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246 | 246 | "\n",
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247 | 247 | "`some_variable = pm.DiscreteUniform(\"discrete_uni_var\", 0, 4)`\n",
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248 | 248 | "\n",
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249 | | - "where 0, 4 are the `DiscreteUniform`-specific lower and upper bound on the random variable. The [PyMC3 docs](http://pymc-devs.github.io/pymc3/api.html) contain the specific parameters for stochastic variables. (Or use `??` if you are using IPython!)\n", |
| 249 | + "where 0, 4 are the `DiscreteUniform`-specific lower and upper bound on the random variable. The [PyMC3 docs](https://docs.pymc.io/en/stable/api.html) contain the specific parameters for stochastic variables. (Or use `??` if you are using IPython!)\n", |
250 | 250 | "\n",
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251 | 251 | "The `name` attribute is used to retrieve the posterior distribution later in the analysis, so it is best to use a descriptive name. Typically, I use the Python variable's name as the `name`.\n",
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252 | 252 | "\n",
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