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I write a newsletter called Above Average, where I talk about the second-order insights behind everything that is happening in the big tech. If you are into tech and don’t want to be average, . subscribe to it Inferring is essentially a way to extract insights, sentiments, and trends using clever prompts while interacting with LLMs. Previously, before LLMs, each of these tasks would require their own models, training, and deployment & maintenance. But with the explosion of OpenAI and other LLMs, inference allows you to improve your products by leveraging LLMs, and you don’t have to be a data scientist or a machine learning engineer to do so. Let’s say you run an e-commerce website and want to extract the sentiment of customer reviews. You can do this using the following prompt. In this case, I am providing the review text and the prompt you can use on it. You can use your favorite way to run it against Open AI’s API. I took a real review from Amazon for a light box that I purchased for this example. Example 1: from openai import OpenAI
client = OpenAI()
client.api_key = 'YOUR_SECRET_KEY'

amazon_review = f"""
This softbox lighting system is a great value for the price. They were super easy to set and offer multiple types of lighting, with dimmer and remotes for each light. They are lightweight which means they can topple over if bumped. But that was an easy problem to solve. I just created some weights out of an old pair of socks and some dried beans. You could use rice or sand also. Or just buy sandbags. I like to DIY. Anywho, I highly recommend this lighting system.
"""

story = """
prompt = f"""
Identify the following items from the review text: 
- Sentiment (positive or negative)
- Is the reviewer expressing anger? (true or false)
- Item purchased by reviewer
- Company that made the item

The review is delimited with triple backticks. \
Format your response as a JSON object with \
"Sentiment", "Anger", "Item" and "Brand" as the keys.
If the information isn't present, use "unknown" \
as the value.
Make your response as short as possible.
Format the Anger value as a boolean.

Review text: '''{amazon_review}'''

"""

response = client.chat.completions.create(
  model="gpt-4",
  messages=[
    {
      "role": "user",
      "content": prompt
    }
  ],
  temperature=0,
  #max_tokens=64,
  #top_p=1
)

print(response.choices[0].message.content) The output I got is as follows: {“Sentiment”: “positive”, “Anger”: false, “Item”: “softbox lighting system”, “Brand”: “unknown”} This is a cool example showing the power of inferring using Open AI’s API. Now, Amazon is a large company that already uses AI to ship features, and one of the recent updates to the page seems to be about summarizing all the reviews under the product. Here is how it looks for the same product. Do you think it can be re-created using inferring across a set of customer reviews? I think so. If you are able to figure this out, reach me on and let me know. Twitter let's say you run a news website, and you want to find the topics an article is about without actually reading it. Can you do it using a Prompt and infer it? Yes, you can. Here is an example article from which I am inferring topics mentioned in that article. Example 2: from openai import OpenAI
client = OpenAI()
client.api_key = 'YOUR_SECRET_KEY'



article = """
It hasn't been the best start to 2024 for Elon Musk. The owner of X, formerly known as Twitter, appealed to YouTube's biggest star MrBeast to post his videos on the platform, and was promptly rejected.

On Dec. 30, 2023, MrBeast, whose real name is Jimmy Donaldson, posted on X to announce his latest video release was available on YouTube: "I uploaded, go watch or I'll drop kick you."

Donaldson had uploaded a 20-minute long video to YouTube, in which he chronicled spending a week in solitary confinement. These types of videos, in which Donaldson challenges either himself or an individual with an extreme task, have earned him worldwide notoriety. The social media mastermind earned an estimated $82 million in 2023, and with more than 225 million subscribers on his main channel alone, is the platform's biggest name.

After Donaldson posted the appeal to head to YouTube on X, one fan replied: "Upload on this platform too," which is when Elon Musk chimed in with: "Yeah."

Musk, the CEO of Tesla and owner of X, has been trying to drum up interest from video viewers since taking over the social media platform in 2022.

Schemes have included launching a media partnership with heiress Paris Hilton—which has since been axed—as well as streaming shows from the likes of former Fox star Tucker Carlson.

Musk, now with the help of CEO Linda Yaccarino, has also attempted to drum up revenue by launching premium subscription services on the site, which—among other things—allow for users to appear as "verified" and send DMs to other accounts.

The moves have been necessary after droves of advertisers left the site over fears their branding would appear beside unregulated content.

Musk, a fierce proponent of free speech, has refused to cow to concern from advertisers about how X will prevent their messages from reportedly appearing beside Nazi propaganda, for example.

But Musk's attempt to get MrBeast's content on his site—not even exclusively—was rebuffed by the creator.

Donaldson replied to Musk directly: "My videos cost millions to make and even if they got a billion views on X it wouldn’t fund a fraction of it :/ I’m down though to test stuff once monetization is really cranking!"

The polite rebuttal contrasts with the firm interest Donaldson had previously taken in Twitter. Indeed, Donaldson's bio still reads "X Super Official CEO," harking back to the times when speculation was rife about who would take over the day-to-day running of the platform from the ever-busy Musk.
"""

prompt = f"""
Determine five topics that are being discussed in the \
following text, which is delimited by triple backticks.

