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b'Summary'
2: Working with Analytical Data on Jupyter
b'Chapter 2: Working with Analytical Data on Jupyter'
b'Data scraping with a Python notebook'
b'Using heavy-duty data processing functions in Jupyter'
b'Using SciPy in Jupyter'
b'Expanding on panda data frames in Jupyter'
b'Summary'
3: Data Visualization and Prediction
b'Chapter 3: Data Visualization and Prediction'
b'Make a prediction using scikit-learn' b'Make
a prediction using R'
b'Interactive visualization'
b'Plotting using Plotly'
b'Creating a human density map'
b'Draw a histogram of social data'
b'Plotting 3D data'
b'Summary'
4: Data Mining and SQL Queries
b'Chapter 4: Data Mining and SQL Queries'
b'Special note for Windows installation'
b'Using Spark to analyze data'
b'Another MapReduce example'
b'Using SparkSession and SQL'
b'Combining datasets'
b'Loading JSON into Spark'
b'Using Spark pivot'
b'Summary'
5: R with Jupyter
b'Chapter 5: R with Jupyter'
b'How to set up R for Jupyter'
b'R data analysis of the 2016 US election demographics'
b'Analyzing 2016 voter registration and voting'
b'Analyzing changes in college admissions' b'Predicting
airplane arrival time'
b'Summary'
6: Data Wrangling
b'Chapter 6: Data Wrangling'
b'Reading a CSV file'
b'Reading another CSV file'
b'Manipulating data with dplyr'
b'Sampling a dataset' b'Tidying
up data with tidyr' b'Summary'
Contents
1: Jupyter and Data Science
b'Chapter 1: Jupyter and Data Science'
b'Jupyter concepts'
b'A first look at the Jupyter user interface'

8: Statistical Modeling
b'Chapter 8: Statistical Modeling'
b'Converting JSON to CSV'
b'Evaluating Yelp reviews'
b'Using Python to compare ratings'
b'Visualizing average ratings by cuisine'
b'Arbitrary search of ratings'
b'Determining relationships between number of ratings and ratings'
9: Machine Learning Using Jupyter
b'Chapter 9: Machine Learning Using Jupyter'
b'Naive Bayes'
b'Nearest neighbor estimator'
b'Decision trees'
b'Neural networks'
b'Random forests'
b'Summary'
10: Optimizing Jupyter Notebooks
b'Chapter 10: Optimizing Jupyter Notebooks'
b'Deploying notebooks'
b'Optimizing your script'
b'Monitoring Jupyter'
b'Caching your notebook'
b'Securing a notebook'
b'Scaling Jupyter Notebooks'
b'Sharing Jupyter Notebooks'
b'Converting a notebook'
b'Versioning a notebook'
b'Summary'
7: Jupyter Dashboards
b'Chapter 7: Jupyter Dashboards'
b'Visualizing glyph ready data'
b'Publishing a notebook'
b'Creating a Shiny dashboard'
b'Building standalone dashboards'
b'Summary'

Chapter 1. Jupyter and Data Science
The Jupyter product was derived from the IPython project. The IPython project was used to
provide interactive online access to Python. Over time it became useful to interact with other
programming languages, such as R, in the same manner. With this split from only Python, the
tool grew into its current manifestation of Jupyter. IPython is still an active tool available for use.
Jupyter is available as a web application for a wide variety of platforms. It can also be used on
your desktop/laptop over a wide variety of installations. In this book, we will be exploring using
Jupyter from a Windows PC and over the internet for other providers.
[1]

Jupyter concepts
Jupyter is organized around a few basic concepts:
Notebook: A collection of statements (in a language). For example, this could be a
complete R script that loads data, analyzes it, produces a graph, and records results
elsewhere.
Cell: the lowest granular piece of a Jupyter Notebook that can be worked with:
Current Cell: The current cell being edited or the one(s) selected
Kernel: each notebook is associated with a specific language implementation. The part of
Jupyter which processes the specific language involved is called a kernel.
[2]

