Hpri9RMV2kCBtC0vuBV9GMkXmwnB6H2VMfohk3MVZ76sV4KWtnHUDfnTJwdG+bsq6SNBf4197sQElPAr5qu/PjPiVtTVOErcuCG2t3eZD6uC1RIekc28+SNI+Fu5pF87OeWSnaQCnChihLFmza9e7HicZ9T70YH6VbbkMWrI/W+W45SZdM/L886FwXlb/pb6PZU7B3Y43tzo71hSzLMZVlYP5wl9HsLXdT5Rw1rMoY7KkHMGHbnkV0udm+tAbt3vWFeAcZ1C0naRy65eZIOpqFV42fUzHPKP3J9qm1Q4ySpBfQTMpYHuj0shz9ylI719m+p/xf3ww4vjcbeqpIS9gQpen62zTFWP92D13/5d0L+DCw0J56tk+sGqwli2uu7+lqs32PpDm2t66dY9TGtVtO0iOAg1h4sdbPdHlcVI+knWiGV0zcwqerM4B7v+c70ozt3bKcu8z2JnWTtUvNZt1b03Q9n0bzWv4U28+vGGsRaQkb7jjgI8Cl9DVdd53tr6rZtLy3p947urqnHixaZEla0fZfauWp4IeS3gacyMIDd29d/Kd0wnL93TO2/1fScjUDjUJpGfgszYK849Y9tQ/N9lzL0TfOF+hsEcbgZTnG4fXsQdv3S9oNONz24ZIurB1qohRhw/3F9n/VDjFq5Zf2LNunlONVJb3I9rfqJmuXpGcCxwArAbMlbU6zfc+BdZO17qXl/UF95ww8sUKWUZrYLbc3Y9At179qPGPUPVU8revbkA1wuaR/pVm8dAOaZTl+XjnTKNxXenVeCbygnJtyN1npjhxC0idpmqxPYeGm604vUSHpIttbTDi3yBYQXSPpfJrNyk8Zp2b7cTWu3XKL6Z661PamdZO1r6yJ9zHbV9TOMirjuCwHgKSNgdfS7Pf81bIzwp62P1I52kLSEjZcr+jYpu+caf6AddkyA86Nxe+K7WsnNNt3erkCgNIF9zr61oUDjuz6TMHyIvRJ4JOSHg08vusvTMXYrBo/wDbARZKuobmx7i1b0OWZof9s+900hRgAkvYATq4XqX22ryjDLDaStCnN7OcpVYDBmLyw/q3GdKsHaLppPgn0tnQ5CJhbMc+oXCtpW8ClMDkY+FXlTKPwWZpm+t52PS8v515TLdEIlHGPL6T5OzgXuEnSz22/uWqw9o1r9xTA82oHqOBdLFpwDTrXKZL+GfgczVZ0oul6P8D29+omW1i6IweQtLftL/c2bp6owxs5AyDpUcD/A/6xnDoD+A/bdy3+s6Y/SasDn6Z53gJ+ABxs+5aqwVom6WLbmy/pXNf0utglvQZY2/ah47Be1oTuKbGge+qvVYPFpCpb9jwf2JNm0k3PTGBj20+vEmxEJP0a2MX2VeV4PZrJKBvVTbawtIQN9qjyvusbNw9Uiq131s4xarZvplkzadw8IGk9278BkPRExqAbFlhW0ho0L1LvXtKDu6LM/F2oeyo66XqaiSYvZOGejHlA11t7Aeb1CrDiaprnPqWkJSzmk/Sftt8k6VQGjBHp6uypcV6sFeavnXQszR8p0eynuI/tH1UN1rIyLub/AefYPrAUnx+z/ZLK0Vq1mP/ft9O8YB+ZFrFuKUMrlmXMVswvy7CsA5xE8/u+B/B74IcwddaGSxE2hKTHA4cD25VTP6XpnrquXqr2SHqq7bmSnj3ouu2fjDrTKPQt1rodsDELmu73AK6w/doqwUaozBTsTd2/ckwGqI8lSZ8GZgFfLadeCtxB80I10/bLa2WLyde/Yr7tsVmSpMyEXRzb3ndkYYZIETaEpDOArwBfKqf2Bl5m+zn1Uo2WpNVoxstcUjtL2ySdBzzL9v3leDngp7a3Gf6Z05OkFw+7PlXuFGNySfql7acNOifpcttPqZUtJt84L0kyHWRM2HCzbPdX01+U9KZaYUZlMbPGfmZ74ESFDlmNZtBqb6X4lcq5ruotYPhYYFuarVwE7EAzWy5FWDetJGm27d8DSJpN87sOcG+9WNGScV6SZMpLETbcLZL2ZkGz/V5Ap2fKFavYvqPMGju+N2usdqgR+DBwoaT+PTMPq5qoRbb3AZD0A5rZUjeU4zWAL1aMFu16K3COpPlT94EDy6zoTu+TOqbGeUmSKS/dkUNIWodmTNgzae4cfg68sXcH2VWSLqWZvn4c8G7bvxyHqfsAkv4OeEY5PL/Le2b2SPqV7Sf3HS8DXN5/rovKOLiX0GzwO/+G1Pb7amUalfLce1P1r8xg/O5azIr5/5Gf+dSQIiwWMa6zxsaVpCOADVh4oPZVtt9QL1X7JH2fZlbgXPqW5LD9iWqhIiaZpK26vtXeINPlJitF2ACS3m77o4tbuqDrSxbE+CmD9P++HJ5t+5s184xC9gWNcVCGV/wd8DXgRNuXVY40EtPlJitjwgbrbVUzp2qKSsrU3kHF55SY0huTr8yEHLeB+D+XtKntS2sHiWiL7R3KMIs9gSMlzaQpxv6jcrS2Pd72lN+mKi1hS6H80tr2lFtttw2S+rsdVwB2A64fhxZASZuzoEXop7YvrplnFCRtQzP28cnA8sAM4C7bM6sGa5mkK4D1gXHazBlJ2wEX2b6rTDzaCvi07d9VjhYtKxtZvx14qe3la+dpk6SjgMOn+k1WirAhJG1Ns5L4yjR/oP8M7Gt7HDaznq8M1D7H9ra1s7RJ0sHAfixoEdoNOMr24fVStU/SHOBfaDb03Rp4BfAk2++qGqxlZeLNIrpejJSZzpsDm9HMgj0a2NP2wEWaY3qT9GSacZ4voZndfyLwdds3VQ3Wsulyk5UibIjyx+og2z8tx88CPjPVfohtk7Qhzcan69fO0qby835mb6PyMmX/3K7/vCXNsb11/wzY3ubWtbO1rfyf3sD2sZJmASvZvqZ2rjZJusD2VpIOAf5g+5jeudrZYvJJOhf4H+Bk29fXzjMq0+UmK2PChnugV4AB2D5H0v01A42CpHk0Y8JU3t8IvKNqqNEQC29c/UA513V/kbQ8cJGkjwI3AMtUztQ6SYfStPxtSNPivRzwZRZsU9ZV8yS9i2YHkH8oLd3LVc4ULbH9zNoZarD9u0E3WbVzTZQibABJvTvCn0g6kmbqvmmadH9cK9eo2F65doZKjgXOl9SbGfgi4Jh6cUbm5TRF1+uBNwNrA0O3NOqI3YAtgQsAbF8vaRx+918K/Cvwats3lhXzP1Y5U8Skmi43WemOHKBM6V0c295xZGEqkbQZi66v0vnZc5KeSt+G7bYvrJlnFCQdbPvTSzrXNZJ+Yfvpfd1zY9H9HDEOJF1Eucnq2zNzyi06npawAWzvUDtDTZK+QDNo93LgwXLajMcSBhfRdMctC82+el3fIQF4JTCx4HrVgHNdc1Jp6V5V0n7AvsDnK2dq3WJmw95pe5WqwaJ1pet5Jdt31M4yAvfatiTD/DG+U06KsBhkG9sb1w4xKpKeaftcSW8ADgX+yILxYKYpSDtH0l403VJPkHRK36WVWbCJeWfZ/rik5wB30HRZHGL7jMqxRuEIBsyGrZooWiPpK8Braf6m/RKYKenTtrveBT0tbrLSHRmLkHQM8AnbV9TOMgqSTrK9p6SrgGfYHodN2nuzh54AfAh4Z9+lecAltjs/CWUcjfNs2HEk6SLbW0h6Gc2acO8E5k61brk2lJus59LcUJ8+FW+y0hIWgxwPnCvpRqbw+iqT6PHl/bU021yMhTJV+3c0G9TH+BjL2bBjbDlJy9FMNDrC9n29LrquK0XXlCu8+qUIG6LsPv9WYLbt/SRtAGxo+zuVo7XtGJoZc5eyYExYlx1f3l8N/FjSd2mKTwBsf7JKqhEp+0Z+BHgsTcHdK7o7vWL+GHs5zTiw/tmwLxn6GTGdHQn8FrgYOLu0gI/DmLBpId2RQ0g6kWbzz1fY3qQUZT+3vUXdZO2SdO44ri1TpjQvwvZ7R51llEo37Ats/2qJD46IaU/SshluMDWkCBuib+zE/PESki62vXntbG2S9BlgVeBUFm4RGofZkUha0fZfaucYFUk/sz2l1s4ZhdKy/SFgY5o9UgGw/cRqoVrUN/bxUpoJJwvp8HCDsSfpn4GnsPDv+fvqJYqedEcOd6+kR1L+YElaj76ipMMeSfM8n9t3rvNLVEh6Jk1X7ErA7LKZ9wG2D6ybrHVzSqvvtxivovtYmtmwnwJ2APah22OjDi7vd6maIkZK0ueAFWl+x48Gdgd+UTXUCEyXm6y0hA1RZla8h+aH+AOaRTxfZfvHNXNFOySdT/MH6pS+ls/LbG9SN1m7JB074LRt7zvyMCMkaa7tp0q61Pam/edqZ2uTpCcAN9j+azl+JPA427+tGixa0ZsF2/d+JeB7tv++drY2STqHBTdZL6DcZNk+pGqwCdISNoTtMyRdAGxDM1j5YNs3V44VLbJ9rbTQdpEPLO6xXWF7n9oZKrmnLF75f5JeD/yBKbi3XAtOBrbtO36gnHtanTjRsrvL+79IWhO4BVijYp5ReaTtMyWpzAQ/TNJcIEXYVNe3d2TPDeX97LKC+gWjzhQjca2kbQGXKd0HA50frC7p8TQrqM/fronmhuO6eqlG4mCabpo3Au+n6a55ZdVEo7Gs7Xt7B7bvLUtWRDd9R9KqNPuDXkAztOToqolGY1rcZKU7coC+vSNXoFlR+mKalrDNgDnjOHNwHEhanWarnn+k+Xn/gKYY6fTirZLOAL4CfKmc2ht4me3n1EvVLkkzgI/YflvtLKNWft6H2z6lHO8KvNH2TnWTRdskPQJYwXbn10OU9DSam+hVaW6yZgIfs31ezVwTpQgbQtI3gENtX1qONwEOs7173WTtKv9RX8KiG3hnNk0H9VbUXtK5rpF0nu1taucYtTLB6ARgTZqbjWtpluG5qmqwmFSSdrR9VlkHcBFdnngznW6y0h053Ia9AgzA9mWSnlwz0Ih8m2bl+LmMx2xQAMrq4f9BM4bi+zQtn2+2/eWqwdp3i6S9ga+W471oxo103YVlz8yTgbt6J7v84gRg+zfANmWANrbvrBwp2vFs4CyaQekTdXq2u+0HJD2rdo6lkZawISR9leaPc+9F+GU0O9DvVS9V+8ZhRuAgfXus7UYzjf8twNljsC7cOjRjwp5J88f55zTdU7+vGqxlYzwrNC3d0XmSPgusxRS/yUpL2HD7AK9jwfo6ZwOfrRdnZH4uadP+VsAx0fv/8M/AybZvnzBTspPKzKEX1s4xamM8K3QsW7rHlaQPAh+1/edyvBrwVtvvqRqsfSvQtOjv2HduyrUApiUsFiHpCmB94BrGYwNvACR9mGaT27uBp9MM6PyO7WdUjNU6ScfRTED4czleDfjEGLQIHcvgleO7/rzHsqV7XPXv+NJ37gLbE1cBiArSEhaD7Fw7QA2231nGhd1exhTcBexaO9cIbNYrwABs3yZpyyGP74rv9H28ArAbcH2lLKM0ri3d42qGpEfYvgfmL877iMqZWjddbrJShMUibP+uDGrcwPaxkmYxBddXmSyDZhFN6IacUs3XLVhG0mq2bwOQ9GjG4G+D7a/3H5cxoOdUijNKzwJeJWmsWrrH2AnAmX1jIPcBjquYZ1SmxU1W5//QxkMn6VCa9dE2pNlfbzmayQld3eR5bGcRFZ8AzpV0cjneA/hAxTy1bAA8tnaIERjLlu5xZfsjki4BeuvAvd/26TUzjcJ0ucnKmLAhJD0J+DdgHRaeRbTjYj+pAyRdBGwJXNC3h+IluVPuLkkbs2AA61m2r6iZZxQkzWPh7oobgXdN/OPdRYNaum1fUztXRFskbQh81/b6tbP0S0vYcCcDnwM+zxjsIdjnXtuWZABJj6odqE2S3jLsuu1PjipLLaXo6nzh1c/2yrUz1DCGLd1jrQyz+AhNK69Y0P08s2qwli3mJusdleIsVoqw4e63PQ5LUkx0kqQjgVUl7QfsS1OIdlXvxXhDmk2MTynHLwB+USVRtE7SmRO36hl0roN2o7R0A9i+XtJYFqRj4qPAC2x3fh/cftPlJitF2HCnSjoQ+CZ96+nYvrVepPbZ/rik5wB30BQmh9g+o3Ks1th+L4Cks4GtbM8rx4cB360YLVogaQWajbtXL8tx9GZhzKRZ3LHrxqqlO/jjuBVgMH1uslKEDffK8v7f+s4ZeGKFLCNViq7OFl6L8Tjg3r7je8u56JYDgDfR7J04lwVF2B3AEZUyjdK4tXSPuzmSTgS+xcKNCZ2ccDTdbrIyMD+ikPRuYE+alk9oFm490faHqoWK1kh6g+3Da+eoobR0P5fmBer0Lrd0j7tx255L0sEsuMn6AwvfZH3e9pS60UoRNoSk5Wi2LfqHcurHwJG276sWKlolaSvg78vh2bYvrJkn2iVpE2BjmnWEALB9fL1EETEZpstNVoqwCSS9EPix7TskHU0zc6i3sN3LgQdsv6ZawIiYFGWW4PY0RdhpNOtnnWN795q52iLpHNvPGjBrbCxmy42rstTSZ4HH2d5E0mbAC23/R+VorZsON1kpwiYov7CH2n6ZpIttbz7h+iLnukbSBsCHWPSXt/Nj4WJ8SLoU2By40Pbmkh4HfNn2cypHi5g0kn5CM675yL51Hzu/f+h0uclapnaAqcb2/wJvK4cPSFqvd03SExmP9cKOpblzuh/YATieZh2hiC652/aDwP2SZgI3AWtXztQ6Sdv0L0khaWVJnd6kfsytaHviUjv3V0kyWrvT7BJwo+19aG64VqkbaVEpwgawfUP58N+AH0n6cbmbOAt4a71kI/NI22fStJT+zvZhwD9XztQ6SW8os2liPMyRtCrNzMC5NOtmnVs10Wh8Friz7/iuci666ebSmNBbkmR34Ibhn9IJ0+ImK0tUDGH7zNI1t2E5dWVvJ/qOu0fSMsD/SXo9zQyTzm7g3edxwC8lXQB8gWbWWPrrO8r2geXDz0n6PjDT9iU1M42I+n+vbT8oKa8F3XUQcBSwkaQ/ANcAe9eNNBITb7LuZAreZGVM2ACSdrR9VtnuYRFdXV+lR9LTgF8BqwLvp1lf5WO2z6uZaxQkiWbq/j40W7ucBBxj+zdVg8WkkbSR7V+XmbCLsH3BqDONkqRv0Mz07rV+HQjsYPtFtTJF+8qivMv0FqMeJ5LWZYreZOXuZ7Bn03Q9vmDANQOdLcIkzQBeavttNHcO+1SONFJlJfEbafYZux9YDfiapDNsv71uupgkbwH2Bz4x4JpZsJF5V70W+C/gPTTP90ya70d0iKS9bX954t64zX1md/fEHXaTJWmrqXaTlZawWISk82xvUzvHqJVF/l4B3AwcDXzL9n29rlnb6w39AhERU4SkA2wfWWYJLqK3XVvXSDrK9v6SfjTgsm1PqZusFGFDSPog8FHbfy7HqwFvtf2eqsFaJumzNNs7nEwzaBcYi27Y9wJfsP27AdeePI77r3WZpIOAEyb8/97L9meqBouIsZHZkcPt3PsDDWD7NuD59eKMzArALTTdMi8ob7tUTTQCtg8dVICVaynAume/Af+/96sXJ2LySTquDFDvHa8m6QsVI42EpIMGPO8Dh3xKFRkTNtwMSY/ozYiU9EjgEZUzta6sqRLRdTMkzZ8pWMZDLl85U8Rk22zizYakLSvmGZX9bP9376A87/2AKdXSnSJsuBOAM/s2QN2HBVsYdVZ5vov0U3d1w9cYW98HTpR0ZDk+oJzrNEmPAF4CrEvfa4Dt99XKFK1aRtJqpaUXSY9mPF77p8VN1jj8IP5mtj8i6WLgH8up99s+vWamEflO38crALsB11fKEtGWd9AUXq8rx2fQTMjoum8Dt9OsnTQO6x6Ou08A50o6uRzvAXygYp5RmRY3WRmYP4SkJwA32P5rOX4kzSaov60abMTK7MBzbG9bO0ubyrpwHwEeS7OpcTY2js4Zh30DY2GSNmbB0itn2b6iZp5RKK9bB9BsXQTlJsv2lNp6MEXYEJLmANvavrccLw/8zPbT6iYbLUkbAt+1vX7tLG2SdBXwggzCHw+StgMOA9ah6RXoFd2d3qhe0lHA4bYvrZ0lYtylO3K4ZXsFGIDte0sh1mmS5rHwmLAbabpuuu6PKcDGyjHAm2m65abU3XHLngW8StI1NN2RveJzs7qxIibPdLnJShE23J8kvdD2KQCSdqVZyLPTbK9cO0MlcySdCHyLvrEyXV8fbYzdbvt7tUNUsHPtABEjMC1ustIdOUTZef4EYE2aKvpa4BW2r6oarGWSzrS905LOdU3fLNh+zqzQbpL0YWAGzTZk/UX3lNrWpA2SngVsYPtYSbOAlWxfUztXxGSRdL7tZ9TOsSQpwpaCpJUAbN9ZO0ubJK0ArAj8CNiepvCEZgPv79veqFK0iEk3XbY1mWxlG5utgQ1tP0nSmsDJtrerHC1i0kyXm6x0Rw4h6ZAJx0Cn19M5AHgTTcvfXBYUYXcAR1TKNDKSHg8cDvRejH4KHGz7unqpoi22d6idoZLdgC2BCwBsXy9pXIcgRHf1WsG27jtnFswSnRJShA13V9/HK9Bs3dPZgdu2Pw18WtIbbB9eO88oSHot8FPblwPHAl+hWUcHYO9y7jmV4kWLJD0O+CCwpu2dyzT+Z9o+pnK0tt1r25J6i1g+qnagiMk2XW6y0h35EJSVpk+3vX3tLG2TtAmwMU3xCYDt4+slaoekFWmm679a0sW2N59w/SLbW9RJF22S9D2aIvvdtjeXtCxwoe1NK0drlaS3ARvQ3Fx8CNgX+Mq43HjFeJguN1nZwPuhWRF4fO0QbStjRg4vbzsAHwVeWDVUS2z/Bdi/HN4saW9JM8rb3jQbmUc3rW77JOBBANv3M4VnUU0W2x8HvgZ8HdgQOCQFWHTQF4HTaYbXAPwvzXCbKSXdkUNIupQF62XNAGYBXR0P1m93YHOaVoF9yh3Flytnak3fCsr70hSen6L5uf+cZr/Q6Ka7JD2G8n9c0jY02/l0nu0zaFYQj+iq1W2fJOld0NxkSZpyN1kpwobbpe/j+2kW87y/VpgRutv2g5LulzQTuAlYu3aottn+HR1t8YuB3gKcAqwn6Wc0N1m7140UEZNkWtxkpQgboOwyDzBvwqWZkrB966gzjdgcSasCn6eZJXkncG7VRC2S9HbbH5V0OAvvFACA7TdWiBUts32BpGfTdMkJuNL2fZVjRcTkmBY3WRmYP0DZzsM0f5hnA7eVj1cFfm/7CfXSjZakdYGZti+pnaUtkl5g+1RJrxx03fZxo84U7ZN0EHCC7T+X49WAvWx/pmqwiJgUZbLNlL7JShE2hKTPA9+0fVo53hl4ke0D6iZrh6SNbP9a0laDrk+1Re4iHo5BM18lXWh7y0qRRkLSBjSzIifOfp5Se+pFPBzT5SYrRdgQki6dOF190LmukHSU7f3HeCXxM4A9Jvyn/R/b/1Q1WLSiTLzZzOWPoKQZwCW2n1I3WbsknQMcSjMB5QU0k0+WsX3I0E+MmEamy01WxoQNd72k97BgZuDLgOsr5mmV7f3L+2mxyF0LZvUKMADbt0l6bMU80a7vAydKOrIcH1DOdd0jbZ8pSWUyymGS5gIpwqJLZpTf8f6brOUrZ1pE1gkbbi+awXzfLG+PLec6TdJBZWB+73g1SQdWjDQqD0ia3TuQtA4DBupHZ7yDZp/U15W3M4G3V000GvdIWgb4P0mvl7QbsFLtUBGTrHeTtZOknYCvMgVvstIduRTKvmru+gbePdOlGXeySXoecBTwE5qBnH8P7G/79KrBIiaRpKfRbL+2KvB+YCbwMdvn1cwVMZnKjcYBwE7l1BnA0X3rQk4JKcKGkLQpcDzQW7LiZuCVti+rl6p94zpWBkDS6sA25fA82zfXzBOTT9JJtvecsBjzfLY3qxBrJMr/5Y/YflvtLBGRMWFLciTwFts/ApC0PU1LybYVM43CuI6VgWbbmptoZo1tXNaFO7typphcB5f3uwx9VAfZfkDSs2rniGjLdLvJSkvYEIvZ0HmRc10zXZpxJ5uk19C8QD8euIimRezcrs8KjfEi6bPAWsDJwF2987a/US1UxCSRtIbtG8qY3kWUyShTRoqwISR9E7gA+FI5tTfwVNu71UsVbSl3Tk+j6YbcQtJGwAdtv7hytJhEkuYxeMKFaMZ+zhxxpJGSdOyA07a978jDRIy5dEcOty/wXuAbNH+0f1rOdZqk7YDDgHVofkd6L05dX8zxr7b/KglJjygL125YO1RMLtsr185Qk+1sSh+dNd1uslKELUYZwPqNMV0z6xjgzTT7Rna6C3KC68rSHN8CzpB0GzClmq4jHq7SEjZorEznbzCj+6bbTVaKsMUoA1gflLSK7Sm383rLbrf9vdohRq2vm/mwsmvAKozPhIQYH9/p+3gFYDc6vAh1xFSWMWFDSPo2sCXNwPT+AaxvrBZqBCR9GJhB0w17T+981/eOlLQNcLnteeV4JvBk2+fXTRbRnjIR5xzbXZ/1HTHlpAgbQtIrB523fdyos4zSGO8deSGwVd/6aMsAc2wP3NA8ogvKuMfv2l6/dpaIcZPuyCFsHydpeWAjmjEUV9q+t3Ks1o3pODhobkrm35XYflBS/o9EpwwYuHwjzRZOETFieYEZQtLzaRZs/Q3NzIonSDqg6+OlJD0O+CCwpu2dJW0MPNP2MZWjte1qSW8EPluODwSurpgnYtJNt4HLEV2WDbyH+ySwg+3tbT8b2AH4VOVMo/BF4HRgzXL8v8CbaoUZodfS7IbwB+A64BnA/lUTRUwySWcuzbmIaF9awoabZ/uqvuOrgXm1wozQ6rZPkvQuANv3S+r8UhW2bwL+pXaOiDZIWgFYEVhd0mo0rfvQbOC9VrVgEWMsRdhwcySdBpxEM4ZiD+CXkl4Mnd7m4y5Jj6GMGymzBju7TIekt9v+qKTDGbx+Uqdnw8bYOICmRXtNmjUAe0XYHcARlTJFjLXMjhxiMdt79HR2mw9JWwGHA5sAlwGzgN1tX1I1WEsk7WL7O+M6GzbGi6Q32D68do6ISBEWi1FmBW5Ic7d8pe37KkdqjaQv2X65pINtf7p2noi2SdoE2JhmsVYAbB9fL1HEeMrA/FiEpIOAlWxfbvsyYCVJB9bO1aKnSloT2FfSapIe3f9WO1zEZJJ0KE1L9+E0k40+CrywaqiIMZWWsFiEpItsbzHh3IW2t6wUqVVlWYrXAU+kmRmpvsvjsHF5jBFJlwKbAxfa3rwsSfNl28+pHC1i7KQlLAaZIWl+IVI2M1++Yp5W2f4v208GvmD7ibaf0PeWAiy65m7bDwL3l625bgLWrpwpYixlduQQkh4BvARYl77vle331co0It8HTpR0ZDk+gA5vZC1ppu07gHcP6n60fWuFWBFtmSNpVeDzNLMk7wTOrZooYkylO3IISd+nWZphLjB/nSzbn6gWagTKnokHADuVU2cAR9vu5Fphkr5jexdJ19AsUZHuyBgLktYFZnZ15nPEVJcibAhJl9nepHaOiIiHS9JGtn9dlqBZhO0LRp0pYtylO3K4n0va1PaltYOMgqSTbO9ZBu4OWrR0swqxRkrSWsA6LNz9fHa9RBGT5i0023ANask3sONo40REWsKGkHQFsD5wDXAPTTeVu1qMSFrD9g2S1hl03fbvRp1plCR9BHgpcAULup9tO9P3IyJi0qUIG2Jci5FxJelKYDPb99TOEtGWsg7gCbb/XI5XA/ay/ZmqwSLGUJaoGKIUW2sDO5aP/0KHv2eS5km6Y8DbPEl31M43AlcDy9UOEdGy/XoFGIDt24D96sWJGF8ZEzZEWVl6a5rte46leYH+MrBdzVxtsb1y7QyV/QW4SNKZNN3PQDbwjs6ZIUku3SBdXwcwYipLETbcbsCWwAUAtq+XNO6FSpedUt4iumys1gGMmMpShA13r21L6t0xPqp2oGiP7eNqZ4gYgXfQFF6vK8dnAEfXixMxvjIwfwhJbwM2AJ4DfAjYF/iK7cOrBotWSNqA5ue8MbBC73wWa42IiDakCFsCSc8BnkuzPMXpts+oHClaIukc4FDgU8ALgH2AZWwfUjVYxCSStB1wGAvWw+stvZObjYgRSxEWUUiaa/upki61vWn/udrZIiaLpF8Db2bR7dhuqRYqYkxlTFjEAveUfTP/T9LrgT8AK1XOFDHZbrf9vdohIiItYRHzSXoa8CtgVeD9wCrAR22fVzNXxGSS9GFgBvANFl6KJXtHRoxYirCIiDEi6UcDTtt29o6MGLEUYUNkttx4kHQqAzYs78nekRER0YaMCRvuWBbMltuBMluuaqJow8drB4gYFUmPAz4IrGl7Z0kbA8+0fUzlaBFjJy1hQ2S23PiRtDywEU3L2JW2760cKWJSSfoezQ3mu21vLmlZ4MLe37iIGJ206gy30Gw5SbuR2XKdJemfgd8A/wUcAVwlaee6qSIm3eq2TwIeBLB9P31LVUTE6KQ7criDgRWBN9LMltsBeGXVRNGmTwA72L4KQNJ6wHeBTOePLrlL0mMo4yAlbQPcXjdSxHhKEbYYkmYAL7X9NuBOmvFg0W3zegVYcTUwr1aYiJa8hWaj+vUk/QyYBexeN1LEeMqYsCEknWd7m9o5YjQkfZZmK5eTaFoJ9gB+D/wQwPY36qWLmDxlHNiGNFsWXWn7vsqRIsZSirAhyovyWsDJwF2983kx7iZJxw65bNv7jixMREskHQScYPvP5Xg1YC/bn6kaLGIMpQgbYjEvynkxjohpS9JFtreYcO5C21tWihQxtjImbAjbGQcWEV0zQ5Jc7sDL+NflK2eKGEspwoYoLWGLNBWmJSwiprHvAydKOrIcH1DORcSIpTtyCEkv6TtcAdgNuN72GytFioh4WMrahwcAO5VTZwBH285aYREjliLsISh/vM6xvW3tLDH5JD0CeAmwLn2txLbfVytTRER0V7ojH5oNgMfWDhGt+TbNopVzgXsqZ4mYVJJOsr2npEsZPMxiswqxIsZairAhJM1j4T9WNwLvqBQn2vd428+rHSKiJQeX97tUTRER86UIG8L2yrUzxEj9XNKmti+tHSRistm+obz/Xe0sEdHImLAhJJ1pe6clnYtukHQFsD5wDU13pGjWhUs3TUx7A1r251+i+T2fOeJIEWMvLWEDSFqBZuPu1ctq0iqXZtKsoB/dtHPtABFtSct+xNSTImywA4A3AWvSDNLuFWF3AEdUyhQts/07Sc8CNrB9rKRZwEq1c0VERDelO3IISW+wfXjtHDEakg4FtgY2tP0kSWsCJ9vernK0iIjooBRhSyBpE2BjmsVaAbB9fL1E0RZJFwFbAhf09tGTdEnGhEVERBvSHTlEaRnZnqYIO41mzNA5QIqwbrrXtiX19tR7VO1AERHRXcvUDjDF7U6ztceNZTPvzYFV6kaKFp1U9tNbVdJ+wA+Bz1fOFBERHZWWsOHutv2gpPslzQRuAtauHSraYfvjkp5DMwFjQ+AQ22dUjhURER2VImy4OZJWpWkNmQvcCZxbNVG0qhRdKbwiIqJ1GZi/lCStC8y0fUntLBERETH9pQgbQNJGtn8taatB121fMOpMERER0S0pwgaQdJTt/SX9aMBl295x5KEiIiKiU1KERRSSNgA+xKLrwj2xWqiIiOisLFExhKSDysD83vFqkg6sGCnadSzwWeB+YAea9eC+XDVRRER0VlrChpB0ke0tJpy7sLeaenSLpLm2nyrpUtub9p+rnS0iIronS1QMN0OSXCpVSTOA5StnivbcI2kZ4P8kvR74A9nAOyIiWpLuyOG+D5woaSdJOwFfLeeimw4GVgTeCDwV2Bt4ZdVEERHRWemOHKK0ihxAs3URNIt4Hm37gXqpog2llfMjtt9WO0tERIyHFGERhaTzbG9TO0dERIyHjAkbQtJ2wGHAOjTfK9GsE5YlC7rpQkmnACcDd/VO2v5GvUgREdFVaQkbQtKvgTfT7Bs5vwvS9i3VQkVrJB074LRt7zvyMBER0XkpwoaQdL7tZ9TOEREREd2TImwISR8GZgDfAO7pnc/ekd1UWsIW+Q+RlrCIiGhDxoQN12sF27rvnIHsHdlN3+n7eAVgN+D6SlkiIqLj0hIWsRhliZJzbG9bO0tERHRPFmsdQtLjJB0j6XvleGNJr66dK0ZmA+CxtUNEREQ3pQgb7ovA6cCa5fh/gTfVChPtkjRP0h29N+BU4B21c0VERDdlTNhwq9s+SdK7AGzfLymr5XeU7ZVrZ4iIiPGRlrDh7pL0GMqMOUnbALfXjRRtkXTm0pyLiIiYDGkJG+4twCnAepJ+BswCdq8bKSabpBVoNu5eXdJqNDsjAMwE1qoWLCIiOi2zI5dA0rLAhjQvzFfavq9ypJhkkg6mGeu3JvAHFhRhdwCft31EpWgREdFhKcKGkHQQcILtP5fj1YC9bH+marBohaQ32D68do6IiBgPKcKGkHSR7S0mnLvQ9paVIkXLJG0CbEyzWCsAto+vlygiIroqY8KGmyFJLpWqpBnA8pUzRUskHQpsT1OEnQbsDJwDpAiLiIhJl9mRw30fOFHSTpJ2Ar5azkU37Q7sBNxoex9gc2CVupEiIqKr0hI23DuAA4DXleMzgKPrxYmW3W37QUn3S5oJ3ASsXTtURER0U4qwIWw/CHy2vEX3zZG0KvB5YC5wJ3Bu1UQREdFZGZg/gKSTbO8p6VLKQq39bG9WIVaMkKR1gZm2L6mdJSIiuilF2ACS1rB9g6R1Bl23/btRZ4r2SNrI9q8lbTXouu0LRp0pIiK6L0VYjD1JR9neX9KPBly27R1HHioiIjovRdgAkuYxoBuSZiV125454kgRERHRMVmiYgDbK9ueOeBt5RRg3SXpoDIwv3e8mqQDK0aKiIgOS0tYRJEdEiIiYpTSEhaxwAxJvc27s0NCRES0KuuERSzQ2yHhyHJ8ANkhISIiWpLuyIhC0jI0hddO5dQZwNG2H6iXKiIiuipFWEREREQF6Y6MKCRtBxwGrEPzf6O3JMkTa+aKiIhuSktYRCHp18CbafaNnN8FafuWaqEiIqKz0hIWscDttr9XO0RERIyHtIRFFJI+DMwAvgHc0zufvSMjIqINKcIiiuwdGRERo5QiLCIiIqKCrJgfUUh6nKRjJH2vHG8s6dW1c0VERDelCItY4IvA6cCa5fh/gTfVChMREd2WIixigdVtnwQ8CGD7fvqWqoiIiJhMKcIiFrhL0mMAA0jaBri9bqSIiOiqrBMWscBbgFOA9ST9DJgF7F43UkREdFVmR0b0kbQssCHNlkVX2r6vcqSIiOiodEdGFJIOAlayfbnty4CVJB1YO1dERHRTWsIiCkkX2d5iwrkLbW9ZKVJERHRYWsIiFpghSb0DSTOA5SvmiYiIDsvA/IgFvg+cKOnIcnxAORcRETHp0h0ZUUhahqbw2qmcOgM42nbWCouIiEmXIiwiIiKignRHxtiTdJLtPSVdSlmotZ/tzSrEioiIjktLWIw9SWvYvkHSOoOu2/7dqDNFRET3pQiLiIiIqCDdkTH2JM1jQDckzar5tj1zxJEiImIMpCUsIiIiooIs1hoRERFRQYqwiIiIiApShEVERERUkCIsIiIiooIUYREx9iQ9rJniD/fzI2I8pQiLiE6R9ApJl0i6WNKXJL1A0vmSLpT0Q0mPK487rFz/GfAlSbMkfV3SL8vbduVxj5L0BUm/KF9j13L+VZJOkXQWcGa9ZxwR01Xu3iKiMyQ9BXgPsK3tmyU9mmYNuG1sW9JrgLcDby2fsjHwLNt3S/oK8Cnb50iaDZwOPBl4N3CW7X0lrQr8QtIPy+dvBWxm+9aRPcmI6IwUYRHRJTsCJ9u+GcD2rZI2BU6UtAawPHBN3+NPsX13+fgfgY0l9a7NlLQS8FzghZLeVs6vAMwuH5+RAiwi/lYpwiKi6w4HPmn7FEnbA4f1Xbur7+NlaFrM/tr/yWqqspfYvnLC+WdM+PyIiIckY8IiokvOAvaQ9BiA0h25CvCHcv2VQz73B8AbegeStigfng68oRRjSNpykjNHxJhKERYRnWH7cuADwE8kXQx8kqbl62RJc4Gbh3z6G4Gty6D+K4DXlvPvB5YDLpF0eTmOiHjYsndkRERERAVpCYuIiIioIEVYRERERAUpwiIiIiIqSBEWERERUUGKsIiIiIgKUoRFREREVJAiLCIiIqKCFGERERERFfx/6aajVIuIT/MAAAAASUVORK5CYII=",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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JVidZvW7duj5LlSRJmhG9h7Ak2wPnAK+pqjsnNF8C7FZVTwbeCZw72RhVdVJVraiqFWNjY73WK0mSNBN6DWFJFjIIYB+sqn+d2F5Vd1bV3d38ecDCJIv6rEmSJGk26PPuyAAnA1dV1T9N0Wfnrh9J9u3qubWvmiRJkmaLPu+O3B94EXB5kjXdur8ClgJU1YnAocArkmwAfgC8oKqqx5okSZJmhd5CWFWdD2QTfU4ATuirBkmSpNnKJ+ZLkiQ1YAiTJElqwBAmSZLUgCFMkiSpAUOYJElSA4YwSZKkBgxhkiRJDRjCJEmSGjCESZIkNTCtEJbkP6azTpIkSdOz0Z8tSvIQ4KHAoiSP4IGfIXo4sLjn2iRJkkbWpn478o+B1wCPAS7mgRB2J/7moyRJ0mbbaAirquOB45O8sqreOUM1SZIkjbxNHQkDoKremeRXgWXD21TV6T3VJUmSNNKmFcKSnAE8DlgD3NetLsAQJkmStBmmFcKAFcATq6r6LEaSJGm+mO5zwr4B7NxnIZIkSfPJdI+ELQKuTPI14N7xlVV1cC9VSZIkjbjphrBj+yxCkiRpvpnu3ZFf7LsQSZKk+WS6d0fexeBuSIBtgIXA96vq4X0VJkmSNMqmeyRsh/H5JAEOAZ7WV1GSJEmjbrp3R/5EDZwL/PaWL0eSJGl+mO7pyOcOLW7F4LlhP+ylIkmSpHlgundH/u7Q/AbgWganJKeUZAmDJ+o/msH1ZCd1v0U53CfA8cCzgXuAI6rqkmnWJEmSNGdN95qwl2zG2BuA11bVJUl2AC5O8tmqunKoz7OA3btpP+A93X8lSZJG2rSuCUuya5KPJfleN52TZNeNbVNVN44f1aqqu4CrgMUTuh0CnN5dZ3YBsFOSXTbj75AkSZpTpns68v3Ah4Dnd8uHdesOnM7GSZYBewMXTmhaDFw3tHx9t+7GCduvBFYCLF26dJolS6Nv/3fu37qEOeErr/xK6xIk6WdM9+7Isap6f1Vt6KZTgbHpbJhke+Ac4DVVdefmFFlVJ1XViqpaMTY2rZeVJEma1aYbwm5NcliSrbvpMODWTW2UZCGDAPbBqvrXSbrcACwZWt61WydJkjTSphvC/gj4feAmBqcKDwWO2NgG3Z2PJwNXVdU/TdFtFfDiDDwNuKOqbpyiryRJ0siY7jVhxwGHV9VtAEkeCfwDg3A2lf2BFwGXJ1nTrfsrYClAVZ0InMfg8RRrGTyiYnPuwpQkSZpzphvC9hwPYABVtT7J3hvboKrOB7KJPgX86TRrkCRJGhnTPR25VZJHjC90R8KmG+AkSZI0wXSD1D8C/5nko93y84E391OSJEnS6JvuE/NPT7IaeEa36rkTnnwvSZKkn8O0Tyl2ocvgJUmStAVM95owSZIkbUGGMEmSpAYMYZIkSQ0YwiRJkhowhEmSJDVgCJMkSWrAECZJktSAIUySJKkBQ5gkSVIDhjBJkqQGDGGSJEkNGMIkSZIaMIRJkiQ1YAiTJElqwBAmSZLUgCFMkiSpAUOYJElSA4YwSZKkBgxhkiRJDfQWwpKckuR7Sb4xRfsBSe5IsqabjumrFkmSpNlmQY9jnwqcAJy+kT5frqrn9FiDJEnSrNTbkbCq+hKwvq/xJUmS5rLW14T9SpJLk3w6yR5TdUqyMsnqJKvXrVs3k/VJkiT1omUIuwTYraqeDLwTOHeqjlV1UlWtqKoVY2NjM1WfJElSb5qFsKq6s6ru7ubPAxYmWdSqHkmSpJnULIQl2TlJuvl9u1pubVWPJEnSTOrt7sgkHwYOABYluR54I7AQoKpOBA4FXpFkA/AD4AVVVX3VI0mSNJv0FsKq6oWbaD+BwSMsJEmS5p3Wd0dKkiTNS4YwSZKkBgxhkiRJDRjCJEmSGjCESZIkNWAIkyRJasAQJkmS1IAhTJIkqQFDmCRJUgOGMEmSpAYMYZIkSQ0YwiRJkhowhEmSJDVgCJMkSWrAECZJktSAIUySJKkBQ5gkSVIDhjBJkqQGDGGSJEkNGMIkSZIaMIRJkiQ1YAiTJElqwBAmSZLUQG8hLMkpSb6X5BtTtCfJvyRZm+SyJE/pqxZJkqTZps8jYacCB22k/VnA7t20EnhPj7VIkiTNKr2FsKr6ErB+I10OAU6vgQuAnZLs0lc9kiRJs8mChq+9GLhuaPn6bt2NEzsmWcngaBlLly6dkeIkaTJf/PWnty5hTnj6l764xcY64bWf2GJjjbKj/vF3t9hYbz7s0C021ij76w+c/aC2nxMX5lfVSVW1oqpWjI2NtS5HkiTpQWsZwm4Algwt79qtkyRJGnktQ9gq4MXdXZJPA+6oqp85FSlJkjSKersmLMmHgQOARUmuB94ILASoqhOB84BnA2uBe4CX9FWLJEnSbNNbCKuqF26ivYA/7ev1JUmSZrM5cWG+JEnSqDGESZIkNWAIkyRJasAQJkmS1IAhTJIkqQFDmCRJUgOGMEmSpAYMYZIkSQ0YwiRJkhowhEmSJDVgCJMkSWrAECZJktSAIUySJKkBQ5gkSVIDhjBJkqQGDGGSJEkNGMIkSZIaMIRJkiQ1YAiTJElqwBAmSZLUgCFMkiSpAUOYJElSA4YwSZKkBgxhkiRJDfQawpIclOSbSdYm+ctJ2o9Isi7Jmm56aZ/1SJIkzRYL+ho4ydbAu4ADgeuBi5KsqqorJ3Q9q6qO6qsOSZKk2ajPI2H7Amur6pqq+hFwJnBIj68nSZI0Z/QZwhYD1w0tX9+tm+h5SS5LcnaSJZMNlGRlktVJVq9bt66PWiVJkmZU6wvzPwEsq6o9gc8Cp03WqapOqqoVVbVibGxsRguUJEnqQ58h7AZg+MjWrt26n6iqW6vq3m7xfcA+PdYjSZI0a/QZwi4Cdk/y2CTbAC8AVg13SLLL0OLBwFU91iNJkjRr9HZ3ZFVtSHIU8Blga+CUqroiyXHA6qpaBbwqycHABmA9cERf9UiSJM0mvYUwgKo6DzhvwrpjhuaPBo7uswZJkqTZqPWF+ZIkSfOSIUySJKkBQ5gkSVIDhjBJkqQGDGGSJEkNGMIkSZIaMIRJkiQ1YAiTJElqwBAmSZLUgCFMkiSpAUOYJElSA4YwSZKkBgxhkiRJDRjCJEmSGjCESZIkNWAIkyRJasAQJkmS1IAhTJIkqQFDmCRJUgOGMEmSpAYMYZIkSQ0YwiRJkhowhEmSJDXQawhLclCSbyZZm+QvJ2nfNslZXfuFSZb1WY8kSdJs0VsIS7I18C7gWcATgRcmeeKEbkcCt1XVcuAdwNv7qkeSJGk26fNI2L7A2qq6pqp+BJwJHDKhzyHAad382cBvJkmPNUmSJM0Kqap+Bk4OBQ6qqpd2yy8C9quqo4b6fKPrc323/N9dn1smjLUSWNktPh74Zi9F928RcMsme2lLcp/PPPf5zHOfzzz3+cybq/t8t6oam6xhwUxXsjmq6iTgpNZ1PFhJVlfVitZ1zCfu85nnPp957vOZ5z6feaO4z/s8HXkDsGRoeddu3aR9kiwAdgRu7bEmSZKkWaHPEHYRsHuSxybZBngBsGpCn1XA4d38ocDnqq/zo5IkSbNIb6cjq2pDkqOAzwBbA6dU1RVJjgNWV9Uq4GTgjCRrgfUMgtoom/OnVOcg9/nMc5/PPPf5zHOfz7yR2+e9XZgvSZKkqfnEfEmSpAYMYZIkSQ0YwiRJkhowhEmSJDVgCJMkSWrAENaDJNsnOS7JFUnuSLIuyQVJjmhd23yUZORua54Nkuw5NL8wyRuSrEryliQPbVmbtKUkOSrJom5+eZIvJbk9yYVJntS6vlGUZOck70nyriSPSnJsksuTfCTJLq3r25IMYf34IHAN8NvAm4B/AV4E/EaSt7QsbFQleeQU06OAZ7eub0SdOjT/NmA58I/AdsCJLQqaD5Jc0gXex7WuZZ54xdDvGR8PvKOqdgL+Aj/nfTkVuBK4Dvg88AMG/45/mRHb5z4nrAdJLq2qJw8tX1RVT02yFXBlVT2hYXkjKcl9wLeBDK2ubnlxVW3TpLARluTrVbV3N78GeGpV/ThJgEuras+NDqDNkuRbwDnA7wM3AR8Gzqqq7zYtbEQl+WZVPb6bv6iqnjrUdpmf8y1vwr8t36mqpUNta6pqr2bFbWEeCevH95P8T4AkBzP4NQCq6n5+OiRoy7kGOKCqHjs0/WJVPRa4uXVxI2rHJM9N8jxg26r6MUD302P+311/bquq13VfTK8FdgcuSfL5JCsb1zaKzk5yapJfBD6W5DVJdkvyEuA7rYsbUcPZ5PQJbVvPZCF96+1ni+a5VwDvTbI7cAVwJECSMeBdLQsbYf8MPILJ/1H8u5ktZd74IvC73fwFSR5dVTcn2Rm4ZSPbaQupqi8DX07ySuBA4A8YwZ92aamq/rq7nvfDwOOAbYGVwLnAH7arbKR9PMn2VXV3Vb1hfGWS5cA3G9a1xXk6sidJfglYDFxQVXcPrT+oqv6tXWWjK8m+DA7EXJTkicBBwNVVdV7j0kZWkv2A+93nMyfJmVU16r+zO6tM+LdlDwaf86v8nPcnyRMYfIdeOMrfoYawHiR5FfAnwNXAXsCrq+rjXdslVfWUhuWNpCRvBJ7F4OjuZ4H9GFzQeSDwmap6c8PyRtIk+3xf4Au4z5tJ8pKqen/rOkaJn/OZ1x3ZPQq4ihH/DjWE9SDJ5cCvVNXdSZYBZwNnVNXxwxccasvp9vleDE4V3ATsWlV3JtmOwf9JefHsFuY+n30mXsSsB8/P+cybT9+hXhPWj63GD59W1bVJDmBwcedueGF+XzZU1X3APUn+u6ruBKiqHyS5v3Fto8p93kCSy6ZqAh49k7XME37OZ968+Q41hPXj5iR7VdUagC7NPwc4BfDhfv34UZKHVtU9wD7jK5PsCPgPZT/c5208msEzCG+bsD7AV2e+nJHn53zmzZvvUE9H9iDJrgz+7+mmSdr2r6qvNChrpCXZtqrunWT9ImCXqrq8QVkjzX3eRpKTgfdX1fmTtH2oqv53g7JGlp/zmTefvkMNYZIkSQ34sFZJkqQGDGGSJEkNGMIkSZIaMIRJkiQ1YAiTNG8kOTfJxUmuGP+x6yRHJvmvJF9L8t4kJ3Trx5Kck+Sibtq/bfWSRo13R0qaN5I8sqrWd087v4jB87a+AjwFuAv4HHBpVR2V5EPAu6vq/CRLGfxEzS81K17SyPFhrZLmk1cl+b1ufgnwIuCLVbUeIMlHgf/RtT8TeGLykwd0PzzJ9sM/JixJD4YhTNK80P30yTMZ/CbdPUm+AFwNTHV0ayvgaVX1wxkpUNK84zVhkuaLHYHbugD2BOBpwMOApyd5RJIFwPOG+v8/4JXjC0n2msliJY0+Q5ik+eLfgAVJrgLeBlwA3AC8Bfgag2vDrgXu6Pq/CliR5LIkVwIvn/GKJY00L8yXNK+NX+fVHQn7GHBKVX2sdV2SRp9HwiTNd8cmWQN8A/gWcG7TaiTNGx4JkyRJasAjYZIkSQ0YwiRJkhowhEmSJDVgCJMkSWrAECZJktTA/wcjtTPy5MQd7gAAAABJRU5ErkJggg==",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
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",
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+ ""
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+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "grafLocation(df1)\n",
+ "\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 137,
+ "id": "8f18aebc",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'univ. nacional del comahue'"
+ ]
+ },
+ "execution_count": 137,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df1.university.unique()[0]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 138,
+ "id": "ec149ead",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
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",
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+ "output_type": "display_data"
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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "grafLocation(df2)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 139,
+ "id": "8d085203",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
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\n",
+ " \n",
+ " \n",
+ " \n",
+ " gender_female \n",
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+ " career_actuario \n",
+ " career_agronomía \n",
+ " career_arquitectura \n",
+ " career_bioquímica \n",
+ " career_ciencias veterinarias \n",
+ " career_contador público \n",
+ " career_diseño de imagen y sonido \n",
+ " career_diseño industrial \n",
+ " ... \n",
+ " career_licenciatura en kinesiología y fisiatría \n",
+ " career_licenciatura en musicoterapia \n",
+ " career_licenciatura en planificación y diseño del paisaje \n",
+ " career_licenciatura en producción de bioimagenes \n",
+ " career_licenciatura en psicología \n",
+ " career_licenciatura en relaciones del trabajo \n",
+ " career_licenciatura en sociología \n",
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+ " 0.164598 \n",
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+ " 0.169227 \n",
+ " 0.159818 \n",
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+ " 0.175186 \n",
+ " 0.156541 \n",
+ " 0.153186 \n",
+ " 0.175186 \n",
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+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " \n",
+ " \n",
+ " técnico para bioterios \n",
+ " 33 \n",
+ " female \n",
+ " 2 \n",
+ " 1 \n",
+ " técnico para bioterios \n",
