Exploratory Data Analysis Example - Telecom Churn

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PRABHASH GOKARN

My humble attempt at Exploratory Data Analysis using Python on a standard dataset available from the IBM Watson site.

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Exploratory Data Analysis Example - Telecom Churn

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At a Ferroalloy Plant producing High Carbon Ferro Chrome, the slag co-produced is granulated. The separation between slag and metal is not perfect and the granulated slag contains ~1% to 3% of entrapped ferrochrome. Apart from being a loss of valuable Ferro Chrome, local miscreants climb the unstable slag heaps to manually recover and steal the carry over Ferro Chrome granules, which is both a security and safety risk. We have successfully implemented a magnetic separation method for the recovery of metallics from the slag.

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On 20th April 2018, Tata Steel’s Ferro Alloy Plant at Joda turned sixty. It is India’s oldest continuously operating ferroalloy plant, and one of the oldest continuously operating ferroalloy plants in the world. The Ferro Alloy sector globally, and especially in India, is notoriously short-lived for reasons detailed in the paper. It also elaborates the reasons for the longetivity of FAP Joda.

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On 20th April 2018, Tata Steel’s Ferro Alloy Plant at Joda turned sixty. It is India’s oldest continuously operating ferroalloy plant, and one of the oldest continuously operating ferroalloy plants in the world. The plant was set up as a wholly owned subsidiary(Joda Ferro Alloy Pvt Ltd). It was the first assignment of M/s M N Dastur and completed eight months ahead of schedule. This is a booklet published by M/s MN Dastur on the occasion.

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The Ferro Alloy Plant at Joda was commissioned in 1958 and is in continuous operation since. It currently produces 50,000 MTPA of HC Ferro Manganese in two Submerged Arc Furnaces. Gas Cleaning Plant (GCP) slurry generated in wet venture scrubbers is collected in slurry pits inside the plant for drying and subsequent disposal. Because of space constraints, and in order to recycle the water used in the wet venture scrubbers, Tata Steel is upgrading its GCP slurry handling process by the installation of a GCP slurry dewatering plant. Construction of large structures within an operating plant, without affecting operations is always a challenge. The job is even more challenging, since the plant is 58 years old, with many unmarked structures, pipes, and cables lying underneath. This paper discusses how new and unexpected challenges are tackled during the construction of the Slurry Dewatering Plant without compromising on safe working.

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Tata Steel operates one of the largest chromite mines in India at the Sukinda Valley in Odisha. The chrome ore produced is subsequently converted it to Ferro Chrome and sold to customers across the world, making Tata Steel one of the top ten Chrome players in the world. A large quantity of water, generated during mining and due to rainfall, needs to be handled during the mining operations. Chrome Ore mainly contains tri-valent chromium oxide and a very small fraction of hexavalent di-chromate. Water coming in contact with chromium ore preferentially leaches out soluble hexavalent chromium from the ore body, as a result, water from the mine contains 0.2 – 4 mg/l of hexavalent chromium against a safe limit of 0.05 mg/l for human consumption; requiring all water to be treated before its release from the mines. Thus, Tata Steel has set up an Effluent Treatment Plant at Sukinda with a capacity of ~108 million litres/day, the largest in the region, and possibly one of the largest single location ETPs in India. This paper discusses how the challenges faced during construction of this Effluent Treatment Plant were successfully tackled.

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Tata Steel operates chromite mines at the Sukinda Valley in Odisha producing chrome ore which is subsequently converted it to Ferro Chrome and sold to customers across the world. A large quantity of water, pumped out from the mining pit and due to rainfall, needs to be handled during the mining operations. Chrome Ore mainly contains tri-valent Chromic oxide and a very small fraction of hexavalent di-chromate. Water coming in contact with chromium ore preferentially leaches out soluble hexavalent chromium from the ore body, as a result, water from the mine contains 0.2 – 4 mg/l of hexavalent chromium against a safe limit of 0.005 mg/l for human consumption; requiring all water to be treated before its release from the mines. Thus, Tata Steel is setting up an additional state of art effluent treatment plant at Sukinda with a capacity of 108 million litres/day; one of the largest in the region; which will be completed by Sept 2015. This paper discusses how the technology for the Effluent Treatment Plant was chosen amongst various alternatives, how the capacity of the plant was decided, the challenges during construction of the said Effluent Treatment Plant that were faced, and how these were successfully tackled. The paper also describes how, because the outlet water is of a better quality than the water from the local water body, the outlet water will be used as the input to the Water Treatment Plant, aiding water consumption and lowering operating cost.

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Tata Steel operates India’s largest chromite mines at the Sukinda Valley in Odisha producing chrome ore which is subsequently converted it to Ferro Chrome and sold to customers across the world. A large quantity of water, generated during mining and due to rainfall, needs to be handled during the mining operations. Chrome Ore mainly contains tri-valent Chromic oxide and a very small fraction of hexavalent di-chromate. Water coming in contact with chromium ore preferentially leaches out soluble hexavalent chromium from the ore body, as a result, water from the mine contains 0.2 – 4 mg/l of hexavalent chromium against a safe limit of 0.005 mg/l for human consumption; requiring all water to be treated before its release from the mines. Thus, Tata Steel is setting up an effluent plant at Sukinda with a capacity of 108 million litres/day; perhaps one of the largest in the region; which will be complete by end June 2015.

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Mining is the primary method of extraction of minerals needed by man. The main constraint to sustainability in mining stems from the increasing pollution generated by the extraction process and the large consumption of resources (mostly energy and water) needed in refining of the minerals. Mining operations are associated with a range of environmental and social impacts, as well as the non-renewable nature of many mined resources. Thus the sustainability of this industry and the efficient use of its resources for development remain crucial. There is a growing realization globally of the importance of strong and effective legal and regulatory frameworks, policies and practices for the mining sector that deliver economic and social benefits. It is possible for mining to contribute to sustainable development through: • Enhancing the benefits while mitigating the negative impacts both when mining is taking place and subsequently as well (by scientific mine closure) • Improving stakeholder participation in the management of the resources including local and indigenous communities • Addressing the environmental, economic, health and social impacts and benefits of mining throughout their life cycle, including workers' health and safety. There must be a balance between contrasting claims of sustainability for the future versus current economic benefit from mining. We must : • Stay within the capacity of ecosystems to absorb change. • Provide an adequate standard of living for those in the area of influence. • Create wealth for development of society & provide for the development of advanced technology. • Develop systems of governance which promote and sustain these goals.

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