A first look at the Jupyter user interface
We can jump right in and see what Jupyter has to offer. A Jupyter screen looks like this:
Note
So, Jupyter is deployed as a website that can be accessed on your machine (or can
be accessed like any other website across the internet).
We see the URL of the page, http://localhost:8888/tree. localhost is a pseudonym for a web
server running on your machine. The website we are accessing on the web server is in a tree
display. This is the default display. This conforms to the display of the projects within Jupyter.
Jupyter displays objects in a tree layout much like Windows File Explorer. The main page lists a
number of projects; each project is its own subdirectory and contains a further delineation of
content for each. Depending on where you start Jupyter, the existing contents of the current
directory will be included in the display as well.
Detailing the Jupyter tabs
On the web page, we have the soon to be familiar Jupyter logo and three tabs:
Files
Running
Clusters
The Files tab lists the objects available to Jupyter. The files used by Jupyter are stored as regular
files on your disk. Jupyter...
[3]

Summary
In this chapter, we looked into the details of the Jupyter user interface: what objects does it work
with, what actions can be taken by Jupyter, what does the display tell us about the data, and what
tools are available? Next, we looked at some real-life examples from industry showing R and
Python coding from several industries. Then we saw some of the ways to share our notebook
with other users and, correspondingly, how to protect our notebook with different security
mechanisms.
In the next chapter, we will see how far we can go using Python in a Jupyter Notebook.
[4]

Chapter 2. Working with Analytical Data on Jupyter
Jupyter does none of the heavy lifting for analyzing data: all the work is done by programs
written in a selected language. Jupyter provides the framework to run a variety of programming
language modules. So, we have a choice how we analyze data in Jupyter.
A popular choice for data analysis programming is Python. Jupyter does have complete support
for Python programming. We will look at a variety of programming solutions that might tax such
a support system and see how Jupyter fairs.
[5]

Data scraping with a Python notebook
A common tool for data analysis is gathering the data from a public source such as a website.
Python is adept at scraping websites for data. Here, we look at an example that loads stock price
information from Google Finance data.
In particular, given a stock symbol, we want to retrieve the last year of price ranges for that
symbol.
One of the pages on the Google Finance site will give the last years' worth of price data for a
security company. For example, if we were interested in the price points for Advanced Micro
Devices (AMD), we would enter the following URL:
https://www.google.com/finance/historical?q=NASDAQ:AMD
Here, NASDAQ is the stock exchange that carries the AMD security. On the resultant Google page,
there is a table of data points of interest, as seen in the following partial screenshot.
Like many sites that you will be attempting to access, there is a lot of other information on the
page as well, like headers and footers and ads, as you can see in the following screenshot. The
web pages are built for human readers. Fortunately, Google and these other companies realize
you are scraping...
[6]

Other documents randomly have
different content

"I was found and brought up by gypsies," said Mrs. Gilroy,
indifferently, "although I am not of Romany blood. But I learned a
few secrets from the Romany," added Mrs. Gilroy, her eyes flashing,
"and one of them relating to drabbing—if you know what that means
—may come in useful this day."
"What does drabbing mean?"
"It has to do with drows," said Mrs. Gilroy, laughing and rocking.
"I daresay you'll know the meaning of both words before the end of
this day." And she began to sing softly:—

"'The Romany cha,
And the Romany chal,
Shall jaw tasulor,
To drab the bawlor,
And dook the gry.'"
Durham thought that her illness had affected her head. He did
not say anything, but resolved to get her examination over as
quickly as possible. A clerk entered at the moment, carrying a
typewriting machine, which he set down on a small table near at
hand.
"I think it will be best that your words should be taken down by
the machine," said Durham, turning to Mrs. Gilroy, "as the writer can
keep up with your speech."
"As you please," said Mrs. Gilroy, coolly. "I have to sign my
statement in the presence of witnesses, you and this young man."
"But why do you——"
"There, there," said the woman, impatiently, "don't I tell you I
have very little strength left. Are you ready?"
"Yes, madam," said the clerk, who was addressed.
"Then don't interrupt. I am about to tell you strange things," and
she began forthwith, the clerk taking down all she said as quickly as
she spoke. Durham, pencil in hand, made a note occasionally.
"I am a foundling," said Mrs. Gilroy, smoothly and swiftly. "I was
picked up by some gypsies called Lovel, in the New Forest. I was