+ " 2 \n",
+ " \n",
+ " \n",
+ " male \n",
+ " 1 \n",
+ " 1 \n",
+ " técnico para bioterios \n",
+ " 1 \n",
+ " \n",
+ " \n",
+ " 35 \n",
+ " female \n",
+ " 3 \n",
+ " 1 \n",
+ " técnico para bioterios \n",
+ " 3 \n",
+ " \n",
+ " \n",
+ " 37 \n",
+ " male \n",
+ " 5 \n",
+ " 1 \n",
+ " técnico para bioterios \n",
+ " 5 \n",
+ " \n",
+ " \n",
+ " 39 \n",
+ " male \n",
+ " 2 \n",
+ " 1 \n",
+ " técnico para bioterios \n",
+ " 2 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
819 rows × 4 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " count unique top freq\n",
+ "career age gender \n",
+ "actuario 17 female 5 1 actuario 5\n",
+ " 18 female 1 1 actuario 1\n",
+ " 19 female 1 1 actuario 1\n",
+ " male 1 1 actuario 1\n",
+ " 21 female 1 1 actuario 1\n",
+ "... ... ... ... ...\n",
+ "técnico para bioterios 33 female 2 1 técnico para bioterios 2\n",
+ " male 1 1 técnico para bioterios 1\n",
+ " 35 female 3 1 técnico para bioterios 3\n",
+ " 37 male 5 1 técnico para bioterios 5\n",
+ " 39 male 2 1 técnico para bioterios 2\n",
+ "\n",
+ "[819 rows x 4 columns]"
+ ]
+ },
+ "execution_count": 142,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df2.career.groupby([df2.career,df2.age,df2.gender]).describe()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 143,
+ "id": "85952af2",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "73"
+ ]
+ },
+ "execution_count": 143,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "dif = len(df2)-len(df1)\n",
+ "dif"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 144,
+ "id": "2abb3d0a",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "3.8340336134453783"
+ ]
+ },
+ "execution_count": 144,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "dif/len(df2)*100"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 145,
+ "id": "05e675f2",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "univ. nacional del comahue\n",
+ "29 170\n"
+ ]
+ }
+ ],
+ "source": [
+ "ma=df1.university.groupby(df1.age).describe()\n",
+ "\n",
+ "# dat['count'].unique()\n",
+ "f =ma['count'] == ma['count'].max()\n",
+ "name_L=ma[f].index[0]\n",
+ "# loca =df1.location == ma[f].index[0]\n",
+ "name_L\n",
+ "ma\n",
+ "print(df1.university[0])\n",
+ "print(name_L, ma['count'].max())\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 146,
+ "id": "9e50c6c6",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " count \n",
+ " unique \n",
+ " top \n",
+ " freq \n",
+ " \n",
+ " \n",
+ " age \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 17 \n",
+ " 136 \n",
+ " 1 \n",
+ " univ. nacional del comahue \n",
+ " 136 \n",
+ " \n",
+ " \n",
+ " 18 \n",
+ " 16 \n",
+ " 1 \n",
+ " univ. nacional del comahue \n",
+ " 16 \n",
+ " \n",
+ " \n",
+ " 19 \n",
+ " 125 \n",
+ " 1 \n",
+ " univ. nacional del comahue \n",
+ " 125 \n",
+ " \n",
+ " \n",
+ " 20 \n",
+ " 16 \n",
+ " 1 \n",
+ " univ. nacional del comahue \n",
+ " 16 \n",
+ " \n",
+ " \n",
+ " 21 \n",
+ " 122 \n",
+ " 1 \n",
+ " univ. nacional del comahue \n",
+ " 122 \n",
+ " \n",
+ " \n",
+ " 22 \n",
+ " 17 \n",
+ " 1 \n",
+ " univ. nacional del comahue \n",
+ " 17 \n",
+ " \n",
+ " \n",
+ " 23 \n",
+ " 121 \n",
+ " 1 \n",
+ " univ. nacional del comahue \n",
+ " 121 \n",
+ " \n",
+ " \n",
+ " 24 \n",
+ " 18 \n",
+ " 1 \n",
+ " univ. nacional del comahue \n",
+ " 18 \n",
+ " \n",
+ " \n",
+ " 25 \n",
+ " 144 \n",
+ " 1 \n",
+ " univ. nacional del comahue \n",
+ " 144 \n",
+ " \n",
+ " \n",
+ " 26 \n",
+ " 11 \n",
+ " 1 \n",
+ " univ. nacional del comahue \n",
+ " 11 \n",
+ " \n",
+ " \n",
+ " 27 \n",
+ " 125 \n",
+ " 1 \n",
+ " univ. nacional del comahue \n",
+ " 125 \n",
+ " \n",
+ " \n",
+ " 28 \n",
+ " 21 \n",
+ " 1 \n",
+ " univ. nacional del comahue \n",
+ " 21 \n",
+ " \n",
+ " \n",
+ " 29 \n",
+ " 170 \n",
+ " 1 \n",
+ " univ. nacional del comahue \n",
+ " 170 \n",
+ " \n",
+ " \n",
+ " 30 \n",
+ " 15 \n",
+ " 1 \n",
+ " univ. nacional del comahue \n",
+ " 15 \n",
+ " \n",
+ " \n",
+ " 31 \n",
+ " 146 \n",
+ " 1 \n",
+ " univ. nacional del comahue \n",
+ " 146 \n",
+ " \n",
+ " \n",
+ " 32 \n",
+ " 14 \n",
+ " 1 \n",
+ " univ. nacional del comahue \n",
+ " 14 \n",
+ " \n",
+ " \n",
+ " 33 \n",
+ " 128 \n",
+ " 1 \n",
+ " univ. nacional del comahue \n",
+ " 128 \n",
+ " \n",
+ " \n",
+ " 34 \n",
+ " 18 \n",
+ " 1 \n",
+ " univ. nacional del comahue \n",
+ " 18 \n",
+ " \n",
+ " \n",
+ " 35 \n",
+ " 150 \n",
+ " 1 \n",
+ " univ. nacional del comahue \n",
+ " 150 \n",
+ " \n",
+ " \n",
+ " 36 \n",
+ " 12 \n",
+ " 1 \n",
+ " univ. nacional del comahue \n",
+ " 12 \n",
+ " \n",
+ " \n",
+ " 37 \n",
+ " 148 \n",
+ " 1 \n",
+ " univ. nacional del comahue \n",
+ " 148 \n",
+ " \n",
+ " \n",
+ " 38 \n",
+ " 24 \n",
+ " 1 \n",
+ " univ. nacional del comahue \n",
+ " 24 \n",
+ " \n",
+ " \n",
+ " 39 \n",
+ " 120 \n",
+ " 1 \n",
+ " univ. nacional del comahue \n",
+ " 120 \n",
+ " \n",
+ " \n",
+ " 40 \n",
+ " 14 \n",
+ " 1 \n",
+ " univ. nacional del comahue \n",
+ " 14 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " count unique top freq\n",
+ "age \n",
+ "17 136 1 univ. nacional del comahue 136\n",
+ "18 16 1 univ. nacional del comahue 16\n",
+ "19 125 1 univ. nacional del comahue 125\n",
+ "20 16 1 univ. nacional del comahue 16\n",
+ "21 122 1 univ. nacional del comahue 122\n",
+ "22 17 1 univ. nacional del comahue 17\n",
+ "23 121 1 univ. nacional del comahue 121\n",
+ "24 18 1 univ. nacional del comahue 18\n",
+ "25 144 1 univ. nacional del comahue 144\n",
+ "26 11 1 univ. nacional del comahue 11\n",
+ "27 125 1 univ. nacional del comahue 125\n",
+ "28 21 1 univ. nacional del comahue 21\n",
+ "29 170 1 univ. nacional del comahue 170\n",
+ "30 15 1 univ. nacional del comahue 15\n",
+ "31 146 1 univ. nacional del comahue 146\n",
+ "32 14 1 univ. nacional del comahue 14\n",
+ "33 128 1 univ. nacional del comahue 128\n",
+ "34 18 1 univ. nacional del comahue 18\n",
+ "35 150 1 univ. nacional del comahue 150\n",
+ "36 12 1 univ. nacional del comahue 12\n",
+ "37 148 1 univ. nacional del comahue 148\n",
+ "38 24 1 univ. nacional del comahue 24\n",
+ "39 120 1 univ. nacional del comahue 120\n",
+ "40 14 1 univ. nacional del comahue 14"
+ ]
+ },
+ "execution_count": 146,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "ma"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 147,
+ "id": "2727806d",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "53.52266521026762"
+ ]
+ },
+ "execution_count": 147,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "EdT1=ma.sum()\n",
+ "ma\n",
+ "ma[ma.index > 27].sum()\n",
+ "ma[ma.index > 27].sum()[0]/ma.sum()[0]*100\n",
+ "\n",
+ "# len(df1)\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 148,
+ "id": "c56131b0",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "universidad del salvador\n",
+ "25 202\n"
+ ]
+ }
+ ],
+ "source": [
+ "ma=df2.university.groupby(df2.age).describe()\n",
+ "\n",
+ "# dat['count'].unique()\n",
+ "f =ma['count'] == ma['count'].max()\n",
+ "name_L=ma[f].index[0]\n",
+ "# loca =df1.location == ma[f].index[0]\n",
+ "name_L\n",
+ "print(df2.university[0])\n",
+ "print(name_L, ma['count'].max())"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 149,
+ "id": "e55edee8",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " count \n",
+ " unique \n",
+ " top \n",
+ " freq \n",
+ " \n",
+ " \n",
+ " age \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 17 \n",
+ " 123 \n",
+ " 1 \n",
+ " universidad del salvador \n",
+ " 123 \n",
+ " \n",
+ " \n",
+ " 18 \n",
+ " 28 \n",
+ " 1 \n",
+ " universidad del salvador \n",
+ " 28 \n",
+ " \n",
+ " \n",
+ " 19 \n",
+ " 160 \n",
+ " 1 \n",
+ " universidad del salvador \n",
+ " 160 \n",
+ " \n",
+ " \n",
+ " 20 \n",
+ " 20 \n",
+ " 1 \n",
+ " universidad del salvador \n",
+ " 20 \n",
+ " \n",
+ " \n",
+ " 21 \n",
+ " 117 \n",
+ " 1 \n",
+ " universidad del salvador \n",
+ " 117 \n",
+ " \n",
+ " \n",
+ " 22 \n",
+ " 19 \n",
+ " 1 \n",
+ " universidad del salvador \n",
+ " 19 \n",
+ " \n",
+ " \n",
+ " 23 \n",
+ " 179 \n",
+ " 1 \n",
+ " universidad del salvador \n",
+ " 179 \n",
+ " \n",
+ " \n",
+ " 24 \n",
+ " 51 \n",
+ " 1 \n",
+ " universidad del salvador \n",
+ " 51 \n",
+ " \n",
+ " \n",
+ " 25 \n",
+ " 202 \n",
+ " 1 \n",
+ " universidad del salvador \n",
+ " 202 \n",
+ " \n",
+ " \n",
+ " 26 \n",
+ " 53 \n",
+ " 1 \n",
+ " universidad del salvador \n",
+ " 53 \n",
+ " \n",
+ " \n",
+ " 27 \n",
+ " 175 \n",
+ " 1 \n",
+ " universidad del salvador \n",
+ " 175 \n",
+ " \n",
+ " \n",
+ " 29 \n",
+ " 119 \n",
+ " 1 \n",
+ " universidad del salvador \n",
+ " 119 \n",
+ " \n",
+ " \n",
+ " 31 \n",
+ " 132 \n",
+ " 1 \n",
+ " universidad del salvador \n",
+ " 132 \n",
+ " \n",
+ " \n",
+ " 33 \n",
+ " 137 \n",
+ " 1 \n",
+ " universidad del salvador \n",
+ " 137 \n",
+ " \n",
+ " \n",
+ " 35 \n",
+ " 121 \n",
+ " 1 \n",
+ " universidad del salvador \n",
+ " 121 \n",
+ " \n",
+ " \n",
+ " 37 \n",
+ " 145 \n",
+ " 1 \n",
+ " universidad del salvador \n",
+ " 145 \n",
+ " \n",
+ " \n",
+ " 39 \n",
+ " 123 \n",
+ " 1 \n",
+ " universidad del salvador \n",
+ " 123 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " count unique top freq\n",
+ "age \n",
+ "17 123 1 universidad del salvador 123\n",
+ "18 28 1 universidad del salvador 28\n",
+ "19 160 1 universidad del salvador 160\n",
+ "20 20 1 universidad del salvador 20\n",
+ "21 117 1 universidad del salvador 117\n",
+ "22 19 1 universidad del salvador 19\n",
+ "23 179 1 universidad del salvador 179\n",
+ "24 51 1 universidad del salvador 51\n",
+ "25 202 1 universidad del salvador 202\n",
+ "26 53 1 universidad del salvador 53\n",
+ "27 175 1 universidad del salvador 175\n",
+ "29 119 1 universidad del salvador 119\n",
+ "31 132 1 universidad del salvador 132\n",
+ "33 137 1 universidad del salvador 137\n",
+ "35 121 1 universidad del salvador 121\n",
+ "37 145 1 universidad del salvador 145\n",
+ "39 123 1 universidad del salvador 123"
+ ]
+ },
+ "execution_count": 149,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "EdadT2=ma.sum()\n",
+ "ma"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 150,
+ "id": "0ada37ea",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "40.80882352941176"
+ ]
+ },
+ "execution_count": 150,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "ma[ma.index > 27].sum()[0]/ma.sum()[0]*100"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 151,
+ "id": "60284dc0",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# ma=df1.university.groupby(df1.location).describe()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "7fe7a293",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 152,
+ "id": "6cbf6573",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "73"
+ ]
+ },
+ "execution_count": 152,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df2.university.groupby(df2.career).count().max()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "c3bbb734",
+ "metadata": {},
+ "source": [
+ "# Conclusión\n",
+ "\n",
+ "- La mayor parte de la población inscrita entre 2020-09-01 e inicios 2021-02-01, es de mujeres con un 52% para la universidad del Salvador, a diferencia de la universidad comanhue donde su mayor población es de hombres con un 51%, la universidad del salvador solo tiene 73 personas inscritas mas que la universidad de comenhue equivalente a un 4 % aproximadamente, \n",
+ "- La edad promedio de los inscritos se encuentra entre los 27 y 28 años, aunque la mayor cantidad de inscritos en el periodo de tiempo establecido tienen la edad de 23 años para ambas universidades, la edad minima esta en 17 años y la maxima en 40 años, además la universidad de comenhue tiene su mayor población mayor a 27 años con un valor del 50% a diferencia de la universidad del salvador con un 40.5 % , por tanto la universidad del salvador tiene personas más jovenes.\n",