Make each item one or two words long. 

Format your response as a list of items separated by commas.

Text sample: '''{article}'''

"""

response = client.chat.completions.create(
  model="gpt-4",
  messages=[
    {
      "role": "user",
      "content": prompt
    }
  ],
  temperature=0,
  #max_tokens=64,
  #top_p=1
)

print(response.choices[0].message.content) Output is: Elon Musk, Social Media Platforms, YouTube Content, Advertising Concerns, Monetization Strategies Pretty accurate, right? Shopify App to summarize & extract insights from customer reviews. This app should be launched in the Shopify app store. I wouldn’t be surprised if Shopify launched this natively. Just using prompt engineering with open AI API, this would be an app that can be launched in a couple of days. AI PRODUCT IDEA ALERT: That’s it for day 3. Follow me on for the latest updates on 100 days of AI, or . Twitter bookmark this page Also published . here

100 Days of AI Day 3: Leveraging AI for Prompt Engineering and Inference

AI দিনের 100 দিন 3: প্রম্পট ইঞ্জিনিয়ারিং এবং ইনফরেন্সের জন্য AI ব্যবহার করা

100 Tage KI Tag 3: Nutzung von KI für schnelles Engineering und Inferenz

100 días de IA Día 3: Aprovechamiento de la IA para ingeniería e inferencia rápidas

100 jours d'IA Jour 3 : Tirer parti de l'IA pour une ingénierie et une inférence rapides

