lines(xs, plogis(mdl.clmm.Slope.1$Theta[3] - (summary(mdl.clmm.Slope.1)$coefficient[,2])
lines(xs, plogis(mdl.clmm.Slope.1$Theta[4] - (summary(mdl.clmm.Slope.1)$coefficient[,2])
lines(xs, plogis(mdl.clmm.Slope.1$Theta[5] - (summary(mdl.clmm.Slope.1)$coefficient[,2])
lines(xs, plogis(mdl.clmm.Slope.1$Theta[6] - (summary(mdl.clmm.Slope.1)$coefficient[,2])
lines(xs, 1-(plogis(mdl.clmm.Slope.1$Theta[6] - (summary(mdl.clmm.Slope.1)$coefficient[,2])

## fill area around CI using c(x, rev(x)), c(y2, rev(y1))

polygon(c(xs, rev(xs)),
        c(plogis(mdl.clmm.Slope.1$Theta[1]+(summary(mdl.clmm.Slope.1)$coefficient[,2])

polygon(c(xs, rev(xs)),
        c(plogis(mdl.clmm.Slope.1$Theta[2]+(summary(mdl.clmm.Slope.1)$coefficient[,2])

polygon(c(xs, rev(xs)),
        c(plogis(mdl.clmm.Slope.1$Theta[3]+(summary(mdl.clmm.Slope.1)$coefficient[,2])

polygon(c(xs, rev(xs)),
        c(plogis(mdl.clmm.Slope.1$Theta[4]+(summary(mdl.clmm.Slope.1)$coefficient[,2])

polygon(c(xs, rev(xs)),
        c(plogis(mdl.clmm.Slope.1$Theta[5]+(summary(mdl.clmm.Slope.1)$coefficient[,2])

polygon(c(xs, rev(xs)),
        c(plogis(mdl.clmm.Slope.1$Theta[6]+(summary(mdl.clmm.Slope.1)$coefficient[,2])

polygon(c(xs, rev(xs)),
        c(1-(plogis(mdl.clmm.Slope.1$Theta[6]-(summary(mdl.clmm.Slope.1)$coefficient[,2])

lines(xs, plogis(mdl.clmm.Slope.1$Theta[1] - xs), col = 'black')

lines(xs, plogis(mdl.clmm.Slope.1$Theta[2] - xs) - plogis(mdl.clmm.Slope.1$Theta[1] -

lines(xs, plogis(mdl.clmm.Slope.1$Theta[3] - xs) - plogis(mdl.clmm.Slope.1$Theta[2] -

lines(xs, plogis(mdl.clmm.Slope.1$Theta[4] - xs) - plogis(mdl.clmm.Slope.1$Theta[3] -

lines(xs, plogis(mdl.clmm.Slope.1$Theta[5] - xs) - plogis(mdl.clmm.Slope.1$Theta[4] -

lines(xs, plogis(mdl.clmm.Slope.1$Theta[6] - xs) - plogis(mdl.clmm.Slope.1$Theta[5] -

lines(xs, 1 - (plogis(mdl.clmm.Slope.1$Theta[6] - xs)), col = 'blue')

abline(v = c(0,mdl.clmm.Slope.1$beta), lty = 3)

abline(h = 0, lty = "dashed")

abline(h = 0.2, lty = "dashed")

abline(h = 0.4, lty = "dashed")

abline(h = 0.6, lty = "dashed")

abline(h = 0.8, lty = "dashed")
3.6. GENERALISED ADDITIVE MIXED-EFFECTS MODELS (GAMMS)443

abline(h = 1, lty = "dashed")

legend(par('usr')[2], par('usr')[4], bty = 'n', xpd = NA, lty = 1,
        col = c("black", "red", "green", "orange", "yellow", "grey", "blue"),
        legend = c("1", "2", "3", "4", "5", "6", "7"), cex = 0.75)

Predicted curves

<figure><img src="image_102.png" /></figure>

Check if the results are different between our initial model (with clm) and our
new model (with clmm).

3.6 Generalised Additive Mixed-effects Models
(GAMMs)

Generalised Additive Mixed-effects Models (GAMMs) are currently used for
dynamic data. By dynamic data we mean, where the “time” component is
accounted for. These can be vowel formants or f0 obtained at 11 intervals;
dynamic tongue contours obtained at multiple time points, etc.

We first use GAMMs (with random effects) to demonstrate its usage

3.6.1 Loading dataframe

dynamicDF <- read_csv("data/dynamicData.csv")
dynamicDF %>%
```
head(10)
```

```
## # A tibble: 10 x 19
##   Speaker Sex Word repetition context vowel Label Duration F2_01 F2_02 F2_03
## <chr>  <chr>  <chr>  <chr>      <chr>  <chr>  <chr>      <dbl>  <dbl>  <dbl>  <dbl>
##  1 SP01   Male  2aat~ rep01   Plain   a:   V2      176.  1500.  1526.  1498.
##  2 SP01   Male  2aat~ rep02   Plain   a:   V2      143.  1518.  1520.  1512.
##  3 SP01   Male  2aat~ rep03   Plain   a:   V2      108.  1539.  1553.  1556.
##  4 SP01   Male  2aaT~ rep01   Pharyn~ a:   V2      145.  1046.  1107.  1127.
##  5 SP01   Male  2aaT~ rep02   Pharyn~ a:   V2      141.  1229.  1242.  1261.
##  6 SP01   Male  2aaT~ rep03   Pharyn~ a:   V2      108.  1156.  1165.  1171.
##  7 SP01   Male  2iit~ rep01   Plain   i:   V2      184.  2269.  2244.  2281.
##  8 SP01   Male  2iit~ rep02   Plain   i:   V2      192.  2218.  2197.  2219.
##  9 SP01   Male  2iit~ rep03   Plain   i:   V2      172.  2140.  2152.  2182.
## 10 SP01  Male  2iiT~ rep01   Pharyn~ i:  V2      212.  1337.  1442.  1592.
## # i 8 more variables: F2_04 <dbl>, F2_05 <dbl>, F2_06 <dbl>, F2_07 <dbl>,
## #   F2_08 <dbl>, F2_09 <dbl>, F2_10 <dbl>, F2_11 <dbl>
```

The dataframe was extracted from a Praat script and comes in a wide format.
For it to work properly with GAMMs, we convert it to a long format.

## 3.6.2 Manipulation

### 3.6.2.1 Wide to Long format

```
dynamicDF <- dynamicDF %>%
pivot_longer(-c(1:8),
  names_sep = "_",
  names_to = c("Correlate", "Interval"),
  values_to = "Vals",
  names_repair = "minimal") %>%
pivot_wider(names_from = "Correlate",
  values_from = "Vals") %>%
unnest()
dynamicDF %>%
  head(10)
```

```
## # A tibble: 10 x 10
##   Speaker Sex Word repetition context vowel Label Duration Interval F2
## <chr>  <chr>  <chr>  <chr>      <chr>  <chr>  <chr>      <dbl> <chr>  <dbl>
##  1 SP01   Male  2aataa rep01   Plain   a:   V2      176.  01     1500.
##  2 SP01   Male  2aataa rep01   Plain   a:   V2      176.  02     1526.
##  3 SP01   Male  2aataa rep01   Plain   a:   V2      176.  03     1498.
##  4 SP01   Male  2aataa rep01   Plain   a:   V2      176.  04     1462.
##  5 SP01   Male  2aataa rep01   Plain   a:   V2      176.  05     1433.
##  6 SP01   Male  2aataa rep01   Plain   a:   V2      176.  06     1421.
```
### 3.6. GENERALISED ADDITIVE MIXED-EFFECTS MODELS (GAMMS)445

<table><tr><td>## 7</td><td>SP01</td><td>Male</td><td>2aataa rep01</td><td>Plain</td><td>a:</td><td>V2</td><td>176.07</td><td>1419.</td></tr><tr><td>## 8</td><td>SP01</td><td>Male</td><td>2aataa rep01</td><td>Plain</td><td>a:</td><td>V2</td><td>176.08</td><td>1411.</td></tr><tr><td>## 9</td><td>SP01</td><td>Male</td><td>2aataa rep01</td><td>Plain</td><td>a:</td><td>V2</td><td>176.09</td><td>1401.</td></tr><tr><td>## 10</td><td>SP01</td><td>Male</td><td>2aataa rep01</td><td>Plain</td><td>a:</td><td>V2</td><td>176.10</td><td>1428.</td></tr></table>

#### 3.6.2.2 Transforming and arranging dataframe

```r
dynamicDF <- dynamicDF %>% 
  mutate(Speaker = as.factor(Speaker), 
        Sex = as.factor(Sex), 
        Word = as.factor(Word), 
        repetition = as.factor(repetition), 
        context = as.factor(context), 
        vowel = as.factor(vowel), 
        Interval = as.numeric(Interval)) %>% 
  arrange(Speaker, Word, context, vowel)
dynamicDF %>% 
  head(10)
```

<table><caption># A tibble: 10 x 10</caption><thead><tr><th></th><th>Speaker</th><th>Sex</th><th>Word</th><th>repetition</th><th>context</th><th>vowel</th><th>Label</th><th>Duration</th><th>Interval</th><th>F2</th></tr><tr><th></th><th>&lt;fct&gt;</th><th>&lt;fct&gt;</th><th>&lt;fct&gt;</th><th>&lt;fct&gt;</th><th>&lt;fct&gt;</th><th>&lt;chr&gt;</th><th>&lt;dbl&gt;</th><th>&lt;dbl&gt;</th><th>&lt;dbl&gt;</th><th>&lt;dbl&gt;</th></tr></thead><tbody><tr><td>## 1</td><td>SP01</td><td>Male</td><td>2aataa rep01</td><td>Plain</td><td>a:</td><td>V2</td><td>176.</td><td>1</td><td>1500.</td><td></td></tr><tr><td>## 2</td><td>SP01</td><td>Male</td><td>2aataa rep01</td><td>Plain</td><td>a:</td><td>V2</td><td>176.</td><td>2</td><td>1526.</td><td></td></tr><tr><td>## 3</td><td>SP01</td><td>Male</td><td>2aataa rep01</td><td>Plain</td><td>a:</td><td>V2</td><td>176.</td><td>3</td><td>1498.</td><td></td></tr><tr><td>## 4</td><td>SP01</td><td>Male</td><td>2aataa rep01</td><td>Plain</td><td>a:</td><td>V2</td><td>176.</td><td>4</td><td>1462.</td><td></td></tr><tr><td>## 5</td><td>SP01</td><td>Male</td><td>2aataa rep01</td><td>Plain</td><td>a:</td><td>V2</td><td>176.</td><td>5</td><td>1433.</td><td></td></tr><tr><td>## 6</td><td>SP01</td><td>Male</td><td>2aataa rep01</td><td>Plain</td><td>a:</td><td>V2</td><td>176.</td><td>6</td><td>1421.</td><td></td></tr><tr><td>## 7</td><td>SP01</td><td>Male</td><td>2aataa rep01</td><td>Plain</td><td>a:</td><td>V2</td><td>176.</td><td>7</td><td>1419.</td><td></td></tr><tr><td>## 8</td><td>SP01</td><td>Male</td><td>2aataa rep01</td><td>Plain</td><td>a:</td><td>V2</td><td>176.</td><td>8</td><td>1411.</td><td></td></tr><tr><td>## 9</td><td>SP01</td><td>Male</td><td>2aataa rep01</td><td>Plain</td><td>a:</td><td>V2</td><td>176.</td><td>9</td><td>1401.</td><td></td></tr><tr><td>## 10</td><td>SP01</td><td>Male</td><td>2aataa rep01</td><td>Plain</td><td>a:</td><td>V2</td><td>176.</td><td>10</td><td>1428.</td><td></td></tr></tbody></table>

#### 3.6.2.3 Ordering predictors

It is important to use an ordered predictor in GAMs. By default, GAMs provides computations similar to an ANOVA (with sum coding). Here, we use a treatment coding to allow for an increase in power. Also, we create an interaction factor; the results are to be modelled as a function of the interaction between the context and the vowel

```r
dynamicDF$ContVowInt <- interaction(dynamicDF$context, dynamicDF$vowel)
```

```r
dynamicDF$ContVowInt.ord <- as.ordered(dynamicDF$ContVowInt)
contrasts(dynamicDF$ContVowInt.ord) <- "contr.treatment"
```
```
dynamicDF$Sex.ord <- as.ordered(dynamicDF$Sex)
contrasts(dynamicDF$Sex.ord) <- "contr.treatment"
```

### 3.6.2.4 Start value for autocorrelation

Given that time series are heavily correlated, we need to account for this autocorrelation in any analyses. We add a variable "start" to indicate when the Interval == 1

```
dynamicDF$start <-dynamicDF$Interval == 1
```

## 3.6.3 Model specifications

### 3.6.3.1 No AR1 model

```
system.time(mdl.gamm.F2.noAR <- bam(F2 ~ ContVowInt.ord * Sex.ord +
  ### 1d smooths
  s(Interval, bs = "cr", k = 11) +
  ### 1d smooths * factor
  s(Interval, bs = "cr", k = 11, by = ContVowInt.ord) +
  s(Interval, bs = "cr", k = 11, by = Sex.ord) +
  ### random smooths by speaker
  s(Interval, bs = "cr", k = 11, by = randomSmoothsBySpeaker) +
  ### random smooths by word
  s(Interval, Word, bs = "fs", k = 11, m = 1, xt=list bs = "tp")) +
  data = dynamicDF, discrete = TRUE, nthreads = 2)
```

#### 3.6.3.1.1 Model estimation

```
##      user  system elapsed
##   0.79    0.56    0.78
```

```
acf_resid(mdl.gamm.F2.noAR, main = "Average ACF No.AR F2", cex.lab=1.5, cex.axis=1.5)
```
3.6. GENERALISED ADDITIVE MIXED-EFFECTS MODELS (GAMMS)447

<figure><img src="image_103.png" /></figure>

3.6.3.1.1.1 ACF No AR1

gam.check(mdl.gamm.F2.noAR)

<figure><img src="image_104.png" /></figure>

<figure><img src="image_105.png" /></figure>

<figure><img src="image_106.png" /></figure>

<figure><img src="image_107.png" /></figure>

3.6.3.1.1.2 Gam check

###

### Method: fREML Optimizer: perf chol

### $grad
## [1] -3.197442e-14 -2.717826e-13 -2.042810e-14 -1.760814e-13 1.976197e-14
## [6] 3.552714e-15 1.132427e-14 -1.967253e-06 -2.553513e-15 -3.167531e-06
## [11] 8.881784e-16 5.329071e-15 4.440892e-15 -3.165860e-06 -1.110223e-16
## [16] -1.110223e-13 -5.107026e-15 -6.195044e-14 -6.439294e-15 -2.561403e-06
## [21] 1.332268e-15 -3.476698e-06 -6.661338e-15 1.610374e-10

## $hess

## [,1] [,2] [,3] [,4] [,5]
## 1.003880e+00 -9.361499e-02 9.867539e-03 -1.773653e-01 1.813204e-02
## -9.361499e-02 1.638108e-01 2.307914e-02 -6.348586e-02 -4.914258e-02
## 9.867539e-03 2.307914e-02 1.193923e+00 1.370215e-02 2.170922e-02
## -1.773653e-01 -6.348586e-02 1.370215e-02 3.473970e-01 -4.569094e-03
## 1.813204e-02 -4.914258e-02 2.170922e-02 -4.569094e-03 1.105819e+00
## 1.869996e-02 -4.161598e-02 1.925866e-02 -1.293336e-03 -5.549452e-02
## -2.506757e-01 -9.568044e-03 2.012076e-03 3.342137e-02 -3.534940e-02
## 1.835864e-06 -2.041012e-08 -6.795749e-08 -4.024643e-07 2.384429e-07
## -2.730578e-27 -6.756815e-29 8.193394e-28 -6.226779e-28 -1.634415e-28
## 4.388010e-08 2.222766e-07 2.794168e-08 -5.336235e-08 -8.684646e-08
## 9.693161e-29 -1.761694e-28 -5.650937e-30 1.941036e-29 1.500761e-29
## -2.094426e-02 -3.873479e-03 6.382315e-02 4.224116e-03 -8.042748e-03
## -2.162922e-29 7.500641e-30 2.859547e-28 -3.748008e-30 5.800040e-30
## 2.724867e-08 -2.343219e-08 2.858970e-09 1.451438e-07 2.394565e-08
## -2.261934e-28 1.530476e-28 -9.640589e-30 -4.665672e-28 7.628354e-29
## -2.111491e-02 5.202241e-03 -8.566203e-04 1.013440e-03 7.873933e-02
## 1.053291e-29 -4.541828e-30 -1.572611e-30 7.415223e-31 7.794641e-29
## -2.067744e-02 3.927096e-03 -9.736665e-04 7.681664e-04 3.362567e-03
## -1.553246e-30 -9.641952e-31 -9.931864e-31 1.288670e-30 7.046425e-32
## 1.666934e-06 1.956228e-06 -3.382783e-07 1.774858e-06 7.445482e-07
## -5.594164e-27 -5.564185e-27 3.659382e-27 -4.671394e-27 -2.151430e-27
## 3.217140e-08 1.535342e-07 -5.404928e-08 2.378842e-07 -1.894141e-07
## -3.240826e-28 -3.739453e-28 2.584415e-28 -8.183831e-28 -7.830517e-29
d -1.050806e+00 -3.614705e-01 -1.228224e+00 -5.976267e-01 -1.231656e+00
## [,6] [,7] [,8] [,9] [,10]
## 1.869996e-02 -2.506757e-01 1.835864e-06 -2.901173e-27 4.388010e-08
## -4.161598e-02 -9.568044e-03 -2.041012e-08 -8.780368e-29 2.222766e-07
## 1.925866e-02 2.012076e-03 -6.795749e-08 3.489766e-28 2.794168e-08
## -1.293336e-03 3.342137e-02 -4.024643e-07 -6.408959e-28 -5.336235e-08
## -5.549452e-02 -3.534940e-02 2.384429e-07 -2.515398e-28 -8.684646e-08
## 1.608696e+00 -3.333043e-02 1.906263e-07 -4.690757e-28 -7.452219e-08
## -3.333043e-02 7.405700e-01 2.946194e-06 -6.535006e-28 7.542137e-08
## 1.906263e-07 2.946194e-06 1.967272e-06 1.266704e-32 8.682268e-13
## -4.945848e-28 -6.192442e-28 1.183267e-32 2.553513e-15 1.990942e-33
## -7.452219e-08 7.542137e-08 8.682268e-13 -4.773871e-34 3.167528e-06
## 1.254846e-29 3.595956e-29 -4.385281e-34 -5.456039e-30 2.103533e-33
## -7.722929e-03 -1.301421e-01 -1.302448e-06 1.108195e-27 9.333260e-08
## 1.033146e-29 3.216104e-29 -3.800040e-35 -1.533357e-29 1.144946e-34
3.6. GENERALISED ADDITIVE MIXED-EFFECTS MODELS (GAMMS)449

<table>
  <tbody>
    <tr>
      <td>##</td>
      <td>2.308512e-08</td>
      <td>2.387087e-07</td>
      <td>-2.472654e-14</td>
      <td>-1.109391e-33</td>
      <td>-1.729391e-12</td>
    </tr>
    <tr>
      <td>##</td>
      <td>5.574158e-29</td>
      <td>8.955897e-30</td>
      <td>7.140931e-34</td>
      <td>-2.047134e-29</td>
      <td>3.381071e-33</td>
    </tr>
    <tr>
      <td>##</td>
      <td>3.106205e-03</td>
      <td>4.813115e-02</td>
      <td>7.265923e-07</td>
      <td>1.074583e-27</td>
      <td>2.598147e-07</td>
    </tr>
    <tr>
      <td>##</td>
      <td>2.375362e-31</td>
      <td>-5.368325e-30</td>
      <td>2.524986e-35</td>
      <td>-4.333108e-30</td>
      <td>-8.118414e-35</td>
    </tr>
    <tr>
      <td>##</td>
      <td>3.593009e-02</td>
      <td>1.859382e-02</td>
      <td>2.987398e-07</td>
      <td>3.229019e-28</td>
      <td>5.042282e-07</td>
    </tr>
    <tr>
      <td>##</td>
      <td>2.631607e-29</td>
      <td>-3.613058e-30</td>
      <td>6.840752e-35</td>
      <td>-3.312588e-30</td>
      <td>-1.654635e-35</td>
    </tr>
    <tr>
      <td>##</td>
      <td>4.889666e-07</td>
      <td>-2.577409e-07</td>
      <td>1.250788e-12</td>
      <td>1.107362e-32</td>
      <td>2.557888e-12</td>
    </tr>
    <tr>
      <td>##</td>
      <td>-1.999660e-27</td>
      <td>-8.026339e-28</td>
      <td>-1.731001e-33</td>
      <td>-6.181632e-29</td>
      <td>1.847844e-34</td>
    </tr>
    <tr>
      <td>##</td>
      <td>-1.251857e-07</td>
      <td>8.775859e-08</td>
      <td>2.813470e-13</td>
      <td>3.039944e-34</td>
      <td>-1.753342e-12</td>
    </tr>
    <tr>
      <td>##</td>
      <td>-2.091530e-28</td>
      <td>-2.551649e-28</td>
      <td>-1.354550e-33</td>
      <td>-2.902629e-29</td>
      <td>-3.446669e-34</td>
    </tr>
    <tr>
      <td>## d</td>
      <td>-1.564357e+00</td>
      <td>-1.031287e+00</td>
      <td>-8.032182e-06</td>
      <td>-9.425570e-24</td>
      <td>-2.306632e-06</td>
    </tr>
    <tr>
      <td>##</td>
      <td>[,11]</td>
      <td>[,12]</td>
      <td>[,13]</td>
      <td>[,14]</td>
      <td>[,15]</td>
    </tr>
    <tr>
      <td>##</td>
      <td>9.963755e-29</td>
      <td>-2.094426e-02</td>
      <td>-2.790592e-29</td>
      <td>2.724867e-08</td>
      <td>-2.248571e-28</td>
    </tr>
    <tr>
      <td>##</td>
      <td>-1.705466e-28</td>
      <td>-3.873479e-03</td>
      <td>4.982743e-30</td>
      <td>-2.343219e-08</td>
      <td>1.510254e-28</td>
    </tr>
    <tr>
      <td>##</td>
      <td>-6.311658e-30</td>
      <td>6.382315e-02</td>
      <td>1.674089e-28</td>
      <td>2.858970e-09</td>
      <td>-9.951013e-30</td>
    </tr>
    <tr>
      <td>##</td>
      <td>1.924186e-29</td>
      <td>4.224116e-03</td>
      <td>-8.494566e-30</td>
      <td>1.451438e-07</td>
      <td>-4.646620e-28</td>
    </tr>
    <tr>
      <td>##</td>
      <td>1.561495e-29</td>
      <td>-8.042748e-03</td>
      <td>6.935882e-30</td>
      <td>2.394565e-08</td>
      <td>7.518078e-29</td>
    </tr>
    <tr>
      <td>##</td>
      <td>1.261533e-29</td>
      <td>-7.722929e-03</td>
      <td>3.971410e-30</td>
      <td>2.308512e-08</td>
      <td>5.476712e-29</td>
    </tr>
    <tr>
      <td>##</td>
      <td>3.644381e-29</td>
      <td>-1.301421e-01</td>
      <td>2.610475e-29</td>
      <td>2.387087e-07</td>
      <td>2.932461e-30</td>
    </tr>
    <tr>
      <td>##</td>
      <td>-6.551478e-34</td>
      <td>-1.302448e-06</td>
      <td>-1.395738e-34</td>
      <td>-2.472654e-14</td>
      <td>8.851660e-34</td>
    </tr>
    <tr>
      <td>##</td>
      <td>-5.456039e-30</td>
      <td>1.060046e-27</td>
      <td>-1.533357e-29</td>
      <td>-1.632496e-33</td>
      <td>-2.047134e-29</td>
    </tr>
    <tr>
      <td>##</td>
      <td>1.949499e-33</td>
      <td>9.333260e-08</td>
      <td>3.717677e-35</td>
      <td>-1.729391e-12</td>
      <td>3.328055e-33</td>
    </tr>
    <tr>
      <td>##</td>
      <td>-6.661338e-16</td>
      <td>-3.945992e-29</td>
      <td>-8.231077e-34</td>
      <td>-2.092597e-34</td>
      <td>-1.356658e-35</td>
    </tr>
    <tr>
      <td>##</td>
      <td>-4.014206e-29</td>
      <td>5.713580e+00</td>
      <td>2.122227e-28</td>
      <td>-1.406852e-07</td>
      <td>1.487500e-28</td>
    </tr>
    <tr>
      <td>##</td>
      <td>-8.231077e-34</td>
      <td>2.531269e-28</td>
      <td>-4.662937e-15</td>
      <td>1.118899e-35</td>
      <td>-1.964088e-35</td>
    </tr>
    <tr>
      <td>##</td>
      <td>-2.076291e-34</td>
      <td>-1.406852e-07</td>
      <td>-4.950595e-36</td>
      <td>3.165853e-06</td>
      <td>-2.821366e-33</td>
    </tr>
    <tr>
      <td>##</td>
      <td>-1.356658e-35</td>
      <td>1.588115e-28</td>
      <td>-1.964088e-35</td>
      <td>-2.547836e-33</td>
      <td>1.110223e-16</td>
    </tr>
    <tr>
      <td>##</td>
      <td>1.668849e-28</td>
      <td>7.439112e-02</td>
      <td>-1.366255e-29</td>
      <td>1.100026e-07</td>
      <td>-6.271786e-28</td>
    </tr>
    <tr>
      <td>##</td>
      <td>-5.042019e-35</td>
      <td>-4.332341e-30</td>
      <td>-5.848313e-34</td>
      <td>-1.607665e-35</td>
      <td>-7.637864e-34</td>
    </tr>
    <tr>
      <td>##</td>
      <td>1.919109e-28</td>
      <td>3.620299e-02</td>
      <td>-9.014722e-30</td>
      <td>3.157134e-08</td>
      <td>-6.962854e-28</td>
    </tr>
    <tr>
      <td>##</td>
      <td>-1.592668e-35</td>
      <td>2.977759e-30</td>
      <td>-6.033908e-35</td>
      <td>1.439979e-35</td>
      <td>-2.218691e-34</td>
    </tr>
    <tr>
      <td>##</td>
      <td>-1.587002e-33</td>
      <td>-2.180195e-07</td>
      <td>-7.178574e-35</td>
      <td>9.876859e-13</td>
      <td>-1.466288e-33</td>
    </tr>
    <tr>
      <td>##</td>
      <td>-3.842188e-29</td>
      <td>9.107497e-29</td>
      <td>-9.621897e-30</td>
      <td>-1.724096e-33</td>
      <td>-1.765279e-29</td>
    </tr>
    <tr>
      <td>##</td>
      <td>9.237031e-34</td>
      <td>1.061986e-07</td>
      <td>7.894592e-36</td>
      <td>-3.065580e-12</td>
      <td>9.212337e-35</td>
    </tr>
    <tr>
      <td>##</td>
      <td>-1.467374e-29</td>
      <td>7.729009e-28</td>
      <td>-2.367519e-30</td>
      <td>-3.154249e-33</td>
      <td>-6.113924e-29</td>
    </tr>
    <tr>
      <td>## d</td>
      <td>-4.503816e-26</td>
      <td>-6.080384e+00</td>
      <td>-9.293502e-25</td>
      <td>-1.694360e-06</td>
      <td>-7.649261e-25</td>
    </tr>
    <tr>
      <td>##</td>
      <td>[,16]</td>
      <td>[,17]</td>
      <td>[,18]</td>
      <td>[,19]</td>
      <td>[,20]</td>
    </tr>
    <tr>
      <td>##</td>
      <td>-2.111491e-02</td>
      <td>7.921045e-30</td>
      <td>-2.067744e-02</td>
      <td>4.461691e-31</td>
      <td>1.666934e-06</td>
    </tr>
    <tr>
      <td>##</td>
      <td>5.202241e-03</td>
      <td>-6.041730e-30</td>
      <td>3.927096e-03</td>
      <td>-1.520265e-30</td>
      <td>1.956228e-06</td>
    </tr>
    <tr>
      <td>##</td>
      <td>-8.566203e-04</td>
      <td>-1.475335e-30</td>
      <td>-9.736665e-04</td>
      <td>-1.000132e-30</td>
      <td>-3.382783e-07</td>
    </tr>
    <tr>
      <td>##</td>
      <td>1.013440e-03</td>
      <td>-5.363083e-31</td>
      <td>7.681664e-04</td>
      <td>7.712075e-31</td>
      <td>1.774858e-06</td>
    </tr>
    <tr>
      <td>##</td>
      <td>7.873933e-02</td>
      <td>6.900138e-29</td>
      <td>3.362567e-03</td>
      <td>1.167471e-31</td>
      <td>7.445482e-07</td>
    </tr>
    <tr>
      <td>##</td>
      <td>3.106205e-03</td>
      <td>-7.618732e-33</td>
      <td>3.593009e-02</td>
      <td>2.767466e-29</td>
      <td>4.889666e-07</td>
    </tr>
    <tr>
      <td>##</td>
      <td>4.813115e-02</td>
      <td>-6.729529e-30</td>
      <td>1.859382e-02</td>
      <td>-3.981380e-30</td>
      <td>-2.577409e-07</td>
    </tr>
    <tr>
      <td>##</td>
      <td>7.265923e-07</td>
      <td>8.754422e-35</td>
      <td>2.987398e-07</td>
      <td>3.195273e-35</td>
      <td>1.250788e-12</td>
    </tr>
    <tr>
      <td>##</td>
      <td>1.304289e-27</td>
      <td>-4.333108e-30</td>
      <td>2.774213e-28</td>
      <td>-3.312588e-30</td>
      <td>5.580084e-33</td>
    </tr>
  </tbody>
</table>
<table><tbody><tr><td>##</td><td>2.598147e-07</td><td>-5.164212e-35</td><td>5.042282e-07</td><td>-9.255486e-36</td><td>2.557888e-12</td></tr><tr><td>##</td><td>1.641776e-28</td><td>-5.042019e-35</td><td>1.883513e-28</td><td>-1.592668e-35</td><td>-1.596458e-33</td></tr><tr><td>##</td><td>7.439112e-02</td><td>-3.368927e-30</td><td>3.620299e-02</td><td>3.623521e-30</td><td>-2.180195e-07</td></tr><tr><td>##</td><td>-8.966407e-30</td><td>-5.848313e-34</td><td>-1.760296e-29</td><td>-6.033908e-35</td><td>7.933611e-36</td></tr><tr><td>##</td><td>1.100026e-07</td><td>-1.362678e-35</td><td>3.157134e-08</td><td>1.552336e-35</td><td>9.876859e-13</td></tr><tr><td>##</td><td>-6.779262e-28</td><td>-7.637864e-34</td><td>-7.022423e-28</td><td>-2.218691e-34</td><td>-5.540741e-34</td></tr><tr><td>##</td><td>9.728958e-01</td><td>-1.787055e-28</td><td>-1.056477e-01</td><td>-3.262309e-30</td><td>-1.796839e-07</td></tr><tr><td>##</td><td>-1.900524e-28</td><td>5.218048e-15</td><td>1.477781e-29</td><td>-2.428310e-34</td><td>2.961089e-35</td></tr><tr><td>##</td><td>-1.056477e-01</td><td>1.074100e-29</td><td>1.681829e+00</td><td>5.621969e-29</td><td>-1.688652e-07</td></tr><tr><td>##</td><td>-5.007378e-30</td><td>-2.428310e-34</td><td>4.323387e-29</td><td>6.439294e-15</td><td>-1.436057e-35</td></tr><tr><td>##</td><td>-1.796839e-07</td><td>1.140911e-35</td><td>-1.688652e-07</td><td>-7.370104e-36</td><td>2.561441e-06</td></tr><tr><td>##</td><td>2.397782e-28</td><td>-6.577979e-30</td><td>2.935087e-28</td><td>-5.194243e-29</td><td>-8.874990e-32</td></tr><tr><td>##</td><td>3.614614e-07</td><td>-1.283231e-34</td><td>6.800200e-07</td><td>4.467465e-35</td><td>2.983844e-12</td></tr><tr><td>##</td><td>-7.477437e-28</td><td>-2.758765e-29</td><td>-8.403796e-28</td><td>-1.958260e-29</td><td>-1.612945e-32</td></tr><tr><td>## d</td><td>-1.725493e+00</td><td>-1.430855e-26</td><td>-1.827487e+00</td><td>-9.258074e-27</td><td>-1.206302e-05</td></tr><tr><td>##</td><td>[,21]</td><td>[,22]</td><td>[,23]</td><td>[,24]</td><td></td></tr><tr><td>##</td><td>-5.804970e-27</td><td>3.217140e-08</td><td>-3.135621e-28</td><td>-1.050806e+00</td><td></td></tr><tr><td>##</td><td>-5.413711e-27</td><td>1.535342e-07</td><td>-3.089810e-28</td><td>-3.614705e-01</td><td></td></tr><tr><td>##</td><td>1.199695e-27</td><td>-5.404928e-08</td><td>3.960844e-28</td><td>-1.228224e+00</td><td></td></tr><tr><td>##</td><td>-4.757450e-27</td><td>2.378842e-07</td><td>-8.173344e-28</td><td>-5.976267e-01</td><td></td></tr><tr><td>##</td><td>-2.151895e-27</td><td>-1.894141e-07</td><td>-9.844908e-29</td><td>-1.231656e+00</td><td></td></tr><tr><td>##</td><td>-1.719631e-27</td><td>-1.251857e-07</td><td>-1.116546e-28</td><td>-1.564357e+00</td><td></td></tr><tr><td>##</td><td>-9.610266e-28</td><td>8.775859e-08</td><td>-2.566855e-28</td><td>-1.031287e+00</td><td></td></tr><tr><td>##</td><td>-2.257838e-33</td><td>2.813470e-13</td><td>4.615262e-34</td><td>-8.032182e-06</td><td></td></tr><tr><td>##</td><td>-6.181632e-29</td><td>6.883788e-34</td><td>-2.902629e-29</td><td>-9.425570e-24</td><td></td></tr><tr><td>##</td><td>-8.141127e-33</td><td>-1.753342e-12</td><td>-1.549712e-33</td><td>-2.306632e-06</td><td></td></tr><tr><td>##</td><td>-3.842188e-29</td><td>8.859451e-34</td><td>-1.467374e-29</td><td>-4.503816e-26</td><td></td></tr><tr><td>##</td><td>-2.860253e-28</td><td>1.061986e-07</td><td>3.589715e-28</td><td>-6.080384e+00</td><td></td></tr><tr><td>##</td><td>-9.621897e-30</td><td>-2.119291e-35</td><td>-2.367519e-30</td><td>-9.293502e-25</td><td></td></tr><tr><td>##</td><td>-5.320247e-34</td><td>-3.065580e-12</td><td>-3.132259e-33</td><td>-1.694360e-06</td><td></td></tr><tr><td>##</td><td>-1.765279e-29</td><td>2.866126e-34</td><td>-6.113924e-29</td><td>-7.649261e-25</td><td></td></tr><tr><td>##</td><td>3.006186e-28</td><td>3.614614e-07</td><td>-6.347548e-28</td><td>-1.725493e+00</td><td></td></tr><tr><td>##</td><td>-6.577979e-30</td><td>-1.108896e-34</td><td>-2.758765e-29</td><td>-1.430855e-26</td><td></td></tr><tr><td>##</td><td>7.132233e-29</td><td>6.800200e-07</td><td>-7.400983e-28</td><td>-1.827487e+00</td><td></td></tr><tr><td>##</td><td>-5.194243e-29</td><td>1.232255e-35</td><td>-1.958260e-29</td><td>-9.258074e-27</td><td></td></tr><tr><td>##</td><td>-8.253479e-32</td><td>2.983844e-12</td><td>-1.585811e-32</td><td>-1.206302e-05</td><td></td></tr><tr><td>##</td><td>-1.332268e-15</td><td>-6.195006e-33</td><td>-7.863392e-29</td><td>-2.514588e-23</td><td></td></tr><tr><td>##</td><td>-9.074055e-33</td><td>3.476696e-06</td><td>-2.481320e-33</td><td>-2.851468e-06</td><td></td></tr><tr><td>##</td><td>-7.863392e-29</td><td>-1.859022e-33</td><td>6.661338e-15</td><td>-2.848608e-24</td><td></td></tr><tr><td>## d</td><td>-2.514588e-23</td><td>-2.851468e-06</td><td>-2.848608e-24</td><td>1.885000e+02</td><td></td></tr></tbody></table>