with them till I came of age. I was then a pretty girl. In our
wanderings we came to Hurseton. There I saw Walter Gore at a fair.
I did not know he was married, as we stopped at Hurseton only a
short time. We went away. Walter followed and said he loved me. He
married me at last. We went abroad—then came back to London.
When my child, Michael, was born, I learned the truth, for Walter
had deserted me. I went down to Hurseton to see Sir Simon. He
sent me to the States with Michael, my son. Walter sent me money."
"This is slightly different to what Michael said," remarked Durham.
"I understood that you never saw Sir Simon till you returned from
the States."
"Michael doesn't know everything," said Mrs. Gilroy, impatiently. "I
tell my own story in my own way. Do not interrupt. I remained in the
States for a long time. Then Walter died, and his true wife also. I
came to see Sir Simon again. He was sorry for me, and offered to
make me the housekeeper at Gore Hall, which should have been my
home, but he insisted that Michael should return to the States. My
boy did so, in charge of some friends. Sir Simon promised to give me
five hundred a year when he died, so that I could help my boy. He
only left me one hundred, the mean villain! I supported my son out
of my wages. He grew weary of the States and came to England. Sir
Simon was angry, but he got him a situation in London, on condition
that the boy never came to Hurseton. That was why no one knew
there was any one resembling Sir Bernard so closely. Well, in London
Michael fell in with Julius Beryl——"
"I know all that," said Durham, quickly. "Michael told me. I know
he was employed by Beryl to impersonate Bernard so that Sir
Simon's anger should be aroused."
"Well, then, you know a good deal," said Mrs. Gilroy, "but not all.
No, indeed," she added, smiling strangely, "not all."
"Tell me the events of that night, and how Beryl killed Sir Simon."

Mrs. Gilroy laughed again. "I am coming to that. You will be much
surprised when I tell you all. Bernard was in town as a soldier; Beryl
got Michael to masquerade. I never knew it was my own son who
courted Jane Riordan. Had I known, I should have put a stop to the
business. I really thought from the description given, that Jane's
lover was Bernard. I wanted Sir Simon, whom I told, to throw over
Bernard and let my son have the property. He would have done so,
but that Michael had forged a check——"
"I know about that also."
"Very good. We will pass that," said the woman. "Well, Sir Simon
was angry. I saw there was no chance for my boy, and cast about
how else to get the money for him. Beryl informed me that he
intended by means of the Red Window and Jerry to lure Bernard to
the Square, in the hope that when he saw the red light he would
come up and have a quarrel with his grandfather."
"What about?" asked Durham.
"About Bernard's supposed courting of the housemaid. That was
why Beryl employed my son to masquerade. He knew that Sir Simon
was a proud man, and would not readily forgive such a thing. He
knew Sir Simon was regretting his quarrel with Bernard, and wished
to give it renewed life. Well, then, Beryl arranged to go to the
theatre. He said he would come round after ten or near eleven to
see if the old man had quarrelled with Bernard. He hoped that he
would be able to get the order to turn Bernard out. He did not know,
though, at what time Bernard would arrive. But when he did, I was
to open the door to him."
"Jerry's whistle was to be the signal," said the lawyer.
"Yes. Then I was to show Bernard up, and the quarrel would then
take place."
"Beryl did not really intend murder, then?"

"Mr. Durham, you will harp on that," said Mrs. Gilroy, impatiently.
"Wait till I speak out. You see how matters were arranged for that
night. Miss Randolph and Beryl went to the theatre so that they
should not be mixed up in the quarrel."
"But Miss Randolph knew nothing?"
"Of course not. Beryl knew she was friendly to Bernard, and
wished her out of the way. For that reason, he took her to the
theatre. I then suggested to Sir Simon that probably Bernard knew
of the house from you, and might come back. Sir Simon had sent for
him to the kitchen, but my son, being afraid, ran away. Sir Simon
laughed at the idea of the red lamp, but he did not forbid my
arranging it. I got a lamp and placed it before the window. Then I
placed across the window a red bandana of Sir Simon's. From the
outside the signal could be plainly seen."
"What happened next?" asked Durham, while the typewriter
clicked in a most cheerful manner.
"Various things," retorted Mrs. Gilroy, "and not those you expect
to hear. I sat downstairs, waiting and working. Sir Simon was in the
room with the red light showing through the window. The trap was
laid. It only remained for Jerry to bring Bernard to fall into it. Shortly
before ten an Italian called."
"Bernard's uncle, Signor Tolomeo?"
"Yes. I knew him, and took him up to Sir Simon, thinking his
presence might make the quarrel worse. All Beryl and I wished to do
was to prevent Bernard and Sir Simon from becoming reconciled.
Well, Tolomeo saw Sir Simon, and while he was with him, my son
arrived. I asked him what he was doing there. He told me then that
he had been masquerading as Bernard, and informed me about the
check. He was afraid of trouble in connection with it, as by means of
it, Beryl held him in his power. He came to make a clean breast of it
to Sir Simon. I tried to stop him going up——"

