From 285d28b34cc9b1de128f726b61a2201bfdc57857 Mon Sep 17 00:00:00 2001
From: Mildred Alexandra Arias Yanez <mildarias181@gmail.com>
Date: Wed, 11 Aug 2021 01:39:24 +0000
Subject: [PATCH] Primera parte lista pero falta el test estadistico
---
Tarea2_MildredArias.ipynb | 1966 +++++++++++++++++++++++++++++++++++++
1 file changed, 1966 insertions(+)
create mode 100644 Tarea2_MildredArias.ipynb
diff --git a/Tarea2_MildredArias.ipynb b/Tarea2_MildredArias.ipynb
new file mode 100644
index 0000000..f9548ad
--- /dev/null
+++ b/Tarea2_MildredArias.ipynb
@@ -0,0 +1,1966 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "-Mildred Arias\n",
+ "-mildarias181@gmail.com"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import pandas as pd\n",
+ "import matplotlib.pyplot as plt\n",
+ "import numpy as np\n",
+ "import seaborn as sns"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import folium #needed for interactive map\n",
+ "from folium.plugins import HeatMap"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df = pd.read_csv(\"data/Saber_11__2020-2.csv\")\n",
+ "lugares = pd.read_csv('C_digos_de_la_divisi_n_Pol_tico_Administrativa_de_Colombia..csv')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "(8061, 13)\n"
+ ]
+ },
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>Código Departamento</th>\n",
+ " <th>Código Municipio</th>\n",
+ " <th>Código Centro Poblado</th>\n",
+ " <th>Nombre Departamento</th>\n",
+ " <th>Nombre Municipio</th>\n",
+ " <th>Nombre Centro Poblado</th>\n",
+ " <th>Tipo Centro Poblado</th>\n",
+ " <th>Ubicación</th>\n",
+ " <th>Longitud</th>\n",
+ " <th>Latitud</th>\n",
+ " <th>Distrito</th>\n",
+ " <th>Tipo de Municipio</th>\n",
+ " <th>Area Metropolitana</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>5</td>\n",
+ " <td>5001</td>\n",
+ " <td>5001000</td>\n",
+ " <td>ANTIOQUIA</td>\n",
+ " <td>MEDELLÃN</td>\n",
+ " <td>MEDELLÃN</td>\n",
+ " <td>CABECERA MUNICIPAL (CM)</td>\n",
+ " <td>(6.24858636743, -75.5760017134)</td>\n",
+ " <td>-75.576002</td>\n",
+ " <td>6.248586</td>\n",
+ " <td>NaN</td>\n",
+ " <td>MUNICIPIO</td>\n",
+ " <td>AREA METROPOLITANA DEL VALLE DE ABURRÃ</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>5</td>\n",
+ " <td>5001</td>\n",
+ " <td>5001001</td>\n",
+ " <td>ANTIOQUIA</td>\n",
+ " <td>MEDELLÃN</td>\n",
+ " <td>PALMITAS</td>\n",
+ " <td>CABECERA CORREGIMIENTO MUNICIPAL (C)</td>\n",
+ " <td>(6.3439224059, -75.6899859872)</td>\n",
+ " <td>-75.689986</td>\n",
+ " <td>6.343922</td>\n",
+ " <td>NaN</td>\n",
+ " <td>MUNICIPIO</td>\n",
+ " <td>AREA METROPOLITANA DEL VALLE DE ABURRÃ</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>5</td>\n",
+ " <td>5001</td>\n",
+ " <td>5001004</td>\n",
+ " <td>ANTIOQUIA</td>\n",
+ " <td>MEDELLÃN</td>\n",
+ " <td>SANTA ELENA</td>\n",
+ " <td>CABECERA CORREGIMIENTO MUNICIPAL (C)</td>\n",
+ " <td>(6.20967456778, -75.5003166982)</td>\n",
+ " <td>-75.500317</td>\n",
+ " <td>6.209675</td>\n",
+ " <td>NaN</td>\n",
+ " <td>MUNICIPIO</td>\n",
+ " <td>AREA METROPOLITANA DEL VALLE DE ABURRÃ</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>5</td>\n",
+ " <td>5001</td>\n",
+ " <td>5001009</td>\n",
+ " <td>ANTIOQUIA</td>\n",
+ " <td>MEDELLÃN</td>\n",
+ " <td>ALTAVISTA</td>\n",
+ " <td>CABECERA CORREGIMIENTO MUNICIPAL (C)</td>\n",
+ " <td>(6.22248273057, -75.6299441751)</td>\n",
+ " <td>-75.629944</td>\n",
+ " <td>6.222483</td>\n",
+ " <td>NaN</td>\n",
+ " <td>MUNICIPIO</td>\n",
+ " <td>AREA METROPOLITANA DEL VALLE DE ABURRÃ</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>5</td>\n",
+ " <td>5001</td>\n",
+ " <td>5001010</td>\n",
+ " <td>ANTIOQUIA</td>\n",
+ " <td>MEDELLÃN</td>\n",
+ " <td>AGUAS FRÃAS</td>\n",
+ " <td>CABECERA CORREGIMIENTO MUNICIPAL (C)</td>\n",
+ " <td>(6.2333355874, -75.6339460169)</td>\n",
+ " <td>-75.633946</td>\n",
+ " <td>6.233336</td>\n",
+ " <td>NaN</td>\n",
+ " <td>MUNICIPIO</td>\n",
+ " <td>AREA METROPOLITANA DEL VALLE DE ABURRÃ</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " Código Departamento Código Municipio Código Centro Poblado \\\n",
+ "0 5 5001 5001000 \n",
+ "1 5 5001 5001001 \n",
+ "2 5 5001 5001004 \n",
+ "3 5 5001 5001009 \n",
+ "4 5 5001 5001010 \n",
+ "\n",
+ " Nombre Departamento Nombre Municipio Nombre Centro Poblado \\\n",
+ "0 ANTIOQUIA MEDELLÃN MEDELLÃN \n",
+ "1 ANTIOQUIA MEDELLÃN PALMITAS \n",
+ "2 ANTIOQUIA MEDELLÃN SANTA ELENA \n",
+ "3 ANTIOQUIA MEDELLÃN ALTAVISTA \n",
+ "4 ANTIOQUIA MEDELLÃN AGUAS FRÃAS \n",
+ "\n",
+ " Tipo Centro Poblado Ubicación \\\n",
+ "0 CABECERA MUNICIPAL (CM) (6.24858636743, -75.5760017134) \n",
+ "1 CABECERA CORREGIMIENTO MUNICIPAL (C) (6.3439224059, -75.6899859872) \n",
+ "2 CABECERA CORREGIMIENTO MUNICIPAL (C) (6.20967456778, -75.5003166982) \n",
+ "3 CABECERA CORREGIMIENTO MUNICIPAL (C) (6.22248273057, -75.6299441751) \n",
+ "4 CABECERA CORREGIMIENTO MUNICIPAL (C) (6.2333355874, -75.6339460169) \n",
+ "\n",
+ " Longitud Latitud Distrito Tipo de Municipio \\\n",
+ "0 -75.576002 6.248586 NaN MUNICIPIO \n",
+ "1 -75.689986 6.343922 NaN MUNICIPIO \n",
+ "2 -75.500317 6.209675 NaN MUNICIPIO \n",
+ "3 -75.629944 6.222483 NaN MUNICIPIO \n",
+ "4 -75.633946 6.233336 NaN MUNICIPIO \n",
+ "\n",
+ " Area Metropolitana \n",
+ "0 AREA METROPOLITANA DEL VALLE DE ABURRÃ \n",
+ "1 AREA METROPOLITANA DEL VALLE DE ABURRÃ \n",
+ "2 AREA METROPOLITANA DEL VALLE DE ABURRÃ \n",
+ "3 AREA METROPOLITANA DEL VALLE DE ABURRÃ \n",
+ "4 AREA METROPOLITANA DEL VALLE DE ABURRÃ "
+ ]
+ },
+ "execution_count": 4,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "print(lugares.shape)\n",
+ "lugares.head() "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "(504872, 81)\n"
+ ]
+ },
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>ESTU_TIPODOCUMENTO</th>\n",
+ " <th>ESTU_NACIONALIDAD</th>\n",
+ " <th>ESTU_GENERO</th>\n",
+ " <th>ESTU_FECHANACIMIENTO</th>\n",
+ " <th>PERIODO</th>\n",
+ " <th>ESTU_CONSECUTIVO</th>\n",
+ " <th>ESTU_ESTUDIANTE</th>\n",
+ " <th>ESTU_PAIS_RESIDE</th>\n",
+ " <th>ESTU_TIENEETNIA</th>\n",
+ " <th>ESTU_DEPTO_RESIDE</th>\n",
+ " <th>...</th>\n",
+ " <th>PUNT_INGLES</th>\n",
+ " <th>PERCENTIL_INGLES</th>\n",
+ " <th>DESEMP_INGLES</th>\n",
+ " <th>PUNT_GLOBAL</th>\n",
+ " <th>PERCENTIL_GLOBAL</th>\n",
+ " <th>ESTU_INSE_INDIVIDUAL</th>\n",
+ " <th>ESTU_NSE_INDIVIDUAL</th>\n",
+ " <th>ESTU_NSE_ESTABLECIMIENTO</th>\n",
+ " <th>ESTU_ESTADOINVESTIGACION</th>\n",
+ " <th>ESTU_GENERACION-E</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>TI</td>\n",
+ " <td>SUIZA</td>\n",
+ " <td>F</td>\n",
+ " <td>03/03/2003 12:00:00 AM</td>\n",
+ " <td>20204</td>\n",
+ " <td>SB11202040211436</td>\n",
+ " <td>ESTUDIANTE</td>\n",
+ " <td>SUIZA</td>\n",
+ " <td>No</td>\n",
+ " <td>CUNDINAMARCA</td>\n",
+ " <td>...</td>\n",
+ " <td>55.0</td>\n",
+ " <td>81</td>\n",
+ " <td>A1</td>\n",
+ " <td>244</td>\n",
+ " <td>49</td>\n",
+ " <td>54.882365</td>\n",
+ " <td>3.0</td>\n",
+ " <td>3.0</td>\n",
+ " <td>PUBLICAR</td>\n",
+ " <td>NO</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>PEP</td>\n",
+ " <td>VENEZUELA</td>\n",
+ " <td>M</td>\n",
+ " <td>05/10/2002 12:00:00 AM</td>\n",
+ " <td>20204</td>\n",
+ " <td>SB11202040433216</td>\n",
+ " <td>ESTUDIANTE</td>\n",
+ " <td>VENEZUELA</td>\n",
+ " <td>No</td>\n",
+ " <td>CUNDINAMARCA</td>\n",
+ " <td>...</td>\n",
+ " <td>33.0</td>\n",
+ " <td>6</td>\n",
+ " <td>A-</td>\n",
+ " <td>238</td>\n",
+ " <td>44</td>\n",
+ " <td>49.252311</td>\n",
+ " <td>2.0</td>\n",