## Model rank = 346 / 346

## Basis dimension (k) checking results. Low p-value (k-index<1) may

## indicate that k is too low, especially if edf is close to k'.
### 3.6. GENERALISED ADDITIVE MIXED-EFFECTS MODELS (GAMMS)451

<table><thead><tr><th>##</th><th>k'</th><th>edf</th><th>k-index</th></tr></thead><tbody><tr><td>s(Interval)</td><td>1.00e+01</td><td>3.10e+00</td><td>1.29</td></tr><tr><td>s(Interval):ContVowInt.ordPlain.a:</td><td>1.00e+01</td><td>1.72e+00</td><td>1.29</td></tr><tr><td>s(Interval):ContVowInt.ordPharyngealised.i:</td><td>1.00e+01</td><td>3.46e+00</td><td>1.29</td></tr><tr><td>s(Interval):ContVowInt.ordPlain.i:</td><td>1.00e+01</td><td>2.20e+00</td><td>1.29</td></tr><tr><td>s(Interval):ContVowInt.ordPharyngealised.u:</td><td>1.00e+01</td><td>3.46e+00</td><td>1.29</td></tr><tr><td>s(Interval):ContVowInt.ordPlain.u:</td><td>1.00e+01</td><td>4.13e+00</td><td>1.29</td></tr><tr><td>s(Interval):Sex.ordMale</td><td>1.00e+01</td><td>3.06e+00</td><td>1.29</td></tr><tr><td>s(Interval,Speaker)</td><td>2.20e+01</td><td>2.00e-05</td><td>1.29</td></tr><tr><td>s(Interval,Speaker):ContVowInt.ordPlain.a:</td><td>2.20e+01</td><td>1.10e-05</td><td>1.29</td></tr><tr><td>s(Interval,Speaker):ContVowInt.ordPharyngealised.i:</td><td>2.20e+01</td><td>1.22e+01</td><td>1.29</td></tr><tr><td>s(Interval,Speaker):ContVowInt.ordPlain.i:</td><td>2.20e+01</td><td>9.72e-06</td><td>1.29</td></tr><tr><td>s(Interval,Speaker):ContVowInt.ordPharyngealised.u:</td><td>2.20e+01</td><td>3.45e+00</td><td>1.29</td></tr><tr><td>s(Interval,Speaker):ContVowInt.ordPlain.u:</td><td>2.20e+01</td><td>3.65e+00</td><td>1.29</td></tr><tr><td>s(Interval,Word)</td><td>6.60e+01</td><td>2.92e-05</td><td>1.29</td></tr><tr><td>s(Interval,Word):Sex.ordMale</td><td>6.60e+01</td><td>1.27e-05</td><td>1.29</td></tr><tr><td>p-value</td><td></td><td></td><td></td></tr><tr><td>s(Interval)</td><td>1</td><td></td><td></td></tr><tr><td>s(Interval):ContVowInt.ordPlain.a:</td><td>1</td><td></td><td></td></tr><tr><td>s(Interval):ContVowInt.ordPharyngealised.i:</td><td>1</td><td></td><td></td></tr><tr><td>s(Interval):ContVowInt.ordPlain.i:</td><td>1</td><td></td><td></td></tr><tr><td>s(Interval):ContVowInt.ordPharyngealised.u:</td><td>1</td><td></td><td></td></tr><tr><td>s(Interval):ContVowInt.ordPlain.u:</td><td>1</td><td></td><td></td></tr><tr><td>s(Interval):Sex.ordMale</td><td>1</td><td></td><td></td></tr><tr><td>s(Interval,Speaker)</td><td>1</td><td></td><td></td></tr><tr><td>s(Interval,Speaker):ContVowInt.ordPlain.a:</td><td>1</td><td></td><td></td></tr><tr><td>s(Interval,Speaker):ContVowInt.ordPharyngealised.i:</td><td>1</td><td></td><td></td></tr><tr><td>s(Interval,Speaker):ContVowInt.ordPlain.i:</td><td>1</td><td></td><td></td></tr><tr><td>s(Interval,Speaker):ContVowInt.ordPharyngealised.u:</td><td>1</td><td></td><td></td></tr><tr><td>s(Interval,Speaker):ContVowInt.ordPlain.u:</td><td>1</td><td></td><td></td></tr><tr><td>s(Interval,Word)</td><td>1</td><td></td><td></td></tr><tr><td>s(Interval,Word):Sex.ordMale</td><td>1</td><td></td><td></td></tr></tbody></table>

rho_est <- start_value Rho (mdl.gamm.F2.noAR)
rho_est

#### 3.6.3.1.1.3 Estimating Rho

## [1] 0.715958

### 3.6.3.2 AR1 model

system.time(mdl.gamm.F2.AR <- bam(F2 ~ ContVowInt.ord * Sex.ord +
### 1d smooths
s(Interval, bs = "cr", k = 11) +
### 1d smooths * factor
s(Interval, bs = "cr", k = 11, by = ContVowInt.ord) +
s(Interval, bs = "cr", k = 11, by = Sex.ord) +
### random smooths by speaker
s(Interval, Word, bs = "fs", k = 11, m = 1, xt=list bs = "tp")) +
### random smooths by word
s(Interval, Word, bs = "fs", k = 11, m = 1, xt=list bs = "tp")) +

### 3.6.3.2.0.1 Model estimation

## user system elapsed
## 0.83 0.34 0.66

acf_resid(mdl.gamm.F2.AR, main = "Average ACF AR F2", cex.lab=1.5, cex.axis=1.5)

<figure><img src="image_108.png" /></figure>

### 3.6.3.2.0.2 ACF AR1

summary(mdl.gamm.F2.AR)

### 3.6.3.2.0.3 Summary Family: gaussian Link function: identity

Formula: F2 ~ ContVowInt.ord * Sex.ord + s(Interval, bs = "cr", k = 11) + s(Interval, bs = "cr", k = 11, by = ContVowInt.ord) + s(Interval, bs = "cr", k = 11, by = Sex.ord) + s(Interval, Speaker, bs = "fs", k = 11, m = 1, xt = list bs = "tp")) + s(Interval, Speaker, bs = "fs", k = 11, m = 1, xt = list bs = "tp"), by = ContVowInt.ord) + s(Interval, Word, bs = "fs", k = 11, m = 1, xt
3.6. GENERALISED ADDITIVE MIXED-EFFECTS MODELS (GAMMS)453

= list(bs = "tp")) + s(Interval, Word, bs = "fs", k = 11, m = 1, xt = list(bs =
"tp"), by = Sex.ord)

Parametric coefficients: Estimate Std. Error t value (Interval) 1318.57 17.74
74.322 ContVowInt.ordPlain.a: 259.70 27.35 9.496 ContVowInt.ordPharyngealised.i
999.04 27.59 36.204 ContVowInt.ordPlain.i: 1244.99 27.44 45.364 Con-
tVowInt.ordPharyngealised.u: -399.49 27.45 -14.553 ContVowInt.ordPlain.u: -
266.02 27.50 -9.673 Sex.ordMale -147.62 24.95 -5.916 ContVowInt.ordPlain.a::Sex.ordMale
70.77 38.41 1.842 ContVowInt.ordPharyngealised.i::Sex.ordMale -226.37
38.93 -5.815 ContVowInt.ordPlain.i::Sex.ordMale -135.40 38.59 -3.509
ContVowInt.ordPharyngealised.u::Sex.ordMale 78.25 38.52 2.031 Con-
tVowInt.ordPlain.u::Sex.ordMale 42.06 38.66 1.088 Pr(>|t|)
(Intercept) < 2e-16 ContVowInt.ordPlain.a: < 2e-16 ContVowInt.ordPharyngealised.i:
< 2e-16 ContVowInt.ordPlain.i: < 2e-16 ContVowInt.ordPharyngealised.u:
< 2e-16 ContVowInt.ordPlain.u: < 2e-16 Sex.ordMale 8.34e-09 Cont-
tVowInt.ordPlain.a::Sex.ordMale 0.066332 .
ContVowInt.ordPharyngealised.i::Sex.ordMale 1.44e-08 Con-
tVowInt.ordPlain.i::Sex.ordMale 0.000513 ** ContVowInt.ordPharyngealised.u::Sex.ordMale
0.043038

ContVowInt.ordPlain.u::Sex.ordMale 0.277405

— Signif. codes: 0 ' 0.001 ' 0.01 " 0.05 ' 0.1 " 1

Approximate significance of smooth terms: edf Ref.df F s(Interval)
4.524e+00 5.638 12.737 s(Interval):ContVowInt.ordPlain.a: 2.434e+00 3.185
2.310 s(Interval):ContVowInt.ordPharyngealised.i: 3.507e+00 3.582 11.934
s(Interval):ContVowInt.ordPlain.i: 2.884e+00 3.567 10.334 s(Interval):ContVowInt.ordPharyngealised.u:
5.193e+00 6.419 10.664 s(Interval):ContVowInt.ordPlain.u: 5.735e+00 6.684
19.337 s(Interval):Sex.ordMale 5.009e+00 6.197 14.079 s(Interval,Speaker)
1.242e-05 18.000 0.000 s(Interval,Speaker):ContVowInt.ordPlain.a: 7.557e-06
21.000 0.000 s(Interval,Speaker):ContVowInt.ordPharyngealised.i: 1.547e+01
19.000 13.759 s(Interval,Speaker):ContVowInt.ordPlain.i: 4.679e+00 19.000
0.332 s(Interval,Speaker):ContVowInt.ordPharyngealised.u: 2.548e+00 19.000
0.164 s(Interval,Speaker):ContVowInt.ordPlain.u: 5.691e+00 19.000 0.573
s(Interval,Word) 1.378e-05 60.000 0.000 s(Interval,Word):Sex.ordMale 1.132e-
05 62.000 0.000 p-value

s(Interval) < 2e-16 s(Interval):ContVowInt.ordPlain.a: 0.0661 .

s(Interval):ContVowInt.ordPharyngealised.i: < 2e-16 s(Interval):ContVowInt.ordPlain.i:
7.13e-07 s(Interval):ContVowInt.ordPharyngealised.u: < 2e-16
s(Interval):ContVowInt.ordPlain.u: < 2e-16 s(Interval):Sex.ordMale <
2e-16 s(Interval,Speaker) 0.2584

s(Interval,Speaker):ContVowInt.ordPlain.a: 0.8747

s(Interval,Speaker):ContVowInt.ordPharyngealised.i: < 2e-16 * s(Interval,Speaker):ContVowInt.ordPlain.i:
0.0910 .

s(Interval,Speaker):ContVowInt.ordPharyngealised.u: 0.1405

s(Interval,Speaker):ContVowInt.ordPlain.u: 0.0073 s(Interval,Word)
0.7046

s(Interval,Word):Sex.ordMale 0.5256
— Signif. codes: 0 ‘0.001 ” 0.01 ” 0.05 ‘ 0.1 ” 1

R-sq.(adj) = 0.993 Deviance explained = 99.4% fREML = 1943.1 Scale est. =
1469.1 n = 396

print tab_model mdl.gamm F2.AR file paste0 "outputs/mdl.gamm.F2.AR.html")
htmltools::includeHTML "outputs/mdl.gamm.F2.AR.html"

3.6.3.2.0.4 Model's fit

3.6.4 Significance testing second Autoregressive GAM

To test for significance of context, we run a model with a ML as method and
evaluate significance through a maximum likelihood estimate.

3.6.4.1 Models

We run two models

1. A full model with all predictors (mdl.gamm.F2.AR.ML)

2. A reduced model without any terms associated with the predictor “context” (mdl.gamm.F2.AR.Min.ContVowInt.ord.ML)

3. An intercept only model (=Null) without any terms associated with the predictor “vowel” (mdl.gamm.F2.AR.Min.ContVowInt.ord.Sex.ord.ML)

system.time(mdl.gamm.F2.AR.ML <- bam(F2 ~ ContVowInt.ord * Sex.ord +
### 1d smooths
s(Interval, bs = "cr", k = 11) +
### 1d smooths * factor
s(Interval, bs = "cr", k = 11, by = ContVowInt.ord) +
s(Interval, bs = "cr", k = 11, by = Sex.ord) +
### random smooths by speaker
s(Interval, Word, bs = "fs", k = 11, m = 1, xt=list bs = "tp")) +
### random smooths by word
s(Interval, Word, bs = "fs", k = 11, m = 1, xt=list bs = "tp")))

s(Interval

3.6.4.1.1 Full Model

## user system elapsed
## 36.45 12.09 19.23

system.time(mdl.gamm.F2.AR.Min.ContVowInt.ord.ML <- bam(F2 ~ Sex.ord +
### 1d smooths
s(Interval, bs = "cr", k = 11) +
### 1d smooths * factor
### 3.6. GENERALISED ADDITIVE MIXED-EFFECTS MODELS (GAMMS)455

```r
s(Interval, bs = "cr", k = 11, by = Sex.ord) +
### random smooths by speaker
```

```r
s(Interval, Speaker, bs = "cr", k = 11, by = Sex.ord) +
### random smooths by word
```

#### 3.6.4.1.2 Model 2 (without ConVowelInt.ord)

```r
## user system elapsed
```

```r
## 4.72   1.39   3.90
```

```r
system.time(mdl.gamm.F2.AR.Min.ContVowInt.ord.Sex.ord.ML <- bam(F2 ~
### 1d smooths
s(Interval, bs = "cr", k = 11) +
### 1d smooths * factor
### random smooths by speaker
```

```r
s(Interval, Speaker, bs = "cr", k = 11, by = ContVowInt.ord) +
### random smooths by word
```

#### 3.6.4.1.3 Null Model

```r
## user system elapsed
```

```r
## 1.88   0.37   1.96
```

#### 3.6.4.2 Testing significance

```r
compareML(mdl.gamm.F2.AR.ML, mdl.gamm.F2.AR.Min.ContVowInt.ord.ML)
```

```r
## mdl.gamm.F2.AR.ML: F2 ~ ContVowInt.ord * Sex.ord + s(Interval, bs = "cr", k = 11) +
```

```r
## s(Interval, bs = "cr", k = 11, by = ContVowInt.ord) + s(Interval,
## bs = "cr", k = 11, by = Sex.ord) + s(Interval, Speaker, bs = "fs",
```

```r
## k = 11, m = 1, xt = list bs = "tp") + s(Interval, Speaker,
```

```r
## bs = "fs", k = 11, m = 1, xt = list bs = "tp"), by = ContVowInt.ord) +
```

```r
## s(Interval, Word, bs = "fs", k = 11, m = 1, xt = list bs = "tp")) +
```

```r
## s(Interval, Word, bs = "fs", k = 11, m = 1, xt = list bs = "tp"),
## by = Sex.ord)
```

```r
##
## mdl.gamm.F2.AR.Min.ContVowInt.ord.ML: F2 ~ Sex.ord + s(Interval, bs = "cr", k = 11) + s(Interval,
## k = 11, by = Sex.ord) + s(Interval, Speaker, bs = "fs", k = 11,
## m = 1, xt = list bs = "tp")) + s(Interval, Word, bs = "fs",
## k = 11, m = 1, xt = list bs = "tp")) + s(Interval, Word,
## bs = "fs", k = 11, m = 1, xt = list bs = "tp"), by = Sex.ord)
```

```r
## Chi-square test of ML scores
```
3.6. GENERALISED ADDITIVE MIXED-EFFECTS MODELS (GAMMS)457

## * Word : factor; set to the value(s): 2aataa. (Might be canceled as random effect, check below)

## * NOTE : The following random effects columns are canceled: s(Interval,Speaker),s(Interval,Speaker)

##

## Note: Selection of grouping predictors does not seem to appear in data. Rug of all data is below.
plot.smooth(mdl.gamm.F2.AR, view = "Interval", cond = list(ContVowInt.ord = "Pharyngealised.i:")

GAMM smooths in /i:/

<figure><img src="image_109.png" /></figure>

## Summary:

## * ContVowInt.ord : factor; set to the value(s): Pharyngealised.i:

## * Sex.ord : factor; set to the value(s): Female.

## * Interval : numeric predictor; with 30 values ranging from 1.000000 to 11.000000.

## * Speaker : factor; set to the value(s): SP01. (Might be canceled as random effect, check below)

## * Word : factor; set to the value(s): 2aataa. (Might be canceled as random effect, check below)

## * NOTE : The following random effects columns are canceled: s(Interval,Speaker),s(Interval,Speaker)

##

## Note: Selection of grouping predictors does not seem to appear in data. Rug of all data is below.

3.6.5.2 /a:/

plot.smooth(mdl.gamm.F2.AR, view = "Interval", cond = list(ContVowInt.ord = "Plain.a:") , col = "b"

## Summary:

## * ContVowInt.ord : factor; set to the value(s): Plain.a:

## * Sex.ord : factor; set to the value(s): Female.

## * Interval : numeric predictor; with 30 values ranging from 1.000000 to 11.000000.

## * Speaker : factor; set to the value(s): SP01. (Might be canceled as random effect, check below)

## * Word : factor; set to the value(s): 2aataa. (Might be canceled as random effect, check below)
## * NOTE : The following random effects columns are canceled: s(Interval,Speaker),s(ContVowInt,ord = "Pharyngealised.a:", cond = list(ContVowInt.ord = "Pharyngealised.a:", s(Interval,Speaker),s(ContVowInt,ord = "Pharyngealised.a"))

## Note: Selection of grouping predictors does not seem to appear in data. Rug of all data.
plot.smooth(mdl.gamm.F2.AR, view = "Interval", cond = list(ContVowInt.ord = "Pharyngealised.a:", s(Interval,Speaker),s(ContVowInt,ord = "Pharyngealised.a"))

GAMM smooths in /a:/

<figure><img src="image_110.png" /></figure>

## Summary:

## * ContVowInt.ord : factor; set to the value(s): Pharyngealised.a:

## * Sex.ord : factor; set to the value(s): Female.

## * Interval : numeric predictor; with 30 values ranging from 1.000000 to 11.000000.

## * Speaker : factor; set to the value(s): SP01. (Might be canceled as random effect, s(ContVowInt,ord = "Pharyngealised.a"))

## * Word : factor; set to the value(s): 2aataa. (Might be canceled as random effect, s(ContVowInt,ord = "Pharyngealised.a"))

## * NOTE : The following random effects columns are canceled: s(Interval,Speaker),s(ContVowInt,ord = "Pharyngealised.a"),s(ContVowInt,ord = "Pharyngealised.a"))

## Note: Selection of grouping predictors does not seem to appear in data. Rug of all data.

3.6.5.3 /u:/

plot.smooth(mdl.gamm.F2.AR, view = "Interval", cond = list(ContVowInt.ord = "Plain.u:", s(Interval,Speaker),s(ContVowInt,ord = "Pharyngealised.a"))

## Summary:

## * ContVowInt.ord : factor; set to the value(s): Plain.u:

## * Sex.ord : factor; set to the value(s): Female.

## * Interval : numeric predictor; with 30 values ranging from 1.000000 to 11.000000.

## * Speaker : factor; set to the value(s): SP01. (Might be canceled as random effect, s(ContVowInt,ord = "Pharyngealised.a"))

## * Word : factor; set to the value(s): 2aataa. (Might be canceled as random effect, s(ContVowInt,ord = "Pharyngealised.a"))

## * NOTE : The following random effects columns are canceled: s(Interval,Speaker),s(ContVowInt,ord = "Pharyngealised.a"),s(ContVowInt,ord = "Pharyngealised.a"))
3.6. GENERALISED ADDITIVE MIXED-EFFECTS MODELS (GAMMS)459

##

## Note: Selection of grouping predictors does not seem to appear in data. Rug of all data is bei
plot.smooth(mdl.gamm.F2.AR, view = "Interval", cond = list(ContVowInt.ord = "Pharyngealised.u:")

GAMM smooths in /u:/

<figure><img src="image_111.png" /></figure>

## Summary:

## * ContVowInt.ord : factor; set to the value(s): Pharyngealised.u:.

## * Sex.ord : factor; set to the value(s): Female.

## * Interval : numeric predictor; with 30 values ranging from 1.000000 to 11.000000.

## * Speaker : factor; set to the value(s): SP01. (Might be canceled as random effect, check bel

## * Word : factor; set to the value(s): 2aataa. (Might be canceled as random effect, check bel

## * NOTE : The following random effects columns are canceled: s(Interval,Speaker),s(Interval,Sp

##

## Note: Selection of grouping predictors does not seem to appear in data. Rug of all data is bei

3.6.6 Difference smooths

3.6.6.1 /i:/

plot_diff(mdl.gamm.F2.AR, view = "Interval", comp = list(ContVowInt.ord = c("Pharyngealised.i:",
xlab = "",
col = 'red', mark.diff = TRUE, col.diff = "red",
hide.label = TRUE, rm.ranef = TRUE)

## Summary:

## * Sex.ord : factor; set to the value(s): Female.

## * Interval : numeric predictor; with 100 values ranging from 1.000000 to 11.000000.
## * Speaker : factor; set to the value(s): SP01. (Might be canceled as random effect)

## * Word : factor; set to the value(s): 2aataa. (Might be canceled as random effect,

## * NOTE : The following random effects columns are canceled: s(Interval,Speaker),s(

##

Difference Pharyngealised.i: – Plain.i:

<figure><img src="image_112.png" /></figure>

##

## Interval window(s) of significant difference(s):

## 1.000000 - 6.555556

2 6 6 2 /.. /

plot_diff(mdl.gamm.F2.AR, view = "Interval", comp = list(ContVowInt.ord = c("Pharyngeal"), xlab = "", col = 'red', mark.diff = TRUE, col.diff = "red", hide.label = TRUE, rm.ranef = TRUE)

## Summary:

## * Sex.ord : factor; set to the value(s): Female.

## * Interval : numeric predictor; with 100 values ranging from 1.000000 to 11.000000

## * Speaker : factor; set to the value(s): SP01. (Might be canceled as random effect)

## * Word : factor; set to the value(s): 2aataa. (Might be canceled as random effect,

## * NOTE : The following random effects columns are canceled: s(Interval,Speaker),s(

##
3.6. GENERALISED ADDITIVE MIXED-EFFECTS MODELS (GAMMS)461

Difference Pharyngealised.a: – Plain.a:

<figure><img src="image_113.png" /></figure>

##

## Interval window(s) of significant difference(s):

1.000000 - 11.000000

plot_diff(mdl.gamm.F2.AR, view = "Interval", comp = list(ContVowInt.ord = c("Pharyngealised.u:",
xlab = "",
col = 'red', mark.diff = TRUE, col.diff = "red",
hide.label = TRUE, rm.ranef = TRUE))

## Summary:

## * Sex.ord : factor; set to the value(s): Female.

## * Interval : numeric predictor; with 100 values ranging from 1.000000 to 11.000000.

## * Speaker : factor; set to the value(s): SP01. (Might be canceled as random effect, check below.)

## * Word : factor; set to the value(s): 2aataa. (Might be canceled as random effect, check below.)

## * NOTE : The following random effects columns are canceled: s(Interval,Speaker),s(Interval,Speaker).

##
Difference Pharyngealised.u: – Plain.u:

<figure><img src="image_114.png" /></figure>

##

Interval window(s) of significant difference(s):

1.000000 - 10.595960

3.7 Other distributions

The code above was using a Linear Mixed Effects Modelling. The outcome was
a numeric object. We also used it in the case of Generalised Linear Models with
a Binomial distribution and a Cumulative function. In some cases (as we have
seen above), we may have:

1. Count data (poisson),

2. Multi-category outcome (multinomial)

The code below gives you an idea of how to specify these models

### Poisson family

### lme4::glmer(outcome~predictor(s)+(1|subject)+(1|items)..., data=data, family=poiss

### Multinomial family

### a bit complicated as there is a need to use Bayesian approaches, see e.g.,

### glmmADMB

### mixcat

### MCMCglmm

### see https://gist.github.com/casallas/8263818
## 3.8 session info

sessionInfo()

## R version 4.5.2 (2025-10-31 ucrt)
## Platform: x86_64-w64-mingw32/x64
## Running under: Windows 11 x64 (build 26200)

## Matrix products: default
## LAPACK version 3.12.1

## locale:
## [1] LC_COLLATE=English_United Kingdom.utf8
## [2] LC_CTYPE=English_United Kingdom.utf8
## [3] LC_MONETARY=English_United Kingdom.utf8
## [4] LC_NUMERIC=C
## [5] LC_TIME=English_United Kingdom.utf8

## time zone: Europe/Paris
## tzcode source: internal

## attached base packages:
## [1] stats graphics grDevices utils datasets methods base

## other attached packages:
## [1] lattice_0.22-7 paletteer_1.6.0 ggstatsplot_0.13.3
## [4] ggstats_0.11.0 itsadug_2.4.1 plotfunctions_1.4
## [7] mgcv_1.9-4 nlme_3.1-168 lme4_1.1-37
## [10] Matrix_1.7-4 faux_1.2.3 car_3.1-3
## [13] carData_3.0-5 parameters_0.28.3 datawizard_1.3.0
## [16] effectsize_1.0.1 pwr_1.3-0 htmltools_0.5.8.1
## [19] sjPlot_2.9.0 DHARMa_0.4.7 ordinal_2023.12-4.1
## [22] psycho_0.6.1 PresenceAbsence_1.1.11 ggsignif_0.6.4
## [25] emmeans_2.0.0 corrplot_0.95 Hmisc_5.2-4
## [28] knitr_1.50 broom_1.0.10 cardx_0.3.0
## [31] gtsummary_2.4.0 ggdist_3.3.3 summarytools_1.1.4
## [34] phonR_1.0-7 languageR_1.6 lubridate_1.9.4
## [37] forcats_1.0.1 stringr_1.6.0 dplyr_1.1.4
## [40] purrr_1.2.0 readr_2.1.6 tidyr_1.3.1
## [43] tibble_3.3.0 ggplot2_4.0.1 tidyverse_2.0.0

## loaded via a namespace (and not attached):
## [1] splines_4.5.2      prismatic_1.1.2      rpart_4.1.24
## [4] lifecycle_1.0.4    Rdpack_2.6.4         tcltk_4.5.2
## [7] globals_0.18.0    vroom_1.6.6          MASS_7.3-65
## [10] insight_1.4.3     backports_1.5.0      magrittr_2.0.4
<table>
  <tr>
    <td>[13]</td>
    <td>r markdown_2.30</td>
    <td>yaml_2.3.10</td>
    <td>gap_1.6</td>
  </tr>
  <tr>
    <td>[16]</td>
    <td>sp_2.2-0</td>
    <td>minqa_1.2.8</td>
    <td>RColorBrewer_1.1-3</td>
  </tr>
  <tr>
    <td>[19]</td>
    <td>multcomp_1.4-29</td>
    <td>abind_1.4-8</td>
    <td>quadprog_1.5-8</td>
  </tr>
  <tr>
    <td>[22]</td>
    <td>nnet_7.3-20</td>
    <td>TH.data_1.1-5</td>
    <td>sandwich_3.1-1</td>
  </tr>
  <tr>
    <td>[25]</td>
    <td>labelled_2.16.0</td>
    <td>ggrepel_0.9.6</td>
    <td>listenv_0.10.0</td>
  </tr>
  <tr>
    <td>[28]</td>
    <td>correlation_0.8.8</td>
    <td>cards_0.7.0</td>
    <td>performance_0.15.2</td>
  </tr>
  <tr>
    <td>[31]</td>
    <td>parallelly_1.45.1</td>
    <td>commonmark_2.0.0</td>
    <td>codetools_0.2-20</td>
  </tr>
  <tr>
    <td>[34]</td>
    <td>xml2_1.5.0</td>
    <td>tidyselect_1.2.1</td>
    <td>ggeffects_2.3.1</td>
  </tr>
  <tr>
    <td>[37]</td>
    <td>farver_2.1.2</td>
    <td>broom.mixed_0.2.9.6</td>
    <td>matrixStats_1.5.0</td>
  </tr>
  <tr>
    <td>[40]</td>
    <td>base64enc_0.1-3</td>
    <td>broom.hel pers_1.22.0</td>
    <td>Formula_1.2-5</td>
  </tr>
  <tr>
    <td>[43]</td>
    <td>survival_3.8-3</td>
    <td>tools_4.5.2</td>
    <td>pryr_0.1.6</td>
  </tr>
  <tr>
    <td>[46]</td>
    <td>Rcpp_1.1.0</td>
    <td>glue_1.8.0</td>
    <td>gridExtra_2.3</td>
  </tr>
  <tr>
    <td>[49]</td>
    <td>xfun_0.54</td>
    <td>distributional_0.5.0</td>
    <td>withr_3.0.2</td>
  </tr>
  <tr>
    <td>[52]</td>
    <td>numDeriv_2016.8-1.1</td>
    <td>fastmap_1.2.0</td>
    <td>boot_1.3-32</td>
  </tr>
  <tr>
    <td>[55]</td>
    <td>litedown_0.8</td>
    <td>digest_0.6.39</td>
    <td>timechange_0.3.0</td>
  </tr>
  <tr>
    <td>[58]</td>
    <td>R6_2.6.1</td>
    <td>estimability_1.5.1</td>
    <td>colorspace_2.1-2</td>
  </tr>
  <tr>
    <td>[61]</td>
    <td> markdown_2.0</td>
    <td>utf8_1.2.6</td>
    <td>generics_0.1.4</td>
  </tr>
  <tr>
    <td>[64]</td>
    <td> data.table_1.17.8</td>
    <td>htmlwidgets_1.6.4</td>
    <td>pkgconfig_2.0.3</td>
  </tr>
  <tr>
    <td>[67]</td>
    <td> gtable_0.3.6</td>
    <td>statsExpressions_1.7.1</td>
    <td>S7_0.2.1</td>
  </tr>
  <tr>
    <td>[70]</td>
    <td>furr r_0.3.1</td>
    <td>bookdown_0.45</td>
    <td>scales_1.4.0</td>
  </tr>
  <tr>
    <td>[73]</td>
    <td>reformulas_0.4.2</td>
    <td>snakecase_0.11.1</td>
    <td>splancs_2.01-45</td>
  </tr>
  <tr>
    <td>[76]</td>
    <td>rstudioapi_0.17.1</td>
    <td>tzdb_0.5.0</td>
    <td>reshape2_1.4.5</td>
  </tr>
  <tr>
    <td>[79]</td>
    <td>coda_0.19-4.1</td>
    <td>checkmate_2.3.3</td>
    <td>nloptr_2.2.1</td>
  </tr>
  <tr>
    <td>[82]</td>
    <td>zoo_1.8-14</td>
    <td>sjlabelled_1.2.0</td>
    <td>parallel_4.5.2</td>
  </tr>
  <tr>
    <td>[85]</td>
    <td>foreign_0.8-90</td>
    <td>pillar_1.11.1</td>
    <td>grid_4.5.2</td>
  </tr>
  <tr>
    <td>[88]</td>
    <td>vctrs_0.6.5</td>
    <td>ucminf_1.2.2</td>
    <td>xtable_1.8-4</td>
  </tr>
  <tr>
    <td>[91]</td>
    <td>cluster_2.1.8.1</td>
    <td>htmlTable_2.4.3</td>
    <td>evaluate_1.0.5</td>
  </tr>
  <tr>
    <td>[94]</td>
    <td>zeallot_0.2.0</td>
    <td>tinytex_0.58</td>
    <td>magick_2.9.0</td>
  </tr>
  <tr>
    <td>[97]</td>
    <td>mvtnorm_1.3-3</td>
    <td>cli_3.6.5</td>
    <td>compiler_4.5.2</td>
  </tr>
  <tr>
    <td>[100]</td>
    <td>r lang_1.1.6</td>
    <td>crayon_1.5.3</td>
    <td>rstantools_2.5.0</td>
  </tr>
  <tr>
    <td>[103]</td>
    <td>labeling_0.4.3</td>
    <td>rematch2_2.1.2</td>
    <td>plyr_1.8.9</td>
  </tr>
  <tr>
    <td>[106]</td>
    <td>sjmisc_2.8.11</td>
    <td>fs_1.6.6</td>
    <td>gap datasets_0.0.6</td>
  </tr>
  <tr>
    <td>[109]</td>
    <td>stringi_1.8.7</td>
    <td>pander_0.6.6</td>
    <td>bayestestR_0.17.0</td>
  </tr>
  <tr>
    <td>[112]</td>
    <td>rapportools_1.2</td>
    <td>hms_1.1.4</td>
    <td>patchwork_1.3.2</td>
  </tr>
  <tr>
    <td>[115]</td>
    <td>bit64_4.6.0-1</td>
    <td>future_1.68.0</td>
    <td>haven_2.5.5</td>
  </tr>
  <tr>
    <td>[118]</td>
    <td>rbibutils_2.4</td>
    <td>gt_1.1.0</td>
    <td>RcppParallel_5.1.11-1</td>
  </tr>
  <tr>
    <td>[121]</td>
    <td>bit_4.6.0</td>
    <td></td>
    <td></td>
  </tr>
</table>
# Part III

## Qualitative data analysis
and corpora
<figure><img src="image_115.png" /></figure>
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## texts

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There are various sources where one can easily find textual corpora. You can look here link.

