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analysis_university_dropout.ipynb
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Importacion De Modulos"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {
"nteract": {
"transient": {
"deleting": false
}
}
},
"outputs": [],
"source": [
"import pandas as pd\n",
"import plotly.express as px\n",
"import plotly.figure_factory as ff\n",
"import numpy as np\n",
"\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"import scipy.stats as stats\n",
"import statsmodels.api as sm\n",
"import pingouin as pg"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"nteract": {
"transient": {
"deleting": false
}
}
},
"outputs": [],
"source": [
"# Configuración de estilos para matplotlib y seaborn\n",
"# plt.style.use('seaborn-whitegrid') # Cambiado de 'seaborn' a 'seaborn-whitegrid'\n",
"plt.style.use('ggplot') # Usa el estilo 'ggplot' que es similar al de seaborn\n",
"sns.set_theme(style=\"whitegrid\") # Configuración de tema para seaborn\n",
"sns.set_palette(\"deep\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Importacion de Datos"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"nteract": {
"transient": {
"deleting": false
}
}
},
"outputs": [
{
"data": {
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" vertical-align: top;\n",
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" .dataframe thead th {\n",
" text-align: right;\n",
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>ESTP_ID</th>\n",
" <th>PENG_PRIMERAPELLIDO</th>\n",
" <th>PENG_SEGUNDOAPELLIDO</th>\n",
" <th>PENG_PRIMERNOMBRE</th>\n",
" <th>PENS_DESCRIPCION</th>\n",
" <th>FRAN_DESCRIPCION</th>\n",
" <th>ESTP_FECHAINGRESO</th>\n",
" <th>SITE_DESCRIPCION</th>\n",
" <th>MAAC_PROMEDIOGENERAL</th>\n",
" <th>ESTP_PROMEDIOGENERAL</th>\n",
" <th>MAAC_ID</th>\n",
" <th>CATE_DESCRIPCION</th>\n",
" <th>PENG_FECHANACIMIENTO</th>\n",
" <th>PENG_SEXO</th>\n",
" <th>PEUN_ID</th>\n",
" <th>ESTP_CREDITOSAPROBADOS</th>\n",
" <th>ESTP_PERIODOACADEMICO</th>\n",
" <th>PEUN_ANO</th>\n",
" <th>PEUN_PERIODO</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>80454</td>\n",
" <td>C</td>\n",
" <td>M</td>\n",
" <td>SANDRA</td>\n",
" <td>PENSUM PAE2013-1 BCA</td>\n",
" <td>NOCTURNA</td>\n",
" <td>16/7/2015 13:31:31</td>\n",
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" <td>265065</td>\n",
" <td>NUEVO REGULAR</td>\n",
" <td>20/5/1992 00:00:00</td>\n",
" <td>F</td>\n",
" <td>727</td>\n",
" <td>73</td>\n",
" <td>4</td>\n",
" <td>2015</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>80454</td>\n",
" <td>C</td>\n",
" <td>M</td>\n",
" <td>SANDRA</td>\n",
" <td>PENSUM PAE2013-1 BCA</td>\n",
" <td>NOCTURNA</td>\n",
" <td>16/7/2015 13:31:31</td>\n",
" <td>SOBRESALIENTE</td>\n",
" <td>4.15</td>\n",
" <td>4.17</td>\n",
" <td>306470</td>\n",
" <td>ANTIGUO</td>\n",
" <td>20/5/1992 00:00:00</td>\n",
" <td>F</td>\n",
" <td>767</td>\n",
" <td>73</td>\n",
" <td>4</td>\n",
" <td>2016</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>80454</td>\n",
" <td>C</td>\n",
" <td>M</td>\n",
