CHAPTER XXIII John Harrington and Josephine Thorn were married in the autumn of that year, and six months later John was elected to the Senate. With characteristic patience he determined to wait a favorable opportunity before speaking at any length in the capital. He loved his new life, and the instinct to take a leading part was strong in him. But he knew too well the importance of the first impression made by a long speech to thrust himself forward until the right moment came. It chanced that the presidential election took place in that year, just a twelve month after John's marriage, and the unusual occurrences that attended the struggle gave him the chance he desired. Three candidates were supported nearly equally by the East, the West, and the South, and on opening the sealed documents in the presence of the two houses it was found that no one of the three had obtained the majority necessary to elect him. The country was in a state of unparalleled agitation. The imminent danger was that the non-election of the candidate from the West would produce a secession of the Western states from the Union in the same way that a revolution was nearly brought about in 1876 during the contest between Mr. Hayes and Mr. Tilden. In this position of affairs, the electors being unable to agree upon any one of the three candidates, the election was thrown into the hands of Congress in accordance with the clause of the Constitution which provides that in such cases the House of Representatives shall elect the President, each state having but one vote. Harrington had made many speeches in different parts of the country during the election campaign and had attracted much attention by his calm good sense in such excited times. There was consequently a manifest desire among senators and representatives to hear him speak in the Capitol, and upon the day when the final election of the President took place he judged that his opportunity had come. Josephine was in the ladies' gallery and as John rose to his feet he looked long and fixedly up to her, gathering more strength to do well what he so much loved to do, from gazing at her whom he loved better than power or fame or any earthly fame. His eyes shone and his cheek paled, his old life with all its energy and active work was associated in his mind with failure, with discontent and with solitude. His new life, with her by his side, was brilliant, happy and successful. He felt within him the strength to move thousands, the faith in his cause and in his power to help it which culminates in great deeds. His strong voice rang out clear and far heard as he spoke. Mr. President, we are here to decide, on behalf of our country, a great matter. Many of us, many more who are scattered over the land, will look back upon this day as one of the most important in our times and for their sakes as well as our own. We are bound to summon all our strength of intelligence and all our calmness of judgment to aid us in our decision. The question in which a certain number of ourselves are to become arbitrators is briefly this. Are we to act on this occasion like partisans, straining every nerve for the advantage of our several parties? Or are we to act like free men, exerting our united forces in one harmonious body for the immediate good of the whole country? The struggle may seem at first sight to be a battle between the East, the West and the South, in sober earnest. It is a contest between the changing principles of party politics on the one hand and the undying principle of freedom on the other. I need not make any long statement of the case to you. We are here assembled to elect a president. Our position is almost unprecedented in the history of the country, instead of acquiescing in the declared will of the people, our fellow citizens, we are told that the people's wish is divided, and we are called upon to act spontaneously for the people in accordance with the constitution of our country. By our individual and unhampered votes the life of the country is to be determined for the next four years. Let us not forget the vast responsibility that is upon us. Let us join our hands and say to each other, we are no longer republicans, nor democrats, nor independents. We are one party, the party of the union, and there are none against us. A partisan is not necessarily a man who asserts a truth and defends it with his whole strength. A partisan means one who takes up his position with a party. There is a limit where a partisan becomes an assertor of falsehood, and that limit is reached when a man resigns his own principles into the judgment of another, his conscience into another's keeping, when a man gives up free thought, free judgment, and free will in an absolute blind adherence to a set of thoughts, judgments, and decisions over which he exercises no control and in the formation of which he has but one voice in many millions. Everyone remembers the fable of the old man who, when dying, made his sons break their staves one by one, and then bade them, bind a bundle of others together, and to try and break them by one effort. In the uniting of individuals in a party there is strength, but there must also be complete unity. If the old man had bitten his sons bind their staves in several bundles, instead of in one, the result would have been doubtful. That is what Party Spirit makes men do. Party Spirit is a universal solvent. It is the great acid, the aqua fortis of political alchemy, which eats through bands of steel and corrodes pillars of iron in its acrid virulence, till the whole engine of the nation's government is crumbled and dissolved into a shapeless and a worse than useless mass of broken metal. Man is free. His will is free. His