+ " <td>2.0</td>\n",
+ " <td>PUBLICAR</td>\n",
+ " <td>NO</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>TI</td>\n",
+ " <td>VENEZUELA</td>\n",
+ " <td>F</td>\n",
+ " <td>12/14/2003 12:00:00 AM</td>\n",
+ " <td>20204</td>\n",
+ " <td>SB11202040244180</td>\n",
+ " <td>ESTUDIANTE</td>\n",
+ " <td>VENEZUELA</td>\n",
+ " <td>No</td>\n",
+ " <td>CUNDINAMARCA</td>\n",
+ " <td>...</td>\n",
+ " <td>59.0</td>\n",
+ " <td>87</td>\n",
+ " <td>A2</td>\n",
+ " <td>325</td>\n",
+ " <td>94</td>\n",
+ " <td>40.733672</td>\n",
+ " <td>1.0</td>\n",
+ " <td>3.0</td>\n",
+ " <td>PUBLICAR</td>\n",
+ " <td>GENERACION E - GRATUIDAD</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>CE</td>\n",
+ " <td>VENEZUELA</td>\n",
+ " <td>M</td>\n",
+ " <td>04/12/2003 12:00:00 AM</td>\n",
+ " <td>20204</td>\n",
+ " <td>SB11202040210971</td>\n",
+ " <td>ESTUDIANTE</td>\n",
+ " <td>VENEZUELA</td>\n",
+ " <td>No</td>\n",
+ " <td>CUNDINAMARCA</td>\n",
+ " <td>...</td>\n",
+ " <td>47.0</td>\n",
+ " <td>58</td>\n",
+ " <td>A-</td>\n",
+ " <td>238</td>\n",
+ " <td>45</td>\n",
+ " <td>48.217953</td>\n",
+ " <td>2.0</td>\n",
+ " <td>3.0</td>\n",
+ " <td>PUBLICAR</td>\n",
+ " <td>NO</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>TI</td>\n",
+ " <td>COLOMBIA</td>\n",
+ " <td>F</td>\n",
+ " <td>03/03/2004 12:00:00 AM</td>\n",
+ " <td>20204</td>\n",
+ " <td>SB11202040235382</td>\n",
+ " <td>ESTUDIANTE</td>\n",
+ " <td>COLOMBIA</td>\n",
+ " <td>No</td>\n",
+ " <td>CUNDINAMARCA</td>\n",
+ " <td>...</td>\n",
+ " <td>43.0</td>\n",
+ " <td>40</td>\n",
+ " <td>A-</td>\n",
+ " <td>202</td>\n",
+ " <td>19</td>\n",
+ " <td>60.912192</td>\n",
+ " <td>3.0</td>\n",
+ " <td>3.0</td>\n",
+ " <td>PUBLICAR</td>\n",
+ " <td>NO</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>5 rows × 81 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " ESTU_TIPODOCUMENTO ESTU_NACIONALIDAD ESTU_GENERO ESTU_FECHANACIMIENTO \\\n",
+ "0 TI SUIZA F 03/03/2003 12:00:00 AM \n",
+ "1 PEP VENEZUELA M 05/10/2002 12:00:00 AM \n",
+ "2 TI VENEZUELA F 12/14/2003 12:00:00 AM \n",
+ "3 CE VENEZUELA M 04/12/2003 12:00:00 AM \n",
+ "4 TI COLOMBIA F 03/03/2004 12:00:00 AM \n",
+ "\n",
+ " PERIODO ESTU_CONSECUTIVO ESTU_ESTUDIANTE ESTU_PAIS_RESIDE ESTU_TIENEETNIA \\\n",
+ "0 20204 SB11202040211436 ESTUDIANTE SUIZA No \n",
+ "1 20204 SB11202040433216 ESTUDIANTE VENEZUELA No \n",
+ "2 20204 SB11202040244180 ESTUDIANTE VENEZUELA No \n",
+ "3 20204 SB11202040210971 ESTUDIANTE VENEZUELA No \n",
+ "4 20204 SB11202040235382 ESTUDIANTE COLOMBIA No \n",
+ "\n",
+ " ESTU_DEPTO_RESIDE ... PUNT_INGLES PERCENTIL_INGLES DESEMP_INGLES \\\n",
+ "0 CUNDINAMARCA ... 55.0 81 A1 \n",
+ "1 CUNDINAMARCA ... 33.0 6 A- \n",
+ "2 CUNDINAMARCA ... 59.0 87 A2 \n",
+ "3 CUNDINAMARCA ... 47.0 58 A- \n",
+ "4 CUNDINAMARCA ... 43.0 40 A- \n",
+ "\n",
+ " PUNT_GLOBAL PERCENTIL_GLOBAL ESTU_INSE_INDIVIDUAL ESTU_NSE_INDIVIDUAL \\\n",
+ "0 244 49 54.882365 3.0 \n",
+ "1 238 44 49.252311 2.0 \n",
+ "2 325 94 40.733672 1.0 \n",
+ "3 238 45 48.217953 2.0 \n",
+ "4 202 19 60.912192 3.0 \n",
+ "\n",
+ " ESTU_NSE_ESTABLECIMIENTO ESTU_ESTADOINVESTIGACION ESTU_GENERACION-E \n",
+ "0 3.0 PUBLICAR NO \n",
+ "1 2.0 PUBLICAR NO \n",
+ "2 3.0 PUBLICAR GENERACION E - GRATUIDAD \n",
+ "3 3.0 PUBLICAR NO \n",
+ "4 3.0 PUBLICAR NO \n",
+ "\n",
+ "[5 rows x 81 columns]"
+ ]
+ },
+ "execution_count": 5,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "print(df.shape)\n",
+ "df.head() "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(35, 1032)"
+ ]
+ },
+ "execution_count": 6,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "len(df['ESTU_DEPTO_RESIDE'].unique()),len(df['ESTU_MCPIO_RESIDE'].unique())"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>Código Departamento</th>\n",
+ " <th>Código Municipio</th>\n",
+ " <th>Código Centro Poblado</th>\n",
+ " <th>Departamento</th>\n",
+ " <th>Municipio</th>\n",
+ " <th>Nombre Centro Poblado</th>\n",
+ " <th>Tipo Centro Poblado</th>\n",
+ " <th>Ubicación</th>\n",
+ " <th>Longitud</th>\n",
+ " <th>Latitud</th>\n",
+ " <th>Distrito</th>\n",
+ " <th>Tipo de Municipio</th>\n",
+ " <th>Area Metropolitana</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>5</td>\n",
+ " <td>5001</td>\n",
+ " <td>5001000</td>\n",
+ " <td>ANTIOQUIA</td>\n",
+ " <td>MEDELLÃN</td>\n",
+ " <td>MEDELLÃN</td>\n",
+ " <td>CABECERA MUNICIPAL (CM)</td>\n",
+ " <td>(6.24858636743, -75.5760017134)</td>\n",
+ " <td>-75.576002</td>\n",
+ " <td>6.248586</td>\n",
+ " <td>NaN</td>\n",
+ " <td>MUNICIPIO</td>\n",
+ " <td>AREA METROPOLITANA DEL VALLE DE ABURRÃ</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>5</td>\n",
+ " <td>5001</td>\n",
+ " <td>5001001</td>\n",
+ " <td>ANTIOQUIA</td>\n",
+ " <td>MEDELLÃN</td>\n",
+ " <td>PALMITAS</td>\n",
+ " <td>CABECERA CORREGIMIENTO MUNICIPAL (C)</td>\n",
+ " <td>(6.3439224059, -75.6899859872)</td>\n",
+ " <td>-75.689986</td>\n",
+ " <td>6.343922</td>\n",
+ " <td>NaN</td>\n",
+ " <td>MUNICIPIO</td>\n",
+ " <td>AREA METROPOLITANA DEL VALLE DE ABURRÃ</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>5</td>\n",
+ " <td>5001</td>\n",
+ " <td>5001004</td>\n",
+ " <td>ANTIOQUIA</td>\n",
+ " <td>MEDELLÃN</td>\n",
+ " <td>SANTA ELENA</td>\n",
+ " <td>CABECERA CORREGIMIENTO MUNICIPAL (C)</td>\n",
+ " <td>(6.20967456778, -75.5003166982)</td>\n",
+ " <td>-75.500317</td>\n",
+ " <td>6.209675</td>\n",
+ " <td>NaN</td>\n",
+ " <td>MUNICIPIO</td>\n",
+ " <td>AREA METROPOLITANA DEL VALLE DE ABURRÃ</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>5</td>\n",
+ " <td>5001</td>\n",
+ " <td>5001009</td>\n",
+ " <td>ANTIOQUIA</td>\n",
+ " <td>MEDELLÃN</td>\n",
+ " <td>ALTAVISTA</td>\n",
+ " <td>CABECERA CORREGIMIENTO MUNICIPAL (C)</td>\n",
+ " <td>(6.22248273057, -75.6299441751)</td>\n",
+ " <td>-75.629944</td>\n",
+ " <td>6.222483</td>\n",
+ " <td>NaN</td>\n",
+ " <td>MUNICIPIO</td>\n",
+ " <td>AREA METROPOLITANA DEL VALLE DE ABURRÃ</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>5</td>\n",
+ " <td>5001</td>\n",
+ " <td>5001010</td>\n",
+ " <td>ANTIOQUIA</td>\n",
+ " <td>MEDELLÃN</td>\n",
+ " <td>AGUAS FRÃAS</td>\n",
+ " <td>CABECERA CORREGIMIENTO MUNICIPAL (C)</td>\n",
+ " <td>(6.2333355874, -75.6339460169)</td>\n",
+ " <td>-75.633946</td>\n",
+ " <td>6.233336</td>\n",
+ " <td>NaN</td>\n",
+ " <td>MUNICIPIO</td>\n",
+ " <td>AREA METROPOLITANA DEL VALLE DE ABURRÃ</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>8056</th>\n",
+ " <td>86</td>\n",
+ " <td>86573</td>\n",
+ " <td>86573001</td>\n",
+ " <td>PUTUMAYO</td>\n",
+ " <td>PUERTO LEGUÃZAMO</td>\n",
+ " <td>LA TAGUA</td>\n",
+ " <td>CABECERA CORREGIMIENTO MUNICIPAL (C)</td>\n",
+ " <td>(-0.058297857381, -74.6644755765)</td>\n",
+ " <td>-74.664476</td>\n",
+ " <td>-0.058298</td>\n",
+ " <td>NaN</td>\n",
+ " <td>MUNICIPIO</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>8057</th>\n",
+ " <td>86</td>\n",
+ " <td>86573</td>\n",
+ " <td>86573010</td>\n",
+ " <td>PUTUMAYO</td>\n",
+ " <td>PUERTO LEGUÃZAMO</td>\n",
+ " <td>NUEVA APAYA</td>\n",
+ " <td>CABECERA INSPECCIÓN DE POLICÃA (IP)</td>\n",
+ " <td>(-0.037981312599, -75.1954548141)</td>\n",
+ " <td>-75.195455</td>\n",
+ " <td>-0.037981</td>\n",
+ " <td>NaN</td>\n",
+ " <td>MUNICIPIO</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>8058</th>\n",
+ " <td>18</td>\n",
+ " <td>18756</td>\n",
+ " <td>18756010</td>\n",
+ " <td>CAQUETÃ</td>\n",
+ " <td>SOLANO</td>\n",
+ " <td>LA MANÃ</td>\n",
