first commit

app.py

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+from transformers import pipeline
+import streamlit as st
+from spacy import displacy
+from typing import List, Tuple
+import json
+import random
+
+
+def ner_prediction(model, sentence):
+    """ This function takes in a ner pipeline model and a sentence, make the prediction and returns a list of entity
+        prediction in ("LABEL", "TEXT", "START_IDX", "END_IDX") format
+    """
+    entity_map = {
+        "B-ORG": "ORG",
+        "B-SEG": "SEGMENT",
+        "B-SEGNUM": "NUM_SEGMENT"
+    }
+    predictions = []
+    model_output = model(sentence)
+
+    accumulate = ""
+    current_class = None
+    start = 0
+    end = 0
+    for item in model_output:
+        if item['entity'].startswith("B"):
+            if len(accumulate) > 0:
+                predictions.append((current_class, accumulate, start, end))
+            accumulate = item['word'].lstrip("Ġ")
+            current_class = entity_map[item['entity']]
+            start = item['start']
+            end = item['end']
+
+        else:
+            if item['word'].startswith("Ġ"):
+                accumulate += " "+item['word'].lstrip("Ġ")
+
+            else:
+                accumulate += item['word']
+            end = item['end']
+
+    # clear last cache
+    if len(accumulate) > 0:
+        predictions.append((current_class, accumulate, start, end))
+
+    return predictions
+
+
+def generate_displacy_html(predictions: List[Tuple[str, str, int, int]], sentence) -> str:
+    '''
+    This function will take in a list of prediction in ("LABEL", "TEXT", "START_IDX", "END_IDX")
+    and generate displacy entity html to be output in streamlit
+    '''
+    colors = {"SEGMENT": "linear-gradient(90deg, #DBE575, #C3D32C)",
+              "NUM_SEGMENT": "linear-gradient(90deg, #3AD8E8, #1AA7B6)",
+              "ORG": "linear-gradient(90deg, #aa9cfc, #fc9ce7)"
+              }
+    options = {"ents": ["SEGMENT", "NUM_SEGMENT", "ORG"], "colors": colors}
+
+    payload = [
+        {'text': sentence,
+         'ents': [{'start': pred[2], 'end': pred[3], 'label': pred[0]} for pred in predictions],
+         'title': "Name entity recognition"
+         }
+    ]
+    displacy_html = displacy.render(
+        payload, style='ent', manual=True, options=options)
+
+    return displacy_html
+
+
+# loading in the model in cache
+@st.cache(allow_output_mutation=True)
+def load_model_and_data():
+    # loading in the sample text
+    with open("sample_articles.json", "r") as json_file:
+        sample_text = json.load(json_file)
+
+    # loading in the model
+    model_path = "wolfrage89/company_segment_ner"
+    model = pipeline('ner', model_path)
+
+    return sample_text, model
+
+
+sample_texts, model = load_model_and_data()
+
+# creating session state
+if "article_text" not in st.session_state:
+    st.session_state["article_text"] = ""
+if "displacy_html" not in st.session_state:
+    st.session_state['displacy_html'] = ""
+
+
+# adding in the side bar
+st.sidebar.title("Welcome To Company Segment Name Entity Recognition App")
+
+random_button = st.sidebar.button("RANDOM")
+st.sidebar.write("Randomly generates an article for testing")
+st.sidebar.markdown("---")
+predict_button = st.sidebar.button("PREDICT!")
+
+if random_button:
+    st.session_state['article_text'] = random.choice(sample_texts)
+    st.session_state["displacy_html"] = ""
+
+if predict_button:
+    if len(st.session_state['article_text']) > 0:
+        predictions = ner_prediction(model, st.session_state['article_text'])
+        st.session_state['displacy_html'] = generate_displacy_html(
+            predictions, st.session_state['article_text'])
+    else:
+        st.session_state['displacy_html'] = ""
+
+st.session_state["article_text"] = st.text_area(
+    label="Insert article here", value=st.session_state["article_text"], height=200)
+
+st.markdown(st.session_state['displacy_html'], unsafe_allow_html=True)

requirements.txt

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+torch
+transformers
+streamlit
+spacy

sample_articles.json

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+["Bengal Tea & Fabrics Limited is engaged in the business of tea and textiles. The Company's principal products/services include black tea, cloth cotton fabrics and synthetic yarn. Its segments are tea, textile and real estate. Its tea products include black tea leaf and dust, and tea seed, and its textile products include cotton yarn, manmade fiber yarn, blended yarn and fabrics. The Company owns approximately three tea estates, including Ananda Tea Estate, Pathalipam Tea Estate and Bordeobam Tea Estate, with an annual production of approximately 1.6 million kilograms of tea, having a planted area of over 630 hectares, situated in North Lakhimpur in Upper Assam. The Company processes the green tea leaves at its own factory situated at Ananda Tea Estate. It owns a composite textile mill, namely Asarwa Mills, with an installed capacity of approximately 47,620 spindles and over 90 looms, situated in Ahmedabad in Gujarat.", "Group 1 Automotive, Inc. is an operator in the automotive retail industry. The Company, through its dealerships, sells new and used cars and light trucks; arranges related vehicle financing; sells service and insurance contracts; provides automotive maintenance and repair services, and sells vehicle parts. The Company operates through three segments: the U.S., which includes the activities of its corporate office, the United Kingdom and Brazil. The Company owns and operates approximately 237 franchises, representing 31 brands of automobiles, at 184 dealership locations and 49 collision centers. The Company's operations are primarily located in metropolitan areas, including in Alabama, California, Florida, Georgia, Kansas, Louisiana, Maryland, Massachusetts, Mississippi, New Hampshire, New Jersey, Oklahoma, South Carolina, Texas in the United States, United Kingdom, and in metropolitan markets in the states of Sao Paulo, Parana, Mato Grosso do Sul and Santa Catarina in Brazil.", "ONO PHARMACEUTICAL CO., LTD. is a Japan-based company primarily engaged in the manufacture and sale of pharmaceuticals. The Company operates in one business segment. The Pharmaceutical segment involves in the manufacture and sale of drugs for medical and general use. The Company also involves in the clinical development, introduction and derivation of pharmaceuticals.", "Visteon Corporation is a global automotive supplier that designs, engineers and manufactures electronics products for original equipment vehicle manufacturer (OEM), including Ford, Mazda, Nissan/Renault, General Motors, Honda BMW and Daimler. The Company operates through Electronics segment. The Electronics segment provides vehicle cockpit electronics products to customers, including instrument clusters, information displays, infotainment, audio systems, telematics solutions and head up displays. It designs and manufacturers vehicle cockpit electronics components, modules and systems. It offers a range of information displays incorporating a sleek profile, craftsmanship and touch sensors, designed to deliver high performance for the automotive market. It offers a range of audio products, including audio head units, and analog and digital radios, which deliver consumer device connectivity. It offers an automotive-grade, integrated domain controller approach, called Smartcore.", "Singapore Myanmar Investco Limited, formerly Singapore Windsor Holdings Limited, is an investment and management company. The Company's segments include Trading of industrial products; Trading of F&B products; Provision of telecommunication towers and related services; Europcar rental vehicles, and Duty free and retail operations. It offers travel and fashion retail, which includes airport retailing; auto services, which provide car rental and limousine services-Europcar sole franchise; construction services, which distribute SANY construction equipment and spares; food and beverage, which imports and distributes food and beverage products, and franchises; infrastructure services (telecom services), which owns telecom infrastructure; infrastructure (logistics), which includes logistics and warehousing services in Myanmar; serviced offices, which provides serviced offices, and telecom equipment services, which distributes business-to-business telecommunication products and services.", "Mukta Arts Limited is engaged in box office collection-exhibition, food and beverages, and rent and amenities charges business. The Company is primarily engaged in the business of film production, distribution and exhibition (wherein it provides film content to multiplexes and single screens across India, as well as manages/operates theatres). It operates through five segments: Software division, which is engaged in the film/television production, distribution and exhibition operations; Equipment division, which consists of the equipment given on hire to the outsider; Education division, which is engaged in the operations of an education, research and training institute that imparts training in various skills related to films, television and media industry; Theatrical exhibition division, which includes operations consisting of a range of activities/services offered at theaters, including sale of tickets, catering of food and beverages, and Others, which consists of rental income.", "Voya Financial, Inc. is a retirement, investment and insurance company. The Company operates through three segments: Retirement, Investment Management and Employee Benefits. The Retirement segment is focused on meeting the needs of individuals in preparing for and sustaining a secure retirement through employer-sponsored plans and services, as well as through individual account rollover plans and financial product offerings and planning and advisory services. The Investment Management segment offers domestic and international fixed income, equity, multi-asset and alternatives products and solutions. The Investment Management segment delivers products and services that are manufactured by traditional and specialty investment platforms. The Employee Benefits segment provides stop loss, group life, voluntary employee-paid and disability products to mid-sized and large businesses.", "Voltas Limited is an air conditioning and engineering company. The Company is engaged in room air conditioners, contract revenue, commercial refrigeration products and sale of services. The Company's segments include Electro-mechanical Projects and Services; Engineering Products and Services; Unitary Cooling Products for Comfort and Commercial use, and Others. The Company is engaged in the field of air conditioning, refrigeration, as well as in the business of electro-mechanical projects as an engineering, procurement and construction (EPC) contractor. The Company is also engaged in the business of engineering product services for mining, water management and treatment, construction equipment and textile industry. The Company offers products, including textile machinery; mining and construction equipment; heating, ventilation, air conditioning and refrigeration (HVAC&R), and water coolers and dispensers. The Company has presence in India, the Middle East, among others.", "ROUND ONE Corporation is a Japan-based company principally mainly engaged in the comprehensive amusement business. The Company operates in two geographic segments: Japan and the United States. The Company is engaged in the operation of indoor leisure complex with bowling alleys, arcade games, karaoke, billiards, and Spo-Cha (collection of sporting activities). The Company sets up bowling alleys