choice, his judgments, his capacity for thought and his power to profit by it are all as free as air, just as long as he remembers that they are his own, no longer. When he forgets that he is his own master, absolutely and entirely, he becomes another man's slave. The contest here is between political passion roused to its fiercest pitch by the antagonism of parties and the universal liberty of opinion, which we all say we possess while so few of us dare honestly exercise it. This passion, this political frenzy that seizes men and whirls them in its eddies is a most singular compound of patriotism, of enthusiasm for an individual and of the personal hopes, fears, generosity and avarice of the individual who is enthusiastic. It is a passion which existing in others can be turned to account by the cool leader who does not possess it, but which may too easily bring ruin upon the man who is led. The danger ahead is this same party spirit. This wild and thoughtless frenzy in matters where unbiased judgment is most of all necessary. It is a rock upon which we have split before. It has taken us many years to recover from the shock, and now we are in danger of altogether losing our political life upon the same reef. Unless we mend our course, we inevitably shall. Men forego every consideration of public honor and private conscience for the sake of electing a party candidate. The man at the helm of the party ship has declared that he will sail due north or due south or east or west whatever happens, and his crew laugh together and keep no lookout. They even feel a certain pride in their leader who thus defies the accidents of nature for the sake of sailing in a fixed direction. What is the result of all this? It is here before us. The country is splitting into three parties. Three candidates are set up for the office of president. Three distinct parties stand in the field, each one vowing vengeance, secession, revolution, utter dismemberment of the union, unless its chosen champion is elected to be chief of the executive department. Is this to be the life of our republic in the future? Is this all that so many millions of free citizens can do for the public good and for public harmony? What shall we gain by electing the candidate from the north if the defeated candidate from the south is determined to produce a revolution? And if the disappointed candidate from the west threatens to touch off the dry powder and spring the mind of a great western secession, have we not seen all this before? Has not the bitter cry of a nation's broken heart gone up to heaven already in mortal agony for these very things to which our uncontrollable political passions are hourly leading us? The contest is between political passion on the one hand and universal liberty on the other. Liberty in some countries is a kind of charade word, an anagram, a symbol representing an imaginary quantity, a password invented by unhappy men to express all that they do not possess a term meaning in the minds of slaves a conglomerate of conditions so absurd of aspirations so futile of imaginary delights so fantastically unreasonable that if the ideal state of which the chained dreamers rave were realized but for one moment humanity would start an amazement at the first glimpse of so much monstrosity and by and by would hold its sides with laughter at the folly of its deluded fellows in most countries where liberty is talked of it is but a dream and such a dream as could only occur to the sickened fancy of a generation of bondsmen. But it means something else with us. It is here in this country in this capital in this hall it is in the air we breathe in the light we see in the strong free pulses of our blood it is the heritage of men whose sires died for it whose fathers laid down all they had for it of men whose own veins have blood for it and not in vain in these United States liberty is a fact we must decide quickly then between the conditions of our liberty and the requirements of frantic political passion we must decide between peace and war for that is where the issue will come in the end between freedom prosperity and peace on the one side and a civil war on the other and alternative so horrible and inhuman and hideous that the very mention of it makes brave men shiver in disgust at the memories the word recalls do you think we are much further from it now than we were in 1860 do you think we were far from it in 1876 it is a short step from the threat to the deed when political passion is already turning to bitter personal hate in our times there is much talk of civilization and culture two words to find all that is necessary to be known about them civilization is peace the uncivilized state of man is in cessant war culture is conscience because conscience means the exercise of honest judgment and an ignorant people can form no honest judgment of their own which can be exercised in a state of peace educated and truthful men judge fairly and act sensibly on their decisions in other words the majority is right and free in times of war and in times of great ignorance majorities have rarely been either free or right it is a bad sign of the times when education increases and truth disappears they ought to grow together for education means absolutely nothing but the teaching and learning of what is true if it does not mean that it means nothing in some countries the idea of truth is co-existent with the idea of destroying all existing forms of belief some silly person recently went so far as to raise the cry in this country separate church and state if there is a country where they are absolutely separated it is ours but let the beliefs of mankind take care of themselves I dare say there will be