+ " <td>CABECERA INSPECCIÓN DE POLICÃA (IP)</td>\n",
+ " <td>(0.068857702282, -74.6542566456)</td>\n",
+ " <td>-74.654257</td>\n",
+ " <td>0.068858</td>\n",
+ " <td>NaN</td>\n",
+ " <td>MUNICIPIO</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>8059</th>\n",
+ " <td>97</td>\n",
+ " <td>97511</td>\n",
+ " <td>97511000</td>\n",
+ " <td>VAUPÉS</td>\n",
+ " <td>PACOA</td>\n",
+ " <td>PACOA</td>\n",
+ " <td>CABECERA CORREGIMIENTO DEPARTAMENTAL (CD)</td>\n",
+ " <td>(0.020702343627, -71.0043443529)</td>\n",
+ " <td>-71.004344</td>\n",
+ " <td>0.020702</td>\n",
+ " <td>NaN</td>\n",
+ " <td>CORREGIMIENTO DEPARTAMENTAL</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>8060</th>\n",
+ " <td>73</td>\n",
+ " <td>73055</td>\n",
+ " <td>73055000</td>\n",
+ " <td>TOLIMA</td>\n",
+ " <td>ARMERO</td>\n",
+ " <td>ARMERO</td>\n",
+ " <td>CABECERA MUNICIPAL (CM)</td>\n",
+ " <td>(5.03067791424, -74.8844145941)</td>\n",
+ " <td>-74.884415</td>\n",
+ " <td>5.030678</td>\n",
+ " <td>NaN</td>\n",
+ " <td>MUNICIPIO</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>8061 rows × 13 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " Código Departamento Código Municipio Código Centro Poblado \\\n",
+ "0 5 5001 5001000 \n",
+ "1 5 5001 5001001 \n",
+ "2 5 5001 5001004 \n",
+ "3 5 5001 5001009 \n",
+ "4 5 5001 5001010 \n",
+ "... ... ... ... \n",
+ "8056 86 86573 86573001 \n",
+ "8057 86 86573 86573010 \n",
+ "8058 18 18756 18756010 \n",
+ "8059 97 97511 97511000 \n",
+ "8060 73 73055 73055000 \n",
+ "\n",
+ " Departamento Municipio Nombre Centro Poblado \\\n",
+ "0 ANTIOQUIA MEDELLÃN MEDELLÃN \n",
+ "1 ANTIOQUIA MEDELLÃN PALMITAS \n",
+ "2 ANTIOQUIA MEDELLÃN SANTA ELENA \n",
+ "3 ANTIOQUIA MEDELLÃN ALTAVISTA \n",
+ "4 ANTIOQUIA MEDELLÃN AGUAS FRÃAS \n",
+ "... ... ... ... \n",
+ "8056 PUTUMAYO PUERTO LEGUÃZAMO LA TAGUA \n",
+ "8057 PUTUMAYO PUERTO LEGUÃZAMO NUEVA APAYA \n",
+ "8058 CAQUETÃ SOLANO LA MANÃ \n",
+ "8059 VAUPÉS PACOA PACOA \n",
+ "8060 TOLIMA ARMERO ARMERO \n",
+ "\n",
+ " Tipo Centro Poblado \\\n",
+ "0 CABECERA MUNICIPAL (CM) \n",
+ "1 CABECERA CORREGIMIENTO MUNICIPAL (C) \n",
+ "2 CABECERA CORREGIMIENTO MUNICIPAL (C) \n",
+ "3 CABECERA CORREGIMIENTO MUNICIPAL (C) \n",
+ "4 CABECERA CORREGIMIENTO MUNICIPAL (C) \n",
+ "... ... \n",
+ "8056 CABECERA CORREGIMIENTO MUNICIPAL (C) \n",
+ "8057 CABECERA INSPECCIÓN DE POLICÃA (IP) \n",
+ "8058 CABECERA INSPECCIÓN DE POLICÃA (IP) \n",
+ "8059 CABECERA CORREGIMIENTO DEPARTAMENTAL (CD) \n",
+ "8060 CABECERA MUNICIPAL (CM) \n",
+ "\n",
+ " Ubicación Longitud Latitud Distrito \\\n",
+ "0 (6.24858636743, -75.5760017134) -75.576002 6.248586 NaN \n",
+ "1 (6.3439224059, -75.6899859872) -75.689986 6.343922 NaN \n",
+ "2 (6.20967456778, -75.5003166982) -75.500317 6.209675 NaN \n",
+ "3 (6.22248273057, -75.6299441751) -75.629944 6.222483 NaN \n",
+ "4 (6.2333355874, -75.6339460169) -75.633946 6.233336 NaN \n",
+ "... ... ... ... ... \n",
+ "8056 (-0.058297857381, -74.6644755765) -74.664476 -0.058298 NaN \n",
+ "8057 (-0.037981312599, -75.1954548141) -75.195455 -0.037981 NaN \n",
+ "8058 (0.068857702282, -74.6542566456) -74.654257 0.068858 NaN \n",
+ "8059 (0.020702343627, -71.0043443529) -71.004344 0.020702 NaN \n",
+ "8060 (5.03067791424, -74.8844145941) -74.884415 5.030678 NaN \n",
+ "\n",
+ " Tipo de Municipio Area Metropolitana \n",
+ "0 MUNICIPIO AREA METROPOLITANA DEL VALLE DE ABURRÃ \n",
+ "1 MUNICIPIO AREA METROPOLITANA DEL VALLE DE ABURRÃ \n",
+ "2 MUNICIPIO AREA METROPOLITANA DEL VALLE DE ABURRÃ \n",
+ "3 MUNICIPIO AREA METROPOLITANA DEL VALLE DE ABURRÃ \n",
+ "4 MUNICIPIO AREA METROPOLITANA DEL VALLE DE ABURRÃ \n",
+ "... ... ... \n",
+ "8056 MUNICIPIO NaN \n",
+ "8057 MUNICIPIO NaN \n",
+ "8058 MUNICIPIO NaN \n",
+ "8059 CORREGIMIENTO DEPARTAMENTAL NaN \n",
+ "8060 MUNICIPIO NaN \n",
+ "\n",
+ "[8061 rows x 13 columns]"
+ ]
+ },
+ "execution_count": 7,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "lg = lugares.rename(columns={'Nombre Municipio': 'Municipio','Nombre Departamento': 'Departamento'})\n",
+ "lg"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "array(['CAJICÃ', 'TABIO', 'RIONEGRO', ..., 'ZAPATOCA', 'VIOTÃ', 'AMALFI'],\n",
+ " dtype=object)"
+ ]
+ },
+ "execution_count": 8,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.ESTU_MCPIO_RESIDE.unique()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "array(['MEDELLÃN', 'ABEJORRAL', 'CANTAGALLO', ..., 'SANTA ROSALÃA',\n",
+ " 'CUMARIBO', 'PACOA'], dtype=object)"
+ ]
+ },
+ "execution_count": 9,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "lg.Municipio.unique()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(1037, 33)"
+ ]
+ },
+ "execution_count": 10,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "len(lg.Municipio.unique()),len(lg.Departamento.unique())"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>Longitud</th>\n",
+ " <th>Latitud</th>\n",
+ " <th>Lg</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>-73.207557</td>\n",
+ " <td>-1.747391</td>\n",
+ " <td>AMAZONAS,EL ENCANTO</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>-72.792610</td>\n",
+ " <td>-1.442693</td>\n",
+ " <td>AMAZONAS,LA CHORRERA</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>-69.588421</td>\n",
+ " <td>-1.319314</td>\n",
+ " <td>AMAZONAS,LA PEDRERA</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>AMAZONAS,LA VICTORIA</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>-70.032637</td>\n",
+ " <td>-4.110655</td>\n",
+ " <td>AMAZONAS,LETICIA</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1117</th>\n",
+ " <td>-69.203336</td>\n",
+ " <td>0.609142</td>\n",
+ " <td>VAUPÉS,YAVARATÉ</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1118</th>\n",
+ " <td>-69.795530</td>\n",
+ " <td>4.446352</td>\n",
+ " <td>VICHADA,CUMARIBO</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1119</th>\n",
+ " <td>-70.410421</td>\n",
+ " <td>5.486337</td>\n",
+ " <td>VICHADA,LA PRIMAVERA</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1120</th>\n",
+ " <td>-67.486996</td>\n",
+ " <td>6.186863</td>\n",
+ " <td>VICHADA,PUERTO CARREÑO</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1121</th>\n",
+ " <td>-70.859744</td>\n",
+ " <td>5.136432</td>\n",
+ " <td>VICHADA,SANTA ROSALÃA</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>1122 rows × 3 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " Longitud Latitud Lg\n",
+ "0 -73.207557 -1.747391 AMAZONAS,EL ENCANTO\n",
+ "1 -72.792610 -1.442693 AMAZONAS,LA CHORRERA\n",
+ "2 -69.588421 -1.319314 AMAZONAS,LA PEDRERA\n",
+ "3 0.000000 0.000000 AMAZONAS,LA VICTORIA\n",
+ "4 -70.032637 -4.110655 AMAZONAS,LETICIA\n",
+ "... ... ... ...\n",
+ "1117 -69.203336 0.609142 VAUPÉS,YAVARATÉ\n",
+ "1118 -69.795530 4.446352 VICHADA,CUMARIBO\n",
+ "1119 -70.410421 5.486337 VICHADA,LA PRIMAVERA\n",
+ "1120 -67.486996 6.186863 VICHADA,PUERTO CARREÑO\n",
+ "1121 -70.859744 5.136432 VICHADA,SANTA ROSALÃA\n",
+ "\n",
+ "[1122 rows x 3 columns]"
+ ]
+ },
+ "execution_count": 11,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "grouplon = lg.groupby(['Departamento', 'Municipio'])['Longitud'].take([0],axis=0).to_frame(name = 'Longitud').reset_index()\n",
+ "grouplati = lg.groupby(['Departamento', 'Municipio'])['Latitud'].take([0],axis=0).to_frame(name = 'Latitud').reset_index()\n",
+ "\n",
+ "latitud = grouplati['Latitud']\n",
+ "grouplon = grouplon.join(latitud)\n",
+ "grouplon.drop('level_2', inplace=True, axis=1)\n",
