Datasets:

IdoTreibatch
/

supply-chain-analysis-assignment

disruption_id stringlengths 10 10	disruption_type stringclasses 6 values	industry stringclasses 5 values	supplier_tier int64 1 4	supplier_region stringclasses 5 values	supplier_size stringclasses 3 values	has_backup_supplier bool 2 classes	disruption_severity int64 1 5	production_impact_pct float64 1 100	revenue_loss_usd float64 10k 373M	response_type stringclasses 5 values	response_time_days int64 1 64	partial_recovery_days int64 3 337	full_recovery_days int64 8 798	permanent_supplier_change bool 2 classes
DIS-000001	Factory Incident	Pharmaceuticals	1	Asia-Pacific	Large	false	2	54.3	11,376,013.16	Customer Delay	14	3	59	false
DIS-000002	Cyber Attack	Electronics	2	Asia-Pacific	Medium	true	4	52.4	1,199,054.59	Alternative Supplier	1	29	97	true
DIS-000003	Port Congestion	Electronics	1	Asia-Pacific	Small	true	2	32.4	228,848.77	Alternative Supplier	1	18	67	true
DIS-000004	Labor Strike	Electronics	2	Europe	Large	true	1	15.7	2,257,287.82	Alternative Supplier	1	18	36	false
DIS-000005	Geopolitical	Electronics	1	South America	Medium	true	2	32.9	965,588.44	Alternative Supplier	7	11	61	true
DIS-000006	Geopolitical	Pharmaceuticals	1	Asia-Pacific	Small	false	2	25.4	597,508.89	Production Reroute	1	15	40	false
DIS-000007	Natural Disaster	Consumer Goods	2	Europe	Medium	false	3	45.9	191,433.87	Inventory Buffer	5	14	58	false
DIS-000008	Cyber Attack	Consumer Goods	3	Asia-Pacific	Large	true	4	38.2	3,097,218.68	Combined Strategy	1	35	92	true
DIS-000009	Port Congestion	Electronics	2	Europe	Medium	false	3	29.9	376,504.46	Customer Delay	10	133	228	false
DIS-000010	Port Congestion	Electronics	1	Asia-Pacific	Large	false	3	55.1	13,234,325.81	Production Reroute	29	22	103	false
DIS-000011	Natural Disaster	Automotive	1	North America	Large	true	2	31.6	685,491.74	Combined Strategy	5	31	40	false
DIS-000012	Cyber Attack	Consumer Goods	1	Europe	Medium	true	4	57	498,034.77	Combined Strategy	2	77	164	true
DIS-000013	Port Congestion	Automotive	1	North America	Large	true	2	25.8	1,368,252.83	Alternative Supplier	1	10	80	true
DIS-000014	Geopolitical	Electronics	1	North America	Large	false	2	22.9	1,107,318.15	Production Reroute	1	12	20	true
DIS-000015	Geopolitical	Automotive	1	Asia-Pacific	Small	false	2	29	208,865.5	Customer Delay	1	9	74	false
DIS-000016	Geopolitical	Pharmaceuticals	2	Europe	Large	true	2	33.9	11,474,580.44	Combined Strategy	1	18	80	true
DIS-000017	Geopolitical	Electronics	3	Europe	Small	false	1	7.8	32,362.44	Production Reroute	1	35	62	false
DIS-000018	Labor Strike	Electronics	3	Europe	Medium	true	2	34.9	542,817.81	Alternative Supplier	1	6	17	false
DIS-000019	Factory Incident	Electronics	1	Asia-Pacific	Large	false	3	34.9	7,631,702.06	Combined Strategy	4	36	94	true
DIS-000020	Geopolitical	Automotive	1	Africa/Middle East	Medium	true	2	47.1	1,281,579.65	Alternative Supplier	2	4	34	false
DIS-000021	Port Congestion	Consumer Goods	3	Asia-Pacific	Small	true	3	16.3	41,748.06	Alternative Supplier	1	41	72	false
DIS-000022	Natural Disaster	Electronics	2	Asia-Pacific	Medium	true	3	42.4	856,829.71	Alternative Supplier	4	56	92	false
DIS-000023	Geopolitical	Pharmaceuticals	4	Europe	Medium	false	3	28	2,308,568.69	Alternative Supplier	25	50	70	true
DIS-000024	Factory Incident	Consumer Goods	2	Asia-Pacific	Medium	false	3	36.7	930,188.1	Inventory Buffer	4	48	100	false
