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docs/gallery/plot_benktander.ipynb
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"metadata": {},
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"source": [
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"This example demonstrates the relationship between the Chainladder and\n",
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- "BornhuetterFerguson methods by way fo the Benktander model. Each is a\n",
+ "BornhuetterFerguson methods by way of the Benktander model. Each is a\n",
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"special case of the Benktander model where ``n_iters = 1`` for BornhuetterFerguson\n",
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"and as ``n_iters`` approaches infinity yields the chainladder. As ``n_iters``\n",
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"increases the apriori selection becomes less relevant regardless of initial\n",
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