This session is inspired by data manipulations from the Quanteda Tutorials

## 4.2 janeaustenr

### 4.2.0.1 Look at books

This library includes 6 books by Jane Austen

austen-books() %>%
  glimpse()

## Rows: 73,422
## Columns: 2
## $ text <chr> "SENSE AND SENSIBILITY", "", "by Jane Austen", "", "(1811)", "", ~
## $ book <fct> Sense & Sensibility, Sense & Sensibility, Sense & Sensibility, Se~

### 4.2.0.2 Summary

Books are named as: emma, mansfieldpark, northangerabbey, persuasion, pride-prejudice and sensesensibility

We use `summary()` to get number of characters in each

austen-books() %>%
  summary()

| text | book |
|---|---|
| Length:73422 | Sense & Sensibility:12624 |
| Class :character | Pride & Prejudice :13030 |
| Mode :character | Mansfield Park :15349 |
| | Emma :16235 |
| | Northanger Abbey : 7856 |
| | Persuasion : 8328 |
4.2.1 Import into Global Environment

Adding data from the first book into the Global Environment

data(sensesensibility)
#data(prideprejudice)
#data(mansfieldpark)
#data(emma)
#data(northangerabbey)
#data(persuasion)

4.2.2 Look into data

And we can get the top 60 rows from “sensesensibility”

sensesensibility %>%
  head(n = 60)

## [1] "SENSE AND SENSIBILITY"
## [2]"
## [3] "by Jane Austen"
## [4]"
## [5] "(1811)"
## [6]"
## [7]"
## [8]"
## [9]"
## [10] "CHAPTER 1"
## [11]"
## [12]"
## [13] "The family of Dashwood had long been settled in Sussex. Their estate"
## [14] "was large, and their residence was at Norland Park, in the centre of"
## [15] "their property, where, for many generations, they had lived in so"
## [16] "respectable a manner as to engage the general good opinion of their"
## [17] "surrounding acquaintance. The late owner of this estate was a single"
## [18] "man, who lived to a very advanced age, and who for many years of his"
## [19] "life, had a constant companion and housekeeper in his sister. But her"
## [20] "death, which happened ten years before his own, produced a great"
## [21] "alteration in his home; for to supply her loss, he invited and received"
## [22] "into his house the family of his nephew Mr. Henry Dashwood, the legal"
## [23] "inheritor of the Norland estate, and the person to whom he intended to"
## [24] "bequeath it. In the society of his nephew and niece, and their"
## [25] "children, the old Gentleman's days were comfortably spent. His"
## [26] "attachment to them all increased. The constant attention of Mr. and"
## [27] "Mrs. Henry Dashwood to his wishes, which proceeded not merely from"
## [28] "interest, but from goodness of heart, gave him every degree of solid"
## [29] "comfort which his age could receive; and the cheerfulness of the"
## [30] "children added a relish to his existence."
## [31] ""
## [32] "By a former marriage, Mr. Henry Dashwood had one son: by his present"
## [33] "lady, three daughters. The son, a steady respectable young man, was"
## [34] "amply provided for by the fortune of his mother, which had been large,"
## [35] "and half of which devolved on him on his coming of age. By his own"
## [36] "marriage, likewise, which happened soon afterwards, he added to his"
## [37] "wealth. To him therefore the succession to the Norland estate was not"
## [38] "so really important as to his sisters; for their fortune, independent"
## [39] "of what might arise to them from their father's inheriting that"
## [40] "property, could be but small. Their mother had nothing, and their"
## [41] "father only seven thousand pounds in his own disposal; for the"
## [42] "remaining moiety of his first wife's fortune was also secured to her"
## [43] "child, and he had only a life-interest in it."
## [44] ""
## [45] "The old gentleman died: his will was read, and like almost every other"
## [46] "will, gave as much disappointment as pleasure. He was neither so"
## [47] "unjust, nor so ungrateful, as to leave his estate from his nephew;--but"
## [48] "he left it to him on such terms as destroyed half the value of the"
## [49] "bequest. Mr. Dashwood had wished for it more for the sake of his wife"
## [50] "and daughters than for himself or his son;--but to his son, and his"
## [51] "son's son, a child of four years old, it was secured, in such a way, as"
## [52] "to leave to himself no power of providing for those who were most dear"
## [53] "to him, and who most needed a provision by any charge on the estate, or"
## [54] "by any sale of its valuable woods. The whole was tied up for the"
## [55] "benefit of this child, who, in occasional visits with his father and"
## [56] "mother at Norland, had so far gained on the affections of his uncle, by"
## [57] "such attractions as are by no means unusual in children of two or three"
## [58] "years old; an imperfect articulation, an earnest desire of having his"
## [59] "own way, many cunning tricks, and a great deal of noise, as to outweigh"
## [60] "all the value of all the attention which, for years, he had received"

### 4.2.3 Transform to a dataframe

sensesensibility DF <- sensesensibility %>%
  data.frame()
sensesensibility DF <- sensesensibility DF[-c(1:12),]
sensesensibility DF %>%
  head(60)

## [1] "The family of Dashwood had long been settled in Sussex. Their estate"
## [2] "was large, and their residence was at Norland Park, in the centre of"
## [3] "their property, where, for many generations, they had lived in so"
## [4] "respectable a manner as to engage the general good opinion of their"
## [5] "surrounding acquaintance. The late owner of this estate was a single"
## [6] "man, who lived to a very advanced age, and who for many years of his"
[7] "life, had a constant companion and housekeeper in his sister. But her"

[8] "death, which happened ten years before his own, produced a great"

[9] "alteration in his home; for to supply her loss, he invited and received"

[10] "into his house the family of his nephew Mr. Henry Dashwood, the legal"

[11] "inheritor of the Norland estate, and the person to whom he intended to"

[12] "bequeath it. In the society of his nephew and niece, and their"

[13] "children, the old Gentleman's days were comfortably spent. His"

[14] "attachment to them all increased. The constant attention of Mr. and"

[15] "Mrs. Henry Dashwood to his wishes, which proceeded not merely from"

[16] "interest, but from goodness of heart, gave him every degree of solid"

[17] "comfort which his age could receive; and the cheerfulness of the"

[18] "children added a relish to his existence."

[19] ""

[20] "By a former marriage, Mr. Henry Dashwood had one son: by his present"

[21] "lady, three daughters. The son, a steady respectable young man, was"

[22] "amply provided for by the fortune of his mother, which had been large,"

[23] "and half of which devolved on him on his coming of age. By his own"

[24] "marriage, likewise, which happened soon afterwards, he added to his"

[25] "wealth. To him therefore the succession to the Norland estate was not"

[26] "so really important as to his sisters; for their fortune, independent"

[27] "of what might arise to them from their father's inheriting that"

[28] "property, could be but small. Their mother had nothing, and their"

[29] "father only seven thousand pounds in his own disposal; for the"

[30] "remaining moiety of his first wife's fortune was also secured to her"

[31] "child, and he had only a life-interest in it."

[32] ""

[33] "The old gentleman died: his will was read, and like almost every other"

[34] "will, gave as much disappointment as pleasure. He was neither so"

[35] "unjust, nor so ungrateful, as to leave his estate from his nephew;--but"

[36] "he left it to him on such terms as destroyed half the value of the"

[37] "bequest. Mr. Dashwood had wished for it more for the sake of his wife"

[38] "and daughters than for himself or his son;--but to his son, and his"

[39] "son's son, a child of four years old, it was secured, in such a way, as"

[40] "to leave to himself no power of providing for those who were most dear"

[41] "to him, and who most needed a provision by any charge on the estate, or"

[42] "by any sale of its valuable woods. The whole was tied up for the"

[43] "benefit of this child, who, in occasional visits with his father and"

[44] "mother at Norland, had so far gained on the affections of his uncle, by"

[45] "such attractions as are by no means unusual in children of two or three"

[46] "years old; an imperfect articulation, an earnest desire of having his"

[47] "own way, many cunning tricks, and a great deal of noise, as to outweigh"

[48] "all the value of all the attention which, for years, he had received"

[49] "from his niece and her daughters. He meant not to be unkind, however,"

[50] "and, as a mark of his affection for the three girls, he left them a"

[51] "thousand pounds a-piece."

[52] ""
## [53] "Mr. Dashwood's disappointment was, at first, severe; but his temper was"
## [54] "cheerful and sanguine; and he might reasonably hope to live many years,"
## [55] "and by living economically, lay by a considerable sum from the produce"
## [56] "of an estate already large, and capable of almost immediate"
## [57] "improvement. But the fortune, which had been so tardy in coming, was"
## [58] "his only one twelvemonth. He survived his uncle no longer; and ten"
## [59] "thousand pounds, including the late legacies, was all that remained for"
## [60] "his widow and daughters."

4.2.4 Create a corpus

sensesensibility_corpus <- corpus(sensesensibility DF)
print(sensesensibility_corpus)

## Corpus consisting of 12,612 documents.

## text1 :

## "The family of Dashwood had long been settled in Sussex. The..."
##

## text2 :

## "was large, and their residence was at Norland Park, in the c..."
##

## text3 :

## "their property, where, for many generations, they had lived ..."
##

## text4 :

## "respectable a manner as to engage the general good opinion o..."
##

## text5 :

## "surrounding acquaintance. The late owner of this estate was..."
##

## text6 :

## "man, who lived to a very advanced age, and who for many year..."
##

## [ reached max_ndoc ... 12,606 more documents ]

Given that we have many empty lines in this corpus, we clean it by excluding
any empty line.

sensesensibility_corpus <- corpus_subset(sensesensibility_corpus, ntoken(sensesensibility_corpus)

4.2.4.1 Summary

summary(sensesensibility_corpus, 10)

## Corpus consisting of 10592 documents, showing 10 documents:
##
<table><thead><tr><th>##</th><th>Text</th><th>Types</th><th>Tokens</th><th>Sentences</th></tr></thead><tbody><tr><td>##</td><td>text1</td><td>13</td><td>13</td><td>2</td></tr><tr><td>##</td><td>text2</td><td>13</td><td>15</td><td>1</td></tr><tr><td>##</td><td>text3</td><td>12</td><td>14</td><td>1</td></tr><tr><td>##</td><td>text4</td><td>12</td><td>12</td><td>1</td></tr><tr><td>##</td><td>text5</td><td>12</td><td>12</td><td>2</td></tr><tr><td>##</td><td>text6</td><td>15</td><td>17</td><td>1</td></tr><tr><td>##</td><td>text7</td><td>14</td><td>14</td><td>2</td></tr><tr><td>##</td><td>text8</td><td>12</td><td>13</td><td>1</td></tr><tr><td>##</td><td>text9</td><td>15</td><td>15</td><td>1</td></tr><tr><td>##</td><td>text10</td><td>13</td><td>15</td><td>1</td></tr></tbody></table>

### 4.2.4.2 Accessing parts of corpus

```
ndoc(sensesensibility_corpus)
```

```
## [1] 10592
```

```
sensesensibility_corpus[[1]]
```

```
## [1] "The family of Dashwood had long been settled in Sussex. Their estate"
```

## 4.2.5 Basic manipulations

By default, a corpus is created based on the "documents" (= lines). We can reshape it to show "sentences" or "paragraphs".

### 4.2.5.1 Sentences

```
sensesensibility_corpus_sent <- corpus_ reshape(sensesensibility_corpus, to = "sentence"
sensesensibility_corpus_sent
```

#### 4.2.5.1.1 Transform

```
## Corpus consisting of 13,453 documents.
```

```
## text1.1 :
```

```
## "The family of Dashwood had long been settled in Sussex."
```

```
##
```

```
## text1.2 :
```

```
## "Their estate"
```

```
##
```

```
## text2.1 :
```

```
## "was large, and their residence was at Norland Park, in the c..."
```

```
##
```

```
## text3.1 :
```

```
## "their property, where, for many generations, they had lived ..."
```

```
##
```
## text4.1 :
## "respectable a manner as to engage the general good opinion o..."
##
## text5.1 :
## "surrounding acquaintance."
##
## [ reached max_ndoc ... 13,447 more documents ]

summary(sensesensibility_corpus_sent)

### 4.2.5.1.2 Summary

## Corpus consisting of 13453 documents, showing 100 documents:

<table><thead><tr><th></th><th>Text Types</th><th>Tokens</th><th>Sentences</th></tr></thead><tbody><tr><td>## text1.1</td><td>11</td><td>11</td><td>1</td></tr><tr><td>## text1.2</td><td>2</td><td>2</td><td>1</td></tr><tr><td>## text2.1</td><td>13</td><td>15</td><td>1</td></tr><tr><td>## text3.1</td><td>12</td><td>14</td><td>1</td></tr><tr><td>## text4.1</td><td>12</td><td>12</td><td>1</td></tr><tr><td>## text5.1</td><td>3</td><td>3</td><td>1</td></tr><tr><td>## text5.2</td><td>9</td><td>9</td><td>1</td></tr><tr><td>## text6.1</td><td>15</td><td>17</td><td>1</td></tr><tr><td>## text7.1</td><td>12</td><td>12</td><td>1</td></tr><tr><td>## text7.2</td><td>2</td><td>2</td><td>1</td></tr><tr><td>## text8.1</td><td>12</td><td>13</td><td>1</td></tr><tr><td>## text9.1</td><td>15</td><td>15</td><td>1</td></tr><tr><td>## text10.1</td><td>13</td><td>15</td><td>1</td></tr><tr><td>## text11.1</td><td>12</td><td>14</td><td>1</td></tr><tr><td>## text12.1</td><td>3</td><td>3</td><td>1</td></tr><tr><td>## text12.2</td><td>10</td><td>11</td><td>1</td></tr><tr><td>## text13.1</td><td>10</td><td>10</td><td>1</td></tr><tr><td>## text13.2</td><td>1</td><td>1</td><td>1</td></tr><tr><td>## text14.1</td><td>6</td><td>6</td><td>1</td></tr><tr><td>## text14.2</td><td>7</td><td>7</td><td>1</td></tr><tr><td>## text15.1</td><td>13</td><td>13</td><td>1</td></tr><tr><td>## text16.1</td><td>12</td><td>14</td><td>1</td></tr><tr><td>## text17.1</td><td>11</td><td>12</td><td>1</td></tr><tr><td>## text18.1</td><td>8</td><td>8</td><td>1</td></tr><tr><td>## text20.1</td><td>16</td><td>16</td><td>1</td></tr><tr><td>## text21.1</td><td>5</td><td>5</td><td>1</td></tr><tr><td>## text21.2</td><td>9</td><td>10</td><td>1</td></tr><tr><td>## text22.1</td><td>14</td><td>15</td><td>1</td></tr><tr><td>## text23.1</td><td>11</td><td>13</td><td>1</td></tr><tr><td>## text23.2</td><td>3</td><td>3</td><td>1</td></tr></tbody></table>
<table><tr><td>text24.1</td><td>11</td><td>13</td><td>1</td></tr><tr><td>text25.1</td><td>2</td><td>2</td><td>1</td></tr><tr><td>text25.2</td><td>10</td><td>11</td><td>1</td></tr><tr><td>text26.1</td><td>13</td><td>13</td><td>1</td></tr><tr><td>text27.1</td><td>11</td><td>11</td><td>1</td></tr><tr><td>text28.1</td><td>7</td><td>7</td><td>1</td></tr><tr><td>text28.2</td><td>7</td><td>7</td><td>1</td></tr><tr><td>text29.1</td><td>12</td><td>12</td><td>1</td></tr><tr><td>text30.1</td><td>12</td><td>12</td><td>1</td></tr><tr><td>text31.1</td><td>11</td><td>11</td><td>1</td></tr><tr><td>text33.1</td><td>15</td><td>15</td><td>1</td></tr><tr><td>text34.1</td><td>8</td><td>9</td><td>1</td></tr><tr><td>text34.2</td><td>4</td><td>4</td><td>1</td></tr><tr><td>text35.1</td><td>15</td><td>18</td><td>1</td></tr><tr><td>text36.1</td><td>14</td><td>15</td><td>1</td></tr><tr><td>text37.1</td><td>2</td><td>2</td><td>1</td></tr><tr><td>text37.2</td><td>13</td><td>14</td><td>1</td></tr><tr><td>text38.1</td><td>13</td><td>18</td><td>1</td></tr><tr><td>text39.1</td><td>16</td><td>20</td><td>1</td></tr><tr><td>text40.1</td><td>13</td><td>14</td><td>1</td></tr><tr><td>text41.1</td><td>16</td><td>17</td><td>1</td></tr><tr><td>text42.1</td><td>8</td><td>8</td><td>1</td></tr><tr><td>text42.2</td><td>7</td><td>7</td><td>1</td></tr><tr><td>text43.1</td><td>13</td><td>14</td><td>1</td></tr><tr><td>text44.1</td><td>15</td><td>16</td><td>1</td></tr><tr><td>text45.1</td><td>14</td><td>14</td><td>1</td></tr><tr><td>text46.1</td><td>12</td><td>13</td><td>1</td></tr><tr><td>text47.1</td><td>15</td><td>17</td><td>1</td></tr><tr><td>text48.1</td><td>12</td><td>15</td><td>1</td></tr><tr><td>text49.1</td><td>7</td><td>7</td><td>1</td></tr><tr><td>text49.2</td><td>8</td><td>9</td><td>1</td></tr><tr><td>text50.1</td><td>15</td><td>17</td><td>1</td></tr><tr><td>text51.1</td><td>4</td><td>4</td><td>1</td></tr><tr><td>text53.1</td><td>13</td><td>15</td><td>1</td></tr><tr><td>text54.1</td><td>13</td><td>14</td><td>1</td></tr><tr><td>text55.1</td><td>12</td><td>13</td><td>1</td></tr><tr><td>text56.1</td><td>10</td><td>11</td><td>1</td></tr><tr><td>text57.1</td><td>2</td><td>2</td><td>1</td></tr><tr><td>text57.2</td><td>12</td><td>13</td><td>1</td></tr><tr><td>text58.1</td><td>5</td><td>5</td><td>1</td></tr><tr><td>text58.2</td><td>9</td><td>9</td><td>1</td></tr><tr><td>text59.1</td><td>12</td><td>13</td><td>1</td></tr><tr><td>text60.1</td><td>5</td><td>5</td><td>1</td></tr><tr><td>text62.1</td><td>16</td><td>18</td><td>1</td></tr><tr><td>text63.1</td><td>11</td><td>11</td><td>1</td></tr><tr><td>text64.1</td><td>11</td><td>11</td><td>1</td></tr></table>
<table><tr><td>text66.1</td><td>11</td><td>14</td><td>1</td></tr><tr><td>text67.1</td><td>13</td><td>14</td><td>1</td></tr><tr><td>text68.1</td><td>15</td><td>16</td><td>1</td></tr><tr><td>text69.1</td><td>3</td><td>3</td><td>1</td></tr><tr><td>text69.2</td><td>10</td><td>10</td><td>1</td></tr><tr><td>text70.1</td><td>14</td><td>14</td><td>1</td></tr><tr><td>text71.1</td><td>10</td><td>10</td><td>1</td></tr><tr><td>text73.1</td><td>14</td><td>14</td><td>1</td></tr><tr><td>text74.1</td><td>15</td><td>16</td><td>1</td></tr><tr><td>text75.1</td><td>12</td><td>12</td><td>1</td></tr><tr><td>text76.1</td><td>4</td><td>4</td><td>1</td></tr><tr><td>text76.2</td><td>9</td><td>10</td><td>1</td></tr><tr><td>text77.1</td><td>13</td><td>16</td><td>1</td></tr><tr><td>text78.1</td><td>14</td><td>15</td><td>1</td></tr><tr><td>text79.1</td><td>6</td><td>6</td><td>1</td></tr><tr><td>text79.2</td><td>9</td><td>9</td><td>1</td></tr><tr><td>text80.1</td><td>9</td><td>10</td><td>1</td></tr><tr><td>text82.1</td><td>11</td><td>14</td><td>1</td></tr><tr><td>text83.1</td><td>10</td><td>12</td><td>1</td></tr><tr><td>text84.1</td><td>3</td><td>3</td><td>1</td></tr><tr><td>text84.2</td><td>9</td><td>9</td><td>1</td></tr><tr><td>text84.3</td><td>1</td><td>1</td><td>1</td></tr><tr><td>text85.1</td><td>12</td><td>13</td><td>1</td></tr><tr><td>text86.1</td><td>11</td><td>12</td><td>1</td></tr></table>

### 4.2.5.1.3 Subset We can subset sentences with 10 or more words

sensesensibility_corpus_sent_long <- corpus_subset(sensesensibility_corpus_sent, ntoken(sensesensibility_corpus_sent_long)

## [1] 8456

summary(sensesensibility_corpus_sent_long)

## Corpus consisting of 8456 documents, showing 100 documents:

<table><thead><tr><th></th><th>Text Types</th><th>Tokens</th><th>Sentences</th></tr></thead><tbody><tr><td>text1.1</td><td>11</td><td>11</td><td>1</td></tr><tr><td>text2.1</td><td>13</td><td>15</td><td>1</td></tr><tr><td>text3.1</td><td>12</td><td>14</td><td>1</td></tr><tr><td>text4.1</td><td>12</td><td>12</td><td>1</td></tr><tr><td>text6.1</td><td>15</td><td>17</td><td>1</td></tr><tr><td>text7.1</td><td>12</td><td>12</td><td>1</td></tr><tr><td>text8.1</td><td>12</td><td>13</td><td>1</td></tr><tr><td>text9.1</td><td>15</td><td>15</td><td>1</td></tr><tr><td>text10.1</td><td>13</td><td>15</td><td>1</td></tr><tr><td>text11.1</td><td>12</td><td>14</td><td>1</td></tr></tbody></table>
<table><tr><td>##</td><td>text12.2</td><td>10</td><td>11</td><td>1</td></tr><tr><td>##</td><td>text13.1</td><td>10</td><td>10</td><td>1</td></tr><tr><td>##</td><td>text15.1</td><td>13</td><td>13</td><td>1</td></tr><tr><td>##</td><td>text16.1</td><td>12</td><td>14</td><td>1</td></tr><tr><td>##</td><td>text17.1</td><td>11</td><td>12</td><td>1</td></tr><tr><td>##</td><td>text20.1</td><td>16</td><td>16</td><td>1</td></tr><tr><td>##</td><td>text21.2</td><td>9</td><td>10</td><td>1</td></tr><tr><td>##</td><td>text22.1</td><td>14</td><td>15</td><td>1</td></tr><tr><td>##</td><td>text23.1</td><td>11</td><td>13</td><td>1</td></tr><tr><td>##</td><td>text24.1</td><td>11</td><td>13</td><td>1</td></tr><tr><td>##</td><td>text25.2</td><td>10</td><td>11</td><td>1</td></tr><tr><td>##</td><td>text26.1</td><td>13</td><td>13</td><td>1</td></tr><tr><td>##</td><td>text27.1</td><td>11</td><td>11</td><td>1</td></tr><tr><td>##</td><td>text29.1</td><td>12</td><td>12</td><td>1</td></tr><tr><td>##</td><td>text30.1</td><td>12</td><td>12</td><td>1</td></tr><tr><td>##</td><td>text31.1</td><td>11</td><td>11</td><td>1</td></tr><tr><td>##</td><td>text33.1</td><td>15</td><td>15</td><td>1</td></tr><tr><td>##</td><td>text35.1</td><td>15</td><td>18</td><td>1</td></tr><tr><td>##</td><td>text36.1</td><td>14</td><td>15</td><td>1</td></tr><tr><td>##</td><td>text37.2</td><td>13</td><td>14</td><td>1</td></tr><tr><td>##</td><td>text38.1</td><td>13</td><td>18</td><td>1</td></tr><tr><td>##</td><td>text39.1</td><td>16</td><td>20</td><td>1</td></tr><tr><td>##</td><td>text40.1</td><td>13</td><td>14</td><td>1</td></tr><tr><td>##</td><td>text41.1</td><td>16</td><td>17</td><td>1</td></tr><tr><td>##</td><td>text43.1</td><td>13</td><td>14</td><td>1</td></tr><tr><td>##</td><td>text44.1</td><td>15</td><td>16</td><td>1</td></tr><tr><td>##</td><td>text45.1</td><td>14</td><td>14</td><td>1</td></tr><tr><td>##</td><td>text46.1</td><td>12</td><td>13</td><td>1</td></tr><tr><td>##</td><td>text47.1</td><td>15</td><td>17</td><td>1</td></tr><tr><td>##</td><td>text48.1</td><td>12</td><td>15</td><td>1</td></tr><tr><td>##</td><td>text50.1</td><td>15</td><td>17</td><td>1</td></tr><tr><td>##</td><td>text53.1</td><td>13</td><td>15</td><td>1</td></tr><tr><td>##</td><td>text54.1</td><td>13</td><td>14</td><td>1</td></tr><tr><td>##</td><td>text55.1</td><td>12</td><td>13</td><td>1</td></tr><tr><td>##</td><td>text56.1</td><td>10</td><td>11</td><td>1</td></tr><tr><td>##</td><td>text57.2</td><td>12</td><td>13</td><td>1</td></tr><tr><td>##</td><td>text59.1</td><td>12</td><td>13</td><td>1</td></tr><tr><td>##</td><td>text62.1</td><td>16</td><td>18</td><td>1</td></tr><tr><td>##</td><td>text63.1</td><td>11</td><td>11</td><td>1</td></tr><tr><td>##</td><td>text64.1</td><td>11</td><td>11</td><td>1</td></tr><tr><td>##</td><td>text66.1</td><td>11</td><td>14</td><td>1</td></tr><tr><td>##</td><td>text67.1</td><td>13</td><td>14</td><td>1</td></tr><tr><td>##</td><td>text68.1</td><td>15</td><td>16</td><td>1</td></tr><tr><td>##</td><td>text69.2</td><td>10</td><td>10</td><td>1</td></tr><tr><td>##</td><td>text70.1</td><td>14</td><td>14</td><td>1</td></tr><tr><td>##</td><td>text71.1</td><td>10</td><td>10</td><td>1</td></tr></table>
<table><tr><td>text73.1</td><td>14</td><td>14</td><td>1</td></tr><tr><td>text74.1</td><td>15</td><td>16</td><td>1</td></tr><tr><td>text75.1</td><td>12</td><td>12</td><td>1</td></tr><tr><td>text76.2</td><td>9</td><td>10</td><td>1</td></tr><tr><td>text77.1</td><td>13</td><td>16</td><td>1</td></tr><tr><td>text78.1</td><td>14</td><td>15</td><td>1</td></tr><tr><td>text80.1</td><td>9</td><td>10</td><td>1</td></tr><tr><td>text82.1</td><td>11</td><td>14</td><td>1</td></tr><tr><td>text83.1</td><td>10</td><td>12</td><td>1</td></tr><tr><td>text85.1</td><td>12</td><td>13</td><td>1</td></tr><tr><td>text86.1</td><td>11</td><td>12</td><td>1</td></tr><tr><td>text87.1</td><td>16</td><td>18</td><td>1</td></tr><tr><td>text88.1</td><td>12</td><td>12</td><td>1</td></tr><tr><td>text90.1</td><td>13</td><td>14</td><td>1</td></tr><tr><td>text91.1</td><td>14</td><td>16</td><td>1</td></tr><tr><td>text94.1</td><td>13</td><td>14</td><td>1</td></tr><tr><td>text95.1</td><td>10</td><td>11</td><td>1</td></tr><tr><td>text97.1</td><td>13</td><td>14</td><td>1</td></tr><tr><td>text98.1</td><td>12</td><td>13</td><td>1</td></tr><tr><td>text99.1</td><td>14</td><td>15</td><td>1</td></tr><tr><td>text100.1</td><td>15</td><td>16</td><td>1</td></tr><tr><td>text101.1</td><td>12</td><td>16</td><td>1</td></tr><tr><td>text102.1</td><td>14</td><td>15</td><td>1</td></tr><tr><td>text103.2</td><td>10</td><td>10</td><td>1</td></tr><tr><td>text104.1</td><td>14</td><td>15</td><td>1</td></tr><tr><td>text105.1</td><td>12</td><td>13</td><td>1</td></tr><tr><td>text106.1</td><td>10</td><td>10</td><td>1</td></tr><tr><td>text108.1</td><td>13</td><td>13</td><td>1</td></tr><tr><td>text109.1</td><td>12</td><td>13</td><td>1</td></tr><tr><td>text110.1</td><td>13</td><td>15</td><td>1</td></tr><tr><td>text111.1</td><td>12</td><td>14</td><td>1</td></tr><tr><td>text112.1</td><td>13</td><td>14</td><td>1</td></tr><tr><td>text113.1</td><td>13</td><td>13</td><td>1</td></tr><tr><td>text116.1</td><td>11</td><td>13</td><td>1</td></tr><tr><td>text117.1</td><td>10</td><td>12</td><td>1</td></tr><tr><td>text118.1</td><td>12</td><td>15</td><td>1</td></tr><tr><td>text119.1</td><td>11</td><td>13</td><td>1</td></tr><tr><td>text120.1</td><td>13</td><td>13</td><td>1</td></tr><tr><td>text121.2</td><td>10</td><td>11</td><td>1</td></tr><tr><td>text122.1</td><td>14</td><td>14</td><td>1</td></tr><tr><td>text123.1</td><td>15</td><td>16</td><td>1</td></tr><tr><td>text124.1</td><td>11</td><td>11</td><td>1</td></tr><tr><td>text126.1</td><td>12</td><td>13</td><td>1</td></tr><tr><td>text127.1</td><td>14</td><td>15</td><td>1</td></tr></table>
4.2.5.2 Paragraphs

sensesensibility_corpus para <- corpus_reshape(sensesensibility_corpus, to = "paragraph"
sensesensibility_corpus para

4.2.5.2.1 Transform

## Corpus consisting of 10,592 documents.
## text1 :
## "The family of Dashwood had long been settled in Sussex. The..."
##
## text2 :
## "was large, and their residence was at Norland Park, in the c..."
##
## text3 :
## "their property, where, for many generations, they had lived ..."
##
## text4 :
## "respectable a manner as to engage the general good opinion o..."
##
## text5 :
## "surrounding acquaintance. The late owner of this estate was..."
##
## text6 :
## "man, who lived to a very advanced age, and who for many year..."
##
## [ reached max_ndoc ... 10,586 more documents ]

summary(sensesensibility_corpus para)