at all stores, and sets up sports amusements, such as billiards and table tennis, as well as karaoke boxes and amusement parks. The company also operates stores in the United States.", "Barak Valley Cements Limited is a cement producing company in the North-Eastern Region. The Company is engaged in the business of manufacturing of cement and clinker of different grades. Its segments include Cement and Power. It markets its products under the brand name, Valley Strong Cement, and has also diversified its business in Power Generation and Tea Cultivation lines through its subsidiaries. It caters to Tripura, Mizoram and Barak Valley Region consisting of customers, contractors, builders, institutions and Government Agencies. Its product portfolio includes both Ordinary Portland Cement (OPC) and Portland Pozzolana Cement (PPC). Its manufacturing unit is located at Jhoom Basti, Devendranagar, Badarpurghat, Karimganj, Assam. Its subsidiaries include Cement International Limited, Badarpur Energy Private Limited, Meghalaya Minerals and Mines Limited, Singlacherra Tea Company Private Limited, Chargola Tea Company Private Limited and Valley Strong Cements (Assam) Limited.", "Lumax Industries Limited is engaged in the business of manufacture of various types of automotive lighting equipment. The Company's geographical segments are domestic and overseas market. The Company has business operations across four, two-wheeler and farm equipment segments. Its product portfolio includes an array of automobile lighting systems and solutions, which include stellar quality tail lamps and head lamps, sundry and auxiliary lamps, and all other products related to lighting accessories for trucks, buses, earth-movers, tractors and a range of applications. The Company has approximately nine manufacturing plants in India. Of these, over three are located in cities of Gurgaon, Dharuhera and Bawal in the state of Haryana, near New Delhi and approximately two plants in Pune, near Mumbai in Maharashtra, over two plants in Uttarakhand - Pantnagar, Haridwar, approximately one in Sanand in the state of Gujrat and over one is located in Bidadi in the state of Karnataka.", "Regis Resources Ltd is an Australia-based gold production and exploration company. The Company id focused on developing mid-sized gold operations within Australia and Africa. It operates through two reportable segments which comprise the Duketon Gold Project; being Duketon North Operations (DNO), comprising Moolart Well, Gloster, Anchor and Dogbolter, and Duketon South Operations (DSO), incorporating Garden Well, Rosemont, Erlistoun and Tooheys Well. Its Duketon Gold Project is located approximately 130 kilometers (km) north of Laverton in Western Australia. Its Garden Well project is an open pit operation with a standalone mill. Garden Well is located approximately 30 km from the Moolart Well Gold Mine. Rosemont gold project is located approximately nine km north-west of the Garden Well Gold Mine. Its McPhillamys Gold Project is located approximately 35 kilometres south east of the town of Orange.", "Ambertech Limited is an Australia-based company, which is engaged in the import and distribution of technology equipment to the professional broadcast, film, recording and sound reinforcement industries, and of consumer audio and video products in Australia and New Zealand. The Company's segments include Professional, Lifestyle Entertainment and New Zealand. The Company's Professional segment is engaged in distribution of technology equipment to professional broadcast, film, recording and sound reinforcement industries. The Company's Lifestyle Entertainment segment is engaged in distribution of home theatre products to dealers, distribution and supply of custom installation components for home theatre and commercial installations to dealers and consumers, and the distribution of projection and display products with business and domestic applications. Its New Zealand segment is engaged in distribution of a range of products for both professional and consumer markets in New Zealand.", "G. Willi-Food International Ltd. is a holding company. The Company is engaged directly and through subsidiaries, in the development, import, export, marketing and distribution of a range of over 600 food products around the world. The principal products in the import segment product line include Canned Vegetables and Pickles, Canned Fish, Canned Fruit, Edible Oils, Dairy and Dairy Substitute Products, Dried Fruit, Nuts and Beans, and Other Products. Its brands include Willi-Food, Gold-Frost, Gold Food, Tifeeret, Donna Rozza, Completa, Raskas and Del Monte, among others. The Company's products are marketed and sold to approximately 1,500 customers throughout Israel and outside of Israel. The Company's customers generally fall within one of the two groups, including retail supermarket chains in the organized market, and private supermarket chains, mini-markets, wholesalers, food manufacturers, institutional consumers, such as catering halls, hotels, hospitals and food producers.", "Cabot Microelectronics Corp is a global supplier of consumable materials to semiconductor manufacturers and pipeline operators. The Company also provides performance products and services to the pipeline operations industry. It operates through two reportable segments: Electronic Materials and Performance Materials. Electronic Materials segment includes products and solutions for the semiconductor industry. It manufactures and sells chemical mechanical planarization (CMP) consumables, including CMP slurries and polishing pad products, and high-purity process chemicals used to etch and clean silicon wafers in the production of semiconductors, photovoltaics (solar cells) and flat panel displays. Performance Materials segment includes pipeline performance products and services for oilfield energy industries, wood treatment products, and products and equipment used in the precision optics industry.", "Advanced Drainage Systems, Inc. is a manufacturer of thermoplastic corrugated pipe, providing a suite of water management products and drainage solutions for use in the underground construction and infrastructure marketplace. The Company\u2019s operates through two segments: Domestic and International. Domestic segment manufactures and markets products throughout the United States. International segment manufactures and markets products in regions outside of the United States, with owned facilities in Canada and those markets serviced through its joint ventures in Mexico and South America. Its product line includes corrugated high-density polyethylene pipe, polypropylene pipe and related water management products. Its product line includes single, double and triple wall corrugated polypropylene and polyethylene pipe and a variety of additional water management products including, storm retention and septic chambers; PVC drainage structures; fittings; and water quality filters.", "TGV SRAAC Limited, formerly Sree Rayalaseema Alkalies and Allied Chemicals Limited, is a producer of chlor-alkali products and manufactures castor derivatives and fatty acids. The Company is engaged in the manufacturing of caustic soda lye/flakes, caustic potash lye/flakes, and soap noodles. Its business segments include Chemicals, Oils & Fats, and Power. It deals in chlorine, sodium hypochlorite, hydrogen, potassium hydroxide and potassium carbonate under Chemicals Segment. The Fatty Acids Division produces over 29,778 million tons of stearic acid and soaps noodles, and the Castor Oil Division produces over 9,044 million tons Castor Oil. Its castor derivatives include Hydrogenated Castor Oil, Ricinoleic Acid, and Methyl 12 hydroxy stearic acid (HSA). It is engaged in examining the avenues for the 28-megawatt power plant project at Bellary. It is a provider of mercury-free caustic lye for soap manufacturers and exports its products to Sri Lanka, Malaysia, Sharjah, Bahrain, and Dubai.", "Atlanta Limited is an India-based construction company. The Company is engaged in the business of contracting activities, such as construction and development of infrastructure. The Company is involved in the business of infrastructure development on engineering, procurement and construction (EPC) basis and public private partnership (PPP) model on build, operate and transfer (BOT) and design, build, finance, operate and transfer (DBFOT) basis. Its infrastructure development activities include, inter-alia, construction of roads, highways, bridges and runways on BOT and DBFOT basis. The Company is also involved in real estate development, tourism, infrastructure business segment and mining of coal and lime stones. The Company is developing a tourism project in over 4,000 acres of land with approximately eight kilometer waterfront, near Surat. Its subsidiaries include Atlanta Infra Assets Limited and Atlanta Tourism Ventures Limited, among others.", "Dharani Sugars and Chemicals Limited is engaged in the business of manufacturing of white sugar, generation of electricity and production of industrial alcohol. The Company's products/services include Sugar, Distillery and Co generation. The Company's segments include Sugar, Distillery and Power. The Sugar segment includes molasses and other by-products. It is engaged in manufacturing of alcohol, including ethanol. It has over three integrated sugar plants with a total crushing capacity of approximately 10,000 tons of cane per day (TCD) and a multi product distillery of approximately 160 kilo liters per day (KLPD). It has a co-generation power plant of 37 megawatts (MWs). Its operations are spread across locations in Tamil Nadu, including Dharani Nagar in Tirunelveli District at Karaipoondi Village; Polur in Thiruvannamalai District, and Kalayanallur Village, Sankarapuram Taluk in Villupuram District.", "Service Corporation International is a provider of deathcare products and services, with a network of funeral service locations and cemeteries. The Company's segments include Funeral, Cemetery and Corporate. It conducts both funeral and cemetery operations in the United States and Canada. As December 31, 2016, it operated 1,502 funeral service locations and 470 cemeteries, including 281 funeral service/cemetery combination locations, which are geographically diversified across 45 states, eight Canadian provinces, the District of Columbia, and Puerto Rico. It offers various brands, such as Dignity Memorial, Dignity Planning, National Cremation Society, Advantage Funeral and Cremation Services, and Funeraria del Angel. Its funeral service and cemetery operations consist of funeral service locations, cemeteries, funeral service/cemetery combination locations, crematoria, and related businesses. It sells cemetery property, and funeral and cemetery merchandise and services.", "Titan Securities Limited is an India-based non-banking financial company. The Company is engaged in other financial services excluding insurance and pension funding activities. The Company operates through two segments: sale and purchase of shares (trading and investment), and Financing Business (granting of unsecured loans). The Company invests its funds in financial services. The Company deals in shares and securities of all type of listed and unlisted securities, bonds and debentures, among others. The Company is also dealing in short term or long term finances for business entities.", "Prabhat Telecoms (India) Limited is engaged in designing, assembling, importing and distribution of mobile handsets, wireless dongles/data-cards, data products, and mobile and telecom accessories. The Company sells mobiles and Internet data cards and smart phones/tablets, fixed wireless