DIS-000025	Labor Strike	Automotive	1	Africa/Middle East	Large	true	2	9.9	884,590.87	Alternative Supplier	4	7	36	false
DIS-000026	Port Congestion	Electronics	1	Asia-Pacific	Medium	true	1	9.6	55,353.4	Customer Delay	3	3	28	false
DIS-000027	Geopolitical	Automotive	4	North America	Medium	true	1	26.2	679,010.51	Alternative Supplier	2	6	23	true
DIS-000028	Labor Strike	Aerospace	1	North America	Medium	false	2	21	2,219,496.95	Inventory Buffer	4	30	85	true
DIS-000029	Labor Strike	Electronics	1	North America	Small	false	1	14.8	144,280.2	Customer Delay	1	4	17	false
DIS-000030	Natural Disaster	Automotive	1	North America	Large	true	4	60.6	3,164,737.45	Alternative Supplier	1	57	135	true
DIS-000031	Port Congestion	Pharmaceuticals	2	Asia-Pacific	Small	false	2	10	365,327.3	Inventory Buffer	25	44	139	false
DIS-000032	Geopolitical	Electronics	2	Asia-Pacific	Small	false	4	60.2	262,317.35	Combined Strategy	8	38	149	false
DIS-000033	Natural Disaster	Consumer Goods	3	Asia-Pacific	Large	false	3	33.7	1,374,852.2	Combined Strategy	3	15	116	true
DIS-000034	Cyber Attack	Consumer Goods	2	North America	Large	false	5	68.7	3,934,439.3	Combined Strategy	1	31	203	true
DIS-000035	Cyber Attack	Aerospace	2	Asia-Pacific	Large	true	1	20	16,652,108.5	Customer Delay	3	18	37	true
DIS-000036	Port Congestion	Automotive	3	Europe	Medium	false	2	19.1	334,511.27	Production Reroute	2	5	33	false
DIS-000037	Geopolitical	Automotive	2	Africa/Middle East	Large	true	4	67.4	4,941,420.8	Alternative Supplier	10	79	199	false
DIS-000038	Natural Disaster	Aerospace	2	Asia-Pacific	Large	true	2	17.1	7,316,992.15	Inventory Buffer	1	27	71	false
DIS-000039	Port Congestion	Aerospace	4	Africa/Middle East	Medium	true	2	14.7	716,241.21	Alternative Supplier	2	13	37	false
DIS-000040	Factory Incident	Electronics	2	Europe	Small	false	4	56.3	1,419,851.59	Combined Strategy	7	39	102	true
DIS-000041	Natural Disaster	Electronics	2	Europe	Medium	false	3	46.7	1,621,816.17	Inventory Buffer	1	71	177	true
DIS-000042	Labor Strike	Electronics	2	North America	Medium	false	2	42.6	538,825.36	Production Reroute	9	39	70	true
DIS-000043	Natural Disaster	Consumer Goods	3	North America	Small	true	2	21.2	85,377.65	Alternative Supplier	1	9	20	false
DIS-000044	Cyber Attack	Consumer Goods	1	Asia-Pacific	Medium	false	4	57.8	667,362.36	Combined Strategy	2	8	74	true
DIS-000045	Geopolitical	Automotive	3	Europe	Medium	true	3	58.9	2,513,221.6	Alternative Supplier	4	4	11	false
DIS-000046	Port Congestion	Electronics	3	Africa/Middle East	Medium	true	3	35.3	987,494.9	Alternative Supplier	1	24	212	false
DIS-000047	Geopolitical	Automotive	3	Europe	Medium	true	3	37.8	1,973,706.21	Alternative Supplier	2	12	44	false
DIS-000048	Labor Strike	Automotive	2	South America	Large	true	2	27.3	6,188,944.38	Alternative Supplier	1	25	73	false
DIS-000049	Labor Strike	Automotive	1	Asia-Pacific	Medium	false	2	19	755,744.16	Inventory Buffer	2	6	132	false
DIS-000050	Geopolitical	Automotive	3	North America	Large	true	2	29.6	608,358.84	Alternative Supplier	1	3	15	false
DIS-000051	Cyber Attack	Automotive	4	Europe	Medium	true	2	33.9	512,380.97	Alternative Supplier	2	24	38	false
DIS-000052	Port Congestion	Electronics	3	Asia-Pacific	Small	false	4	26.3	160,613.6	Inventory Buffer	5	98	113	true