+ "- La mayor población que provienen de una misma localidad es de 12 para la universidad de comahue para la localidad de 25 de mayo, y de 10 para la universidad del Salvador para la localidad agua colorada, al realizar las gráficas realizadas al dataset general, se observo que el mismo comportamiento para el genero de inscripciones tomando la tendencia general de los datos, la elección de carrera presenta gran variedad por localidad ,edad, y genero como se observa en el grafíco que relaciona la edad, carrera y genero."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "08c53a16",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "adc1a753",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "67a87854",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "ee86c7ab",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "24c79477",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.8.8"
+ },
+ "vscode": {
+ "interpreter": {
+ "hash": "ff0d91300876931207232d01add3156fa7c8214350996c757a3c6cebc4b3b5d5"
+ }
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/dags/ETL_configGrupoB.yml b/dags/ETL_configGrupoB.yml
new file mode 100644
index 00000000..ad0c12e5
--- /dev/null
+++ b/dags/ETL_configGrupoB.yml
@@ -0,0 +1,55 @@
+
+default:
+ default_args:
+ owner: "BROC95"
+ start_date: 2018-03-01
+ # end_date: 2018-03-05
+ retries: 1
+ retry_delay_sec: 300
+ concurrency: 1
+ max_active_runs: 1
+ dagrun_timeout_sec: 600
+ default_view: "tree"
+ orientation: "LR"
+ schedule_interval: "@daily"
+
+
+
+
+ETL_dag:
+ tasks:
+
+ Extract_B1:
+ operator: airflow.operators.python.PythonOperator
+
+ python_callable_name: 'extract'
+ python_callable_file: /usr/local/airflow/dags/GBUNComahue_dag_elt.py
+
+ Transform_B1:
+ operator: airflow.operators.python.PythonOperator
+ python_callable_name: 'transform'
+ python_callable_file: /usr/local/airflow/dags/GBUNComahue_dag_elt.py
+ dependencies: [Extract_B1]
+ Load_B1:
+ operator: airflow.operators.python.PythonOperator
+ python_callable_name: 'load'
+ python_callable_file: /usr/local/airflow/dags/GBUNComahue_dag_elt.py
+ dependencies: [Transform_B1]
+
+ Extract_B2:
+ operator: airflow.operators.python.PythonOperator
+ python_callable_name: 'extract'
+ python_callable_file: /usr/local/airflow/dags/GBUNSalvador_dag_elt.py
+
+ Transform_B2:
+ operator: airflow.operators.python.PythonOperator
+ python_callable_name: 'extract'
+ python_callable_file: /usr/local/airflow/dags/GBUNSalvador_dag_elt.py
+ dependencies: [Extract_B2]
+ Load_B2:
+ operator: airflow.operators.python.PythonOperator
+ python_callable_name: 'load'
+ python_callable_file: /usr/local/airflow/dags/GBUNSalvador_dag_elt.py
+ dependencies: [Transform_B2]
+
+
diff --git a/dags/GBUNComahue_dag_elt.py b/dags/GBUNComahue_dag_elt.py
new file mode 100644
index 00000000..42ed4fc5
--- /dev/null
+++ b/dags/GBUNComahue_dag_elt.py
@@ -0,0 +1,128 @@
+
+# BROC95
+from plugins.sqlCommandB import csvFile, identExt
+from plugins.connectionDag import configDag, configLog
+from plugins.dataTrasB import data_transform
+from datetime import datetime, timedelta
+from plugins.sqlCommandB import sqlCommand, createPath
+import json
+import pandas as pd
+from airflow import DAG
+from airflow.operators.python import PythonOperator
+import logging
+from sqlalchemy import create_engine
+import logging.config
+import os
+from airflow.providers.postgres.hooks.postgres import PostgresHook
+import logging
+import boto3
+from botocore.exceptions import ClientError
+
+name_data = 'GBUNComahue'
+
+
+dag_name = '_dag_elt'
+selec = "_select.csv"
+sql_ = ".sql"
+process = "_process.txt"
+
+dag_ = name_data+dag_name
+query_name = name_data+sql_
+select_name = name_data+selec
+process_name = name_data+process
+
+
+default_args, POSTGRES_CONN_ID, ACCESS_KEY, SECRET_ACCESS_KEY, AWS_S3_CONN_ID, BUCKET = configDag()
+
+
+# Extract data with hook,pandas .csv
+
+def extract():
+
+ logger = configLog(dag_)
+
+ logger.info(dag_)
+ logger.info("Extract")
+ logger.info("Connect: % s", POSTGRES_CONN_ID)
+
+ hook = PostgresHook(postgres_conn_id=POSTGRES_CONN_ID)
+
+ query = sqlCommand(
+ file=query_name, point='include')
+ conn = hook.get_conn()
+ # logging.info(conn)
+
+ df = hook.get_pandas_df(sql=query)
+
+ logger.info(df.head())
+ pathCsv = createPath('files')
+ # pathCsv = createPath('include') # Correccion a guardar localmente
+
+ js = df.to_json(orient='columns')
+ # print("Create csv")
+ df.to_csv(pathCsv+'/'+select_name)
+ conn.close()
+
+
+# Transform data with pandas
+
+def transform():
+ logger = configLog(dag_)
+ logger.info("Transform")
+
+ pathfile = createPath('files')
+
+ fileSelect = csvFile(pathfile, select_name)
+
+ data_transform(fileSelect)
+
+ # print(POSTGRES_CONN_ID)
+
+
+# Load data with S3 amazon .txt
+
+def load():
+ logger = configLog(dag_)
+ logger.info("Load: %s", dag_)
+ logger.info("Connect: % s", AWS_S3_CONN_ID)
+
+ # def upload_file(file_name, bucket, object_name):
+ """Upload a file to an S3 bucket
+
+ :param file_name: File to upload
+ :param bucket: Bucket to upload to
+ :param object_name: S3 object name. If not specified then file_name is used
+ :return: True if file was uploaded, else False
+ """
+ dest_file_path = createPath('datasets')
+ file_name = dest_file_path+'/' + process_name
+ bucket = BUCKET
+ object_name = process_name
+
+ session = boto3.Session(
+ aws_access_key_id=ACCESS_KEY,
+ aws_secret_access_key=SECRET_ACCESS_KEY,
+ )
+ # client = session.client("s3")
+ s3_client = session.client('s3')
+ try:
+ response = s3_client.upload_file(file_name, bucket, object_name)
+ except ClientError as e:
+ logger.error(e)
+ return False
+ return True
+
+
+with DAG(dag_id=dag_, start_date=datetime(2022, 11, 4), schedule_interval=timedelta(hours=1), default_args=default_args, catchup=False) as dag:
+ # Extract
+ task1 = PythonOperator(task_id="TaskExtract",
+ python_callable=extract)
+ # Transform
+ task2 = PythonOperator(task_id="TaskTransform",
+ python_callable=transform)
+ # Load
+ task3 = PythonOperator(task_id="TaskLoad",
+ python_callable=load)
+
+task1 >> task2 >> task3
+# task1
\ No newline at end of file
diff --git a/dags/GBUNSalvador_dag_elt.py b/dags/GBUNSalvador_dag_elt.py
new file mode 100644
index 00000000..b811ac9c
--- /dev/null
+++ b/dags/GBUNSalvador_dag_elt.py
@@ -0,0 +1,128 @@
+
+# BROC95
+from plugins.sqlCommandB import csvFile, identExt
+from plugins.connectionDag import configDag, configLog
+from plugins.dataTrasB import data_transform
+from datetime import datetime, timedelta
+from plugins.sqlCommandB import sqlCommand, createPath
+import json
+import pandas as pd
+from airflow import DAG
+from airflow.operators.python import PythonOperator
+import logging
+from sqlalchemy import create_engine
+import logging.config
+import os
+from airflow.providers.postgres.hooks.postgres import PostgresHook
+import logging
+import boto3
+from botocore.exceptions import ClientError
+
+name_data = 'GBUNSalvador'
+
+
+dag_name = '_dag_elt'
+selec = "_select.csv"
+sql_ = ".sql"
+process = "_process.txt"
+
+dag_ = name_data+dag_name
+query_name = name_data+sql_
+select_name = name_data+selec
+process_name = name_data+process
+
+
+default_args, POSTGRES_CONN_ID, ACCESS_KEY, SECRET_ACCESS_KEY, AWS_S3_CONN_ID, BUCKET = configDag()
+
+
+# Extract data with hook,pandas .csv
+
+def extract():
+
+ logger = configLog(dag_)
+
+ logger.info(dag_)
+ logger.info("Extract")
+ logger.info("Connect: % s", POSTGRES_CONN_ID)
+
+ hook = PostgresHook(postgres_conn_id=POSTGRES_CONN_ID)
+
+ query = sqlCommand(
+ file=query_name, point='include')
+ conn = hook.get_conn()
+ # logging.info(conn)
+
+ df = hook.get_pandas_df(sql=query)
+
+ logger.info(df.head())
+ pathCsv = createPath('files')
+ # pathCsv = createPath('include') # Correccion a guardar localmente
+
+ js = df.to_json(orient='columns')
+ # print("Create csv")
+ df.to_csv(pathCsv+'/'+select_name)
+ conn.close()
+
+
+# Transform data with pandas
+
+def transform():
+ logger = configLog(dag_)
+ logger.info("Transform")
+
+ pathfile = createPath('files')
+
+ fileSelect = csvFile(pathfile, select_name)
+
+ data_transform(fileSelect)
+
+ # print(POSTGRES_CONN_ID)
+
+
+# Load data with S3 amazon .txt
+
+def load():
+ logger = configLog(dag_)
+ logger.info("Load: %s", dag_)
+ logger.info("Connect: % s", AWS_S3_CONN_ID)
+
+ # def upload_file(file_name, bucket, object_name):
+ """Upload a file to an S3 bucket
+
+ :param file_name: File to upload
+ :param bucket: Bucket to upload to
+ :param object_name: S3 object name. If not specified then file_name is used
+ :return: True if file was uploaded, else False
+ """
+ dest_file_path = createPath('datasets')
+ file_name = dest_file_path+'/' + process_name
+ bucket = BUCKET
+ object_name = process_name
+
+ session = boto3.Session(
+ aws_access_key_id=ACCESS_KEY,
+ aws_secret_access_key=SECRET_ACCESS_KEY,
+ )
+ # client = session.client("s3")
+ s3_client = session.client('s3')
+ try:
+ response = s3_client.upload_file(file_name, bucket, object_name)
+ except ClientError as e:
+ logger.error(e)
+ return False
+ return True
+
+
+with DAG(dag_id=dag_, start_date=datetime(2022, 11, 4), schedule_interval=timedelta(hours=1), default_args=default_args, catchup=False) as dag:
+ # Extract
+ task1 = PythonOperator(task_id="TaskExtract",
+ python_callable=extract)
+ # Transform
+ task2 = PythonOperator(task_id="TaskTransform",
+ python_callable=transform)
+ # Load
+ task3 = PythonOperator(task_id="TaskLoad",
+ python_callable=load)
+
+task1 >> task2 >> task3
+# task1
\ No newline at end of file
diff --git a/dags/dags_dynamic/grupoB/Temp_UNDag.jinja2 b/dags/dags_dynamic/grupoB/Temp_UNDag.jinja2
new file mode 100644
index 00000000..3be548bc
--- /dev/null
+++ b/dags/dags_dynamic/grupoB/Temp_UNDag.jinja2
@@ -0,0 +1,128 @@
+
+# BROC95
+from plugins.sqlCommandB import csvFile, identExt
+from plugins.connectionDag import configDag, configLog
+from plugins.dataTrasB import data_transform
+from datetime import datetime, timedelta
+from plugins.sqlCommandB import sqlCommand, createPath
+import json
+import pandas as pd
+from airflow import DAG
+from airflow.operators.python import PythonOperator
+import logging
+from sqlalchemy import create_engine
+import logging.config
+import os
+from airflow.providers.postgres.hooks.postgres import PostgresHook
+import logging
+import boto3
+from botocore.exceptions import ClientError
+
+name_data = '{{name_dag}}'
+
+
+dag_name = '_dag_elt'
+selec = "_select.csv"
+sql_ = ".sql"
+process = "_process.txt"
+
+dag_ = name_data+dag_name
+query_name = name_data+sql_
+select_name = name_data+selec
+process_name = name_data+process
+
+
+default_args, POSTGRES_CONN_ID, ACCESS_KEY, SECRET_ACCESS_KEY, AWS_S3_CONN_ID, BUCKET = configDag()
+
+
+# Extract data with hook,pandas .csv
+
+def extract():
+
+ logger = configLog(dag_)
+
+ logger.info(dag_)
+ logger.info("Extract")
+ logger.info("Connect: % s", POSTGRES_CONN_ID)
+
+ hook = PostgresHook(postgres_conn_id=POSTGRES_CONN_ID)
+
+ query = sqlCommand(
+ file=query_name, point='include')
+ conn = hook.get_conn()
+ # logging.info(conn)
+
+ df = hook.get_pandas_df(sql=query)
+
+ logger.info(df.head())
+ pathCsv = createPath('files')
+ # pathCsv = createPath('include') # Correccion a guardar localmente
+
+ js = df.to_json(orient='columns')
+ # print("Create csv")
+ df.to_csv(pathCsv+'/'+select_name)
+ conn.close()
+
+
+# Transform data with pandas
+
+def transform():
+ logger = configLog(dag_)
+ logger.info("Transform")
+
+ pathfile = createPath('files')
+
+ fileSelect = csvFile(pathfile, select_name)
+
+ data_transform(fileSelect)
+
+ # print(POSTGRES_CONN_ID)
+
+
+# Load data with S3 amazon .txt
+
+def load():
+ logger = configLog(dag_)
+ logger.info("Load: %s", dag_)
+ logger.info("Connect: % s", AWS_S3_CONN_ID)
+
+ # def upload_file(file_name, bucket, object_name):
+ """Upload a file to an S3 bucket
+
+ :param file_name: File to upload
+ :param bucket: Bucket to upload to
+ :param object_name: S3 object name. If not specified then file_name is used
+ :return: True if file was uploaded, else False
+ """
+ dest_file_path = createPath('datasets')
+ file_name = dest_file_path+'/' + process_name
+ bucket = BUCKET
+ object_name = process_name
+
+ session = boto3.Session(
+ aws_access_key_id=ACCESS_KEY,
+ aws_secret_access_key=SECRET_ACCESS_KEY,
+ )
+ # client = session.client("s3")
+ s3_client = session.client('s3')
+ try:
+ response = s3_client.upload_file(file_name, bucket, object_name)
+ except ClientError as e:
+ logger.error(e)
+ return False
+ return True
+
+
+with DAG(dag_id=dag_, start_date=datetime(2022, 11, 4), schedule_interval=timedelta(hours={{schedule_interval}}), default_args=default_args, catchup={{catchup or False}}) as dag:
+ # Extract
+ task1 = PythonOperator(task_id="TaskExtract",
+ python_callable=extract)
+ # Transform
+ task2 = PythonOperator(task_id="TaskTransform",
+ python_callable=transform)
+ # Load
+ task3 = PythonOperator(task_id="TaskLoad",
+ python_callable=load)
+
+task1 >> task2 >> task3
+# task1
diff --git a/dags/dags_dynamic/grupoB/config_GBUNComahue.yaml b/dags/dags_dynamic/grupoB/config_GBUNComahue.yaml
new file mode 100644
index 00000000..07a43fd5
--- /dev/null
+++ b/dags/dags_dynamic/grupoB/config_GBUNComahue.yaml
@@ -0,0 +1,3 @@
+name_dag: "GBUNComahue"
+schedule_interval: 1
+catchup: False
\ No newline at end of file
diff --git a/dags/dags_dynamic/grupoB/config_GBUNSalvador.yaml b/dags/dags_dynamic/grupoB/config_GBUNSalvador.yaml
new file mode 100644
index 00000000..3c285747
--- /dev/null
+++ b/dags/dags_dynamic/grupoB/config_GBUNSalvador.yaml
@@ -0,0 +1,3 @@
+name_dag: "GBUNSalvador"
+schedule_interval: 1
+catchup: False
\ No newline at end of file
diff --git a/dags/dags_dynamic/grupoB/generatorGB.py b/dags/dags_dynamic/grupoB/generatorGB.py
new file mode 100644
index 00000000..e3ef26c4
--- /dev/null
+++ b/dags/dags_dynamic/grupoB/generatorGB.py
@@ -0,0 +1,15 @@
+from jinja2 import Environment, FileSystemLoader
+import yaml
+import os
+
+file_dir = os.path.dirname(os.path.abspath(__file__))
+env = Environment(loader=FileSystemLoader(file_dir))
+
+tempate = env.get_or_select_template('Temp_UNDag.jinja2')
+dag_name = '_dag_elt'
+for filename in os.listdir(file_dir):
+ if filename.endswith(".yaml"):
+ with open(f"{file_dir}/{filename}",'r') as cong:
+ config = yaml.safe_load(cong)
+ with open(f"dags/{config['name_dag']}{dag_name}.py", "w") as f:
+ f.write(tempate.render(config))
\ No newline at end of file
diff --git a/dags/factoryGB.py b/dags/factoryGB.py
new file mode 100644
index 00000000..8753edc7
--- /dev/null
+++ b/dags/factoryGB.py
@@ -0,0 +1,14 @@
+
+from airflow import DAG
+import dagfactory
+
+
+config_file = "/usr/local/airflow/dags/ETL_configGrupoB.yml"
+example_dag_factory = dagfactory.DagFactory(config_file)
+# Creating task dependencies
+
+example_dag_factory.clean_dags(globals())
+
+example_dag_factory.generate_dags(globals())
+
+
diff --git "a/dags/logs/dag_id=ETL_dag/run_id=manual__2022-11-10T14\357\200\27246\357\200\27255.572752+00\357\200\27200/task_id=ETL/attempt=1.log" "b/dags/logs/dag_id=ETL_dag/run_id=manual__2022-11-10T14\357\200\27246\357\200\27255.572752+00\357\200\27200/task_id=ETL/attempt=1.log"
new file mode 100644
index 00000000..01ef044d
--- /dev/null
+++ "b/dags/logs/dag_id=ETL_dag/run_id=manual__2022-11-10T14\357\200\27246\357\200\27255.572752+00\357\200\27200/task_id=ETL/attempt=1.log"
@@ -0,0 +1,31 @@
+INFO - Dependencies all met for
+INFO - Dependencies all met for
+INFO -
+--------------------------------------------------------------------------------
+INFO - Starting attempt 1 of 2
+INFO -
+--------------------------------------------------------------------------------
+ERROR - Did not find openlineage.yml and OPENLINEAGE_URL is not set
+WARNING - Couldn't initialize transport; will print events to console.
+INFO - {"eventTime": "2022-11-10T14:47:58.056370Z", "eventType": "START", "inputs": [], "job": {"facets": {"documentation": {"_producer": "https://github.com/OpenLineage/OpenLineage/tree/0.15.1/integration/airflow", "_schemaURL": "https://raw.githubusercontent.com/OpenLineage/OpenLineage/main/spec/OpenLineage.json#/definitions/DocumentationJobFacet", "description": "this is an ETL dag!"}}, "name": "ETL_dag.ETL", "namespace": "default"}, "outputs": [], "producer": "https://github.com/OpenLineage/OpenLineage/tree/0.15.1/integration/airflow", "run": {"facets": {"airflow_runArgs": {"_producer": "https://github.com/OpenLineage/OpenLineage/tree/0.15.1/integration/airflow", "_schemaURL": "https://raw.githubusercontent.com/OpenLineage/OpenLineage/main/spec/OpenLineage.json#/definitions/BaseFacet", "externalTrigger": true}, "airflow_version": {"_producer": "https://github.com/OpenLineage/OpenLineage/tree/0.15.1/integration/airflow", "_schemaURL": "https://raw.githubusercontent.com/OpenLineage/OpenLineage/main/spec/OpenLineage.json#/definitions/BaseFacet", "airflowVersion": "2.4.2+astro.1", "openlineageAirflowVersion": "0.15.1", "operator": "airflow.operators.python.PythonOperator", "taskInfo": {"_BaseOperator__from_mapped": false, "_BaseOperator__init_kwargs": {"dag": {"dag_id": "ETL_dag", "schedule_interval": "@daily"}, "owner": "BROC95", "python_callable": "", "retries": 1, "retry_delay": "0:05:00", "start_date": "2018-01-01T00:00:00+00:00", "task_id": "ETL"}, "_BaseOperator__instantiated": true, "_dag": {"dag_id": "ETL_dag", "schedule_interval": "@daily"}, "_log": "", "depends_on_past": false, "do_xcom_push": true, "downstream_task_ids": "{'Extract_B1', 'Extract_B2'}", "email_on_failure": true, "email_on_retry": true, "executor_config": {}, "ignore_first_depends_on_past": true, "inlets": [], "op_args": [], "op_kwargs": {}, "outlets": [], "owner": "BROC95", "params": "{}", "pool": "default_pool", "pool_slots": 1, "priority_weight": 1, "python_callable": "", "queue": "default", "retries": 1, "retry_delay": "0:05:00", "retry_exponential_backoff": false, "show_return_value_in_logs": true, "start_date": "2018-01-01T00:00:00+00:00", "task_group": "", "task_id": "ETL", "trigger_rule": "all_success", "upstream_task_ids": "set()", "wait_for_downstream": false, "weight_rule": "downstream"}}, "nominalTime": {"_producer": "https://github.com/OpenLineage/OpenLineage/tree/0.15.1/integration/airflow", "_schemaURL": "https://raw.githubusercontent.com/OpenLineage/OpenLineage/main/spec/OpenLineage.json#/definitions/NominalTimeRunFacet", "nominalStartTime": "2022-11-10T14:46:55.572752Z"}, "parent": {"_producer": "https://github.com/OpenLineage/OpenLineage/tree/0.15.1/integration/airflow", "_schemaURL": "https://raw.githubusercontent.com/OpenLineage/OpenLineage/main/spec/OpenLineage.json#/definitions/ParentRunFacet", "job": {"name": "ETL_dag", "namespace": "default"}, "run": {"runId": "c875c6a8-3547-37e7-9172-3a00e7533021"}}, "parentRun": {"_producer": "https://github.com/OpenLineage/OpenLineage/tree/0.15.1/integration/airflow", "_schemaURL": "https://raw.githubusercontent.com/OpenLineage/OpenLineage/main/spec/OpenLineage.json#/definitions/ParentRunFacet", "job": {"name": "ETL_dag", "namespace": "default"}, "run": {"runId": "c875c6a8-3547-37e7-9172-3a00e7533021"}}, "unknownSourceAttribute": {"_producer": "https://github.com/OpenLineage/OpenLineage/tree/0.15.1/integration/airflow", "_schemaURL": "https://raw.githubusercontent.com/OpenLineage/OpenLineage/main/spec/OpenLineage.json#/definitions/BaseFacet", "unknownItems": [{"name": "PythonOperator", "properties": {"_BaseOperator__from_mapped": false, "_BaseOperator__init_kwargs": {"dag": "<>", "owner": "BROC95", "python_callable": "<>", "retries": 1, "retry_delay": "<>", "start_date": "<>", "task_id": "ETL"}, "_BaseOperator__instantiated": true, "_dag": "<>", "_log": "<>", "depends_on_past": false, "do_xcom_push": true, "downstream_task_ids": [], "email_on_failure": true, "email_on_retry": true, "executor_config": {}, "ignore_first_depends_on_past": true, "inlets": [], "op_args": [], "op_kwargs": {}, "outlets": [], "owner": "BROC95", "params": "<>", "pool": "default_pool", "pool_slots": 1, "priority_weight": 1, "python_callable": "<>", "queue": "default", "retries": 1, "retry_delay": "<>", "retry_exponential_backoff": false, "show_return_value_in_logs": true, "start_date": "<>", "task_group": "<>", "task_id": "ETL", "trigger_rule": "all_success", "upstream_task_ids": [], "wait_for_downstream": false, "weight_rule": "downstream"}, "type": "operator"}]}}, "runId": "1cc3f01d-6cc8-4f78-9d74-46d645ff2f89"}}
+INFO - TaskInstance Details: dag_id=ETL_dag, task_id=ETL, dagrun_id=manual__2022-11-10T14:46:55.572752+00:00, map_index=-1, run_start_date=2022-11-10 14:47:58.056370+00:00, try_number=1, job_id=10, op_classpath=airflow.operators.python.PythonOperator
+INFO - Executing on 2022-11-10 14:46:55.572752+00:00
+INFO - Started process 191 to run task
+INFO - Running: ['airflow', 'tasks', 'run', 'ETL_dag', 'ETL', 'manual__2022-11-10T14:46:55.572752+00:00', '--job-id', '10', '--raw', '--subdir', 'DAGS_FOLDER/dag_factory/factory.py', '--cfg-path', '/tmp/tmpeadwofty']
+INFO - Job 10: Subtask ETL
+WARNING - /usr/local/lib/python3.9/site-packages/airflow/configuration.py:545 DeprecationWarning: The sql_alchemy_conn option in [core] has been moved to the sql_alchemy_conn option in [database] - the old setting has been used, but please update your config.
+INFO - Running on host b33e9ad29d64
+INFO - Exporting the following env vars:
+AIRFLOW_CTX_DAG_OWNER=BROC95
+AIRFLOW_CTX_DAG_ID=ETL_dag
+AIRFLOW_CTX_TASK_ID=ETL
+AIRFLOW_CTX_EXECUTION_DATE=2022-11-10T14:46:55.572752+00:00
+AIRFLOW_CTX_TRY_NUMBER=1
+AIRFLOW_CTX_DAG_RUN_ID=manual__2022-11-10T14:46:55.572752+00:00
+INFO - Init process ETL Alkemy
+INFO - Broc95
+INFO - Done. Returned value was: None
+INFO - Marking task as SUCCESS. dag_id=ETL_dag, task_id=ETL, execution_date=20221110T144655, start_date=20221110T144758, end_date=20221110T144758
+INFO - {"eventTime": "2022-11-10T14:47:58.938538Z", "eventType": "COMPLETE", "inputs": [], "job": {"facets": {}, "name": "ETL_dag.ETL", "namespace": "default"}, "outputs": [], "producer": "https://github.com/OpenLineage/OpenLineage/tree/0.15.1/integration/airflow", "run": {"facets": {"unknownSourceAttribute": {"_producer": "https://github.com/OpenLineage/OpenLineage/tree/0.15.1/integration/airflow", "_schemaURL": "https://raw.githubusercontent.com/OpenLineage/OpenLineage/main/spec/OpenLineage.json#/definitions/BaseFacet", "unknownItems": [{"name": "PythonOperator", "properties": {"_BaseOperator__from_mapped": false, "_BaseOperator__init_kwargs": {"dag": "<>", "owner": "BROC95", "python_callable": "<>", "retries": 1, "retry_delay": "<>", "start_date": "<>", "task_id": "ETL"}, "_BaseOperator__instantiated": true, "_dag": "<>", "_log": "<>", "depends_on_past": false, "do_xcom_push": true, "downstream_task_ids": [], "email_on_failure": true, "email_on_retry": true, "executor_config": {}, "ignore_first_depends_on_past": true, "inlets": [], "op_args": [], "op_kwargs": {}, "outlets": [], "owner": "BROC95", "params": "<>", "pool": "default_pool", "pool_slots": 1, "priority_weight": 1, "python_callable": "<>", "queue": "default", "retries": 1, "retry_delay": "<>", "retry_exponential_backoff": false, "show_return_value_in_logs": true, "start_date": "<>", "task_group": "<>", "task_id": "ETL", "trigger_rule": "all_success", "upstream_task_ids": [], "wait_for_downstream": false, "weight_rule": "downstream"}, "type": "operator"}]}}, "runId": "1cc3f01d-6cc8-4f78-9d74-46d645ff2f89"}}
+INFO - Task exited with return code 0
+INFO - 2 downstream tasks scheduled from follow-on schedule check
diff --git "a/dags/logs/dag_id=ETL_dag/run_id=manual__2022-11-10T14\357\200\27246\357\200\27255.572752+00\357\200\27200/task_id=Extract_B1/attempt=1.log" "b/dags/logs/dag_id=ETL_dag/run_id=manual__2022-11-10T14\357\200\27246\357\200\27255.572752+00\357\200\27200/task_id=Extract_B1/attempt=1.log"
new file mode 100644
index 00000000..29b16895
--- /dev/null
+++ "b/dags/logs/dag_id=ETL_dag/run_id=manual__2022-11-10T14\357\200\27246\357\200\27255.572752+00\357\200\27200/task_id=Extract_B1/attempt=1.log"
@@ -0,0 +1,47 @@
+INFO - Dependencies all met for
+INFO - Dependencies all met for
+INFO -
+--------------------------------------------------------------------------------
+INFO - Starting attempt 1 of 2
+INFO -
+--------------------------------------------------------------------------------
+ERROR - Did not find openlineage.yml and OPENLINEAGE_URL is not set
+WARNING - Couldn't initialize transport; will print events to console.