"But why?" interrupted the lawyer, quickly.
"I had my own plans, with which Michael's presence interfered,"
said Mrs. Gilroy, coolly. "However, he would not be overruled, and
went up to see Sir Simon. The old man concealed Tolomeo behind a
curtain, and then quarrelled with Michael about the check. There
was a great row, as Sir Simon threatened to have Michael arrested.
In the middle of the quarrel Tolomeo came out. Michael took him for
a detective, and fled. He ran out before I could stop him. Then
Tolomeo departed also. I went up the stairs and implored Sir Simon
not to arrest my son. Then Beryl arrived nearly at the half hour."
"How did he enter?"
"Tolomeo, running after Michael, left the door open. Beryl tried to
pacify the old man. I remained in the room all the time——"
"Then you saw the murder."
"Wait a moment," said Mrs. Gilroy, rising in the excitement of her
tale. "Beryl and the old man quarrelled. Then Sir Simon told him to
go back to the theatre. Beryl, thinking he had offended Sir Simon
past recall, wept. Yes," said Mrs. Gilroy, with a sneer, "he cried like a
child. Sir Simon was disgusted. He snatched his handkerchief from
him, and threw it on the floor. Beryl was ordered out of the house
again. He left and went back to the theatre. The interview took only
a few minutes."
"But the murder?"
"I committed it," said Mrs. Gilroy, simply.
Durham and the clerk both jumped and stared.
"You?" said the lawyer.
"Yes," said Mrs. Gilroy, coolly. "You have been on the wrong tack
all along. You thought that Bernard killed Sir Simon—that my son did

so—that Tolomeo did so—that Beryl was guilty. But you were all
wrong. I, and none other, killed Sir Simon."
"You say this to save your son?"
"No. Tolomeo can prove that Sir Simon was alive when Michael
fled from the house. Beryl can prove that I was alone with Sir
Simon. I was late—the servants were in bed. I determined to kill the
old man."
"Why, in Heaven's name?"
"Because I saw that when Bernard came he would be arrested,
and there would be a chance for my son getting the money. Then Sir
Simon intended to have Michael arrested—I wished to stop that.
Then, again, for years Sir Simon had insulted and humiliated me. I
hated him fervently. Oh, I had plenty of reasons to kill the old brute.
I went downstairs and got the chloroform."
"Had you that ready?" asked Durham, horrified at this recital.
"Yes and no. I didn't buy it then. I always thought that Sir Simon
kept his will at the Hall, and I bought the chloroform months before,
hoping one night to make him insensible, so that I could look at the
will. But the chloroform was not wasted," said Mrs. Gilroy, with a
pale smile. "I brought it with me to town—always ready to watch for
my chance of rendering my master insensible and of reading the
will. I wanted to see if he left Michael anything, and if he had really
left me the five hundred he promised. Besides, in his death, I saw a
chance of getting rid of Bernard by hanging, and of having my son
acknowledged as the heir."
"But Beryl? You reckoned without Beryl?"
"No," said Mrs. Gilroy, calmly. "You forget the handkerchief. I took
that down with me, and soaked it with chloroform. I guessed that
the handkerchief would condemn Beryl, should it be necessary to

accuse any one. I did not foresee what would happen," added the
woman, impatiently. "I only acted as I saw things then. I came
upstairs, and while pretending to arrange Sir Simon's cushions, I
clapped the handkerchief over his mouth. He struggled for a long
time. It is not easy to chloroform people," said the woman,
pensively. "I thought they went off at once, but Sir Simon was some
time struggling."
"Go on—go on," said Durham in disgust. "Get this over."
Mrs. Gilroy laughed and drew her shawl tightly about her spare
figure.
"After he was insensible," she continued, "I strangled him with his
own handkerchief, after tying Beryl's handkerchief across his mouth.
I then went down and took my work up again while waiting for
Bernard."
Durham made a gesture of abhorrence. "You could work?"
"Why not?" said Mrs. Gilroy. "There was nothing else to do—the
old man was dead—the trap was set. All I had to do was to wait till
Bernard walked into it."
"Had you no regrets for that?"
"None. Bernard Gore robbed my boy of his birthright."
"Bernard was the eldest son, even though Michael had been born
in——"
"I know all about that," said Mrs. Gilroy, waving her hand, "spare
me your preaching. Is there anything more you wish to know?"
"About this plot to get the false will signed?"
"I knew little of that. I accused Bernard, and he escaped. Beryl
guessed I murdered the old man, but for his own sake he held his

