Client Report - Introduction

Course DS 250

Author

Gabriel Guerrero

Introduction

Objective: Preparation, and first example

Set upand questions are included in this project .

Libraries

Show the code 
import pandas as pd
import numpy as np
import plotly.express as px
from lets_plot import *
LetsPlot.setup_html()

Elevator pitch

This project aims to explore the different tools for future projects and also the use of markdown and Quarto for reports and documents. It will also use and explore the Python libraries pandas, numpy, and plotly.

Question 1:

Finish the Course Setup, and post any questions to getting your environment working smoothly in your course Slack channel

I finished the Course Setup and I posted a question on Slack.

Question 2

Recreate the example chart from PY4DS: CH2 Data Visualization of the textbook

Load the data 
# Include and execute your code here
from palmerpenguins import load_penguins
df = penguins = load_penguins()
Plot 1 
(
    ggplot(data=penguins, mapping=aes(x="flipper_length_mm", y="body_mass_g"))
    + geom_point(mapping=aes(color="species", shape="species"))
    + geom_smooth(method="lm")
    + labs(
        title="Body mass and flipper length",
        subtitle="Dimensions for Adelie, Chinstrap, and Gentoo Penguins",
        x="Flipper length (mm)",
        y="Body mass (g)",
        color="Species",
        shape="Species",
    )+
    theme(plot_title=element_text(color='black', size=18, face='bold'))

)

Penguins

Question 3

Include the table created from PY4DS: CH2 Data Visualization used to create the above chart

This is the table created from PY4DS.

|    | species   | island    |   bill_length_mm |   bill_depth_mm |   flipper_length_mm |   body_mass_g | sex    |   year |
|---:|:----------|:----------|-----------------:|----------------:|--------------------:|--------------:|:-------|-------:|
|  0 | Adelie    | Torgersen |             39.1 |            18.7 |                 181 |          3750 | male   |   2007 |
|  1 | Adelie    | Torgersen |             39.5 |            17.4 |                 186 |          3800 | female |   2007 |
|  2 | Adelie    | Torgersen |             40.3 |            18   |                 195 |          3250 | female |   2007 |
|  3 | Adelie    | Torgersen |            nan   |           nan   |                 nan |           nan | nan    |   2007 |
|  4 | Adelie    | Torgersen |             36.7 |            19.3 |                 193 |          3450 | female |   2007 |
|  5 | Adelie    | Torgersen |             39.3 |            20.6 |                 190 |          3650 | male   |   2007 |
|  6 | Adelie    | Torgersen |             38.9 |            17.8 |                 181 |          3625 | female |   2007 |
|  7 | Adelie    | Torgersen |             39.2 |            19.6 |                 195 |          4675 | male   |   2007 |
|  8 | Adelie    | Torgersen |             34.1 |            18.1 |                 193 |          3475 | nan    |   2007 |
|  9 | Adelie    | Torgersen |             42   |            20.2 |                 190 |          4250 | nan    |   2007 |
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