+INFO - {"eventTime": "2022-11-10T14:48:00.672151Z", "eventType": "START", "inputs": [], "job": {"facets": {"documentation": {"_producer": "https://github.com/OpenLineage/OpenLineage/tree/0.15.1/integration/airflow", "_schemaURL": "https://raw.githubusercontent.com/OpenLineage/OpenLineage/main/spec/OpenLineage.json#/definitions/DocumentationJobFacet", "description": "this is an ETL dag!"}}, "name": "ETL_dag.Extract_B1", "namespace": "default"}, "outputs": [], "producer": "https://github.com/OpenLineage/OpenLineage/tree/0.15.1/integration/airflow", "run": {"facets": {"airflow_runArgs": {"_producer": "https://github.com/OpenLineage/OpenLineage/tree/0.15.1/integration/airflow", "_schemaURL": "https://raw.githubusercontent.com/OpenLineage/OpenLineage/main/spec/OpenLineage.json#/definitions/BaseFacet", "externalTrigger": true}, "airflow_version": {"_producer": "https://github.com/OpenLineage/OpenLineage/tree/0.15.1/integration/airflow", "_schemaURL": "https://raw.githubusercontent.com/OpenLineage/OpenLineage/main/spec/OpenLineage.json#/definitions/BaseFacet", "airflowVersion": "2.4.2+astro.1", "openlineageAirflowVersion": "0.15.1", "operator": "airflow.operators.python.PythonOperator", "taskInfo": {"_BaseOperator__from_mapped": false, "_BaseOperator__init_kwargs": {"dag": {"dag_id": "ETL_dag", "schedule_interval": "@daily"}, "owner": "BROC95", "python_callable": "", "retries": 1, "retry_delay": "0:05:00", "start_date": "2018-01-01T00:00:00+00:00", "task_id": "Extract_B1"}, "_BaseOperator__instantiated": true, "_dag": {"dag_id": "ETL_dag", "schedule_interval": "@daily"}, "_log": "", "depends_on_past": false, "do_xcom_push": true, "downstream_task_ids": "{'Transform_B1'}", "email_on_failure": true, "email_on_retry": true, "executor_config": {}, "ignore_first_depends_on_past": true, "inlets": [], "op_args": [], "op_kwargs": {}, "outlets": [], "owner": "BROC95", "params": "{}", "pool": "default_pool", "pool_slots": 1, "priority_weight": 1, "python_callable": "", "queue": "default", "retries": 1, "retry_delay": "0:05:00", "retry_exponential_backoff": false, "show_return_value_in_logs": true, "start_date": "2018-01-01T00:00:00+00:00", "task_group": "", "task_id": "Extract_B1", "trigger_rule": "all_success", "upstream_task_ids": "{'ETL'}", "wait_for_downstream": false, "weight_rule": "downstream"}}, "nominalTime": {"_producer": "https://github.com/OpenLineage/OpenLineage/tree/0.15.1/integration/airflow", "_schemaURL": "https://raw.githubusercontent.com/OpenLineage/OpenLineage/main/spec/OpenLineage.json#/definitions/NominalTimeRunFacet", "nominalStartTime": "2022-11-10T14:46:55.572752Z"}, "parent": {"_producer": "https://github.com/OpenLineage/OpenLineage/tree/0.15.1/integration/airflow", "_schemaURL": "https://raw.githubusercontent.com/OpenLineage/OpenLineage/main/spec/OpenLineage.json#/definitions/ParentRunFacet", "job": {"name": "ETL_dag", "namespace": "default"}, "run": {"runId": "c875c6a8-3547-37e7-9172-3a00e7533021"}}, "parentRun": {"_producer": "https://github.com/OpenLineage/OpenLineage/tree/0.15.1/integration/airflow", "_schemaURL": "https://raw.githubusercontent.com/OpenLineage/OpenLineage/main/spec/OpenLineage.json#/definitions/ParentRunFacet", "job": {"name": "ETL_dag", "namespace": "default"}, "run": {"runId": "c875c6a8-3547-37e7-9172-3a00e7533021"}}, "unknownSourceAttribute": {"_producer": "https://github.com/OpenLineage/OpenLineage/tree/0.15.1/integration/airflow", "_schemaURL": "https://raw.githubusercontent.com/OpenLineage/OpenLineage/main/spec/OpenLineage.json#/definitions/BaseFacet", "unknownItems": [{"name": "PythonOperator", "properties": {"_BaseOperator__from_mapped": false, "_BaseOperator__init_kwargs": {"dag": "<>", "owner": "BROC95", "python_callable": "<>", "retries": 1, "retry_delay": "<>", "start_date": "<>", "task_id": "Extract_B1"}, "_BaseOperator__instantiated": true, "_dag": "<>", "_log": "<>", "depends_on_past": false, "do_xcom_push": true, "downstream_task_ids": [], "email_on_failure": true, "email_on_retry": true, "executor_config": {}, "ignore_first_depends_on_past": true, "inlets": [], "op_args": [], "op_kwargs": {}, "outlets": [], "owner": "BROC95", "params": "<>", "pool": "default_pool", "pool_slots": 1, "priority_weight": 1, "python_callable": "<>", "queue": "default", "retries": 1, "retry_delay": "<>", "retry_exponential_backoff": false, "show_return_value_in_logs": true, "start_date": "<>", "task_group": "<>", "task_id": "Extract_B1", "trigger_rule": "all_success", "upstream_task_ids": [], "wait_for_downstream": false, "weight_rule": "downstream"}, "type": "operator"}]}}, "runId": "d35c67bf-9d37-4ef4-80eb-efe6dae908f8"}}
+INFO - TaskInstance Details: dag_id=ETL_dag, task_id=Extract_B1, dagrun_id=manual__2022-11-10T14:46:55.572752+00:00, map_index=-1, run_start_date=2022-11-10 14:48:00.672151+00:00, try_number=1, job_id=12, op_classpath=airflow.operators.python.PythonOperator
+INFO - Executing on 2022-11-10 14:46:55.572752+00:00
+INFO - Started process 200 to run task
+INFO - Running: ['airflow', 'tasks', 'run', 'ETL_dag', 'Extract_B1', 'manual__2022-11-10T14:46:55.572752+00:00', '--job-id', '12', '--raw', '--subdir', 'DAGS_FOLDER/dag_factory/factory.py', '--cfg-path', '/tmp/tmps3kl8yhz']
+INFO - Job 12: Subtask Extract_B1
+WARNING - /usr/local/lib/python3.9/site-packages/airflow/configuration.py:545 DeprecationWarning: The sql_alchemy_conn option in [core] has been moved to the sql_alchemy_conn option in [database] - the old setting has been used, but please update your config.
+INFO - Running on host b33e9ad29d64
+INFO - Exporting the following env vars:
+AIRFLOW_CTX_DAG_OWNER=BROC95
+AIRFLOW_CTX_DAG_ID=ETL_dag
+AIRFLOW_CTX_TASK_ID=Extract_B1
+AIRFLOW_CTX_EXECUTION_DATE=2022-11-10T14:46:55.572752+00:00
+AIRFLOW_CTX_TRY_NUMBER=1
+AIRFLOW_CTX_DAG_RUN_ID=manual__2022-11-10T14:46:55.572752+00:00
+INFO - '2022-11-10' - GBUNComahue_dag_elt - GBUNComahue_dag_elt
+INFO - '2022-11-10' - GBUNComahue_dag_elt - Extract
+INFO - '2022-11-10' - GBUNComahue_dag_elt - Connect: alkemy_db
+ERROR - Task failed with exception
+Traceback (most recent call last):
+ File "/usr/local/lib/python3.9/site-packages/airflow/operators/python.py", line 175, in execute
+ return_value = self.execute_callable()
+ File "/usr/local/lib/python3.9/site-packages/airflow/operators/python.py", line 193, in execute_callable
+ return self.python_callable(*self.op_args, **self.op_kwargs)
+ File "/usr/local/airflow/dags/GBUNComahue_dag_elt.py", line 52, in extract
+ conn = hook.get_conn()
+ File "/usr/local/lib/python3.9/site-packages/airflow/providers/postgres/hooks/postgres.py", line 88, in get_conn
+ conn = deepcopy(self.connection or self.get_connection(conn_id))
+ File "/usr/local/lib/python3.9/site-packages/airflow/hooks/base.py", line 70, in get_connection
+ conn = Connection.get_connection_from_secrets(conn_id)
+ File "/usr/local/lib/python3.9/site-packages/airflow/models/connection.py", line 432, in get_connection_from_secrets
+ raise AirflowNotFoundException(f"The conn_id `{conn_id}` isn't defined")
+airflow.exceptions.AirflowNotFoundException: The conn_id `alkemy_db` isn't defined
+INFO - Marking task as UP_FOR_RETRY. dag_id=ETL_dag, task_id=Extract_B1, execution_date=20221110T144655, start_date=20221110T144800, end_date=20221110T144802
+INFO - '2022-11-10' - airflow.listeners.events - session flush listener: added [] unchanged () deleted ['running'] -
+ERROR - Failed to execute job 12 for task Extract_B1 (The conn_id `alkemy_db` isn't defined; 200)
+INFO - Task exited with return code 1
+INFO - 0 downstream tasks scheduled from follow-on schedule check
diff --git "a/dags/logs/dag_id=ETL_dag/run_id=manual__2022-11-10T14\357\200\27246\357\200\27255.572752+00\357\200\27200/task_id=Extract_B2/attempt=1.log" "b/dags/logs/dag_id=ETL_dag/run_id=manual__2022-11-10T14\357\200\27246\357\200\27255.572752+00\357\200\27200/task_id=Extract_B2/attempt=1.log"
new file mode 100644
index 00000000..06d8fb8b
--- /dev/null
+++ "b/dags/logs/dag_id=ETL_dag/run_id=manual__2022-11-10T14\357\200\27246\357\200\27255.572752+00\357\200\27200/task_id=Extract_B2/attempt=1.log"
@@ -0,0 +1,47 @@
+INFO - Dependencies all met for
+INFO - Dependencies all met for
+INFO -
+--------------------------------------------------------------------------------
+INFO - Starting attempt 1 of 2
+INFO -
+--------------------------------------------------------------------------------
+ERROR - Did not find openlineage.yml and OPENLINEAGE_URL is not set
+WARNING - Couldn't initialize transport; will print events to console.
+INFO - {"eventTime": "2022-11-10T14:48:00.660488Z", "eventType": "START", "inputs": [], "job": {"facets": {"documentation": {"_producer": "https://github.com/OpenLineage/OpenLineage/tree/0.15.1/integration/airflow", "_schemaURL": "https://raw.githubusercontent.com/OpenLineage/OpenLineage/main/spec/OpenLineage.json#/definitions/DocumentationJobFacet", "description": "this is an ETL dag!"}}, "name": "ETL_dag.Extract_B2", "namespace": "default"}, "outputs": [], "producer": "https://github.com/OpenLineage/OpenLineage/tree/0.15.1/integration/airflow", "run": {"facets": {"airflow_runArgs": {"_producer": "https://github.com/OpenLineage/OpenLineage/tree/0.15.1/integration/airflow", "_schemaURL": "https://raw.githubusercontent.com/OpenLineage/OpenLineage/main/spec/OpenLineage.json#/definitions/BaseFacet", "externalTrigger": true}, "airflow_version": {"_producer": "https://github.com/OpenLineage/OpenLineage/tree/0.15.1/integration/airflow", "_schemaURL": "https://raw.githubusercontent.com/OpenLineage/OpenLineage/main/spec/OpenLineage.json#/definitions/BaseFacet", "airflowVersion": "2.4.2+astro.1", "openlineageAirflowVersion": "0.15.1", "operator": "airflow.operators.python.PythonOperator", "taskInfo": {"_BaseOperator__from_mapped": false, "_BaseOperator__init_kwargs": {"dag": {"dag_id": "ETL_dag", "schedule_interval": "@daily"}, "owner": "BROC95", "python_callable": "", "retries": 1, "retry_delay": "0:05:00", "start_date": "2018-01-01T00:00:00+00:00", "task_id": "Extract_B2"}, "_BaseOperator__instantiated": true, "_dag": {"dag_id": "ETL_dag", "schedule_interval": "@daily"}, "_log": "", "depends_on_past": false, "do_xcom_push": true, "downstream_task_ids": "{'Transform_B2'}", "email_on_failure": true, "email_on_retry": true, "executor_config": {}, "ignore_first_depends_on_past": true, "inlets": [], "op_args": [], "op_kwargs": {}, "outlets": [], "owner": "BROC95", "params": "{}", "pool": "default_pool", "pool_slots": 1, "priority_weight": 1, "python_callable": "", "queue": "default", "retries": 1, "retry_delay": "0:05:00", "retry_exponential_backoff": false, "show_return_value_in_logs": true, "start_date": "2018-01-01T00:00:00+00:00", "task_group": "", "task_id": "Extract_B2", "trigger_rule": "all_success", "upstream_task_ids": "{'ETL'}", "wait_for_downstream": false, "weight_rule": "downstream"}}, "nominalTime": {"_producer": "https://github.com/OpenLineage/OpenLineage/tree/0.15.1/integration/airflow", "_schemaURL": "https://raw.githubusercontent.com/OpenLineage/OpenLineage/main/spec/OpenLineage.json#/definitions/NominalTimeRunFacet", "nominalStartTime": "2022-11-10T14:46:55.572752Z"}, "parent": {"_producer": "https://github.com/OpenLineage/OpenLineage/tree/0.15.1/integration/airflow", "_schemaURL": "https://raw.githubusercontent.com/OpenLineage/OpenLineage/main/spec/OpenLineage.json#/definitions/ParentRunFacet", "job": {"name": "ETL_dag", "namespace": "default"}, "run": {"runId": "c875c6a8-3547-37e7-9172-3a00e7533021"}}, "parentRun": {"_producer": "https://github.com/OpenLineage/OpenLineage/tree/0.15.1/integration/airflow", "_schemaURL": "https://raw.githubusercontent.com/OpenLineage/OpenLineage/main/spec/OpenLineage.json#/definitions/ParentRunFacet", "job": {"name": "ETL_dag", "namespace": "default"}, "run": {"runId": "c875c6a8-3547-37e7-9172-3a00e7533021"}}, "unknownSourceAttribute": {"_producer": "https://github.com/OpenLineage/OpenLineage/tree/0.15.1/integration/airflow", "_schemaURL": "https://raw.githubusercontent.com/OpenLineage/OpenLineage/main/spec/OpenLineage.json#/definitions/BaseFacet", "unknownItems": [{"name": "PythonOperator", "properties": {"_BaseOperator__from_mapped": false, "_BaseOperator__init_kwargs": {"dag": "<>", "owner": "BROC95", "python_callable": "<>", "retries": 1, "retry_delay": "<>", "start_date": "<>", "task_id": "Extract_B2"}, "_BaseOperator__instantiated": true, "_dag": "<>", "_log": "<>", "depends_on_past": false, "do_xcom_push": true, "downstream_task_ids": [], "email_on_failure": true, "email_on_retry": true, "executor_config": {}, "ignore_first_depends_on_past": true, "inlets": [], "op_args": [], "op_kwargs": {}, "outlets": [], "owner": "BROC95", "params": "<>", "pool": "default_pool", "pool_slots": 1, "priority_weight": 1, "python_callable": "<>", "queue": "default", "retries": 1, "retry_delay": "<>", "retry_exponential_backoff": false, "show_return_value_in_logs": true, "start_date": "<>", "task_group": "<>", "task_id": "Extract_B2", "trigger_rule": "all_success", "upstream_task_ids": [], "wait_for_downstream": false, "weight_rule": "downstream"}, "type": "operator"}]}}, "runId": "2d3e8dad-9d31-42fe-9aff-e39f16f760d9"}}
+INFO - TaskInstance Details: dag_id=ETL_dag, task_id=Extract_B2, dagrun_id=manual__2022-11-10T14:46:55.572752+00:00, map_index=-1, run_start_date=2022-11-10 14:48:00.660488+00:00, try_number=1, job_id=11, op_classpath=airflow.operators.python.PythonOperator
+INFO - Executing on 2022-11-10 14:46:55.572752+00:00
+INFO - Started process 199 to run task
+INFO - Running: ['airflow', 'tasks', 'run', 'ETL_dag', 'Extract_B2', 'manual__2022-11-10T14:46:55.572752+00:00', '--job-id', '11', '--raw', '--subdir', 'DAGS_FOLDER/dag_factory/factory.py', '--cfg-path', '/tmp/tmp60t8d0c3']
+INFO - Job 11: Subtask Extract_B2
+WARNING - /usr/local/lib/python3.9/site-packages/airflow/configuration.py:545 DeprecationWarning: The sql_alchemy_conn option in [core] has been moved to the sql_alchemy_conn option in [database] - the old setting has been used, but please update your config.
+INFO - Running on host b33e9ad29d64
+INFO - Exporting the following env vars:
+AIRFLOW_CTX_DAG_OWNER=BROC95
+AIRFLOW_CTX_DAG_ID=ETL_dag
+AIRFLOW_CTX_TASK_ID=Extract_B2
+AIRFLOW_CTX_EXECUTION_DATE=2022-11-10T14:46:55.572752+00:00
+AIRFLOW_CTX_TRY_NUMBER=1
+AIRFLOW_CTX_DAG_RUN_ID=manual__2022-11-10T14:46:55.572752+00:00
+INFO - '2022-11-10' - GBUNSalvador_dag_elt - GBUNSalvador_dag_elt
+INFO - '2022-11-10' - GBUNSalvador_dag_elt - Extract
+INFO - '2022-11-10' - GBUNSalvador_dag_elt - Connect: alkemy_db
+ERROR - Task failed with exception
+Traceback (most recent call last):
+ File "/usr/local/lib/python3.9/site-packages/airflow/operators/python.py", line 175, in execute
+ return_value = self.execute_callable()
+ File "/usr/local/lib/python3.9/site-packages/airflow/operators/python.py", line 193, in execute_callable
+ return self.python_callable(*self.op_args, **self.op_kwargs)
+ File "/usr/local/airflow/dags/GBUNSalvador_dag_elt.py", line 52, in extract
+ conn = hook.get_conn()
+ File "/usr/local/lib/python3.9/site-packages/airflow/providers/postgres/hooks/postgres.py", line 88, in get_conn
+ conn = deepcopy(self.connection or self.get_connection(conn_id))
+ File "/usr/local/lib/python3.9/site-packages/airflow/hooks/base.py", line 70, in get_connection
+ conn = Connection.get_connection_from_secrets(conn_id)
+ File "/usr/local/lib/python3.9/site-packages/airflow/models/connection.py", line 432, in get_connection_from_secrets
+ raise AirflowNotFoundException(f"The conn_id `{conn_id}` isn't defined")
+airflow.exceptions.AirflowNotFoundException: The conn_id `alkemy_db` isn't defined
+INFO - Marking task as UP_FOR_RETRY. dag_id=ETL_dag, task_id=Extract_B2, execution_date=20221110T144655, start_date=20221110T144800, end_date=20221110T144802
+INFO - '2022-11-10' - airflow.listeners.events - session flush listener: added [] unchanged () deleted ['running'] -
+ERROR - Failed to execute job 11 for task Extract_B2 (The conn_id `alkemy_db` isn't defined; 199)
+INFO - Task exited with return code 1
+INFO - 0 downstream tasks scheduled from follow-on schedule check
diff --git "a/dags/logs/dag_id=ETL_dag/run_id=manual__2022-11-11T00\357\200\27223\357\200\27202.335840+00\357\200\27200/task_id=Extract_B1/attempt=1.log" "b/dags/logs/dag_id=ETL_dag/run_id=manual__2022-11-11T00\357\200\27223\357\200\27202.335840+00\357\200\27200/task_id=Extract_B1/attempt=1.log"
new file mode 100644
index 00000000..8dc0e583
--- /dev/null
+++ "b/dags/logs/dag_id=ETL_dag/run_id=manual__2022-11-11T00\357\200\27223\357\200\27202.335840+00\357\200\27200/task_id=Extract_B1/attempt=1.log"
@@ -0,0 +1,48 @@
+INFO - Dependencies all met for
+INFO - Dependencies all met for
+INFO -
+--------------------------------------------------------------------------------
+INFO - Starting attempt 1 of 2
+INFO -
+--------------------------------------------------------------------------------
+ERROR - Did not find openlineage.yml and OPENLINEAGE_URL is not set
+WARNING - Couldn't initialize transport; will print events to console.