terminal and high end telecom devices under the brand name Xccess. The Company sells its accessories under the brand name Platinum. The Company designs, assembles and distributes code division multiple access (CDMA)/global system for mobile communication (GSM) feature handsets under the brand name V3 Mobile. The Company also sells its product through organized retail chain, such as The Mobile Store and Mobile plus. The Company also sells its products through approximately 15 online portals. It also operates its own e-commerce portal to offer its own branded product along with other branded devices under the brand, Mobile Plus.", "Platinum Asset Management Limited (Platinum) is an Australia-based company that operates a funds management business. The Company operates through two segments: funds management, and investments and other. The Company offers regional and industry-specific funds in addition to global portfolios. It provides investment management services to its related party unit trusts - the Platinum Trust Funds and Platinum Global Fund; its offshore fund, Platinum World Portfolios Plc., and its two Australian Securities Exchange Limited (ASX)-listed investment companies (LICs), Platinum Capital Limited and Platinum Asia Investments Limited. Platinum's product range consists of global, regional and sector products for investment. Its Platinum Trust Funds include Platinum International Fund, Platinum Unhedged Fund, Platinum Asia Fund, Platinum Japan Fund and Platinum European Fund.", "CESC Limited is an integrated electrical utility and holding company. The Company is engaged in the generation and distribution of electricity across approximately 570 square kilometers of licensed area in Kolkata and Howrah, West Bengal. The Company's segments include Power, which is engaged in generation and distribution of electricity; Retail, which includes organized retailing; Property, which is engaged in property development, and Processing Outsourcing, which includes business process outsourcing. It serves domestic, industrial and commercial users. It owns and operates over three thermal power plants generating approximately 1,120 megawatts of power. The thermal power plants include Budge Budge Generating Station, Southern Generating Station and Titagarh Generating Station. The Company, through its subsidiaries, operates in retail, business process management and infrastructure sectors. It operates in India, the United Kingdom, the United States, Canada and Rest of the world.", "Spark Infrastructure Group is an Australia-based company focused on services infrastructure businesses, primarily electricity distribution and transmission businesses, in Australia. The Company\u2019s segments include Victoria Power Networks, SA Power Networks, TransGrid and Bomen. Victoria Power Networks segment includes its interest in two electricity distribution businesses in Victoria: CitiPower and Powercor. SA Power Networks segment includes its interest in the electricity distribution business in South Australia. TransGrid segment includes its interest in the electricity transmission business in New South Wales, including NSW Electricity Networks Assets Holdings Trust (NSW Electricity Networks Assets) and NSW Electricity Networks Operations Holdings Trust (NSW Electricity Networks Operations)). Bomen segment includes its interest in the Bomen Solar Farm HoldCo Pty Ltd and Bomen Solar Farm Hold Trust.", "CVR Energy, Inc. (CVR Energy) is a holding company. The Company is engaged in the petroleum refining and nitrogen fertilizer manufacturing through its holdings in CVR Refining LP (CVR Refining or the Refining Partnership) and CVR Partners LP (CVR Partners or the Nitrogen Fertilizer Partnership). It operates under two business segments: petroleum (the petroleum and related businesses operated by the Refining Partnership) and nitrogen fertilizer (the nitrogen fertilizer business operated by the Nitrogen Fertilizer Partnership). The Company's Refining Partnership is an independent petroleum refiner and marketer of transportation fuels. Its Nitrogen Fertilizer Partnership produces and markets nitrogen fertilizers in the form of urea and ammonium nitrate (UAN) and ammonia. The petroleum business consists of a coking medium-sour crude oil refinery in Coffeyville, Kansas and a crude oil refinery in Wynnewood, Oklahoma.", "Equity Residential is a real estate investment trust. The Company's primary business is the acquisition, development and management of multifamily residential properties. Its segments include Boston, New York, Washington D.C., Southern California, San Francisco, Seattle and Other Markets. Southern California includes Los Angeles, San Diego and Orange County. Other Markets includes Phoenix. It is engaged in leasing of apartment units to residents. It focuses on rental apartment properties in urban and high-density suburban coastal gateway markets. As of December 31, 2016, the Company owned 302 properties located in 10 states and the District of Columbia consisting of 77,458 apartment units. The Company's projects include The Alton, 455 Eye Street, 855 Brannan, Cascade, One Henry Adams, 340 Fremont and Vista 99. ERP Operating Limited Partnership (ERPOP) conducts the multifamily residential property business of Equity Residential.", "Sumitomo Electric Industries, Ltd. is a Japan-based manufacturing company. The Company operates through five business segments. The Automobile Related segment is engaged in the provision of wire harnesses, rubber cushions, hoses for automobiles, automobile electrical parts and other products. The Information Communications Related segment is engaged in the provision of optical fiber and other optical electronic devices. The Electronics Related segment is engaged in the provision of electronic wires, compound semiconductors, flexible print circuit boards, fluorine resin products and other products. The Environment Energy Related segment is engaged in the provision of conductive products, electric wire cables and equipment, as well as the electrical construction business. The Industrial Material Related segment is engaged in the provision of steel wires for precision springs, steel rods, carbide tools, optical parts and other products.", "CITIC OFFSHORE HELICOPTER CO.,LTD. is a China-based company principally engaged in the provision of aviation integrated flight services. The Company mainly operates through five segments. Offshore Oil segment provides offshore oil helicopter flight services. Port Pilot segment mainly provides port pilot services in Tianjin Port, Lianyungang Port, Zhanjiang Port and Qingdao Port, among others. Land Navigation segment is mainly involved in aviation forest protection, power patrol line, polar expedition, escrow and other navigable helicopter flight service businesses. Navigation Maintenance segment provides airbus and helicopter companies with aftermarket maintenance services. Navigation Training segment is mainly engaged in the provision of model license training for pilots and maintenance engineers, as well as functional management training and others. The Company mainly operates its business in domestic market.", "Ambica Agarbathies Aroma & Industries Limited manufactures and sells incense sticks in India. The Company owns a farmland with resort clubhouse and health center. The Company is also involved in the film production and distribution activities; engages in wind power generation, and operates hotels. The Company's principal business activities include manufacturing of Ambica Agarbathies, Hotel and Construction. The Company operates in three segments, which include Agarbathies Division, Hotel Division and Construction Division. The Company's Agarbathies Division offers durbar bathi, fruit (natural bathies), sun moon (incense sticks), amrutham (herbal bathies) and athjisaya dhoop. The Company's Hotel Division operates hotels. The Company's Construction Division is in the process of bidding for new projects and is focusing on the ongoing projects. The Company also offers a range of customized products, which include desire, erotica, kamasutra, love and passion.", "Cloudera, Inc. is a developer of platform for data management, machine learning and advanced analytics. The Company allows enterprises to operate, manage and move workloads across multiple architectures, mixing on premises and cloud environments, including all major public cloud infrastructure providers. It operates through two operating segments: subscription and services. Its products include Cloudera Enterprise Data Hub, Cloudera Analytic BD, Cloudera Operational DB, Cloudera Data Science & Engineering, and Cloud Essentials. The Company offers Cloudera Data Science for programmatic preparation, predictive modeling and machine learning; Cloudera Real Time for online, streaming and rea ltime applications; and Cloudera Analytics for business intelligence and structured query language (SQL) analytics. It has developed the hybrid open source software (HOSS) development model, which helps customers in managing, operating and securing their data and data architectures.", "Charisma Energy Services Limited, formerly YHM Group Limited, is a Singapore-based investment holding company. The Company is engaged in the provision of management services to its subsidiaries. The Company operates through power and energy services segment, which is engaged in the owning, chartering and management of power generation equipment and in the owning, chartering and management of oil and gas related vessels and equipment. The Company, through its subsidiaries, is engaged in activities, including ship owning and provision of ship chartering services, and owning and leasing of accommodation module. The Company's subsidiaries include Anchor Marine 2 Inc., Anchor Marine 3 Inc., Anchor Offshore Services Inc. and Aus Am Pte. Ltd.", "Sierra Wireless, Inc. is engaged in building the Internet of Things (IoT) with wireless solutions for organizations. The Company's OEM Solution segment offers cellular embedded wireless modules for IoT connectivity, including an embedded application framework to support customer applications. The Company's Enterprise Solution segment offers intelligent routers and gateways, including management tools and applications that enable cellular connectivity. The Company's Cloud and Connectivity Services segment offers a cloud based platform for deploying and managing IoT applications, Smart SIM supported by mobile core networks, and managed wireless broadband services to enable customer IoT deployments. The Company offers a portfolio of second generation, third generation, and fourth generation cellular embedded wireless modules and gateways, integrated with its secure cloud and connectivity services. The Company offers its products to original equipment manufacturers (OEMs) and enterprises.", "Theta Gold Mines Ltd, formerly Stonewall Resources Limited, is an Australia-based gold mining company. The principal activities of the Company are the consolidation of costs in the South African entities, as well as a review of the Pre Mined Residue Project with a view to bringing it into operation. The Company's operating segments include TGME, Bosveld and Sabie. The Company's projects include Transvaal Gold Mining Estates Limited (TGME) Project and Sabie. The TGME project is located around the towns of Pilgrims Rest. The TGME Project consists of two mining operations: Central/Northern (near and to the north of town Pilgrim's Rest) and Southern (town Sabie to the south). The Sabie project is located in the Mpumalanga Province of South Africa. The Company owns Lucky Draw Gold Project, which is located in Australia, near the