4.2.5.2.2 Summary

## Corpus consisting of 10592 documents, showing 100 documents:

<table><thead><tr><th></th><th>Text</th><th>Types</th><th>Tokens</th><th>Sentences</th></tr></thead><tbody><tr><td>##</td><td>text1</td><td>13</td><td>13</td><td>2</td></tr><tr><td>##</td><td>text2</td><td>13</td><td>15</td><td>1</td></tr><tr><td>##</td><td>text3</td><td>12</td><td>14</td><td>1</td></tr><tr><td>##</td><td>text4</td><td>12</td><td>12</td><td>1</td></tr><tr><td>##</td><td>text5</td><td>12</td><td>12</td><td>2</td></tr><tr><td>##</td><td>text6</td><td>15</td><td>17</td><td>1</td></tr><tr><td>##</td><td>text7</td><td>14</td><td>14</td><td>2</td></tr><tr><td>##</td><td>text8</td><td>12</td><td>13</td><td>1</td></tr><tr><td>##</td><td>text9</td><td>15</td><td>15</td><td>1</td></tr><tr><td>##</td><td>text10</td><td>13</td><td>15</td><td>1</td></tr></tbody></table>
<table><tr><td>text11</td><td>12</td><td>14</td><td>1</td></tr><tr><td>text12</td><td>13</td><td>14</td><td>2</td></tr><tr><td>text13</td><td>11</td><td>11</td><td>2</td></tr><tr><td>text14</td><td>12</td><td>13</td><td>2</td></tr><tr><td>text15</td><td>13</td><td>13</td><td>1</td></tr><tr><td>text16</td><td>12</td><td>14</td><td>1</td></tr><tr><td>text17</td><td>11</td><td>12</td><td>1</td></tr><tr><td>text18</td><td>8</td><td>8</td><td>1</td></tr><tr><td>text20</td><td>16</td><td>16</td><td>1</td></tr><tr><td>text21</td><td>13</td><td>15</td><td>2</td></tr><tr><td>text22</td><td>14</td><td>15</td><td>1</td></tr><tr><td>text23</td><td>13</td><td>16</td><td>2</td></tr><tr><td>text24</td><td>11</td><td>13</td><td>1</td></tr><tr><td>text25</td><td>12</td><td>13</td><td>2</td></tr><tr><td>text26</td><td>13</td><td>13</td><td>1</td></tr><tr><td>text27</td><td>11</td><td>11</td><td>1</td></tr><tr><td>text28</td><td>13</td><td>14</td><td>2</td></tr><tr><td>text29</td><td>12</td><td>12</td><td>1</td></tr><tr><td>text30</td><td>12</td><td>12</td><td>1</td></tr><tr><td>text31</td><td>11</td><td>11</td><td>1</td></tr><tr><td>text33</td><td>15</td><td>15</td><td>1</td></tr><tr><td>text34</td><td>12</td><td>13</td><td>2</td></tr><tr><td>text35</td><td>15</td><td>18</td><td>1</td></tr><tr><td>text36</td><td>14</td><td>15</td><td>1</td></tr><tr><td>text37</td><td>14</td><td>16</td><td>2</td></tr><tr><td>text38</td><td>13</td><td>18</td><td>1</td></tr><tr><td>text39</td><td>16</td><td>20</td><td>1</td></tr><tr><td>text40</td><td>13</td><td>14</td><td>1</td></tr><tr><td>text41</td><td>16</td><td>17</td><td>1</td></tr><tr><td>text42</td><td>15</td><td>15</td><td>2</td></tr><tr><td>text43</td><td>13</td><td>14</td><td>1</td></tr><tr><td>text44</td><td>15</td><td>16</td><td>1</td></tr><tr><td>text45</td><td>14</td><td>14</td><td>1</td></tr><tr><td>text46</td><td>12</td><td>13</td><td>1</td></tr><tr><td>text47</td><td>15</td><td>17</td><td>1</td></tr><tr><td>text48</td><td>12</td><td>15</td><td>1</td></tr><tr><td>text49</td><td>15</td><td>16</td><td>2</td></tr><tr><td>text50</td><td>15</td><td>17</td><td>1</td></tr><tr><td>text51</td><td>4</td><td>4</td><td>1</td></tr><tr><td>text53</td><td>13</td><td>15</td><td>1</td></tr><tr><td>text54</td><td>13</td><td>14</td><td>1</td></tr><tr><td>text55</td><td>12</td><td>13</td><td>1</td></tr><tr><td>text56</td><td>10</td><td>11</td><td>1</td></tr><tr><td>text57</td><td>14</td><td>15</td><td>2</td></tr><tr><td>text58</td><td>13</td><td>14</td><td>2</td></tr><tr><td>text59</td><td>12</td><td>13</td><td>1</td></tr></table>
<table><tr><td>text60</td><td>5</td><td>5</td><td>1</td></tr><tr><td>text62</td><td>16</td><td>18</td><td>1</td></tr><tr><td>text63</td><td>11</td><td>11</td><td>1</td></tr><tr><td>text64</td><td>11</td><td>11</td><td>1</td></tr><tr><td>text66</td><td>11</td><td>14</td><td>1</td></tr><tr><td>text67</td><td>13</td><td>14</td><td>1</td></tr><tr><td>text68</td><td>15</td><td>16</td><td>1</td></tr><tr><td>text69</td><td>13</td><td>13</td><td>2</td></tr><tr><td>text70</td><td>14</td><td>14</td><td>1</td></tr><tr><td>text71</td><td>10</td><td>10</td><td>1</td></tr><tr><td>text73</td><td>14</td><td>14</td><td>1</td></tr><tr><td>text74</td><td>15</td><td>16</td><td>1</td></tr><tr><td>text75</td><td>12</td><td>12</td><td>1</td></tr><tr><td>text76</td><td>13</td><td>14</td><td>2</td></tr><tr><td>text77</td><td>13</td><td>16</td><td>1</td></tr><tr><td>text78</td><td>14</td><td>15</td><td>1</td></tr><tr><td>text79</td><td>14</td><td>15</td><td>2</td></tr><tr><td>text80</td><td>9</td><td>10</td><td>1</td></tr><tr><td>text82</td><td>11</td><td>14</td><td>1</td></tr><tr><td>text83</td><td>10</td><td>12</td><td>1</td></tr><tr><td>text84</td><td>12</td><td>13</td><td>3</td></tr><tr><td>text85</td><td>12</td><td>13</td><td>1</td></tr><tr><td>text86</td><td>11</td><td>12</td><td>1</td></tr><tr><td>text87</td><td>16</td><td>18</td><td>1</td></tr><tr><td>text88</td><td>13</td><td>14</td><td>2</td></tr><tr><td>text89</td><td>13</td><td>13</td><td>3</td></tr><tr><td>text90</td><td>13</td><td>14</td><td>1</td></tr><tr><td>text91</td><td>14</td><td>16</td><td>1</td></tr><tr><td>text92</td><td>3</td><td>3</td><td>1</td></tr><tr><td>text94</td><td>13</td><td>14</td><td>1</td></tr><tr><td>text95</td><td>10</td><td>11</td><td>1</td></tr><tr><td>text96</td><td>12</td><td>13</td><td>2</td></tr><tr><td>text97</td><td>13</td><td>14</td><td>1</td></tr><tr><td>text98</td><td>12</td><td>13</td><td>1</td></tr><tr><td>text99</td><td>14</td><td>15</td><td>1</td></tr><tr><td>text100</td><td>15</td><td>16</td><td>1</td></tr><tr><td>text101</td><td>12</td><td>16</td><td>1</td></tr><tr><td>text102</td><td>14</td><td>15</td><td>1</td></tr><tr><td>text103</td><td>12</td><td>13</td><td>2</td></tr><tr><td>text104</td><td>14</td><td>15</td><td>1</td></tr><tr><td>text105</td><td>12</td><td>13</td><td>1</td></tr><tr><td>text106</td><td>10</td><td>10</td><td>1</td></tr><tr><td>text108</td><td>13</td><td>13</td><td>1</td></tr><tr><td>text109</td><td>12</td><td>13</td><td>1</td></tr></table>
4.2.5.2.3 Subset We can subset sentences with 10 or more words

sensesensibility_corpus Para_long <- corpus_subset(sensesensibility_corpus Para, ntoken(sensesensibility_corpus Para_long)

[1] 9485

summary(sensesensibility_corpus Para_long)

## Corpus consisting of 9485 documents, showing 100 documents:

Text Types Tokens Sentences

<table><tr><td>text1</td><td>13</td><td>13</td><td>2</td></tr><tr><td>text2</td><td>13</td><td>15</td><td>1</td></tr><tr><td>text3</td><td>12</td><td>14</td><td>1</td></tr><tr><td>text4</td><td>12</td><td>12</td><td>1</td></tr><tr><td>text5</td><td>12</td><td>12</td><td>2</td></tr><tr><td>text6</td><td>15</td><td>17</td><td>1</td></tr><tr><td>text7</td><td>14</td><td>14</td><td>2</td></tr><tr><td>text8</td><td>12</td><td>13</td><td>1</td></tr><tr><td>text9</td><td>15</td><td>15</td><td>1</td></tr><tr><td>text10</td><td>13</td><td>15</td><td>1</td></tr><tr><td>text11</td><td>12</td><td>14</td><td>1</td></tr><tr><td>text12</td><td>13</td><td>14</td><td>2</td></tr><tr><td>text13</td><td>11</td><td>11</td><td>2</td></tr><tr><td>text14</td><td>12</td><td>13</td><td>2</td></tr><tr><td>text15</td><td>13</td><td>13</td><td>1</td></tr><tr><td>text16</td><td>12</td><td>14</td><td>1</td></tr><tr><td>text17</td><td>11</td><td>12</td><td>1</td></tr><tr><td>text20</td><td>16</td><td>16</td><td>1</td></tr><tr><td>text21</td><td>13</td><td>15</td><td>2</td></tr><tr><td>text22</td><td>14</td><td>15</td><td>1</td></tr><tr><td>text23</td><td>13</td><td>16</td><td>2</td></tr><tr><td>text24</td><td>11</td><td>13</td><td>1</td></tr><tr><td>text25</td><td>12</td><td>13</td><td>2</td></tr><tr><td>text26</td><td>13</td><td>13</td><td>1</td></tr><tr><td>text27</td><td>11</td><td>11</td><td>1</td></tr><tr><td>text28</td><td>13</td><td>14</td><td>2</td></tr><tr><td>text29</td><td>12</td><td>12</td><td>1</td></tr><tr><td>text30</td><td>12</td><td>12</td><td>1</td></tr><tr><td>text31</td><td>11</td><td>11</td><td>1</td></tr><tr><td>text33</td><td>15</td><td>15</td><td>1</td></tr><tr><td>text34</td><td>12</td><td>13</td><td>2</td></tr><tr><td>text35</td><td>15</td><td>18</td><td>1</td></tr><tr><td>text36</td><td>14</td><td>15</td><td>1</td></tr><tr><td>text37</td><td>14</td><td>16</td><td>2</td></tr><tr><td>text38</td><td>13</td><td>18</td><td>1</td></tr></table>
<table><tr><td>text39</td><td>16</td><td>20</td><td>1</td></tr><tr><td>text40</td><td>13</td><td>14</td><td>1</td></tr><tr><td>text41</td><td>16</td><td>17</td><td>1</td></tr><tr><td>text42</td><td>15</td><td>15</td><td>2</td></tr><tr><td>text43</td><td>13</td><td>14</td><td>1</td></tr><tr><td>text44</td><td>15</td><td>16</td><td>1</td></tr><tr><td>text45</td><td>14</td><td>14</td><td>1</td></tr><tr><td>text46</td><td>12</td><td>13</td><td>1</td></tr><tr><td>text47</td><td>15</td><td>17</td><td>1</td></tr><tr><td>text48</td><td>12</td><td>15</td><td>1</td></tr><tr><td>text49</td><td>15</td><td>16</td><td>2</td></tr><tr><td>text50</td><td>15</td><td>17</td><td>1</td></tr><tr><td>text53</td><td>13</td><td>15</td><td>1</td></tr><tr><td>text54</td><td>13</td><td>14</td><td>1</td></tr><tr><td>text55</td><td>12</td><td>13</td><td>1</td></tr><tr><td>text56</td><td>10</td><td>11</td><td>1</td></tr><tr><td>text57</td><td>14</td><td>15</td><td>2</td></tr><tr><td>text58</td><td>13</td><td>14</td><td>2</td></tr><tr><td>text59</td><td>12</td><td>13</td><td>1</td></tr><tr><td>text62</td><td>16</td><td>18</td><td>1</td></tr><tr><td>text63</td><td>11</td><td>11</td><td>1</td></tr><tr><td>text64</td><td>11</td><td>11</td><td>1</td></tr><tr><td>text66</td><td>11</td><td>14</td><td>1</td></tr><tr><td>text67</td><td>13</td><td>14</td><td>1</td></tr><tr><td>text68</td><td>15</td><td>16</td><td>1</td></tr><tr><td>text69</td><td>13</td><td>13</td><td>2</td></tr><tr><td>text70</td><td>14</td><td>14</td><td>1</td></tr><tr><td>text71</td><td>10</td><td>10</td><td>1</td></tr><tr><td>text73</td><td>14</td><td>14</td><td>1</td></tr><tr><td>text74</td><td>15</td><td>16</td><td>1</td></tr><tr><td>text75</td><td>12</td><td>12</td><td>1</td></tr><tr><td>text76</td><td>13</td><td>14</td><td>2</td></tr><tr><td>text77</td><td>13</td><td>16</td><td>1</td></tr><tr><td>text78</td><td>14</td><td>15</td><td>1</td></tr><tr><td>text79</td><td>14</td><td>15</td><td>2</td></tr><tr><td>text80</td><td>9</td><td>10</td><td>1</td></tr><tr><td>text82</td><td>11</td><td>14</td><td>1</td></tr><tr><td>text83</td><td>10</td><td>12</td><td>1</td></tr><tr><td>text84</td><td>12</td><td>13</td><td>3</td></tr><tr><td>text85</td><td>12</td><td>13</td><td>1</td></tr><tr><td>text86</td><td>11</td><td>12</td><td>1</td></tr><tr><td>text87</td><td>16</td><td>18</td><td>1</td></tr><tr><td>text88</td><td>13</td><td>14</td><td>2</td></tr><tr><td>text89</td><td>13</td><td>13</td><td>3</td></tr><tr><td>text90</td><td>13</td><td>14</td><td>1</td></tr><tr><td>text91</td><td>14</td><td>16</td><td>1</td></tr></table>
<table><tr><td>text94</td><td>13</td><td>14</td><td>1</td></tr><tr><td>text95</td><td>10</td><td>11</td><td>1</td></tr><tr><td>text96</td><td>12</td><td>13</td><td>2</td></tr><tr><td>text97</td><td>13</td><td>14</td><td>1</td></tr><tr><td>text98</td><td>12</td><td>13</td><td>1</td></tr><tr><td>text99</td><td>14</td><td>15</td><td>1</td></tr><tr><td>text100</td><td>15</td><td>16</td><td>1</td></tr><tr><td>text101</td><td>12</td><td>16</td><td>1</td></tr><tr><td>text102</td><td>14</td><td>15</td><td>1</td></tr><tr><td>text103</td><td>12</td><td>13</td><td>2</td></tr><tr><td>text104</td><td>14</td><td>15</td><td>1</td></tr><tr><td>text105</td><td>12</td><td>13</td><td>1</td></tr><tr><td>text106</td><td>10</td><td>10</td><td>1</td></tr><tr><td>text108</td><td>13</td><td>13</td><td>1</td></tr><tr><td>text109</td><td>12</td><td>13</td><td>1</td></tr><tr><td>text110</td><td>13</td><td>15</td><td>1</td></tr><tr><td>text111</td><td>12</td><td>14</td><td>1</td></tr><tr><td>text112</td><td>13</td><td>14</td><td>1</td></tr><tr><td>text113</td><td>13</td><td>13</td><td>1</td></tr></table>

### 4.2.5.3 Tokens

`tokens()` segments texts in a corpus into tokens (words or sentences) by word boundaries. We can remove punctuations or not

```
sensesensibility_corpus tok <- tokens(sensesensibility_corp)
sensesensibility_corp tok
```

#### 4.2.5.3.1 With punctuations

## Tokens consisting of 10,592 documents.

text1 :

[1] "The" "family" "of" "Dashwood" "had" "long"
[7] "been" "settled" "in" "Sussex" "." "Their"

[ ... and 1 more ]

##

text2 :

[1] "was" "large" "," "and" "their" "residence"
[7] "was" "at" "Norland" "Park" "," "in"

[ ... and 3 more ]

##

text3 :

[1] "their" "property" "," "where" ","
[6] "for" "many" "generations" "," "they"

[11] "had" "lived"

[ ... and 2 more ]
## [6] "of" "this" "estate" "was" "a"
## [11] "single"
##
## text6 :
## [1] "man" "who" "lived" "to" "a" "very"
## [7] "advanced" "age" "and" "who" "for" "many"
## [ ... and 3 more ]
##
## [ reached max_ndoc ... 10,586 more documents ]

4.2.5.4 Types

We can also generate types on the tokenised corpus (without punctuations)

sensesensibility_corpus_types <- types(sensesensibility_corpustok_no_punct)
sensesensibility_corpus_types

