updated data overview to new analysis with the right units
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@@ -553,7 +553,51 @@ Overall, observing \nli{} values greater than at least 1.6, even for a number of
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\begin{figure*}[tp]
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\includegraphics[width=\columnwidth]{dataoverview}
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\caption{\label{fig:dataoverview} Nonlinear responses in P-units and ampullary afferents. The second-order susceptibility is condensed into the susceptibility index, SI($r$) \eqnref{eq:nli_equation}, that quantifies the relative amplitude of the ridge where the two stimulus frequencies add up to the cell's baseline firing rate $r$ (see \subfigrefb{fig:punit}{G}). The SI($r$) is plotted against the cells' CV of its baseline interspike intervals (left column), the response modulation (the standard deviation of firing rate evoked by the band-limited white-noise stimulus) --- a measure of effective stimulus strength (center column), and the CV of the interspike intervals during stimulation with the white-noise stimulus (right column). Pearson's correlation coefficient $R$ and the number of data points $n$ are indicated; all correlations are significant at a level below $p=0.0002$. Kernel-density estimates of the distributions of the displayed quantities are plotted on top and right. Data points are color coded by CV$_{\text{base}}$ or response modulation as indicated by the color bars. The horizontal dashed line marks a threshold for SI($r$) values at 1.8 and the percentages to the right denote the fractions above and below this threshold. \figitem{A} The SI($r$) of all 39 model P-units (table~\ref{modelparams}) measured at contrasts of 1, 3, and 10\,\% of RAM stimuli with a cutoff frequency of 300\,Hz. The SI($r$) was estimated based on 100 FFT segments. The black square marks the cell from \subfigrefb{fig:noisesplit}{C}, the circles the four cells shown in \subfigref{fig:modelsusceptcontrasts}{A--D}, and the triangle the cell from \subfigref{fig:modelsusceptlown}{A--B}. \figitem{B} Electrophysiological data from 159 P-units. Each cell contributes on average with 2 (min. 1, max. 6) RAM stimulus presentations to the $n=329$ data points. The RAMs with cutoff frequency of 300\,Hz were presented at contrasts ranging from 2.5\,\% to 20\,\% (average 8\,\%). The number of available FFT segements ranged from 105 to 1520 (median 301). The two black triangles mark the responses of the example P-unit from \subfigrefb{fig:punit}{E,F}, the circles the other four examples from \subfigrefb{fig:punit}{H}, and the triangle the unit from \subfigrefb{fig:noisesplit}{A}. \figitem{C} Recordings from 30 ampullary afferents, each contributing on average 3 RAM stimulus presentations to $n=89$ data points. Stimuli had a cutoff frequency of 150\,Hz and their contrasts ranged from 2.5\,\% to 20\,\% (average 7\,\%). 105 to 3648 FFT segements were available per stimulus (median 722). The two black triangles mark the responses of the example ampullary afferent from \subfigrefb{fig:ampullary}{E,F}, and the circles the other four examples from \subfigrefb{fig:ampullary}{H}.}
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\caption{\label{fig:dataoverview} Nonlinear responses in P-units and
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ampullary afferents. The second-order susceptibility is condensed
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into the susceptibility index, SI($r$) \eqnref{eq:nli_equation},
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that quantifies the relative amplitude of the ridge where the two
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stimulus frequencies add up to the cell's baseline firing rate $r$
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(see \subfigrefb{fig:punit}{G}). In both the models and the
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experimental data, the SI($r$) was estimated based on 100 FFT
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segments \notejb{dt and nfft}. The SI($r$) is plotted against the
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cells' CV of its baseline interspike intervals (left column), the
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response modulation (the standard deviation of firing rate evoked
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by the band-limited white-noise stimulus) --- a measure of
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effective stimulus strength (center column), and the CV of the
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interspike intervals during stimulation with the white-noise
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stimulus (right column). Pearson's correlation coefficient $R$ and
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the number of data points $n$ are indicated; all correlations are
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significant at a level below $p=0.0002$. Kernel-density estimates
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of the distributions of the displayed quantities are plotted on
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top and right. Data points are color coded by CV$_{\text{base}}$
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or response modulation as indicated by the color bars. The
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horizontal dashed line marks a threshold for SI($r$) values at 1.8
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and the percentages to the right denote the fractions above and
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below this threshold. \figitem{A} The SI($r$) of all 39 model
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P-units (table~\ref{modelparams}) measured at contrasts of 1, 3,
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and 10\,\% of RAM stimuli with a cutoff frequency of 300\,Hz. The
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black square marks the cell from \subfigrefb{fig:noisesplit}{C},
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the circles the four cells shown in
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\subfigref{fig:modelsusceptcontrasts}{A--D}, and the triangle the
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cell from \subfigref{fig:modelsusceptlown}{A--B}.
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\figitem{B}
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Electrophysiological data from 159 P-units. Each cell contributes
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on average with 2 (min. 1, max. 6) RAM stimulus presentations to
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the $n=329$ data points. The RAMs with cutoff frequency of 300\,Hz
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were presented at contrasts ranging from 2.5\,\% to 20\,\%
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(average 8\,\%). The two black triangles mark the responses of the
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example P-unit from \subfigrefb{fig:punit}{E,F}, the circles the
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other four examples from \subfigrefb{fig:punit}{H}, and the
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triangle the unit from \subfigrefb{fig:noisesplit}{A}.
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\figitem{C} Recordings from 30 ampullary afferents, each
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contributing on average 3 (min. 1, max. 7) RAM stimulus
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presentations to $n=89$ data points. Stimuli had a cutoff
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frequency of 150\,Hz and their contrasts ranged from 2.5\,\% to
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20\,\% (average 7\,\%). The two black triangles mark the
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responses of the example ampullary afferent from
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\subfigrefb{fig:ampullary}{E,F}, and the circles the other four
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examples from \subfigrefb{fig:ampullary}{H}.}
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\end{figure*}
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\subsection{Low CVs and weak stimuli are associated with distinct nonlinearity in recorded electroreceptive neurons}
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