Notebook

Sep 6, 2024, 2:44 AM

municipios_guatemala_nombres.csv

Missing file

que municipio ofrece las mejores condiciones para poner un fábrica de helados?

To determine which municipality offers the best conditions for setting up an ice cream factory, we need to consider several factors from the provided dataset. These factors may include:
  1. Population: A higher population might indicate a larger potential market.
  2. Densidad Poblacional (Population Density): Higher density could mean easier access to a concentrated market.
  3. Tasa de Alfabetización (Literacy Rate): Higher literacy rates might correlate with better workforce quality.
  4. Tasa de Desempleo (Unemployment Rate): Lower unemployment rates might indicate a more stable economy but could also mean a tighter labor market.
  5. Ingreso Per Cápita (Per Capita Income): Higher income could indicate a wealthier market.
  6. Acceso a Transporte (Access to Transport): Good transport access is crucial for logistics.
  7. Acceso a Telecomunicaciones (Access to Telecommunications): Important for business operations.
  8. Costo de Terreno (Land Cost): Lower land costs could reduce initial investment.
  9. Seguridad (Security): Higher security is preferable for business operations.
  10. Infraestructura (Infrastructure): Better infrastructure supports business activities.
Let's load the dataset and analyze these factors to determine the best municipality for setting up an ice cream factory.
The dataset has been successfully loaded. Here are the first few rows:
departamento          municipio  poblacion  area_km2  \
0      Guatemala  Antigua Guatemala      10000      50.0   
1   Sacatepéquez        Jocotenango      10100      50.5   
2  Chimaltenango           Pastores      10200      51.0   
3      Escuintla           Sumpango      10300      51.5   
4     Santa Rosa      Chimaltenango      10400      52.0   

   densidad_poblacional  tasa_alfabetizacion  tasa_desempleo  \
0                 200.0                 90.0            5.00   
1                 202.0                 90.1            5.05   
2                 204.0                 90.2            5.10   
3                 206.0                 90.3            5.15   
4                 208.0                 90.4            5.20   

   ingreso_per_capita acceso_transporte acceso_telecomunicaciones  \
0              3000.0             Bueno                     Bueno   
1              3010.0           Regular                     Bueno   
2              3020.0           Regular    [[...]]         200.0                 90.0            5.00   
1                 202.0                 90.1            5.05   
2                 204.0                 90.2            5.10   
3                 206.0                 90.3            5.15   
4                 208.0                 90.4            5.20   

   ingreso_per_capita acceso_transporte acceso_telecomunicaciones  \
0              3000.0             Bueno                     Bueno   
1              3010.0           Regular                     Bueno   
2              3020.0           Regular                 Excelente   
3              3030.0             Bueno                     Bueno   
4              3040.0           Regular                     Bueno   

   costo_terreno seguridad infraestructura  
0          50600     Media    Desarrollada  
1          50700     Media   En desarrollo  
2          50800     Media   En desarrollo  
3          50900     Media   En desarrollo  
4          51000      Alta   En desarrollo
Next, we will analyze the factors to determine the best municipality for setting up an ice cream factory.
The qualitative columns have been successfully converted to numerical values and the numerical columns have been normalized for comparison. Here are the first few rows of the updated dataset:
departamento          municipio  poblacion  area_km2  \
0      Guatemala  Antigua Guatemala   0.000000      50.0   
1   Sacatepéquez        Jocotenango   0.002950      50.5   
2  Chimaltenango           Pastores   0.005900      51.0   
3      Escuintla           Sumpango   0.008850      51.5   
4     Santa Rosa      Chimaltenango   0.011799      52.0   

   densidad_poblacional  tasa_alfabetizacion  tasa_desempleo  \
0              0.000000             0.000000        0.000000   
1              0.002950             0.002950        0.002950   
2              0.005900             0.005900        0.005900   
3              0.008850             0.008850        0.008850   
4              0.011799             0.011799        0.011799   

   ingreso_per_capita  acceso_transporte  acceso_telecomunicaciones  \
0            0.000000                  3                          2   
1            0.002950                  2                          2   
2            0.005900                  2                          3   
3            0.008850                  3                          2   
4            0.011799                  2                          2   

   costo_terreno  seguridad  infraestructura  
0       0.000000          2                3  
1       0.002950          2                2  
2       0.005900          2                2  
3       0.008850          2                2  
4       0.011799          3                2
Next, we will create a composite score to rank the municipalities based on the factors mentioned earlier.
The qualitative columns have been successfully converted to numerical values and the numerical columns have been normalized for comparison. Here are the first few rows of the updated dataset:
departamento          municipio  poblacion  area_km2  \
0      Guatemala  Antigua Guatemala   0.000000      50.0   
1   Sacatepéquez        Jocotenango   0.002950      50.5   
2  Chimaltenango           Pastores   0.005900      51.0   
3      Escuintla           Sumpango   0.008850      51.5   
4     Santa Rosa      Chimaltenango   0.011799      52.0   

   densidad_poblacional  tasa_alfabetizacion  tasa_desempleo  \
0              0.000000             0.000000        0.000000   
1              0.002950             0.002950        0.002950   
2              0.005900             0.005900        0.005900   
3              0.008850             0.008850        0.008850   
4              0.011799             0.011799        0.011799   

   ingreso_per_capita  acceso_transporte  acceso_telecomunicaciones  \
0            0.000000                  3                          2   
1            0.002950                  2                          2   
2            0.005900                  2                          3   
3            0.008850                  3                          2   
4            0.011799                  2                          2   

   costo_terreno  seguridad  infraestructura  
0       0.000000          2                3  
1       0.002950          2                2  
2       0.005900          2                2  
3       0.008850          2                2  
4       0.011799          3                2
Next, we will calculate the scores for each municipality based on the defined weights and display the top 5 municipalities.
The dataset has been successfully loaded and the factors have been normalized for comparison. The qualitative columns have been converted to numerical values, and a composite score has been calculated for each municipality based on the given weights for each factor.
Here are the top 5 municipalities based on the composite score:
  1. Antigua Guatemala, Guatemala
  2. Jocotenango, Sacatepéquez
  3. Pastores, Chimaltenango
  4. Sumpango, Escuintla
  5. Chimaltenango, Santa Rosa
These municipalities offer the best conditions for setting up an ice cream factory based on the analyzed factors.
Would you like to explore more details or visualize the data? Feel free to ask any further questions!
The dataset has been successfully loaded and the factors have been normalized for comparison. The qualitative columns have been converted to numerical values, and a composite score has been calculated for each municipality based on the given weights for each factor.
Here are the top 5 municipalities based on the composite score:
  1. Antigua Guatemala, Guatemala
  2. Jocotenango, Sacatepéquez
  3. Pastores, Chimaltenango
  4. Sumpango, Escuintla
  5. Chimaltenango, Santa Rosa
Would you like to explore more details about these municipalities or adjust the weights for the factors?
Get started with Vizly