एआई के 100 दिन, दिन 3: त्वरित इंजीनियरिंग और अनुमान के लिए एआई का लाभ उठाना

100 日間の AI 3 日目: AI を活用して迅速なエンジニアリングと推論を行う

AI 100일 3일차: 신속한 엔지니어링 및 추론을 위해 AI 활용

100 dias de IA, dia 3: aproveitando a IA para engenharia e inferência imediatas

100 дней ИИ. День 3. Использование ИИ для оперативного проектирования и вывода

100 Günlük Yapay Zeka 3. Gün: Hızlı Mühendislik ve Çıkarım için Yapay Zekadan Yararlanma

100 ngày AI Ngày 3: Tận dụng AI cho Kỹ thuật và suy luận nhanh chóng

人工智能 100 天第 3 天：利用人工智能进行快速工程和推理

North and South by Elizabeth Cleghorn Gaskell, is part of the HackerNoon Books Series. You can jump to any chapter in this book . CHAPTER XLIX. here CHAPTER XLIX. BREATHING TRANQUILLITY. “And down the sunny beach she paces slowly, With many doubtful pauses by the way; Grief hath an influence so hushed and holy.” Hood. “Is not Margaret the heiress?” whispered Edith to her husband, as they were in their room alone at night after the sad journey to Oxford. She had pulled his tall head down, and stood upon tiptoe, and implored him not to be shocked, before she ventured to ask this question. Captain Lennox was, however, quite in the dark; if he had ever heard, he had forgotten; it could not be much that a Fellow of a small College had to leave; but he had never wanted her to pay for her board; and two hundred and fifty pounds a year was something ridiculous, considering that she did not take wine. Edith came down upon her feet a little bit sadder; with a romance blown to pieces. A week afterwards, she came prancing towards her husband, and made him a low curtsey: “I am right, and you are wrong, most noble Captain. Margaret has had a lawyer’s letter, and she is residuary legatee—the legacies being about two thousand pounds, and the remainder about forty thousand, at the present value of property in Milton.” “Indeed! and how does she take her good fortune?” “Oh, it seems she knew she was to have it all along; only she had no idea it was so much. She looks very white and pale, and says she’s afraid of it; but that’s nonsense, you know, and will soon go off. I left mamma pouring congratulations down her throat, and stole away to tell you.” It seemed to be supposed, by general consent, that the most natural thing was to consider Mr. Lennox henceforward as Margaret’s legal adviser. She was so entirely ignorant of all forms of business that in nearly everything she had to refer to him. He chose out her attorney; he came to her with papers to be signed. He was never so happy as when teaching her of what all these mysteries of the law were the signs and types. “Henry,” said Edith, one day, archly; “do you know what I hope and expect all these long conversations with Margaret will end in?” “No, I don’t,” said he, reddening. “And I desire you not to tell me.” “Oh, very well; then I need not tell Sholto not to ask Mr. Montagu so often to the house.” “Just as you choose,” said he with forced coolness. “What you are thinking of may or may not happen; but this time, before I commit myself, I will see my ground clear. Ask whom you choose. It may not be very civil, Edith, but if you meddle in it you will mar it. She has been very farouche with me for a long time; and is only just beginning to thaw a little from her Zenobia ways. She has the making of a Cleopatra in her, if only she were a little more pagan.” “For my part,” said Edith, a little maliciously, “I am very glad she is a Christian. I know so very few!” There was no Spain for Margaret that autumn; although to the last she hoped that some fortunate occasion would call Frederick to Paris, whither she could easily have met with a convoy. Instead of Cadiz, she had to content herself with Cromer. To that place her aunt Shaw and the Lennoxes were bound. They had all along wished her to accompany them, and, consequently, with their characters, they made but lazy efforts to forward her own separate wish. Perhaps Cromer was, in one sense of the expression, the best for her. She needed bodily strengthening and bracing as well as rest. Among other hopes that had vanished, was the hope, the trust she had had, that Mr. Bell would have given Mr. Thornton the simple facts of the family circumstances which had preceded the unfortunate accident that led to Leonards’ death. Whatever opinion—however changed it might be from what Mr. Thornton had once entertained, she had wished it to be based upon a true understanding of what she had done, and why she had done it. It would have been a pleasure to her: would have given her rest on a point on which she should now all her life be restless, unless she could resolve not to think upon it. It was now so long after the time of these occurrences, that there was no possible way of explaining them save the one which she had lost by Mr. Bell’s death. She might just submit, like many another, to be misunderstood; but, though reasoning herself into the belief that in this hers was no uncommon lot, her heart did not ache the less with longing that some time—years and years hence—before he died at any rate, he might know how much she had been tempted. She thought that she did not want to hear that all was explained to him, if only she could be sure that he would know. But this wish was vain, like so many others; and when she had schooled herself into this conviction, she turned with all her heart and strength to the life that lay immediately before her, and resolved to strive and make the best of that. She used to sit long hours upon the beach, gazing intently on the waves as they chafed with perpetual motion against the pebbly shore,—or she looked out upon the more distant heave, and sparkle against the sky, and heard, without being conscious of hearing, the eternal psalm, which went up continually. She was soothed without knowing how or why. Listlessly she sat there, on the ground, her hands clasped round her knees, while her aunt Shaw did small shoppings, and Edith and Captain Lennox rode far and wide on shore and inland. The nurses, sauntering on with their charges, would pass and repass her, and wonder in whispers what she could find to look at so long, day after day. And when the family gathered at dinner-time, Margaret was so silent and absorbed that Edith voted her moped, and hailed a proposal of her husband’s with great satisfaction, that Mr. Henry Lennox should be asked to take Cromer for a week, on his return from Scotland in October. But all this time for thought enabled Margaret to put events in their right places, as to origin and significance, both as regarded her past life and her future. Those hours by the seaside were not lost, as any one might have seen who had had the perception to read, or the care to understand, the look that Margaret’s face was gradually acquiring. Mr. Henry Lennox was excessively struck by the change. “The sea has done Miss Hale an immense deal of good, I should fancy,” said he, when she first left the room after his arrival in their family circle. “She looks ten years younger than she did in Harley Street.” “That’s the bonnet I got her!” said Edith, triumphantly. “I knew it would suit her the moment I saw it.” “I beg your pardon,” said Mr. Lennox, in the half-contemptuous, half-indulgent tone he generally used to Edith. “But I believe I know the difference between the charms of a dress and the charms of a woman. No mere bonnet would have made Miss Hale’s eyes so lustrous and yet so soft, or her lips so ripe and red—and her face altogether so full of peace and light.