Christians left in the world even when professor Huxley has written his last book and when colonel Ingersoll has delivered his last lecture I am reminded of the Chinese philosopher and political economist who answered when he was asked about religious matters do you understand this world so well that you need occupy yourselves with another the issue turns upon no such absurdities neither does it rest with any consideration of so-called platforms free trade civil service free navigation tariff reform and all the rest of those things the real issue is between civilization and barbarism between peace and war be warned in this great straight I believe we need few principles but universal ones I believe in the Republic because it was founded in simplicity and has been built up in strength by the strongest of strong men because its existence proves the greatest truth with which we ever have to do namely that men are born equal and free although they may grow up slaves to their evil passions and become greater or less according as they manfully put their hands to the plow or ignoble lie down and let themselves be trampled upon the battle of life is to the stronger but no man is so weak that he cannot raise himself a little if he will according to the abilities that are born in him and nowhere can he raise himself so speedily and securely as on this free soil of ours nowhere can he go so far without being molested for nowhere can man put himself so closely and trustfully in the keeping of nature certain that she will not fail him certain that she will yield him a thousand fold for his labor there are indeed times in the history of a great institution when it is just as well as necessary to reconsider the principles upon which it is founded there are times in the life of a great nation when it behooves her chief men to examine and see whether the basis of her constitution is a sound one and whether she can continue to grow great without any change in the fundamental conditions of her development it is a bad and a dangerous time for a growing nation but it is an almost inevitable stage in her life thank God that that time is passed with us let us not think of the possibility of exposing ourselves again to civil war as an alternative against retrogression into barbarism civilization is peace and to extend civilization is to increase the security of property in the world of property and life and conscience the natural and barbarous state of man is that where the human animal satisfies its cravings without any thought of consequences the cultivated state is that where humanity has ceased to be merely animal and considers the consequences first and the cravings afterwards civilization unites men so that they dwell together in harmony to separate them into parties that strive to annihilate each other is to undo the work of civilization to plunge the state into civil war to hue it in pieces and split it and tear it to shreds till the magnificent body of thinking beings acting as one man for the public good is reduced to the miserable condition of a handful of hostile tribes whose very existence depends upon successful robbery and well-timed violence party spirit so long as it is only a force which binds together a number of men of honest purposes and opinions is a good thing and it is by its means that just and powerful majorities are formed and guided but where party spirit loses sight of the characters of men and judges them according as they are Republicans or Democrats instead of considering whether they are good or bad citizens when party spirit becomes a machine for obtaining power by fair or foul means instead of a fixed principle for upholding the fair against the foul then there is the great danger that the majority itself is losing its liberty and upon the liberty of majorities depends ultimately the stability and prosperity of the republic consider what is the history of the average politician today of the man whose personal character is as good as that of his neighbor who has always belonged to the same party and who looks forward to the hope of political distinction consider how he has struggled through all manner of difficulties to his present position striving always to maintain good relations with the chiefs of his party while often acknowledging in his heart that he would act differently were his connection with those chiefs a matter of less vital importance to himself he probably will tell you that his profession is politics he has sacrificed much to obtain his seat in congress or his position in office and he knows that henceforth he must live by it or else begin life over again in another sphere at all events for a term of years his personal prosperity depends upon the use he can make of his hold upon the public goods he is not individually to be blamed perhaps for he follows a precedent as widely recognized as it is universally pernicious it is the system that is to be blamed the general belief that a man can and justly may support himself by clinging to a set of principles of which he does not honestly approve that he may earn his daily meal since it comes to that in the end by doing jobs which in the free state he would despise as unworthy and by speaking boldly in support of measures which he knows to be injurious to the welfare of the country that is the history the epitome of the ends and aims and manner of being of the average politician in our day he has ventured into the waters of political life and they have risen around him till he must use all his strength in keeping his head above them though the torrent carry him whether it will and whether he would not there are no compromises when a man is drowning there are many who are not in any