tongue. I heard Bernard's whistle, or rather Jerry's, and went out
crying murder. The rest you know. Then I played my part. I left the
diary at the Hall for Miss Randolph to find, as I thought Tolomeo
might be accused. I fancied, as things turned out, it would be better
to have Bernard back, and get him to do something for Michael.
That was why I prepared the diary."
"It was a false entry?" said Durham, looking at her.
Mrs. Gilroy yawned. "Yes, it was. I prepared it, as I say. I am
getting very tired," she added. "Let me sign the paper and go."
"You must sign the paper, and you must be arrested," said
Durham.
"As you please," said Mrs. Gilroy, perfectly calmly. Then Durham
sent for Inspector Groom, and, pending his arrival, Mrs. Gilroy
signed the paper, with Durham and the clerk as witnesses. She then
fell asleep, and Durham went out to receive Groom. They talked
together for some time, then entered the room. Mrs. Gilroy was lying
on the floor in convulsions, and laughed when she saw them.
"Good Heavens!" cried Groom. "She has poisoned herself!"
"I have taken drows," gasped Mrs. Gilroy. "That's my dukkerin!"
and died hard.

CHAPTER XXIII
A YEAR LATER
It was midsummer, and Miss Berengaria's garden was a sight.
Such splendid colors, such magnificent blossoms, such triumphs of
the floricultural art, had never been seen outside the walls of a
flower show. The weather was exceedingly warm, and on this
particular day there was not a cloud in the sky. Miss Plantagenet
pottered about her garden, clipping and arranging as usual, and
seemed to be in the very best of spirits. And well she might be, for
this was a red-letter day with her.
Under the shade of a large elm-tree sat Durham, in the most
unprofessional tweed suit, and beside him, Alice, radiant in a white
dress. She looked particularly pretty, and her face was a most
becoming color. Every now and then she would glance at the watch
on her wrist, and Durham laughed as he saw how frequently she
referred to it.
"The train won't be here for another hour," he said, smiling. "You
will see Bernard soon enough, Miss Malleson."
"Oh, dear me," sighed Alice, "can I ever see him soon enough? It
seems like eleven years instead of eleven months since he went
away. I wish he hadn't gone."
"Well," said Durham, following with his eyes the spare little figure
of Miss Berengaria flitting about amongst the flowers, "I didn't
approve of it at the time, and I told Conniston so. But now I think it
was just as well Bernard did keep to his original intention and go to
the Front. It is advisable there should be an interval between the
new life and the old."

"The new life?" asked Alice, flushing.
"He is coming home to be married to you," said Durham.
"And with a bullet in his arm," sighed Alice. "I shall have to nurse
him back to health before we can marry."
"Miss Randolph will be occupied in the same pleasing task with
Conniston," replied Durham, lazily, "and I envy both my friends."
"You needn't," laughed Miss Malleson, opening her sunshade
which cast a delicate pink hue on her cheeks. "Poor Bernard has
been wounded and Lord Conniston has been down with enteric
fever."
"I am glad they have got off so easily. Bernard might have been
shot, you know."
Alice shuddered and grew pale. "Don't, Mr. Durham!"
"That was why I feared about his going out," said he. "I thought
it would be a pity, after all he passed through, that he should be
killed by a Boer bullet. But he has only temporarily lost the use of his
arm; he has been mentioned for gallantry in the despatches; and he
is coming home to marry the most charming girl in the world—I
quote from his own letter," finished Durham, smiling.
"And Lord Conniston?"
"He is coming also to marry Miss Randolph. Both weddings will
take place on the same day, and Conniston has escaped the dangers
of the war with a slight touch of fever. But why tell you all this—you
know it as well as I do."
"What's that?" asked Miss Berengaria, coming up to the pair.
"I was only discussing Miss Malleson's future life," said Durham.