<table>
  <tr>
    <td>[1] "The"</td>
    <td>"family"</td>
    <td>"of"</td>
  </tr>
  <tr>
    <td>[4] "Dashwood"</td>
    <td>"had"</td>
    <td>"long"</td>
  </tr>
  <tr>
    <td>[7] "been"</td>
    <td>"settled"</td>
    <td>"in"</td>
  </tr>
  <tr>
    <td>[10] "Sussex"</td>
    <td>"Their"</td>
    <td>"estate"</td>
  </tr>
  <tr>
    <td>[13] "was"</td>
    <td>"large"</td>
    <td>"and"</td>
  </tr>
  <tr>
    <td>[16] "their"</td>
    <td>"residence"</td>
    <td>"at"</td>
  </tr>
  <tr>
    <td>[19] "Norland"</td>
    <td>"Park"</td>
    <td>"the"</td>
  </tr>
  <tr>
    <td>[22] "centre"</td>
    <td>"property"</td>
    <td>"where"</td>
  </tr>
  <tr>
    <td>[25] "for"</td>
    <td>"many"</td>
    <td>"generations"</td>
  </tr>
  <tr>
    <td>[28] "they"</td>
    <td>"lived"</td>
    <td>"so"</td>
  </tr>
  <tr>
    <td>[31] "respectable"</td>
    <td>"a"</td>
    <td>"manner"</td>
  </tr>
  <tr>
    <td>[34] "as"</td>
    <td>"to"</td>
    <td>"engage"</td>
  </tr>
  <tr>
    <td>[37] "general"</td>
    <td>"good"</td>
    <td>"opinion"</td>
  </tr>
  <tr>
    <td>[40] "surrounding"</td>
    <td>"acquaintance"</td>
    <td>"late"</td>
  </tr>
  <tr>
    <td>[43] "owner"</td>
    <td>"this"</td>
    <td>"single"</td>
  </tr>
  <tr>
    <td>[46] "man"</td>
    <td>"who"</td>
    <td>"very"</td>
  </tr>
  <tr>
    <td>[49] "advanced"</td>
    <td>"age"</td>
    <td>"years"</td>
  </tr>
  <tr>
    <td>[52] "his"</td>
    <td>"life"</td>
    <td>"constant"</td>
  </tr>
  <tr>
    <td>[55] "companion"</td>
    <td>"housekeeper"</td>
    <td>"sister"</td>
  </tr>
  <tr>
    <td>[58] "But"</td>
    <td>"her"</td>
    <td>"death"</td>
  </tr>
  <tr>
    <td>[61] "which"</td>
    <td>"happened"</td>
    <td>"ten"</td>
  </tr>
  <tr>
    <td>[64] "before"</td>
    <td>"own"</td>
    <td>"produced"</td>
  </tr>
  <tr>
    <td>[67] "great"</td>
    <td>"alteration"</td>
    <td>"home"</td>
  </tr>
  <tr>
    <td>[70] "supply"</td>
    <td>"loss"</td>
    <td>"he"</td>
  </tr>
  <tr>
    <td>[73] "invited"</td>
    <td>"received"</td>
    <td>"into"</td>
  </tr>
  <tr>
    <td>[76] "house"</td>
    <td>"nephew"</td>
    <td>"Mr"</td>
  </tr>
  <tr>
    <td>[79] "Henry"</td>
    <td>"legal"</td>
    <td>"inheritor"</td>
  </tr>
  <tr>
    <td>[82] "person"</td>
    <td>"whom"</td>
    <td>"intended"</td>
  </tr>
  <tr>
    <td>[85] "bequeath"</td>
    <td>"it"</td>
    <td>"In"</td>
  </tr>
  <tr>
    <td>[88] "society"</td>
    <td>"niece"</td>
    <td>"children"</td>
  </tr>
</table>
<table>
  <tr>
    <td>[91]</td>
    <td>"old"</td>
    <td>"Gentleman's"</td>
    <td>"days"</td>
  </tr>
  <tr>
    <td>[94]</td>
    <td>"were"</td>
    <td>"comfortably"</td>
    <td>"spent"</td>
  </tr>
  <tr>
    <td>[97]</td>
    <td>"His"</td>
    <td>"attachment"</td>
    <td>"them"</td>
  </tr>
  <tr>
    <td>[100]</td>
    <td>"all"</td>
    <td>"increased"</td>
    <td>"attention"</td>
  </tr>
  <tr>
    <td>[103]</td>
    <td>"Mrs"</td>
    <td>"wishes"</td>
    <td>"proceeded"</td>
  </tr>
  <tr>
    <td>[106]</td>
    <td>"not"</td>
    <td>"merely"</td>
    <td>"from"</td>
  </tr>
  <tr>
    <td>[109]</td>
    <td>"interest"</td>
    <td>"but"</td>
    <td>"goodness"</td>
  </tr>
  <tr>
    <td>[112]</td>
    <td>"heart"</td>
    <td>"gave"</td>
    <td>"him"</td>
  </tr>
  <tr>
    <td>[115]</td>
    <td>"every"</td>
    <td>"degree"</td>
    <td>"solid"</td>
  </tr>
  <tr>
    <td>[118]</td>
    <td>"comfort"</td>
    <td>"could"</td>
    <td>"receive"</td>
  </tr>
  <tr>
    <td>[121]</td>
    <td>"cheerfulness"</td>
    <td>"added"</td>
    <td>"relish"</td>
  </tr>
  <tr>
    <td>[124]</td>
    <td>"existence"</td>
    <td>"By"</td>
    <td>"former"</td>
  </tr>
  <tr>
    <td>[127]</td>
    <td>"marriage"</td>
    <td>"one"</td>
    <td>"son"</td>
  </tr>
  <tr>
    <td>[130]</td>
    <td>"by"</td>
    <td>"present"</td>
    <td>"lady"</td>
  </tr>
  <tr>
    <td>[133]</td>
    <td>"three"</td>
    <td>"daughters"</td>
    <td>"steady"</td>
  </tr>
  <tr>
    <td>[136]</td>
    <td>"young"</td>
    <td>"amply"</td>
    <td>"provided"</td>
  </tr>
  <tr>
    <td>[139]</td>
    <td>"fortune"</td>
    <td>"mother"</td>
    <td>"half"</td>
  </tr>
  <tr>
    <td>[142]</td>
    <td>"devolved"</td>
    <td>"on"</td>
    <td>"coming"</td>
  </tr>
  <tr>
    <td>[145]</td>
    <td>"likewise"</td>
    <td>"soon"</td>
    <td>"afterwards"</td>
  </tr>
  <tr>
    <td>[148]</td>
    <td>"wealth"</td>
    <td>"To"</td>
    <td>"therefore"</td>
  </tr>
  <tr>
    <td>[151]</td>
    <td>"succession"</td>
    <td>"really"</td>
    <td>"important"</td>
  </tr>
  <tr>
    <td>[154]</td>
    <td>"sisters"</td>
    <td>"independent"</td>
    <td>"what"</td>
  </tr>
  <tr>
    <td>[157]</td>
    <td>"might"</td>
    <td>"arise"</td>
    <td>"father's"</td>
  </tr>
  <tr>
    <td>[160]</td>
    <td>"inheriting"</td>
    <td>"that"</td>
    <td>"be"</td>
  </tr>
  <tr>
    <td>[163]</td>
    <td>"small"</td>
    <td>"nothing"</td>
    <td>"father"</td>
  </tr>
  <tr>
    <td>[166]</td>
    <td>"only"</td>
    <td>"seven"</td>
    <td>"thousand"</td>
  </tr>
  <tr>
    <td>[169]</td>
    <td>"pounds"</td>
    <td>"disposal"</td>
    <td>"remaining"</td>
  </tr>
  <tr>
    <td>[172]</td>
    <td>"moiety"</td>
    <td>"first"</td>
    <td>"wife's"</td>
  </tr>
  <tr>
    <td>[175]</td>
    <td>"also"</td>
    <td>"secured"</td>
    <td>"child"</td>
  </tr>
  <tr>
    <td>[178]</td>
    <td>"life-interest"</td>
    <td>"gentleman"</td>
    <td>"died"</td>
  </tr>
  <tr>
    <td>[181]</td>
    <td>"will"</td>
    <td>"read"</td>
    <td>"like"</td>
  </tr>
  <tr>
    <td>[184]</td>
    <td>"almost"</td>
    <td>"other"</td>
    <td>"much"</td>
  </tr>
  <tr>
    <td>[187]</td>
    <td>"disappointment"</td>
    <td>"pleasure"</td>
    <td>"He"</td>
  </tr>
  <tr>
    <td>[190]</td>
    <td>"neither"</td>
    <td>"unjust"</td>
    <td>"nor"</td>
  </tr>
  <tr>
    <td>[193]</td>
    <td>"ungrateful"</td>
    <td>"leave"</td>
    <td>"left"</td>
  </tr>
  <tr>
    <td>[196]</td>
    <td>"such"</td>
    <td>"terms"</td>
    <td>"destroyed"</td>
  </tr>
  <tr>
    <td>[199]</td>
    <td>"value"</td>
    <td>"bequest"</td>
    <td>"wished"</td>
  </tr>
  <tr>
    <td>[202]</td>
    <td>"more"</td>
    <td>"sake"</td>
    <td>"wife"</td>
  </tr>
  <tr>
    <td>[205]</td>
    <td>"than"</td>
    <td>"himself"</td>
    <td>"or"</td>
  </tr>
  <tr>
    <td>[208]</td>
    <td>"son's"</td>
    <td>"four"</td>
    <td>"way"</td>
  </tr>
  <tr>
    <td>[211]</td>
    <td>"no"</td>
    <td>"power"</td>
    <td>"providing"</td>
  </tr>
  <tr>
    <td>[214]</td>
    <td>"those"</td>
    <td>"most"</td>
    <td>"dear"</td>
  </tr>
  <tr>
    <td>[217]</td>
    <td>"needed"</td>
    <td>"provision"</td>
    <td>"any"</td>
  </tr>
  <tr>
    <td>[220]</td>
    <td>"charge"</td>
    <td>"sale"</td>
    <td>"its"</td>
  </tr>
  <tr>
    <td>[223]</td>
    <td>"valuable"</td>
    <td>"woods"</td>
    <td>"whole"</td>
  </tr>
  <tr>
    <td>[226]</td>
    <td>"tied"</td>
    <td>"up"</td>
    <td>"benefit"</td>
  </tr>
</table>
<table>
  <tr>
    <td>[229]</td>
    <td>"occasional"</td>
    <td>"visits"</td>
    <td>"with"</td>
  </tr>
  <tr>
    <td>[232]</td>
    <td>"far"</td>
    <td>"gained"</td>
    <td>"affections"</td>
  </tr>
  <tr>
    <td>[235]</td>
    <td>"uncle"</td>
    <td>"attractions"</td>
    <td>"are"</td>
  </tr>
  <tr>
    <td>[238]</td>
    <td>"means"</td>
    <td>"unusual"</td>
    <td>"two"</td>
  </tr>
  <tr>
    <td>[241]</td>
    <td>"an"</td>
    <td>"imperfect"</td>
    <td>"articulation"</td>
  </tr>
  <tr>
    <td>[244]</td>
    <td>"earnest"</td>
    <td>"desire"</td>
    <td>"having"</td>
  </tr>
  <tr>
    <td>[247]</td>
    <td>"cunning"</td>
    <td>"tricks"</td>
    <td>"deal"</td>
  </tr>
  <tr>
    <td>[250]</td>
    <td>"noise"</td>
    <td>"outweigh"</td>
    <td>"meant"</td>
  </tr>
  <tr>
    <td>[253]</td>
    <td>"unkind"</td>
    <td>"however"</td>
    <td>"mark"</td>
  </tr>
  <tr>
    <td>[256]</td>
    <td>"affection"</td>
    <td>"girls"</td>
    <td>"a-piece"</td>
  </tr>
  <tr>
    <td>[259]</td>
    <td>"Dashwood's"</td>
    <td>"severe"</td>
    <td>"temper"</td>
  </tr>
  <tr>
    <td>[262]</td>
    <td>"cheerful"</td>
    <td>"sanguine"</td>
    <td>"reasonably"</td>
  </tr>
  <tr>
    <td>[265]</td>
    <td>"hope"</td>
    <td>"live"</td>
    <td>"living"</td>
  </tr>
  <tr>
    <td>[268]</td>
    <td>"economically"</td>
    <td>"lay"</td>
    <td>"considerable"</td>
  </tr>
  <tr>
    <td>[271]</td>
    <td>"sum"</td>
    <td>"produce"</td>
    <td>"already"</td>
  </tr>
  <tr>
    <td>[274]</td>
    <td>"capable"</td>
    <td>"immediate"</td>
    <td>"improvement"</td>
  </tr>
  <tr>
    <td>[277]</td>
    <td>"tardy"</td>
    <td>"twelvemonth"</td>
    <td>"survived"</td>
  </tr>
  <tr>
    <td>[280]</td>
    <td>"longer"</td>
    <td>"including"</td>
    <td>"legacies"</td>
  </tr>
  <tr>
    <td>[283]</td>
    <td>"remained"</td>
    <td>"widow"</td>
    <td>"sent"</td>
  </tr>
  <tr>
    <td>[286]</td>
    <td>"danger"</td>
    <td>"known"</td>
    <td>"recommended"</td>
  </tr>
  <tr>
    <td>[289]</td>
    <td>"strength"</td>
    <td>"urgency"</td>
    <td>"illness"</td>
  </tr>
  <tr>
    <td>[292]</td>
    <td>"command"</td>
    <td>"mother-in-law"</td>
    <td>"John"</td>
  </tr>
  <tr>
    <td>[295]</td>
    <td>"strong"</td>
    <td>"feelings"</td>
    <td>"rest"</td>
  </tr>
  <tr>
    <td>[298]</td>
    <td>"affected"</td>
    <td>"recommendation"</td>
    <td>"nature"</td>
  </tr>
  <tr>
    <td>[301]</td>
    <td>"time"</td>
    <td>"promised"</td>
    <td>"do"</td>
  </tr>
  <tr>
    <td>[304]</td>
    <td>"thing"</td>
    <td>"make"</td>
    <td>"comfortable"</td>
  </tr>
  <tr>
    <td>[307]</td>
    <td>"rendered"</td>
    <td>"easy"</td>
    <td>"assurance"</td>
  </tr>
  <tr>
    <td>[310]</td>
    <td>"then"</td>
    <td>"leisure"</td>
    <td>"consider"</td>
  </tr>
  <tr>
    <td>[313]</td>
    <td>"how"</td>
    <td>"there"</td>
    <td>"prudently"</td>
  </tr>
  <tr>
    <td>[316]</td>
    <td>"ill-disposed"</td>
    <td>"unless"</td>
    <td>"rather"</td>
  </tr>
  <tr>
    <td>[319]</td>
    <td>"cold"</td>
    <td>"hearted"</td>
    <td>"selfish"</td>
  </tr>
  <tr>
    <td>[322]</td>
    <td>"is"</td>
    <td>"well"</td>
    <td>"respected"</td>
  </tr>
  <tr>
    <td>[325]</td>
    <td>"conducted"</td>
    <td>"propriety"</td>
    <td>"discharge"</td>
  </tr>
  <tr>
    <td>[328]</td>
    <td>"ordinary"</td>
    <td>"duties"</td>
    <td>"Had"</td>
  </tr>
  <tr>
    <td>[331]</td>
    <td>"married"</td>
    <td>"amiable"</td>
    <td>"woman"</td>
  </tr>
  <tr>
    <td>[334]</td>
    <td>"have"</td>
    <td>"made"</td>
    <td>"still"</td>
  </tr>
  <tr>
    <td>[337]</td>
    <td>"even"</td>
    <td>"when"</td>
    <td>"fond"</td>
  </tr>
  <tr>
    <td>[340]</td>
    <td>"caricature"</td>
    <td>"narrow-minded"</td>
    <td>"When"</td>
  </tr>
  <tr>
    <td>[343]</td>
    <td>"promise"</td>
    <td>"meditated"</td>
    <td>"within"</td>
  </tr>
  <tr>
    <td>[346]</td>
    <td>"increase"</td>
    <td>"fortunes"</td>
    <td>"thought"</td>
  </tr>
  <tr>
    <td>[349]</td>
    <td>"equal"</td>
    <td>"prospect"</td>
    <td>"a-year"</td>
  </tr>
  <tr>
    <td>[352]</td>
    <td>"addition"</td>
    <td>"income"</td>
    <td>"besides"</td>
  </tr>
  <tr>
    <td>[355]</td>
    <td>"mother's"</td>
    <td>"warmed"</td>
    <td>"feel"</td>
  </tr>
  <tr>
    <td>[358]</td>
    <td>"generosity"</td>
    <td>"Yes"</td>
    <td>"would"</td>
  </tr>
  <tr>
    <td>[361]</td>
    <td>"give"</td>
    <td>"liberal"</td>
    <td>"handsome"</td>
  </tr>
  <tr>
    <td>[364]</td>
    <td>"It"</td>
    <td>"enough"</td>
    <td>"completely"</td>
  </tr>
</table>
<table>
  <tr>
    <td>[367]</td>
    <td>"Three"</td>
    <td>"spare"</td>
    <td>"little"</td>
  </tr>
  <tr>
    <td>[370]</td>
    <td>"inconvenience"</td>
    <td>"day"</td>
    <td>"successively"</td>
  </tr>
  <tr>
    <td>[373]</td>
    <td>"did"</td>
    <td>"repent"</td>
    <td>"No"</td>
  </tr>
  <tr>
    <td>[376]</td>
    <td>"sooner"</td>
    <td>"funeral"</td>
    <td>"over"</td>
  </tr>
  <tr>
    <td>[379]</td>
    <td>"without"</td>
    <td>"sending"</td>
    <td>"notice"</td>
  </tr>
  <tr>
    <td>[382]</td>
    <td>"intention"</td>
    <td>"arrived"</td>
    <td>"attendants"</td>
  </tr>
  <tr>
    <td>[385]</td>
    <td>"dispute"</td>
    <td>"right"</td>
    <td>"come"</td>
  </tr>
  <tr>
    <td>[388]</td>
    <td>"husband's"</td>
    <td>"moment"</td>
    <td>"decease"</td>
  </tr>
  <tr>
    <td>[391]</td>
    <td>"indelicacy"</td>
    <td>"conduct"</td>
    <td>"greater"</td>
  </tr>
  <tr>
    <td>[394]</td>
    <td>"situation"</td>
    <td>"common"</td>
    <td>"must"</td>
  </tr>
  <tr>
    <td>[397]</td>
    <td>"highly"</td>
    <td>"unpleasing"</td>
    <td>"HER"</td>
  </tr>
  <tr>
    <td>[400]</td>
    <td>"mind"</td>
    <td>"sense"</td>
    <td>"honor"</td>
  </tr>
  <tr>
    <td>[403]</td>
    <td>"keen"</td>
    <td>"romantic"</td>
    <td>"offence"</td>
  </tr>
  <tr>
    <td>[406]</td>
    <td>"kind"</td>
    <td>"whomsoever"</td>
    <td>"given"</td>
  </tr>
  <tr>
    <td>[409]</td>
    <td>"source"</td>
    <td>"immovable"</td>
    <td>"disgust"</td>
  </tr>
  <tr>
    <td>[412]</td>
    <td>"never"</td>
    <td>"favourite"</td>
    <td>"she"</td>
  </tr>
  <tr>
    <td>[415]</td>
    <td>"opportunity"</td>
    <td>"till"</td>
    <td>"shewing"</td>
  </tr>
  <tr>
    <td>[418]</td>
    <td>"people"</td>
    <td>"act"</td>
    <td>"occasion"</td>
  </tr>
  <tr>
    <td>[421]</td>
    <td>"required"</td>
    <td>"So"</td>
    <td>"acutely"</td>
  </tr>
  <tr>
    <td>[424]</td>
    <td>"ungracious"</td>
    <td>"behaviour"</td>
    <td>"earnestly"</td>
  </tr>
  <tr>
    <td>[427]</td>
    <td>"despise"</td>
    <td>"daughter-in-law"</td>
    <td>"arrival"</td>
  </tr>
  <tr>
    <td>[430]</td>
    <td>"latter"</td>
    <td>"quitted"</td>
    <td>"ever"</td>
  </tr>
  <tr>
    <td>[433]</td>
    <td>"entreaty"</td>
    <td>"eldest"</td>
    <td>"girl"</td>
  </tr>
  <tr>
    <td>[436]</td>
    <td>"induced"</td>
    <td>"reflect"</td>
    <td>"going"</td>
  </tr>
  <tr>
    <td>[439]</td>
    <td>"tender"</td>
    <td>"love"</td>
    <td>"determined"</td>
  </tr>
  <tr>
    <td>[442]</td>
    <td>"stay"</td>
    <td>"sakes"</td>
    <td>"avoid"</td>
  </tr>
  <tr>
    <td>[445]</td>
    <td>"breach"</td>
    <td>"brother"</td>
    <td>"Elinor"</td>
  </tr>
  <tr>
    <td>[448]</td>
    <td>"daughter"</td>
    <td>"whose"</td>
    <td>"advice"</td>
  </tr>
  <tr>
    <td>[451]</td>
    <td>"effectual"</td>
    <td>"possessed"</td>
    <td>"understanding"</td>
  </tr>
  <tr>
    <td>[454]</td>
    <td>"coolness"</td>
    <td>"judgment"</td>
    <td>"qualified"</td>
  </tr>
  <tr>
    <td>[457]</td>
    <td>"though"</td>
    <td>"nineteen"</td>
    <td>"counsellor"</td>
  </tr>
  <tr>
    <td>[460]</td>
    <td>"enabled"</td>
    <td>"frequently"</td>
    <td>"counteract"</td>
  </tr>
  <tr>
    <td>[463]</td>
    <td>"advantage"</td>
    <td>"eagerness"</td>
    <td>"generally"</td>
  </tr>
  <tr>
    <td>[466]</td>
    <td>"led"</td>
    <td>"imprudence"</td>
    <td>"She"</td>
  </tr>
  <tr>
    <td>[469]</td>
    <td>"excellent"</td>
    <td>"disposition"</td>
    <td>"affectionate"</td>
  </tr>
  <tr>
    <td>[472]</td>
    <td>"knew"</td>
    <td>"govern"</td>
    <td>"knowledge"</td>
  </tr>
  <tr>
    <td>[475]</td>
    <td>"yet"</td>
    <td>"learn"</td>
    <td>"resolved"</td>
  </tr>
  <tr>
    <td>[478]</td>
    <td>"taught"</td>
    <td>"Marianne's"</td>
    <td>"abilities"</td>
  </tr>
  <tr>
    <td>[481]</td>
    <td>"respects"</td>
    <td>"quite"</td>
    <td>"Elinor's"</td>
  </tr>
  <tr>
    <td>[484]</td>
    <td>"sensible"</td>
    <td>"clever"</td>
    <td>"eager"</td>
  </tr>
  <tr>
    <td>[487]</td>
    <td>"everything"</td>
    <td>"sorrows"</td>
    <td>"joys"</td>
  </tr>
  <tr>
    <td>[490]</td>
    <td>"moderation"</td>
    <td>"generous"</td>
    <td>"interesting"</td>
  </tr>
  <tr>
    <td>[493]</td>
    <td>"prudent"</td>
    <td>"resemblance"</td>
    <td>"between"</td>
  </tr>
  <tr>
    <td>[496]</td>
    <td>"strikingly"</td>
    <td>"saw"</td>
    <td>"concern"</td>
  </tr>
  <tr>
    <td>[499]</td>
    <td>"excess"</td>
    <td>"sister's"</td>
    <td>"sensibility"</td>
  </tr>
  <tr>
    <td>[502]</td>
    <td>"valued"</td>
    <td>"cherished"</td>
    <td>"They"</td>
  </tr>
</table>
<table>
  <tr>
    <td>[505]</td>
    <td>"encouraged"</td>
    <td>"each"</td>
    <td>"now"</td>
  </tr>
  <tr>
    <td>[508]</td>
    <td>"violence"</td>
    <td>"affliction"</td>
    <td>"agony"</td>
  </tr>
  <tr>
    <td>[511]</td>
    <td>"grief"</td>
    <td>"overpowered"</td>
    <td>"voluntarily"</td>
  </tr>
  <tr>
    <td>[514]</td>
    <td>"renewed"</td>
    <td>"sought"</td>
    <td>"created"</td>
  </tr>
  <tr>
    <td>[517]</td>
    <td>"again"</td>
    <td>"themselves"</td>
    <td>"wholly"</td>
  </tr>
  <tr>
    <td>[520]</td>
    <td>"sorrow"</td>
    <td>"seeking"</td>
    <td>"wretchedness"</td>
  </tr>
  <tr>
    <td>[523]</td>
    <td>"reflection"</td>
    <td>"afford"</td>
    <td>"against"</td>
  </tr>
  <tr>
    <td>[526]</td>
    <td>"admitting"</td>
    <td>"consolation"</td>
    <td>"future"</td>
  </tr>
  <tr>
    <td>[529]</td>
    <td>"too"</td>
    <td>"deeply"</td>
    <td>"afflicted"</td>
  </tr>
  <tr>
    <td>[532]</td>
    <td>"struggle"</td>
    <td>"exert"</td>
    <td>"herself"</td>
  </tr>
  <tr>
    <td>[535]</td>
    <td>"consult"</td>
    <td>"sister-in-law"</td>
    <td>"treat"</td>
  </tr>
  <tr>
    <td>[538]</td>
    <td>"proper"</td>
    <td>"strive"</td>
    <td>"rouse"</td>
  </tr>
  <tr>
    <td>[541]</td>
    <td>"similar"</td>
    <td>"exertion"</td>
    <td>"encourage"</td>
  </tr>
  <tr>
    <td>[544]</td>
    <td>"forbearance"</td>
    <td>"Margaret"</td>
    <td>"good-humored"</td>
  </tr>
  <tr>
    <td>[547]</td>
    <td>"well-disposed"</td>
    <td>"imbibed"</td>
    <td>"romance"</td>
  </tr>
  <tr>
    <td>[550]</td>
    <td>"thirteen"</td>
    <td>"bid"</td>
    <td>"fair"</td>
  </tr>
  <tr>
    <td>[553]</td>
    <td>"period"</td>
    <td>"CHAPTER"</td>
    <td>"2"</td>
  </tr>
  <tr>
    <td>[556]</td>
    <td>"installed"</td>
    <td>"mistress"</td>
    <td>"sisters-in-law"</td>
  </tr>
  <tr>
    <td>[559]</td>
    <td>"degraded"</td>
    <td>"condition"</td>
    <td>"visitors"</td>
  </tr>
  <tr>
    <td>[562]</td>
    <td>"As"</td>
    <td>"treated"</td>
    <td>"quiet"</td>
  </tr>
  <tr>
    <td>[565]</td>
    <td>"civility"</td>
    <td>"husband"</td>
    <td>"kindness"</td>
  </tr>
  <tr>
    <td>[568]</td>
    <td>"towards"</td>
    <td>"anybody"</td>
    <td>"beyond"</td>
  </tr>
  <tr>
    <td>[571]</td>
    <td>"pressed"</td>
    <td>"some"</td>
    <td>"earnestness"</td>
  </tr>
  <tr>
    <td>[574]</td>
    <td>"plan"</td>
    <td>"appeared"</td>
    <td>"eligible"</td>
  </tr>
  <tr>
    <td>[577]</td>
    <td>"accommodate"</td>
    <td>"neighbourhood"</td>
    <td>"invitation"</td>
  </tr>
  <tr>
    <td>[580]</td>
    <td>"accepted"</td>
    <td>"A"</td>
    <td>"continuance"</td>
  </tr>
  <tr>
    <td>[583]</td>
    <td>"place"</td>
    <td>"reminded"</td>
    <td>"delight"</td>
  </tr>
  <tr>
    <td>[586]</td>
    <td>"exactly"</td>
    <td>"suited"</td>
    <td>"seasons"</td>
  </tr>
  <tr>
    <td>[589]</td>
    <td>"hers"</td>
    <td>"possess"</td>
    <td>"expectation"</td>
  </tr>
  <tr>
    <td>[592]</td>
    <td>"happiness"</td>
    <td>"itself"</td>
    <td>"equally"</td>
  </tr>
  <tr>
    <td>[595]</td>
    <td>"carried"</td>
    <td>"away"</td>
    <td>"fancy"</td>
  </tr>
  <tr>
    <td>[598]</td>
    <td>"alloy"</td>
    <td>"approve"</td>
    <td>"take"</td>
  </tr>
  <tr>
    <td>[601]</td>
    <td>"boy"</td>
    <td>"impoverishing"</td>
    <td>"dreadful"</td>
  </tr>
  <tr>
    <td>[604]</td>
    <td>"begged"</td>
    <td>"think"</td>
    <td>"subject"</td>
  </tr>
  <tr>
    <td>[607]</td>
    <td>"How"</td>
    <td>"answer"</td>
    <td>"rob"</td>
  </tr>
  <tr>
    <td>[610]</td>
    <td>"And"</td>
    <td>"possible"</td>
    <td>"claim"</td>
  </tr>
  <tr>
    <td>[613]</td>
    <td>"Miss"</td>
    <td>"Dashwoods"</td>
    <td>"related"</td>
  </tr>
  <tr>
    <td>[616]</td>
    <td>"blood"</td>
    <td>"considered"</td>
    <td>"relationship"</td>
  </tr>
  <tr>
    <td>[619]</td>
    <td>"amount"</td>
    <td>"supposed"</td>
    <td>"exist"</td>
  </tr>
  <tr>
    <td>[622]</td>
    <td>"different"</td>
    <td>"marriages"</td>
    <td>"why"</td>
  </tr>
  <tr>
    <td>[625]</td>
    <td>"ruin"</td>
    <td>"poor"</td>
    <td>"Harry"</td>
  </tr>
  <tr>
    <td>[628]</td>
    <td>"giving"</td>
    <td>"money"</td>
    <td>"my"</td>
  </tr>
  <tr>
    <td>[631]</td>
    <td>"last"</td>
    <td>"request"</td>
    <td>"me"</td>
  </tr>
  <tr>
    <td>[634]</td>
    <td>"replied"</td>
    <td>"I"</td>
    <td>"should"</td>
  </tr>
  <tr>
    <td>[637]</td>
    <td>"assist"</td>
    <td>"know"</td>
    <td>"talking"</td>
  </tr>
  <tr>
    <td>[640]</td>
    <td>"dare"</td>
    <td>"say"</td>
    <td>"light-headed"</td>
  </tr>
</table>
<table>
  <tr>
    <td>[643]</td>
    <td>"senses"</td>
    <td>"begging"</td>
    <td>"you"</td>
  </tr>
  <tr>
    <td>[646]</td>
    <td>"your"</td>
    <td>"stipulate"</td>
    <td>"particular"</td>
  </tr>
  <tr>
    <td>[649]</td>
    <td>"Fanny"</td>
    <td>"requested"</td>
    <td>"Perhaps"</td>
  </tr>
  <tr>
    <td>[652]</td>
    <td>"if"</td>
    <td>"myself"</td>
    <td>"hardly"</td>
  </tr>
  <tr>
    <td>[655]</td>
    <td>"suppose"</td>
    <td>"neglect"</td>
    <td>"less"</td>
  </tr>
  <tr>
    <td>[658]</td>
    <td>"least"</td>
    <td>"performed"</td>
    <td>"Something"</td>
  </tr>
  <tr>
    <td>[661]</td>
    <td>"done"</td>
    <td>"whenever"</td>
    <td>"settle"</td>
  </tr>
  <tr>
    <td>[664]</td>
    <td>"new"</td>
    <td>"Well"</td>
    <td>"LET"</td>
  </tr>
  <tr>
    <td>[667]</td>
    <td>"something"</td>
    <td>"THAT"</td>
    <td>"need"</td>
  </tr>
  <tr>
    <td>[670]</td>
    <td>"Consider"</td>
    <td>"once"</td>
    <td>"parted"</td>
  </tr>
  <tr>
    <td>[673]</td>
    <td>"can"</td>
    <td>"return"</td>
    <td>"Your"</td>
  </tr>
  <tr>
    <td>[676]</td>
    <td>"marry"</td>
    <td>"gone"</td>
    <td>"If"</td>
  </tr>
  <tr>
    <td>[679]</td>
    <td>"indeed"</td>
    <td>"restored"</td>
    <td>"our"</td>
  </tr>
  <tr>
    <td>[682]</td>
    <td>"Why"</td>
    <td>"sure"</td>
    <td>"said"</td>
  </tr>
  <tr>
    <td>[685]</td>
    <td>"gravely"</td>
    <td>"difference"</td>
    <td>"may"</td>
  </tr>
  <tr>
    <td>[688]</td>
    <td>"regret"</td>
    <td>"numerous"</td>
    <td>"instance"</td>
  </tr>
  <tr>
    <td>[691]</td>
    <td>"convenient"</td>
    <td>"better"</td>
    <td>"parties"</td>
  </tr>
  <tr>
    <td>[694]</td>
    <td>"diminished"</td>
    <td>"Five"</td>
    <td>"hundred"</td>
  </tr>
  <tr>
    <td>[697]</td>
    <td>"prodigious"</td>
    <td>"Oh"</td>
    <td>"anything"</td>
  </tr>
  <tr>
    <td>[700]</td>
    <td>"What"</td>
    <td>"earth"</td>
    <td>"REALLY"</td>
  </tr>
  <tr>
    <td>[703]</td>
    <td>"spirit"</td>
    <td>"wish"</td>
    <td>"mean"</td>
  </tr>
  <tr>
    <td>[706]</td>
    <td>"One"</td>
    <td>"occasions"</td>
    <td>"expect"</td>
  </tr>
  <tr>
    <td>[709]</td>
    <td>"There"</td>
    <td>"knowing"</td>
    <td>"THEY"</td>
  </tr>
  <tr>
    <td>[712]</td>
    <td>"we"</td>
    <td>"expectations"</td>
    <td>"question"</td>
  </tr>
  <tr>
    <td>[715]</td>
    <td>"Certainly"</td>
    <td>"five"</td>
    <td>"mine"</td>
  </tr>
  <tr>
    <td>[718]</td>
    <td>"about"</td>
    <td>"strikes"</td>
    <td>"want"</td>
  </tr>
  <tr>
    <td>[721]</td>
    <td>"divided"</td>
    <td>"amongst"</td>
    <td>"doing"</td>
  </tr>
  <tr>
    <td>[724]</td>
    <td>"together"</td>
    <td>"That"</td>
    <td>"true"</td>
  </tr>
  <tr>
    <td>[727]</td>
    <td>"whether"</td>
    <td>"upon"</td>
    <td>"advisable"</td>
  </tr>
  <tr>
    <td>[730]</td>
    <td>"while"</td>
    <td>"lives"</td>
    <td>"annuity"</td>
  </tr>
  <tr>
    <td>[733]</td>
    <td>"My"</td>
    <td>"effects"</td>
    <td>"year"</td>
  </tr>
  <tr>
    <td>[736]</td>
    <td>"perfectly"</td>
    <td>"hesitated"</td>
    <td>"consent"</td>
  </tr>
  <tr>
    <td>[739]</td>
    <td>"parting"</td>
    <td>"fifteen"</td>
    <td>"shall"</td>
  </tr>
  <tr>
    <td>[742]</td>
    <td>"taken"</td>
    <td>"Fifteen"</td>
    <td>"cannot"</td>
  </tr>
  <tr>
    <td>[745]</td>
    <td>"worth"</td>
    <td>"purchase"</td>
    <td>"observe"</td>
  </tr>
  <tr>
    <td>[748]</td>
    <td>"always"</td>
    <td>"paid"</td>
    <td>"stout"</td>
  </tr>
  <tr>
    <td>[751]</td>
    <td>"healthy"</td>
    <td>"forty"</td>
    <td>"An"</td>
  </tr>
  <tr>
    <td>[754]</td>
    <td>"serious"</td>
    <td>"business"</td>
    <td>"comes"</td>
  </tr>
  <tr>
    <td>[757]</td>
    <td>"getting"</td>
    <td>"rid"</td>
    <td>"You"</td>
  </tr>
  <tr>
    <td>[760]</td>
    <td>"aware"</td>
    <td>"trouble"</td>
    <td>"annuities"</td>
  </tr>
  <tr>
    <td>[763]</td>
    <td>"clogged"</td>
    <td>"payment"</td>
    <td>"superannuated"</td>
  </tr>
  <tr>
    <td>[766]</td>
    <td>"servants"</td>
    <td>"amazing"</td>
    <td>"disagreeable"</td>
  </tr>
  <tr>
    <td>[769]</td>
    <td>"found"</td>
    <td>"Twice"</td>
    <td>"these"</td>
  </tr>
  <tr>
    <td>[772]</td>
    <td>"turned"</td>
    <td>"out"</td>
    <td>"sick"</td>
  </tr>
  <tr>
    <td>[775]</td>
    <td>"Her"</td>
    <td>"perpetual"</td>
    <td>"claims"</td>
  </tr>
  <tr>
    <td>[778]</td>
    <td>"because"</td>
    <td>"otherwise"</td>
    <td>"entirely"</td>
  </tr>
</table>
<table>
  <tr>
    <td>[781]</td>
    <td>"restriction"</td>
    <td>"whatever"</td>
    <td>"has"</td>
  </tr>
  <tr>
    <td>[784]</td>
    <td>"abhorrence"</td>
    <td>"am"</td>
    <td>"pin"</td>
  </tr>
  <tr>
    <td>[787]</td>
    <td>"down"</td>
    <td>"world"</td>
    <td>"certainly"</td>
  </tr>
  <tr>
    <td>[790]</td>
    <td>"unpleasant"</td>
    <td>"yearly"</td>
    <td>"drains"</td>
  </tr>
  <tr>
    <td>[793]</td>
    <td>"one's"</td>
    <td>"One's"</td>
    <td>"justly"</td>
  </tr>
  <tr>
    <td>[796]</td>
    <td>"says"</td>
    <td>"NOT"</td>
    <td>"regular"</td>
  </tr>
  <tr>
    <td>[799]</td>
    <td>"rent"</td>
    <td>"desirable"</td>
    <td>"takes"</td>
  </tr>
  <tr>
    <td>[802]</td>
    <td>"independence"</td>
    <td>"Undoubtedly"</td>
    <td>"after"</td>
  </tr>
  <tr>
    <td>[805]</td>
    <td>"thanks"</td>
    <td>"secure"</td>
    <td>"expected"</td>
  </tr>
  <tr>
    <td>[808]</td>
    <td>"raises"</td>
    <td>"gratitude"</td>
    <td>"discretion"</td>
  </tr>
  <tr>
    <td>[811]</td>
    <td>"bind"</td>
    <td>"allow"</td>
    <td>"inconvenient"</td>
  </tr>
  <tr>
    <td>[814]</td>
    <td>"fifty"</td>
    <td>"expenses"</td>
    <td>"believe"</td>
  </tr>
  <tr>
    <td>[817]</td>
    <td>"case"</td>
    <td>"occasionally"</td>
    <td>"assistance"</td>
  </tr>
  <tr>
    <td>[820]</td>
    <td>"allowance"</td>
    <td>"enlarge"</td>
    <td>"style"</td>
  </tr>
  <tr>
    <td>[823]</td>
    <td>"felt"</td>
    <td>"larger"</td>
    <td>"sixpence"</td>
  </tr>
  <tr>
    <td>[826]</td>
    <td>"richer"</td>
    <td>"end"</td>
    <td>"best"</td>
  </tr>
  <tr>
    <td>[829]</td>
    <td>"prevent"</td>
    <td>"being"</td>
    <td>"distressed"</td>
  </tr>
  <tr>
    <td>[832]</td>
    <td>"discharging"</td>
    <td>"Indeed"</td>
    <td>"truth"</td>
  </tr>
  <tr>
    <td>[835]</td>
    <td>"convinced"</td>
    <td>"idea"</td>
    <td>"looking"</td>
  </tr>
  <tr>
    <td>[838]</td>
    <td>"helping"</td>
    <td>"move"</td>
    <td>"things"</td>
  </tr>
  <tr>
    <td>[841]</td>
    <td>"presents"</td>
    <td>"fish"</td>
    <td>"game"</td>
  </tr>
  <tr>
    <td>[844]</td>
    <td>"forth"</td>
    <td>"season"</td>
    <td>"I'll"</td>
  </tr>
  <tr>
    <td>[847]</td>
    <td>"farther"</td>
    <td>"strange"</td>
    <td>"unreasonable"</td>
  </tr>
  <tr>
    <td>[850]</td>
    <td>"Do"</td>
    <td>"excessively"</td>
    <td>"belonging"</td>
  </tr>
  <tr>
    <td>[853]</td>
    <td>"brings"</td>
    <td>"course"</td>
    <td>"pay"</td>
  </tr>
  <tr>
    <td>[856]</td>
    <td>"board"</td>
    <td>"Altogether"</td>
    <td>"women"</td>
  </tr>
  <tr>
    <td>[859]</td>
    <td>"cheap"</td>
    <td>"housekeeping"</td>
    <td>"carriage"</td>
  </tr>
  <tr>
    <td>[862]</td>
    <td>"horses"</td>
    <td>"keep"</td>
    <td>"company"</td>
  </tr>
  <tr>
    <td>[865]</td>
    <td>"Only"</td>
    <td>"conceive"</td>
    <td>"imagine"</td>
  </tr>
  <tr>
    <td>[868]</td>
    <td>"spend"</td>
    <td>"absurd"</td>
    <td>"able"</td>
  </tr>
  <tr>
    <td>[871]</td>
    <td>"YOU"</td>
    <td>"Upon"</td>
    <td>"word"</td>
  </tr>
  <tr>
    <td>[874]</td>
    <td>"clearly"</td>
    <td>"understand"</td>
    <td>"strictly"</td>
  </tr>
  <tr>
    <td>[877]</td>
    <td>"fulfil"</td>
    <td>"engagement"</td>
    <td>"acts"</td>
  </tr>
  <tr>
    <td>[880]</td>
    <td>"described"</td>
    <td>"removes"</td>
    <td>"another"</td>
  </tr>
  <tr>
    <td>[883]</td>
    <td>"services"</td>
    <td>"readily"</td>
    <td>"Some"</td>
  </tr>
  <tr>
    <td>[886]</td>
    <td>"furniture"</td>
    <td>"acceptable"</td>
    <td>"returned"</td>
  </tr>
  <tr>
    <td>[889]</td>
    <td>"ONE"</td>
    <td>"moved"</td>
    <td>"Stanhill"</td>
  </tr>
  <tr>
    <td>[892]</td>
    <td>"sold"</td>
    <td>"china"</td>
    <td>"plate"</td>
  </tr>
  <tr>
    <td>[895]</td>
    <td>"linen"</td>
    <td>"saved"</td>
    <td>"fitted"</td>
  </tr>
  <tr>
    <td>[898]</td>
    <td>"material"</td>
    <td>"consideration"</td>
    <td>"undoubtedly"</td>
  </tr>
  <tr>
    <td>[901]</td>
    <td>"legacy"</td>
    <td>"pleasant"</td>
    <td>"stock"</td>
  </tr>
  <tr>
    <td>[904]</td>
    <td>"here"</td>
    <td>"set"</td>
    <td>"breakfast"</td>
  </tr>
  <tr>
    <td>[907]</td>
    <td>"twice"</td>
    <td>"belongs"</td>
    <td>"THEM"</td>
  </tr>
  <tr>
    <td>[910]</td>
    <td>"owe"</td>
    <td>"This"</td>
    <td>"argument"</td>
  </tr>
  <tr>
    <td>[913]</td>
    <td>"irresistible"</td>
    <td>"intentions"</td>
    <td>"decision"</td>
  </tr>
  <tr>
    <td>[916]</td>
    <td>"wanting"</td>
    <td>"finally"</td>
    <td>"absolutely"</td>
  </tr>
</table>
<table>
  <tr>
    <td>[919]</td>
    <td>"unnecessary"</td>
    <td>"indecorous"</td>
    <td>"neighbourly"</td>
  </tr>
  <tr>
    <td>[922]</td>
    <td>"pointed"</td>
    <td>"3"</td>
    <td>"several"</td>
  </tr>
  <tr>
    <td>[925]</td>
    <td>"months"</td>
    <td>"disinclination"</td>
    <td>"sight"</td>
  </tr>
  <tr>
    <td>[928]</td>
    <td>"spot"</td>
    <td>"ceased"</td>
    <td>"raise"</td>
  </tr>
  <tr>
    <td>[931]</td>
    <td>"violent"</td>
    <td>"emotion"</td>
    <td>"spirits"</td>
  </tr>
  <tr>
    <td>[934]</td>
    <td>"began"</td>
    <td>"revive"</td>
    <td>"became"</td>
  </tr>
  <tr>
    <td>[937]</td>
    <td>"heightening"</td>
    <td>"melancholy"</td>
    <td>"remembrances"</td>
  </tr>
  <tr>
    <td>[940]</td>
    <td>"impatient"</td>
    <td>"indefatigable"</td>
    <td>"inquiries"</td>
  </tr>
  <tr>
    <td>[943]</td>
    <td>"suitable"</td>
    <td>"dwelling"</td>
    <td>"remove"</td>
  </tr>
  <tr>
    <td>[946]</td>
    <td>"beloved"</td>
    <td>"impossible"</td>
    <td>"hear"</td>
  </tr>
  <tr>
    <td>[949]</td>
    <td>"answered"</td>
    <td>"notions"</td>
    <td>"ease"</td>
  </tr>
  <tr>
    <td>[952]</td>
    <td>"prudence"</td>
    <td>"steadier"</td>
    <td>"rejected"</td>
  </tr>
  <tr>
    <td>[955]</td>
    <td>"houses"</td>
    <td>"approved"</td>
    <td>"informed"</td>
  </tr>
  <tr>
    <td>[958]</td>
    <td>"solemn"</td>
    <td>"part"</td>
    <td>"favour"</td>
  </tr>
  <tr>
    <td>[961]</td>
    <td>"earthly"</td>
    <td>"reflections"</td>
    <td>"doubted"</td>
  </tr>
  <tr>
    <td>[964]</td>
    <td>"sincerity"</td>
    <td>"satisfaction"</td>
    <td>"persuaded"</td>
  </tr>
  <tr>
    <td>[967]</td>
    <td>"smaller"</td>
    <td>"7000L"</td>
    <td>"support"</td>
  </tr>
  <tr>
    <td>[970]</td>
    <td>"affluence"</td>
    <td>"For"</td>
    <td>"brother's"</td>
  </tr>
  <tr>
    <td>[973]</td>
    <td>"rejoiced"</td>
    <td>"reproached"</td>
    <td>"merit"</td>
  </tr>
  <tr>
    <td>[976]</td>
    <td>"believing"</td>
    <td>"incapable"</td>
    <td>"attentive"</td>
  </tr>
  <tr>
    <td>[979]</td>
    <td>"welfare"</td>
    <td>"firmly"</td>
    <td>"relied"</td>
  </tr>
  <tr>
    <td>[982]</td>
    <td>"liberality"</td>
    <td>"contempt"</td>
    <td>"early"</td>
  </tr>
  <tr>
    <td>[985]</td>
    <td>"character"</td>
    <td>"year's"</td>
    <td>"afforded"</td>
  </tr>
  <tr>
    <td>[988]</td>
    <td>"perhaps"</td>
    <td>"spite"</td>
    <td>"politeness"</td>
  </tr>
  <tr>
    <td>[991]</td>
    <td>"maternal"</td>
    <td>"side"</td>
    <td>"ladies"</td>
  </tr>
  <tr>
    <td>[994]</td>
    <td>"circumstance"</td>
    <td>"occurred"</td>
    <td>"eligibility"</td>
  </tr>
  <tr>
    <td>[997]</td>
    <td>"according"</td>
    <td>"opinions"</td>
    <td>"growing"</td>
  </tr>
  <tr>
    <td>[1000]</td>
    <td>"gentleman-like"</td>
    <td>"pleasing"</td>
    <td>"introduced"</td>
  </tr>
  <tr>
    <td>[1003]</td>
    <td>"establishment"</td>
    <td>"since"</td>
    <td>"greatest"</td>
  </tr>
  <tr>
    <td>[1006]</td>
    <td>"mothers"</td>
    <td>"intimacy"</td>
    <td>"motives"</td>
  </tr>
  <tr>
    <td>[1009]</td>
    <td>"Edward"</td>
    <td>"Ferrars"</td>
    <td>"rich"</td>
  </tr>
  <tr>
    <td>[1012]</td>
    <td>"repressed"</td>
    <td>"except"</td>
    <td>"trifling"</td>
  </tr>
  <tr>
    <td>[1015]</td>
    <td>"depended"</td>
    <td>"alike"</td>
    <td>"uninfluenced"</td>
  </tr>
  <tr>
    <td>[1018]</td>
    <td>"either"</td>
    <td>"loved"</td>
    <td>"partiality"</td>
  </tr>
  <tr>
    <td>[1021]</td>
    <td>"contrary"</td>
    <td>"doctrine"</td>
    <td>"couple"</td>
  </tr>
  <tr>
    <td>[1024]</td>
    <td>"asunder"</td>
    <td>"attracted"</td>
    <td>"acknowledged"</td>
  </tr>
  <tr>
    <td>[1027]</td>
    <td>"comprehension"</td>
    <td>"peculiar"</td>
    <td>"graces"</td>
  </tr>
  <tr>
    <td>[1030]</td>
    <td>"address"</td>
    <td>"manners"</td>
    <td>"diffident"</td>
  </tr>
  <tr>
    <td>[1033]</td>
    <td>"justice"</td>
    <td>"natural"</td>
    <td>"shyness"</td>
  </tr>
  <tr>
    <td>[1036]</td>
    <td>"overcome"</td>
    <td>"indication"</td>
    <td>"open"</td>
  </tr>
  <tr>
    <td>[1039]</td>
    <td>"education"</td>
    <td>"longed"</td>
    <td>"see"</td>
  </tr>
  <tr>
    <td>[1042]</td>
    <td>"distinguished"</td>
    <td>"wanted"</td>
    <td>"fine"</td>
  </tr>
  <tr>
    <td>[1045]</td>
    <td>"figure"</td>
    <td>"political"</td>
    <td>"concerns"</td>
  </tr>
  <tr>
    <td>[1048]</td>
    <td>"get"</td>
    <td>"parliament"</td>
    <td>"connected"</td>
  </tr>
  <tr>
    <td>[1051]</td>
    <td>"men"</td>
    <td>"superior"</td>
    <td>"blessings"</td>
  </tr>
  <tr>
    <td>[1054]</td>
    <td>"attained"</td>
    <td>"quieted"</td>
    <td>"ambition"</td>
  </tr>
</table>
<table>
  <tr>
    <td>[1057]</td>
    <td>"driving"</td>
    <td>"barouche"</td>
    <td>"turn"</td>
  </tr>
  <tr>
    <td>[1060]</td>
    <td>"barouches"</td>
    <td>"All"</td>
    <td>"centered"</td>
  </tr>
  <tr>
    <td>[1063]</td>
    <td>"domestic"</td>
    <td>"private"</td>
    <td>"Fortunately"</td>
  </tr>
  <tr>
    <td>[1066]</td>
    <td>"younger"</td>
    <td>"promising"</td>
    <td>"staying"</td>
  </tr>
  <tr>
    <td>[1069]</td>
    <td>"weeks"</td>
    <td>"engaged"</td>
    <td>"careless"</td>
  </tr>
  <tr>
    <td>[1072]</td>
    <td>"objects"</td>
    <td>"unobtrusive"</td>
    <td>"liked"</td>
  </tr>
  <tr>
    <td>[1075]</td>
    <td>"disturb"</td>
    <td>"ill-timed"</td>
    <td>"conversation"</td>
  </tr>
  <tr>
    <td>[1078]</td>
    <td>"called"</td>
    <td>"chanced"</td>
    <td>"contrast"</td>
  </tr>
  <tr>
    <td>[1081]</td>
    <td>"forcibly"</td>
    <td>"unlike"</td>
    <td>"implies"</td>
  </tr>
  <tr>
    <td>[1084]</td>
    <td>"Like"</td>
    <td>"smile"</td>
    <td>"sentiment"</td>
  </tr>
  <tr>
    <td>[1087]</td>
    <td>"approbation"</td>
    <td>"inferior"</td>
    <td>"-esteem"</td>
  </tr>
  <tr>
    <td>[1090]</td>
    <td>"separate"</td>
    <td>"took"</td>
    <td>"pains"</td>
  </tr>
  <tr>
    <td>[1093]</td>
    <td>"acquainted"</td>
    <td>"attaching"</td>
    <td>"banished"</td>
  </tr>
  <tr>
    <td>[1096]</td>
    <td>"reserve"</td>
    <td>"speedily"</td>
    <td>"comprehended"</td>
  </tr>
  <tr>
    <td>[1099]</td>
    <td>"merits"</td>
    <td>"persuasion"</td>
    <td>"regard"</td>
  </tr>
  <tr>
    <td>[1102]</td>
    <td>"assisted"</td>
    <td>"penetration"</td>
    <td>"assured"</td>
  </tr>
  <tr>
    <td>[1105]</td>
    <td>"quietness"</td>
    <td>"militated"</td>
    <td>"established"</td>
  </tr>
  <tr>
    <td>[1108]</td>
    <td>"ideas"</td>
    <td>"man's"</td>
    <td>"ought"</td>
  </tr>
  <tr>
    <td>[1111]</td>
    <td>"uninteresting"</td>
    <td>"warm"</td>
    <td>"perceive"</td>
  </tr>
  <tr>
    <td>[1114]</td>
    <td>"symptom"</td>
    <td>"certain"</td>
    <td>"looked"</td>
  </tr>
  <tr>
    <td>[1117]</td>
    <td>"forward"</td>
    <td>"rapidly"</td>
    <td>"approaching"</td>
  </tr>
  <tr>
    <td>[1120]</td>
    <td>"few"</td>
    <td>"Marianne"</td>
    <td>"probability"</td>
  </tr>
  <tr>
    <td>[1123]</td>
    <td>"We"</td>
    <td>"miss"</td>
    <td>"SHE"</td>
  </tr>
  <tr>
    <td>[1126]</td>
    <td>"happy"</td>
    <td>"Mama"</td>
    <td>"scarcely"</td>
  </tr>
  <tr>
    <td>[1129]</td>
    <td>"separation"</td>
    <td>"miles"</td>
    <td>"meet"</td>
  </tr>
  <tr>
    <td>[1132]</td>
    <td>"gain"</td>
    <td>"real"</td>
    <td>"highest"</td>
  </tr>
  <tr>
    <td>[1135]</td>
    <td>"Edward's"</td>
    <td>"look"</td>
    <td>"grave"</td>
  </tr>
  <tr>
    <td>[1138]</td>
    <td>"disapprove"</td>
    <td>"choice"</td>
    <td>"surprise"</td>
  </tr>
  <tr>
    <td>[1141]</td>
    <td>"tenderly"</td>
    <td>"striking"</td>
    <td>"none"</td>
  </tr>
  <tr>
    <td>[1144]</td>
    <td>"grace"</td>
    <td>"seriously"</td>
    <td>"attach"</td>
  </tr>
  <tr>
    <td>[1147]</td>
    <td>"eyes"</td>
    <td>"fire"</td>
    <td>"announce"</td>
  </tr>
  <tr>
    <td>[1150]</td>
    <td>"virtue"</td>
    <td>"intelligence"</td>
    <td>"afraid"</td>
  </tr>
  <tr>
    <td>[1153]</td>
    <td>"taste"</td>
    <td>"Music"</td>
    <td>"seems"</td>
  </tr>
  <tr>
    <td>[1156]</td>
    <td>"attract"</td>
    <td>"admires"</td>
    <td>"drawings"</td>
  </tr>
  <tr>
    <td>[1159]</td>
    <td>"admiration"</td>
    <td>"evident"</td>
    <td>"frequent"</td>
  </tr>
  <tr>
    <td>[1162]</td>
    <td>"draws"</td>
    <td>"fact"</td>
    <td>"knows"</td>
  </tr>
  <tr>
    <td>[1165]</td>
    <td>"matter"</td>
    <td>"lover"</td>
    <td>"connoisseur"</td>
  </tr>
  <tr>
    <td>[1168]</td>
    <td>"satisfy"</td>
    <td>"characters"</td>
    <td>"united"</td>
  </tr>
  <tr>
    <td>[1171]</td>
    <td>"point"</td>
    <td>"coincide"</td>
    <td>"enter"</td>
  </tr>
  <tr>
    <td>[1174]</td>
    <td>"same"</td>
    <td>"books"</td>
    <td>"music"</td>
  </tr>
  <tr>
    <td>[1177]</td>
    <td>"charm"</td>
    <td>"us"</td>
    <td>"both"</td>
  </tr>
  <tr>
    <td>[1180]</td>
    <td>"mama"</td>
    <td>"spiritless"</td>
    <td>"tame"</td>
  </tr>
  <tr>
    <td>[1183]</td>
    <td>"reading"</td>
    <td>"night"</td>
    <td>"severely"</td>
  </tr>
  <tr>
    <td>[1186]</td>
    <td>"Yet"</td>
    <td>"bore"</td>
    <td>"composure"</td>
  </tr>
  <tr>
    <td>[1189]</td>
    <td>"seemed"</td>
    <td>"seat"</td>
    <td>"beautiful"</td>
  </tr>
  <tr>
    <td>[1192]</td>
    <td>"lines"</td>
    <td>"driven"</td>
    <td>"wild"</td>
  </tr>
</table>
<table>
  <tr>
    <td>[1195]</td>
    <td>"pronounced"</td>
    <td>"impenetrable"</td>
    <td>"calmness"</td>
  </tr>
  <tr>
    <td>[1198]</td>
    <td>"indifference"</td>
    <td>"simple"</td>
    <td>"elegant"</td>
  </tr>
  <tr>
    <td>[1201]</td>
    <td>"prose"</td>
    <td>"WOULD"</td>
    <td>"Cowper"</td>
  </tr>
  <tr>
    <td>[1204]</td>
    <td>"Nay"</td>
    <td>"animated"</td>
    <td>"overlook"</td>
  </tr>
  <tr>
    <td>[1207]</td>
    <td>"broke"</td>
    <td>"MY"</td>
    <td>"require"</td>
  </tr>
  <tr>
    <td>[1210]</td>
    <td>"virtues"</td>
    <td>"ornament"</td>
    <td>"Remember"</td>
  </tr>
  <tr>
    <td>[1213]</td>
    <td>"seventeen"</td>
    <td>"despair"</td>
    <td>"fortunate"</td>
  </tr>
  <tr>
    <td>[1216]</td>
    <td>"destiny"</td>
    <td>"4"</td>
    <td>"pity"</td>
  </tr>
  <tr>
    <td>[1219]</td>
    <td>"drawing"</td>
    <td>"does"</td>
    <td>"draw"</td>
  </tr>
  <tr>
    <td>[1222]</td>
    <td>"seeing"</td>
    <td>"performances"</td>
    <td>"assure"</td>
  </tr>
  <tr>
    <td>[1225]</td>
    <td>"deficient"</td>
    <td>"opportunities"</td>
    <td>"improving"</td>
  </tr>
  <tr>
    <td>[1228]</td>
    <td>"learning"</td>
    <td>"drawn"</td>
    <td>"distrusts"</td>
  </tr>
  <tr>
    <td>[1231]</td>
    <td>"matters"</td>
    <td>"unwilling"</td>
    <td>"picture"</td>
  </tr>
  <tr>
    <td>[1234]</td>
    <td>"innate"</td>
    <td>"simplicity"</td>
    <td>"direct"</td>
  </tr>
  <tr>
    <td>[1237]</td>
    <td>"offending"</td>
    <td>"excited"</td>
    <td>"rapturous"</td>
  </tr>
  <tr>
    <td>[1240]</td>
    <td>"alone"</td>
    <td>"smiling"</td>
    <td>"mistake"</td>
  </tr>
  <tr>
    <td>[1243]</td>
    <td>"honoured"</td>
    <td>"blind"</td>
    <td>"continued"</td>
  </tr>
  <tr>
    <td>[1246]</td>
    <td>"cordial"</td>
    <td>"civil"</td>
    <td>"wound"</td>
  </tr>
  <tr>
    <td>[1249]</td>
    <td>"account"</td>
    <td>"At"</td>
    <td>"length"</td>
  </tr>
  <tr>
    <td>[1252]</td>
    <td>"offended"</td>
    <td>"praise"</td>
    <td>"estimating"</td>
  </tr>
  <tr>
    <td>[1255]</td>
    <td>"minuter"</td>
    <td>"propensities"</td>
    <td>"inclinations"</td>
  </tr>
  <tr>
    <td>[1258]</td>
    <td>"tastes"</td>
    <td>"worthy"</td>
    <td>"dearest"</td>
  </tr>
  <tr>
    <td>[1261]</td>
    <td>"friends"</td>
    <td>"dissatisfied"</td>
    <td>" commendation"</td>
  </tr>
  <tr>
    <td>[1264]</td>
    <td>"express"</td>
    <td>"yourself"</td>
    <td>"warmly"</td>
  </tr>
  <tr>
    <td>[1267]</td>
    <td>"find"</td>
    <td>"easily"</td>
    <td>"pleased"</td>
  </tr>
  <tr>
    <td>[1270]</td>
    <td>"Of"</td>
    <td>"doubt"</td>
    <td>"seen"</td>
  </tr>
  <tr>
    <td>[1273]</td>
    <td>"often"</td>
    <td>"unreserved"</td>
    <td>"excellence"</td>
  </tr>
  <tr>
    <td>[1276]</td>
    <td>"principles"</td>
    <td>"concealed"</td>
    <td>"keeps"</td>
  </tr>
  <tr>
    <td>[1279]</td>
    <td>"silent"</td>
    <td>"call"</td>
    <td>"circumstances"</td>
  </tr>
  <tr>
    <td>[1282]</td>
    <td>"kept"</td>
    <td>"ignorant"</td>
    <td>"times"</td>
  </tr>
  <tr>
    <td>[1285]</td>
    <td>"thrown"</td>
    <td>"engrossed"</td>
    <td>"principle"</td>
  </tr>
  <tr>
    <td>[1288]</td>
    <td>"studied"</td>
    <td>"sentiments"</td>
    <td>"heard"</td>
  </tr>
  <tr>
    <td>[1291]</td>
    <td>"subjects"</td>
    <td>"literature"</td>
    <td>"venture"</td>
  </tr>
  <tr>
    <td>[1294]</td>
    <td>"pronounce"</td>
    <td>"well-informed"</td>
    <td>"enjoyment"</td>
  </tr>
  <tr>
    <td>[1297]</td>
    <td>"exceedingly"</td>
    <td>"imagination"</td>
    <td>"lively"</td>
  </tr>
  <tr>
    <td>[1300]</td>
    <td>"observation"</td>
    <td>"just"</td>
    <td>"correct"</td>
  </tr>
  <tr>
    <td>[1303]</td>
    <td>"delicate"</td>
    <td>"pure"</td>
    <td>"respect"</td>
  </tr>
  <tr>
    <td>[1306]</td>
    <td>"improve"</td>
    <td>"expression"</td>
    <td>"uncommonly"</td>
  </tr>
  <tr>
    <td>[1309]</td>
    <td>"sweetness"</td>
    <td>"countenance"</td>
    <td>"perceived"</td>
  </tr>
  <tr>
    <td>[1312]</td>
    <td>"tell"</td>
    <td>"imperfection"</td>
    <td>"face"</td>
  </tr>
  <tr>
    <td>[1315]</td>
    <td>"started"</td>
    <td>"declaration"</td>
    <td>"sorry"</td>
  </tr>
  <tr>
    <td>[1318]</td>
    <td>"warmth"</td>
    <td>"betrayed"</td>
    <td>"speaking"</td>
  </tr>
  <tr>
    <td>[1321]</td>
    <td>"stood"</td>
    <td>"high"</td>
    <td>"believed"</td>
  </tr>
  <tr>
    <td>[1324]</td>
    <td>"mutual"</td>
    <td>"certainty"</td>
    <td>"conviction"</td>
  </tr>
  <tr>
    <td>[1327]</td>
    <td>"agreeable"</td>
    <td>"conjectured"</td>
    <td>"next"</td>
  </tr>
  <tr>
    <td>[1330]</td>
    <td>"tried"</td>
    <td>"explain"</td>
    <td>"state"</td>
  </tr>
</table>
<table>
  <tr>
    <td>[1333]</td>
    <td>"attempt"</td>
    <td>"deny"</td>
    <td>"greatly"</td>
  </tr>
  <tr>
    <td>[1336]</td>
    <td>"burst"</td>
    <td>"indignation"</td>
    <td>"Esteem"</td>
  </tr>
  <tr>
    <td>[1339]</td>
    <td>"Cold-hearted"</td>
    <td>"worse"</td>
    <td>"cold-hearted"</td>
  </tr>
  <tr>
    <td>[1342]</td>
    <td>"Ashamed"</td>
    <td>"Use"</td>
    <td>"words"</td>
  </tr>
  <tr>
    <td>[1345]</td>
    <td>"room"</td>
    <td>"help"</td>
    <td>"laughing"</td>
  </tr>
  <tr>
    <td>[1348]</td>
    <td>"Excuse"</td>
    <td>"Believe"</td>
    <td>"stronger"</td>
  </tr>
  <tr>
    <td>[1351]</td>
    <td>"declared"</td>
    <td>"short"</td>
    <td>"suspicion"</td>
  </tr>
  <tr>
    <td>[1354]</td>
    <td>"warrant"</td>
    <td>"folly"</td>
    <td>"moments"</td>
  </tr>
  <tr>
    <td>[1357]</td>
    <td>"extent"</td>
    <td>"doubtful"</td>
    <td>"fully"</td>
  </tr>
  <tr>
    <td>[1360]</td>
    <td>"wonder"</td>
    <td>"wishing"</td>
    <td>"encouragement"</td>
  </tr>
  <tr>
    <td>[1363]</td>
    <td>"calling"</td>
    <td>"preference"</td>
    <td>"points"</td>
  </tr>
  <tr>
    <td>[1366]</td>
    <td>"inclination"</td>
    <td>"Fanny's"</td>
    <td>"mention"</td>
  </tr>
  <tr>
    <td>[1369]</td>
    <td>"disposed"</td>
    <td>"mistaken"</td>
    <td>"difficulties"</td>
  </tr>
  <tr>
    <td>[1372]</td>
    <td>"rank"</td>
    <td>"astonished"</td>
    <td>"outstripped"</td>
  </tr>
  <tr>
    <td>[1375]</td>
    <td>"happen"</td>
    <td>"advantages"</td>
    <td>"proceed"</td>
  </tr>
  <tr>
    <td>[1378]</td>
    <td>"delay"</td>
    <td>"lose"</td>
    <td>"pursuit"</td>
  </tr>
  <tr>
    <td>[1381]</td>
    <td>"indispensably"</td>
    <td>"necessary"</td>
    <td>"felicity"</td>
  </tr>
  <tr>
    <td>[1384]</td>
    <td>"stimulated"</td>
    <td>"genius"</td>
    <td>"delightful"</td>
  </tr>
  <tr>
    <td>[1387]</td>
    <td>"prosperous"</td>
    <td>"denote"</td>
    <td>"spoke"</td>
  </tr>
  <tr>
    <td>[1390]</td>
    <td>"unpromising"</td>
    <td>"supposing"</td>
    <td>"inquietude"</td>
  </tr>
  <tr>
    <td>[1393]</td>
    <td>"likely"</td>
    <td>"dejection"</td>
    <td>"attended"</td>
  </tr>
  <tr>
    <td>[1396]</td>
    <td>"reasonable"</td>
    <td>"cause"</td>
    <td>"dependent"</td>
  </tr>
  <tr>
    <td>[1399]</td>
    <td>"forbade"</td>
    <td>"indulgence"</td>
    <td>"behaved"</td>
  </tr>
  <tr>
    <td>[1402]</td>
    <td>"form"</td>
    <td>"attending"</td>
    <td>"views"</td>
  </tr>
  <tr>
    <td>[1405]</td>
    <td>"aggrandizement"</td>
    <td>"With"</td>
    <td>"depending"</td>
  </tr>
  <tr>
    <td>[1408]</td>
    <td>"result"</td>
    <td>"sometimes"</td>
    <td>"painful"</td>
  </tr>
  <tr>
    <td>[1411]</td>
    <td>"minutes"</td>
    <td>"friendship"</td>
    <td>"limits"</td>
  </tr>
  <tr>
    <td>[1414]</td>
    <td>"uneasy"</td>
    <td>"uncivil"</td>
    <td>"affronting"</td>
  </tr>
  <tr>
    <td>[1417]</td>
    <td>"expressively"</td>
    <td>"Ferrars's"</td>
    <td>"resolution"</td>
  </tr>
  <tr>
    <td>[1420]</td>
    <td>"sons"</td>
    <td>"attempted"</td>
    <td>"DRAW"</td>
  </tr>
  <tr>
    <td>[1423]</td>
    <td>"HIM"</td>
    <td>"IN"</td>
    <td>"pretend"</td>
  </tr>
  <tr>
    <td>[1426]</td>
    <td>"unconscious"</td>
    <td>"endeavor"</td>
    <td>"calm"</td>
  </tr>
  <tr>
    <td>[1429]</td>
    <td>"marked"</td>
    <td>"instantly"</td>
    <td>"resolving"</td>
  </tr>
  <tr>
    <td>[1432]</td>
    <td>"expense"</td>
    <td>"sudden"</td>
    <td>"removal"</td>
  </tr>
  <tr>
    <td>[1435]</td>
    <td>"exposed"</td>
    <td>"week"</td>
    <td>"insinuations"</td>
  </tr>
  <tr>
    <td>[1438]</td>
    <td>"letter"</td>
    <td>"delivered"</td>
    <td>"post"</td>
  </tr>
  <tr>
    <td>[1441]</td>
    <td>"contained"</td>
    <td>"proposal"</td>
    <td>"particularly"</td>
  </tr>
  <tr>
    <td>[1444]</td>
    <td>"timed"</td>
    <td>"offer"</td>
    <td>"relation"</td>
  </tr>
  <tr>
    <td>[1447]</td>
    <td>"consequence"</td>
    <td>"Devonshire"</td>
    <td>"written"</td>
  </tr>
  <tr>
    <td>[1450]</td>
    <td>"friendly"</td>
    <td>"accommodation"</td>
    <td>"understood"</td>
  </tr>
  <tr>
    <td>[1453]</td>
    <td>"offered"</td>
    <td>"cottage"</td>
    <td>"particulars"</td>
  </tr>
  <tr>
    <td>[1456]</td>
    <td>"garden"</td>
    <td>"Barton"</td>
    <td>"whence"</td>
  </tr>
  <tr>
    <td>[1459]</td>
    <td>"judge"</td>
    <td>"Cottage"</td>
    <td>"parish"</td>
  </tr>
  <tr>
    <td>[1462]</td>
    <td>"anxious"</td>
    <td>"fail"</td>
    <td>"cousin"</td>
  </tr>
  <tr>
    <td>[1465]</td>
    <td>"especially"</td>
    <td>"suffering"</td>
    <td>"under"</td>
  </tr>
  <tr>
    <td>[1468]</td>
    <td>"unfeeling"</td>
    <td>"nearer"</td>
    <td>"connections"</td>
  </tr>
</table>
<table>
  <tr>
    <td>[1471]</td>
    <td>"deliberation"</td>
    <td>"inquiry"</td>
    <td>"formed"</td>
  </tr>
  <tr>
    <td>[1474]</td>
    <td>"county"</td>
    <td>"distant"</td>
    <td>"hours"</td>
  </tr>
  <tr>
    <td>[1477]</td>
    <td>"sufficient"</td>
    <td>"objection"</td>
    <td>"quit"</td>
  </tr>
  <tr>
    <td>[1480]</td>
    <td>"evil"</td>
    <td>"object"</td>
    <td>"blessing"</td>
  </tr>
  <tr>
    <td>[1483]</td>
    <td>"comparison"</td>
    <td>"misery"</td>
    <td>"continuing"</td>
  </tr>
  <tr>
    <td>[1486]</td>
    <td>"daughter-in-law's"</td>
    <td>"guest"</td>
    <td>"inhabit"</td>
  </tr>
  <tr>
    <td>[1489]</td>
    <td>"visit"</td>
    <td>"wrote"</td>
    <td>"Sir"</td>
  </tr>
  <tr>
    <td>[1492]</td>
    <td>"Middleton"</td>
    <td>"acknowledgment"</td>
    <td>"acceptance"</td>
  </tr>
  <tr>
    <td>[1495]</td>
    <td>"hastened"</td>
    <td>"shew"</td>
    <td>"letters"</td>
  </tr>
  <tr>
    <td>[1498]</td>
    <td>"distance"</td>
    <td>"immediately"</td>
    <td>"On"</td>
  </tr>
  <tr>
    <td>[1501]</td>
    <td>"head"</td>
    <td>"oppose"</td>
    <td>"removing"</td>
  </tr>
  <tr>
    <td>[1504]</td>
    <td>"scale"</td>
    <td>"moderate"</td>
    <td>"brought"</td>
  </tr>
  <tr>
    <td>[1507]</td>
    <td>"vicinity"</td>
    <td>"dissuade"</td>
    <td>"acquiescence"</td>
  </tr>
  <tr>
    <td>[1510]</td>
    <td>"5"</td>
    <td>"dispatched"</td>
    <td>"indulged"</td>
  </tr>
  <tr>
    <td>[1513]</td>
    <td>"announcing"</td>
    <td>"son-in-law"</td>
    <td>"incommode"</td>
  </tr>
  <tr>
    <td>[1516]</td>
    <td>"ready"</td>
    <td>"inhabiting"</td>
    <td>"civilly"</td>
  </tr>
  <tr>
    <td>[1519]</td>
    <td>"hoped"</td>
    <td>"replying"</td>
    <td>"hastily"</td>
  </tr>
  <tr>
    <td>[1522]</td>
    <td>"hearing"</td>
    <td>"voice"</td>
    <td>"explanation"</td>
  </tr>
  <tr>
    <td>[1525]</td>
    <td>"repeated"</td>
    <td>"Are"</td>
    <td>"hence"</td>
  </tr>
  <tr>
    <td>[1528]</td>
    <td>"explained"</td>
    <td>"northward"</td>
    <td>"Exeter"</td>
  </tr>
  <tr>
    <td>[1531]</td>
    <td>"difficulty"</td>
    <td>"travelling"</td>
    <td>"accommodating"</td>
  </tr>
  <tr>
    <td>[1534]</td>
    <td>"concluded"</td>
    <td>"Though"</td>
    <td>"resolve"</td>
  </tr>
  <tr>
    <td>[1537]</td>
    <td>"unavoidable"</td>
    <td>"smallest"</td>
    <td>"effect"</td>
  </tr>
  <tr>
    <td>[1540]</td>
    <td>"principally"</td>
    <td>"tended"</td>
    <td>"show"</td>
  </tr>
  <tr>
    <td>[1543]</td>
    <td>"totally"</td>
    <td>"disregarded"</td>
    <td>"disapprobation"</td>
  </tr>
  <tr>
    <td>[1546]</td>
    <td>"match"</td>
    <td>"told"</td>
    <td>"service"</td>
  </tr>
  <tr>
    <td>[1549]</td>
    <td>"conscientiously"</td>
    <td>"vexed"</td>
    <td>"limited"</td>
  </tr>
  <tr>
    <td>[1552]</td>
    <td>"performance"</td>
    <td>"arrangement"</td>
    <td>"impracticable"</td>
  </tr>
  <tr>
    <td>[1555]</td>
    <td>"around"</td>
    <td>"water"</td>
    <td>"chiefly"</td>
  </tr>
  <tr>
    <td>[1558]</td>
    <td>"consisted"</td>
    <td>"household"</td>
    <td>"pianoforte"</td>
  </tr>
  <tr>
    <td>[1561]</td>
    <td>"packages"</td>
    <td>"depart"</td>
    <td>"sigh"</td>
  </tr>
  <tr>
    <td>[1564]</td>
    <td>"feeling"</td>
    <td>"hard"</td>
    <td>"article"</td>
  </tr>
  <tr>
    <td>[1567]</td>
    <td>"furnished"</td>
    <td>"possession"</td>
    <td>"arose"</td>
  </tr>
  <tr>
    <td>[1570]</td>
    <td>"agreement"</td>
    <td>"waited"</td>
    <td>"determine"</td>
  </tr>
  <tr>
    <td>[1573]</td>
    <td>"off"</td>
    <td>"west"</td>
    <td>"rapid"</td>
  </tr>
  <tr>
    <td>[1576]</td>
    <td>"interested"</td>
    <td>"offering"</td>
    <td>" disposing"</td>
  </tr>
  <tr>
    <td>[1579]</td>
    <td>"agreed"</td>
    <td>"sell"</td>
    <td>"consulted"</td>
  </tr>
  <tr>
    <td>[1582]</td>
    <td>"prevailed"</td>
    <td>"wisdom"</td>
    <td>"number"</td>
  </tr>
  <tr>
    <td>[1585]</td>
    <td>"maids"</td>
    <td>"prepare"</td>
    <td>"mistress's"</td>
  </tr>
  <tr>
    <td>[1588]</td>
    <td>"Lady"</td>
    <td>"unknown"</td>
    <td>"preferred"</td>
  </tr>
  <tr>
    <td>[1591]</td>
    <td>"directly"</td>
    <td>"visitor"</td>
    <td>"undoubtingly"</td>
  </tr>
  <tr>
    <td>[1594]</td>
    <td>"John's"</td>
    <td>"description"</td>
    <td>"curiosity"</td>
  </tr>
  <tr>
    <td>[1597]</td>
    <td>"examine"</td>
    <td>"entered"</td>
    <td>"preserved"</td>
  </tr>
  <tr>
    <td>[1600]</td>
    <td>"diminution"</td>
    <td>"feebly"</td>
    <td>"defer"</td>
  </tr>
  <tr>
    <td>[1603]</td>
    <td>"departure"</td>
    <td>"Now"</td>
    <td>"son-in-law's"</td>
  </tr>
  <tr>
    <td>[1606]</td>
    <td>"fulfilled"</td>
    <td>"Since"</td>
    <td>"neglected"</td>
  </tr>
</table>
## [1609] "quitting"
## [1612] "drift"
## [1615] "maintenance"
## [1618] "increasing"
## [1621] "calculation"
## [1624] "Middleton's"
## [1627] "begin"
## [1630] "tears"
## [1633] "Dear"
## [1636] "cease"
## [1639] "viewing"
## [1642] "well-known"
## [1645] "leaf"
## [1648] "branch"
## [1651] "although"
## [1654] "walk"
## [1657] "enjoy"
## [1660] "drew"
## [1663] "overcame"
## [1666] "wooded"
## [1669] "winding"
## [1672] "reached"
## [1675] "demesne"
## [1678] "wicket"
## [1681] "compact"
## [1684] "roof"
## [1687] "shutters"
## [1690] "covered"
## [1693] "passage"
## [1696] "entrance"
## [1699] "feet"
## [1702] "stairs"
## [1705] "garrets"
## [1708] "recollection"
## [1711] "joy"
## [1714] "September"
## [1717] "recommending"
## [1720] "hills"
## [1723] "cultivated"
## [1726] "windows"
## [1729] "valley"
## [1732] "direction"
## [1735] "steepest"
## [1738] "additions"
## [1741] "elegance"
## [1744] "tolerably"