such position there are men great and honest and disinterested in the highest sense of the word men whose whole lives prove it whose whole record is one of honor and truth whose following consists of men they have themselves chosen as their friends we are not obliged to select a drowning man for our president we can choose a man who stands on his own feet upon dry ground there is an old proverb which contains much wisdom tell me who are your friends and i will tell you what you are is a man fit to stand at the head of a community of men when he has associated with a set of parasites who live upon his leavings and will starve him if they can in order to enjoy his portion consider what is the position of the president of the united states think what vast power is placed in the hands of one man what vast interests of public and private good are at stake what an endless sequence of events and results of events must follow upon the individual action of the chief of the executive department and remember how free and untrammeled that individual action is a people who elect an officer to such a position need surely to be cautious in their choice and circumspect in their judgment of the man elected they must satisfy themselves about what he is likely to do by judging honestly what he has done they must know who are his friends his supporters his advisors in order to judge of the friends he will make they must take into their consideration also the character of his colleague the vice president and the effect upon the country and the country's relation with the world should any disaster suddenly throw the vice president into office we cannot afford to elect a vice president who would destroy the national credit in a week should the president himself be overtaken by death we must remember to count the cost of what we are doing not passing over one item because another item seems just we cannot overlook the future nor disregard the influence which our election has upon the next the steps which men once in office may take in order to secure to themselves another term or to strengthen the position of the men whom they desire to succeed them in a word we must put forth all our strength we must be cool farsighted and impartial in such times as these and yet how has this campaign been hitherto conducted practically by raising a party cry by exciting every species of evil passion of which man is capable by tickling the cupidity of one man and flattering the ambitions of another by intimidating the weak and groveling before the strong by every species of fawning sycophancy on the one hand and brutal overbearing bullying on the other party party party a man would rather commit a crime than vote against his party the evil runs through the country from east to west from north to south eating at the nation's heart strings knowing at her sinews undermining her strength the time is coming is even now come when two or three parties no longer suffice to express the disunion of the union there are three today tomorrow there will be five the next day ten twenty a hundred till every man's hand is against his fellow and his fellows against him the divisions have grown so wide that the majority and the minority are but the extremities of a countless set of internist and majorities and minorities members of parties are bound no longer by the honest determination to do the right to choose the right and to uphold the right they are bound by fearful penalties to support their own man were he the very chiefest outcast of the earth lest the man of another party be elected in his place the adverse candidate is perhaps a validly better fitted for the office a hundred times more honest more experienced more worthy of respect but he belongs to the enemy down with him let him perish in his honesty and righteousness there is no good in him for he is a democrat there is no good in him for he is a republican he is a scoundrel for he is a southerner he is a thief for he's a northerner he is the prince of liars for he comes from the west he is the scum of mankind for he is from the east the people rage and rend each other and the frenzy grows a pace with the hour till honor and justice truth and manliness are lost together in the furious chaos of human elements the tortured heirs of heaven howl out curses in a horrid unison this fair free soil of ours dishonored and befouled moans beneath our feet in a dismal drone of hopeless woe there is no rock or cavern or ghostly den of our mighty land but hisses back the echo of some hideous curse and hell itself is upon earth split and rent into multiplied hells and the ultimate expression of the senses of these things is money there is the chiefest disgrace we are not worse than the old nations but we have a right to be very much better we have the obligation to be better the unchanging moral obligation which lies upon every man to use the advantage he has we alone among nations are free we alone among nations inhabit a quarter of the world by ourselves and live and grow great in our own way with no thought of the rest let us think more of living greatly than of prosecuting greatness for the sake of its pecuniary emoluments let us elect presidents who will give their efforts to making us all great together and not to making some citizens rich at the expense of others who are also citizens a president can do much toward either of these results bad or good he has the future of the republic in his hands as well as the present let us be the richest among nations since the course of events makes us so but let us not be the most sordid let it never be said in the land which has given birth to the only true liberty the world has ever seen that liberty can be sold for