DIS-000053	Cyber Attack	Automotive	4	Asia-Pacific	Large	false	4	14.3	3,796,527.09	Production Reroute	4	93	175	false
DIS-000054	Cyber Attack	Consumer Goods	1	North America	Large	true	2	16.5	959,204.44	Alternative Supplier	1	3	40	false
DIS-000055	Labor Strike	Consumer Goods	4	Asia-Pacific	Medium	false	2	20.9	155,800.6	Combined Strategy	4	25	57	false
DIS-000056	Cyber Attack	Consumer Goods	3	North America	Small	false	4	56.9	115,738.85	Production Reroute	1	177	254	true
DIS-000057	Natural Disaster	Pharmaceuticals	3	South America	Medium	true	3	39.7	32,244,958.42	Alternative Supplier	1	18	59	false
DIS-000058	Geopolitical	Pharmaceuticals	2	Asia-Pacific	Small	false	2	39.9	629,391.42	Alternative Supplier	3	13	37	false
DIS-000059	Natural Disaster	Automotive	2	Asia-Pacific	Medium	true	3	25.5	696,708.95	Alternative Supplier	1	5	51	false
DIS-000060	Geopolitical	Automotive	2	Europe	Small	true	2	26.5	84,823.21	Alternative Supplier	7	19	45	false
DIS-000061	Factory Incident	Aerospace	2	Africa/Middle East	Small	false	1	9.7	343,470.65	Alternative Supplier	10	9	53	false
DIS-000062	Geopolitical	Electronics	1	Asia-Pacific	Small	false	3	46.5	429,355.77	Inventory Buffer	1	12	48	false
DIS-000063	Port Congestion	Automotive	1	South America	Small	false	1	18.7	159,265.35	Customer Delay	7	15	58	false
DIS-000064	Factory Incident	Automotive	1	Asia-Pacific	Small	false	3	55.1	738,733.16	Production Reroute	9	34	62	true
DIS-000065	Geopolitical	Consumer Goods	3	Europe	Small	true	3	23.6	62,537.18	Alternative Supplier	1	21	118	false
DIS-000066	Labor Strike	Automotive	2	South America	Medium	true	2	33.4	3,368,433.56	Alternative Supplier	1	27	61	false
DIS-000067	Natural Disaster	Electronics	1	Europe	Large	true	1	1	125,590.25	Alternative Supplier	1	9	29	false
DIS-000068	Port Congestion	Pharmaceuticals	1	Asia-Pacific	Medium	true	2	44.3	3,712,804.11	Alternative Supplier	1	12	122	false
DIS-000069	Natural Disaster	Aerospace	3	Asia-Pacific	Medium	true	2	32.1	5,614,013.52	Alternative Supplier	1	10	31	false
DIS-000070	Cyber Attack	Automotive	2	North America	Medium	false	3	41.7	2,144,047.89	Alternative Supplier	6	34	115	true
DIS-000071	Port Congestion	Electronics	2	North America	Medium	false	4	54.7	4,603,181.72	Production Reroute	6	53	105	true
DIS-000072	Geopolitical	Aerospace	3	Europe	Large	true	5	63.4	7,256,132.13	Alternative Supplier	1	36	109	true
DIS-000073	Natural Disaster	Automotive	4	North America	Large	false	2	18.9	1,653,156.43	Combined Strategy	3	34	117	false
DIS-000074	Port Congestion	Automotive	3	Europe	Medium	true	2	35.7	3,383,425.92	Alternative Supplier	1	18	76	false
DIS-000075	Port Congestion	Automotive	4	North America	Medium	true	3	21.4	425,005.58	Alternative Supplier	2	16	100	false
DIS-000076	Port Congestion	Electronics	3	South America	Medium	false	3	24.6	412,341.65	Customer Delay	1	36	237	true
DIS-000077	Port Congestion	Electronics	3	Asia-Pacific	Medium	true	2	22.6	689,008.28	Alternative Supplier	1	15	95	false
DIS-000078	Natural Disaster	Consumer Goods	1	North America	Medium	true	3	26.1	489,827.57	Alternative Supplier	7	8	38	true
DIS-000079	Factory Incident	Pharmaceuticals	1	Africa/Middle East	Small	false	4	84.5	1,406,813.44	Production Reroute	1	60	118	false
DIS-000080	Natural Disaster	Pharmaceuticals	1	Asia-Pacific	Medium	true	4	72.5	4,906,936.74	Alternative Supplier	4	20	191	false