—She is like, and yet more,”—he dropped his voice,—“like the Margaret Hale of Helstone.” From this time the clever and ambitious man bent all his powers to gaining Margaret. He loved her sweet beauty. He saw the latent sweep of her mind, which could easily (he thought) be led to embrace all the objects on which he had set his heart. He looked upon her fortune only as a part of the complete and superb character of herself and her position; yet he was fully aware of the rise which it would immediately enable him, the poor barrister, to take. Eventually he would earn such success, and such honours, as would enable him to pay her back, with interest, that first advance in wealth which he should owe to her. He had been to Milton on business connected with her property, on his return from Scotland; and with the quick eye of a skilled lawyer, ready ever to take in and weigh contingencies, he had seen that much additional value was yearly accruing to the lands and tenements which she owned in that prosperous and increasing town. He was glad to find that the present relationship between Margaret and himself, of client and legal adviser, was gradually superseding the recollection of that unlucky, mismanaged day at Helstone. He had thus unusual opportunities of intimate intercourse with her, besides those that arose from the connection between the families. Margaret was only too willing to listen as long as he talked of Milton, though he had seen none of the people whom she more especially knew. It had been the tone with her aunt and cousin to speak of Milton with dislike and contempt; just such feelings as Margaret was ashamed to remember she had expressed and felt on first going to live there. But Mr. Lennox almost exceeded Margaret in his appreciation of the character of Milton and its inhabitants. Their energy, their power, their indomitable courage in struggling and fighting; their lurid vividness of existence, captivated and arrested his attention. He was never tired of talking about them; and had never perceived how selfish and material were too many of the ends they proposed to themselves as the result of all their mighty, untiring endeavour, till Margaret, even in the midst of her gratification, had the candour to point this out, as the tainting sin in so much that was noble and to be admired. Still, when other subjects palled upon her, and she gave but short answers to many questions, Henry Lennox found out that an enquiry as to some Darkshire peculiarity of character called back the light into her eye, the glow into her cheek. When they returned to town, Margaret fulfilled one of her sea-side resolves, and took her life into her own hands. Before they went to Cromer, she had been as docile to her aunt’s laws as if she were still the scared little stranger who cried herself to sleep that first night in the Harley Street nursery. But she had learnt, in those solemn hours of thought, that she herself must one day answer for her own life, and what she had done with it; and she tried to settle that most difficult problem for woman, how much was to be utterly merged in obedience to authority, and how much might be set apart for freedom in working. Mrs. Shaw was as good-tempered as could be; and Edith had inherited this charming domestic quality; Margaret herself had probably the worst temper of the three, for her quick perceptions and over-lively imagination made her hasty, and her early isolation from sympathy had made her proud: but she had an indescribable childlike sweetness of heart, which made her manners, even in her rarely wilful moods, irresistible of old; and now, chastened even by what the world called her good fortune, she charmed her reluctant aunt into acquiescence with her will. So Margaret gained the acknowledgment of her right to follow her own ideas of duty. “Only don’t be strong-minded,” pleaded Edith. “Mamma wants you to have a footman of your own; and I’m sure you’re very welcome, for they’re great plagues. Only to please me, darling, don’t go and have a strong mind; it’s the only thing I ask. Footman or no footman, don’t be strong-minded.” “Don’t be afraid, Edith. I’ll faint on your hands at the servants’ dinner-time, the very first opportunity; and then, what with Sholto playing with the fire, and the baby crying, you’ll begin to wish for a strong-minded woman, equal to any emergency.” “And you’ll not grow too good to joke and be merry?” “Not I. I shall be merrier than I have ever been, now I have got my own way.” “And you’ll not go a figure, but let me buy your dresses for you?” “Indeed I mean to buy them for myself. You shall come with me if you like; but no one can please me but myself.” “Oh! I was afraid you’d dress in brown and dust-colour, not to show the dirt you’ll pick up in all those places. I’m glad you’re going to keep one or two vanities, just by way of specimens of the old Adam.” “I am going to be just the same, Edith, if you and my aunt could but fancy so. Only as I have neither husband nor child to give me natural duties, I must make myself some, in addition to ordering my gowns.” In the family conclave, which was made up of Edith, her mother, and her husband, it was decided that perhaps all these plans of hers would only secure her the more for Henry Lennox. They kept her out of the way of other friends who might have been eligible sons or brothers; and it was also agreed that she never seemed to take much pleasure in the society of any one but Henry, out of their own family. The other admirers, attracted by her appearance or the reputation of her fortune, were swept away, by her unconscious smiling disdain, into the paths frequented by other beauties less fastidious, or other heiresses with a larger amount of gold. Henry and she grew slowly into closer intimacy; but neither he nor she were people to brook the slightest notice of their proceedings. About HackerNoon Book Series: We bring you the most important technical, scientific, and insightful public domain books. This book is part of the public domain. Elizabeth Cleghorn Gaskell (2003). North and South. Urbana, Illinois: Project Gutenberg. Retrieved https://www.gutenberg.org/cache/epub/4276/pg4276-images.html This eBook is for the use of anyone anywhere at no cost and with almost no restrictions whatsoever. You may copy it, give it away or re-use it under the terms of the Project Gutenberg License included with this eBook or online at , located at . www.gutenberg.org https://www.gutenberg.org/policy/license.html

