Pay roll voucher #24 from the Engineer Department of Port Dalhousie and Thorold Railway Extension, for the office, for the month of July, 1857 approved by F. Shanly, chief engineer (copy), July 31, 1857

Pay roll voucher #24 from the Engineer Department of Port Dalhousie and Thorold Railway Extension, for the office, for the month of July, 1857 approved by F. Shanly, chief engineer (copy), July 31, 1857.

Voucher from the Engineer Department of Port Dalhousie and Thorold Railway Extension to W.G. Thompson regarding horse hire (copy), Jul. 30, 1857

Voucher from the Engineer Department of Port Dalhousie and Thorold Railway Extension to W.G. Thompson regarding horse hire (copy), Jul. 30, 1857.

Pay roll voucher #25 from the Engineer Department of Port Dalhousie and Thorold Railway Extension, for the Northern Division, for the month of July, 1857 approved by F. Shanly, chief engineer and W. G. Thompson (copy), July 30, 1857

Pay roll voucher #25 from the Engineer Department of Port Dalhousie and Thorold Railway Extension, for the Northern Division, for the month of July, 1857 approved by F. Shanly, chief engineer and W. G. Thompson (copy), July 30, 1857.

Buffalo, Brantford & Goderich Railway, County of Welland account book, 1853

The Buffalo and Brantford Railway Company was formed in 1850. The railway was renamed the Buffalo, Brantford & Goderich Railway in 1852 to reflect the plans to extend the line to Goderich. Financial problems led to a British group taking over the railway a few years later and the name was changed to the Buffalo & Lake Huron Railway. It was June 1858 before the line to Goderich was completed. Source: (http://brantford.library.on.ca/genealogy/railways.php#buffalo) March 8, 2010

Barnes Wines: Canada’s Oldest Winery flyer. n.d.

In 1873 George Barnes, Andrew Skinner, James Skinner, John Young Reid, Charles Robert Murray, George Magan, Thomas Barnes and Robert Duncan applied for, and received a charter for a commercial winery which would be called The Ontario Grape Growing and Wine Manufacturing Company Limited. It opened in 1894 and became known as Barnes Wines Limited. In 1973 the company completed a merger with Reckitt and Coleman (Canada) Limited. The winery operated until 1988 and was located on the banks of the old Welland Canal in St. Catharines, Ontario. The company produced a complete line of table wines, dessert wines, sherries, ports, and both crackling and sparkling wines. Barnes Wines called itself “Canada’s oldest winery” at the time of the printing of this flyer.

Barnes Wines Fonds

4 Minute Books dated: 1880, 1892, 1901, 1934, 1948-1950, 1952-1953, 1955, 1958, 1962 – 1975, 1981, 1984, 1986; 3 Common stock books dated: 1934-1935, 1937-1941, 1946, 1948-1950, 1955-1956, 1958, 1961-1974, 1981 and 2 Class A stock books dated:1948 - 1951

Erie & Niagara Railway Collection, 1864-1884

William Alexander Thomson (1816-1878) was a promoter and developer of railway systems in western Ontario. He incorporated the Fort Erie Railroad Company in 1857, purchased the Erie and Ontario Railroad in 1863, and incorporated the Erie and Niagara Extension Railway Company in 1868 (later renamed the Canada Southern Railway). Thomson was also elected to the House of Commons for Welland in 1872, and re-elected in 1874. He was known for his support of public management of the currency and is seen as a pioneer advocate of government monetary policy. He was also an advocate of radical agrarian economic doctrine, believing that Canadian laws favoured mercantile interests over those of the producers of goods, and that this hindered national development.

Thorold Tunnel opening ceremony photographs, September 18,1968.

Construction on the Thorold tunnel began in 1965 and was completed in 1967. It was designed by H. G. Acres & Company Ltd. and built by Pitts-Atlas, a joint venture of C.A. Pitts, General Contractor Ltd., and Atlas Construction Company Ltd. The tunnel replaced two lift bridges (Bridge 9 at Ontario Paper Co. and Bridge 7) that carried traffic over the Welland Canal. The majority of the construction occurred during the winter months, when the canal was closed to shipping. The water was drained and concrete sections shaped liked tubes were poured, creating the tunnel. During the summer months, the end sections of the tunnel were constructed so that shipping could continue uninterrupted. The 24 million dollar project was financed jointly by the Department of Highways and the St. Lawrence Seaway Authority. The tunnel was officially opened on September 18, 1968.