+INFO - {"eventTime": "2022-11-11T00:23:38.851342Z", "eventType": "START", "inputs": [], "job": {"facets": {}, "name": "ETL_dag.Extract_B1", "namespace": "default"}, "outputs": [], "producer": "https://github.com/OpenLineage/OpenLineage/tree/0.15.1/integration/airflow", "run": {"facets": {"airflow_runArgs": {"_producer": "https://github.com/OpenLineage/OpenLineage/tree/0.15.1/integration/airflow", "_schemaURL": "https://raw.githubusercontent.com/OpenLineage/OpenLineage/main/spec/OpenLineage.json#/definitions/BaseFacet", "externalTrigger": true}, "airflow_version": {"_producer": "https://github.com/OpenLineage/OpenLineage/tree/0.15.1/integration/airflow", "_schemaURL": "https://raw.githubusercontent.com/OpenLineage/OpenLineage/main/spec/OpenLineage.json#/definitions/BaseFacet", "airflowVersion": "2.4.2+astro.1", "openlineageAirflowVersion": "0.15.1", "operator": "airflow.operators.python.PythonOperator", "taskInfo": {"_BaseOperator__from_mapped": false, "_BaseOperator__init_kwargs": {"dag": {"dag_id": "ETL_dag", "schedule_interval": "@daily"}, "owner": "BROC95", "python_callable": "", "retries": 1, "retry_delay": "0:05:00", "start_date": "2018-03-01T00:00:00+00:00", "task_id": "Extract_B1"}, "_BaseOperator__instantiated": true, "_dag": {"dag_id": "ETL_dag", "schedule_interval": "@daily"}, "_log": "", "depends_on_past": false, "do_xcom_push": true, "downstream_task_ids": "{'Transform_B1'}", "email_on_failure": true, "email_on_retry": true, "executor_config": {}, "ignore_first_depends_on_past": true, "inlets": [], "op_args": [], "op_kwargs": {}, "outlets": [], "owner": "BROC95", "params": "{}", "pool": "default_pool", "pool_slots": 1, "priority_weight": 1, "python_callable": "", "queue": "default", "retries": 1, "retry_delay": "0:05:00", "retry_exponential_backoff": false, "show_return_value_in_logs": true, "start_date": "2018-03-01T00:00:00+00:00", "task_group": "", "task_id": "Extract_B1", "trigger_rule": "all_success", "upstream_task_ids": "set()", "wait_for_downstream": false, "weight_rule": "downstream"}}, "nominalTime": {"_producer": "https://github.com/OpenLineage/OpenLineage/tree/0.15.1/integration/airflow", "_schemaURL": "https://raw.githubusercontent.com/OpenLineage/OpenLineage/main/spec/OpenLineage.json#/definitions/NominalTimeRunFacet", "nominalStartTime": "2022-11-11T00:23:02.335840Z"}, "parent": {"_producer": "https://github.com/OpenLineage/OpenLineage/tree/0.15.1/integration/airflow", "_schemaURL": "https://raw.githubusercontent.com/OpenLineage/OpenLineage/main/spec/OpenLineage.json#/definitions/ParentRunFacet", "job": {"name": "ETL_dag", "namespace": "default"}, "run": {"runId": "ccb7b71a-65a6-35d0-861d-74f33948e7bf"}}, "parentRun": {"_producer": "https://github.com/OpenLineage/OpenLineage/tree/0.15.1/integration/airflow", "_schemaURL": "https://raw.githubusercontent.com/OpenLineage/OpenLineage/main/spec/OpenLineage.json#/definitions/ParentRunFacet", "job": {"name": "ETL_dag", "namespace": "default"}, "run": {"runId": "ccb7b71a-65a6-35d0-861d-74f33948e7bf"}}, "unknownSourceAttribute": {"_producer": "https://github.com/OpenLineage/OpenLineage/tree/0.15.1/integration/airflow", "_schemaURL": "https://raw.githubusercontent.com/OpenLineage/OpenLineage/main/spec/OpenLineage.json#/definitions/BaseFacet", "unknownItems": [{"name": "PythonOperator", "properties": {"_BaseOperator__from_mapped": false, "_BaseOperator__init_kwargs": {"dag": "<>", "owner": "BROC95", "python_callable": "<>", "retries": 1, "retry_delay": "<>", "start_date": "<>", "task_id": "Extract_B1"}, "_BaseOperator__instantiated": true, "_dag": "<>", "_log": "<>", "depends_on_past": false, "do_xcom_push": true, "downstream_task_ids": [], "email_on_failure": true, "email_on_retry": true, "executor_config": {}, "ignore_first_depends_on_past": true, "inlets": [], "op_args": [], "op_kwargs": {}, "outlets": [], "owner": "BROC95", "params": "<>", "pool": "default_pool", "pool_slots": 1, "priority_weight": 1, "python_callable": "<>", "queue": "default", "retries": 1, "retry_delay": "<>", "retry_exponential_backoff": false, "show_return_value_in_logs": true, "start_date": "<>", "task_group": "<>", "task_id": "Extract_B1", "trigger_rule": "all_success", "upstream_task_ids": [], "wait_for_downstream": false, "weight_rule": "downstream"}, "type": "operator"}]}}, "runId": "5de08e95-147c-4c37-88fe-afcebb620fea"}}
+INFO - TaskInstance Details: dag_id=ETL_dag, task_id=Extract_B1, dagrun_id=manual__2022-11-11T00:23:02.335840+00:00, map_index=-1, run_start_date=2022-11-11 00:23:38.851342+00:00, try_number=1, job_id=54, op_classpath=airflow.operators.python.PythonOperator
+INFO - Executing on 2022-11-11 00:23:02.335840+00:00
+INFO - Started process 228 to run task
+INFO - Running: ['airflow', 'tasks', 'run', 'ETL_dag', 'Extract_B1', 'manual__2022-11-11T00:23:02.335840+00:00', '--job-id', '54', '--raw', '--subdir', 'DAGS_FOLDER/factory.py', '--cfg-path', '/tmp/tmpt80r2nas']
+INFO - Job 54: Subtask Extract_B1
+WARNING - /usr/local/lib/python3.9/site-packages/airflow/configuration.py:545 DeprecationWarning: The sql_alchemy_conn option in [core] has been moved to the sql_alchemy_conn option in [database] - the old setting has been used, but please update your config.
+INFO - Running on host 5bee9a49f133
+INFO - Exporting the following env vars:
+AIRFLOW_CTX_DAG_OWNER=BROC95
+AIRFLOW_CTX_DAG_ID=ETL_dag
+AIRFLOW_CTX_TASK_ID=Extract_B1
+AIRFLOW_CTX_EXECUTION_DATE=2022-11-11T00:23:02.335840+00:00
+AIRFLOW_CTX_TRY_NUMBER=1
+AIRFLOW_CTX_DAG_RUN_ID=manual__2022-11-11T00:23:02.335840+00:00
+INFO - '2022-11-11' - GBUNComahue_dag_elt - GBUNComahue_dag_elt
+INFO - '2022-11-11' - GBUNComahue_dag_elt - Extract
+INFO - '2022-11-11' - GBUNComahue_dag_elt - Connect: alkemy_db
+INFO - '2022-11-11' - airflow.hooks.base - Using connection ID 'alkemy_db' for task execution.
+INFO - '2022-11-11' - airflow.hooks.base - Using connection ID 'alkemy_db' for task execution.
+WARNING - /usr/local/lib/python3.9/site-packages/airflow/providers/common/sql/hooks/sql.py:176 UserWarning: pandas only supports SQLAlchemy connectable (engine/connection) or database string URI or sqlite3 DBAPI2 connection. Other DBAPI2 objects are not tested. Please consider using SQLAlchemy.
+INFO - '2022-11-11' - GBUNComahue_dag_elt - universidad carrera ... codigo_postal correo_electronico
+0 UNIV. NACIONAL DEL COMAHUE LICENCIATURA EN PSICOLOGÍA ... 5315 FRANKALEXANDRA@YAHOO.COM
+1 UNIV. NACIONAL DEL COMAHUE FARMACIA ... 8305 TEDWARDS@GMAIL.COM
+2 UNIV. NACIONAL DEL COMAHUE MEDICINA ... 3428 RICHARD76@GMAIL.COM
+3 UNIV. NACIONAL DEL COMAHUE MEDICINA ... 5873 ODUFFY@YAHOO.COM
+4 UNIV. NACIONAL DEL COMAHUE LICENCIATURA EN CIENCIA POLÍTICA ... 1765 FOSTERCHASE@GMAIL.COM
+
+[5 rows x 8 columns]
+INFO - Done. Returned value was: None
+INFO - Marking task as SUCCESS. dag_id=ETL_dag, task_id=Extract_B1, execution_date=20221111T002302, start_date=20221111T002338, end_date=20221111T002342
+INFO - '2022-11-11' - airflow.listeners.events - session flush listener: added [] unchanged () deleted ['running'] -
+INFO - '2022-11-11' - airflow - OpenLineage listener got notification about task instance success
+INFO - '2022-11-11' - root - Using extractor PythonExtractor task_type=PythonOperator airflow_dag_id=ETL_dag task_id=Extract_B1 airflow_run_id=manual__2022-11-11T00:23:02.335840+00:00
+INFO - '2022-11-11' - root - Found task metadata for operation Extract_B1: TaskMetadata(name='ETL_dag.Extract_B1', inputs=[], outputs=[], run_facets={'unknownSourceAttribute': UnknownOperatorAttributeRunFacet(_producer='https://github.com/OpenLineage/OpenLineage/tree/0.15.1/integration/airflow', _schemaURL='https://raw.githubusercontent.com/OpenLineage/OpenLineage/main/spec/OpenLineage.json#/definitions/BaseFacet', unknownItems=[UnknownOperatorInstance(name='PythonOperator', properties={'_BaseOperator__init_kwargs': {'task_id': 'Extract_B1', 'dag': , 'owner': 'BROC95', 'retries': 1, 'retry_delay': datetime.timedelta(seconds=300), 'start_date': DateTime(2018, 3, 1, 0, 0, 0, tzinfo=Timezone('UTC')), 'python_callable': }, '_BaseOperator__from_mapped': False, 'task_id': 'Extract_B1', 'task_group': , 'owner': 'BROC95', 'email': None, 'email_on_retry': True, 'email_on_failure': True, 'execution_timeout': None, 'on_execute_callback': None, 'on_failure_callback': None, 'on_success_callback': None, 'on_retry_callback': None, '_pre_execute_hook': None, '_post_execute_hook': None, 'start_date': DateTime(2018, 3, 1, 0, 0, 0, tzinfo=Timezone('UTC')), 'executor_config': {}, 'run_as_user': None, 'retries': 1, 'queue': 'default', 'pool': 'default_pool', 'pool_slots': 1, 'sla': None, 'trigger_rule': , 'depends_on_past': False, 'ignore_first_depends_on_past': True, 'wait_for_downstream': False, 'retry_delay': datetime.timedelta(seconds=300), 'retry_exponential_backoff': False, 'max_retry_delay': None, 'params': {}, 'priority_weight': 1, 'weight_rule': , 'resources': None, 'max_active_tis_per_dag': None, 'do_xcom_push': True, 'doc_md': None, 'doc_json': None, 'doc_yaml': None, 'doc_rst': None, 'doc': None, 'upstream_task_ids': set(), 'downstream_task_ids': {'Transform_B1'}, 'end_date': None, '_dag': , '_log': , 'inlets': [], 'outlets': [], 'python_callable': , 'op_args': (), 'op_kwargs': {}, 'templates_dict': None, 'show_return_value_in_logs': True, '_BaseOperator__instantiated': True}, type='operator')])}, job_facets={})
+INFO - '2022-11-11' - root - Manually extracting lineage metadata from inlets and outlets
+INFO - '2022-11-11' - openlineage.client.transport.console - {"eventTime": "2022-11-11T00:23:42.418514Z", "eventType": "COMPLETE", "inputs": [], "job": {"facets": {}, "name": "ETL_dag.Extract_B1", "namespace": "default"}, "outputs": [], "producer": "https://github.com/OpenLineage/OpenLineage/tree/0.15.1/integration/airflow", "run": {"facets": {"unknownSourceAttribute": {"_producer": "https://github.com/OpenLineage/OpenLineage/tree/0.15.1/integration/airflow", "_schemaURL": "https://raw.githubusercontent.com/OpenLineage/OpenLineage/main/spec/OpenLineage.json#/definitions/BaseFacet", "unknownItems": [{"name": "PythonOperator", "properties": {"_BaseOperator__from_mapped": false, "_BaseOperator__init_kwargs": {"dag": "<>", "owner": "BROC95", "python_callable": "<>", "retries": 1, "retry_delay": "<>", "start_date": "<>", "task_id": "Extract_B1"}, "_BaseOperator__instantiated": true, "_dag": "<>", "_log": "<>", "depends_on_past": false, "do_xcom_push": true, "downstream_task_ids": [], "email_on_failure": true, "email_on_retry": true, "executor_config": {}, "ignore_first_depends_on_past": true, "inlets": [], "op_args": [], "op_kwargs": {}, "outlets": [], "owner": "BROC95", "params": "<>", "pool": "default_pool", "pool_slots": 1, "priority_weight": 1, "python_callable": "<>", "queue": "default", "retries": 1, "retry_delay": "<>", "retry_exponential_backoff": false, "show_return_value_in_logs": true, "start_date": "<>", "task_group": "<>", "task_id": "Extract_B1", "trigger_rule": "all_success", "upstream_task_ids": [], "wait_for_downstream": false, "weight_rule": "downstream"}, "type": "operator"}]}}, "runId": "5de08e95-147c-4c37-88fe-afcebb620fea"}}
+INFO - Task exited with return code 0
+INFO - 0 downstream tasks scheduled from follow-on schedule check
diff --git "a/dags/logs/dag_id=ETL_dag/run_id=manual__2022-11-11T00\357\200\27223\357\200\27202.335840+00\357\200\27200/task_id=Extract_B2/attempt=1.log" "b/dags/logs/dag_id=ETL_dag/run_id=manual__2022-11-11T00\357\200\27223\357\200\27202.335840+00\357\200\27200/task_id=Extract_B2/attempt=1.log"
new file mode 100644
index 00000000..43972b6a
--- /dev/null
+++ "b/dags/logs/dag_id=ETL_dag/run_id=manual__2022-11-11T00\357\200\27223\357\200\27202.335840+00\357\200\27200/task_id=Extract_B2/attempt=1.log"
@@ -0,0 +1,48 @@
+INFO - Dependencies all met for
+INFO - Dependencies all met for
+INFO -
+--------------------------------------------------------------------------------
+INFO - Starting attempt 1 of 2
+INFO -
+--------------------------------------------------------------------------------
+ERROR - Did not find openlineage.yml and OPENLINEAGE_URL is not set
+WARNING - Couldn't initialize transport; will print events to console.
+INFO - {"eventTime": "2022-11-11T00:23:38.694174Z", "eventType": "START", "inputs": [], "job": {"facets": {}, "name": "ETL_dag.Extract_B2", "namespace": "default"}, "outputs": [], "producer": "https://github.com/OpenLineage/OpenLineage/tree/0.15.1/integration/airflow", "run": {"facets": {"airflow_runArgs": {"_producer": "https://github.com/OpenLineage/OpenLineage/tree/0.15.1/integration/airflow", "_schemaURL": "https://raw.githubusercontent.com/OpenLineage/OpenLineage/main/spec/OpenLineage.json#/definitions/BaseFacet", "externalTrigger": true}, "airflow_version": {"_producer": "https://github.com/OpenLineage/OpenLineage/tree/0.15.1/integration/airflow", "_schemaURL": "https://raw.githubusercontent.com/OpenLineage/OpenLineage/main/spec/OpenLineage.json#/definitions/BaseFacet", "airflowVersion": "2.4.2+astro.1", "openlineageAirflowVersion": "0.15.1", "operator": "airflow.operators.python.PythonOperator", "taskInfo": {"_BaseOperator__from_mapped": false, "_BaseOperator__init_kwargs": {"dag": {"dag_id": "ETL_dag", "schedule_interval": "@daily"}, "owner": "BROC95", "python_callable": "", "retries": 1, "retry_delay": "0:05:00", "start_date": "2018-03-01T00:00:00+00:00", "task_id": "Extract_B2"}, "_BaseOperator__instantiated": true, "_dag": {"dag_id": "ETL_dag", "schedule_interval": "@daily"}, "_log": "", "depends_on_past": false, "do_xcom_push": true, "downstream_task_ids": "{'Transform_B2'}", "email_on_failure": true, "email_on_retry": true, "executor_config": {}, "ignore_first_depends_on_past": true, "inlets": [], "op_args": [], "op_kwargs": {}, "outlets": [], "owner": "BROC95", "params": "{}", "pool": "default_pool", "pool_slots": 1, "priority_weight": 1, "python_callable": "", "queue": "default", "retries": 1, "retry_delay": "0:05:00", "retry_exponential_backoff": false, "show_return_value_in_logs": true, "start_date": "2018-03-01T00:00:00+00:00", "task_group": "", "task_id": "Extract_B2", "trigger_rule": "all_success", "upstream_task_ids": "set()", "wait_for_downstream": false, "weight_rule": "downstream"}}, "nominalTime": {"_producer": "https://github.com/OpenLineage/OpenLineage/tree/0.15.1/integration/airflow", "_schemaURL": "https://raw.githubusercontent.com/OpenLineage/OpenLineage/main/spec/OpenLineage.json#/definitions/NominalTimeRunFacet", "nominalStartTime": "2022-11-11T00:23:02.335840Z"}, "parent": {"_producer": "https://github.com/OpenLineage/OpenLineage/tree/0.15.1/integration/airflow", "_schemaURL": "https://raw.githubusercontent.com/OpenLineage/OpenLineage/main/spec/OpenLineage.json#/definitions/ParentRunFacet", "job": {"name": "ETL_dag", "namespace": "default"}, "run": {"runId": "ccb7b71a-65a6-35d0-861d-74f33948e7bf"}}, "parentRun": {"_producer": "https://github.com/OpenLineage/OpenLineage/tree/0.15.1/integration/airflow", "_schemaURL": "https://raw.githubusercontent.com/OpenLineage/OpenLineage/main/spec/OpenLineage.json#/definitions/ParentRunFacet", "job": {"name": "ETL_dag", "namespace": "default"}, "run": {"runId": "ccb7b71a-65a6-35d0-861d-74f33948e7bf"}}, "unknownSourceAttribute": {"_producer": "https://github.com/OpenLineage/OpenLineage/tree/0.15.1/integration/airflow", "_schemaURL": "https://raw.githubusercontent.com/OpenLineage/OpenLineage/main/spec/OpenLineage.json#/definitions/BaseFacet", "unknownItems": [{"name": "PythonOperator", "properties": {"_BaseOperator__from_mapped": false, "_BaseOperator__init_kwargs": {"dag": "<>", "owner": "BROC95", "python_callable": "<>", "retries": 1, "retry_delay": "<>", "start_date": "<>", "task_id": "Extract_B2"}, "_BaseOperator__instantiated": true, "_dag": "<>", "_log": "<>", "depends_on_past": false, "do_xcom_push": true, "downstream_task_ids": [], "email_on_failure": true, "email_on_retry": true, "executor_config": {}, "ignore_first_depends_on_past": true, "inlets": [], "op_args": [], "op_kwargs": {}, "outlets": [], "owner": "BROC95", "params": "<>", "pool": "default_pool", "pool_slots": 1, "priority_weight": 1, "python_callable": "<>", "queue": "default", "retries": 1, "retry_delay": "<>", "retry_exponential_backoff": false, "show_return_value_in_logs": true, "start_date": "<>", "task_group": "<>", "task_id": "Extract_B2", "trigger_rule": "all_success", "upstream_task_ids": [], "wait_for_downstream": false, "weight_rule": "downstream"}, "type": "operator"}]}}, "runId": "4665c8a6-c526-428e-9978-583e7df90752"}}
+INFO - TaskInstance Details: dag_id=ETL_dag, task_id=Extract_B2, dagrun_id=manual__2022-11-11T00:23:02.335840+00:00, map_index=-1, run_start_date=2022-11-11 00:23:38.694174+00:00, try_number=1, job_id=53, op_classpath=airflow.operators.python.PythonOperator
+INFO - Executing on 2022-11-11 00:23:02.335840+00:00
+INFO - Started process 225 to run task
+INFO - Running: ['airflow', 'tasks', 'run', 'ETL_dag', 'Extract_B2', 'manual__2022-11-11T00:23:02.335840+00:00', '--job-id', '53', '--raw', '--subdir', 'DAGS_FOLDER/factory.py', '--cfg-path', '/tmp/tmpqgchn6lb']
+INFO - Job 53: Subtask Extract_B2
+WARNING - /usr/local/lib/python3.9/site-packages/airflow/configuration.py:545 DeprecationWarning: The sql_alchemy_conn option in [core] has been moved to the sql_alchemy_conn option in [database] - the old setting has been used, but please update your config.
