Indian and Eskimo Affairs Fonds, 1973-1976

In September 1968, the Indian Affairs Branch of Canada within the Department of Indian Affairs and Northern Development (DIAND), ceased to exist as a result of a major reorganization. In its place the Indian and Eskimo Affairs Program emerged including elements from both the former Indian Affairs and Northern Administration branches. This new structure was based on function rather than on geographic location or ethnic origin. The Program included the areas within the Department responsible for adminstration of; education, social, cultural, community and economic development as well as statutory commitments. After 1978 the Program became known as the Indian and Inuit Affairs Program (IIAP).

Speeches delivered by several Indians chiefs.. also an extract of a letter from an Indian chief

Reprint of the 1810 ed. printed by Samuel Wood, New York, Reprinted by Ipswich By J. Bush, Tavern-Street

Assessing the Reproducibility of Clustering of Molecular Dynamics Conformations on Self-Organizing Maps

The goal of most clustering algorithms is to find the optimal number of clusters (i.e. fewest number of clusters). However, analysis of molecular conformations of biological macromolecules obtained from computer simulations may benefit from a larger array of clusters. The Self-Organizing Map (SOM) clustering method has the advantage of generating large numbers of clusters, but often gives ambiguous results. In this work, SOMs have been shown to be reproducible when the same conformational dataset is independently clustered multiple times (~100), with the help of the Cramérs V-index (C_v). The ability of C_v to determine which SOMs are reproduced is generalizable across different SOM source codes. The conformational ensembles produced from MD (molecular dynamics) and REMD (replica exchange molecular dynamics) simulations of the penta peptide Met-enkephalin (MET) and the 34 amino acid protein human Parathyroid Hormone (hPTH) were used to evaluate SOM reproducibility. The training length for the SOM has a huge impact on the reproducibility. Analysis of MET conformational data definitively determined that toroidal SOMs cluster data better than bordered maps due to the fact that toroidal maps do not have an edge effect. For the source code from MATLAB, it was determined that the learning rate function should be LINEAR with an initial learning rate factor of 0.05 and the SOM should be trained by a sequential algorithm. The trained SOMs can be used as a supervised classification for another dataset. The toroidal 10×10 hexagonal SOMs produced from the MATLAB program for hPTH conformational data produced three sets of reproducible clusters (27%, 15%, and 13% of 100 independent runs) which find similar partitionings to those of smaller 6×6 SOMs. The χ^2 values produced as part of the C_v calculation were used to locate clusters with identical conformational memberships on independently trained SOMs, even those with different dimensions. The χ^2 values could relate the different SOM partitionings to each other.

Receipt from John Henderson and Co., Manufacturers of Hats, Caps and Furs and dealers in Indian Curiosities

Receipt from John Henderson and Co., Manufacturers of Hats, Caps and Furs and dealers in Indian Curiosities, Montreal for furs and buttons, Oct. 13, 1887.

Certificate with a coloured picture of the Colonial and Indian Exhibition in London, 1886

Certificate, 51 cm. x 75 cm. with a coloured picture of the Colonial and Indian Exhibition in London, 1886. This was presented with a commemorative medal to Henry Pafford who was the Mayor of Niagara-on-the-Lake 1863-74, 1876-1880 and 1888-1896. He also ran a drug store and a fruit farm. The award is signed by the Executive President and Secretary to the Royal Commission. [There is no indication what the award is for and the medal is not included in this collection], n.d.

Certificate with a coloured picture of the Colonial and Indian Exhibition in London, 1886

Certificate, 51 cm. x 75 cm. with a coloured picture of the Colonial and Indian Exhibition in London, 1886. This was presented with a commemorative medal to W. Woodruff. The award is signed by the Executive President and Secretary to the Royal Commission. [There is no indication what the award is for and the medal is not included in this collection], n.d.