Publications by Omar
Project 2
library(tidycensus) library(tmap) ## Breaking News: tmap 3.x is retiring. Please test v4, e.g. with ## remotes::install_github('r-tmap/tmap') library(sf) ## Linking to GEOS 3.12.1, GDAL 3.8.4, PROJ 9.3.1; sf_use_s2() is TRUE library(tigris) ## To enable caching of data, set `options(tigris_use_cache = TRUE)` ## in your R script or .Rprofile. lib...
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Assignment 5
library(sf) ## Linking to GEOS 3.12.1, GDAL 3.8.4, PROJ 9.3.1; sf_use_s2() is TRUE library(tmap) ## Breaking News: tmap 3.x is retiring. Please test v4, e.g. with ## remotes::install_github('r-tmap/tmap') library(tigris) ## To enable caching of data, set `options(tigris_use_cache = TRUE)` ## in your R script or .Rprofile. #Q1 storm_chaneel <- s...
31 sym R (10372 sym/25 pcs) 3 img
Assignment 4
library(sf) ## Linking to GEOS 3.12.1, GDAL 3.8.4, PROJ 9.3.1; sf_use_s2() is TRUE library(tmap) ## Breaking News: tmap 3.x is retiring. Please test v4, e.g. with ## remotes::install_github('r-tmap/tmap') library(tidycensus) library(tigris) ## To enable caching of data, set `options(tigris_use_cache = TRUE)` ## in your R script or .Rprofile. #Q1...
30 sym R (35964 sym/24 pcs) 1 img
Project 1
Q1: Research questions: 1- What is the distribution of median household income across tracts in Harris County? 2- What is the relationship between the race (percentage of White and Black populations) and median household income? 3- What is the relationship between between higher education levels and poverty rates in Harris County? 4- Can we pre...
1771 sym R (28190 sym/52 pcs) 10 img
Assignment 3
library(dplyr) ## ## Attaching package: 'dplyr' ## The following objects are masked from 'package:stats': ## ## filter, lag ## The following objects are masked from 'package:base': ## ## intersect, setdiff, setequal, union library(data.table) ## ## Attaching package: 'data.table' ## The following objects are masked from 'package:d...
22 sym R (18892 sym/16 pcs) 3 img
Assignment 2
library(tidycensus) library(ggplot2) library(writexl) census_api_key("0d539976d5203a96fa55bbf4421110d4b3db3648", overwrite=TRUE) ## To install your API key for use in future sessions, run this function with `install = TRUE`. census_var <- load_variables(2010, 'acs5', cache = TRUE) #Q1 median_age_of_males_TX <- get_decennial(geography = "tr...
27 sym R (64582 sym/22 pcs) 2 img
Assignment 1
#Q1 #loading libraries library(ggplot2) library(plotly) ## ## Attaching package: 'plotly' ## The following object is masked from 'package:ggplot2': ## ## last_plot ## The following object is masked from 'package:stats': ## ## filter ## The following object is masked from 'package:graphics': ## ## layout #load the data d...
29 sym R (2092 sym/19 pcs) 6 img
Auto Insurance Analysis
Introduction On this chapter ,we will use R-Programming Language in order to conduct inferential analysis to analyse the data as much as we can to help decision making ———————————————————————————————————————————————— Data Set and Data types view Da...
20767 sym R (22473 sym/48 pcs) 25 img 20 tbl
Auto Insurance Analysis
Introduction On this chapter ,we will use R-Programming Language in order to conduct inferential analysis to analyse the data as much as we can to help decision making Data Set and Data types view Data Set (1st five rows) : ## # A tibble: 6 × 10 ## veh_value exposure clm numclaims claimcst0 veh_body veh_age gender area ## <dbl> ...
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Home Prices Analysis Using R
Introduction On this chapter ,we will use R-Programming Language in order to conduct inferential analysis to analyse the data as much as we can to help decision making Data Set and Data types view Data Set (1st five rows) : datesold price propertyType bedrooms 2007-02-07 525000 house 4 2007-02-27 290000 house 3 2007-03-07 328000 house 3 2...
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