From ffebdb5bb35d8e906cf5e294518c911a863d8573 Mon Sep 17 00:00:00 2001 From: llopez37-stat660 <42554287+llopez37-stat660@users.noreply.github.com> Date: Sat, 27 Oct 2018 13:44:06 -0700 Subject: [PATCH 01/13] Create STAT660-01_f18-team-1_project2_data_analysis_by_JD.sas --- STAT660-01_f18-team-1_project2_data_analysis_by_JD.sas | 1 + 1 file changed, 1 insertion(+) create mode 100644 STAT660-01_f18-team-1_project2_data_analysis_by_JD.sas diff --git a/STAT660-01_f18-team-1_project2_data_analysis_by_JD.sas b/STAT660-01_f18-team-1_project2_data_analysis_by_JD.sas new file mode 100644 index 0000000..8b13789 --- /dev/null +++ b/STAT660-01_f18-team-1_project2_data_analysis_by_JD.sas @@ -0,0 +1 @@ + From d17a5108d6a477c588d6fc66a66177aa83396acf Mon Sep 17 00:00:00 2001 From: llopez37-stat660 <42554287+llopez37-stat660@users.noreply.github.com> Date: Sat, 27 Oct 2018 13:44:27 -0700 Subject: [PATCH 02/13] Create STAT660-01_f18-team-1_project2_data_analysis_by_LL.sas --- STAT660-01_f18-team-1_project2_data_analysis_by_LL.sas | 1 + 1 file changed, 1 insertion(+) create mode 100644 STAT660-01_f18-team-1_project2_data_analysis_by_LL.sas diff --git a/STAT660-01_f18-team-1_project2_data_analysis_by_LL.sas b/STAT660-01_f18-team-1_project2_data_analysis_by_LL.sas new file mode 100644 index 0000000..8b13789 --- /dev/null +++ b/STAT660-01_f18-team-1_project2_data_analysis_by_LL.sas @@ -0,0 +1 @@ + From 54ee549cdc049fb50ccd090fe192e06e369f9904 Mon Sep 17 00:00:00 2001 From: llopez37-stat660 <42554287+llopez37-stat660@users.noreply.github.com> Date: Sat, 27 Oct 2018 13:44:53 -0700 Subject: [PATCH 03/13] Create STAT660-01_f18-team-1_project2_data_preparation.sas --- STAT660-01_f18-team-1_project2_data_preparation.sas | 1 + 1 file changed, 1 insertion(+) create mode 100644 STAT660-01_f18-team-1_project2_data_preparation.sas diff --git a/STAT660-01_f18-team-1_project2_data_preparation.sas b/STAT660-01_f18-team-1_project2_data_preparation.sas new file mode 100644 index 0000000..8b13789 --- /dev/null +++ b/STAT660-01_f18-team-1_project2_data_preparation.sas @@ -0,0 +1 @@ + From 751830619da9cb78280613d57cf3df4e09c65f2e Mon Sep 17 00:00:00 2001 From: llopez37-stat660 <42554287+llopez37-stat660@users.noreply.github.com> Date: Sat, 27 Oct 2018 13:46:39 -0700 Subject: [PATCH 04/13] Data --- LoanStats_part1.xlsx | Bin 0 -> 54215 bytes LoanStats_part2.xlsx | Bin 0 -> 60238 bytes LoanStats_part3.xlsx | Bin 0 -> 55694 bytes 3 files changed, 0 insertions(+), 0 deletions(-) create mode 100644 LoanStats_part1.xlsx create mode 100644 LoanStats_part2.xlsx create mode 100644 LoanStats_part3.xlsx diff --git a/LoanStats_part1.xlsx b/LoanStats_part1.xlsx new file mode 100644 index 0000000000000000000000000000000000000000..b6ee9ef28fa67e265ccb1b3de3b6d24c7c0c3132 GIT binary patch literal 54215 zcmeFYWn5fMw3{{7-poKoOqcPg zHczvSWo=`RrQed|o$2S`UyePndYz^Xo}w%aa=%f_^zi;^0hipjdXzzYnf7uFRK||8_(>Y;78q@5}@B 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z_@4?V+RXg@uLovas}1`M2b9Bs#{W1_GzW)coFe|OW25M2LQc@>Av5p&Z_g7thEAoy zIab1q#sA|x+VlQ8&)?7RuNSdL@5`Y+IPjf54sOcde}wR1;3C2UkDu}X-aX<>P*_0t zzx(`!Ci{C(v!V&GduoKLnSd{r4-tWiI(& zmk@F8l>fhd@9rZB?_Vv$;l6*1!@+C+_G4o5e}DAwK!5*;aQGnb&)+U!{(rrC8P4bG z!