+INFO - Running on host 5bee9a49f133
+INFO - Exporting the following env vars:
+AIRFLOW_CTX_DAG_OWNER=BROC95
+AIRFLOW_CTX_DAG_ID=ETL_dag
+AIRFLOW_CTX_TASK_ID=Extract_B2
+AIRFLOW_CTX_EXECUTION_DATE=2022-11-11T00:23:02.335840+00:00
+AIRFLOW_CTX_TRY_NUMBER=1
+AIRFLOW_CTX_DAG_RUN_ID=manual__2022-11-11T00:23:02.335840+00:00
+INFO - '2022-11-11' - GBUNSalvador_dag_elt - GBUNSalvador_dag_elt
+INFO - '2022-11-11' - GBUNSalvador_dag_elt - Extract
+INFO - '2022-11-11' - GBUNSalvador_dag_elt - Connect: alkemy_db
+INFO - '2022-11-11' - airflow.hooks.base - Using connection ID 'alkemy_db' for task execution.
+INFO - '2022-11-11' - airflow.hooks.base - Using connection ID 'alkemy_db' for task execution.
+WARNING - /usr/local/lib/python3.9/site-packages/airflow/providers/common/sql/hooks/sql.py:176 UserWarning: pandas only supports SQLAlchemy connectable (engine/connection) or database string URI or sqlite3 DBAPI2 connection. Other DBAPI2 objects are not tested. Please consider using SQLAlchemy.
+INFO - '2022-11-11' - GBUNSalvador_dag_elt - universidad ... email
+0 UNIVERSIDAD_DEL_SALVADOR ... ANTHONY88@GMAIL.COM
+1 UNIVERSIDAD_DEL_SALVADOR ... TODD44@HOTMAIL.COM
+2 UNIVERSIDAD_DEL_SALVADOR ... ZCANTRELL@YAHOO.COM
+3 UNIVERSIDAD_DEL_SALVADOR ... HEATHER60@GMAIL.COM
+4 UNIVERSIDAD_DEL_SALVADOR ... BWARNER@GMAIL.COM
+
+[5 rows x 8 columns]
+INFO - Done. Returned value was: None
+INFO - Marking task as SUCCESS. dag_id=ETL_dag, task_id=Extract_B2, execution_date=20221111T002302, start_date=20221111T002338, end_date=20221111T002341
+INFO - '2022-11-11' - airflow.listeners.events - session flush listener: added [] unchanged () deleted ['running'] -
+INFO - '2022-11-11' - airflow - OpenLineage listener got notification about task instance success
+INFO - '2022-11-11' - root - Using extractor PythonExtractor task_type=PythonOperator airflow_dag_id=ETL_dag task_id=Extract_B2 airflow_run_id=manual__2022-11-11T00:23:02.335840+00:00
+INFO - '2022-11-11' - root - Found task metadata for operation Extract_B2: TaskMetadata(name='ETL_dag.Extract_B2', inputs=[], outputs=[], run_facets={'unknownSourceAttribute': UnknownOperatorAttributeRunFacet(_producer='https://github.com/OpenLineage/OpenLineage/tree/0.15.1/integration/airflow', _schemaURL='https://raw.githubusercontent.com/OpenLineage/OpenLineage/main/spec/OpenLineage.json#/definitions/BaseFacet', unknownItems=[UnknownOperatorInstance(name='PythonOperator', properties={'_BaseOperator__init_kwargs': {'task_id': 'Extract_B2', 'dag': , 'owner': 'BROC95', 'retries': 1, 'retry_delay': datetime.timedelta(seconds=300), 'start_date': DateTime(2018, 3, 1, 0, 0, 0, tzinfo=Timezone('UTC')), 'python_callable': }, '_BaseOperator__from_mapped': False, 'task_id': 'Extract_B2', 'task_group': , 'owner': 'BROC95', 'email': None, 'email_on_retry': True, 'email_on_failure': True, 'execution_timeout': None, 'on_execute_callback': None, 'on_failure_callback': None, 'on_success_callback': None, 'on_retry_callback': None, '_pre_execute_hook': None, '_post_execute_hook': None, 'start_date': DateTime(2018, 3, 1, 0, 0, 0, tzinfo=Timezone('UTC')), 'executor_config': {}, 'run_as_user': None, 'retries': 1, 'queue': 'default', 'pool': 'default_pool', 'pool_slots': 1, 'sla': None, 'trigger_rule': , 'depends_on_past': False, 'ignore_first_depends_on_past': True, 'wait_for_downstream': False, 'retry_delay': datetime.timedelta(seconds=300), 'retry_exponential_backoff': False, 'max_retry_delay': None, 'params': {}, 'priority_weight': 1, 'weight_rule': , 'resources': None, 'max_active_tis_per_dag': None, 'do_xcom_push': True, 'doc_md': None, 'doc_json': None, 'doc_yaml': None, 'doc_rst': None, 'doc': None, 'upstream_task_ids': set(), 'downstream_task_ids': {'Transform_B2'}, 'end_date': None, '_dag': , '_log': , 'inlets': [], 'outlets': [], 'python_callable': , 'op_args': (), 'op_kwargs': {}, 'templates_dict': None, 'show_return_value_in_logs': True, '_BaseOperator__instantiated': True}, type='operator')])}, job_facets={})
+INFO - '2022-11-11' - root - Manually extracting lineage metadata from inlets and outlets
+INFO - '2022-11-11' - openlineage.client.transport.console - {"eventTime": "2022-11-11T00:23:41.999977Z", "eventType": "COMPLETE", "inputs": [], "job": {"facets": {}, "name": "ETL_dag.Extract_B2", "namespace": "default"}, "outputs": [], "producer": "https://github.com/OpenLineage/OpenLineage/tree/0.15.1/integration/airflow", "run": {"facets": {"unknownSourceAttribute": {"_producer": "https://github.com/OpenLineage/OpenLineage/tree/0.15.1/integration/airflow", "_schemaURL": "https://raw.githubusercontent.com/OpenLineage/OpenLineage/main/spec/OpenLineage.json#/definitions/BaseFacet", "unknownItems": [{"name": "PythonOperator", "properties": {"_BaseOperator__from_mapped": false, "_BaseOperator__init_kwargs": {"dag": "<>", "owner": "BROC95", "python_callable": "<>", "retries": 1, "retry_delay": "<>", "start_date": "<>", "task_id": "Extract_B2"}, "_BaseOperator__instantiated": true, "_dag": "<>", "_log": "<>", "depends_on_past": false, "do_xcom_push": true, "downstream_task_ids": [], "email_on_failure": true, "email_on_retry": true, "executor_config": {}, "ignore_first_depends_on_past": true, "inlets": [], "op_args": [], "op_kwargs": {}, "outlets": [], "owner": "BROC95", "params": "<>", "pool": "default_pool", "pool_slots": 1, "priority_weight": 1, "python_callable": "<>", "queue": "default", "retries": 1, "retry_delay": "<>", "retry_exponential_backoff": false, "show_return_value_in_logs": true, "start_date": "<>", "task_group": "<>", "task_id": "Extract_B2", "trigger_rule": "all_success", "upstream_task_ids": [], "wait_for_downstream": false, "weight_rule": "downstream"}, "type": "operator"}]}}, "runId": "4665c8a6-c526-428e-9978-583e7df90752"}}
+INFO - Task exited with return code 0
+INFO - 1 downstream tasks scheduled from follow-on schedule check
diff --git "a/dags/logs/dag_id=ETL_dag/run_id=manual__2022-11-11T00\357\200\27223\357\200\27202.335840+00\357\200\27200/task_id=Load_B1/attempt=1.log" "b/dags/logs/dag_id=ETL_dag/run_id=manual__2022-11-11T00\357\200\27223\357\200\27202.335840+00\357\200\27200/task_id=Load_B1/attempt=1.log"
new file mode 100644
index 00000000..a8a27674
--- /dev/null
+++ "b/dags/logs/dag_id=ETL_dag/run_id=manual__2022-11-11T00\357\200\27223\357\200\27202.335840+00\357\200\27200/task_id=Load_B1/attempt=1.log"
@@ -0,0 +1,122 @@
+INFO - Dependencies all met for
+INFO - Dependencies all met for
+INFO -
+--------------------------------------------------------------------------------
+INFO - Starting attempt 1 of 2
+INFO -
+--------------------------------------------------------------------------------
+ERROR - Did not find openlineage.yml and OPENLINEAGE_URL is not set
+WARNING - Couldn't initialize transport; will print events to console.
+INFO - {"eventTime": "2022-11-11T00:23:57.545090Z", "eventType": "START", "inputs": [], "job": {"facets": {}, "name": "ETL_dag.Load_B1", "namespace": "default"}, "outputs": [], "producer": "https://github.com/OpenLineage/OpenLineage/tree/0.15.1/integration/airflow", "run": {"facets": {"airflow_runArgs": {"_producer": "https://github.com/OpenLineage/OpenLineage/tree/0.15.1/integration/airflow", "_schemaURL": "https://raw.githubusercontent.com/OpenLineage/OpenLineage/main/spec/OpenLineage.json#/definitions/BaseFacet", "externalTrigger": true}, "airflow_version": {"_producer": "https://github.com/OpenLineage/OpenLineage/tree/0.15.1/integration/airflow", "_schemaURL": "https://raw.githubusercontent.com/OpenLineage/OpenLineage/main/spec/OpenLineage.json#/definitions/BaseFacet", "airflowVersion": "2.4.2+astro.1", "openlineageAirflowVersion": "0.15.1", "operator": "airflow.operators.python.PythonOperator", "taskInfo": {"_BaseOperator__from_mapped": false, "_BaseOperator__init_kwargs": {"dag": {"dag_id": "ETL_dag", "schedule_interval": "@daily"}, "owner": "BROC95", "python_callable": "", "retries": 1, "retry_delay": "0:05:00", "start_date": "2018-03-01T00:00:00+00:00", "task_id": "Load_B1"}, "_BaseOperator__instantiated": true, "_dag": {"dag_id": "ETL_dag", "schedule_interval": "@daily"}, "_log": "", "depends_on_past": false, "do_xcom_push": true, "downstream_task_ids": "set()", "email_on_failure": true, "email_on_retry": true, "executor_config": {}, "ignore_first_depends_on_past": true, "inlets": [], "op_args": [], "op_kwargs": {}, "outlets": [], "owner": "BROC95", "params": "{}", "pool": "default_pool", "pool_slots": 1, "priority_weight": 1, "python_callable": "", "queue": "default", "retries": 1, "retry_delay": "0:05:00", "retry_exponential_backoff": false, "show_return_value_in_logs": true, "start_date": "2018-03-01T00:00:00+00:00", "task_group": "", "task_id": "Load_B1", "trigger_rule": "all_success", "upstream_task_ids": "{'Transform_B1'}", "wait_for_downstream": false, "weight_rule": "downstream"}}, "nominalTime": {"_producer": "https://github.com/OpenLineage/OpenLineage/tree/0.15.1/integration/airflow", "_schemaURL": "https://raw.githubusercontent.com/OpenLineage/OpenLineage/main/spec/OpenLineage.json#/definitions/NominalTimeRunFacet", "nominalStartTime": "2022-11-11T00:23:02.335840Z"}, "parent": {"_producer": "https://github.com/OpenLineage/OpenLineage/tree/0.15.1/integration/airflow", "_schemaURL": "https://raw.githubusercontent.com/OpenLineage/OpenLineage/main/spec/OpenLineage.json#/definitions/ParentRunFacet", "job": {"name": "ETL_dag", "namespace": "default"}, "run": {"runId": "ccb7b71a-65a6-35d0-861d-74f33948e7bf"}}, "parentRun": {"_producer": "https://github.com/OpenLineage/OpenLineage/tree/0.15.1/integration/airflow", "_schemaURL": "https://raw.githubusercontent.com/OpenLineage/OpenLineage/main/spec/OpenLineage.json#/definitions/ParentRunFacet", "job": {"name": "ETL_dag", "namespace": "default"}, "run": {"runId": "ccb7b71a-65a6-35d0-861d-74f33948e7bf"}}, "unknownSourceAttribute": {"_producer": "https://github.com/OpenLineage/OpenLineage/tree/0.15.1/integration/airflow", "_schemaURL": "https://raw.githubusercontent.com/OpenLineage/OpenLineage/main/spec/OpenLineage.json#/definitions/BaseFacet", "unknownItems": [{"name": "PythonOperator", "properties": {"_BaseOperator__from_mapped": false, "_BaseOperator__init_kwargs": {"dag": "<>", "owner": "BROC95", "python_callable": "<>", "retries": 1, "retry_delay": "<>", "start_date": "<>", "task_id": "Load_B1"}, "_BaseOperator__instantiated": true, "_dag": "<>", "_log": "<>", "depends_on_past": false, "do_xcom_push": true, "downstream_task_ids": [], "email_on_failure": true, "email_on_retry": true, "executor_config": {}, "ignore_first_depends_on_past": true, "inlets": [], "op_args": [], "op_kwargs": {}, "outlets": [], "owner": "BROC95", "params": "<>", "pool": "default_pool", "pool_slots": 1, "priority_weight": 1, "python_callable": "<>", "queue": "default", "retries": 1, "retry_delay": "<>", "retry_exponential_backoff": false, "show_return_value_in_logs": true, "start_date": "<>", "task_group": "<>", "task_id": "Load_B1", "trigger_rule": "all_success", "upstream_task_ids": [], "wait_for_downstream": false, "weight_rule": "downstream"}, "type": "operator"}]}}, "runId": "d3d824f5-d1c0-4816-90a5-89c7c9b4ef1a"}}
+INFO - TaskInstance Details: dag_id=ETL_dag, task_id=Load_B1, dagrun_id=manual__2022-11-11T00:23:02.335840+00:00, map_index=-1, run_start_date=2022-11-11 00:23:57.545090+00:00, try_number=1, job_id=58, op_classpath=airflow.operators.python.PythonOperator
+INFO - Executing on 2022-11-11 00:23:02.335840+00:00
+INFO - Started process 223 to run task
+INFO - Running: ['airflow', 'tasks', 'run', 'ETL_dag', 'Load_B1', 'manual__2022-11-11T00:23:02.335840+00:00', '--job-id', '58', '--raw', '--subdir', 'DAGS_FOLDER/factory.py', '--cfg-path', '/tmp/tmp1qitrsvd']
+INFO - Job 58: Subtask Load_B1
+WARNING - /usr/local/lib/python3.9/site-packages/airflow/configuration.py:545 DeprecationWarning: The sql_alchemy_conn option in [core] has been moved to the sql_alchemy_conn option in [database] - the old setting has been used, but please update your config.
+INFO - Running on host 1a42983a4dbb
+INFO - Exporting the following env vars:
+AIRFLOW_CTX_DAG_OWNER=BROC95
+AIRFLOW_CTX_DAG_ID=ETL_dag
+AIRFLOW_CTX_TASK_ID=Load_B1
+AIRFLOW_CTX_EXECUTION_DATE=2022-11-11T00:23:02.335840+00:00
+AIRFLOW_CTX_TRY_NUMBER=1
+AIRFLOW_CTX_DAG_RUN_ID=manual__2022-11-11T00:23:02.335840+00:00
+INFO - '2022-11-11' - GBUNComahue_dag_elt - Load: GBUNComahue_dag_elt
+INFO - '2022-11-11' - GBUNComahue_dag_elt - Connect: aws_s3_bucket
+INFO - '2022-11-11' - botocore.hooks - Changing event name from creating-client-class.iot-data to creating-client-class.iot-data-plane
+INFO - '2022-11-11' - botocore.hooks - Changing event name from before-call.apigateway to before-call.api-gateway
+INFO - '2022-11-11' - botocore.hooks - Changing event name from request-created.machinelearning.Predict to request-created.machine-learning.Predict
+INFO - '2022-11-11' - botocore.hooks - Changing event name from before-parameter-build.autoscaling.CreateLaunchConfiguration to before-parameter-build.auto-scaling.CreateLaunchConfiguration
+INFO - '2022-11-11' - botocore.hooks - Changing event name from before-parameter-build.route53 to before-parameter-build.route-53
+INFO - '2022-11-11' - botocore.hooks - Changing event name from request-created.cloudsearchdomain.Search to request-created.cloudsearch-domain.Search
+INFO - '2022-11-11' - botocore.hooks - Changing event name from docs.*.autoscaling.CreateLaunchConfiguration.complete-section to docs.*.auto-scaling.CreateLaunchConfiguration.complete-section
+INFO - '2022-11-11' - botocore.hooks - Changing event name from before-parameter-build.logs.CreateExportTask to before-parameter-build.cloudwatch-logs.CreateExportTask
+INFO - '2022-11-11' - botocore.hooks - Changing event name from docs.*.logs.CreateExportTask.complete-section to docs.*.cloudwatch-logs.CreateExportTask.complete-section
+INFO - '2022-11-11' - botocore.hooks - Changing event name from before-parameter-build.cloudsearchdomain.Search to before-parameter-build.cloudsearch-domain.Search
+INFO - '2022-11-11' - botocore.hooks - Changing event name from docs.*.cloudsearchdomain.Search.complete-section to docs.*.cloudsearch-domain.Search.complete-section
+INFO - '2022-11-11' - botocore.loaders - Loading JSON file: /usr/local/lib/python3.9/site-packages/botocore/data/endpoints.json
+INFO - '2022-11-11' - botocore.loaders - Loading JSON file: /usr/local/lib/python3.9/site-packages/botocore/data/sdk-default-configuration.json
+INFO - '2022-11-11' - botocore.hooks - Event choose-service-name: calling handler
+INFO - '2022-11-11' - botocore.loaders - Loading JSON file: /usr/local/lib/python3.9/site-packages/botocore/data/s3/2006-03-01/service-2.json
+INFO - '2022-11-11' - botocore.hooks - Event creating-client-class.s3: calling handler
+INFO - '2022-11-11' - botocore.hooks - Event creating-client-class.s3: calling handler ._handler at 0x7fe2f4f9f940>
+INFO - '2022-11-11' - botocore.hooks - Event creating-client-class.s3: calling handler
+INFO - '2022-11-11' - botocore.endpoint - Setting s3 timeout as (60, 60)
+INFO - '2022-11-11' - botocore.loaders - Loading JSON file: /usr/local/lib/python3.9/site-packages/botocore/data/_retry.json
+INFO - '2022-11-11' - botocore.client - Registering retry handlers for service: s3
+INFO - '2022-11-11' - s3transfer.utils - Acquiring 0
+INFO - '2022-11-11' - s3transfer.tasks - UploadSubmissionTask(transfer_id=0, {'transfer_future': }) about to wait for the following futures []
+INFO - '2022-11-11' - s3transfer.tasks - UploadSubmissionTask(transfer_id=0, {'transfer_future': }) done waiting for dependent futures
+INFO - '2022-11-11' - s3transfer.tasks - Executing task UploadSubmissionTask(transfer_id=0, {'transfer_future': }) with kwargs {'client': , 'config': , 'osutil': , 'request_executor': , 'transfer_future': }
+INFO - '2022-11-11' - s3transfer.futures - Submitting task PutObjectTask(transfer_id=0, {'bucket': 'alkemy-2022-broc', 'key': 'GBUNComahue_process.txt', 'extra_args': {}}) to executor