" <td>SANDRA</td>\n",
" <td>PENSUM PAE2013-1 BCA</td>\n",
" <td>NOCTURNA</td>\n",
" <td>16/7/2015 13:31:31</td>\n",
" <td>ACTIVO</td>\n",
" <td>4.23</td>\n",
" <td>4.17</td>\n",
" <td>288683</td>\n",
" <td>ANTIGUO</td>\n",
" <td>20/5/1992 00:00:00</td>\n",
" <td>F</td>\n",
" <td>747</td>\n",
" <td>73</td>\n",
" <td>4</td>\n",
" <td>2016</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>80454</td>\n",
" <td>C</td>\n",
" <td>M</td>\n",
" <td>SANDRA</td>\n",
" <td>PENSUM PAE2013-1 BCA</td>\n",
" <td>NOCTURNA</td>\n",
" <td>16/7/2015 13:31:31</td>\n",
" <td>SOBRESALIENTE</td>\n",
" <td>4.17</td>\n",
" <td>4.17</td>\n",
" <td>342636</td>\n",
" <td>ANTIGUO</td>\n",
" <td>20/5/1992 00:00:00</td>\n",
" <td>F</td>\n",
" <td>770</td>\n",
" <td>73</td>\n",
" <td>4</td>\n",
" <td>2017</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>80750</td>\n",
" <td>R</td>\n",
" <td>G</td>\n",
" <td>MARLENE</td>\n",
" <td>PENSUM PAE2013-1 BCA</td>\n",
" <td>NOCTURNA</td>\n",
" <td>21/7/2015 13:38:47</td>\n",
" <td>ACTIVO</td>\n",
" <td>4.75</td>\n",
" <td>4.47</td>\n",
" <td>265865</td>\n",
" <td>NUEVO REGULAR</td>\n",
" <td>1989-06-04 00:00:00</td>\n",
" <td>F</td>\n",
" <td>727</td>\n",
" <td>73</td>\n",
" <td>4</td>\n",
" <td>2015</td>\n",
" <td>2</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" ESTP_ID PENG_PRIMERAPELLIDO PENG_SEGUNDOAPELLIDO PENG_PRIMERNOMBRE \\\n",
"0 80454 C M SANDRA \n",
"1 80454 C M SANDRA \n",
"2 80454 C M SANDRA \n",
"3 80454 C M SANDRA \n",
"4 80750 R G MARLENE \n",
"\n",
" PENS_DESCRIPCION FRAN_DESCRIPCION ESTP_FECHAINGRESO SITE_DESCRIPCION \\\n",
"0 PENSUM PAE2013-1 BCA NOCTURNA 16/7/2015 13:31:31 ACTIVO \n",
"1 PENSUM PAE2013-1 BCA NOCTURNA 16/7/2015 13:31:31 SOBRESALIENTE \n",
"2 PENSUM PAE2013-1 BCA NOCTURNA 16/7/2015 13:31:31 ACTIVO \n",
"3 PENSUM PAE2013-1 BCA NOCTURNA 16/7/2015 13:31:31 SOBRESALIENTE \n",
"4 PENSUM PAE2013-1 BCA NOCTURNA 21/7/2015 13:38:47 ACTIVO \n",
"\n",
" MAAC_PROMEDIOGENERAL ESTP_PROMEDIOGENERAL MAAC_ID CATE_DESCRIPCION \\\n",
"0 4.44 4.17 265065 NUEVO REGULAR \n",
"1 4.15 4.17 306470 ANTIGUO \n",
"2 4.23 4.17 288683 ANTIGUO \n",
"3 4.17 4.17 342636 ANTIGUO \n",
"4 4.75 4.47 265865 NUEVO REGULAR \n",
"\n",
" PENG_FECHANACIMIENTO PENG_SEXO PEUN_ID ESTP_CREDITOSAPROBADOS \\\n",
"0 20/5/1992 00:00:00 F 727 73 \n",
"1 20/5/1992 00:00:00 F 767 73 \n",
"2 20/5/1992 00:00:00 F 747 73 \n",
"3 20/5/1992 00:00:00 F 770 73 \n",
"4 1989-06-04 00:00:00 F 727 73 \n",
"\n",
" ESTP_PERIODOACADEMICO PEUN_ANO PEUN_PERIODO \n",
"0 4 2015 2 \n",
"1 4 2016 2 \n",
"2 4 2016 1 \n",
"3 4 2017 1 \n",
"4 4 2015 2 "
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = pd.read_excel(\"datos_admin_barranca_v1.xlsx\")\n",
"df.head(5)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Limpieza y Tranformacion de datos"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"nteract": {
"transient": {
"deleting": false
}
}
},
"outputs": [
{
"data": {
"text/plain": [
"ESTP_ID int64\n",
"PENG_PRIMERAPELLIDO object\n",
"PENG_SEGUNDOAPELLIDO object\n",
"PENG_PRIMERNOMBRE object\n",
