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EDA

Assignment_3a

Description

The provided dataset "on_the_move_clean" in CSV format contains historical information about advertisements for runaway slaves in the United States. The dataset includes details from various newspaper publications and contains informations and characteristics of enslaved individuals and their enslavers.

Tabes of Variables

Header Description Datatype
adv_publication_date date of advertisment's publication string/object (converted to date)
newspaper.name the name of the Newspaper string/object
runaway.racial_description racial description of the runaway string/object
runaway.approximate_height approximate height of the runaway string/object
runaway.physical_description physical description string/object
enslaved_person.gender gender string/object
enslaved_person.skills occupation, skills string/object
enslaved_person_name name of the runaway string/object
runaway_location_name the location from which they ran away string/object
runaway_location_city the city from which they ran awway string/object
runaway_location_state the state from which they ran away string/object
enslaver.gender gender of the enslaver string/object
enslaver.type some characteristics of the slavery string/object
enslaver_location.name the of the location of the enslaver string/object
enslaver_location.city the city of the enslaver string/object
enslaver_location.state the state of the enslaver string/object
runaway_reward.amount reward amount integer
runaway_reward.criteria criteria for collecting the reward string/object

Source

The source of this dataset is an open access database. https://app.freedomonthemove.org/search#content

The project "Freedom on the Move is a joint effort from various Institutes and Universities. https://freedomonthemove.org/#about

Experimental Data Analysis (EDA)

The jupyter notebook file contains an Experimental Data Analysis on this dataset.

With a first overview of the dataset we can see that many questions arise about the gender distribution and the related skills mentioned in the advertisements. What were the most common skills mentioned by the enslavers for female and male runaways? Another important question is, what states were most of the fugitives from? The data-based answer can be answered with the help of relevant literature on slavery conditions in the various Northern states. Another interesting question could be about the Newspapers where it was most common for advertisments of runaway slaves to be published. What does this mean about their ideology regarding slavery? Who was the owner of these newspapers? For this questions there is a need to look for other sources too.

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