township of Burraga in New South Wales.", "Jintai Energy Holdings Limited, formerly Yuhua Energy Holdings Limited, is an investment holding company principally engaged in the energy trading business. The Company operates its business through two segments. The Energy Trading segment is mainly engaged in the trading of fuel oil and kerosene. The Speaker Trading segment is engaged in the sales of speaker drivers for automotive, flat-panel television (TV) and audio applications.", "Arconic Corp is engaged in manufacturing aluminum sheet, plate, extrusions and architectural products. The Company operates through three segments: Rolled Products, Extrusions, and Building and Construction Systems (BCS). It serves the ground transportation, aerospace, building and construction, industrial, and packaging end-markets. Rolled Products segment produces a range of aluminum sheet and plate products. Extrusions segment produces a range of extruded products, including aerospace shapes, such as wing stringer, floor beams, fuselage, cargo; automotive shapes, such as driveshafts, anti-lock brake housings, turbo charger; seamless tube, hollows, mortar fins and high strength rod and bar. BCS business manufactures differentiated products and building envelope solutions, including entrances, curtain walls, windows, composite panel and coil coated sheet.", "IT Tech Packaging, Inc., formerly Orient Paper, Inc. is a holding company for the Hebei Baoding Orient Paper Milling Company Limited (Orient Paper HB), a producer and distributor of paper products in China. The Company is engaged in production and distribution of four categories of paper products: corrugating medium paper (CMP), offset printing paper, digital photo paper and tissue paper products. The Company, through Baoding Shengde Paper Co., Ltd. (Orient Paper Shengde), is engaged in production and distribution of digital photo paper. The Company operates through two segments: Orient Paper HB, which produces printing paper and CMP, and Orient Paper Shengde, which produces digital photo paper. CMP is used in the manufacturing of cardboard. The Company has over two corrugating medium paper production lines, including PM6 and PM1. The Company also produces finished tissue paper products that are marketed and sold under the Orient Paper brand.", "National Peroxide Limited is a manufacturer of hydrogen peroxide, sodium perborate, compressed hydrogen gas and per acetic acid. The Company operates through two divisions: manufacturing of peroxygens and hydrogen gas, and others, which consists of investing activities. The Company manufactures hydrogen peroxide with an installed capacity of approximately 95,000 metric tons per annum (MTPA) on 50% weight per weight (w/w). basis. The Company manufactures hydrogen peroxide in approximately four different forms, which include 50% w/w (Concentrated), 60% w/w (Concentrated), 35% w/w (Concentrated) and 70% w/w (Distillate). The Company's integrated manufacturing site for hydrogen peroxide is located at Kalyan in Maharashtra (India). The Company's subsidiary is Naperol Investments Limited.", "Lesha Industries Limited is an India-based company engaged in trading and manufacturing of steel products, and information technology and related services. The Company operates through the segments: Trading in Steel Product, Trading of Electronics Products, Dealing in Shares & Securities, and Others. The Company offers solutions for Internet access, Web solutions, networking and communication, data entry operations and other values added services, distribution of computer hardware and peripherals, and database management. It engages in designing, setting up, managing and enabling infrastructure for e-governance. It also trades various toy items.", "Bancolombia S.A. (Bancolombia) is a financial institution engaged in providing a range of financial products and services to a diversified individual, corporate, and government customer base throughout Colombia, Latin America and the Caribbean region. The Bank operates through 10 segments: Banking Colombia, Banking Panama, Banking El Salvador, Leasing, Trust, Investment Banking, Brokerage, Off Shore and All other. It delivers its products and services through its regional network comprising Colombia's non-Government owned banking network, El Salvador's financial conglomerate by gross loans, Guatemala's bank, Panama's bank and off-shore banking subsidiaries in Panama, Cayman and Puerto Rico, as well as subsidiaries in Peru. The Bank and its subsidiaries offer Savings And Investment, Ahorro A La Mano, Financing, Mortgage Banking, Factoring, Financial and Operating Leases, Capital Markets, eTrading, Cash Management, Foreign Currency, Bancassurance, Investment Banking and Trust Services.", "Sequoia Financial Group Limited, formerly MDS Financial Group Limited, is an integrated financial services company providing products and services to self-directed retail and wholesale clients. The Company operates through seven segments: Trading and Execution, which is engaged in provision of execution only, online trading services; Software Subscriptions, which is engaged in provision of financial market data and analysis tools for investors; Capital Markets Advisory, which is engaged in provision of capital markets advice and related services; SMSF Administration, which is engaged in provision of market solution for self-managed super funds (SMSF); Wealth Advisory, which is engaged in provision of client advisory services; Investment Solutions, which is engaged in provision of modified investment products, and Finance News Services, which is engaged in provision of financial news services. It also provides retail, wholesale and institutional trading platforms.", "Koninklijke KPN N.V. (KPN) is a telecommunications and information and communications technology (ICT) provider based in the Netherlands. The Company's segments include Consumer, Business, Wholesale, and Network, Operations & IT. The Company is engaged in offering fixed and mobile telephony, fixed and mobile broadband Internet and television to retail consumers. To business consumers the Company offers Internet and mobile telephony services, as well as infrastructure and network related ICT solutions, including cloud hosting and Internet of Things (IoT) connectivity. KPN also provides wholesale network services to third parties. The Company's brands include KPN, Telfort, XS4ALL, Simyo, Yes Telecom, Ortel Mobile, Argeweb, Solcon, Route IT, Divider, Internedservices, NLDC and StartReady, among others. The Company delivers its services primarily in the Netherlands.", "Gas2grid Limited is engaged in the business of oil and gas exploration in the Philippines and France. The Company is involved in performing geological and geophysical studies, exploratory drilling of wells and seismic surveys. The Company's segments are Australia, Philippines and France. The Company holds interest in Service Contract 44 (SC 44), which is located onshore Cebu in the Philippines. The Company holds interest in St. Griede license. The license covers approximately 1,238 square kilometers within the onshore part of the Aquitaine Basin, north and east of the city of Pau in the south of France. The Company is also active within the Aquitaine Basin, south-west France where it has one existing exploration license and three new license applications, which are being processed by the French Government. The Company also plans to build and operate gas fired electricity generation plants in the Philippines. Its subsidiaries include Gas2grid Pte Limited and Wellfin Pty Limited.", "Rasa Industries, Ltd. is a Japan-based company engaged in the manufacture and sale of chemicals such as flocculants for water treatment, industrial waste treatment machines and special screens, others business about precision machinery, catalyst regeneration for petroleum refining, as well as real estate leasing business. The Company operates through three business segments. The Chemical Products segment is engaged in production of phosphoric acid and phosphorus secondary salts, flocculating agents for water treatment, high-performance drugs for the electronics industry and antibacterial agents. The Machinery segment is engaged in production of digging machines, shredding related machines, municipal solid waste and industrial waste processing machines. The Electronic Materials segment is engaged in production of high purity inorganic materials and radioactive iodine adsorbents. In addition, the Company is also engaged in reprocessing business and real estate leasing business.", "Superior Lake Resources Limited, formerly Ishine International Resources Limited, is an Australia-based company engaged in exploration of mineral prospects. The Company operates through the segment of mineral exploration. The Company's projects include Glendambo Project, Mulgaria Project, Southern Cross Project and Halls Creek Project. The Glendambo Project is located in Mulga well area, approximately 110 kilometers east of Tarcoola. The Mulgaria Project is located in Mulgaria area, approximately 80 kilometers west-southwest of Marree. The Southern Cross Project's tenements include E37/1073 and E77/1786. Tenement E37/1073 is located approximately 50 kilometers northeast of Leonora and over 70 kilometers west-northeast of Laverton. Tenement E77/1786 is located approximately 60 kilometers southwest of Southern Cross, over 30 kilometers southeast of Burracoppin and approximately 20 kilometers east of the town of Muntadgin in the West Australia Wheat Belt.", "GENDAI AGENCY INC. is a Japan-based advertising company specializing in pachinko halls. The Company operates in two business segments. Advertising segment is involved in the planning and production of advertising for pachinko halls. The advertising contents include the planning and operation of newspaper inserts, direct mails, printed materials, such as posters and pop items for decoration inside and outside the store, novelties, advertisements using mass media and store events, the planning and production of promotional videos, as well as design production commission. Real Estate segment is involved in the real estate leasing and brokering business for pachinko halls. The Company also develops new business and conducts Southeast Asian casino business through its subsidiaries.", "CDK Global Inc. is a global provider of integrated information technology solutions to the automotive retail and adjacent industries. It operates through CDK North America segment. The Company is focused on enabling end-to-end automotive commerce, and provides solutions to dealers in more than 100 countries worldwide, serving approximately 30,000 retail locations and to automotive manufacturers. It offeres solutions automates and integrates all parts of the dealership and buying process, including the acquisition, sale, financing, insuring, parts supply, repair and maintenance of vehicles. It offers Dealer Management System (DMS) software solutions that are hosted enterprise resource planning applications tailored according to the requirements of the retail automotive industry. Its DMS products facilitate the sale of new and used vehicles, consumer financing, repair and maintenance services, and vehicle and parts inventory management.", "Lithium Australia NL is an Australia-based company, which is principally engaged in the project acquisition, mineral exploration and process development, primarily in lithium. The Company's operating segments include Tenement exploration and evaluation, and Processing technology. The Tenement exploration and evaluation segment includes the exploration of current projects and the evaluation of new ones. This