"Ah," sighed the old lady, sitting down. "What I shall do without
her I don't know."
"Dear aunt," said Alice, kissing the faded cheek, "I shall not be far
away. The Hall is within visiting distance."
"That's all very well," said Miss Berengaria. "But Bernard will want
you all to himself, and small blame to him. What is the time?"
Alice glanced at her watch. "It's nearly three, and the train arrives
at half-past," she said. "Oh, I wish we could meet them."
"Not at all," rejoined Miss Berengaria, brusquely, "better wait here
with Lucy. She will be over soon. I don't want a scene of kissing and
weeping on the platform. But, I must say, I am glad both those boys
are back."
"You will have them as near neighbors, Miss Berengaria," said the
lawyer. "Bernard at Gore Hall and Conniston at the castle."
"I hope he and Lucy won't live there," said the old lady, rubbing
her nose. "A dreadfully damp place. I went over there the other day
to tell Mrs. Moon about Jerry."
"Have you had good reports of him?"
"So, so. The reformatory he was put into seems to be a good one,
and the boys are well looked after. But Jerry is a tree which will grow
crooked. He seems to have been giving a lot of trouble."
"Yet he was lucky to get off as he did," said Durham. "The judge
might have sent him to jail instead of into a reformatory."
"And he'll land in jail some day," said Alice, shaking her head. "At
least, Bernard seems to think so."
"I fancy Bernard is about right," replied Durham. "The lad is a
born criminal. I wonder how he inherited such a tainted nature."

Miss Berengaria sat up briskly. "I can tell you," she said. "Mrs.
Moon informed me that her son—Jerry's father—was a desperate
scamp, and also that several of her husband's people had come to
bad ends."
"To rope ends, I suppose, as Jerry will come," said Durham.
"However, he is safe for the next three years in his reformatory.
When he comes out, we will see what will happen. What about your
other protégé, Miss Berengaria."
"Michael Gilroy?"
"Yes. Has he taken that name for good?"
"He has. It's the only name he is entitled to. How glad I am that
the poor creature was acquitted after that dreadful trial. I am sure
there is good in him."
"So Bernard thought, and that was why he assisted him," said
Alice.
"I think you put in a good word for him, Miss Malleson."
Alice assented. "I was sorry for the poor fellow. While I nursed
him I saw much good in him. And, remember, that he had intended
to tell me who he was when he arrived, only he was so ill."
"And when he saw that you fancied he was Bernard, he accepted
the situation," said Durham, ironically. "I wonder he could have
thought you so easily taken in, knowing that you knew Bernard so
intimately."
"Well, I don't think he was quite himself during that illness," said
Alice, pensively. "Had he been better, he would certainly have
doubted the fact of aunty's and my beliefs. A few questions from
me, and he would have been exposed, even had I truly believed he
was Bernard."

"And he must have wondered how you never put the questions."
"Perhaps. But he thought I was considering his health. However,
he spoke up well at the trial, and quite explained Bernard's
innocence."
Durham shrugged his shoulders. "The serpent in the bamboo. He
was forced to be honest at the trial for his own sake."
"Don't be hard on him," said Miss Berengaria, suddenly. "I
received a letter from him yesterday. He is doing very well in
America, and with the money Bernard gave him he has bought a
farm. Also, he hopes to marry."
"I wonder will he tell his future wife anything of his past life."
"Not if he is wise," said Durham, looking at Alice, who had
spoken. "By the way, Miss Berengaria, does he mention his mother?"
"No," replied the old lady, promptly. "Drat you, Durham! why
should the boy mention his mother at this point? She has been dead
all these months. Poor soul! her end was a sad one. I never heard,
though, of what poison she died."
"A Romany poison they call drows," explained Durham, quickly.
"The gipsies use it to poison pigs."
"Why do they wish to poison pigs?"
"Because, if they kill a pig in that way, the farmer to whom it
belongs, thinking the animal has died a natural death, gives it to the
gipsies and they eat it."
"Ugh!" Miss Berengaria shuddered. "I'll look well after my own
pigs. So the poor creature killed herself with that drug?"
"I don't know that it is a drug," said Durham. "I can't explain
what it is. She hinted that I would know what drows meant before

