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5 changes: 5 additions & 0 deletions README.md
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Expand Up @@ -61,6 +61,11 @@ Replace the example history with your own to get started.
Data: Hadi Fanaee-T (2013), [Bike Sharing, UCI](https://doi.org/10.24432/C5W894),
licensed under [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/).

**Dive deeper.** The [walkthrough notebook][walkthrough] extends this example with calendar
covariates, practical uses of the quantiles, and forecasting through missing data.

[walkthrough]: https://github.com/continuousintelligence/ci/blob/main/examples/walkthrough.ipynb

## Frontier performance

**The #1 foundation model on fev-bench.**
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6 changes: 3 additions & 3 deletions examples/walkthrough.ipynb
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Expand Up @@ -50,7 +50,7 @@
"plt.rcParams.update(\n",
" {\n",
" \"figure.figsize\": (12, 3.6),\n",
" \"figure.dpi\": 600,\n",
" \"figure.dpi\": 150,\n",
" \"savefig.dpi\": 600,\n",
" \"figure.facecolor\": CI_NAVY,\n",
" \"axes.facecolor\": CI_NAVY,\n",
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"id": "9f0627ce",
"metadata": {},
"source": [
"This copy has no date column, so we rebuild it. Some hours are missing from the source data.We put\n",
"the data on a complete hourly grid, by replacing missing values by `NaN` which the model accepss as\n",
"This copy has no date column, so we rebuild it. Some hours are missing from the source data. We put\n",
"the data on a complete hourly grid, filling the missing hours with `NaN`, which the model accepts as\n",
"\"not observed\"."
]
},
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