"accomplishment"
"discourse"
"six"
"demands"
"stand"
"abode"
"journey"
"shed"
"wandered"
"elsewhere"
"view"
"trees"
"decay"
"become"
"insensible"
"shade"
"6"
"appearance"
"Valley"
"pasture"
"along"
"green"
"front"
"gate"
"defective"
"tiled"
"painted"
"honeysuckles"
"through"
"sitting"
"square"
"Four"
"built"
"dried"
"others"
"weather"
"lasting"
"rose"
"woody"
"extensive"
"surrounded"
"name"
"size"
"indispensable"
"apartments"
"improvements"

"shortly"
"extended"
"talked"
"purse"
"design"
"enable"
"Many"
"adieus"
"evening"
"suffer"
"ye"
"continue"
"removed"
"motionless"
"change"
"remain"
"tedious"
"country"
"fertile"
"After"
"mile"
"court"
"neat"
"admitted"
"building"
"window"
"walls"
"narrow"
"behind"
"sixteen"
"offices"
"bed-rooms"
"repair"
"cheered"
"appear"
"impression"
"High"
"downs"
"village"
"commanded"
"terminated"
"branched"
"satisfied"
"add"
"ourselves"
"spring"
[1747] "plenty"

[1750] "collected"

[1753] "remainder"

[1756] "above"

[1759] "widen"

[1762] "alterations"

[1765] "contented"

[1768] "endeavoring"

[1771] "unpack"

[1774] "employments"

[1777] "welcome"

[1780] "visited"

[1783] "thoroughly"

[1786] "sociable"

[1789] "entreaties"

[1792] "hour"

[1795] "stuff"

[1798] "followed"

[1801] "conveying"

[1804] "message"

[1807] "polite"

[1810] "favourable"

[1813] "graceful"

[1816] "frankness"

[1819] "reserved"

[1822] "Conversation"

[1825] "bringing"

[1828] "enquire"

[1831] "ask"

[1834] "held"

[1837] "formal"

[1840] "body"

[1843] "securing"

[1846] "passed"

[1849] "projection"

[1852] "hospitality"

[1855] "outward"

[1858] "talent"

[1861] "sportsman"

[1864] "humoured"

[1867] "round"

[1870] "abroad"

[1873] "supported"

[1876] "piqued"

[1879] "vanity"

[1882] "hold"

"These"

"thoughts"

"bed-chamber"

"snug"

"before-hand"

"savings"

"busy"

"placing"

"properly"

"interrupted"

"theirs"

"cousins"

"good-humoured"

"cordially"

"perseverance"

"basket"

"fruit"

"insisted"

"denied"

"denoting"

"ladyship"

"twenty"

"improved"

"detract"

"common-place"

"chatty"

"recurred"

"admire"

"questions"

"wondered"

"party"

"differed"

"dining"

"near"

"hill"

"gratification"

"strongly"

"unconnected"

"hunted"

"resources"

"Continual"

"supplied"

"exercise"

"table"

"delighted"

"noisier"

"parlors"

"throwing"

"garret"

"difficult"

"accordingly"

"wise"

"arranging"

"possessions"

"affixed"

"landlord"

"formerly"

"remember"

"solicitude"

"dine"

"confined"

"full"

"park"

"moreover"

"newspaper"

"waiting"

"depend"

"tall"

"share"

"well-bred"

"remark"

"precaution"

"extremity"

"beauty"

"hung"

"shy"

"resembled"

"debating"

"7"

"screened"

"Middletons"

"dissimilar"

"total"

"compass"

"shot"

"spoil"

"engagements"

"deficiencies"

"breeding"

"arrangements"

"collecting"