+ "\n",
+ "grouplon['Lg'] = grouplon['Departamento'] + \",\" + grouplon['Municipio']\n",
+ "grouplati['Lat'] = grouplati['Departamento'] + \",\" + grouplati['Municipio']\n",
+ "grouplon.drop(['Departamento','Municipio'], inplace=True, axis=1)\n",
+ "\n",
+ "grouplon"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "dictlgmap = pd.Series(grouplon.Longitud.values,index=grouplon['Lg']).to_dict()\n",
+ "dictlatmap = pd.Series(grouplati.Latitud.values,index=grouplati['Lat']).to_dict()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "{'AMAZONAS,EL ENCANTO': -1.74739132356, 'AMAZONAS,LA CHORRERA': -1.4426934013, 'AMAZONAS,LA PEDRERA': -1.319313553, 'AMAZONAS,LA VICTORIA': 0.0, 'AMAZONAS,LETICIA': -4.11065457813, 'AMAZONAS,MIRITà - PARANÃ': -0.88883176195, 'AMAZONAS,PUERTO ALEGRÃA': -1.00567390589, 'AMAZONAS,PUERTO ARICA': -2.1470396022, 'AMAZONAS,PUERTO NARIÑO': -3.7804454367, 'AMAZONAS,PUERTO SANTANDER': -0.621185277532, 'AMAZONAS,TARAPACÃ': -2.8900847418, 'ANTIOQUIA,ABEJORRAL': 5.78930111433, 'ANTIOQUIA,ABRIAQUÃ': 6.63228195504, 'ANTIOQUIA,ALEJANDRÃA': 6.37606264274, 'ANTIOQUIA,AMAGÃ': 6.03880842381, 'ANTIOQUIA,AMALFI': 6.90967360478, 'ANTIOQUIA,ANDES': 5.65676971311, 'ANTIOQUIA,ANGELÓPOLIS': 6.10961277767, 'ANTIOQUIA,ANGOSTURA': 6.88518441484, 'ANTIOQUIA,ANORÃ': 7.07471004137, 'ANTIOQUIA,ANZÃ': 6.3026667644, 'ANTIOQUIA,APARTADÓ': 7.88325108195, 'ANTIOQUIA,ARBOLETES': 8.84991827334, 'ANTIOQUIA,ARGELIA': 5.73147922832, 'ANTIOQUIA,ARMENIA': 6.15567240561, 'ANTIOQUIA,BARBOSA': 6.4392260115, 'ANTIOQUIA,BELLO': 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'NARIÑO,CHACHAGÃœÃ': 1.36032207453, 'NARIÑO,COLÓN': 1.64387397047, 'NARIÑO,CONSACÃ': 1.20762916553, 'NARIÑO,CONTADERO': 0.910459437261, 'NARIÑO,CUASPÚD': 0.862979644125, 'NARIÑO,CUMBAL': 0.906185196967, 'NARIÑO,CUMBITARA': 1.6468385371, 'NARIÑO,CÓRDOBA': 0.854572506919, 'NARIÑO,EL CHARCO': 2.48008913955, 'NARIÑO,EL PEÑOL': 1.45356662393, 'NARIÑO,EL ROSARIO': 1.74529986473, 'NARIÑO,EL TABLÓN DE GÓMEZ': 1.42704940171, 'NARIÑO,EL TAMBO': 1.4076491661, 'NARIÑO,FRANCISCO PIZARRO': 2.04081311248, 'NARIÑO,FUNES': 1.00113044411, 'NARIÑO,GUACHUCAL': 0.959739983939, 'NARIÑO,GUAITARILLA': 1.12963027843, 'NARIÑO,GUALMATÃN': 0.919672117789, 'NARIÑO,ILES': 0.969202404611, 'NARIÑO,IMUÉS': 1.05513327782, 'NARIÑO,IPIALES': 0.827735060636, 'NARIÑO,LA CRUZ': 1.60134086722, 'NARIÑO,LA FLORIDA': 1.299192798, 'NARIÑO,LA LLANADA': 1.47264363566, 'NARIÑO,LA TOLA': 2.3982099715, 'NARIÑO,LA UNIÓN': 1.60025484037, 'NARIÑO,LEIVA': 1.93451165112, 'NARIÑO,LINARES': 1.35078991287, 'NARIÑO,LOS ANDES': 1.49454575815, 'NARIÑO,MAGÃœÃ': 1.76531109836, 'NARIÑO,MALLAMA': 1.14083809331, 'NARIÑO,MOSQUERA': 2.5071274382, 'NARIÑO,NARIÑO': 1.28897586144, 'NARIÑO,OLAYA HERRERA': 2.34758357978, 'NARIÑO,OSPINA': 1.05849067089, 'NARIÑO,PASTO': 1.21245507293, 'NARIÑO,POLICARPA': 1.62734987378, 'NARIÑO,POTOSÃ': 0.806342052071, 'NARIÑO,PROVIDENCIA': 1.2376869879, 'NARIÑO,PUERRES': 0.885125369631, 'NARIÑO,PUPIALES': 0.867138527, 'NARIÑO,RICAURTE': 1.21293165479, 'NARIÑO,ROBERTO PAYÃN': 1.69774383269, 'NARIÑO,SAMANIEGO': 1.33535141458, 'NARIÑO,SAN ANDRÉS DE TUMACO': 1.80712244418, 'NARIÑO,SAN BERNARDO': 1.51370439814, 'NARIÑO,SAN LORENZO': 1.50333968093, 'NARIÑO,SAN PABLO': 1.66942879125, 'NARIÑO,SAN PEDRO DE CARTAGO': 1.55148084166, 'NARIÑO,SANDONÃ': 0.0, 'NARIÑO,SANTA BÃRBARA': 2.44966434759, 'NARIÑO,SANTACRUZ': 1.22198253409, 'NARIÑO,SAPUYES': 1.03752383941, 'NARIÑO,TAMINANGO': 1.57004727576, 'NARIÑO,TANGUA': 1.0948780282, 'NARIÑO,TÚQUERRES': 1.08519299564, 'NARIÑO,YACUANQUER': 1.11579938415, 'NORTE DE SANTANDER,ARBOLEDAS': 7.64297110663, 'NORTE DE SANTANDER,BOCHALEMA': 7.61216882308, 'NORTE DE SANTANDER,BUCARASICA': 8.04116298794, 'NORTE DE SANTANDER,CHINÃCOTA': 7.60295918667, 'NORTE DE SANTANDER,CHITAGÃ': 7.1381248415, 'NORTE DE SANTANDER,CONVENCIÓN': 8.47037222338, 'NORTE DE SANTANDER,CUCUTILLA': 7.53899847059, 'NORTE DE SANTANDER,CÃCHIRA': 7.74089485038, 'NORTE DE SANTANDER,CÃCOTA': 7.26870600207, 'NORTE DE SANTANDER,CÚCUTA': 7.90558402069, 'NORTE DE SANTANDER,DURANIA': 7.71477918347, 'NORTE DE SANTANDER,EL CARMEN': 8.51059912297, 'NORTE DE SANTANDER,EL TARRA': 8.57676937385, 'NORTE DE SANTANDER,EL ZULIA': 7.93817417215, 'NORTE DE SANTANDER,GRAMALOTE': 0.0, 'NORTE DE SANTANDER,HACARÃ': 8.32170628125, 'NORTE DE SANTANDER,HERRÃN': 7.50654351972, 'NORTE DE SANTANDER,LA ESPERANZA': 7.63999106968, 'NORTE DE SANTANDER,LA PLAYA': 8.21263296004, 'NORTE DE SANTANDER,LABATECA': 7.29833227871, 'NORTE DE SANTANDER,LOS PATIOS': 7.83324937685, 'NORTE DE SANTANDER,LOURDES': 7.94542916211, 'NORTE DE SANTANDER,MUTISCUA': 7.30027741166, 'NORTE DE SANTANDER,OCAÑA': 8.24746216282, 'NORTE DE SANTANDER,PAMPLONA': 7.37284757284, 'NORTE DE SANTANDER,PAMPLONITA': 7.43674631412, 'NORTE DE SANTANDER,PUERTO SANTANDER': 8.36094479506, 'NORTE DE SANTANDER,RAGONVALIA': 7.57786103871, 'NORTE DE SANTANDER,SALAZAR': 7.77367069702, 'NORTE DE SANTANDER,SAN CALIXTO': 8.40242190738, 'NORTE DE SANTANDER,SAN CAYETANO': 7.87553332058, 'NORTE DE SANTANDER,SANTIAGO': 7.86567709707, 'NORTE DE SANTANDER,SARDINATA': 8.08202065536, 'NORTE DE SANTANDER,SILOS': 7.20479131268, 'NORTE DE SANTANDER,TEORAMA': 8.43812602697, 'NORTE DE SANTANDER,TIBÚ': 8.63899279345, 'NORTE DE SANTANDER,TOLEDO': 7.30770174274, 'NORTE DE SANTANDER,VILLA CARO': 7.91428193861, 'NORTE DE SANTANDER,VILLA DEL ROSARIO': 7.84748634411, 'NORTE DE SANTANDER,ÃBREGO': 8.08178182803, 'PUTUMAYO,COLÓN': 1.18982685673, 'PUTUMAYO,MOCOA': 1.1525800991, 'PUTUMAYO,ORITO': 0.663818348772, 'PUTUMAYO,PUERTO ASÃS': 0.505047577006, 'PUTUMAYO,PUERTO CAICEDO': 0.6877836264, 'PUTUMAYO,PUERTO GUZMÃN': 0.962923612274, 'PUTUMAYO,PUERTO LEGUÃZAMO': -0.191870260599, 'PUTUMAYO,SAN FRANCISCO': 1.17421702835, 'PUTUMAYO,SAN MIGUEL': 0.343270468548, 'PUTUMAYO,SANTIAGO': 1.14728349518, 'PUTUMAYO,SIBUNDOY': 1.20011541585, 'PUTUMAYO,VALLE DEL GUAMUEZ': 0.423903933588, 'PUTUMAYO,VILLAGARZÓN': 1.02893997049, 'QUINDÃO,ARMENIA': 4.535987208, 'QUINDÃO,BUENAVISTA': 4.36002504159, 'QUINDÃO,CALARCÃ': 4.52148797904, 'QUINDÃO,CIRCASIA': 4.61779473259, 'QUINDÃO,CÓRDOBA': 4.39248649385, 'QUINDÃO,FILANDIA': 4.67414703386, 'QUINDÃO,GÉNOVA': 4.20651089858, 'QUINDÃO,LA TEBAIDA': 4.45365278508, 'QUINDÃO,MONTENEGRO': 4.51339997812, 'QUINDÃO,PIJAO': 4.33504179687, 'QUINDÃO,QUIMBAYA': 4.62438412181, 'QUINDÃO,SALENTO': 4.63715372291, 'RISARALDA,APÃA': 5.10652456009, 'RISARALDA,BALBOA': 4.94900740381, 'RISARALDA,BELÉN DE UMBRÃA': 5.20064515187, 'RISARALDA,DOSQUEBRADAS': 4.83402887527, 'RISARALDA,GUÃTICA': 5.31536038013, 'RISARALDA,LA CELIA': 5.00286711372, 'RISARALDA,LA VIRGINIA': 4.89654777308, 'RISARALDA,MARSELLA': 4.93556204249, 'RISARALDA,MISTRATÓ': 5.29706285959, 'RISARALDA,PEREIRA': 4.80532287092, 'RISARALDA,PUEBLO RICO': 5.22191328206, 'RISARALDA,QUINCHÃA': 5.34044152422, 'RISARALDA,SANTA ROSA DE CABAL': 4.87640374593, 'RISARALDA,SANTUARIO': 5.07493802723, 'SANTANDER,AGUADA': 6.16224498637, 'SANTANDER,ALBANIA': 5.7589853512, 'SANTANDER,ARATOCA': 6.694438882, 'SANTANDER,BARBOSA': 5.93261018035, 'SANTANDER,BARICHARA': 6.63423130708, 'SANTANDER,BARRANCABERMEJA': 7.06496573153, 'SANTANDER,BETULIA': 6.89952350256, 'SANTANDER,BOLÃVAR': 5.98895175043, 'SANTANDER,BUCARAMANGA': 7.11626842734, 'SANTANDER,CABRERA': 6.59226462461, 'SANTANDER,CALIFORNIA': 7.34788166378, 'SANTANDER,CAPITANEJO': 6.52741643996, 'SANTANDER,CARCASÃ': 6.6287276598, 'SANTANDER,CEPITÃ': 6.75351236838, 