"PENS_DESCRIPCION object\n",
"FRAN_DESCRIPCION object\n",
"ESTP_FECHAINGRESO datetime64[ns]\n",
"SITE_DESCRIPCION object\n",
"MAAC_PROMEDIOGENERAL float64\n",
"ESTP_PROMEDIOGENERAL float64\n",
"MAAC_ID int64\n",
"CATE_DESCRIPCION object\n",
"PENG_FECHANACIMIENTO datetime64[ns]\n",
"PENG_SEXO object\n",
"PEUN_ID int64\n",
"ESTP_CREDITOSAPROBADOS int64\n",
"ESTP_PERIODOACADEMICO int64\n",
"PEUN_ANO int64\n",
"PEUN_PERIODO int64\n",
"dtype: object"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df['ESTP_FECHAINGRESO'] = pd.to_datetime(df['ESTP_FECHAINGRESO'], dayfirst=True)\n",
"df['PENG_FECHANACIMIENTO'] = pd.to_datetime(df['PENG_FECHANACIMIENTO'], dayfirst=True)\n",
"\n",
"df.dtypes"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"nteract": {
"transient": {
"deleting": false
}
}
},
"outputs": [
{
"data": {
"text/html": [
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>ESTP_ID</th>\n",
" <th>PENG_PRIMERAPELLIDO</th>\n",
" <th>PENG_SEGUNDOAPELLIDO</th>\n",
" <th>PENG_PRIMERNOMBRE</th>\n",
" <th>PENS_DESCRIPCION</th>\n",
" <th>FRAN_DESCRIPCION</th>\n",
" <th>ESTP_FECHAINGRESO</th>\n",
" <th>SITE_DESCRIPCION</th>\n",
" <th>MAAC_PROMEDIOGENERAL</th>\n",
" <th>ESTP_PROMEDIOGENERAL</th>\n",
" <th>MAAC_ID</th>\n",
" <th>CATE_DESCRIPCION</th>\n",
" <th>PENG_FECHANACIMIENTO</th>\n",
" <th>PENG_SEXO</th>\n",
" <th>PEUN_ID</th>\n",
" <th>ESTP_CREDITOSAPROBADOS</th>\n",
" <th>ESTP_PERIODOACADEMICO</th>\n",
" <th>PEUN_ANO</th>\n",
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" <tr>\n",
" <th>0</th>\n",
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" <td>C</td>\n",
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" <td>SANDRA</td>\n",
" <td>PENSUM PAE2013-1 BCA</td>\n",
" <td>NOCTURNA</td>\n",
" <td>2015-07-16 13:31:31</td>\n",
" <td>ACTIVO</td>\n",
" <td>4.44</td>\n",
" <td>4.17</td>\n",
" <td>265065</td>\n",
" <td>NUEVO REGULAR</td>\n",
" <td>1992-05-20</td>\n",
" <td>F</td>\n",
" <td>727</td>\n",
" <td>73</td>\n",
" <td>4</td>\n",
" <td>2015</td>\n",
" <td>2</td>\n",
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" <tr>\n",
" <th>1</th>\n",
" <td>80454</td>\n",
" <td>C</td>\n",
" <td>M</td>\n",
" <td>SANDRA</td>\n",
" <td>PENSUM PAE2013-1 BCA</td>\n",
" <td>NOCTURNA</td>\n",
" <td>2015-07-16 13:31:31</td>\n",
" <td>SOBRESALIENTE</td>\n",
" <td>4.15</td>\n",
" <td>4.17</td>\n",
" <td>306470</td>\n",
" <td>ANTIGUO</td>\n",
" <td>1992-05-20</td>\n",
" <td>F</td>\n",
" <td>767</td>\n",
" <td>73</td>\n",
" <td>4</td>\n",
" <td>2016</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>80454</td>\n",
" <td>C</td>\n",
" <td>M</td>\n",
" <td>SANDRA</td>\n",
" <td>PENSUM PAE2013-1 BCA</td>\n",
" <td>NOCTURNA</td>\n",
" <td>2015-07-16 13:31:31</td>\n",
" <td>ACTIVO</td>\n",
" <td>4.23</td>\n",
" <td>4.17</td>\n",
" <td>288683</td>\n",
" <td>ANTIGUO</td>\n",
" <td>1992-05-20</td>\n",
" <td>F</td>\n",
" <td>747</td>\n",
" <td>73</td>\n",
" <td>4</td>\n",
" <td>2016</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>80454</td>\n",
" <td>C</td>\n",
" <td>M</td>\n",
" <td>SANDRA</td>\n",