segment also includes segment assets, including acquisition costs of exploration licenses and all expenses related to the tenements. The Processing technology segment includes the development of processing technology for lithium extraction. The Company's portfolio projects include Pilgangaoora project, Western Australia; Yilgarn Craton projects, Western Australia, and Electra project, Mexico. The Electra Project consists of over two exploration concession applications, including the Tule and Tecelote Concessions, which cover approximately 22,630 hectares.", "The L.S. Starrett Company is engaged in the business of manufacturing over 5,000 variations of precision tools, gages, measuring instruments and saw blades for industrial, professional and consumer markets across the world. The Company operates through two segments: North American and International. The North American segment\u2019s operations include all manufacturing and sales in the United States, Canada and Mexico. The International segment\u2019s operations include all locations outside North America, primarily in Brazil, United Kingdom and China. The Company's product line includes precision tools, electronic gages, gage blocks, optical vision and laser measuring equipment, custom engineered granite solutions, tape measures, levels, chalk products, squares, band saw blades, hole saws, hacksaw blades, jig saw blades, reciprocating saw blades, M1 lubricant and precision ground flat stock.", "Service Stream Limited is a provider of essential network services, including access, design, build, installation and maintenance across copper, fiber and wireless telecommunications networks, as well as to private and public energy, and water entities. Its segments include Fixed Communications, Network Construction, Energy & Water, and Comdain Infrastructure. Fixed Communications provides a range of operations, maintenance, installation, design and construction services to the owners of fixed-line telecommunication networks. Network Construction provides a range of design, construction and associated services to the owners of fixed-line and wireless telecommunications networks. Energy & Water provides a range of specialist metering, new energy and inspection services to gas, water and electricity network owners and other customers. Comdain Infrastructure provides a wide range of operations, maintenance, design and construction services to gas and water network owners and operators.", "Apar Industries Limited (Apar) is engaged in the business of manufacture of conductors, transformer/specialty oils and power/telecom cables. The Company's segments are Conductor, Transformer/Speciality Oils, Power/Telecom Cables, and Others. The Company's specialty Oil business has a range of products, which falls under approximately four categories, such as transformer oils, white oils and liquid paraffin's, industrial/automotive oils and process oils. The Company produces aluminum conductors. Its Uniflex Cables Division is a manufacturer of electrical and telecommunication cables. Apar's Automotive Division markets a range of automotive lubricants ranging from two wheeler oils and gear oils greases. In industrial lubricants, it offers a range catering various segments of the industry, including hydraulic oils, industrial gear oils, general machinery oils, heat transfer oils, quenching oils, pneumatic oils, gas engine oils, marine oils rust preventives and specialty products.", "Neway Group Holdings Limited is a Hong Kong-based investment holding company principally engaged in printing products manufacture and albums distribution. The Company operates through six segments. The Lending segment is engaged in money lending. The Manufacturing and Sales segment is engaged in the manufacture and sales of printing products. The Music and Entertainment segment is engaged in artist management, as well as the production and distribution of albums and movies. The Property Development and Investment segment is engaged in property development and investment in China, as well as mini storage businesses, office leasing and property investment in Hong Kong. The Securities Trading segment is engaged in securities trading. The Trading segment is engaged in the trading of printing products.", "23andMe Holding Co., formerly VG Acquisition Corp., is a consumer genetics and research company. The Company offers direct-to-consumer genetic testing and personalized information about genetic health risks, ancestry, and traits. The Company operates through two segments: Consumer & Research Services and Therapeutics. Its consumer & research services business segment comprises personal genome service (PGS) and research services. Its PGS provides a suite of genetic reports, including information on genetic ancestral origins, personal genetic health risks, rare carrier conditions to their children, as well as reports on how genetics can impact responses to medications. The Company\u2019s therapeutics segment focuses on drug development for discovering and developing therapies to improve patient lives and includes out-licensing of intellectual property. The Company\u2019s programs across therapeutic areas, include oncology, immunology, neurology, metabolic and cardiovascular diseases.", "Danaher Corporation (Danaher) designs, manufactures and markets professional, medical, industrial and commercial products and services. The Company operates through three segments: Life Sciences, which offers a range of research tools that scientists use to study the basic building blocks of life, including genes, proteins, metabolites and cells, in order to understand the causes of disease, identify new therapies and test new drugs and vaccines; Diagnostics; which offers analytical instruments, reagents, consumables, software and services; and Environmental & Applied Solutions, which consists of various lines of business, including water quality and product identification. Danaher's research and development, manufacturing, sales, distribution, service and administrative facilities were located in over 60 countries.", "Murray Cod Australia Limited, formerly Timpetra Resources Limited, is engaged in hatchery business, nursery business, fish farming and cage systems. The Company operates through the hatching, growing and selling of Australian native freshwater fish segment. Its hatchery business is engaged in Silverwater Native Fish breeds fry, including native species of Murray Cod, Silver Perch and Golden Perch, which are then grown into fingerlings in fry ponds and weaned inside the hatchery facilities. The nursery system includes a range of small and large tanks to allow for grading of fish by size. Fish farming includes over two ponds on the Ryan Farm, which are fitted with cage systems that are stocked with fish, with a capacity of approximately 20,000 fish for each pond, which enables an annual production capacity of Murray Cod of over 36,000 kilograms. The cage system allows monitoring of the fish stock for mortality and any signs of disease.", "Lindsay Corporation, along with its subsidiaries, provides a range of water management and road infrastructure products and services. The Company operates through two segments: Irrigation Segment and Infrastructure Segment. The Irrigation Segment includes the manufacture and marketing of center pivot, lateral move, and hose reel irrigation systems, which are used primarily in the agricultural industry. The Infrastructure Segment includes the manufacture and marketing of moveable barriers, specialty barriers, crash cushions and end terminals, road marking and road safety equipment, large diameter steel tubing, and railroad signals and structures. It also manufactures and markets hose reel travelers under the Perrot and Greenfield brands in Europe and South Africa. It produces or markets chemical injection systems, variable rate irrigation systems, flow meters, weather stations, soil moisture sensors, and remote monitoring and control systems, which it sells under its GrowSmart brand.", "Sanai Health Industry Group Company Limited is an investment holding company principally engaged in the general trading business and pharmaceutical products business. The Company operates its business through three segments. The Pharmaceutical Products segment mainly engages in the development, manufacturing, marketing and sales of pharmaceutical products, sales of pharmaceutical related software and provision of consultancy services. The Finance Leasing segment mainly engages in the provision of finance leasing services. The Other General Trading segment engages in the distribution of fitness equipment, electric appliances and other goods for general trading.", "Millicom International Cellular S.A. is a Luxembourg-based international digital telecommunications and media company. It provides a wide range of fixed and mobile communications services, cable and satellite television, mobile financial services and local content, such as music and sports, to both private and business customers through its consumer brand TIGO. The Company's segments include Latin America, which focuses on mobile and cable services; and Africa, which covers mobile services with a focus on business to business customers.", "IPH Limited (IPH) is a holding company. The Company offers a range of intellectual property (IP) services and products to a client base of Fortune Global 500 companies, multinationals, public sector research organizations, small and medium-sized enterprises (SMEs) and professional services firms around the world. IPH\u2019s IP businesses include various IP firms, including AJ Park, Griffith Hack, Shelston IP, Spruson & Ferguson, Pizzeys and Watermark, which provide services for the protection, commercialization, enforcement and management of all forms of intellectual property including patents, trademarks and designs. IPH is organized into three segments: Intellectual Property Services Australia & New Zealand; Intellectual Property Services Asia; and Adjacent Businesses. Adjacent businesses include the autonomous timekeeping software tool, WiseTime, and Glasshouse Advisory.", "Keong Hong Holdings Limited is a Singapore-based investment holding company. The Company's segments include construction, property development and investment property. The construction segment is in the business of general building contracting. The property development segment is in the business of developing properties with other partners. The investment property segment is in the business of leasing office and retail shops in a commercial building acquired in Osaka, Japan. Its geographical segments include Singapore, Maldives and Japan. It provides various building construction services to both private and public sectors for residential, commercial, industrial and institutional projects. Its range of building construction services includes excavation, piling, substructures and superstructures works, architectural works, mechanical and electrical works, interior fitting-out works, and landscaping. Its projects include Twin waterfalls, The Terrasse, Paterson 2 and Alexandra Central.", "Collection House Limited is a receivables management company. The principal activities of the Company include the provision of debt collection services and receivables management throughout Australasia, and the purchase of debt. The Company's segments include Collection Services, Purchased Debt Ledgers and All other segments. The Collection Services segment includes the earning of commissions on the collection of debts for clients. The Purchased Debt Ledgers segment includes the collection of debts from client ledgers acquired by the Company and its subsidiaries. The