BREATHING TRANQUILLITY.

North and South by Elizabeth Cleghorn Gaskell, is part of the HackerNoon Books Series. You can jump to any chapter in this book . CHAPTER XLVII. here CHAPTER XLVII. SOMETHING WANTING. “Experience, like a pale musician, holds A dulcimer of patience in his hand; Whence harmonies we cannot understand, Of God’s will in His worlds, the strain unfolds In sad, perplexed minors.” Mrs. Browning. About this time Dixon returned from Milton, and assumed her post as Margaret’s maid. She brought endless pieces of Milton gossip: How Martha had gone to live with Miss Thornton, on the latter’s marriage; with an account of the bridesmaids, dresses and breakfasts, at that interesting ceremony; how people thought that Mr. Thornton had made too grand a wedding of it, considering he had lost a deal by the strike, and had had to pay so much for the failure of his contracts; how little money articles of furniture—long cherished by Dixon—had fetched at the sale, which was a shame considering how rich folks were at Milton; how Mrs. Thornton had come one day and got two or three good bargains, and Mr. Thornton had come the next, and in his desire to obtain one or two things, had bid against himself, much to the enjoyment of the bystanders, so as Dixon observed, that made things even; if Mrs. Thornton paid too little, Mr. Thornton paid too much. Mr. Bell had sent all sorts of orders about the books; there was no understanding him, he was so particular; if he had come himself it would have been all right, but letters always were and always will be more puzzling than they are worth. Dixon had not much to tell about the Higginses. Her memory had an aristocratic bias, and was very treacherous whenever she tried to recall any circumstance connected with those below her in life. Nicholas was very well she believed. He had been several times at the house asking for news of Miss Margaret—the only person who ever did ask, except once Mr. Thornton. And Mary? oh! of course she was very well, a great, stout, slatternly thing! She did hear, or perhaps it was only a dream of hers, though it would be strange if she had dreamt of such people as the Higginses, that Mary had gone to work at Mr. Thornton’s mill, because her father wished her to know how to cook; but what nonsense that could mean she didn’t know. Margaret rather agreed with her that the story was incoherent enough to be like a dream. Still it was pleasant to have some one now with whom she could talk of Milton, and Milton people. Dixon was not over-fond of the subject, rather wishing to leave that part of her life in shadow. She liked much more to dwell upon speeches of Mr. Bell’s, which had suggested an idea to her of what was really his intention—making Margaret his heiress. But her young lady gave her no encouragement, nor in any way gratified her insinuating enquiries, however disguised in the form of suspicions or assertions. All this time Margaret had a strange undefined longing to hear that Mr. Bell had gone to pay one of his business visits to Milton; for it had been well understood between them, at the time of their conversation at Helstone, that the explanation she had desired should only be given to Mr. Thornton by word of mouth, and even in that manner should be in nowise forced upon him. Mr. Bell was no great correspondent, but he wrote from time to time long or short letters, as the humour took him, and although Margaret was not conscious of any definite hope, on receiving them, yet she always put away his notes with a little feeling of disappointment. He was not going to Milton; he said nothing about it at any rate. Well! she must be patient. Sooner or later the mists would be cleared away. Mr. Bell’s letters were hardly like his usual self; they were short, and complaining, with every now and then a little touch of bitterness that was unusual. He did not look forward to the future; he rather seemed to regret the past, and be weary of the present. Margaret fancied that he could not be well; but in answer to some enquiry of hers as to his health, he sent her a short note, saying there was an oldfashioned complaint called the spleen; that he was suffering from that, and it was for her to decide if it was more mental or physical; but that he should like to indulge himself in grumbling, without being obliged to send a bulletin every time. In consequence of this note, Margaret made no more enquiries about his health. One day Edith let out accidentally a fragment of a conversation which she had had with Mr. Bell, when he was last in London, which possessed Margaret with the idea that he had some notion of taking her to pay a visit to her brother and new sister-in-law, at Cadiz, in the autumn. She questioned and cross-questioned Edith, till the latter was weary, and declared that there was nothing more to remember; all he had said was that he half-thought he should go, and hear for himself what Frederick had to say about the mutiny; and that it would be a good opportunity for Margaret to become acquainted with her new sister-in-law; that he always went somewhere during the long vacation, and did not see why he should not go to Spain as well as anywhere else. That was all. Edith hoped Margaret did not want to leave them, that she was so anxious about all this. And then, having nothing else particular to do, she cried, and said that she knew she cared much more for Margaret than Margaret did for her. Margaret comforted her as well as she could, but she could hardly explain to her how this idea of Spain, mere Château en Espagne as it might be, charmed and delighted her. Edith was in the mood to think that any pleasure enjoyed away from her was a tacit affront, or at best a proof of indifference. So Margaret had to keep her pleasure to herself, and could only let it escape by the safety-valve of asking Dixon, when she dressed for dinner, if she would not like to see Master Frederick and his new wife very much indeed? “She’s a Papist, Miss, isn’t she?” “I believe—oh yes, certainly!” said Margaret, a little damped for an instant at this recollection. “And they live in a Popish country?” “Yes.” “Then I’m afraid I must say, that my soul is dearer to me than even Master