" <td>PENSUM PAE2013-1 BCA</td>\n",
" <td>NOCTURNA</td>\n",
" <td>2015-07-16 13:31:31</td>\n",
" <td>SOBRESALIENTE</td>\n",
" <td>4.17</td>\n",
" <td>4.17</td>\n",
" <td>342636</td>\n",
" <td>ANTIGUO</td>\n",
" <td>1992-05-20</td>\n",
" <td>F</td>\n",
" <td>770</td>\n",
" <td>73</td>\n",
" <td>4</td>\n",
" <td>2017</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>80750</td>\n",
" <td>R</td>\n",
" <td>G</td>\n",
" <td>MARLENE</td>\n",
" <td>PENSUM PAE2013-1 BCA</td>\n",
" <td>NOCTURNA</td>\n",
" <td>2015-07-21 13:38:47</td>\n",
" <td>ACTIVO</td>\n",
" <td>4.75</td>\n",
" <td>4.47</td>\n",
" <td>265865</td>\n",
" <td>NUEVO REGULAR</td>\n",
" <td>1989-06-04</td>\n",
" <td>F</td>\n",
" <td>727</td>\n",
" <td>73</td>\n",
" <td>4</td>\n",
" <td>2015</td>\n",
" <td>2</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" ESTP_ID PENG_PRIMERAPELLIDO PENG_SEGUNDOAPELLIDO PENG_PRIMERNOMBRE \\\n",
"0 80454 C M SANDRA \n",
"1 80454 C M SANDRA \n",
"2 80454 C M SANDRA \n",
"3 80454 C M SANDRA \n",
"4 80750 R G MARLENE \n",
"\n",
" PENS_DESCRIPCION FRAN_DESCRIPCION ESTP_FECHAINGRESO SITE_DESCRIPCION \\\n",
"0 PENSUM PAE2013-1 BCA NOCTURNA 2015-07-16 13:31:31 ACTIVO \n",
"1 PENSUM PAE2013-1 BCA NOCTURNA 2015-07-16 13:31:31 SOBRESALIENTE \n",
"2 PENSUM PAE2013-1 BCA NOCTURNA 2015-07-16 13:31:31 ACTIVO \n",
"3 PENSUM PAE2013-1 BCA NOCTURNA 2015-07-16 13:31:31 SOBRESALIENTE \n",
"4 PENSUM PAE2013-1 BCA NOCTURNA 2015-07-21 13:38:47 ACTIVO \n",
"\n",
" MAAC_PROMEDIOGENERAL ESTP_PROMEDIOGENERAL MAAC_ID CATE_DESCRIPCION \\\n",
"0 4.44 4.17 265065 NUEVO REGULAR \n",
"1 4.15 4.17 306470 ANTIGUO \n",
"2 4.23 4.17 288683 ANTIGUO \n",
"3 4.17 4.17 342636 ANTIGUO \n",
"4 4.75 4.47 265865 NUEVO REGULAR \n",
"\n",
" PENG_FECHANACIMIENTO PENG_SEXO PEUN_ID ESTP_CREDITOSAPROBADOS \\\n",
"0 1992-05-20 F 727 73 \n",
"1 1992-05-20 F 767 73 \n",
"2 1992-05-20 F 747 73 \n",
"3 1992-05-20 F 770 73 \n",
"4 1989-06-04 F 727 73 \n",
"\n",
" ESTP_PERIODOACADEMICO PEUN_ANO PEUN_PERIODO \n",
"0 4 2015 2 \n",
"1 4 2016 2 \n",
"2 4 2016 1 \n",
"3 4 2017 1 \n",
"4 4 2015 2 "
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head(5)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Analisis Explorativos"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"ESTP_ID\n",
"80454 4\n",
"80750 4\n",
"81048 4\n",
"81078 4\n",
"81079 4\n",
" ..\n",
"105853 1\n",
"106165 1\n",
"106166 1\n",
"106557 1\n",
"106919 1\n",
"Length: 97, dtype: int64"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"semestres_cursados = df.groupby(\"ESTP_ID\").size()\n",
"semestres_cursados"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"ESTP_ID PENG_PRIMERNOMBRE\n",
"80454 SANDRA 4\n",
"80750 MARLENE 4\n",
"81048 YUDIS 4\n",
"81078 DURLEY 4\n",
"81079 KELLY 4\n",
" ..\n",
"105853 JANICA 1\n",
"106165 JULIETH 1\n",
"106166 MARIA 1\n",
"106557 KATHERINE 1\n",
"106919 JOSE 1\n",
"Length: 97, dtype: int64"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.groupby([\"ESTP_ID\", \"PENG_PRIMERNOMBRE\"]).size()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"df[\"semestre\"] = df[\"PEUN_ANO\"].astype(str) + \"-\" + df[\"PEUN_PERIODO\"].astype(str)\n",