DIS-000081	Cyber Attack	Electronics	3	Africa/Middle East	Large	true	4	50	7,654,383.8	Alternative Supplier	1	42	111	true
DIS-000082	Port Congestion	Aerospace	2	Europe	Large	true	2	25.2	34,529,443.85	Alternative Supplier	1	44	84	false
DIS-000083	Factory Incident	Electronics	2	Asia-Pacific	Small	true	3	33.3	841,388.04	Alternative Supplier	3	20	79	true
DIS-000084	Natural Disaster	Automotive	2	Asia-Pacific	Medium	false	2	18.3	547,631.75	Customer Delay	1	90	149	false
DIS-000085	Geopolitical	Electronics	3	South America	Large	true	2	24	1,324,104.58	Production Reroute	1	90	95	false
DIS-000086	Geopolitical	Consumer Goods	3	Europe	Medium	false	2	16.9	502,712.17	Customer Delay	7	90	136	false
DIS-000087	Port Congestion	Pharmaceuticals	3	South America	Medium	true	1	1	57,792.39	Alternative Supplier	1	12	36	true
DIS-000088	Port Congestion	Pharmaceuticals	2	Europe	Medium	true	3	20	589,450.15	Inventory Buffer	10	7	58	true
DIS-000089	Cyber Attack	Aerospace	1	Asia-Pacific	Medium	true	2	18.7	2,832,059.13	Production Reroute	1	18	33	false
DIS-000090	Labor Strike	Electronics	3	North America	Large	true	2	34.7	4,029,909.88	Alternative Supplier	1	28	63	false
DIS-000091	Natural Disaster	Automotive	1	Europe	Small	false	5	81.5	857,218.24	Combined Strategy	8	28	42	false
DIS-000092	Port Congestion	Aerospace	3	Asia-Pacific	Medium	false	1	17.9	5,038,469.23	Inventory Buffer	6	10	21	false
DIS-000093	Port Congestion	Electronics	1	Asia-Pacific	Medium	true	3	36.1	1,702,985.93	Alternative Supplier	6	7	52	false
DIS-000094	Labor Strike	Automotive	2	Asia-Pacific	Large	true	3	34	2,177,291.36	Alternative Supplier	7	11	36	false
DIS-000095	Port Congestion	Electronics	2	Europe	Small	false	1	21.4	375,876.46	Inventory Buffer	1	8	62	false
DIS-000096	Labor Strike	Pharmaceuticals	3	Asia-Pacific	Large	true	2	20.9	8,096,173.24	Alternative Supplier	3	7	36	false
DIS-000097	Labor Strike	Pharmaceuticals	3	Asia-Pacific	Medium	false	3	35.7	3,903,383.34	Combined Strategy	1	79	136	false
DIS-000098	Factory Incident	Aerospace	3	North America	Small	false	4	43.2	3,422,601.74	Production Reroute	11	49	226	true
DIS-000099	Natural Disaster	Electronics	3	Africa/Middle East	Large	true	3	25.3	2,011,550.96	Combined Strategy	3	21	34	false
DIS-000100	Natural Disaster	Automotive	3	Africa/Middle East	Medium	true	3	27.6	1,049,954.88	Alternative Supplier	1	36	107	true

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Supply Chain Disruption & Recovery Analysis

🎥 Presentation Video

📊 Project Overview

This project explores a dataset of 100,000 supply chain disruption events. The goal is to identify key factors influencing financial loss and recovery time.

Key Insights from EDA:

Costliest Disruption: Cyber Attacks result in the highest average revenue loss.
Production Impact: There is a strong correlation (0.76) between disruption severity and production impact.
Outliers: Significant outliers were found in financial loss and recovery days. We decided to keep them as they represent critical "Black Swan" events essential for risk assessment.

🛠️ Data Handling

Cleaning: No missing values or duplicates were found.
Normalization: All dates were parsed into datetime objects.
Visualizations: Boxplots were used for outlier detection, and Heatmaps for correlation analysis.

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