the end of the day, and I did. While I was telling Inspector Groom
about her confession, she poisoned herself in my office. I thought
she was asleep, but she evidently was watching for her opportunity
to make away with herself."
"Ugh!" said Miss Berengaria, again. "I wonder you can bear to sit
in that office after such an occurrence."
"How lucky it was that she signed that confession before she
died," was the remark made by Alice.
"My dear young lady, she came especially to confess, so as to
save her son. She would not have died until she did confess."
"And if she had not suffered from that incurable disease, I doubt
if she would have committed suicide," said Miss Plantagenet.
"Oh, I think so," said Durham, reflectively. "After all, her
confession meant hanging to her. She wished to escape the
gallows."
"I am glad Bernard did," said Miss Berengaria, emphatically;
"even at the risk of all that scandal."
"It couldn't be kept out of the papers," said Durham, with a
shrug. "After all, Bernard's character had to be fully cleansed. It was
therefore necessary to tell the whole of Beryl's plot, to produce
Michael as an example of what Nature can do in the way of
resemblances, and to supplement the whole with Mrs. Gilroy's
confession."
"And a nice trouble there was over it," said the old lady, annoyed.
"I believe Bernard had a man calling on him who wished to write a
play about the affair—a new kind of 'Corsican Brothers.'"
"Or a new 'Comedy of Errors,'" said Alice, smiling. "Well, the
public learned everything and were sorry for Bernard. They cheered
him when he left the court."

"And would have been quite as ready to hiss him had things
turned out otherwise," snapped Miss Berengaria. "The man who
should have suffered was that wretch Beryl."
"We couldn't catch him," said Durham. "Victoria reached him on
that very night, and he cleared without loss of time. Of course, he
was afraid of being accused of the crime, although he knew he was
innocent, but, besides that, there was the conspiracy to get the
estate by means of the false will. By the way, did Mrs. Moon say
what had become of Victoria?"
Miss Berengaria nodded. "Victoria is down in Devonshire with an
aunt, and is being kept hard at work to take the bad out of her. I
understand she still believes in Jerry and will marry him when he
comes out of the reformatory. He will then be of a marriageable age,
the brat! But, regarding Beryl, what became of him?"
"I never could find out," confessed Durham.
"Then I can tell you, Durham. Michael saw him in New York."
"Where?"
"In some low slum, very ragged and poor. He didn't see Michael,
or he might have troubled him. He has taken to drink, I believe—
Beryl I mean—so some day he will die, and a nice fate awaits him
where he will go," said Miss Berengaria, grimly.
Durham rose and removed his straw hat. "Well," said he, looking
down on the two ladies, "the whole case is over and ended. I don't
see why we should revive such very unpleasant memories. The past
is past, so let it rest. Bernard has the title and the money and——"
"Here's Lucy," said Alice, rising. "Dear girl, how sweet she looks!"
It was indeed Lucy tripping across the lawn in the lightest of
summer frocks. She looked charming, and greeted Alice with a kiss.
"I am so anxious," she whispered. "The train will be in soon."

"You are anxious to see Conniston?" said Miss Berengaria.
"Yes. And I am also anxious to hand the Hall over to Bernard. I
have had a lot of trouble looking after it. Haven't I, Mr. Durham?"
Durham bowed. "You have been an admirable Lady of the Manor,"
he said. "But soon you will be Lady Conniston."
"And Alice will be Lady of the Manor," laughed Lucy. "Oh, by the
way, Mr. Durham, I forgot to tell you that Signor Tolomeo called at
the Hall yesterday. He thought Bernard was back, and came to thank
him for his allowing him an income."
"I thought he had gone back to Italy," said Durham.
"He is going next week, and talks of marriage."
"I don't envy his wife," said Miss Berengaria, rising. "Girls, come
into the house to see that everything is prepared for our heroes."
The girls laughed and tripped away. Durham left the garden and
drove to the station to fetch back Conniston and Bernard. They did
not come by that train, however, much to the disappointment of
those at the Bower. It was seven before they arrived, and then the
three ladies came out to meet them on the lawn.
"Dear Alice," said Bernard, who had his arm in a sling, but
otherwise looked what Conniston called "fit!", "how glad I am to see
you!"
"And you, Lucy," said Conniston, taking his sweetheart in his
arms.
"Really," cried Miss Berengaria, while Durham stood by laughing,
"it is most perplexing to assist at the meeting of a quartette of
lovers. Gore, how are you? Conniston, your fever has pulled you
down. I hope you have both sown your wild oats and have come
back to settle for good."