"#df.head()\n",
"#df.groupby(\"semestre\").size()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"semestre ESTP_ID\n",
"2015-2 80454 1\n",
" 80750 1\n",
" 81048 1\n",
" 81078 1\n",
" 81079 1\n",
" ..\n",
"2018-1 105853 1\n",
" 106165 1\n",
" 106166 1\n",
" 106557 1\n",
" 106919 1\n",
"Length: 291, dtype: int64"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.groupby([\"semestre\", \"ESTP_ID\"]).size()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"semestre\n",
"2015-2 21\n",
"2016-1 42\n",
"2016-2 56\n",
"2017-1 72\n",
"2017-2 52\n",
"2018-1 48\n",
"dtype: int64"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"estudiantes_matriculados = df.groupby([\"semestre\"]).size()\n",
"estudiantes_matriculados"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Analsiis Descriptivos"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Edad"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from datetime import datetime\n",
"\n",
"# 4. Cálculo de edades y distribución (usando solo la última matrícula de cada estudiante)\n",
"fecha_referencia = pd.to_datetime('2018-07-01')\n",
"#hoy = datetime.now()\n",
"df['EDAD'] = fecha_referencia.year - df['PENG_FECHANACIMIENTO'].dt.year\n",
"\n",
"# Obtener la última matrícula de cada estudiante\n",
"df_ultima_matricula = df.sort_values('ESTP_FECHAINGRESO').groupby('ESTP_ID').last().reset_index()\n",
"plt.figure(figsize=(10, 6))\n",
"sns.histplot(df_ultima_matricula['EDAD'], kde=True)\n",
"plt.title('Distribución de Edades')\n",
"plt.xlabel('Edad')\n",
"plt.ylabel('Frecuencia')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Sexo"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"PENG_SEXO\n",
"F 82\n",
"M 15\n",
"Name: count, dtype: int64\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Eliminar duplicados por ID de estudiante para contar cada alumno una sola vez\n",
"df_unico = df.drop_duplicates(subset='ESTP_ID')\n",
"\n",
"# Contar el número de hombres y mujeres en el dataset único\n",
"conteo_sexo_unico = df_unico['PENG_SEXO'].value_counts()\n",
"print(conteo_sexo_unico)\n",
"# Crear la gráfica de pastel\n",
"plt.figure(figsize=(8, 8))\n",
"plt.pie(conteo_sexo_unico, labels=['Mujeres', 'Hombres'], colors=['lightcoral', 'royalblue'],\n",
" autopct='%1.1f%%', startangle=90, textprops={'fontsize': 14})\n",
"\n",
"# Personalizar el gráfico\n",
"plt.title('Distribución de Hombres y Mujeres (Estudiantes Únicos)', fontsize=16, fontweight='bold')\n",
"\n",
"# Asegurar que el gráfico se vea como un círculo\n",
"plt.axis('equal')\n",
"\n",
"# Mostrar la gráfica\n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Agrupar por semestre y sexo, y contar la cantidad de estudiantes en cada grupo\n",
"conteo_sexo_semestre = df.groupby([\"semestre\", \"PENG_SEXO\"]).size().unstack()\n",
"\n",
"# Crear la gráfica de barras apiladas\n",
"ax = conteo_sexo_semestre.plot(kind='bar', stacked=True, figsize=(12, 8), color=['lightcoral', 'royalblue'])\n",
"\n",