'SANTANDER,CERRITO': 6.84027556538, 'SANTANDER,CHARALÃ': 6.28434433944, 'SANTANDER,CHARTA': 7.28081908866, 'SANTANDER,CHIMA': 6.34435038365, 'SANTANDER,CHIPATÃ': 6.06252035758, 'SANTANDER,CIMITARRA': 6.32063022524, 'SANTANDER,CONCEPCIÓN': 6.76883643116, 'SANTANDER,CONFINES': 6.35733168284, 'SANTANDER,CONTRATACIÓN': 6.29055860254, 'SANTANDER,COROMORO': 6.29499521987, 'SANTANDER,CURITÃ': 6.6051082188, 'SANTANDER,EL CARMEN DE CHUCURÃ': 6.697907475, 'SANTANDER,EL GUACAMAYO': 6.24512015463, 'SANTANDER,EL PEÑÓN': 6.05505062658, 'SANTANDER,EL PLAYÓN': 7.47071669899, 'SANTANDER,ENCINO': 6.13741450884, 'SANTANDER,ENCISO': 6.66803370305, 'SANTANDER,FLORIDABLANCA': 7.07236450273, 'SANTANDER,FLORIÃN': 5.80465898835, 'SANTANDER,GALÃN': 6.638415125, 'SANTANDER,GIRÓN': 7.07052391696, 'SANTANDER,GUACA': 6.87656058399, 'SANTANDER,GUADALUPE': 6.24584325297, 'SANTANDER,GUAPOTÃ': 6.30858560635, 'SANTANDER,GUAVATÃ': 5.95413334223, 'SANTANDER,GÃMBITA': 5.94597839459, 'SANTANDER,GÃœEPSA': 6.02517506342, 'SANTANDER,HATO': 6.543874338, 'SANTANDER,JESÚS MARÃA': 5.87654384542, 'SANTANDER,JORDÃN': 6.73273201198, 'SANTANDER,LA BELLEZA': 5.85955359883, 'SANTANDER,LA PAZ': 6.17850468664, 'SANTANDER,LANDÃZURI': 6.21874730469, 'SANTANDER,LEBRIJA': 7.11335571687, 'SANTANDER,LOS SANTOS': 6.75517251979, 'SANTANDER,MACARAVITA': 6.50658059488, 'SANTANDER,MATANZA': 7.32318040602, 'SANTANDER,MOGOTES': 6.47521108164, 'SANTANDER,MOLAGAVITA': 6.6743545443, 'SANTANDER,MÃLAGA': 6.70305452003, 'SANTANDER,OCAMONTE': 6.33999508462, 'SANTANDER,OIBA': 6.26517211387, 'SANTANDER,ONZAGA': 6.34409903428, 'SANTANDER,PALMAR': 6.53778291763, 'SANTANDER,PALMAS DEL SOCORRO': 6.40613939878, 'SANTANDER,PIEDECUESTA': 6.99735677431, 'SANTANDER,PINCHOTE': 6.53206093514, 'SANTANDER,PUENTE NACIONAL': 5.87796256489, 'SANTANDER,PUERTO PARRA': 6.65080789008, 'SANTANDER,PUERTO WILCHES': 7.349066143, 'SANTANDER,PÃRAMO': 6.41659506947, 'SANTANDER,RIONEGRO': 7.26500895024, 'SANTANDER,SABANA DE TORRES': 7.39191179389, 'SANTANDER,SAN ANDRÉS': 6.81150917867, 'SANTANDER,SAN BENITO': 6.12666534773, 'SANTANDER,SAN GIL': 6.55295530633, 'SANTANDER,SAN JOAQUÃN': 6.42755440169, 'SANTANDER,SAN JOSÉ DE MIRANDA': 6.6589966561, 'SANTANDER,SAN MIGUEL': 6.57562710592, 'SANTANDER,SAN VICENTE DE CHUCURÃ': 6.88037882713, 'SANTANDER,SANTA BÃRBARA': 6.99050924374, 'SANTANDER,SANTA HELENA DEL OPÓN': 6.33964198008, 'SANTANDER,SIMACOTA': 6.44346957242, 'SANTANDER,SOCORRO': 6.46385144732, 'SANTANDER,SUAITA': 6.10353145, 'SANTANDER,SUCRE': 5.91874038228, 'SANTANDER,SURATÃ': 7.3665825175, 'SANTANDER,TONA': 7.20140058159, 'SANTANDER,VALLE DE SAN JOSÉ': 6.44778897572, 'SANTANDER,VETAS': 7.30980555024, 'SANTANDER,VILLANUEVA': 6.6700764461, 'SANTANDER,VÉLEZ': 6.010953449, 'SANTANDER,ZAPATOCA': 6.81433905181, 'SUCRE,BUENAVISTA': 9.31985711931, 'SUCRE,CAIMITO': 8.78932537693, 'SUCRE,CHALÃN': 9.54535812429, 'SUCRE,COLOSÓ': 9.49419213204, 'SUCRE,COROZAL': 9.31910061656, 'SUCRE,COVEÑAS': 9.38131480374, 'SUCRE,EL ROBLE': 9.10066970519, 'SUCRE,GALERAS': 9.15967339965, 'SUCRE,GUARANDA': 8.464847043, 'SUCRE,LA UNIÓN': 8.85397531911, 'SUCRE,LOS PALMITOS': 9.3802289505, 'SUCRE,MAJAGUAL': 8.54071408117, 'SUCRE,MORROA': 9.33132173665, 'SUCRE,OVEJAS': 9.52668815702, 'SUCRE,PALMITO': 9.33310204871, 'SUCRE,SAMPUÉS': 9.18312851604, 'SUCRE,SAN BENITO ABAD': 8.92996976102, 'SUCRE,SAN JUAN DE BETULIA': 9.27306592979, 'SUCRE,SAN LUIS DE SINCÉ': 9.24419660827, 'SUCRE,SAN MARCOS': 8.66194596532, 'SUCRE,SAN ONOFRE': 9.713010634, 'SUCRE,SAN PEDRO': 9.39596570901, 'SUCRE,SANTIAGO DE TOLÚ': 9.52547457425, 'SUCRE,SINCELEJO': 9.251748851, 'SUCRE,SUCRE': 8.81174045357, 'SUCRE,TOLÚ VIEJO': 9.45183874964, 'TOLIMA,ALPUJARRA': 3.39173454082, 'TOLIMA,ALVARADO': 4.56734522829, 'TOLIMA,AMBALEMA': 4.78263242067, 'TOLIMA,ANZOÃTEGUI': 4.63175549718, 'TOLIMA,ARMERO': 5.0465721477, 'TOLIMA,ATACO': 3.59063460119, 'TOLIMA,CAJAMARCA': 4.436677041, 'TOLIMA,CARMEN DE APICALÃ': 4.15094359506, 'TOLIMA,CASABIANCA': 5.07846279395, 'TOLIMA,CHAPARRAL': 3.72306834875, 'TOLIMA,COELLO': 4.28728335548, 'TOLIMA,COYAIMA': 3.79803620302, 'TOLIMA,CUNDAY': 4.05925948571, 'TOLIMA,DOLORES': 3.53903159826, 'TOLIMA,ESPINAL': 4.1513156087, 'TOLIMA,FALAN': 5.12310402379, 'TOLIMA,FLANDES': 4.2763717138, 'TOLIMA,FRESNO': 5.15363945469, 'TOLIMA,GUAMO': 4.02540667574, 'TOLIMA,HERVEO': 5.08023410848, 'TOLIMA,HONDA': 5.2015089, 'TOLIMA,IBAGUÉ': 4.43280938914, 'TOLIMA,ICONONZO': 4.17643908974, 'TOLIMA,LÉRIDA': 4.86202531088, 'TOLIMA,LÃBANO': 4.92041843293, 'TOLIMA,MELGAR': 4.20394596681, 'TOLIMA,MURILLO': 4.87434134976, 'TOLIMA,NATAGAIMA': 3.62438908901, 'TOLIMA,ORTEGA': 3.93491661562, 'TOLIMA,PALOCABILDO': 5.1208856555, 'TOLIMA,PIEDRAS': 4.54390984155, 'TOLIMA,PLANADAS': 3.19765191111, 'TOLIMA,PRADO': 3.75101224596, 'TOLIMA,PURIFICACIÓN': 3.8572509421, 'TOLIMA,RIOBLANCO': 3.52986047716, 'TOLIMA,RONCESVALLES': 4.01159480735, 'TOLIMA,ROVIRA': 4.2389330111, 'TOLIMA,SALDAÑA': 3.92970073078, 'TOLIMA,SAN ANTONIO': 3.9140451612, 'TOLIMA,SAN LUIS': 4.13371813034, 'TOLIMA,SAN SEBASTIÃN DE MARIQUITA': 5.19969320383, 'TOLIMA,SANTA ISABEL': 4.71359930225, 'TOLIMA,SUÃREZ': 4.04888384846, 'TOLIMA,VALLE DE SAN JUAN': 4.19749423898, 'TOLIMA,VENADILLO': 4.71796619302, 'TOLIMA,VILLAHERMOSA': 5.03045611726, 'TOLIMA,VILLARRICA': 3.93692369495, 'VALLE DEL CAUCA,ALCALÃ': 4.67498960531, 'VALLE DEL CAUCA,ANDALUCÃA': 4.17172541604, 'VALLE DEL CAUCA,ANSERMANUEVO': 4.79492075239, 'VALLE DEL CAUCA,ARGELIA': 4.72695251407, 'VALLE DEL CAUCA,BOLÃVAR': 4.33784247096, 'VALLE DEL CAUCA,BUENAVENTURA': 3.87580334574, 'VALLE DEL CAUCA,BUGALAGRANDE': 4.20833111175, 'VALLE DEL CAUCA,CAICEDONIA': 4.33460564018, 'VALLE DEL CAUCA,CALI': 3.4144187719, 'VALLE DEL CAUCA,CALIMA': 0.0, 'VALLE DEL CAUCA,CANDELARIA': 3.4077643196, 'VALLE DEL CAUCA,CARTAGO': 4.758755097, 'VALLE DEL CAUCA,DAGUA': 3.65666318922, 'VALLE DEL CAUCA,EL CAIRO': 4.76088330419, 'VALLE DEL CAUCA,EL CERRITO': 3.68425970818, 'VALLE DEL CAUCA,EL DOVIO': 4.51045798809, 'VALLE DEL CAUCA,EL ÃGUILA': 4.90602658761, 'VALLE DEL CAUCA,FLORIDA': 3.3239196011, 'VALLE DEL CAUCA,GINEBRA': 3.72418135814, 'VALLE DEL CAUCA,GUACARÃ': 3.76290954608, 'VALLE DEL CAUCA,GUADALAJARA DE BUGA': 3.90069627946, 'VALLE DEL CAUCA,JAMUNDÃ': 3.25932906918, 'VALLE DEL CAUCA,LA CUMBRE': 3.64944411346, 'VALLE DEL CAUCA,LA UNIÓN': 4.53378338837, 'VALLE DEL CAUCA,LA VICTORIA': 4.52360126987, 'VALLE DEL CAUCA,OBANDO': 4.57572205449, 'VALLE DEL CAUCA,PALMIRA': 3.53234954501, 'VALLE DEL CAUCA,PRADERA': 3.41982721892, 'VALLE DEL CAUCA,RESTREPO': 3.82134249406, 'VALLE DEL CAUCA,RIOFRÃO': 4.15690638946, 'VALLE DEL CAUCA,ROLDANILLO': 4.41359519174, 'VALLE DEL CAUCA,SAN PEDRO': 3.99499221389, 'VALLE DEL CAUCA,SEVILLA': 4.27071412891, 'VALLE DEL CAUCA,TORO': 4.60808704867, 'VALLE DEL CAUCA,TRUJILLO': 4.21205460862, 'VALLE DEL CAUCA,TULUÃ': 4.08526067539, 'VALLE DEL CAUCA,ULLOA': 4.7036280475, 'VALLE DEL CAUCA,VERSALLES': 4.57502307699, 'VALLE DEL CAUCA,VIJES': 3.69858937984, 'VALLE DEL CAUCA,YOTOCO': 3.8612150819, 'VALLE DEL CAUCA,YUMBO': 3.54003276229, 'VALLE DEL CAUCA,ZARZAL': 4.39262199427, 'VAUPÉS,CARURÚ': 1.014600462, 'VAUPÉS,MITÚ': 1.25118655571, 'VAUPÉS,PACOA': 0.0207023436272, 'VAUPÉS,PAPUNAHUA': 1.90795459524, 'VAUPÉS,TARAIRA': -0.568198309995, 'VAUPÉS,YAVARATÉ': 0.609141827242, 'VICHADA,CUMARIBO': 4.44635160128, 'VICHADA,LA PRIMAVERA': 5.48633716237, 'VICHADA,PUERTO CARREÑO': 6.1868629253, 'VICHADA,SANTA ROSALÃA': 5.13643185127}\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(dictlatmap)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df['Longitud'] = df['ESTU_DEPTO_RESIDE'] + ',' + df['ESTU_MCPIO_RESIDE']\n",