|UJtgu~7JG5p&(aJU6daPI$p$VLQ4hMovJ9(2kk_y_-hf4!0ad^Z36EXSMwc9Q>o oQvd7W|6ExAez?5#Z-@WaGP~bZ1Mc|Dc+Bd@ Date: Sat, 27 Oct 2018 13:54:57 -0700 Subject: [PATCH 10/13] Delete LoanStatsData.xlsx --- data/LoanStatsData.xlsx | 1 - 1 file changed, 1 deletion(-) delete mode 100644 data/LoanStatsData.xlsx diff --git a/data/LoanStatsData.xlsx b/data/LoanStatsData.xlsx deleted file mode 100644 index 8b13789..0000000 --- a/data/LoanStatsData.xlsx +++ /dev/null @@ -1 +0,0 @@ - From 8ed44297deb521a24370983dfd41c842d7c0d1db Mon Sep 17 00:00:00 2001 From: llopez37-stat660 <42554287+llopez37-stat660@users.noreply.github.com> Date: Sat, 27 Oct 2018 14:06:46 -0700 Subject: [PATCH 11/13] Update STAT660-01_f18-team-1_project2_data_preparation.sas --- ...1_f18-team-1_project2_data_preparation.sas | 132 ++++++++++++++++++ 1 file changed, 132 insertions(+) diff --git a/STAT660-01_f18-team-1_project2_data_preparation.sas b/STAT660-01_f18-team-1_project2_data_preparation.sas index 8b13789..58837b9 100644 --- a/STAT660-01_f18-team-1_project2_data_preparation.sas +++ b/STAT660-01_f18-team-1_project2_data_preparation.sas @@ -1 +1,133 @@ +*******************************************************************************; +**************** 80-character banner for column width reference ***************; +* (set window width to banner width to calibrate line length to 80 characters *; +*******************************************************************************; + +* +[Dataset 1 Name] LoanStat_part1 + +[Dataset Description] +Complete LendingClub loan data for all loans issued in 2018 quarter 2 + +[Experimental Unit Description] LendingClub loans issued in 2018 Q2 + +[Number of Observations] 109 + +[Number of Features] 12 + +[Data Source] https://resources.lendingclub.com/LoanStats_2018Q2.csv.zip + +[Data Dictionary] https://www.lendingclub.com/info/download-data.action + +[Unique ID Schema] The column member_id is a unique id. + +-- + +[Dataset 2 Name] LoanStat_part2 + +[Dataset Description] +Complete LendingClub loan data for all loans issued in 2018 quarter 2 + +[Experimental Unit Description] LendingClub loans issued in 2018 Q2 + +[Number of Observations] 109 + +[Number of Features] 14 + +[Data Source] https://resources.lendingclub.com/LoanStats_2018Q2.csv.zip + +[Data Dictionary] https://www.lendingclub.com/info/download-data.action + +[Unique ID Schema] The column member_id is a unique id. + +-- + +[Dataset 3 Name] LoanStat_part3 + +[Dataset Description] +Complete LendingClub loan data for all loans issued in 2018 quarter 2 + +[Experimental Unit Description] LendingClub loans issued in 2018 Q2 + +[Number of Observations] 126 + +[Number of Features] 12 + +[Data Source] https://resources.lendingclub.com/LoanStats_2018Q2.csv.zip + +[Data Dictionary] https://www.lendingclub.com/info/download-data.action + +[Unique ID Schema] The column member_id is a unique id. +; + +* environmental setup; + +* setup environmental parameters; +%let inputDataset1URL = +https://github.com/stat660/team-1_project2/blob/master/data/LoanStats_part1.xlsx?raw=true +; +%let inputDataset1Type = XLSX; +%let inputDataset1DSN = loanstat1_raw; + +%let inputDataset2URL = +https://github.com/stat660/team-1_project2/blob/master/data/LoanStats_part2.xlsx?raw=true +; +%let inputDataset2Type = XLSX; +%let inputDataset2DSN = loanstat2_raw; + +%let inputDataset3URL = +https://github.com/stat660/team-1_project2/blob/master/data/LoanStats_part3.xlsx?raw=true +; +%let inputDataset3Type = XLSX; +%let inputDataset3DSN = loanstat3_raw; + +* load raw datasets over the wire, if they doesn't already exist; +%macro loadDataIfNotAlreadyAvailable(dsn,url,filetype); + %put &=dsn; + %put &=url; + %put &=filetype; + %if + %sysfunc(exist(&dsn.)) = 0 + %then + %do; + %put Loading dataset &dsn. over the wire now...; + filename tempfile "%sysfunc(getoption(work))/tempfile.xlsx"; + proc http + method="get" + url="&url." + out=tempfile + ; + run; + proc import + file=tempfile + out=&dsn. + dbms=&filetype.; + run; + filename tempfile clear; + %end; + %else + %do; + %put Dataset &dsn. already exists. Please delete and try again.; + %end; +%mend; +%loadDataIfNotAlreadyAvailable( + &inputDataset1DSN., + &inputDataset1URL., + &inputDataset1Type. +) +%loadDataIfNotAlreadyAvailable( + &inputDataset2DSN., + &inputDataset2URL., + &inputDataset2Type. +) +%loadDataIfNotAlreadyAvailable( + &inputDataset3DSN., + &inputDataset3URL., + &inputDataset3Type. +) + +* sort and check raw datasets for duplicates with respect to their unique ids, + removing blank rows, if needed; + + From 81e309a9e2700d975cb90585d69f80b14c4be619 Mon Sep 17 00:00:00 2001 From: llopez37-stat660 <42554287+llopez37-stat660@users.noreply.github.com> Date: Sat, 27 Oct 2018 14:31:30 -0700 Subject: [PATCH 12/13] Update STAT660-01_f18-team-1_project2_data_analysis_by_LL.sas --- ...18-team-1_project2_data_analysis_by_LL.sas | 85 +++++++++++++++++++ 1 file changed, 85 insertions(+) diff --git a/STAT660-01_f18-team-1_project2_data_analysis_by_LL.sas b/STAT660-01_f18-team-1_project2_data_analysis_by_LL.sas index 8b13789..ccb116d 100644 --- a/STAT660-01_f18-team-1_project2_data_analysis_by_LL.sas +++ b/STAT660-01_f18-team-1_project2_data_analysis_by_LL.sas @@ -1 +1,86 @@ +*******************************************************************************; +**************** 80-character banner for column width reference ***************; +* (set window width to banner width to calibrate line length to 80 characters *; +*******************************************************************************; +* +This file uses the following analytic dataset to address several research +questions regarding loan amounts and statistics on loans + +Dataset Name: STAT660-01_f18-team-1_project2_data_preparation.sas +See included file for dataset properties +; + +* environmental setup; + +* set relative file import path to current directory (using standard SAS trick); +X "cd ""%substr(%sysget(SAS_EXECFILEPATH),1,%eval(%length(%sysget(SAS_EXECFILEPATH))-%length(%sysget(SAS_EXECFILENAME))))"""; + + +* load external file that generates analytic datasets cde_2014_analytic_file, + cde_2014_analytic_file_sort_frpm, and cde_2014_analytic_file_sort_sat; +%include '.\STAT660-01_f18-team-1_project2_data_preparation.sas'; + + +*******************************************************************************; +* Research Question Analysis Starting Point; +*******************************************************************************; + +title1 +'Research Question:What is the average annual income for those who rent and those who own?' +; + +title2 +'Rationale: This shows the buying power and cost of living for someone to own a home' +; + +* +Methodology: Here I will use proc means to get the mean and median of the homeowners +and renters from the data