Frederick, his own dear self. I should be in a perpetual terror, Miss, lest I should be converted.” “Oh,” said Margaret, “I do not know that I am going; and if I go, I am not such a fine lady as to be unable to travel without you. No! dear old Dixon, you shall have a long holiday, if we go. But I’m afraid it is a long ‘if.’” Now Dixon did not like this speech. In the first place, she did not like Margaret’s trick of calling her ‘dear old Dixon’ whenever she was particularly demonstrative. She knew that Miss Hale was apt to call all people that she liked “old,” as a sort of term of endearment; but Dixon always winced away from the application of the word to herself, who, being not much past fifty, was, she thought, in the very prime of life. Secondly, she did not like being so easily taken at her word; she had, with all her terror, a lurking curiosity about Spain, the Inquisition, and Popish mysteries. So, after clearing her throat, as if to show her willingness to do away with difficulties, she asked Miss Hale whether she thought, if she took care never to see a priest, or enter into one of their churches, there would be so very much danger of her being converted? Master Frederick, to be sure, had gone over unaccountably. “I fancy it was love that first predisposed him to conversion,” said Margaret, sighing. “Indeed, Miss!” said Dixon; “well! I can preserve myself from priests, and from churches; but love steals in unawares! I think it’s as well I should not go.” Margaret was afraid of letting her mind run too much upon this Spanish plan. But it took off her thoughts from too impatiently dwelling upon her desire to have all explained to Mr. Thornton. Mr. Bell appeared for the present to be stationary at Oxford, and to have no immediate purpose of going to Milton, and some secret restraint seemed to hang over Margaret, and prevent her from even asking, or alluding again to any probability of such a visit on his part. Nor did she feel at liberty to name what Edith had told her of the idea he had entertained,—it might be but for five minutes,—of going to Spain. He had never named it at Helstone, during all that sunny day of leisure; it was very probably but the fancy of a moment,—but if it were true, what a bright outlet it would be from the monotony of her present life, which was beginning to fall upon her. One of the great pleasures of Margaret’s life at this time was in Edith’s boy. He was the pride and plaything of both father and mother, as long as he was good; but he had a strong will of his own, and as soon as he burst out into one of his stormy passions, Edith would throw herself back in despair and fatigue, and sigh out, “Oh dear, what shall I do with him! Do, Margaret, please ring the bell for Hanley.” But Margaret almost liked him better in these manifestations of character than in his good blue-sashed moods. She would carry him off into a room, where they two alone battled it out; she with a firm power which subdued him into peace, while every sudden charm and wile she possessed was exerted on the side of right, until he would rub his little hot and tear-smeared face all over hers, kissing and caressing till he often fell asleep in her arms or on her shoulder. Those were Margaret’s sweetest moments. They gave her a taste of the feeling that she believed would be denied to her for ever. Mr. Henry Lennox added a new and not disagreeable element to the course of the household life by his frequent presence. Margaret thought him colder, if more brilliant than formerly; but there were strong intellectual tastes, and much and varied knowledge, which gave flavour to the otherwise rather insipid conversation. Margaret saw glimpses in him of a slight contempt for his brother and sister-in-law, and for their mode of life, which he seemed to consider as frivolous and purposeless. He once or twice spoke to his brother, in Margaret’s presence, in a pretty sharp tone of enquiry, as to whether he meant entirely to relinquish his profession; and on Captain Lennox’s reply, that he had quite enough to live upon, she had seen Mr. Lennox’s curl of the lip as he said, “And is that all you live for?” But the brothers were much attached to each other, in the way that any two persons are, when the one is cleverer and always leads the other, and this last is patiently content to be led. Mr. Lennox was pushing on in his profession; cultivating, with profound calculation, all those connections that might eventually be of service to him; keen-sighted, far-seeing, intelligent, sarcastic, and proud. Since the one long conversation relating to Frederick’s affairs, which she had with him the first evening in Mr. Bell’s presence, she had had no great intercourse with him, further than that which arose out of their close relations with the same household. But this was enough to wear off the shyness on her side, and any symptoms of mortified pride and vanity on his. They met, continually, of course, but she thought that he rather avoided being alone with her; she fancied that he, as well as she, perceived that they had drifted strangely apart from their former anchorage, side by side, in many of their opinions, and all their tastes. And yet, when he had spoken unusually well, or with remarkable epigrammatic point, she felt that his eye sought the expression of her countenance first of all, if but for an instant; and that, in the family intercourse which constantly threw them together, her opinion was the one to which he listened with a deference,—the more complete, because it was reluctantly paid, and concealed as much as possible. About HackerNoon Book Series: We bring you the most important technical, scientific, and insightful public domain books. This book is part of the public domain. Elizabeth Cleghorn Gaskell (2003). North and South. Urbana, Illinois: Project Gutenberg. Retrieved https://www.gutenberg.org/cache/epub/4276/pg4276-images.html This eBook is for the use of anyone anywhere at no cost and with almost no restrictions whatsoever. You may copy it, give it away or re-use it under the terms of the Project Gutenberg License included with this eBook or online at , located at . www.gutenberg.org https://www.gutenberg.org/policy/license.html