"# Personalizar el gráfico\n",
"plt.title('Distribución de Hombres y Mujeres por Semestre', fontsize=16, fontweight='bold')\n",
"plt.xlabel('Semestre', fontsize=14)\n",
"plt.ylabel('Cantidad de Estudiantes', fontsize=14)\n",
"plt.xticks(rotation=45) # Rotar etiquetas del eje x para mejor lectura\n",
"plt.legend(title='Sexo', fontsize=12, title_fontsize=14) # Etiquetas de la leyenda\n",
"\n",
"# Agregar etiquetas de la cantidad de estudiantes en cada barra apilada\n",
"for p in ax.patches:\n",
" width = p.get_width()\n",
" height = p.get_height()\n",
" x, y = p.get_xy() \n",
" if height > 0: # Solo agregar etiquetas si la altura es mayor a 0\n",
" ax.text(x + width/2, y + height/2, f'{int(height)}', ha='center', va='center', fontsize=10, color='black', fontweight='bold')\n",
"\n",
"# Mostrar la gráfica\n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Crear el gráfico de violín\n",
"plt.figure(figsize=(10, 6))\n",
"sns.violinplot(x='PENG_SEXO', y='EDAD', data=df)\n",
"\n",
"# Personalizar el gráfico\n",
"plt.title('Distribución de Edades por Sexo (2do semestre 2018)', fontsize=16)\n",
"plt.xlabel('Sexo', fontsize=12)\n",
"plt.ylabel('Edad', fontsize=12)\n",
"\n",
"# Mostrar el gráfico\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Crear el gráfico de violín con colores personalizados\n",
"plt.figure(figsize=(10, 6))\n",
"sns.violinplot(x='PENG_SEXO', y='EDAD', data=df_ultima_matricula, hue='PENG_SEXO', \n",
" palette={\"M\": \"skyblue\", \"F\": \"lightpink\"}, legend=False)\n",
"\n",
"# Personalizar el gráfico\n",
"plt.title('Distribución de Edades por Sexo (2do semestre 2018)', fontsize=16)\n",
"plt.xlabel('Sexo', fontsize=12)\n",
"plt.ylabel('Edad', fontsize=12)\n",
"\n",
"# Mostrar el gráfico\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Dividir los datos por sexo\n",
"df_male = df_ultima_matricula[df_ultima_matricula['PENG_SEXO'] == 'M']\n",
"df_female = df_ultima_matricula[df_ultima_matricula['PENG_SEXO'] == 'F']\n",
"\n",
"# Contar el número de personas en cada grupo de edad para hombres y mujeres\n",
"age_distribution_male = df_male['EDAD'].value_counts().sort_index()\n",
"age_distribution_female = df_female['EDAD'].value_counts().sort_index()\n",
"\n",
"# Crear el gráfico\n",
"plt.figure(figsize=(12, 8))\n",
"\n",
"# Graficar las edades para hombres y mujeres\n",
"plt.barh(age_distribution_male.index, age_distribution_male, color='skyblue', label='Hombres')\n",
"plt.barh(age_distribution_female.index, -age_distribution_female, color='lightpink', label='Mujeres')\n",
"\n",
"# Personalizar el gráfico\n",
"plt.xlabel('Número de Personas')\n",
"plt.ylabel('Edad')\n",
"plt.title('Pirámide Poblacional')\n",
"plt.legend()\n",
"\n",
"# Mostrar el gráfico\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# 6. Distribución de promedios por sexo (usando la última matrícula)\n",
"plt.figure(figsize=(10, 6))\n",
"sns.boxplot(x='PENG_SEXO', y='ESTP_PROMEDIOGENERAL', data=df_ultima_matricula)\n",
"plt.title('Distribución de Promedios por Sexo (Última Matrícula)')\n",
"plt.xlabel('Sexo')\n",