"juvenile"
<table>
  <tr>
    <td>## [1885]</td>
    <td>"summer"</td>
    <td>"forming"</td>
    <td>"eat"</td>
  </tr>
  <tr>
    <td>## [1888]</td>
    <td>"ham"</td>
    <td>"chicken"</td>
    <td>"doors"</td>
  </tr>
  <tr>
    <td>## [1891]</td>
    <td>"winter"</td>
    <td>"balls"</td>
    <td>"unsatiable"</td>
  </tr>
  <tr>
    <td>## [1894]</td>
    <td>"appetite"</td>
    <td>"charmed"</td>
    <td>"inhabitants"</td>
  </tr>
  <tr>
    <td>## [1897]</td>
    <td>"procured"</td>
    <td>"pretty"</td>
    <td>"unaffected"</td>
  </tr>
  <tr>
    <td>## [1900]</td>
    <td>"captivating"</td>
    <td>"friendliness"</td>
    <td>"past"</td>
  </tr>
  <tr>
    <td>## [1903]</td>
    <td>"unfortunate"</td>
    <td>"showing"</td>
    <td>"settling"</td>
  </tr>
  <tr>
    <td>## [1906]</td>
    <td>"females"</td>
    <td>"esteems"</td>
    <td>"sex"</td>
  </tr>
  <tr>
    <td>## [1909]</td>
    <td>"sportsmen"</td>
    <td>"desirous"</td>
    <td>"encouraging"</td>
  </tr>
  <tr>
    <td>## [1912]</td>
    <td>"manor"</td>
    <td>"met"</td>
    <td>"door"</td>
  </tr>
  <tr>
    <td>## [1915]</td>
    <td>"welcomed"</td>
    <td>"unable"</td>
    <td>"smart"</td>
  </tr>
  <tr>
    <td>## [1918]</td>
    <td>"friend"</td>
    <td>"gay"</td>
    <td>"excuse"</td>
  </tr>
  <tr>
    <td>## [1921]</td>
    <td>"smallness"</td>
    <td>"families"</td>
    <td>"morning"</td>
  </tr>
  <tr>
    <td>## [1924]</td>
    <td>"hopes"</td>
    <td>"procuring"</td>
    <td>"moonlight"</td>
  </tr>
  <tr>
    <td>## [1927]</td>
    <td>"Luckily"</td>
    <td>"dull"</td>
    <td>"entire"</td>
  </tr>
  <tr>
    <td>## [1930]</td>
    <td>"strangers"</td>
    <td>"Jennings"</td>
    <td>"merry"</td>
  </tr>
  <tr>
    <td>## [1933]</td>
    <td>"fat"</td>
    <td>"elderly"</td>
    <td>"vulgar"</td>
  </tr>
  <tr>
    <td>## [1936]</td>
    <td>"jokes"</td>
    <td>"laughter"</td>
    <td>"dinner"</td>
  </tr>
  <tr>
    <td>## [1939]</td>
    <td>"witty"</td>
    <td>"lovers"</td>
    <td>"husbands"</td>
  </tr>
  <tr>
    <td>## [1942]</td>
    <td>"hearts"</td>
    <td>"pretended"</td>
    <td>"blush"</td>
  </tr>
  <tr>
    <td>## [1945]</td>
    <td>"attacks"</td>
    <td>"pain"</td>
    <td>"raillery"</td>
  </tr>
  <tr>
    <td>## [1948]</td>
    <td>"Jennings's"</td>
    <td>"Colonel"</td>
    <td>"Brandon"</td>
  </tr>
  <tr>
    <td>## [1951]</td>
    <td>"adapted"</td>
    <td>"absolute"</td>
    <td>"bachelor"</td>
  </tr>
  <tr>
    <td>## [1954]</td>
    <td>"wrong"</td>
    <td>"thirty"</td>
    <td>"gentlemanlike"</td>
  </tr>
  <tr>
    <td>## [1957]</td>
    <td>"recommend"</td>
    <td>"companions"</td>
    <td>"insipidity"</td>
  </tr>
  <tr>
    <td>## [1960]</td>
    <td>"repulsive"</td>
    <td>"gravity"</td>
    <td>"boisterous"</td>
  </tr>
  <tr>
    <td>## [1963]</td>
    <td>"mirth"</td>
    <td>"roused"</td>
    <td>"noisy"</td>
  </tr>
  <tr>
    <td>## [1966]</td>
    <td>"pulled"</td>
    <td>"tore"</td>
    <td>"clothes"</td>
  </tr>
  <tr>
    <td>## [1969]</td>
    <td>"put"</td>
    <td>"discovered"</td>
    <td>"musical"</td>
  </tr>
  <tr>
    <td>## [1972]</td>
    <td>"play"</td>
    <td>"instrument"</td>
    <td>"unlocked"</td>
  </tr>
  <tr>
    <td>## [1975]</td>
    <td>"prepared"</td>
    <td>"sang"</td>
    <td>"went"</td>
  </tr>
  <tr>
    <td>## [1978]</td>
    <td>"chief"</td>
    <td>"songs"</td>
    <td>"lain"</td>
  </tr>
  <tr>
    <td>## [1981]</td>
    <td>"position"</td>
    <td>"celebrated"</td>
    <td>"event"</td>
  </tr>
  <tr>
    <td>## [1984]</td>
    <td>"played"</td>
    <td>"extremely"</td>
    <td>"applauded"</td>
  </tr>
  <tr>
    <td>## [1987]</td>
    <td>"loud"</td>
    <td>"song"</td>
    <td>"lasted"</td>
  </tr>
  <tr>
    <td>## [1990]</td>
    <td>"order"</td>
    <td>"diverted"</td>
    <td>"asked"</td>
  </tr>
  <tr>
    <td>## [1993]</td>
    <td>"sing"</td>
    <td>"finished"</td>
    <td>"raptures"</td>
  </tr>
  <tr>
    <td>## [1996]</td>
    <td>"compliment"</td>
    <td>"forfeited"</td>
    <td>"shameless"</td>
  </tr>
  <tr>
    <td>## [1999]</td>
    <td>"amounted"</td>
    <td>"ecstatic"</td>
    <td>"sympathize"</td>
  </tr>
  <tr>
    <td>## [2002]</td>
    <td>"estimable"</td>
    <td>"contrasted"</td>
    <td>"horrible"</td>
  </tr>
  <tr>
    <td>## [2005]</td>
    <td>"insensibility"</td>
    <td>"outlived"</td>
    <td>"acuteness"</td>
  </tr>
  <tr>
    <td>## [2008]</td>
    <td>"exquisite"</td>
    <td>"colonel's"</td>
    <td>"humanity"</td>
  </tr>
  <tr>
    <td>## [2011]</td>
    <td>"8"</td>
    <td>"ample"</td>
    <td>"jointure"</td>
  </tr>
  <tr>
    <td>## [2014]</td>
    <td>"respectably"</td>
    <td>"promotion"</td>
    <td>"zealously"</td>
  </tr>
  <tr>
    <td>## [2017]</td>
    <td>"active"</td>
    <td>"ability"</td>
    <td>"missed"</td>
  </tr>
  <tr>
    <td>## [2020]</td>
    <td>"projecting"</td>
    <td>"weddings"</td>
    <td>"among"</td>
  </tr>
</table>
<table>
  <tr>
    <td>[2023]</td>
    <td>"remarkably"</td>
    <td>"quick"</td>
    <td>"discovery"</td>
  </tr>
  <tr>
    <td>[2026]</td>
    <td>"attachments"</td>
    <td>"enjoyed"</td>
    <td>"raising"</td>
  </tr>
  <tr>
    <td>[2029]</td>
    <td>"blushes"</td>
    <td>"discernment"</td>
    <td>"decisively"</td>
  </tr>
  <tr>
    <td>[2032]</td>
    <td>"suspected"</td>
    <td>"listening"</td>
    <td>"attentively"</td>
  </tr>
  <tr>
    <td>[2035]</td>
    <td>"ascertained"</td>
    <td>"HE"</td>
    <td>"connection"</td>
  </tr>
  <tr>
    <td>[2038]</td>
    <td>"inconsiderable"</td>
    <td>"endless"</td>
    <td>"laughed"</td>
  </tr>
  <tr>
    <td>[2041]</td>
    <td>"colonel"</td>
    <td>"probably"</td>
    <td>"regarded"</td>
  </tr>
  <tr>
    <td>[2044]</td>
    <td>"indifferent"</td>
    <td>"incomprehensible"</td>
    <td>"laugh"</td>
  </tr>
  <tr>
    <td>[2047]</td>
    <td>"absurdity"</td>
    <td>"censure"</td>
    <td>"impertinence"</td>
  </tr>
  <tr>
    <td>[2050]</td>
    <td>"forlorn"</td>
    <td>"ancient"</td>
    <td>"youthful"</td>
  </tr>
  <tr>
    <td>[2053]</td>
    <td>"ventured"</td>
    <td>"clear"</td>
    <td>"throw"</td>
  </tr>
  <tr>
    <td>[2056]</td>
    <td>"ridicule"</td>
    <td>"accusation"</td>
    <td>"intentionally"</td>
  </tr>
  <tr>
    <td>[2059]</td>
    <td>"ill-natured"</td>
    <td>"sensation"</td>
    <td>"ridiculous"</td>
  </tr>
  <tr>
    <td>[2062]</td>
    <td>"safe"</td>
    <td>"wit"</td>
    <td>"infirmity"</td>
  </tr>
  <tr>
    <td>[2065]</td>
    <td>"protect"</td>
    <td>"Infirmity"</td>
    <td>"infirm"</td>
  </tr>
  <tr>
    <td>[2068]</td>
    <td>"deceive"</td>
    <td>"use"</td>
    <td>"limbs"</td>
  </tr>
  <tr>
    <td>[2071]</td>
    <td>"Did"</td>
    <td>"complain"</td>
    <td>"rheumatism"</td>
  </tr>
  <tr>
    <td>[2074]</td>
    <td>"commonest"</td>
    <td>"declining"</td>
    <td>"rate"</td>
  </tr>
  <tr>
    <td>[2077]</td>
    <td>"continual"</td>
    <td>"terror"</td>
    <td>"seem"</td>
  </tr>
  <tr>
    <td>[2080]</td>
    <td>"miracle"</td>
    <td>"apprehensive"</td>
    <td>"losing"</td>
  </tr>
  <tr>
    <td>[2083]</td>
    <td>"thirty-five"</td>
    <td>"matrimony"</td>
    <td>"chance"</td>
  </tr>
  <tr>
    <td>[2086]</td>
    <td>"Brandon's"</td>
    <td>"marrying"</td>
    <td>"pausing"</td>
  </tr>
  <tr>
    <td>[2089]</td>
    <td>"inspire"</td>
    <td>"uncomfortable"</td>
    <td>"bring"</td>
  </tr>
  <tr>
    <td>[2092]</td>
    <td>"submit"</td>
    <td>"nurse"</td>
    <td>"security"</td>
  </tr>
  <tr>
    <td>[2095]</td>
    <td>"unsuitable"</td>
    <td>"convenience"</td>
    <td>"commercial"</td>
  </tr>
  <tr>
    <td>[2098]</td>
    <td>"exchange"</td>
    <td>"benefited"</td>
    <td>"convince"</td>
  </tr>
  <tr>
    <td>[2101]</td>
    <td>"dooming"</td>
    <td>"confinement"</td>
    <td>"chamber"</td>
  </tr>
  <tr>
    <td>[2104]</td>
    <td>"yesterday"</td>
    <td>"damp"</td>
    <td>"slight"</td>
  </tr>
  <tr>
    <td>[2107]</td>
    <td>"rheumatic"</td>
    <td>"shoulders"</td>
    <td>"flannel"</td>
  </tr>
  <tr>
    <td>[2110]</td>
    <td>"waistcoats"</td>
    <td>"waistcoat"</td>
    <td>"invariably"</td>
  </tr>
  <tr>
    <td>[2113]</td>
    <td>"aches"</td>
    <td>"cramps"</td>
    <td>"rheumatisms"</td>
  </tr>
  <tr>
    <td>[2116]</td>
    <td>"species"</td>
    <td>"ailment"</td>
    <td>"afflict"</td>
  </tr>
  <tr>
    <td>[2119]</td>
    <td>"feeble"</td>
    <td>"fever"</td>
    <td>"despised"</td>
  </tr>
  <tr>
    <td>[2122]</td>
    <td>"Confess"</td>
    <td>"flushed"</td>
    <td>"cheek"</td>
  </tr>
  <tr>
    <td>[2125]</td>
    <td>"hollow"</td>
    <td>"eye"</td>
    <td>"pulse"</td>
  </tr>
  <tr>
    <td>[2128]</td>
    <td>"Soon"</td>
    <td>"leaving"</td>
    <td>"alarm"</td>
  </tr>
  <tr>
    <td>[2131]</td>
    <td>"conceal"</td>
    <td>"fortnight"</td>
    <td>"Nothing"</td>
  </tr>
  <tr>
    <td>[2134]</td>
    <td>"indisposition"</td>
    <td>"extraordinary"</td>
    <td>"else"</td>
  </tr>
  <tr>
    <td>[2137]</td>
    <td>"detain"</td>
    <td>"anxiety"</td>
    <td>"recollecting"</td>
  </tr>
  <tr>
    <td>[2140]</td>
    <td>"showed"</td>
    <td>"readiness"</td>
    <td>"accepting"</td>
  </tr>
  <tr>
    <td>[2143]</td>
    <td>"Does"</td>
    <td>"mentioned"</td>
    <td>"grate"</td>
  </tr>
  <tr>
    <td>[2146]</td>
    <td>"bedchamber"</td>
    <td>"observed"</td>
    <td>"hurry"</td>
  </tr>
  <tr>
    <td>[2149]</td>
    <td>"meaning"</td>
    <td>"unaccountable"</td>
    <td>"composed"</td>
  </tr>
  <tr>
    <td>[2152]</td>
    <td>"languid"</td>
    <td>"farewell"</td>
    <td>"distinction"</td>
  </tr>
  <tr>
    <td>[2155]</td>
    <td>"purposely"</td>
    <td>"unaccountably"</td>
    <td>"follow"</td>
  </tr>
  <tr>
    <td>[2158]</td>
    <td>"cried"</td>
    <td>"Even"</td>
    <td>"self-command"</td>
  </tr>
</table>
<table>
  <tr>
    <td>[2161]</td>
    <td>"invariable"</td>
    <td>"dejected"</td>
    <td>"try"</td>
  </tr>
  <tr>
    <td>[2164]</td>
    <td>"restless"</td>
    <td>"9"</td>
    <td>"tolerable"</td>
  </tr>
  <tr>
    <td>[2167]</td>
    <td>"familiar"</td>
    <td>"pursuits"</td>
    <td>"charms"</td>
  </tr>
  <tr>
    <td>[2170]</td>
    <td>"habit"</td>
    <td>"occupation"</td>
    <td>"amazement"</td>
  </tr>
  <tr>
    <td>[2173]</td>
    <td>"finding"</td>
    <td>"employed"</td>
    <td>"urgent"</td>
  </tr>
  <tr>
    <td>[2176]</td>
    <td>"mix"</td>
    <td>"assurances"</td>
    <td>"resolute"</td>
  </tr>
  <tr>
    <td>[2179]</td>
    <td>"classed"</td>
    <td>"attainable"</td>
    <td>"About"</td>
  </tr>
  <tr>
    <td>[2182]</td>
    <td>"Allenham"</td>
    <td>"issued"</td>
    <td>"earliest"</td>
  </tr>
  <tr>
    <td>[2185]</td>
    <td>"walks"</td>
    <td>"mansion"</td>
    <td>"reminding"</td>
  </tr>
  <tr>
    <td>[2188]</td>
    <td>"learnt"</td>
    <td>"enquiry"</td>
    <td>"possessor"</td>
  </tr>
  <tr>
    <td>[2191]</td>
    <td>"unfortunately"</td>
    <td>"stirred"</td>
    <td>"abounded"</td>
  </tr>
  <tr>
    <td>[2194]</td>
    <td>"seek"</td>
    <td>"air"</td>
    <td>"summits"</td>
  </tr>
  <tr>
    <td>[2197]</td>
    <td>"alternative"</td>
    <td>"dirt"</td>
    <td>"valleys"</td>
  </tr>
  <tr>
    <td>[2200]</td>
    <td>"beneath"</td>
    <td>"shut"</td>
    <td>"beauties"</td>
  </tr>
  <tr>
    <td>[2203]</td>
    <td>"memorable"</td>
    <td>"steps"</td>
    <td>"partial"</td>
  </tr>
  <tr>
    <td>[2206]</td>
    <td>"sunshine"</td>
    <td>"showery"</td>
    <td>"sky"</td>
  </tr>
  <tr>
    <td>[2209]</td>
    <td>"bear"</td>
    <td>"rain"</td>
    <td>"preceding"</td>
  </tr>
  <tr>
    <td>[2212]</td>
    <td>"occasioned"</td>
    <td>"tempting"</td>
    <td>"pencil"</td>
  </tr>
  <tr>
    <td>[2215]</td>
    <td>"book"</td>
    <td>"lastingly"</td>
    <td>"threatening"</td>
  </tr>
  <tr>
    <td>[2218]</td>
    <td>"cloud"</td>
    <td>"gaily"</td>
    <td>"ascended"</td>
  </tr>
  <tr>
    <td>[2221]</td>
    <td>"rejoicing"</td>
    <td>"glimpse"</td>
    <td>"blue"</td>
  </tr>
  <tr>
    <td>[2224]</td>
    <td>"caught"</td>
    <td>"faces"</td>
    <td>"animating"</td>
  </tr>
  <tr>
    <td>[2227]</td>
    <td>"gales"</td>
    <td>"south-westerly"</td>
    <td>"wind"</td>
  </tr>
  <tr>
    <td>[2230]</td>
    <td>"pitied"</td>
    <td>"fears"</td>
    <td>"prevented"</td>
  </tr>
  <tr>
    <td>[2233]</td>
    <td>"sharing"</td>
    <td>"sensations"</td>
    <td>"Is"</td>
  </tr>
  <tr>
    <td>[2236]</td>
    <td>"pursued"</td>
    <td>"resisting"</td>
    <td>"suddenly"</td>
  </tr>
  <tr>
    <td>[2239]</td>
    <td>"clouds"</td>
    <td>"heads"</td>
    <td>"Chagrined"</td>
  </tr>
  <tr>
    <td>[2242]</td>
    <td>"surprised"</td>
    <td>"obliged"</td>
    <td>"unwillingly"</td>
  </tr>
  <tr>
    <td>[2245]</td>
    <td>"back"</td>
    <td>"shelter"</td>
    <td>"exigence"</td>
  </tr>
  <tr>
    <td>[2248]</td>
    <td>"usual"</td>
    <td>"running"</td>
    <td>"speed"</td>
  </tr>
  <tr>
    <td>[2251]</td>
    <td>"steep"</td>
    <td>"false"</td>
    <td>"step"</td>
  </tr>
  <tr>
    <td>[2254]</td>
    <td>"ground"</td>
    <td>"stop"</td>
    <td>"involuntarily"</td>
  </tr>
  <tr>
    <td>[2257]</td>
    <td>"hurried"</td>
    <td>"bottom"</td>
    <td>"safety"</td>
  </tr>
  <tr>
    <td>[2260]</td>
    <td>"carrying"</td>
    <td>"gun"</td>
    <td>"pointers"</td>
  </tr>
  <tr>
    <td>[2263]</td>
    <td>"playing"</td>
    <td>"passing"</td>
    <td>"yards"</td>
  </tr>
  <tr>
    <td>[2266]</td>
    <td>"accident"</td>
    <td>"ran"</td>
    <td>"raised"</td>
  </tr>
  <tr>
    <td>[2269]</td>
    <td>"foot"</td>
    <td>"twisted"</td>
    <td>"fall"</td>
  </tr>
  <tr>
    <td>[2272]</td>
    <td>"perceiving"</td>
    <td>"modesty"</td>
    <td>"declined"</td>
  </tr>
  <tr>
    <td>[2275]</td>
    <td>"arms"</td>
    <td>"Then"</td>
    <td>"whither"</td>
  </tr>
  <tr>
    <td>[2278]</td>
    <td>"seated"</td>
    <td>"chair"</td>
    <td>"parlour"</td>
  </tr>
  <tr>
    <td>[2281]</td>
    <td>"fixed"</td>
    <td>"secret"</td>
    <td>"sprung"</td>
  </tr>
  <tr>
    <td>[2284]</td>
    <td>"apologized"</td>
    <td>"intrusion"</td>
    <td>"relating"</td>
  </tr>
  <tr>
    <td>[2287]</td>
    <td>"frank"</td>
    <td>"additional"</td>
    <td>"ugly"</td>
  </tr>
  <tr>
    <td>[2290]</td>
    <td>"influence"</td>
    <td>"youth"</td>
    <td>"action"</td>
  </tr>
  <tr>
    <td>[2293]</td>
    <td>"came"</td>
    <td>"thanked"</td>
    <td>"dirty"</td>
  </tr>
  <tr>
    <td>[2296]</td>
    <td>"wet"</td>
    <td>"Willoughby"</td>
    <td>"honour"</td>
  </tr>
</table>
<table>
  <tr>
    <td>[2299]</td>
    <td>"tomorrow"</td>
    <td>"granted"</td>
    <td>"departed"</td>
  </tr>
  <tr>
    <td>[2302]</td>
    <td>"midst"</td>
    <td>"heavy"</td>
    <td>"manly"</td>
  </tr>
  <tr>
    <td>[2305]</td>
    <td>"gracefulness"</td>
    <td>"theme"</td>
    <td>"gallantry"</td>
  </tr>
  <tr>
    <td>[2308]</td>
    <td>"exterior"</td>
    <td>"confusion"</td>
    <td>"crimsoned"</td>
  </tr>
  <tr>
    <td>[2311]</td>
    <td>"lifting"</td>
    <td>"robbed"</td>
    <td>"regarding"</td>
  </tr>
  <tr>
    <td>[2314]</td>
    <td>"entering"</td>
    <td>"join"</td>
    <td>"energy"</td>
  </tr>
  <tr>
    <td>[2317]</td>
    <td>"adorned"</td>
    <td>"hero"</td>
    <td>"story"</td>
  </tr>
  <tr>
    <td>[2320]</td>
    <td>"previous"</td>
    <td>"formality"</td>
    <td>"rapidity"</td>
  </tr>
  <tr>
    <td>[2323]</td>
    <td>"Every"</td>
    <td>"dresses"</td>
    <td>"shooting-jacket"</td>
  </tr>
  <tr>
    <td>[2326]</td>
    <td>"becoming"</td>
    <td>"sprained"</td>
    <td>"ankle"</td>
  </tr>
  <tr>
    <td>[2329]</td>
    <td>"interval"</td>
    <td>"allowed"</td>
    <td>"eagerly"</td>
  </tr>
  <tr>
    <td>[2332]</td>
    <td>"news"</td>
    <td>"ride"</td>
    <td>"Thursday"</td>
  </tr>
  <tr>
    <td>[2335]</td>
    <td>"Know"</td>
    <td>"sort"</td>
    <td>"fellow"</td>
  </tr>
  <tr>
    <td>[2338]</td>
    <td>"decent"</td>
    <td>"bolder"</td>
    <td>"rider"</td>
  </tr>
  <tr>
    <td>[2341]</td>
    <td>"England"</td>
    <td>"indignantly"</td>
    <td>"intimate"</td>
  </tr>
  <tr>
    <td>[2344]</td>
    <td>"talents"</td>
    <td>"puzzled"</td>
    <td>"soul"</td>
  </tr>
  <tr>
    <td>[2347]</td>
    <td>"got"</td>
    <td>"nicest"</td>
    <td>"black"</td>
  </tr>
  <tr>
    <td>[2350]</td>
    <td>"bitch"</td>
    <td>"pointer"</td>
    <td>"Was"</td>
  </tr>
  <tr>
    <td>[2353]</td>
    <td>"today"</td>
    <td>"colour"</td>
    <td>"Willoughby's"</td>
  </tr>
  <tr>
    <td>[2356]</td>
    <td>"describe"</td>
    <td>"shades"</td>
    <td>"Where"</td>
  </tr>
  <tr>
    <td>[2359]</td>
    <td>"Has"</td>
    <td>"resided"</td>
    <td>"visiting"</td>
  </tr>
  <tr>
    <td>[2362]</td>
    <td>"Court"</td>
    <td>"inherit"</td>
    <td>"adding"</td>
  </tr>
  <tr>
    <td>[2365]</td>
    <td>"yes"</td>
    <td>"catching"</td>
    <td>"Somersetshire"</td>
  </tr>
  <tr>
    <td>[2368]</td>
    <td>"tumbling"</td>
    <td>"jealous"</td>
    <td>"care"</td>
  </tr>
  <tr>
    <td>[2371]</td>
    <td>"incommoded"</td>
    <td>"attempts"</td>
    <td>"CATCHING"</td>
  </tr>
  <tr>
    <td>[2374]</td>
    <td>"employment"</td>
    <td>"Men"</td>
    <td>"let"</td>
  </tr>
  <tr>
    <td>[2377]</td>
    <td>"glad"</td>
    <td>"ineligible"</td>
    <td>"Christmas"</td>
  </tr>
  <tr>
    <td>[2380]</td>
    <td>"hop"</td>
    <td>"danced"</td>
    <td>"eight"</td>
  </tr>
  <tr>
    <td>[2383]</td>
    <td>"o'clock"</td>
    <td>"sparkling"</td>
    <td>"covert"</td>
  </tr>
  <tr>
    <td>[2386]</td>
    <td>"Whatever"</td>
    <td>"fatigue"</td>
    <td>"Aye"</td>
  </tr>
  <tr>
    <td>[2389]</td>
    <td>"aye"</td>
    <td>"setting"</td>
    <td>"cap"</td>
  </tr>
  <tr>
    <td>[2392]</td>
    <td>"dislike"</td>
    <td>"abhor"</td>
    <td>"phrase"</td>
  </tr>
  <tr>
    <td>[2395]</td>
    <td>"making"</td>
    <td>"conquest"</td>
    <td>"odious"</td>
  </tr>
  <tr>
    <td>[2398]</td>
    <td>"tendency"</td>
    <td>"gross"</td>
    <td>"illiberal"</td>
  </tr>
  <tr>
    <td>[2401]</td>
    <td>"construction"</td>
    <td>"deemed"</td>
    <td>"ago"</td>
  </tr>
  <tr>
    <td>[2404]</td>
    <td>"ingenuity"</td>
    <td>"reproof"</td>
    <td>"heartily"</td>
  </tr>
  <tr>
    <td>[2407]</td>
    <td>"Ay"</td>
    <td>"conquests"</td>
    <td>"Poor"</td>
  </tr>
  <tr>
    <td>[2410]</td>
    <td>"smitten"</td>
    <td>"spraining"</td>
    <td>"ankles"</td>
  </tr>
  <tr>
    <td>[2413]</td>
    <td>"10"</td>
    <td>"preserver"</td>
    <td>"precision"</td>
  </tr>
  <tr>
    <td>[2416]</td>
    <td>"styled"</td>
    <td>"personal"</td>
    <td>"enquiries"</td>
  </tr>
  <tr>
    <td>[2419]</td>
    <td>"prompted"</td>
    <td>"during"</td>
    <td>"second"</td>
  </tr>
  <tr>
    <td>[2422]</td>
    <td>"interview"</td>
    <td>"complexion"</td>
    <td>"features"</td>
  </tr>
  <tr>
    <td>[2425]</td>
    <td>"handsomer"</td>
    <td>"height"</td>
    <td>"lovely"</td>
  </tr>
  <tr>
    <td>[2428]</td>
    <td>"cant"</td>
    <td>"violently"</td>
    <td>"outraged"</td>
  </tr>
  <tr>
    <td>[2431]</td>
    <td>"usually"</td>
    <td>"happens"</td>
    <td>"skin"</td>
  </tr>
  <tr>
    <td>[2434]</td>
    <td>"brown"</td>
    <td>"transparency"</td>
    <td>"brilliant"</td>
  </tr>
</table>
<table>
  <tr>
    <td>[2437]</td>
    <td>"sweet"</td>
    <td>"attractive"</td>
    <td>"dark"</td>
  </tr>
  <tr>
    <td>[2440]</td>
    <td>"hardily"</td>
    <td>"From"</td>
    <td>"embarrassment"</td>
  </tr>
  <tr>
    <td>[2443]</td>
    <td>"remembrance"</td>
    <td>"perfect"</td>
    <td>"good-breeding"</td>
  </tr>
  <tr>
    <td>[2446]</td>
    <td>"vivacity"</td>
    <td>"declare"</td>
    <td>"dancing"</td>
  </tr>
  <tr>
    <td>[2449]</td>
    <td>"passionately"</td>
    <td>"largest"</td>
    <td>"amusement"</td>
  </tr>
  <tr>
    <td>[2452]</td>
    <td>"talk"</td>
    <td>"discussion"</td>
    <td>"conformity"</td>
  </tr>
  <tr>
    <td>[2455]</td>
    <td>"Encouraged"</td>
    <td>"further"</td>
    <td>"examination"</td>
  </tr>
  <tr>
    <td>[2458]</td>
    <td>"authors"</td>
    <td>"dwelt"</td>
    <td>"convert"</td>
  </tr>
  <tr>
    <td>[2461]</td>
    <td>"works"</td>
    <td>"passages"</td>
    <td>"idolized"</td>
  </tr>
  <tr>
    <td>[2464]</td>
    <td>"force"</td>
    <td>"arguments"</td>
    <td>"brightness"</td>
  </tr>
  <tr>
    <td>[2467]</td>
    <td>"displayed"</td>
    <td>"acquiesced"</td>
    <td>"decisions"</td>
  </tr>
  <tr>
    <td>[2470]</td>
    <td>"enthusiasm"</td>
    <td>"conversed"</td>
    <td>"familiarity"</td>
  </tr>
  <tr>
    <td>[2473]</td>
    <td>"long-established"</td>
    <td>"importance"</td>
    <td>"thinks"</td>
  </tr>
  <tr>
    <td>[2476]</td>
    <td>"Scott"</td>
    <td>"admiring"</td>
    <td>"Pope"</td>
  </tr>
  <tr>
    <td>[2479]</td>
    <td>"despatch"</td>
    <td>"exhausted"</td>
    <td>"topic"</td>
  </tr>
  <tr>
    <td>[2482]</td>
    <td>"Another"</td>
    <td>"meeting"</td>
    <td>"suffice"</td>
  </tr>
  <tr>
    <td>[2485]</td>
    <td>"picturesque"</td>
    <td>"scanty"</td>
    <td>"erred"</td>
  </tr>
  <tr>
    <td>[2488]</td>
    <td>"notion"</td>
    <td>"decorum"</td>
    <td>"sincere"</td>
  </tr>
  <tr>
    <td>[2491]</td>
    <td>"deceitful"</td>
    <td>"roads"</td>
    <td>"spoken"</td>
  </tr>
  <tr>
    <td>[2494]</td>
    <td>"reproach"</td>
    <td>"spared"</td>
    <td>"jest"</td>
  </tr>
  <tr>
    <td>[2497]</td>
    <td>"scold"</td>
    <td>"check"</td>
    <td>"softened"</td>
  </tr>
  <tr>
    <td>[2500]</td>
    <td>"proof"</td>
    <td>"reception"</td>
    <td>"recovery"</td>
  </tr>
  <tr>
    <td>[2503]</td>
    <td>"irksome"</td>
    <td>"joined"</td>
    <td>"ardour"</td>
  </tr>
  <tr>
    <td>[2506]</td>
    <td>"example"</td>
    <td>"gradually"</td>
    <td>"estimation"</td>
  </tr>
  <tr>
    <td>[2509]</td>
    <td>"faultless"</td>
    <td>"propensity"</td>
    <td>"peculiarly"</td>
  </tr>
  <tr>
    <td>[2512]</td>
    <td>"saying"</td>
    <td>"persons"</td>
    <td>"sacrificing"</td>
  </tr>
  <tr>
    <td>[2515]</td>
    <td>"undivided"</td>
    <td>"slighting"</td>
    <td>"forms"</td>
  </tr>
  <tr>
    <td>[2518]</td>
    <td>"worldly"</td>
    <td>"caution"</td>
    <td>"desperation"</td>
  </tr>
  <tr>
    <td>[2521]</td>
    <td>"seized"</td>
    <td>"perfection"</td>
    <td>"rash"</td>
  </tr>
  <tr>
    <td>[2524]</td>
    <td>"unjustifiable"</td>
    <td>"delineated"</td>
    <td>"unhappy"</td>
  </tr>
  <tr>
    <td>[2527]</td>
    <td>"brighter"</td>
    <td>"speculative"</td>
    <td>"riches"</td>
  </tr>
  <tr>
    <td>[2530]</td>
    <td>"secretly"</td>
    <td>"congratulate"</td>
    <td>"sons-in-law"</td>
  </tr>
  <tr>
    <td>[2533]</td>
    <td>"perceptible"</td>
    <td>"noticed"</td>
    <td>"rival"</td>
  </tr>
  <tr>
    <td>[2536]</td>
    <td>"incurred"</td>
    <td>"annexed"</td>
    <td>"assigned"</td>
  </tr>
  <tr>
    <td>[2539]</td>
    <td>"actually"</td>
    <td>"opposition"</td>
    <td>"hindrance"</td>
  </tr>
  <tr>
    <td>[2542]</td>
    <td>"opposed"</td>
    <td>"successful"</td>
    <td>"beheld"</td>
  </tr>
  <tr>
    <td>[2545]</td>
    <td>"mild"</td>
    <td>"oppression"</td>
    <td>"gloominess"</td>
  </tr>
  <tr>
    <td>[2548]</td>
    <td>"dropped"</td>
    <td>"hints"</td>
    <td>"injuries"</td>
  </tr>
  <tr>
    <td>[2551]</td>
    <td>"disappointments"</td>
    <td>"justified"</td>
    <td>"belief"</td>
  </tr>
  <tr>
    <td>[2554]</td>
    <td>"compassion"</td>
    <td>"esteemed"</td>
    <td>"slighted"</td>
  </tr>
  <tr>
    <td>[2557]</td>
    <td>"prejudiced"</td>
    <td>"undervalue"</td>
    <td>"speaks"</td>
  </tr>
  <tr>
    <td>[2560]</td>
    <td>"nobody"</td>
    <td>"cares"</td>
    <td>"remembers"</td>
  </tr>
  <tr>
    <td>[2563]</td>
    <td>"boast"</td>
    <td>"injustice"</td>
    <td>"taking"</td>
  </tr>
  <tr>
    <td>[2566]</td>
    <td>"converse"</td>
    <td>"patronised"</td>
    <td>"Who"</td>
  </tr>
  <tr>
    <td>[2569]</td>
    <td>"indignity"</td>
    <td>"abuse"</td>
    <td>"amends"</td>
  </tr>
  <tr>
    <td>[2572]</td>
    <td>"undiscerning"</td>
    <td>"defence"</td>
    <td>"protege"</td>
  </tr>
</table>
[2575] "saucy"