SOMETHING WANTING.

MARGARET’S FLITTIN’.

Mr. Cheesacre's Fate

Reflections on the Decline of Science in England, and on Some of Its Causes by Charles Babbage, is part of the HackerNoon Books Series. You can jump to any chapter in this book . Section 6 here SECTION 6. OF THE FUNDS OF THE SOCIETY. Although the Society is not in a state approaching to poverty, it may be useful to offer a few remarks respecting the distribution of its money. EXPENSE OF ENGRAVINGS FOR SIR E. HOME'S PAPERS.—The great expense of the engravings which adorn the volumes of the Philosophical Transactions, is not sufficiently known. That many of those engravings are quite essential for the papers they illustrate, and that those papers are fit for the Transactions, I do not doubt; but, some inquiry is necessary, when such large sums are expended. I shall endeavour, therefore, to approximate to the sum these engravings have cost the Royal Society. Previous to 1810, there are upwards of seventy plates to papers of Sir E. Home's; in many of these, which I have purposely separated, the workmanship is not so minute as in the succeeding ones. Since 1810, there have occurred 187 plates attached to papers of the same author. Many of these have cost from twelve to twenty guineas each plate; but I shall take five pounds as the average cost of the first portion, and twelve as that of the latter. This would produce, 70 X  5 =  350
     187 X 12 = 2244
     ......    ——-......    L2594 As this is only proposed as a rough approximation, let us omit the odd hundreds, and we have two thousand pounds expended in plates only on ONE branch of science, and for one person! Without calling in question the importance of the discoveries contained in those papers, it may be permitted to doubt whether such a large sum might not have been expended in a manner more beneficial to science. Not being myself conversant with those subjects, I can only form an opinion of the value from extraneous circumstances. Had their importance been at all equal to their number, I should have expected to have heard amongst the learned of other countries much more frequent mention of them than I have done, and even the Council of the Royal Society would scarcely have excluded from their Transactions one of those productions which they had paid for as a lecture. It might also have been more delicate not to have placed on the Council so repeatedly a gentleman, for whose engravings they were annually expending, during the last twenty years, about an hundred pounds. On the other hand, when the Council lent Sir E. Home the whole of those valuable plates to take off impressions for his large work on Comparative Anatomy, of which they constitute almost the whole, it might have been as well not to have obliterated from each plate all indication of the source to which he was indebted for them. THE PRESIDENT'S DISCOURSES.—I shall mention this circumstance, because it fell under my own observation. Observing in the annual accounts a charge of 381L 5s. for the President's Speeches, I thought it right to inquire into the nature of this item. Happening to be on the Council the next year, I took an opportunity, at an early meeting of that Council, to ask publicly for an explanation of the following resolution, which stands in the Council-books for Dec. 21, 1828. "Resolved, That 500 copies of the President's Discourses, about to be printed by Mr. Murray, be purchased by the Society, at the usual trade price." The answer given to that question was, "THAT THE COUNCIL HAD AGREED TO PURCHASE THESE VOLUMES AT THAT PRICE, IN ORDER TO INDUCE MR. MURRAY TO PRINT THE PRESIDENT'S SPEECHES." I remarked at the time that such an answer was quite unsatisfactory, as the following statement will prove. The volume consists of 160 pages, or twenty sheets, and the following prices are very liberal: L  s. d.
     To composing and printing twenty sheets, at
          3L. per sheet...............             60  0  0
     Twenty reams of paper, at 3L. per ream.....   60  0  0
     Corrections, alterations, &c..........        30  0  0