Letter - The Ontario Paper Co. Limited to Mr. Arthur A. Schmon, 1949

A letter from The Ontario Paper Co., Limited of Thorold, Ontario. The letter, dated 15 August 1949, celebrates the Thirtieth Anniversary of association between Arthur A. Schmon and the paper company. The letter praises the work of Mr. Schmon, "a leader of progressive thinking and action, a man with a true sense of values, sound judgement and a deep sense of justice". There are ten signatures at the bottom of the letter.

By-Laws No. 1 through 11

The by-laws are signed by George Barnes and include the first two which state the name of the company is the Ontario Grape Growing and Wine Manufacturing Company and the second by-law states that the place of business is at Barnesdale, St. Catharines, Ontario.

Meeting 1 July 1881

The meeting notes include an audit for "year ending June 30th, 1880, thence to May, 25th, 1881". There is also an "auditor's report" by Richard Tew and P. Corridi which states: "To the President and shareholders of the Ontario Grape Growing and Wine Manufacturing Company, Barnsdale, Ont. Gentlemen, We the undersigned have much pleasure in informing you that we have completed our audit of the Company's Books for the year ending June 30th, 1880, thence to May 24th, 1881, and can testify to their correctness. In future we would recommend that the Books be made up to May 24th in each year, five weeks previous to the Annual meeting being held, and that the Day Book kept by the manager be submitted to the Secretary monthly, together with all vouchers, so that the transactions can be duly recorded in the Company's Books. We beg to congratulate the shareholders on the satisfactory exhibit of the Company's affairs, as shown by the annexed Balance Sheet. We are Gentlemen, yours respectfully." This is the first audit included in the book.

GA approach for finding Rough Set decision rules based on bireducts

Feature selection plays an important role in knowledge discovery and data mining nowadays. In traditional rough set theory, feature selection using reduct - the minimal discerning set of attributes - is an important area. Nevertheless, the original definition of a reduct is restrictive, so in one of the previous research it was proposed to take into account not only the horizontal reduction of information by feature selection, but also a vertical reduction considering suitable subsets of the original set of objects. Following the work mentioned above, a new approach to generate bireducts using a multi--objective genetic algorithm was proposed. Although the genetic algorithms were used to calculate reduct in some previous works, we did not find any work where genetic algorithms were adopted to calculate bireducts. Compared to the works done before in this area, the proposed method has less randomness in generating bireducts. The genetic algorithm system estimated a quality of each bireduct by values of two objective functions as evolution progresses, so consequently a set of bireducts with optimized values of these objectives was obtained. Different fitness evaluation methods and genetic operators, such as crossover and mutation, were applied and the prediction accuracies were compared. Five datasets were used to test the proposed method and two datasets were used to perform a comparison study. Statistical analysis using the one-way ANOVA test was performed to determine the significant difference between the results. The experiment showed that the proposed method was able to reduce the number of bireducts necessary in order to receive a good prediction accuracy. Also, the influence of different genetic operators and fitness evaluation strategies on the prediction accuracy was analyzed. It was shown that the prediction accuracies of the proposed method are comparable with the best results in machine learning literature, and some of them outperformed it.

Letter to S.D. Woodruff from Mr. Ingersoll

Letter to S.D. Woodruff informing him of a meeting of the directors of the Port Dalhousie and Thorold Railway Company. The letter is signed by Mr. Ingersoll, secretary, Dec. 1, 1856.

Letter to S.D. Woodruff from Philip Littlejohn

Letter to S.D. Woodruff informing him of a meeting of the directors of the Port Dalhousie and Thorold Railway Company. The letter is signed by Philip Littlejohn, secretary, Aug. 3, 1857.

Letter from Francis Lalor to S.D. Woodruff

Letter which gives an addition to the estimate for work done by John Brown for Dec. 1855. This is made out to S.D. Woodruff from Francis Lalor. The request is for money for extra ties, fence posts, stone and labour. The letter is slightly singed at the bottom. This does not affect the text, Jan. 3, 1856.