Wellbeing Toronto
Wellbeing Toronto - Economics
“WB-Economics.xlsx”
Wellbeing Toronto - Maps - City of Toronto
TransUnion Debt Load Risk Score
Methodological Notes: The Risk Score is a proprietary index value provided by TransUnion Canada that indicates the likelihood of missing three consecutive loan payments. Low-value scores (\(<707\)) indicate a High Risk of missing 3 consecutive loan payments; High-value scores (769+) indicate a low risk. These risk scores are calculated for non-mortgage consumer debt such as lines of credit, credit cards, automobile loans and installment loans. TransUnion data is provided by postal code and covers approximately 92% of all Canadians with credit files. For privacy reasons, postal codes with fewer than 15 credit files are suppressed. TransUnion dataset provided by the Community Data Program (www.communitydata.ca).
Source: For Reference Period 2011: TransUnion 2012 via the Community Data Program.
Exported to CSV “Debt_Risk_Score.csv”
Thomas Higgins, TransUnion Risk Score: Make smarter, more strategic decisions, Wednesday, December 12, 2012.
(p. 3) Performance Definition
90+ Days Past Due or Worse including Public Record Bankruptcy and Write-Off
12mth Performance Window
(p. 10) Scoring Output
Score range: 299 to 884
TransUnion Risk Score delivers three (3) reason codes and a scorecard indicator with every score
Financial Consumer Agency of Canada, Credit report and score basics
Your credit score is a three-digit number that comes from the information in your credit report. It shows how well you manage credit and how risky it would be for a lender to lend you money.
Your credit score is calculated using a formula based on your credit report.
Note that:
- you get points for actions that show you use credit responsibly
- you lose points for things that show you have difficulty managing credit
Your credit score will change over time as your credit report is updated
How a credit score is calculated
It’s not possible to know exactly how many points your score will go up or down based on the actions you take. Credit bureaus and lenders don’t share the actual formulas they use to calculate credit scores.
Factors that may affect your credit score include:
- how long you’ve had credit
- if you carry a balance on your credit cards
- if you regularly miss payments
- the amount of your outstanding debts
- being close to your credit limit
- the number of times you try to get more credit
- the types of credit you’re using
- if your debts have been sent to a collection agency
- any record of insolvency or bankruptcy
Debt_Risk_Score <- fread("Debt_Risk_Score.csv")
str(Debt_Risk_Score)
Classes ‘data.table’ and 'data.frame': 140 obs. of 3 variables:
$ Neighbourhood : chr "West Humber-Clairville" "Mount Olive-Silverstone-Jamestown" "Thistletown-Beaumond Heights" "Rexdale-Kipling" ...
$ Neighbourhood Id: num 1 2 3 4 5 6 7 8 9 10 ...
$ Debt Risk Score : num 719 687 718 721 692 717 750 753 761 791 ...
- attr(*, ".internal.selfref")=<externalptr>
Debt_Risk_Score <- Debt_Risk_Score[,.(id = `Neighbourhood Id`, SCORE = `Debt Risk Score`)]
Debt_Risk_Score$id <- as.integer(Debt_Risk_Score$id)
str(Debt_Risk_Score)
Classes ‘data.table’ and 'data.frame': 140 obs. of 2 variables:
$ id : int 1 2 3 4 5 6 7 8 9 10 ...
$ SCORE: num 719 687 718 721 692 717 750 753 761 791 ...
- attr(*, ".internal.selfref")=<externalptr>
summary(Debt_Risk_Score$SCORE)
Min. 1st Qu. Median Mean 3rd Qu. Max.
661.0 720.5 741.0 739.2 759.0 793.0
nbds.sh <- readOGR("C:/Users/14165/Desktop/Shapefiles/neighbourhoods_planning_areas_wgs84", "NEIGHBORHOODS_WGS84")
OGR data source with driver: ESRI Shapefile
Source: "C:\Users\14165\Desktop\Shapefiles\neighbourhoods_planning_areas_wgs84", layer: "NEIGHBORHOODS_WGS84"
with 140 features
It has 2 fields
str(nbds.sh@data)
'data.frame': 140 obs. of 2 variables:
$ AREA_S_CD: Factor w/ 140 levels "001","002","003",..: 97 27 38 31 16 118 63 3 55 59 ...
$ AREA_NAME: Factor w/ 140 levels "Agincourt North (129)",..: 138 139 68 140 114 115 117 118 119 30 ...
nbds.sh@data$id <- as.integer(nbds.sh@data$AREA_S_CD)
nbds.centroids <- as.data.frame(gCentroid(nbds.sh, byid = TRUE))
nbds.centroids$SCORE <- Debt_Risk_Score$SCORE
nbds.df = fortify(nbds.sh, region = "id")
# nbds.df = join(nbds.points, nbds.sh@data, by = "id")
nbds.Debt_Risk_Score <- merge(nbds.df, Debt_Risk_Score, by = "id")
Using viridis
ggplot() +
geom_polygon(data = nbds.Debt_Risk_Score,
aes(x = long, y = lat, group = group, fill = SCORE),
color = "white", size = 0.1) +
theme_nothing(legend = TRUE) +
scale_fill_viridis(option="magma", name="SCORE") +
geom_text(aes(x=x,y=y, group=NULL, label=SCORE), data = nbds.centroids, size = 1.9, color = "Black") +
labs(title="TransUnion Debt Load Risk Scores by Neighbourhood, 2011")
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)
Using scales
p.Debt_Risk_Score <- ggplot() +
geom_polygon(data = nbds.Debt_Risk_Score,
aes(x = long, y = lat, group = group, fill = SCORE),
color = "black", size = 0.2) +
coord_map() +
scale_fill_distiller(name="SCORE", palette = "RdYlGn", trans = "reverse", breaks = pretty_breaks(n = 8)) +
theme_nothing(legend = TRUE) +
labs(title="TransUnion Debt Load Risk Scores by Neighbourhood, 2011") +
geom_text(aes(x=x,y=y, group=NULL, label=SCORE), data = nbds.centroids, size = 2)
p.Debt_Risk_Score+guides(fill = guide_legend(reverse = TRUE))
![](data:image/png;base64,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)
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