+ "df['Latitud'] = df['ESTU_DEPTO_RESIDE'] + ',' + df['ESTU_MCPIO_RESIDE']"
+ ]
+ },
+ {
+ "cell_type": "code",
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+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>ESTU_TIPODOCUMENTO</th>\n",
+ " <th>ESTU_NACIONALIDAD</th>\n",
+ " <th>ESTU_GENERO</th>\n",
+ " <th>ESTU_FECHANACIMIENTO</th>\n",
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+ " <th>ESTU_DEPTO_RESIDE</th>\n",
+ " <th>...</th>\n",
+ " <th>DESEMP_INGLES</th>\n",
+ " <th>PUNT_GLOBAL</th>\n",
+ " <th>PERCENTIL_GLOBAL</th>\n",
+ " <th>ESTU_INSE_INDIVIDUAL</th>\n",
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+ " <th>ESTU_NSE_ESTABLECIMIENTO</th>\n",
+ " <th>ESTU_ESTADOINVESTIGACION</th>\n",
+ " <th>ESTU_GENERACION-E</th>\n",
+ " <th>Longitud</th>\n",
+ " <th>Latitud</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>TI</td>\n",
+ " <td>SUIZA</td>\n",
+ " <td>F</td>\n",
+ " <td>03/03/2003 12:00:00 AM</td>\n",
+ " <td>20204</td>\n",
+ " <td>SB11202040211436</td>\n",
+ " <td>ESTUDIANTE</td>\n",
+ " <td>SUIZA</td>\n",
+ " <td>No</td>\n",
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+ " <td>...</td>\n",
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+ " <td>244</td>\n",
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+ " <td>3.0</td>\n",
+ " <td>3.0</td>\n",
+ " <td>PUBLICAR</td>\n",
+ " <td>NO</td>\n",
+ " <td>-74.023454</td>\n",
+ " <td>4.92081</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>PEP</td>\n",
+ " <td>VENEZUELA</td>\n",
+ " <td>M</td>\n",
+ " <td>05/10/2002 12:00:00 AM</td>\n",
+ " <td>20204</td>\n",
+ " <td>SB11202040433216</td>\n",
+ " <td>ESTUDIANTE</td>\n",
+ " <td>VENEZUELA</td>\n",
+ " <td>No</td>\n",
+ " <td>CUNDINAMARCA</td>\n",
+ " <td>...</td>\n",
+ " <td>A-</td>\n",
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+ " <td>2.0</td>\n",
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+ " <td>PUBLICAR</td>\n",
+ " <td>NO</td>\n",
+ " <td>-74.023454</td>\n",
+ " <td>4.92081</td>\n",
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+ " <th>2</th>\n",
+ " <td>TI</td>\n",
+ " <td>VENEZUELA</td>\n",
+ " <td>F</td>\n",
+ " <td>12/14/2003 12:00:00 AM</td>\n",
+ " <td>20204</td>\n",
+ " <td>SB11202040244180</td>\n",
+ " <td>ESTUDIANTE</td>\n",
+ " <td>VENEZUELA</td>\n",
+ " <td>No</td>\n",
+ " <td>CUNDINAMARCA</td>\n",
+ " <td>...</td>\n",
+ " <td>A2</td>\n",
+ " <td>325</td>\n",
+ " <td>94</td>\n",
+ " <td>40.733672</td>\n",
+ " <td>1.0</td>\n",
+ " <td>3.0</td>\n",
+ " <td>PUBLICAR</td>\n",
+ " <td>GENERACION E - GRATUIDAD</td>\n",
+ " <td>-74.023454</td>\n",
+ " <td>4.92081</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>CE</td>\n",
+ " <td>VENEZUELA</td>\n",
+ " <td>M</td>\n",
+ " <td>04/12/2003 12:00:00 AM</td>\n",
+ " <td>20204</td>\n",
+ " <td>SB11202040210971</td>\n",
+ " <td>ESTUDIANTE</td>\n",
+ " <td>VENEZUELA</td>\n",
+ " <td>No</td>\n",
+ " <td>CUNDINAMARCA</td>\n",
+ " <td>...</td>\n",
+ " <td>A-</td>\n",
+ " <td>238</td>\n",
+ " <td>45</td>\n",
+ " <td>48.217953</td>\n",
+ " <td>2.0</td>\n",
+ " <td>3.0</td>\n",
+ " <td>PUBLICAR</td>\n",
+ " <td>NO</td>\n",
+ " <td>-74.023454</td>\n",
+ " <td>4.92081</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>TI</td>\n",
+ " <td>COLOMBIA</td>\n",
+ " <td>F</td>\n",
+ " <td>03/03/2004 12:00:00 AM</td>\n",
+ " <td>20204</td>\n",
+ " <td>SB11202040235382</td>\n",
+ " <td>ESTUDIANTE</td>\n",
+ " <td>COLOMBIA</td>\n",
+ " <td>No</td>\n",
+ " <td>CUNDINAMARCA</td>\n",
+ " <td>...</td>\n",
+ " <td>A-</td>\n",
+ " <td>202</td>\n",
+ " <td>19</td>\n",
+ " <td>60.912192</td>\n",
+ " <td>3.0</td>\n",
+ " <td>3.0</td>\n",
+ " <td>PUBLICAR</td>\n",
+ " <td>NO</td>\n",
+ " <td>-74.023454</td>\n",
+ " <td>4.92081</td>\n",
+ " </tr>\n",
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+ " <th>...</th>\n",
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+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
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+ " <tr>\n",
+ " <th>504867</th>\n",
+ " <td>TI</td>\n",
+ " <td>COLOMBIA</td>\n",
+ " <td>M</td>\n",
+ " <td>12/26/2003 12:00:00 AM</td>\n",
+ " <td>20204</td>\n",
+ " <td>SB11202040105446</td>\n",
+ " <td>ESTUDIANTE</td>\n",
+ " <td>COLOMBIA</td>\n",
+ " <td>No</td>\n",
+ " <td>BOGOTÃ</td>\n",
+ " <td>...</td>\n",
+ " <td>A-</td>\n",
+ " <td>282</td>\n",
+ " <td>75</td>\n",
+ " <td>45.311449</td>\n",
+ " <td>2.0</td>\n",
+ " <td>2.0</td>\n",
+ " <td>PUBLICAR</td>\n",
+ " <td>NO</td>\n",
+ " <td>BOGOTÃ,BOGOTÃ D.C.</td>\n",
+ " <td>BOGOTÃ,BOGOTÃ D.C.</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>504868</th>\n",
+ " <td>CC</td>\n",
+ " <td>COLOMBIA</td>\n",
+ " <td>M</td>\n",
+ " <td>10/27/1996 12:00:00 AM</td>\n",
+ " <td>20204</td>\n",
+ " <td>SB11202040168415</td>\n",
+ " <td>ESTUDIANTE</td>\n",
+ " <td>COLOMBIA</td>\n",
+ " <td>No</td>\n",
+ " <td>BOGOTÃ</td>\n",
+ " <td>...</td>\n",
+ " <td>A1</td>\n",
+ " <td>257</td>\n",
+ " <td>59</td>\n",
+ " <td>38.124729</td>\n",
+ " <td>1.0</td>\n",
+ " <td>3.0</td>\n",
+ " <td>PUBLICAR</td>\n",
+ " <td>NO</td>\n",
+ " <td>BOGOTÃ,BOGOTÃ D.C.</td>\n",
+ " <td>BOGOTÃ,BOGOTÃ D.C.</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>504869</th>\n",
+ " <td>TI</td>\n",
+ " <td>COLOMBIA</td>\n",
+ " <td>F</td>\n",
+ " <td>01/14/2005 12:00:00 AM</td>\n",
+ " <td>20204</td>\n",
+ " <td>SB11202040185843</td>\n",
+ " <td>ESTUDIANTE</td>\n",
+ " <td>COLOMBIA</td>\n",
+ " <td>No</td>\n",
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+ " <td>A2</td>\n",
+ " <td>330</td>\n",
+ " <td>95</td>\n",
+ " <td>53.586443</td>\n",
+ " <td>3.0</td>\n",
+ " <td>3.0</td>\n",
+ " <td>PUBLICAR</td>\n",
+ " <td>NO</td>\n",
+ " <td>BOGOTÃ,BOGOTÃ D.C.</td>\n",
+ " <td>BOGOTÃ,BOGOTÃ D.C.</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>504870</th>\n",
+ " <td>TI</td>\n",
+ " <td>COLOMBIA</td>\n",
+ " <td>M</td>\n",
+ " <td>06/14/2002 12:00:00 AM</td>\n",
+ " <td>20204</td>\n",
+ " <td>SB11202040168607</td>\n",
+ " <td>ESTUDIANTE</td>\n",
+ " <td>COLOMBIA</td>\n",
+ " <td>No</td>\n",
+ " <td>BOGOTÃ</td>\n",
+ " <td>...</td>\n",
+ " <td>A1</td>\n",
+ " <td>290</td>\n",
+ " <td>80</td>\n",
+ " <td>58.316936</td>\n",
+ " <td>3.0</td>\n",
+ " <td>3.0</td>\n",
+ " <td>PUBLICAR</td>\n",
+ " <td>NO</td>\n",
+ " <td>BOGOTÃ,BOGOTÃ D.C.</td>\n",
+ " <td>BOGOTÃ,BOGOTÃ D.C.</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>504871</th>\n",
+ " <td>TI</td>\n",
+ " <td>COLOMBIA</td>\n",
+ " <td>F</td>\n",
+ " <td>02/20/2002 12:00:00 AM</td>\n",
+ " <td>20204</td>\n",
+ " <td>SB11202040525571</td>\n",
+ " <td>ESTUDIANTE</td>\n",
+ " <td>COLOMBIA</td>\n",
+ " <td>No</td>\n",
+ " <td>BOGOTÃ</td>\n",
+ " <td>...</td>\n",
+ " <td>A1</td>\n",
+ " <td>261</td>\n",
+ " <td>61</td>\n",
+ " <td>57.375730</td>\n",
+ " <td>3.0</td>\n",
+ " <td>3.0</td>\n",
+ " <td>PUBLICAR</td>\n",
+ " <td>GENERACION E - GRATUIDAD</td>\n",
+ " <td>BOGOTÃ,BOGOTÃ D.C.</td>\n",
+ " <td>BOGOTÃ,BOGOTÃ D.C.</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>504872 rows × 83 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " ESTU_TIPODOCUMENTO ESTU_NACIONALIDAD ESTU_GENERO \\\n",
+ "0 TI SUIZA F \n",
+ "1 PEP VENEZUELA M \n",
+ "2 TI VENEZUELA F \n",
+ "3 CE VENEZUELA M \n",
+ "4 TI COLOMBIA F \n",
+ "... ... ... ... \n",