set. + +Limitations: I might run into some issues with trying to differentiate owners versus +mortgage and if owners might be landlords. + +Follow Up: Might try to see if we can get more clarification on the homeowners as +well as seperate by state/region. +; + +title1 +'Research Question: Is there a correlation between interest rate and the annual income with loan amount and grade?' +; + +title2 +'Rationale: This would help show what is considered in terms of interest rates' +; + +* +Methodology: Here I will try to use proc corr to find a correlation amongst the data +following a model of possibly interest rate = annual income + loan amount + grade +with grade being a character variable so seeing how we apply log regg for that. + +Limitations: Will try to see if we can add more variables or possibly have to +add interactions within our model, could get messy. + +Follow Up: Might have to change the question around if we find no correlation +by adding other variables. +; + +title1 +'Research Question: What is the distribution of the loan amounts based on the purpose of the loan?' +; + +title2 +'Rationale: Would help get a sense of what the majority of people require loans for and roughly the amounts requested' +; + +* +Methodology: Might want to go the box whiskerplot route for this data and graph it with +my y being loan amounts and x being type of loan. + +Limitations: Hopefully the data is clean enough to not vary in types of loans and +similarily having to distinguish sub types of loans. + +Follow Up: Same as the first question, might want to filter out through state in order +to determine factors of cost of living and debt owed since different states have different +home costs. +; From f1e761cd77c45303936a782b1e3738ae6bc54384 Mon Sep 17 00:00:00 2001 From: llopez37-stat660 <42554287+llopez37-stat660@users.noreply.github.com> Date: Sat, 27 Oct 2018 14:35:51 -0700 Subject: [PATCH 13/13] Update STAT660-01_f18-team-1_project2_data_analysis_by_LL.sas --- ...18-team-1_project2_data_analysis_by_LL.sas | 24 +++++++++++++++++++ 1 file changed, 24 insertions(+) diff --git a/STAT660-01_f18-team-1_project2_data_analysis_by_LL.sas b/STAT660-01_f18-team-1_project2_data_analysis_by_LL.sas index ccb116d..29f6700 100644 --- a/STAT660-01_f18-team-1_project2_data_analysis_by_LL.sas +++ b/STAT660-01_f18-team-1_project2_data_analysis_by_LL.sas @@ -45,6 +45,17 @@ Follow Up: Might try to see if we can get more clarification on the homeowners a well as seperate by state/region. ; +proc means + data = loanstats + class + home_ownership + ; + var + annual inc + ; + run + ; + title1 'Research Question: Is there a correlation between interest rate and the annual income with loan amount and grade?' ; @@ -65,6 +76,13 @@ Follow Up: Might have to change the question around if we find no correlation by adding other variables. ; +proc corr + data = loanstats + model + int_rate = annual_inc + loan_amnt + grade + ; + run; + title1 'Research Question: What is the distribution of the loan amounts based on the purpose of the loan?' ; @@ -84,3 +102,9 @@ Follow Up: Same as the first question, might want to filter out through state in to determine factors of cost of living and debt owed since different states have different home costs. ; + +proc sgplot + data = loanstats + vbox loan_amnt / category purpose + ; +run;