Company's services include debt purchasing, collection services, hardship services, legal and insolvency services, and credit management training. Its subsidiaries include CLH Legal Group Pty Ltd, which offers debt recovery, and litigation and insolvency solutions and services; Collective Learning and Development Pty Ltd, a training provider, and Midstate CreditCollect Pty Ltd, a boutique collection agency.", "Banco de Chile is a full service financial institution, which is engaged in providing credit and non-credit products and services in Chile. The Bank offers a range of banking services to its customers, ranging from individuals to corporations. The Bank's segments include Retail, which focuses on individuals and small and medium-sized companies, where the product offering focuses on consumer loans, commercial loans, checking accounts, credit cards, credit lines and mortgage loans; Wholesale, which focuses on corporate clients and companies, where the product offering focuses on commercial loans, checking accounts and liquidity management services, debt instruments, foreign trade, derivative contracts and leases; Treasury, which includes the associated revenues to the management of the investment portfolio and the business of financial transactions and currency trading, and Subsidiaries, which corresponds to companies and corporations controlled by the Bank.", "Energy Metals Limited is an Australia-based uranium exploration company. The Company operates through two segments: Uranium exploration and Corporate. The Company has eight projects located in the Northern Territory (NT) and Western Australia covering over 4,000 square kilometers. The Company's projects include Bigrlyi, Ngalia regional, Macallan, Anketell, Mopoke Well, Lakeside, Manyingee and Lake Mason. The Bigrlyi deposit is a sandstone hosted uranium-vanadium deposit located on the northern margin of the Ngalia Basin, approximately 350 kilometers northwest of Alice Springs and comprises approximately 10 licenses. The Ngalia Regional project comprises approximately 15 licenses and is located in the Ngalia Basin. The Manyingee project has an exploration license (E08/1480) located 85 kilometers south of the port of Onslow. The Lake Mason project is located 25 kilometers north-northeast (NNE) of Sandstone, Western Australia.", "YUM! Brands, Inc. is engaged in restaurant business. The Company operates or franchised over 50,000 restaurants in more than 150 countries and territories operating under the KFC, Pizza Hut or Taco Bell (collectively the Concepts) brands. The Company operates through three segments: The KFC Division, which includes the operations of the KFC concept around the world; The Pizza Hut Division, which includes the operations of the Pizza Hut concept around the world, and The Taco Bell Division, which includes the operations of the Taco Bell concept around the world. KFC restaurants across the world offer fried and non-fried chicken products, such as sandwiches, chicken strips, chicken-on-the-bone and other chicken products. Pizza Hut is a restaurant chain specialized in the sale of ready-to-eat pizza products. Taco Bell specializes in Mexican-style food products, including various types of tacos, burritos, quesadillas, salads, nachos and other related items.", "Dairy Farm International Holdings Limited is a company primarily engaged in retail business. Along with subsidiaries, the Company operates its business through four segments. The Food segment is mainly involved in the operation of supermarkets, hypermarkets and convenience stores through brands under the names of Wellcome, Yonghui, Cold Storage, Market Place, Jasons, 7-Eleven, and among others. The Health and Beauty segment is principally engaged in health and beauty business through brands under the names of Wanning, Guardian, Rose Pharmacy, and among others. The Home Furnishings segment is mainly engaged in household products business through its homeware brand under the name of IKEA. The Restaurants segment is mainly involved in chain catering business through its associated company MAXIM'S CATERERS LIMITED.", "Lykis Limited is a home and personal care company. The Company's principal products include toiletry, perfumery, cosmetics, confectionary and biscuits. Its segments include Food, Cosmetics, Deo/Sprays and Others. Its brands include Lykis, Britex, Rox, Bonita, Vogly, Tazaagi, Cheers and Alivio. It offers hair care products, including Lykis Amla Hair Oil, Lykis Almond Hair Oil, Lykis pure Coconut Oil and Lykis shampoo; skin care products, including facewash, handwash, body lotion and moisturizing cream, and baby care products, including baby deo, petroleum jelly and cream, and powder and shower gel. It also offers beverages, including Cheers Tea, Tazaagi tea and Lycafe Coffee, and food and confectionery, such as Classic Cream Cracker, Classic Nice and Classic Cracker Biscuits. Its over the counter (OTC) products include Act Pain, Davimov Cream, Davimov Balm and Cold Grip Inhaler.", "First Resources Limited is a Singapore-based palm oil producer. The Company is involved in cultivating oil palms, harvesting the fruit bunches, and milling them into crude palm oil (CPO) and palm kernel. The Company operates through two segments: Plantations and Palm Oil Mills, and Refinery and Processing. The Company's Plantations and Palm Oil Mills segment is involved in the cultivation and maintenance of oil palm plantations and operation of palm oil mills. The Company's Refinery and Processing segment markets and sells processed palm-based products produced from the refinery, fractionation and biodiesel plants and other downstream processing facilities. The Company manages over 200,000 hectares of oil palm plantations across the Riau, East Kalimantan and West Kalimantan provinces of Indonesia. The Company's processing plants are located in the Riau province, one of which is located in Pelintung and another in the Integrated Processing Complex (IPC) in Dumai.", "Meredith Corporation is a media and marketing services company. The Company operates two business segments: national media and local media. Its national media segment includes national consumer media brands delivered through multiple media platforms, including print magazines, digital and mobile media, brand licensing activities, database-related activities, affinity marketing, and business-to-business marketing products and services. Its local media segment consists of approximately 17 television stations located across the United States. Local media\u2019s digital presence includes approximately 12 websites and 12 application focused on news, sports, and weather-related information. In addition, the local media segment sells geographically and demographically advertising programs to third parties.", "Prima Industrie SpA is an Italy-based company engaged in the field of laser and sheet metal machinery. The company specialized in the development, manufacture and sale of laser systems for industrial applications and of machines to process sheet metal. The Company\u2019s business activities are divided into two divisions. The Prima Power segment includes the design of cutting, welding and punching machines for three-dimensional (3D) and two-dimensional (2D) metallic components. The Prima Electro division includes the manufacture, construction and sale of electronic power and control components, and hi-power laser sources for industrial applications, intended for the machines of the Group and third customers. . The Company operates through subsidiaries, branch offices and dealers in Poland, Russian, Turkey, Brazil, Canada, the United States, China and India, among others.", "Kagome Co Ltd is a Japan-based company mainly engaged in the manufacture, purchase and sale of foods at home and abroad. The Company operates through four business segments. The Processed Foods segment is engaged in the manufacture and sale of beverages and seasonings. The main products are the Vegetable Life 100 series, tomato juice, tomato ketchup, tomato seasonings, sauces, and products for mail order and gifts. The International Business segment is engaged in the tomato seed development and agricultural production, as well as product development, processing, and sales. The Agriculture segment is engaged in the production and sale of fresh vegetables. Products include fresh tomatoes, baby leaves, and others. The Other segment is engaged in the real estate business and outsourcing business.", "Ansell Limited is a global safety company. The Company\u2019s divisions include Industrial, Healthcare and Life Science. Its Industrial division manufactures and markets high-performance hand and body protection solutions for a wide-range of industrial applications. It protects workers in various industry, including automotive, chemical, metal fabrication, machinery and equipment, food, construction and mining. Healthcare division manufactures and markets surgical and exam gloves for both healthcare and industrial applications. Life Sciences division manufactures and markets hand and body protection solutions focusing on product and personal protection. It offers its products under various brands, such as HyFlex, AlphaTec, TouchNTuff, Ringers Gloves, Encore, Micro-Touch and Sandel.", "Starwood Property Trust, Inc. is a real estate investment trust. The Company operates through three business segments: Real estate lending (the Lending Segment), which engages primarily in originating, acquiring, financing and managing commercial first mortgages, subordinated mortgages, mezzanine loans, preferred equity, commercial mortgage-backed securities (CMBS), residential mortgage-backed securities, and other real estate and real estate-related debt investments; Real estate investing and servicing (the Investing and Servicing Segment), which includes a servicing business in the United States that manages and works out problem assets; an investment business that selectively acquires and manages unrated, investment grade and non-investment grade rated CMBS, and a mortgage loan business, and Real estate property (the Property Segment), which engages primarily in acquiring and managing equity interests in stabilized commercial real estate properties.", "Cyclacel Pharmaceuticals, Inc. operates in the field of cell cycle biology. The Company has generated various families of anticancer drugs that act on the cell cycle, including nucleoside analogs, cyclin dependent kinase (CDK) inhibitors, polo-like kinase (PLK) inhibitors and Aurora Kinase/vascular endothelial growth factor receptor (AK/VEGFR) inhibitors. Its family of anticancer drugs that act on the cell cycle include sapacitabine, seliciclib and CYC065. Its lead candidate, sapacitabine, is an orally available nucleoside analog. A number of nucleoside drugs, such as gemcitabine and cytarabine, also known as Ara-C, both generic drugs, are in use as conventional chemotherapies. Seliciclib, its lead CDK inhibitor, is an oral inhibitor of CDK2/9 enzymes that are central to the process of cell division and cell cycle control. Its second-generation CDK inhibitor, CYC065, is an inhibitor of CDKs targeting CDK2/9 enzymes with utility in both hematological malignancies and solid tumors.", "Spicejet Ltd is an India-based company engaged in transportation of passengers by air. The Company is engaged in the business of scheduled air transport services. Its geographical segments include India and others. It provides air transport services for the carriage of passengers and cargo. The Company is a low cost carrier (LCC) operating under the brand name of Spice Jet in India. The Company operates a fleet of approximately 40 aircraft, including approximately seven