"With the most charming of wives," said Dick, bowing. "We have."
Miss Berengaria took Durham's arm. "I must look out a wife for
you, sir," she said, leading him to the house. "Come away and let the
turtle-doves coo alone. I expect dinner will be late."
And dinner was late. Conniston, with Lucy on his arm, strolled
away in the twilight, but Bernard and Alice remained under the elm.
When it grew quite dusk a red light was seen shining from the
window of the drawing-room. Gore pointed it out.
"That is the signal Lucy used to set in the window at the Hall to
show that all was well," he said, putting his unwounded arm round
the girl, "and now it gleams as a sign that there is a happy future for
you and I, dearest."
"A red light is a danger signal," said Alice, laughing.
"This is the exception that proves the rule," said Gore. "It once
led me into trouble, but now it shines upon me with my arms around
you. Thank Heaven that, after all our trouble, we are at last in
smooth waters. There's the gong for dinner."
Alice laughed. "A prosaic ending to a pretty speech," she said.

Transcriber Notes:
Throughout the dialogues, there were words used to mimic
accents of the speakers. Those words were retained as-is.
Errors in punctuation and inconsistent hyphenation were not
corrected unless otherwise noted.
On page 32, a quotation mark was added after "So as to
keep Bernard away,".
On page 37, "Good-by" was replaced with "Good-bye".
On page 39, "trees,and" was replaced with "trees, and".
On page 44, a quotation mark was added before "Mr.
Durham, we will see now".
On page 47, a quotation mark was added before "No! not at
present."
On page 48, "learnd" was replaced with "learned".
On page 61, the single quotation mark was deleted in "'What
do you mean?".
On page 65, "remembred" was replaced with "remembered".
On page 65, "prespiration" was replaced with "perspiration".
On page 71, "touhcing" was replaced with "touching".
On page 73, an extraneous quotation mark was removed
after "said Lucy."
On page 79, "appeared it" was replaced with "appeared in".
On page 95, "ten oclock" was replaced with "ten o'clock".
On page 99, "I will recive" was replaced with "I will receive".
On page 100, a quotation mark was added before "I go
down to-night".

On page 103, a period was removed after "BERNARD'S
ENEMIES".
On page 104, "that would sem" was replaced with "that
would seem".
On page 105, "in her spech" was replaced with "in her
speech".
On page 105, "behind him to tak" was replaced with "behind
him to take".
On page 106, "nohting" was replaced with "nothing".
On page 109, "alloted" was replaced with "allotted".
On page 112, a quotation mark was added before "With
regard to the commission".
On page 112, "beenfit" was replaced with "benefit".
On page 112, "innocnce" was replaced with "innocence".
On page 116, "brought" was replaced with "bought".
On page 119, a quotation mark was removed before "Where
is he now?".
On page 123, "Bit" was replaced with "Bite".
On page 147, "rougish" was replaced with "roguish".
On page 149, "rigns" was replaced with "rings".
On page 152, the double quotation marks around "to my
grandson." were replaced with single quotation marks, and a
double quotation mark was added after the second single
quotation mark.
On page 156, "cheerful companion would do you good." was
replaced with "A cheerful companion would do you good."
On page 160, a quotation mark was added after "Mrs.
Moon."
On page 163, "shouldres" was replaced with "shoulders".

On page 166, "nieghborhood" was replaced with
"neighborhood".
On page 169, "Good Bye" was replaced with "Good-bye".
On page 201, "michief" was replaced with "mischief".
On page 224, a quotation mark was added before "What do
you wish me to do?".
On page 233, a quotation mark was added before "I did not
catch him myself".
On page 242, "The" was replaced with "Then".
On page 249, "sadlly" was replaced with "sadly".
On page 252, "woudln't" was replaced with "wouldn't".
On page 253, "Berangaria" was replaced with "Berengaria".
On page 263, "Hs" was replaced with "He".
On page 264, "accesory" was replaced with "accessory".
On page 266, a quotation mark was added before "I will
confess".
On page 268, a quotation mark was added after
"administered".
On page 269, a quotation mark was removed before "When
the wire was written".
On page 285, a question mark was added after "my lord".
On page 290, "sursender" was replaced with "surrender".
On page 297, a quotation mark was added after "He has a
right to his father's name."
On page 306, "I was late" was replaced with "It was late".
On page 311, a period was added after "Mrs".
On page 317, a comma was added before "how glad I am to
see you!".

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