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update metric docs
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notebooks/quality_metrics.ipynb

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"| Firing rate (Hz) | Total number of spikes per second. |\n",
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"| Signal-to-noise ratio | Ratio of the maximum amplitude of the mean spike waveform to the standard deviation of the background noise on a given channel. |\n",
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"| Presence ratio | Proportion of time during a session that a unit is spiking, ranging from 0 to 0.99. |\n",
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"| Interspike interval (ISI) violation | Rate of ISI violation as a fraction of overall rate. |\n",
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"| Interspike interval (ISI) violation | Rate of inter-spike-interval (ISI) refractory period violations. |\n",
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"| Number violation | Total number of ISI violations. |\n",
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"| Amplitude cut-off | False negative rate of a unit measured by the degree to which its distribution of spike amplitudes is truncated, indicating the fraction of missing spikes. An amplitude cutoff of 0.1 indicates approximately 10% missing spikes. |\n",
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"| Isolation distance | A metric that uses the principal components (PCs) of a unit's waveforms, which are projected into a lower-dimensional PC space after spike sorting. This quantifies how well-isolated the unit is from other potential clusters. |\n",
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"| Nearest-neighbors miss rate | The proportion of its nearest neighbors that do not belong to the same given cluster based on its first principal components. |\n",
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"| Silhouette score | The ratio between cohesiveness of a cluster (distance between member spikes) and its separation from other clusters (distance to non-member spikes). |\n",
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"| Max drift | The maximum shift in spike location, calculated as the center of mass of the energy of the first principal component score. |\n",
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"| Cumulative drift | The cumulative change in spike position throughout a recording. |\n",
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"\n",
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"For further details of the quality metrics, please see:\n",
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"- [Allen Institute Documentation](https://allensdk.readthedocs.io/en/latest/_static/examples/nb/ecephys_quality_metrics.html)\n",

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