aircraft taken on wet lease across various routes in India and abroad. The Company's spice add-on includes spice cash/spice club, SpiceMax, hot meals, SpiceCash Top-up, priority check-in, Spice talk, track Spicetalk request, bag out first, carry more onboard, fly for sure, Spice lounge, my flexi plan, reliance travel insurance, Spice assurance, Spice flex, friends and family, senior citizen discount, student discount, Indian armed forces personnel and red hot offers.", "Duty Free International Limited is a Singapore-based investment holding company. The Company and its subsidiaries are engaged in duty free trading. The Company's segments include Trading of duty free goods and non-dutiable merchandise, which focuses on sale of goods, and Investment holding and others, which focuses on sale of oil palm fruit bunches. The Company offers The Zon, which is a travel retail brand. The Company operates over 30 duty-free retail outlets or complexes and trading outlets located at various locations throughout Peninsular Malaysia, including Johor Bahru, Bukit Kayu Hitam, Kuala Lumpur International Airport, Penang International Airport, Padang Besar and Langkawi. The Company owns the Black Forest Golf and Country Club and an oil palm plantation. The Company's 18-hole Golf and Country Club and oil palm plantation assets are located near the Malaysia-Thailand border at Bukit Kayu Hitam, and have a combined land mass of over 700 acres.", "Confidence Futuristic Energetech Limited is an India-based Liquefied Petroleum Gas (LPG) retailer company. The Company composites LPG gas cylinders under the brand GoGas Elite for domestic and commercial segments. These cylinders are available in convenient sizes of 2, 5, 10 and 20 kilograms. The Company has introduced light-weight and blast-proof composite LPG cylinders under the brand name GoGas Elite for the domestic and commercial LPG use. The Company has pan-India presence with 15 cylinder manufacturing units and 58 bottling plants across India.", "CMS Energy Corporation is an energy company operating primarily in Michigan. The Company operates through three segments: electric utility, which consists of regulated activities associated with the generation, transmission and distribution of electricity in Michigan; gas utility, which consists of regulated activities associated with the transportation, storage and distribution of natural gas in Michigan, and enterprises, which consists of various subsidiaries engaging primarily in domestic independent power production. The Company is the parent holding company of various subsidiaries, including Consumers Energy Company (Consumers), an electric and gas utility company, and CMS Enterprises Company (CMS Enterprises), a domestic independent power producer. Consumers serves individuals and businesses operating in the alternative energy, automotive, chemical, metal, and food products industries, as well as a group of other industries.", "Source Natural Foods and Herbal Supplements Limited is an India-based manufacturer of a range of ayurvedic, health and dietary supplements, and food products. The Company is engaged in providing Ojasvita, Shakti drops and Capsules. It operates through Ayurvedic Medicines and Health Supplements segment. The Company is a subsidiary of Sumeru Ayurveda Private Limited. The Company's plant is located at Bachupally, Quthbullapur Mandal, Hyderabad.", "Virtu Financial, Inc. is a holding company. The Company is a technology-enabled market makers and execution service provider. It is engaged in the development of multi-asset, multi-currency technology platform, and integrates with exchanges, liquidity centers, and its clients. Its market data, order routing, transaction processing, risk management and market surveillance technology modules manage its market making and institutional agency activities. It is involved in buying and selling of securities and other financial instruments and earning small bid/ask spreads. It conducts its business through Virtu Financial LLC (Virtu Financial) and its subsidiaries. It operates through segments such as Market Making and Execution Services. The Market Making segment consists of market making in the cash, futures and options markets. The Execution Services segment comprises of client-based trading and trading venues, offering execution services in equities, options, futures and fixed income.", "Vardhman Textiles Limited is an integrated textile manufacturer. The Company is engaged in manufacturing of cotton yarn, synthetic yarn, woven fabric, sewing thread, acrylic fiber, tow and garments. The Company's segments include Textiles and Fibre. The Company is a piece dyed fabric manufacturer, and cotton yarn manufacturer and exporter. It offers the range of specialized greige and dyed yarns in cotton, polyester, acrylic and a range of blends. The Company also manufactures products, such as Organic Cotton, Melange, Core Spun Yarns, Ultra Yarns (Contamination controlled), Gassed Mercerised, Super Fine Yarns, Slub and Cellulose Yarns and Fancy Yarns for hand knitting. The Company has approximately 1.1 million spindles and a capacity to manufacture over 580 metric ton (MT) of yarn per day. The Company has manufacturing facilities located in Punjab, Himachal Pradesh and Madhya Pradesh. The Company markets its products in the European Union, the United States and the Far East.", "RPG Life Sciences Limited is an India-based company, which is engaged in manufacturing and marketing of pharmaceutical products. The Company operates across segments, including Domestic Formulations, International Formulations, Active Pharmaceutical Ingredients (API) and Biotech. It operates through four business units, which include API, Global Generics, Global Formulation and Biotech. The API product line offers a range of synthetic APIs in the general therapeutic category to Europe, Latin America, Asia and the United States markets. Global Generics business unit commercializes finished dosage forms in markets, such as North America, European Union and Australia. Global formulation product line of the Company manufactures and markets finished dosage formulation in domestic and other markets. In Biotechnology space, it offers oncology products through fermentation route. Its portfolio of products include Anastrazole, Exemestane, Lamotrigine Tablet and Azathioprine Tablet.", "Tiscali SpA is an Italy-based company engaged in the telecommunications sector. The Company is the head of Tiscali group that offers integrated Internet access, telephony and multimedia services. It operates through five business lines. The Access segment includes broadband access, dial-up and Asymmetric Digital Subscriber Line (ADSL)-related services. The Voice segment encompasses telephony services on an analogue line and wholesale services provided to other operators. The Business Services segment covers Virtual Private Network (VPN), housing, hosting services, domains and leased lines services. The Media and the value added services segment is engaged in the sale of advertising space and digital media though Internet portal www.tiscali.it. The Narrowband segment is responsible for the Internet connection by means of a telephone call.", "Atlas Mara Limited is a British Virgin Islands -based financial services company. The Company is engaged in providing retail banking, credit cards, wholesale banking, investment banking, wealth management and investment management services. The Company's segments include Nigeria, Botswana, Zimbabwe and Corporate. The Nigeria segment holds approximately 49.97% stake in Union Bank of Nigeria (UBN) and Board representation. Its Botswana segment represents the investment made in BancABC Botswana and its subsidiaries. Its Zimbabwe segment represents the investment made in BancABC Zimbabwe and its subsidiaries. The Company's other segment Includes Atlas Mara Limited, the British Virgin Islands (BVI) incorporated holding company; Atlas Mara Management Services, the Dubai subsidiary, and all other intermediate group holding entities, also referred to as the Shared Services.", "CREATE TECHNOLOGY & SCIENCE CO., LTD. is a China-based company mainly engaged in the manufacturing of special equipment and instruments. The Company operates through six business segments. The Clean and Environmental Protection Equipment and Installation segment\u2019s products include air cleaning equipment and systems, biosafety equipment and systems, energy saving and environmental protection equipment and systems, gas purification equipment and systems. The Transmission and Distribution High-voltage Insulator segment is engaged in the research and development, production and sales of various types of insulators. The Precision Bearing segment is engaged in the development, production and sales of bearings and rolling elements. The Company also operates the Measurement Instruments segment, Abrasives Abrasives segment and Trade and Services segment. The Company operates it businesses primarily within the domestic market.", "SP Corporation Limited is a Singapore-based investment holding company. The Company is engaged in the provision of management services to related companies. The Company's segments are Commodities Trading, Tyre Distribution, and Corporate and Others. Its Commodities Trading segment trades and markets a range of products, including coal, rubber, metals, as well as other commodities and products used by manufacturers in the energy, tire, metal and automotive industries in Asia. Its Tyre Distribution segment markets and distributes tires and retreading of tires. The Company, through its subsidiaries, is engaged in trading and marketing of industrial products; distribution of consumer products; distribution of tires; retreading of tires, and engineering contractor. It has operations in Singapore, China, including Hong Kong, Indonesia, Malaysia and Germany.", "Nisshin Seifun Group Inc is a Japan-based company mainly engaged in the flour milling business, food business, and prepared meals and prepared foods business. The Company operates through three business segments. Flour Milling segment manufactures wheat flour and bran (secondary products) and sells them through distributors. It also sells frozen foods and their raw materials, manages restaurants, and sells packaging materials. The Food Business segment manufactures and sells premixes, pasta, pasta sauces, frozen foods, health foods and pharmaceuticals. Prepared Dishes and Other Prepared Foods segment manufactures and sells cooked noodles, bento boxes, prepared foods, and other cooked foods. The Company is also involved in the manufacture and sale of pet foods, the design, construction and supervision of manufacturing equipment, the manufacture and sale of formed filters, the manufacture and sale of mixed feed, as well as the automobile transportation of cargo and warehousing business.", "Cogeco Inc, is a diversified holding company, which operates in the communications and media sectors. The Company through its subsidiary, Cogeco Communications Inc. provides Internet, video and telephony services through its two-way broadband fiber networks. The Company operates through two segments: Canadian broadband services and American broadband services, which provides a wide range of Internet, video, telephony and cable services primarily to residential customers, as well as business services across their coverage areas. The Canadian broadband services activities are carried out by Cogeco Connexion in the provinces of Quebec and Ontario and the American broadband services activities are carried out by Atlantic Broadband in around 11 states, which include Connecticut, Delaware, Florida, Maine, Maryland, New