"plt.ylabel('Promedio General')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Función para estilizar el gráfico\n",
"def style_plot(ax, title, xlabel, ylabel):\n",
" ax.set_title(title, fontsize=16, weight='bold')\n",
" ax.set_xlabel(xlabel, fontsize=12)\n",
" ax.set_ylabel(ylabel, fontsize=12)\n",
" ax.tick_params(axis='both', which='major', labelsize=10)\n",
" sns.despine(ax=ax, left=True, bottom=True)\n",
" ax.grid(True, linestyle='--', alpha=0.7)\n",
"\n",
"# Gráfico de caja (boxplot)\n",
"plt.figure(figsize=(10, 6))\n",
"ax1 = sns.boxplot(x='PENG_SEXO', y='ESTP_PROMEDIOGENERAL', data=df_ultima_matricula, hue='PENG_SEXO', palette=\"Pastel1\", width=0.4, legend=False)\n",
"style_plot(ax1, 'Distribución de Promedios por Sexo (Boxplot)', 'Sexo', 'Promedio General')\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Curvas de densidad (campanas de Gauss)\n",
"plt.figure(figsize=(10, 6))\n",
"ax2 = plt.gca()\n",
"for sexo, color, label in zip(['M', 'F'], ['blue', 'pink'], ['Masculino', 'Femenino']):\n",
" sns.kdeplot(\n",
" data=df_ultima_matricula[df_ultima_matricula['PENG_SEXO'] == sexo],\n",
" x='ESTP_PROMEDIOGENERAL',\n",
" color=color,\n",
" fill=True,\n",
" alpha=0.3,\n",
" linewidth=2,\n",
" ax=ax2,\n",
" label=label\n",
" )\n",
"style_plot(ax2, 'Distribución de Promedios por Sexo (Curvas de Densidad)', 'Promedio General', 'Densidad')\n",
"ax2.legend()\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x700 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Curvas de densidad (campanas de Gauss) con media y desviación estándar\n",
"plt.figure(figsize=(12, 7))\n",
"ax2 = plt.gca()\n",
"\n",
"for sexo, color, label in zip(['M', 'F'], ['blue', 'pink'], ['Masculino', 'Femenino']):\n",
" data = df_ultima_matricula[df_ultima_matricula['PENG_SEXO'] == sexo]['ESTP_PROMEDIOGENERAL']\n",
" \n",
" # Calcular media y desviación estándar\n",
" media = np.mean(data)\n",
" desv_std = np.std(data)\n",
" \n",
" # Dibujar la curva de densidad\n",
" sns.kdeplot(\n",
" data=data,\n",
" color=color,\n",
" fill=True,\n",
" alpha=0.3,\n",
" linewidth=2,\n",
" ax=ax2,\n",
" label=f'{label} (Media: {media:.2f}, Desv. Std: {desv_std:.2f})'\n",
" )\n",
" \n",
" # Añadir línea vertical para la media\n",
" ax2.axvline(media, color=color, linestyle='--', linewidth=2, alpha=0.8)\n",
" \n",
" # Añadir área sombreada para la desviación estándar\n",
" ax2.axvspan(media - desv_std, media + desv_std, color=color, alpha=0.1)\n",
"\n",
"style_plot(ax2, 'Distribución de Promedios por Sexo (Curvas de Densidad)', 'Promedio General', 'Densidad')\n",
"ax2.legend(loc='upper left', fontsize=10)\n",
"\n",
"# Ajustar los límites del eje x para que se vea bien\n",
"xlim = ax2.get_xlim()\n",
"ax2.set_xlim(max(0, xlim[0]), xlim[1]) # Asegurarse de que el límite inferior no sea negativo\n",
"\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1400x600 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Resetear el índice de 'primer_semestre_estudiante' para poder hacer un merge\n",
"primer_semestre_estudiante = df.groupby('ESTP_ID')['semestre'].min()\n",
