From 553fb63621600dae80627617186ac15194772310 Mon Sep 17 00:00:00 2001 From: Rahim Rasool Date: Thu, 24 Jan 2019 02:23:26 +0500 Subject: [PATCH] Add Qualitative Bankruptcy dataset --- Qualitative Bankruptcy/407.jpg | Bin 0 -> 152341 bytes Qualitative Bankruptcy/Qualitative_Bankruptcy.data.txt | 250 ++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++ Qualitative Bankruptcy/README.md | 90 ++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++ 3 files changed, 340 insertions(+) create mode 100644 Qualitative Bankruptcy/407.jpg create mode 100644 Qualitative Bankruptcy/Qualitative_Bankruptcy.data.txt create mode 100644 Qualitative Bankruptcy/README.md diff --git a/Qualitative Bankruptcy/407.jpg b/Qualitative Bankruptcy/407.jpg new file mode 100644 index 0000000..2f44ff8 Binary files /dev/null and b/Qualitative Bankruptcy/407.jpg differ diff --git a/Qualitative Bankruptcy/Qualitative_Bankruptcy.data.txt b/Qualitative Bankruptcy/Qualitative_Bankruptcy.data.txt new file mode 100644 index 0000000..2bd7231 --- /dev/null +++ b/Qualitative Bankruptcy/Qualitative_Bankruptcy.data.txt @@ -0,0 +1,250 @@ +P,P,A,A,A,P,NB +N,N,A,A,A,N,NB +A,A,A,A,A,A,NB +P,P,P,P,P,P,NB +N,N,P,P,P,N,NB +A,A,P,P,P,A,NB +P,P,A,P,P,P,NB +P,P,P,A,A,P,NB +P,P,A,P,A,P,NB +P,P,A,A,P,P,NB +P,P,P,P,A,P,NB +P,P,P,A,P,P,NB +N,N,A,P,P,N,NB +N,N,P,A,A,N,NB +N,N,A,P,A,N,NB +N,N,A,P,A,N,NB +N,N,A,A,P,N,NB +N,N,P,P,A,N,NB +N,N,P,A,P,N,NB +A,A,A,P,P,A,NB +A,A,P,A,A,A,NB +A,A,A,P,A,A,NB +A,A,A,A,P,A,NB +A,A,P,P,A,A,NB +A,A,P,A,P,A,NB +P,N,A,A,A,P,NB +N,P,A,A,A,N,NB +P,N,A,A,A,N,NB +P,N,P,P,P,P,NB +N,P,P,P,P,N,NB +P,N,P,P,P,N,NB +N,N,A,P,P,P,NB +P,N,P,A,A,P,NB +N,P,A,P,A,P,NB +N,P,A,A,P,N,NB +P,N,P,P,A,N,NB +N,P,P,A,P,A,NB +A,N,A,P,P,A,NB +A,P,P,A,A,A,NB +A,A,A,P,A,P,NB +A,A,A,A,P,N,NB +N,A,P,P,P,N,NB +A,N,P,A,P,N,NB +A,P,P,A,P,N,NB +N,N,P,A,P,P,NB +N,N,P,P,P,P,NB +P,A,P,P,P,N,NB +A,P,P,P,P,N,NB +A,N,N,A,P,P,NB +A,P,P,A,P,P,NB +P,A,P,A,P,N,NB +A,N,A,A,P,P,NB +A,N,A,A,P,N,NB +A,N,A,A,P,A,NB +A,A,N,P,P,A,NB +A,A,N,P,P,P,NB +A,P,P,P,P,P,NB +A,P,A,A,A,P,NB +N,P,N,P,P,A,NB +N,N,P,P,P,A,NB +A,A,A,P,P,A,NB +A,A,A,P,P,P,NB +P,A,A,P,P,P,NB +A,N,N,P,P,A,NB +P,N,N,P,P,A,NB +A,A,N,P,P,P,NB +P,A,P,N,P,N,NB +P,A,N,A,P,N,NB +P,P,P,A,P,N,NB +P,A,P,N,P,N,NB +P,A,A,P,P,N,NB +P,P,A,P,P,P,NB +P,A,P,A,P,P,NB +P,P,A,A,P,N,NB +A,A,A,A,A,P,NB +P,P,A,P,P,N,NB +A,P,N,P,A,P,NB +A,P,A,P,A,P,NB +P,A,N,A,P,A,NB +A,P,N,P,A,P,NB +P,A,A,A,P,A,NB +A,P,A,P,A,P,NB +A,P,P,P,P,P,NB +P,A,A,N,P,P,NB +A,P,A,A,A,P,NB +A,N,N,N,P,P,NB +N,P,N,P,P,A,NB +P,N,A,N,A,P,NB +N,N,P,P,P,A,NB +A,A,A,P,P,A,NB +A,A,A,P,P,P,NB +P,A,A,P,P,P,NB +A,N,N,P,P,A,NB +A,A,N,P,P,P,NB +P,A,P,N,P,N,NB +P,P,P,A,P,N,NB +P,A,P,N,P,N,NB +P,A,A,P,P,N,NB +P,P,A,P,P,P,NB +P,A,P,A,P,P,NB +P,P,A,A,P,N,NB +A,A,A,A,A,P,NB +P,P,A,P,P,N,NB +A,P,N,P,A,P,NB +P,A,A,A,P,A,NB +A,P,A,P,A,P,NB +A,P,N,P,A,P,NB +A,P,A,P,A,P,NB +P,P,A,A,A,P,NB +N,N,A,A,A,N,NB +A,A,A,A,A,A,NB +P,P,P,P,P,P,NB +N,N,P,P,P,N,NB +A,A,P,P,P,A,NB +P,P,A,P,P,P,NB +P,P,P,A,A,P,NB +P,P,A,P,A,P,NB +P,P,A,A,P,P,NB +P,P,P,P,A,P,NB +P,P,P,A,P,P,NB +N,N,A,P,P,N,NB +N,N,P,A,A,N,NB +N,N,A,P,A,N,NB +N,N,A,P,A,N,NB +N,N,A,A,P,N,NB +N,N,P,P,A,N,NB +N,N,P,A,P,N,NB +A,A,A,P,P,A,NB +A,A,P,A,A,A,NB +A,A,A,P,A,A,NB +A,A,A,A,P,A,NB +A,A,P,P,A,A,NB +A,A,P,A,P,A,NB +P,N,A,A,A,P,NB +N,P,A,A,A,N,NB +P,N,A,A,A,N,NB +P,N,P,P,P,P,NB +N,P,P,P,P,N,NB +P,N,P,P,P,N,NB +N,N,A,P,P,P,NB +P,N,P,A,A,P,NB +N,P,A,P,A,P,NB +N,P,A,A,P,N,NB +A,N,N,N,N,A,B +P,N,N,N,N,N,B +N,P,N,N,N,N,B +A,P,N,A,N,N,B +N,N,N,N,N,N,B +N,N,N,A,N,A,B +N,N,N,N,N,P,B +N,N,N,N,N,A,B +N,N,N,A,N,P,B +N,N,N,A,N,N,B +N,N,A,N,N,N,B +P,N,N,N,N,N,B +A,N,N,N,N,N,B +N,N,N,N,N,N,B +P,N,N,N,A,A,B +A,N,N,N,N,A,B +A,N,N,N,N,A,B +A,A,N,N,N,P,B +A,N,N,N,N,N,B +P,A,N,N,N,A,B +P,N,N,N,N,P,B +P,A,N,N,N,N,B +P,N,N,N,N,N,B +N,A,N,N,N,P,B +N,N,N,N,N,A,B +A,A,N,N,N,N,B +A,A,N,N,N,N,B +P,P,N,N,N,N,B +A,P,N,N,N,N,B +P,A,N,N,N,N,B +A,N,N,N,N,N,B +N,N,N,N,N,N,B +N,A,N,N,N,N,B +P,N,N,N,N,N,B +N,P,N,N,N,N,B +A,P,N,A,N,N,B +N,N,N,P,N,P,B +N,N,N,N,N,N,B +N,N,N,A,N,A,B +N,N,N,P,N,N,B +N,N,N,N,N,P,B +N,N,N,N,N,A,B +N,N,N,A,N,P,B +N,N,N,A,N,N,B +N,N,A,N,N,N,B +P,N,N,N,N,N,B +A,N,N,N,N,N,B +N,N,N,N,N,N,B +P,N,N,N,A,A,B +P,N,N,N,A,A,B +A,N,N,N,N,A,B +N,N,N,N,N,A,B +N,P,N,N,N,N,B +A,P,N,A,N,N,B +N,N,N,N,N,N,B +N,N,N,A,N,A,B +N,N,N,P,N,N,B +N,N,N,N,N,P,B +N,N,N,N,N,A,B +N,N,N,A,N,P,B +P,N,N,N,N,P,B +P,A,N,N,N,N,B +P,N,N,N,N,N,B +N,A,N,N,N,P,B +N,N,N,N,N,A,B +A,A,N,N,N,N,B +A,A,N,N,N,N,B +N,N,N,A,N,N,B +N,N,A,N,N,N,B +P,N,N,N,N,N,B +A,N,N,N,N,N,B +N,N,N,N,N,N,B +N,A,P,A,N,P,B +P,N,N,N,N,N,B +N,A,N,N,N,P,B +N,N,N,N,N,A,B +A,A,N,N,N,N,B +A,A,N,N,N,P,B +A,N,N,N,N,N,B +P,A,N,N,N,A,B +P,N,N,N,N,P,B +P,A,N,N,N,N,B +P,N,N,N,N,N,B +N,A,N,N,N,P,B +N,N,N,N,N,A,B +A,A,N,N,N,N,B +A,A,N,N,N,N,B +A,P,N,N,N,N,B +P,A,N,N,N,N,B +A,N,N,N,N,N,B +N,N,N,N,N,N,B +N,A,N,N,N,N,B +A,N,N,N,N,A,B +P,N,N,N,N,N,B +N,P,N,N,N,N,B +A,P,N,A,N,N,B +N,N,N,N,N,N,B +N,N,N,A,N,A,B +N,N,N,N,N,P,B +N,N,N,N,N,A,B +N,N,N,A,N,P,B +N,N,N,A,N,N,B +N,N,A,N,N,N,B +P,N,N,N,N,N,B +A,N,N,N,N,N,B +N,N,N,N,N,N,B +P,N,N,N,A,A,B diff --git a/Qualitative Bankruptcy/README.md b/Qualitative Bankruptcy/README.md new file mode 100644 index 0000000..2098379 --- /dev/null +++ b/Qualitative Bankruptcy/README.md @@ -0,0 +1,90 @@ +Data Science Dojo
+Copyright (c) 2016 - 2019 + +--- + +**Level:** Beginner
+**Recommended Use:** Classification Models
+**Domain:** Finance/Banking
+ +## Qualitative Bankruptcy Data Set + +### Predict Bankruptcy from Qualitative parameters from experts + +--- +![](407.jpg) +--- + +This *intermediate* level data set has 250 rows and 7 columns. +This dataset contains 6 qualitative parameters from experts which could be used to predict the bankruptcy. +This data set is recommended for learning and practicing your skills in **exploratory data analysis**, **data visualization**, and **classification modelling techniques**. +Feel free to explore the data set with multiple **supervised** and **unsupervised** learning