Hampshire, New York, Pennsylvania, South Carolina and Virginia. Its Cogeco Media subsidiary owns and operates around 23 radio stations as well as a news agency, Cogeco News.", "Linde India Limited, formerly BOC India Limited, is engaged in the gases business. The Company is engaged in the manufacturing of liquefied or compressed inorganic industrial or medical gases and construction of utility projects. Its segments include Gases and Related Products and Project Engineering. The Gases and Related Products segment consists of pipeline gas supplies to industrial customers; supply of liquefied gases to mid-size demands, and compressed gas supply in cylinders for meeting smaller demand for gases across fabrication, manufacturing and construction industry. The Project Engineering segment is engaged in the business of designing and engineering, supply, installation and commissioning of tonnage air separation units, nitrogen plants, hydrogen pressure swing adsorption plants, compressed air systems and gas distribution systems. The Project Engineering Division also manufactures cryogenic vessels, steam bath vaporizers and containerized micro plants, among others.", "Alpine Housing Development Corporation Limited is an India-based company engaged in the business of development and sale of residential properties. The Company's principal activities include property development, construction and railway concrete sleepers, spheroidal graphite (SG) and grey iron castings. Its geographical segments include Karnataka and Other States. Its operations are categorized in to various sectors, including construction and development of residential projects and commercial projects; alloys, and concrete sleeper. Its projects include ALPINE ECO, which is located near Outer Ring Road, Marathahalli; ALPINE PARK, which is located at Bommanahalli, Bangalore; ALPINE REGENCY, which is located at Jayanagar, Bangalore, and ALPINE ARCH, which is located at Langford Road, Bangalore. The Company's other completed projects include Alpine Manor, Alpine Tulip, Alpine Apartments, Alpine Park, Alpine View, Alpine Arch, Alpine Court, Alpine Regency, Alpine Place and Alpine Point.", "Rashtriya Chemicals and Fertilizers Limited is a fertilizer and chemical manufacturing company. The Company manufactures Urea, Complex Fertilizers, Bio-fertilizers, Micro-nutrients, water soluble fertilizers, soil conditioners and a range of Industrial Chemicals. The Company operates through the segments, including TROMBAY, THAL and TRADING. The Company is engaged in manufacture and sale of fertilizers and industrial products. The Company's products include Methanol, Ammonia, Ammonium Nitrate, Sodium Nitrate, Sodium Nitrite, Ammonium Bicarbonate, Methylamines, Dimethyl Formamide, Dimethyl acetamide, Formic Acid and Argon. The Company caters its products to manufacture dyes, solvents, leather, pharmaceuticals and other industrial products. The Company produces approximately 23 lac metric tons (MT) Urea, over 6.5 lac MT Complex fertilizers and approximately 1.6 lac MT of Industrial Chemicals.", "Technics Oil & Gas Limited is a Singapore-based investment holding company. The Company is engaged in the provision of management services. The Company's segments include Engineering, procurement, construction and commissioning (EPCC); Contract engineering (CE), and Procurement services (PS). The Company's EPCC segment is engaged in designing, procurement, fabrication, installation and commissioning of process modules and equipment for oil and gas production on a turnkey projects basis. The Company's CE segment includes designing, procurement and fabrication of modules, systems or equipment for the oil and gas industry. The Company's PS segment provides sales services, supply spare parts, and equipment for oil and gas exploration and production. The Company's PS Segment also provides repair and maintenance services to oil and gas industry in the equipment leasing business. The Company's services include flash gas compressor package, glycol dehydration unit and test separator.", "Krypton Industries Limited is an India-based company, which is engaged in tire and hospital/disabled support equipment business. The Company is engaged in the manufacture and sale of tubeless tires, commode chairs, polyurethane (P.U.) shoe soles, P.U. sandals/chappals, and trading in tubeless tires, wheel chairs and its accessories, walker, cycle accessories, plastic rims, crutches and rollators. The Company operates through three segments: Tyre, Rim and Wheels; Footwear, and Hospital Equipments. The Company's divisions include Tyre division, Sadhurhat division, Wheel division, Plastic division, Footwear division and Engineering division. The Company manufactures a range of original equipment manufacturer (OEM) components and spare parts for the rehab care, industrial segment and bicycle industry. It offers wheelchairs and other hospital equipment under Icare brand. It offers sandals under Softflex brand.", "Wingstop Inc. is franchisor and operator of restaurants that specializes in cooked-to-order, hand-sauced and tossed chicken wings. The Company operates through two segments: Franchise and Company. The Company operates its chicken wings-focused restaurant chain in over 1,400 locations worldwide. It offers classic wings, boneless wings and tenders, always cooked to order and hand-sauced-and-tossed in 11 distinctive flavors. It offers various order options, including eat-in, to go, individual, combo meals and family packs. It markets Wingstop products, services and restaurants through the Website, www.wingstop.com.", "Global Payments Inc. is a provider of payment technology services. The Company provides payment and digital commerce solutions. The Company operates through three segments: Merchant Solutions, Issuer Solutions and Business and Consumer Solutions. The Company's segments primarily provide payment solutions for credit cards, debit cards, electronic payments and check-related services. The Company's segments target customers in various industries, including financial services, gaming, government, healthcare, professional services, restaurants, retail, universities, not-for-profit organizations and utilities. It provides services across a range of channels to merchants and partners in over 100 countries throughout North America, Europe, Asia-Pacific and Latin America.", "Ferroglobe PLC is engaged in silicon and specialty metals industry. The Company produces silicon metal and silicon-based and manganese-based alloy. The Company has quartz mining activities in the United States, Canada, South Africa and Mauritania, low-ash metallurgical quality coal mining activities in the United States, and interests in hydroelectric power in France. Its products include aluminum, silicone compounds used in the chemical industry, ductile iron, automotive parts, photovoltaic (solar) cells, electronic semiconductors and steel. The Company produces two types of manganese alloys: silicomanganese and ferromanganese. It also produces various silicon based alloys, including silico calcium and foundry products, which comprise inoculants and nodularizers. It also produces silica fume. It operates through the segments: Electrometallurgy-North America, Electrometallurgy-Europe, Electrometallurgy -South Africa and Other Segments.", "Compagnie Plastic Omnium SA is a France-based plastic processing group with activities in the Automobile and Environment sectors. The Automotive Division comprises two businesses: Auto Exterior parts, offered by Plastic Omnium Auto Exterior, and Fuel Systems provided by Inergy Automotive Systems, among others. The Environment Division specializes in waste containerization, urban and road signage and urban planning, provided by Plastic Omnium Systemes Urbains, SULO and Compagnie Signature. Compagnie Plastic Omnium SA is present in Europe and in the North and South America, including such countries, as Germany, Belgium, Poland, Sweden, Romania, the United States, Canada, Argentina and Brazil. In April 2013, the Company acquired an additional 40%-stake in its joint venture with Chinese company Xenio. In October 2013, it opened a development center in Lozorno, Slovakia, for its exterior and structural components operations.", "Nam Cheong Limited is an investment holding company. The Company and its subsidiaries operate as an offshore marine company. It operates through two segments: Shipbuilding and Vessel chartering. The Company's business is the construction and supply of offshore support vessels (OSVs) used in the offshore oil and gas exploration and production, and oil services industries, including safety standby vessels, anchor handling tug supply (AHTS) vessels, accommodation work barges and maintenance work vessels. AHTS vessels are designed to provide anchor handling for offshore drilling rigs, tow offshore drilling rigs, barges and other types of OSVs. Accommodation Work Barges are vessels designed to house and accommodate crew. Maintenance Work Vessel are vessels designed as a platform for the loading and unloading of cargo. Platform Supply Vessel is designed for the transportation of supplies and equipment to and from offshore oil and gas support production platforms and offshore drilling rigs.", "Quick Heal Technologies Limited, formerly Quick Heal Technologies Pvt. Ltd, is a provider of security software products and solutions in India. The Company is engaged in the sale of Internet security products and software support services. Its anti-virus products are available across all the four segments: retail, small and medium business (SMB), enterprise and mobile. The Company offers products, including Quick Heal Total Security; Quick Heal Internet Security; Quick Heal AntiVirus Pro; Quick Heal Total Security for Mac; Quick Heal Tablet Security for Android; Quick Heal Total Security for Android; Quick Heal PCTuner 3.0; Guardian NetSecure; Quick Heal Mobile Security for Android; Fonetastic Pro; Quick Heal Gadget Securance; Seqrite Endpoint Security; Seqrite Mobile Device Management (MDM), and Seqrite Server Security. Its products are sold under two brands Quick Heal and Seqrite. Its solutions are designed to suit government establishments and corporate houses, among others.", "Korea Gas Corp is a Korea-based company principally engaged in the sale of natural gas. The Company operates its business through two segments. The Gas Introduction and Sale segment sells city gas and natural gas for power generation, among others. This segment introduces liquefied natural gas (LNG) from overseas natural gas production sites and supplies it to domestic power generation companies and city gas companies through national pipelines, tank lorry and others. The Other segment is engaged in the repair and maintenance of gas facilities, the construction and operation of LNG terminals, and the provision of engineering services.", "SunCorp Technologies Ltd is an investment holding company principally engaged in the design and sales of telephones and related products. Together with its subsidiaries, the Company operates business through its five operating segments. The Telephones and Related Equipment segment is engaged in the design and sales of telephones and related products. The Cross-border Payment Platforms segment is engaged in the provision of online payment and cross-border settlement services. The Used Computer-related Components segment is engaged in the processing and trading of used computer-related components. The Money Lending Business segment is engaged in the lending of money. The Securities Brokerage segment is engaged in the provision of securities brokerage, placing and underwriting services."]