+ "504867 TI COLOMBIA M \n",
+ "504868 CC COLOMBIA M \n",
+ "504869 TI COLOMBIA F \n",
+ "504870 TI COLOMBIA M \n",
+ "504871 TI COLOMBIA F \n",
+ "\n",
+ " ESTU_FECHANACIMIENTO PERIODO ESTU_CONSECUTIVO ESTU_ESTUDIANTE \\\n",
+ "0 03/03/2003 12:00:00 AM 20204 SB11202040211436 ESTUDIANTE \n",
+ "1 05/10/2002 12:00:00 AM 20204 SB11202040433216 ESTUDIANTE \n",
+ "2 12/14/2003 12:00:00 AM 20204 SB11202040244180 ESTUDIANTE \n",
+ "3 04/12/2003 12:00:00 AM 20204 SB11202040210971 ESTUDIANTE \n",
+ "4 03/03/2004 12:00:00 AM 20204 SB11202040235382 ESTUDIANTE \n",
+ "... ... ... ... ... \n",
+ "504867 12/26/2003 12:00:00 AM 20204 SB11202040105446 ESTUDIANTE \n",
+ "504868 10/27/1996 12:00:00 AM 20204 SB11202040168415 ESTUDIANTE \n",
+ "504869 01/14/2005 12:00:00 AM 20204 SB11202040185843 ESTUDIANTE \n",
+ "504870 06/14/2002 12:00:00 AM 20204 SB11202040168607 ESTUDIANTE \n",
+ "504871 02/20/2002 12:00:00 AM 20204 SB11202040525571 ESTUDIANTE \n",
+ "\n",
+ " ESTU_PAIS_RESIDE ESTU_TIENEETNIA ESTU_DEPTO_RESIDE ... DESEMP_INGLES \\\n",
+ "0 SUIZA No CUNDINAMARCA ... A1 \n",
+ "1 VENEZUELA No CUNDINAMARCA ... A- \n",
+ "2 VENEZUELA No CUNDINAMARCA ... A2 \n",
+ "3 VENEZUELA No CUNDINAMARCA ... A- \n",
+ "4 COLOMBIA No CUNDINAMARCA ... A- \n",
+ "... ... ... ... ... ... \n",
+ "504867 COLOMBIA No BOGOTÃ ... A- \n",
+ "504868 COLOMBIA No BOGOTÃ ... A1 \n",
+ "504869 COLOMBIA No BOGOTÃ ... A2 \n",
+ "504870 COLOMBIA No BOGOTÃ ... A1 \n",
+ "504871 COLOMBIA No BOGOTÃ ... A1 \n",
+ "\n",
+ " PUNT_GLOBAL PERCENTIL_GLOBAL ESTU_INSE_INDIVIDUAL ESTU_NSE_INDIVIDUAL \\\n",
+ "0 244 49 54.882365 3.0 \n",
+ "1 238 44 49.252311 2.0 \n",
+ "2 325 94 40.733672 1.0 \n",
+ "3 238 45 48.217953 2.0 \n",
+ "4 202 19 60.912192 3.0 \n",
+ "... ... ... ... ... \n",
+ "504867 282 75 45.311449 2.0 \n",
+ "504868 257 59 38.124729 1.0 \n",
+ "504869 330 95 53.586443 3.0 \n",
+ "504870 290 80 58.316936 3.0 \n",
+ "504871 261 61 57.375730 3.0 \n",
+ "\n",
+ " ESTU_NSE_ESTABLECIMIENTO ESTU_ESTADOINVESTIGACION \\\n",
+ "0 3.0 PUBLICAR \n",
+ "1 2.0 PUBLICAR \n",
+ "2 3.0 PUBLICAR \n",
+ "3 3.0 PUBLICAR \n",
+ "4 3.0 PUBLICAR \n",
+ "... ... ... \n",
+ "504867 2.0 PUBLICAR \n",
+ "504868 3.0 PUBLICAR \n",
+ "504869 3.0 PUBLICAR \n",
+ "504870 3.0 PUBLICAR \n",
+ "504871 3.0 PUBLICAR \n",
+ "\n",
+ " ESTU_GENERACION-E Longitud Latitud \n",
+ "0 NO -74.023454 4.92081 \n",
+ "1 NO -74.023454 4.92081 \n",
+ "2 GENERACION E - GRATUIDAD -74.023454 4.92081 \n",
+ "3 NO -74.023454 4.92081 \n",
+ "4 NO -74.023454 4.92081 \n",
+ "... ... ... ... \n",
+ "504867 NO BOGOTÃ,BOGOTÃ D.C. BOGOTÃ,BOGOTÃ D.C. \n",
+ "504868 NO BOGOTÃ,BOGOTÃ D.C. BOGOTÃ,BOGOTÃ D.C. \n",
+ "504869 NO BOGOTÃ,BOGOTÃ D.C. BOGOTÃ,BOGOTÃ D.C. \n",
+ "504870 NO BOGOTÃ,BOGOTÃ D.C. BOGOTÃ,BOGOTÃ D.C. \n",
+ "504871 GENERACION E - GRATUIDAD BOGOTÃ,BOGOTÃ D.C. BOGOTÃ,BOGOTÃ D.C. \n",
+ "\n",
+ "[504872 rows x 83 columns]"
+ ]
+ },
+ "execution_count": 15,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.replace({\"Longitud\": dictlgmap},inplace=True)\n",
+ "df.replace({\"Latitud\": dictlatmap},inplace=True)\n",
+ "\n",
+ "df"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "metadata": {},
+ "outputs": [
+ {
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+ " <th>ESTU_NACIONALIDAD</th>\n",
+ " <th>ESTU_GENERO</th>\n",
+ " <th>ESTU_FECHANACIMIENTO</th>\n",
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+ " <th>...</th>\n",
+ " <th>DESEMP_INGLES</th>\n",
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+ " <th>ESTU_NSE_ESTABLECIMIENTO</th>\n",
+ " <th>ESTU_ESTADOINVESTIGACION</th>\n",
+ " <th>ESTU_GENERACION-E</th>\n",
+ " <th>Longitud</th>\n",
+ " <th>Latitud</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>TI</td>\n",
+ " <td>SUIZA</td>\n",
+ " <td>F</td>\n",
+ " <td>03/03/2003 12:00:00 AM</td>\n",
+ " <td>20204</td>\n",
+ " <td>SB11202040211436</td>\n",
+ " <td>ESTUDIANTE</td>\n",
+ " <td>SUIZA</td>\n",
+ " <td>No</td>\n",
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+ " <td>NO</td>\n",
+ " <td>-74.023454</td>\n",
+ " <td>4.920810</td>\n",
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+ " <th>1</th>\n",
+ " <td>PEP</td>\n",
+ " <td>VENEZUELA</td>\n",
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+ " <td>05/10/2002 12:00:00 AM</td>\n",
+ " <td>20204</td>\n",
+ " <td>SB11202040433216</td>\n",
+ " <td>ESTUDIANTE</td>\n",
+ " <td>VENEZUELA</td>\n",
+ " <td>No</td>\n",
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+ " <td>A-</td>\n",
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+ " <td>2.0</td>\n",
+ " <td>2.0</td>\n",
+ " <td>PUBLICAR</td>\n",
+ " <td>NO</td>\n",
+ " <td>-74.023454</td>\n",
+ " <td>4.920810</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>TI</td>\n",
+ " <td>VENEZUELA</td>\n",
+ " <td>F</td>\n",
+ " <td>12/14/2003 12:00:00 AM</td>\n",
+ " <td>20204</td>\n",
+ " <td>SB11202040244180</td>\n",
+ " <td>ESTUDIANTE</td>\n",
+ " <td>VENEZUELA</td>\n",
+ " <td>No</td>\n",
+ " <td>CUNDINAMARCA</td>\n",
+ " <td>...</td>\n",
+ " <td>A2</td>\n",
+ " <td>325</td>\n",
+ " <td>94</td>\n",
+ " <td>40.733672</td>\n",
+ " <td>1.0</td>\n",
+ " <td>3.0</td>\n",
+ " <td>PUBLICAR</td>\n",
+ " <td>GENERACION E - GRATUIDAD</td>\n",
+ " <td>-74.023454</td>\n",
+ " <td>4.920810</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>CE</td>\n",
+ " <td>VENEZUELA</td>\n",
+ " <td>M</td>\n",
+ " <td>04/12/2003 12:00:00 AM</td>\n",
+ " <td>20204</td>\n",
+ " <td>SB11202040210971</td>\n",
+ " <td>ESTUDIANTE</td>\n",
+ " <td>VENEZUELA</td>\n",
+ " <td>No</td>\n",
+ " <td>CUNDINAMARCA</td>\n",
+ " <td>...</td>\n",
+ " <td>A-</td>\n",
+ " <td>238</td>\n",
+ " <td>45</td>\n",
+ " <td>48.217953</td>\n",
+ " <td>2.0</td>\n",
+ " <td>3.0</td>\n",
+ " <td>PUBLICAR</td>\n",
+ " <td>NO</td>\n",
+ " <td>-74.023454</td>\n",
+ " <td>4.920810</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>TI</td>\n",
+ " <td>COLOMBIA</td>\n",
+ " <td>F</td>\n",
+ " <td>03/03/2004 12:00:00 AM</td>\n",
+ " <td>20204</td>\n",
+ " <td>SB11202040235382</td>\n",
+ " <td>ESTUDIANTE</td>\n",
+ " <td>COLOMBIA</td>\n",
+ " <td>No</td>\n",
+ " <td>CUNDINAMARCA</td>\n",
+ " <td>...</td>\n",
+ " <td>A-</td>\n",
+ " <td>202</td>\n",
+ " <td>19</td>\n",
+ " <td>60.912192</td>\n",
+ " <td>3.0</td>\n",
+ " <td>3.0</td>\n",
+ " <td>PUBLICAR</td>\n",
+ " <td>NO</td>\n",
+ " <td>-74.023454</td>\n",
+ " <td>4.920810</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>504624</th>\n",
+ " <td>TI</td>\n",
+ " <td>COLOMBIA</td>\n",
+ " <td>M</td>\n",
+ " <td>07/11/2003 12:00:00 AM</td>\n",
+ " <td>20204</td>\n",
+ " <td>SB11202040499838</td>\n",
+ " <td>ESTUDIANTE</td>\n",
+ " <td>COLOMBIA</td>\n",
+ " <td>No</td>\n",
+ " <td>ANTIOQUIA</td>\n",
+ " <td>...</td>\n",
+ " <td>A2</td>\n",
+ " <td>272</td>\n",
+ " <td>69</td>\n",
+ " <td>65.673538</td>\n",
+ " <td>4.0</td>\n",
+ " <td>3.0</td>\n",
+ " <td>PUBLICAR</td>\n",
+ " <td>NO</td>\n",
+ " <td>-75.576002</td>\n",
+ " <td>6.248586</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>504625</th>\n",
+ " <td>TI</td>\n",
+ " <td>COLOMBIA</td>\n",
+ " <td>F</td>\n",
+ " <td>12/31/2001 12:00:00 AM</td>\n",
+ " <td>20204</td>\n",
+ " <td>SB11202040528082</td>\n",
+ " <td>ESTUDIANTE</td>\n",
+ " <td>COLOMBIA</td>\n",
+ " <td>No</td>\n",
+ " <td>ANTIOQUIA</td>\n",
+ " <td>...</td>\n",
+ " <td>A-</td>\n",
+ " <td>179</td>\n",
+ " <td>6</td>\n",
+ " <td>33.148387</td>\n",
+ " <td>1.0</td>\n",