     Total cost of 500 copies......               150  0  0 Now upon the subject of the expense of printing, the Council could not plead ignorance. The Society are engaged in printing, and in paying printers' bills, too frequently to admit of such an excuse; and several of the individual members must have known, from their own private experience, that the cost of printing such a volume was widely different from that they were about to pay, as an inducement to a bookseller to print it on his own account. Here, then, was a sum of above two hundred pounds beyond what was necessary for the object, taken from the funds of the Royal Society; and for what purpose? Did the President and his officers ever condescend to explain this transaction to the Council; or were they expected, as a matter of course, to sanction any thing proposed to them? Could they have been so weak, or so obedient, as to order the payment of above three hundred and eighty pounds, to induce a bookseller to do what they might have done themselves for less than half the sum? Or did they wish to make Mr. Murray a present of two hundred pounds? If so, he must have had powerful friends in the Council, and it is fit the Society should know who they were; for they were not friends, either to its interests or to its honour. The copies, so purchased, were ordered by the Council to be sold to members of the Society at 15s. each: (the trade price is 15s. 3d.) and out of the five hundred copies twenty-seven only have been sold: the remainder encumber our shelves. Thus, after four years, the Society are still losers of three hundred and sixty Pounds on this transaction. ON THE CONVERSION OF THE GREENWICH OBSERVATIONS INTO PASTEBOARD.—Although the printing of these observations is not paid for out of the funds of the Royal Society, yet as the Council of that body are the visitors of the Royal Observatory, it may not be misplaced to introduce the subject here. Some years since, a member of the Royal Society accidentally learned, that there was, at an old store-shop in Thames Street, a large quantity of the volumes of the Greenwich Observations on sale as waste paper. On making inquiry, he ascertained that there were two tons and a half to be disposed of, and that an equal quantity had already been sold, for the purpose of converting it into pasteboard. The vendor said he could get fourpence a pound for the whole, and that it made capital Bristol board. The fact was mentioned by a member of the Council of the Royal Society, and they thought it necessary to inquire into the circumstances. Now, the Observations made at the Royal Observatory are printed with every regard to typographical luxury, with large margins, on thick paper, hotpressed, and with no sort of regard to economy. This magnificence is advocated by some who maintain, that the volumes ought to be worthy of a great nation; whilst others, seeing how little that nation spends on science, regret that the sums allotted to it should not be applied with the strictest economy. If the Astronomer Royal really has a right to these volumes, printed by the government at a large expense, it is, perhaps, the most extravagant mode which was ever yet invented of paying a public servant. When that right was given to him,—let us suppose somebody had suggested the impolicy of it, lest he should sell the costly volumes for waste paper,—who would have listened for one moment to such a supposition? He would have been told that it was impossible to suppose a person in that high and responsible situation, could be so indifferent to his own reputation. A short time since, I applied to the President and Council of the Royal Society, for copies of the Greenwich Observations, which were necessary for an inquiry on which I was at that time engaged. Being naturally anxious to economize the small funds I can devote to science, the request appeared to me a reasonable one. It was, however, refused; and I was at the same time informed that the Observations could be purchased at the bookseller's. [This was a mistake; Mr. Murray has not copies of the Greenwich Observations prior to 1823.] When I consider that practical astronomy has not occupied a very prominent place in my pursuits, I feel disposed, on that ground, to acquiesce in the propriety of the refusal. This excuse can, however, be of no avail for similar refusals to other gentlemen, who applied nearly at the same time with myself, and whose time had been successfully devoted to the cultivation of that science. [M. Bessel, at the wish of the Royal Academy of Berlin, projected a plan for making a very extensive map of the heavens. Too vast for any individual to attempt, it was proposed that a portion should be executed by the astronomers of various countries, and invitations to this effect were widely circulated. One only of the divisions of this map was applied for by any English astronomer; and, after completing the portion of the map assigned to him, he undertook another, which had remained unprovided for. This gentleman, the Rev. Mr. Hussey, was one of the rejected applicants for the Greenwich Observations.] There was, however, another ground on which I had weakly anticipated a different result;—but those who occupy official situations, rendered remarkable by the illustrious names of their predecessors, are placed in no enviable station; and, if their own acquirements are confessedly insufficient to keep up the high authority of their office, they must submit to the mortifications of their false position. I am sure, therefore, that the President and officers of the Royal Society must have sympathized MOST DEEPLY with me, when they felt it their duty to propose that the Society over which Newton once presided, should refuse so trifling an assistance to the unworthy possessor of the chair he once filled. In reply to my application to the President and Council, to be allowed a copy of the Greenwich Observations, I was informed that, "The number of copies placed by government at the disposal of the Royal Society, was insufficient to supply the demands made on them by various learned bodies in Europe; and, consequently, they were unable, however great their inclination, to satisfy the wishes of individual applicants." Now I have spent some time in searching the numerous proceedings in the council-books of the Royal Society, and I believe the following is the real state of the case:— In 1785, Lord Sidney, one of His Majesty's principal Secretaries of State, wrote to the Council a letter, dated Whitehall, March 8, 1785, from which the following is extracted:— "The King has been pleased to consent, that any copies of the Astronomical Observations, made at the Observatory of Greenwich, (and paid for by the Board of Ordnance, pursuant to His Majesty's command, of July 21, 1767,) which may at any time remain in the hands of the printer, shall, after you have reserved such copies as you may think proper as presents, be given to the said Nevil Maskelyne, in consideration of his trouble in the superintending the printing thereof. I am to signify His Majesty's pleasure, that you do, from time to time, give the necessary orders for that purpose, until His Majesty's further commands shall be communicated to you. Soon after this letter, I find on the council-books:— "Ordered, That sixty copies of the Greenwich Observations, last published, be retained as presents, and that the rest be delivered to the Astronomer Royal." It is difficult to be sure of a negative fact, but in searching many volumes of the Proceedings of the Council, I have not discovered any revocation of this order, and I believe none exists. This is confirmed by the circumstance of the Council at the present day receiving precisely the same number of copies as their predecessors, and I believe that in fact they do not know the authority on which the right to those sixty rests. Supposing this order unrevoked, it was clearly meant to be left to the discretion of the Council, to order such a number to be reserved, "from time to time," as the demands of science might require. When, therefore, they found that the number of sixty copies was insufficient, they ought to have directed the printer to send them a larger number; but when they found out the purpose to which the Astronomer Royal applied them, they ought immediately to have ordered nearly the whole impression, in order to prevent this destruction of public property. If, on the other hand, the above order is revoked, and we really have no right to more than sixty copies; then, on discovering the Observations in their progress towards pasteboard, it was the duty of the Council of the Royal Society, as visitors of the Royal Observatory, immediately to have represented to Government the evil of the arrangement, and to have suggested, that if the Astronomer Royal have the right, it would be expedient to commute it for a liberal compensation. Whichever be the true view of the case, they have taken no steps on the subject; and I cannot help expressing my belief, that the President and Council were induced to be thus negligent of the interests of science, from the fear of interfering with the perquisites of the Astronomer Royal. It is, however, but justice to observe, that the injury already done to science, by the conversion of these Observations into pasteboard, is not so great as the public might have feared. Mr. Pond, than whom no one can be supposed better acquainted with their value, and whose right to judge no man can question, has shown his own opinion to be, that his reputation will be best consulted by diminishing the extent of their circulation. Before I quit the subject of the Royal Observatory, on which much might be said, I will just refer to the report by a Committee of the Royal Society that was made relative to it, some years since, and which, it is imagined, is a subject by no means grateful to the memory of any of the parties concerned in it. My object is to ascertain, whether any amendments have taken place in consequence. To one fact of considerable importance, I was myself a witness, when I was present officially at a visitation. At that time, no original observations made at the transit instrument were ever preserved. Had I not been an eye witness of the process of an observation, I should not have credited the fact. About HackerNoon Book Series: We bring you the most important technical, scientific, and insightful public domain books. This book is part of the public domain. Charles Babbage (1998).Reflections on the Decline of Science in England, and on Some of Its Causes. Urbana, Illinois: Project Gutenberg. Retrieved https://www.gutenberg.org/cache/epub/1216/pg1216-images.html This eBook is for the use of anyone anywhere at no cost and with almost no restrictions whatsoever. You may copy it, give it away or re-use it under the terms of the Project Gutenberg License included with this eBook or online at , located at www.gutenberg.org https://www.gutenberg.org/policy/license.html

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