"primer_semestre_estudiante = primer_semestre_estudiante.reset_index()\n",
"\n",
"# Hacer un merge con el DataFrame original para obtener solo los registros del primer semestre de cada estudiante\n",
"primer_semestre_data = df.merge(primer_semestre_estudiante, on=['ESTP_ID', 'semestre'])\n",
"\n",
"# Crear una figura con dos subplots (gráficos)\n",
"plt.figure(figsize=(14, 6))\n",
"\n",
"# Gráfico 1: Promedio del semestre (MAAC_PROMEDIOGENERAL)\n",
"plt.subplot(1, 2, 1)\n",
"sns.histplot(primer_semestre_data['MAAC_PROMEDIOGENERAL'], kde=True, color='skyblue')\n",
"plt.title('Distribución del Promedio del Semestre (Primer Semestre)')\n",
"plt.xlabel('Promedio del Semestre')\n",
"plt.ylabel('Frecuencia')\n",
"\n",
"# Gráfico 2: Promedio acumulado (ESTP_PROMEDIOGENERAL)\n",
"plt.subplot(1, 2, 2)\n",
"sns.histplot(primer_semestre_data['ESTP_PROMEDIOGENERAL'], kde=True, color='lightgreen')\n",
"plt.title('Distribución del Promedio Acumulado (Primer Semestre)')\n",
"plt.xlabel('Promedio Acumulado')\n",
"plt.ylabel('Frecuencia')\n",
"\n",
"# Mostrar la gráfica\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1400x1200 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Crear una figura con dos subplots (gráficos) para cada sexo\n",
"plt.figure(figsize=(14, 12))\n",
"\n",
"# Gráfico 1: Promedio del semestre (MAAC_PROMEDIOGENERAL) por sexo\n",
"plt.subplot(2, 2, 1)\n",
"sns.histplot(primer_semestre_data[primer_semestre_data['PENG_SEXO'] == 'F']['MAAC_PROMEDIOGENERAL'], kde=True, color='lightpink')\n",
"plt.title('Distribución del Promedio del Semestre (Mujeres)')\n",
"plt.xlabel('Promedio del Semestre')\n",
"plt.ylabel('Frecuencia')\n",
"\n",
"plt.subplot(2, 2, 2)\n",
"sns.histplot(primer_semestre_data[primer_semestre_data['PENG_SEXO'] == 'M']['MAAC_PROMEDIOGENERAL'], kde=True, color='skyblue')\n",
"plt.title('Distribución del Promedio del Semestre (Hombres)')\n",
"plt.xlabel('Promedio del Semestre')\n",
"plt.ylabel('Frecuencia')\n",
"\n",
"# Gráfico 2: Promedio acumulado (ESTP_PROMEDIOGENERAL) por sexo\n",
"plt.subplot(2, 2, 3)\n",
"sns.histplot(primer_semestre_data[primer_semestre_data['PENG_SEXO'] == 'F']['ESTP_PROMEDIOGENERAL'], kde=True, color='lightpink')\n",
"plt.title('Distribución del Promedio Acumulado (Mujeres)')\n",
"plt.xlabel('Promedio Acumulado')\n",
"plt.ylabel('Frecuencia')\n",
"\n",
"plt.subplot(2, 2, 4)\n",
"sns.histplot(primer_semestre_data[primer_semestre_data['PENG_SEXO'] == 'M']['ESTP_PROMEDIOGENERAL'], kde=True, color='skyblue')\n",
"plt.title('Distribución del Promedio Acumulado (Hombres)')\n",
"plt.xlabel('Promedio Acumulado')\n",
"plt.ylabel('Frecuencia')\n",
"\n",
"# Ajustar el diseño\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Calificaciones"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" semestre MAAC_PROMEDIOGENERAL\n",
"0 2015-2 4.581905\n",
"1 2016-1 4.351190\n",
"2 2016-2 4.178929\n",
"3 2017-1 4.187917\n",
"4 2017-2 4.131731\n",
"5 2018-1 4.016875\n"
]
},
{
"data": {
"image/png": 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