techniques. The Following data dictionary gives more details on this data set: + +--- + +### Data Dictionary + +| Column Position | Atrribute Name | Definition | Data Type | Example | % Null Ratios | +|------------------- |----------------------- |-------------------------------------------------------------- |------------- |--------- |--------------- | +| 1 | Industrial Risk | Industrial Risk (P: Positive, A: Average, N: Negative) | Qualitative | P, A, N | 0 | +| 2 | Management Risk | Management Risk (P: Positive, A: Average, N: Negative) | Qualitative | P, A, N | 0 | +| 3 | Financial Flexibility | Financial Flexibility (P: Positive, A: Average, N: Negative) | Qualitative | P, A, N | 0 | +| 4 | Credibility | Credibility (P: Positive, A: Average, N: Negative) | Qualitative | P, A, N | 0 | +| 5 | Competitiveness | Competitiveness (P: Positive, A: Average, N: Negative) | Qualitative | P, A, N | 0 | +| 6 | Operating Risk | Operating Risk (P: Positive, A: Average, N: Negative) | Qualitative | P, A, N | 0 | +| 7 | Class | Class (B: Bankruptcy, NB: Non-Bankruptcy) | Qualitative | B, NB | 0 | +--- +Following are the details of the qualitative risk factors which mentions their risk components: + +**i.Industry risk (IR):** + Government policies and International agreements, + Cyclicality, + Degree of competition, + The price and stability of market supply, + The size and growth of market demand, + The sensitivity to changes in macroeconomic factors, + Domestic and international competitive power, + Product Life Cycle. + +**ii.Management risk(MR):** + Ability and competence of management, + Stability of management, + The relationship between management/ owner, + Human resources management, + Growth process/business performance, + Short and long term business planning, + achievement and feasibility. + +**iii.Financial Flexibility(FF):** + Direct financing, + Indirect financing, + Other financing + +**iv.Credibility (CR):** + Credit history, + reliability of information, + The relationship with financial institutes. + +**v.Competitiveness (CO):** + Market position, + The level of core capacities, + Differentiated strategy, + +**vi.Operating Risk (OP):** + The stability and diversity of procurement, + The stability of transaction, + The efficiency of production, + The prospects for demand for product and service, + Sales diversification, + Sales price and settlement condition, + Collection of A/R, + Effectiveness of sale network. + +--- +### Acknowledgement + +This data set has been sourced from the Machine Learning Repository of University of California, Irvine [Qualitative Bankruptcy Data Set (UC Irvine)](https://archive.ics.uci.edu/ml/datasets/Qualitative_Bankruptcy). +The UCI page mentions the following publication as the original source of the data set: + +*"The discovery of experts’ decision rules from qualitative bankruptcy data using genetic algorithms" by Myoung-Jong Kim, Ingoo Han* + -- libgit2 0.26.0