Predicting crime rate in US by Rebeca Tonu https://padlet.com/andreeatonu99/cbyauh7hteyyacix en-us 2023-01-14 11:56:08 UTC 2023-05-28 20:49:39 UTC hello@padlet.com https://padlet.net/icons/png/1f694.png PowerPuff team andreeatonu99 https://padlet.com/andreeatonu99/cbyauh7hteyyacix/wish/2444298436 Czupper Mihaela
Tonu Rebeca
Graure Malina]]> 2023-01-14 11:56:23 UTC https://padlet.com/andreeatonu99/cbyauh7hteyyacix/wish/2444298436 Dataset andreeatonu99 https://padlet.com/andreeatonu99/cbyauh7hteyyacix/wish/2444298483 https://www.kaggle.com/datasets/tunguz/us-estimated-crimes?fbclid=IwAR0kOKw9S8l12z2EAq1XydI_494AWNjQqE_ZAbT-YuWnXAYQOFu3GODqDDM&select=estimated_crimes_1979_2019.csv]]> 2023-01-14 11:56:31 UTC https://padlet.com/andreeatonu99/cbyauh7hteyyacix/wish/2444298483 Topic andreeatonu99 https://padlet.com/andreeatonu99/cbyauh7hteyyacix/wish/2444298506 Predicting crime rate in US]]> 2023-01-14 11:56:36 UTC https://padlet.com/andreeatonu99/cbyauh7hteyyacix/wish/2444298506 Code andreeatonu99 https://padlet.com/andreeatonu99/cbyauh7hteyyacix/wish/2444298529 https://colab.research.google.com/drive/1uqKUEi8jfm5YDeiMjBaWfV6tghUAXVSO?usp=sharing]]> 2023-01-14 11:56:42 UTC https://padlet.com/andreeatonu99/cbyauh7hteyyacix/wish/2444298529 Tehnology used in implementation andreeatonu99 https://padlet.com/andreeatonu99/cbyauh7hteyyacix/wish/2444298560 Libraries:
  • Seaborn - used for visualizing data
  • Pandas - data analysis and manipulation
  • Numpy - functions
  • Matplotlib - plots
  • Sklearn - data prediction
  • Keras - interface for neuronal networks


  • Long short-term memory (LSTM) is an artificial neural network used in the fields of artificial intelligence and deep learning. 
  • Linear Regression is a machine learning algorithm based on supervised learning. It performs a regression task. Regression models a target prediction value based on independent variables. It is mostly used for finding out the relationship between variables and forecasting.
]]> 2023-01-14 11:56:47 UTC https://padlet.com/andreeatonu99/cbyauh7hteyyacix/wish/2444298560 Dataset information andreeatonu99 https://padlet.com/andreeatonu99/cbyauh7hteyyacix/wish/2444479461 This dataset contains estimated data at the state and national level and was derived from the Summary Reporting System (SRS). These data reflect the estimates the FBI has traditionally included in its annual publications for the 50 states.
The following dataset contains 15 columns with 2000+ unique entries, regarding the following informations 
| year  | state_abbr  | state_name  | population  | violent_crime  | homicide  | rape_legacy  | rape_revised  | robbery  | aggravated_assault  | property_crime  | burglary  | larceny  | motor_vehicle_theft ]]> 2023-01-14 20:44:08 UTC https://padlet.com/andreeatonu99/cbyauh7hteyyacix/wish/2444479461 Research phase andreeatonu99 https://padlet.com/andreeatonu99/cbyauh7hteyyacix/wish/2444481667 Finding informations regarding our theme entitled "Predicting crime rate in US" such as relevant datasets, code snippets and papers about the ML algorithms we are using for a better understanding.]]> 2023-01-14 20:53:09 UTC https://padlet.com/andreeatonu99/cbyauh7hteyyacix/wish/2444481667