Commit 67b2fde9 authored by Simon Clarke's avatar Simon Clarke
Browse files

Added GeoPandas hints for Cali

parent 411a5979
%% Cell type:code id: tags:
```
!pip install geopandas
```
%% Cell type:code id: tags:
```
import pandas as pd
import geopandas
import matplotlib.pyplot as plt
```
%% Cell type:code id: tags:
```
cali = geopandas.read_file('/content/capa_barrios_y_sectores.zip')
```
%% Cell type:code id: tags:
```
cali.plot()
```
%%%% Output: execute_result
<matplotlib.axes._subplots.AxesSubplot at 0x7f5dc3613890>
%%%% Output: display_data
![](data:image/png;base64,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)
%% Cell type:code id: tags:
```
cali.head()
```
%%%% Output: execute_result
ID_BARRIO ... geometry
0 0610 ... POLYGON ((1065621.115 878387.971, 1065599.288 ...
1 0219 ... POLYGON ((1063839.549 877516.596, 1063830.460 ...
2 0216 ... POLYGON ((1061033.127 878514.611, 1061044.008 ...
3 0603 ... POLYGON ((1065906.032 878375.701, 1065906.602 ...
4 0608 ... POLYGON ((1064372.489 878220.313, 1064407.696 ...
[5 rows x 7 columns]
%% Cell type:code id: tags:
```
```
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