[2578] "various"

[2581] "Indies"

[2584] "mosquitoes"

[2587] "observations"

[2590] "mohrs"

[2593] "stretched"

[2596] "nobody's"

[2599] "Add"

[2602] "imperfections"

[2605] "insipid"

[2608] "using"

[2611] "disarm"

[2614] "artful"

[2617] "disliking"

[2620] "hanging"

[2623] "buy"

[2626] "confess"

[2629] "Little"

[2632] "presented"

[2635] "schemes"

[2638] "October"

[2641] "calculated"

[2644] "marking"

[2647] "shewn"

[2650] "concealment"

[2653] "unreserve"

[2656] "illaudable"

[2659] "subjection"

[2662] "cards"

[2665] "partners"

[2668] "Such"

[2671] "checking"

[2674] "ardent"

[2677] "amusements"

[2680] "everlasting"

[2683] "history"

[2686] "Towards"

[2689] "experienced"

[2692] "excite"

[2695] "conversing"

[2698] "accidentally"

[2701] "Or"

[2704] "reflecting"

[2707] "define"

[2710] "agree"

"thinking"

"contemptuously"

"climate"

"troublesome"

"nabobs"

"palanquins"

"candour"

"employ"

"brilliancy"

"mass"

"gentle"

"unkindly"

"reason"

"unanswerable"

"threatened"

"curricle"

"mare"

"privilege"

"imagined"

"invitations"

"execution"

"included"

"witnessing"

"receiving"

"suggest"

"disgrace"

"aim"

"effort"

"illustration"

"cheated"

"dances"

"shame"

"excessive"

"devoted"

"teach"

"talker"

"memory"

"desired"

"presence"

"sisterly"

"suspect"

"silence"

"considers"

"wives"

"justify"

"inconveniences"

"information"

"East"

"hot"

"previously"

"gold"

"HIS"

"body's"

"coats"

"decide"

"comparatively"

"possessing"

"endeavouring"

"stubborn"

"reasons"

"fault"

"persuade"

"irreproachable"

"11"

"occupy"

"recovered"

"accomplished"

"naturally"

"excellencies"

"openly"

"abhorred"

"attend"

"restraint"

"disgraceful"

"evenings"

"hand"

"careful"

"provoke"

"display"

"bestowed"

"Neither"

"ensured"

"mere"

"arranged"

"boys"

"attentions"

"disappointed"

"faint"

"contrives"

"basis"

"prejudices"

"ignorance"
## [2713] "atone"
## [2716] "pause"
## [2719] "criminal"
## [2722] "minutiae"
## [2725] "pardonable"
## [2728] "dangerous"
## [2731] "judged"
## [2734] "Here"
## [2737] "conjectures"
## [2740] "lips"
## [2743] "12"
## [2746] "piece"
## [2749] "horse"
## [2752] "Without"
## [2755] "gift"
## [2758] "stable"
## [2761] "send"
## [2764] "Imagine"
## [2767] "awaken"
## [2770] "truths"
## [2773] "trifle"
## [2776] " creature"
## [2779] "guilty"
## [2782] "touch"
## [2785] "representing"
## [2788] "subdued"
## [2791] "mentioning"
## [2794] "forego"
## [2797] "yours"
## [2800] "overheard"
## [2803] "addressing"
## [2806] "tempers"
## [2809] "clearer"
## [2812] "Down"
## [2815] "miniature"
## [2818] "Take"
## [2821] "tea"
## [2824] "presently"
## [2827] "kissed"
## [2830] "paper"
## [2833] "authority"
## [2836] "unison"
## [2839] "satisfactory"
## [2842] "joke"
## [2845] "turning"
## [2848] "repeat"

"systems"
"resumed"
"inconstancy"
"admit"
"refinements"
"speak"
"inforced"
"stopt"
"concerned"
"connect"
"walking"
"extravagant"
"bred"
"considering"
"servant"
"hesitation"
"groom"
"gallop"
"dream"
"affair"
"merest"
"Seven"
"impropriety"
"Opposition"
"indulgent"
"tempt"
"faithful"
"apparent"
"Queen"
"sentence"
"Christian"
"discover"
"light"
"wore"
"lock"
"cut"
"whispering"
"scissors"
"folded"
"pocket-book"
"withhold"
"Margaret's"
"attacked"
"sincerely"
"red"
"pray"

"nought"
"objections"
"perverseness"
"attachment's"
"succeeded"
"experience"
"series"
"rise"
"escape"
"disastrous"
"communicated"
"testimony"
"carry"
"alter"
"build"
"intends"
"arrives"
"Most"
"comprehend"
"refused"
"lately"
"insufficient"
"wisest"
"appeal"
"consented"
"imprudent"
"low"
"expressing"
"Mab"
"pronouncing"
"decided"
"placed"
"High-church"
"neck"
"hair"
"Last"
"fast"
"tumbled"
"white"
"stated"
"credit"
"sagacity"
"standing"
"harm"
"angry"
"gentleman's"
[2851] "ma'am"

[2854] "profession"

[2857] "begins"

[2860] "observing"

[2863] "ladyship's"

[2866] "opened"

[2869] "thus"

[2872] "fell"

[2875] "twelve"

[2878] "strict"

[2881] "noble"

[2884] "provisions"

[2887] "bold"

[2890] "excursion"

[2893] "frightened"

[2896] "dispersing"

[2899] "humour"

[2902] "Among"

[2905] "bad"

[2908] "Avignon"

[2911] "Come"

[2914] "recollect"

[2917] "colouring"

[2920] "fear"

[2923] "write"

[2926] "later"

[2929] "guineas"

[2932] "Careys"

[2935] "purpose"

[2938] "obliging"

[2941] "men's"

[2944] "horseback"

[2947] "complaints"

[2950] "restrained"

[2953] "exultingly"

[2956] "Colonel's"

[2959] "stare"

[2962] "procure"

[2965] "drove"

[2968] "dance"

[2971] "elder"

[2974] "coloured"

[2977] "new-furnished"

[2980] "propose"

[2983] "enquired"

[2986] "pleasantness"

"guess"

"invention"

"F"

"rained"

"inelegant"

"piano-forte"

"amidst"

"recover"

"brother-in-law"

"orders"

"sail"

"carriages"

"undertaking"

"Whitwell"

"go"

"across"

"hardships"

"changed"

"None"

"town"

"won't"

"daughter's"

"requires"

"admittance"

"note"

"invented"

"writing"

"Newton"

"disappointing"

"uncertain"

"ashamed"

"Honiton"

"lamentations"

"universally"

"Can"

"shocking"

"concluding"

"ordered"

"drive"

"nearly"

"sat"

"Impudence"

"method"

"Smith"

"doubting"

"evince"

"curate"

"dead"

"grateful"

"interruption"

"mindful"

"sit"

"endeavours"

"following"

"proprietor"

"grounds"

"morning's"

"complete"

"13"

"fatigued"

"assembled"

"sun"

"While"

"Nobody"

"thank"

"discompose"

"madam"

"Whom"

"attendance"

"blow"

"shook"

"trick"

"persuading"

"walked"

"conveniently"

"pry"

"announced"

"bowed"

"hitherto"

"provoking"

"Williams"

"lowering"

"consultation"

"happier"

"lanes"

"contentment"

"leant"

"WHERE"

"unlikely"

"dining-room"

"pleasanter"

"acting"
<table>
  <tbody>
    <tr>
      <td>[2989]</td>
      <td>"impertinent"</td>
    </tr>
    <tr>
      <td>[2992]</td>
      <td>"blushed"</td>
    </tr>
    <tr>
      <td>[2995]</td>
      <td>"gratifying"</td>
    </tr>
    <tr>
      <td>[2998]</td>
      <td>"charming"</td>
    </tr>
    <tr>
      <td>[3001]</td>
      <td>"corner"</td>
    </tr>
    <tr>
      <td>[3004]</td>
      <td>"wood"</td>
    </tr>
    <tr>
      <td>[3007]</td>
      <td>"newly"</td>
    </tr>
    <tr>
      <td>[3010]</td>
      <td>"Could"</td>
    </tr>
    <tr>
      <td>[3013]</td>
      <td>"termination"</td>
    </tr>
    <tr>
      <td>[3016]</td>
      <td>"filled"</td>
    </tr>
    <tr>
      <td>[3019]</td>
      <td>"goings"</td>
    </tr>
    <tr>
      <td>[3022]</td>
      <td>"befallen"</td>
    </tr>
    <tr>
      <td>[3025]</td>
      <td>"reckoned"</td>
    </tr>
    <tr>
      <td>[3028]</td>
      <td>"bye"</td>
    </tr>
    <tr>
      <td>[3031]</td>
      <td>"ill"</td>
    </tr>
    <tr>
      <td>[3034]</td>
      <td>"NOW"</td>
    </tr>
    <tr>
      <td>[3037]</td>
      <td>"varying"</td>
    </tr>
    <tr>
      <td>[3040]</td>
      <td>"seeming"</td>
    </tr>
    <tr>
      <td>[3043]</td>
      <td>"variety"</td>
    </tr>
    <tr>
      <td>[3046]</td>
      <td>"acknowledge"</td>
    </tr>
    <tr>
      <td>[3049]</td>
      <td>"poverty"</td>
    </tr>
    <tr>
      <td>[3052]</td>
      <td>"relative"</td>
    </tr>
    <tr>
      <td>[3055]</td>
      <td>"expressive"</td>
    </tr>
    <tr>
      <td>[3058]</td>
      <td>"lover's"</td>
    </tr>
    <tr>
      <td>[3061]</td>
      <td>"exclaimed"</td>
    </tr>
    <tr>
      <td>[3064]</td>
      <td>"stone"</td>
    </tr>
    <tr>
      <td>[3067]</td>
      <td>"Thank"</td>
    </tr>
    <tr>
      <td>[3070]</td>
      <td>"Depend"</td>
    </tr>
    <tr>
      <td>[3073]</td>
      <td>"uselessly"</td>
    </tr>
    <tr>
      <td>[3076]</td>
      <td>"defect"</td>
    </tr>
    <tr>
      <td>[3079]</td>
      <td>"exact"</td>
    </tr>
    <tr>
      <td>[3082]</td>
      <td>"tone"</td>
    </tr>
    <tr>
      <td>[3085]</td>
      <td>"flatter"</td>
    </tr>
    <tr>
      <td>[3088]</td>
      <td>"broader"</td>
    </tr>
    <tr>
      <td>[3091]</td>
      <td>"endear"</td>
    </tr>
    <tr>
      <td>[3094]</td>
      <td>"denoted"</td>
    </tr>
    <tr>
      <td>[3097]</td>
      <td>"prescience"</td>
    </tr>
    <tr>
      <td>[3100]</td>
      <td>"imaginary"</td>
    </tr>
    <tr>
      <td>[3103]</td>
      <td>"apartment"</td>
    </tr>
    <tr>
      <td>[3106]</td>
      <td>"makes"</td>
    </tr>
    <tr>
      <td>[3109]</td>
      <td>"unchanged"</td>
    </tr>
    <tr>
      <td>[3112]</td>
      <td>"excused"</td>
    </tr>
    <tr>
      <td>[3115]</td>
      <td>"foreseen"</td>
    </tr>
    <tr>
      <td>[3118]</td>
      <td>"handkerchief"</td>
    </tr>
    <tr>
      <td>[3121]</td>
      <td>"leaning"</td>
    </tr>
    <tr>
      <td>[3124]</td>
      <td>"partook"</td>
    </tr>
  </tbody>
</table>

<table>
  <tbody>
    <tr>
      <td>"remarks"</td>
      <td>"Smith's"</td>
    </tr>
    <tr>
      <td>"hint"</td>
      <td>"visibly"</td>
    </tr>
    <tr>
      <td>"WAS"</td>
      <td>"ill-judged"</td>
    </tr>
    <tr>
      <td>"nice"</td>
      <td>"modern"</td>
    </tr>
    <tr>
      <td>"sides"</td>
      <td>"bowling-green"</td>
    </tr>
    <tr>
      <td>"church"</td>
      <td>"admired"</td>
    </tr>
    <tr>
      <td>"pleasantest"</td>
      <td>"summer-rooms"</td>
    </tr>
    <tr>
      <td>"listened"</td>
      <td>"14"</td>
    </tr>
    <tr>
      <td>"steadiness"</td>
      <td>"concealing"</td>
    </tr>
    <tr>
      <td>"wonderer"</td>
      <td>"comings"</td>
    </tr>
    <tr>
      <td>"intermission"</td>
      <td>"distress"</td>
    </tr>
    <tr>
      <td>"determination"</td>
      <td>"Delaford"</td>
    </tr>
    <tr>
      <td>"sadly"</td>
      <td>"involved"</td>
    </tr>
    <tr>
      <td>"conscious"</td>
      <td>"May"</td>
    </tr>
    <tr>
      <td>"sickly"</td>
      <td>"wager"</td>
    </tr>
    <tr>
      <td>"cleared"</td>
      <td>"bargain"</td>
    </tr>
    <tr>
      <td>"fresh"</td>
      <td>"conjecture"</td>
    </tr>
    <tr>
      <td>"probable"</td>
      <td>"bestow"</td>
    </tr>
    <tr>
      <td>"speculation"</td>
      <td>"incompatible"</td>
    </tr>
    <tr>
      <td>"rated"</td>
      <td>"complained"</td>
    </tr>
    <tr>
      <td>"secrecy"</td>
      <td>"maintained"</td>
    </tr>
    <tr>
      <td>"contradictory"</td>
      <td>"practice"</td>
    </tr>
    <tr>
      <td>"distinguishing"</td>
      <td>"tenderness"</td>
    </tr>
    <tr>
      <td>"ending"</td>
      <td>"happening"</td>
    </tr>
    <tr>
      <td>"Improve"</td>
      <td>"Not"</td>
    </tr>
    <tr>
      <td>"inch"</td>
      <td>"alarmed"</td>
    </tr>
    <tr>
      <td>"sacrifice"</td>
      <td>"local"</td>
    </tr>
    <tr>
      <td>"unemployed"</td>
      <td>"accounts"</td>
    </tr>
    <tr>
      <td>"dispose"</td>
      <td>"attached"</td>
    </tr>
    <tr>
      <td>"pull"</td>
      <td>"Combe"</td>
    </tr>
    <tr>
      <td>"kitchen"</td>
      <td>"smokes"</td>
    </tr>
    <tr>
      <td>"INconvenience"</td>
      <td>"variation"</td>
    </tr>
    <tr>
      <td>"disadvantage"</td>
      <td>"rooms"</td>
    </tr>
    <tr>
      <td>"staircase"</td>
      <td>"hereafter"</td>
    </tr>
    <tr>
      <td>"possibly"</td>
      <td>"plainly"</td>
    </tr>
    <tr>
      <td>"inhabited"</td>
      <td>"grievings"</td>
    </tr>
    <tr>
      <td>"Must"</td>
      <td>"lowered"</td>
    </tr>
    <tr>
      <td>"degrade"</td>
      <td>"pass"</td>
    </tr>
    <tr>
      <td>"handsomest"</td>
      <td>"dimensions"</td>
    </tr>
    <tr>
      <td>"Extend"</td>
      <td>"Tell"</td>
    </tr>
    <tr>
      <td>"Shall"</td>
      <td>"15"</td>
    </tr>
    <tr>
      <td>"pretext"</td>
      <td>"absent"</td>
    </tr>
    <tr>
      <td>"foresight"</td>
      <td>"apparently"</td>
    </tr>
    <tr>
      <td>"noticing"</td>
      <td>"Surprised"</td>
    </tr>
    <tr>
      <td>"mantel-piece"</td>
      <td>"shewed"</td>
    </tr>
    <tr>
      <td>"over-powered"</td>
      <td>"trying"</td>
    </tr>
  </tbody>
</table>
<table>
  <tbody>
    <tr>
      <td>[3127]</td>
      <td>"forced"</td>
      <td>"Disappointment"</td>
      <td>"exercised"</td>
    </tr>
    <tr>
      <td>[3130]</td>
      <td>"London"</td>
      <td>"dispatches"</td>
      <td>"exhilaration"</td>
    </tr>
    <tr>
      <td>[3133]</td>
      <td>"Almost"</td>
      <td>"returning"</td>
      <td>"wait"</td>
    </tr>
    <tr>
      <td>[3136]</td>
      <td>"press"</td>
      <td>"confusedly"</td>
      <td>"broken"</td>
    </tr>
    <tr>
      <td>[3139]</td>
      <td>"linger"</td>
      <td>"torment"</td>
      <td>"minute"</td>
    </tr>
    <tr>
      <td>[3142]</td>
      <td>"speech"</td>
      <td>"solitude"</td>
      <td>"uneasiness"</td>
    </tr>
    <tr>
      <td>[3145]</td>
      <td>"distrust"</td>
      <td>"affectation"</td>
      <td>"unwillingness"</td>
    </tr>
    <tr>
      <td>[3148]</td>
      <td>"accept"</td>
      <td>"backwardness"</td>
      <td>"disturbed"</td>
    </tr>
    <tr>
      <td>[3151]</td>
      <td>"feared"</td>
      <td>"quarrel"</td>
      <td>"indubitable"</td>
    </tr>
    <tr>
      <td>[3154]</td>
      <td>"tenderest"</td>
      <td>"relief"</td>
      <td>"feeding"</td>
    </tr>
    <tr>
      <td>[3157]</td>
      <td>"duty"</td>
      <td>"uncheerful"</td>
      <td>"Our"</td>
    </tr>
    <tr>
      <td>[3160]</td>
      <td>"work"</td>
      <td>"travel"</td>
      <td>"Gone"</td>
    </tr>
    <tr>
      <td>[3163]</td>
      <td>"intending"</td>
      <td>"owned"</td>
      <td>"behave"</td>
    </tr>
    <tr>
      <td>[3166]</td>
      <td>"quarrelled"</td>
      <td>"ME"</td>
      <td>"trust"</td>
    </tr>
    <tr>
      <td>[3169]</td>
      <td>"suspects"</td>
      <td>"disapproves"</td>
      <td>"sends"</td>
    </tr>
    <tr>
      <td>[3172]</td>
      <td>"transact"</td>
      <td>"dismiss"</td>
      <td>"DOES"</td>
    </tr>
    <tr>
      <td>[3175]</td>
      <td>"dares"</td>
      <td>"feels"</td>
      <td>"listen"</td>
    </tr>
    <tr>
      <td>[3178]</td>
      <td>"cavil"</td>
      <td>"anticipated"</td>
      <td>"guilt"</td>
    </tr>
    <tr>
      <td>[3181]</td>
      <td>"apology"</td>
      <td>"blameable"</td>
      <td>"inadvertence"</td>
    </tr>
    <tr>
      <td>[3184]</td>
      <td>"depressed"</td>
      <td>"recent"</td>
      <td>"probabilities"</td>
    </tr>
    <tr>
      <td>[3187]</td>
      <td>"certainties"</td>
      <td>"due"</td>
      <td>"possibility"</td>
    </tr>
    <tr>
      <td>[3190]</td>
      <td>"unavoidably"</td>
      <td>"inevitable"</td>
      <td>"witnessed"</td>
    </tr>
    <tr>
      <td>[3193]</td>
      <td>"urged"</td>
      <td>"allowances"</td>
      <td>"candid"</td>
    </tr>
    <tr>
      <td>[3196]</td>
      <td>"Secrecy"</td>
      <td>"wondering"</td>
      <td>"practiced"</td>
    </tr>
    <tr>
      <td>[3199]</td>
      <td>"blame"</td>
      <td>"departing"</td>
      <td>"deviation"</td>
    </tr>
    <tr>
      <td>[3202]</td>
      <td>"acquitted"</td>
      <td>"ARE"</td>
      <td>"expedient"</td>
    </tr>
    <tr>
      <td>[3205]</td>
      <td>"Concealing"</td>
      <td>"accuse"</td>
      <td>"reproaching"</td>
    </tr>
    <tr>
      <td>[3208]</td>
      <td>"incautiousness"</td>
      <td>"syllable"</td>
      <td>"syllables"</td>
    </tr>
    <tr>
      <td>[3211]</td>
      <td>"actions"</td>
      <td>"nearest"</td>
      <td>"Have"</td>
    </tr>
    <tr>
      <td>[3214]</td>
      <td>"daily"</td>
      <td>"looks"</td>
      <td>"occur"</td>
    </tr>
    <tr>
      <td>[3217]</td>
      <td>"telling"</td>
      <td>"confidence"</td>
      <td>"outweighs"</td>
    </tr>
    <tr>
      <td>[3220]</td>
      <td>"wretchedly"</td>
      <td>"carelessness"</td>
      <td>"attribute"</td>
    </tr>
    <tr>
      <td>[3223]</td>
      <td>"doubts"</td>
      <td>"fainters"</td>
      <td>"correspond"</td>
    </tr>
    <tr>
      <td>[3226]</td>
      <td>"mighty"</td>
      <td>"concession"</td>
      <td>"altar"</td>
    </tr>
    <tr>
      <td>[3229]</td>
      <td>"Ungracious"</td>
      <td>"uniformly"</td>
      <td>"inconsistency"</td>
    </tr>
    <tr>
      <td>[3232]</td>
      <td>"create"</td>
      <td>"integrity"</td>
      <td>"involuntary"</td>
    </tr>
    <tr>
      <td>[3235]</td>
      <td>"startled"</td>
      <td>"cordiality"</td>
      <td>"affairs"</td>
    </tr>
    <tr>
      <td>[3238]</td>
      <td>"resist"</td>
      <td>"temptation"</td>
      <td>"ungenerous"</td>
    </tr>
    <tr>
      <td>[3241]</td>
      <td>"suspicious"</td>
      <td>"embarrassed"</td>
      <td>"plain"</td>
    </tr>
    <tr>
      <td>[3244]</td>
      <td>"avowal"</td>
      <td>"consistent"</td>
      <td>"foundation"</td>
    </tr>
    <tr>
      <td>[3247]</td>
      <td>"deserve"</td>
      <td>"WE"</td>
      <td>"stranger"</td>
    </tr>
    <tr>
      <td>[3250]</td>
      <td>"independently"</td>
      <td>"odd"</td>
      <td>"acknowledging"</td>
    </tr>
    <tr>
      <td>[3253]</td>
      <td>"prosperously"</td>
      <td>"begun"</td>
      <td>"liberty"</td>
    </tr>
    <tr>
      <td>[3256]</td>
      <td>"representations"</td>
      <td>"swollen"</td>
      <td>"avoided"</td>
    </tr>
    <tr>
      <td>[3259]</td>
      <td>"silently"</td>
      <td>"pressing"</td>
      <td>"fortitude"</td>
    </tr>
    <tr>
      <td>[3262]</td>
      <td>"slightest"</td>
      <td>"instant"</td>
      <td>"anxiously"</td>
    </tr>
  </tbody>
</table>
<table>
  <tr>
    <td>[3265]</td>
    <td>"16"</td>
    <td>"inexcusable"</td>
    <td>"sleep"</td>
  </tr>
  <tr>
    <td>[3268]</td>
    <td>"risen"</td>
    <td>"bed"</td>
    <td>"repose"</td>
  </tr>
  <tr>
    <td>[3271]</td>
    <td>"incurring"</td>
    <td>"awake"</td>
    <td>"wept"</td>
  </tr>
  <tr>
    <td>[3274]</td>
    <td>"headache"</td>
    <td>"nourishment"</td>
    <td>"forbidding"</td>
  </tr>
  <tr>
    <td>[3277]</td>
    <td>"potent"</td>
    <td>"indulging"</td>
    <td>"crying"</td>
  </tr>
  <tr>
    <td>[3280]</td>
    <td>"reverse"</td>
    <td>"used"</td>
    <td>"voices"</td>
  </tr>
  <tr>
    <td>[3283]</td>
    <td>"oftenest"</td>
    <td>"gazing"</td>
    <td>"line"</td>
  </tr>
  <tr>
    <td>[3286]</td>
    <td>"sadness"</td>
    <td>"applied"</td>
    <td>"alternately"</td>
  </tr>
  <tr>
    <td>[3289]</td>
    <td>"singing"</td>
    <td>"suspended"</td>
    <td>"courted"</td>
  </tr>
  <tr>
    <td>[3292]</td>
    <td>"sunk"</td>
    <td>"calmer"</td>
    <td>"solitary"</td>
  </tr>
  <tr>
    <td>[3295]</td>
    <td>"meditations"</td>
    <td>"effusions"</td>
    <td>"explanations"</td>
  </tr>
  <tr>
    <td>[3298]</td>
    <td>"fetches"</td>
    <td>"carries"</td>
    <td>"correspondence"</td>
  </tr>
  <tr>
    <td>[3301]</td>
    <td>"hands"</td>
    <td>"motive"</td>
    <td>"mystery"</td>
  </tr>
  <tr>
    <td>[3304]</td>
    <td>"suggesting"</td>
    <td>"Supposing"</td>
    <td>"inflict"</td>
  </tr>
  <tr>
    <td>[3307]</td>
    <td>"forcing"</td>
    <td>"confession"</td>
    <td>"unacknowledged"</td>
  </tr>
  <tr>
    <td>[3310]</td>
    <td>"dearly"</td>
    <td>"loves"</td>
    <td>"revealment"</td>
  </tr>
  <tr>
    <td>[3313]</td>
    <td>"denial"</td>
    <td>"overstrained"</td>
    <td>"vain"</td>
  </tr>
  <tr>
    <td>[3316]</td>
    <td>"delicacy"</td>
    <td>"witticisms"</td>
    <td>"volume"</td>
  </tr>
  <tr>
    <td>[3319]</td>
    <td>"Shakespeare"</td>
    <td>"Hamlet"</td>
    <td>"Months"</td>
  </tr>
  <tr>
    <td>[3322]</td>
    <td>"reply"</td>
    <td>"instead"</td>
    <td>"wandering"</td>
  </tr>
  <tr>
    <td>[3325]</td>
    <td>"Hitherto"</td>
    <td>"carefully"</td>
    <td>"rambles"</td>
  </tr>
  <tr>
    <td>[3328]</td>
    <td>"stole"</td>
    <td>"speedy"</td>
    <td>"climbing"</td>
  </tr>
  <tr>
    <td>[3331]</td>
    <td>"exertions"</td>
    <td>"disapproved"</td>
    <td>"seclusion"</td>
  </tr>
  <tr>
    <td>[3334]</td>
    <td>"road"</td>
    <td>"MIND"</td>
    <td>"controlled"</td>
  </tr>
  <tr>
    <td>[3337]</td>
    <td>"gaining"</td>
    <td>"Beyond"</td>
    <td>"stretch"</td>
  </tr>
  <tr>
    <td>[3340]</td>
    <td>"travelled"</td>
    <td>"reaching"</td>
    <td>"stopped"</td>
  </tr>
  <tr>
    <td>[3343]</td>
    <td>"reach"</td>
    <td>"Amongst"</td>
    <td>"scene"</td>
  </tr>
  <tr>
    <td>[3346]</td>
    <td>"riding"</td>
    <td>"distinguish"</td>
    <td>"rapturously"</td>
  </tr>
  <tr>
    <td>[3349]</td>
    <td>"hastening"</td>
    <td>"coat"</td>
    <td>"screen"</td>
  </tr>
  <tr>
    <td>[3352]</td>
    <td>"particularity"</td>
    <td>"quickened"</td>
    <td>"pace"</td>
  </tr>
  <tr>
    <td>[3355]</td>
    <td>"abruptly"</td>
    <td>"hurrying"</td>
    <td>"third"</td>
  </tr>
  <tr>
    <td>[3358]</td>
    <td>"forgiven"</td>
    <td>"dispersed"</td>
    <td>"forgot"</td>
  </tr>
  <tr>
    <td>[3361]</td>
    <td>"dismounted"</td>
    <td>"continuation"</td>
    <td>"coldness"</td>
  </tr>
  <tr>
    <td>[3364]</td>
    <td>"deficiency"</td>
    <td>"confused"</td>
    <td>"ended"</td>
  </tr>
  <tr>
    <td>[3367]</td>
    <td>"sufficiently"</td>
    <td>"elect"</td>
    <td>"Plymouth"</td>
  </tr>
  <tr>
    <td>[3370]</td>
    <td>"month"</td>
    <td>"thickly"</td>
    <td>"leaves"</td>
  </tr>
  <tr>
    <td>[3373]</td>
    <td>"transporting"</td>
    <td>"showers"</td>
    <td>"altogether"</td>
  </tr>
  <tr>
    <td>[3376]</td>
    <td>"inspired"</td>
    <td>"nuisance"</td>
    <td>"swept"</td>
  </tr>
  <tr>
    <td>[3379]</td>
    <td>"passion"</td>
    <td>"shared"</td>
    <td>"SOMETIMES"</td>
  </tr>
  <tr>
    <td>[3382]</td>
    <td>"reverie"</td>
    <td>"rousing"</td>
    <td>"Look"</td>
  </tr>
  <tr>
    <td>[3385]</td>
    <td>"tranquil"</td>
    <td>"equals"</td>
    <td>"plantations"</td>
  </tr>
  <tr>
    <td>[3388]</td>
    <td>"farthest"</td>
    <td>"rises"</td>
    <td>"grandeur"</td>
  </tr>
  <tr>
    <td>[3391]</td>
    <td>"bottoms"</td>
    <td>"Because"</td>
    <td>"lane"</td>
  </tr>
  <tr>
    <td>[3394]</td>
    <td>"situated"</td>
    <td>"friendliest"</td>
    <td>"owed"</td>
  </tr>
  <tr>
    <td>[3397]</td>
    <td>"directing"</td>
    <td>"endeavoured"</td>
    <td>"conveniences"</td>
  </tr>
  <tr>
    <td>[3400]</td>
    <td>"c"</td>
    <td>"extorting"</td>
    <td>"mortified"</td>
  </tr>
</table>
[3403] "regulate"

[3406] "17"

[3409] "reanimate"

[3412] "indignant"

[3415] "public"

[3418] "Heaven"

[3421] "Strange"

[3424] "self"

[3427] "external"

[3430] "guessed"

[3433] "describing"

[3436] "Hunters"

[3439] "somebody"

[3442] "cheeks"

[3445] "insufficiency"

[3448] "booksellers"

[3451] "commission"

[3454] "content"

[3457] "falling"

[3460] "tree"

[3463] "willing"

[3466] "offend"

[3469] "collection"

[3472] "heirs"

[3475] "maxim"

[3478] "altered"

[3481] "Nor"

[3484] "mistakes"

[3487] "ingenious"

[3490] "originated"

[3493] "oneself"

[3496] "subservient"

[3499] "confound"

[3502] "conform"

[3505] "negligent"

[3508] "inattention"

[3511] "Reserved"

[3514] "thoughtfulness"

[3517] "inspiring"

[3520] "intimated"

[3523] "upstairs"

[3526] "beginning"

[3529] "struck"

[3532] "irregular"

[3535] "soft"

[3538] "atmosphere"

"resentment"

"kindest"

"praised"

"parents"

"fame"

"eloquence"

"Grandeur"

"YOUR"

"eighteen"

"hunters"

"accurately"

"hunt"

"apiece"

"glowing"

"vanish"

"music-sellers"

"print"

"Thomson"

"unworthy"

"Should"

"disputes"

"loose"

"bulk"

"reward"

"presume"

"grown"

"talks"

"misapprehension"

"stupid"

"Sometimes"

"deliberate"

"neighbours"

"advised"

"Quite"

"awkwardness"

"Shyness"

"Am"

"fullest"

"reservedness"

"breakfast-room"

"parts"

"scenes"

"surfaces"

"rugged"

"medium"

"honestly"

"displeasure"

"extending"

"attributing"

"orator"

"famous"

"Greatness"

"competence"

"goes"

"TWO"

"smiled"

"Magna"

"novel"

"animation"

"unanimous"

"magnificent"

"print-shops"

"greatness"

"copy"

"tells"

"Forgive"

"recall"

"cash"

"laid"

"ablest"

"steadfast"

"gaiety"

"detected"

"fancying"

"deception"

"guided"

"judgments"

"aimed"

"adopt"

"foolishly"

"gentility"

"inferiority"

"calls"

"18"

"contradicted"

"promote"

"higher"

"minutely"

"uncouth"

"indistinct"

"hazy"

"timber"