+ " <td>2.0</td>\n",
+ " <td>PUBLICAR</td>\n",
+ " <td>GENERACION E - GRATUIDAD</td>\n",
+ " <td>-75.576002</td>\n",
+ " <td>6.248586</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>504626</th>\n",
+ " <td>TI</td>\n",
+ " <td>COLOMBIA</td>\n",
+ " <td>F</td>\n",
+ " <td>11/20/2003 12:00:00 AM</td>\n",
+ " <td>20204</td>\n",
+ " <td>SB11202040326460</td>\n",
+ " <td>ESTUDIANTE</td>\n",
+ " <td>COLOMBIA</td>\n",
+ " <td>No</td>\n",
+ " <td>ANTIOQUIA</td>\n",
+ " <td>...</td>\n",
+ " <td>A-</td>\n",
+ " <td>181</td>\n",
+ " <td>7</td>\n",
+ " <td>57.786336</td>\n",
+ " <td>3.0</td>\n",
+ " <td>3.0</td>\n",
+ " <td>PUBLICAR</td>\n",
+ " <td>NO</td>\n",
+ " <td>-75.576002</td>\n",
+ " <td>6.248586</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>504627</th>\n",
+ " <td>TI</td>\n",
+ " <td>COLOMBIA</td>\n",
+ " <td>F</td>\n",
+ " <td>07/10/2003 12:00:00 AM</td>\n",
+ " <td>20204</td>\n",
+ " <td>SB11202040037064</td>\n",
+ " <td>ESTUDIANTE</td>\n",
+ " <td>COLOMBIA</td>\n",
+ " <td>No</td>\n",
+ " <td>ANTIOQUIA</td>\n",
+ " <td>...</td>\n",
+ " <td>A-</td>\n",
+ " <td>254</td>\n",
+ " <td>56</td>\n",
+ " <td>47.665407</td>\n",
+ " <td>2.0</td>\n",
+ " <td>3.0</td>\n",
+ " <td>PUBLICAR</td>\n",
+ " <td>NO</td>\n",
+ " <td>-75.576002</td>\n",
+ " <td>6.248586</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>504628</th>\n",
+ " <td>TI</td>\n",
+ " <td>COLOMBIA</td>\n",
+ " <td>F</td>\n",
+ " <td>02/22/2003 12:00:00 AM</td>\n",
+ " <td>20204</td>\n",
+ " <td>SB11202040528462</td>\n",
+ " <td>ESTUDIANTE</td>\n",
+ " <td>COLOMBIA</td>\n",
+ " <td>No</td>\n",
+ " <td>ANTIOQUIA</td>\n",
+ " <td>...</td>\n",
+ " <td>A-</td>\n",
+ " <td>183</td>\n",
+ " <td>8</td>\n",
+ " <td>47.831461</td>\n",
+ " <td>2.0</td>\n",
+ " <td>2.0</td>\n",
+ " <td>PUBLICAR</td>\n",
+ " <td>NO</td>\n",
+ " <td>-75.576002</td>\n",
+ " <td>6.248586</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>274671 rows × 83 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " ESTU_TIPODOCUMENTO ESTU_NACIONALIDAD ESTU_GENERO \\\n",
+ "0 TI SUIZA F \n",
+ "1 PEP VENEZUELA M \n",
+ "2 TI VENEZUELA F \n",
+ "3 CE VENEZUELA M \n",
+ "4 TI COLOMBIA F \n",
+ "... ... ... ... \n",
+ "504624 TI COLOMBIA M \n",
+ "504625 TI COLOMBIA F \n",
+ "504626 TI COLOMBIA F \n",
+ "504627 TI COLOMBIA F \n",
+ "504628 TI COLOMBIA F \n",
+ "\n",
+ " ESTU_FECHANACIMIENTO PERIODO ESTU_CONSECUTIVO ESTU_ESTUDIANTE \\\n",
+ "0 03/03/2003 12:00:00 AM 20204 SB11202040211436 ESTUDIANTE \n",
+ "1 05/10/2002 12:00:00 AM 20204 SB11202040433216 ESTUDIANTE \n",
+ "2 12/14/2003 12:00:00 AM 20204 SB11202040244180 ESTUDIANTE \n",
+ "3 04/12/2003 12:00:00 AM 20204 SB11202040210971 ESTUDIANTE \n",
+ "4 03/03/2004 12:00:00 AM 20204 SB11202040235382 ESTUDIANTE \n",
+ "... ... ... ... ... \n",
+ "504624 07/11/2003 12:00:00 AM 20204 SB11202040499838 ESTUDIANTE \n",
+ "504625 12/31/2001 12:00:00 AM 20204 SB11202040528082 ESTUDIANTE \n",
+ "504626 11/20/2003 12:00:00 AM 20204 SB11202040326460 ESTUDIANTE \n",
+ "504627 07/10/2003 12:00:00 AM 20204 SB11202040037064 ESTUDIANTE \n",
+ "504628 02/22/2003 12:00:00 AM 20204 SB11202040528462 ESTUDIANTE \n",
+ "\n",
+ " ESTU_PAIS_RESIDE ESTU_TIENEETNIA ESTU_DEPTO_RESIDE ... DESEMP_INGLES \\\n",
+ "0 SUIZA No CUNDINAMARCA ... A1 \n",
+ "1 VENEZUELA No CUNDINAMARCA ... A- \n",
+ "2 VENEZUELA No CUNDINAMARCA ... A2 \n",
+ "3 VENEZUELA No CUNDINAMARCA ... A- \n",
+ "4 COLOMBIA No CUNDINAMARCA ... A- \n",
+ "... ... ... ... ... ... \n",
+ "504624 COLOMBIA No ANTIOQUIA ... A2 \n",
+ "504625 COLOMBIA No ANTIOQUIA ... A- \n",
+ "504626 COLOMBIA No ANTIOQUIA ... A- \n",
+ "504627 COLOMBIA No ANTIOQUIA ... A- \n",
+ "504628 COLOMBIA No ANTIOQUIA ... A- \n",
+ "\n",
+ " PUNT_GLOBAL PERCENTIL_GLOBAL ESTU_INSE_INDIVIDUAL ESTU_NSE_INDIVIDUAL \\\n",
+ "0 244 49 54.882365 3.0 \n",
+ "1 238 44 49.252311 2.0 \n",
+ "2 325 94 40.733672 1.0 \n",
+ "3 238 45 48.217953 2.0 \n",
+ "4 202 19 60.912192 3.0 \n",
+ "... ... ... ... ... \n",
+ "504624 272 69 65.673538 4.0 \n",
+ "504625 179 6 33.148387 1.0 \n",
+ "504626 181 7 57.786336 3.0 \n",
+ "504627 254 56 47.665407 2.0 \n",
+ "504628 183 8 47.831461 2.0 \n",
+ "\n",
+ " ESTU_NSE_ESTABLECIMIENTO ESTU_ESTADOINVESTIGACION \\\n",
+ "0 3.0 PUBLICAR \n",
+ "1 2.0 PUBLICAR \n",
+ "2 3.0 PUBLICAR \n",
+ "3 3.0 PUBLICAR \n",
+ "4 3.0 PUBLICAR \n",
+ "... ... ... \n",
+ "504624 3.0 PUBLICAR \n",
+ "504625 2.0 PUBLICAR \n",
+ "504626 3.0 PUBLICAR \n",
+ "504627 3.0 PUBLICAR \n",
+ "504628 2.0 PUBLICAR \n",
+ "\n",
+ " ESTU_GENERACION-E Longitud Latitud \n",
+ "0 NO -74.023454 4.920810 \n",
+ "1 NO -74.023454 4.920810 \n",
+ "2 GENERACION E - GRATUIDAD -74.023454 4.920810 \n",
+ "3 NO -74.023454 4.920810 \n",
+ "4 NO -74.023454 4.920810 \n",
+ "... ... ... ... \n",
+ "504624 NO -75.576002 6.248586 \n",
+ "504625 GENERACION E - GRATUIDAD -75.576002 6.248586 \n",
+ "504626 NO -75.576002 6.248586 \n",
+ "504627 NO -75.576002 6.248586 \n",
+ "504628 NO -75.576002 6.248586 \n",
+ "\n",
+ "[274671 rows x 83 columns]"
+ ]
+ },
+ "execution_count": 16,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df['Latitud'] = pd.to_numeric(df['Latitud'], errors='coerce')\n",
+ "df['Longitud'] = pd.to_numeric(df['Longitud'], errors='coerce')\n",
+ "\n",
+ "df1 = df[df['Latitud'].notna() & df['Longitud'].notna()]\n",
+ "df1"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Veamos un mapa interactivo centrado en Colombia\n",
+ "col_coords = [4.570868,-74.297333] # lat, long\n",
+ "folium_map = folium.Map(location=col_coords)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Preparamos un conjunto de tuplas con 3 informaciones: (lat, log, variable de interés)\n",
+ "my_zip = zip(df1['Latitud'], df1['Longitud'], df1['PUNT_GLOBAL'])\n",
+ "list_of_my_zip = list(my_zip)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Preparamos una capa para agregársela al mapa\n",
+ "# See folium docs for more information\n",
+ "hm_layer = HeatMap(list_of_my_zip, \n",
+ " min_opacity=0.2,\n",
+ " radius=8,\n",
+ " blur=6, \n",
+ " )"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Nuevamente alistamos el mapa de base\n",
+ "col_coords = [4.570868,-74.297333] # lat, long\n",
+ "folium_hmap = folium.Map(location=col_coords, zoom_start=6, tiles=\"OpenStreetMap\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Le agregamos la capa preparada previamente y desplegamos\n",
+ "folium_hmap.add_child(hm_layer)\n",
+ "folium_hmap"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#Y ahora lo salvamos como un archivo PORTABLE\n",
+ "# folium_hmap.save(\"hmap.html\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import scipy.stats as st\n",
+ "\n",
+ "# Extraigo los parametros del histograma.\n",
+ "entries, bin_edges, patches = plt.hist(df['PUNT_INGLES'], bins=20, density=1, alpha=0.5)\n",
+ "\n",
+ "# Hago un fit sobre los datos.\n",
+ "mu, sigma = st.norm.fit(df['PUNT_INGLES'])\n",
+ "\n",
+ "# Genero la pdf en base a los parametros obtenidos.\n",
+ "best_fit_line = st.norm.pdf(bin_edges, mu, sigma)\n",
+ "\n",
+ "# Representación del ajuste.\n",
+ "plt.plot(bin_edges, best_fit_line)\n",
+ "\n",
+ "plt.ylabel('Frecuencia')\n",
+ "plt.xlabel('Puntaje inglés')\n",
+ "plt.grid(linestyle='--')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "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": "3.7.3"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
--
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