a few dollars in the marketplace and bartered against the promise of four years of civil employment at a small salary this party spirit this miserable craving for the good things that may be extracted from the service of a party has produced the crying evil of our times a certain class a very large class call our politics dirty and our politicians dishonest young men whose education and position in the commonwealth entitle them to a voice in public matters withdraw entirely from all contact with the real life of the country liberty has become a leper a blind outcast in the eyes of the gilded youth of today she sits apart in ashes and in rags and asks a little charity of the richest of her children a miserable mother despised and cast out by her sons they will not own her for their mother nor spare one crust to feed her from their plenty they pass by on the other side staring in admiration at the image they have set up for themselves the image of what they consider social excellence an idle compounded of decayed customs and breathing the poisonous emanations of a dead world a monument raised to the prejudices of former times to the petty thirst for aristocratic distinctions which they cherish in their hearts to their love of money show superficial culture and our memorial bearings truly let them perish in the fruition of their contemptible desires let them set up a thing called society and worship it let them lose themselves in the contemplation of objects whose beauty they can never appreciate save by counting the cost let them disgrace the names their honest fathers bore by striving to establish their descent from houses stained with crime and denied with blood let them disown their fathers and spit in their mother's faces let them not call themselves free nor give themselves the heirs of free men they toss their foolish heads in scorn of all that a man holds truest and best we can afford to let them speak if they please even words of contempt and dishonor we can afford to let them say that in laboring for our country we are groveling in mud and defiling our hands with impurity but we cannot afford to let them steal our children from us nor to submit to the pestilent influence of their corruption in our ranks those who would be of the republic must labor for the public good instead of insolently asserting that there is no good in the public on which they have fattened and thriven so well all honor to those who have set their faces against the growing evil to check it if they can and to lay the foundation of a barrier against which the tidal wave of corruption and dishonesty shall break in vain all praise to the brave men who might live in the indolent lotus eating atmosphere of wasteful idleness but who have put their hand to the wheel of state determined to bear all their might upon the whirling spokes rather than see the good ship go to pieces on the rock ahead they have begun a good work and they have sown a good seed they ask for no reward nor look for the reaping of the harvest they mean to do right and they do it because right is right not because they expect to be rewarded with the spoils or fed with fat tidbits from the feast of party upon such men as these be they rich or poor we must rely the poor man can make sacrifices as great as the rich for he can forego for his country's sake the promise of ease and the hope of wealth as any million maker in the land in the tremendous issue now before us we are called to decide upon the life of the country during the next four years we are chosen to direct the course of a stream from its very source and to turn it into a channel where it will run smoothly to the end for the four years of an administration are like a river the water rises suddenly from the spring and flows swiftly ever increasing in volume as it is swollen by tributaries and absorbs into itself other rivers by the way it may run smoothly in a fair stream moistening barren lands and softening the parched desert into fertility moving great engines of industry with a ceaseless even strength bearing the burden of a mighty and prosperous commerce on its broad bosom spreading plenty and refreshment through the wide pastures by its banks that on its way by waters so clear that at the last it merges untainted and unsullied into the ocean whence its limpid drops may again be taken up and poured in soft life-giving rain upon the earth but in digging for a spring men may find suddenly a torrent that they cannot control it suddenly bursts its bounds and banks and rushes headlong carrying everything before it in a resistless world of devastation tearing great trees by the roots crashing through villages and towns and factories burning the world with a liquid tempest that sends the works of man spinning down upon its dreadful course till it plunges into the abyss a frantic chaos of indiscriminate destruction storm and death can any of us here present say that he will that he dare take upon himself the responsibility of electing a president from the motives of party prejudice having it in our power to agree upon the very best man would any of us remember this day without shame if we disgrace those who trust us by giving our voice to a mere party candidate the danger is great imminent universal we can save the country from it i would almost say from death itself by acting in accordance with our honest convictions is any man so despicable so lost to honor that in such a case he will put aside the welfare of a nation for the miserable sake of party popularity are we to stand here in the guise and manner of free men knowing that we are driven together like a flock of sheep into the fold by the howling of the wolves outside are we to strut and plume ourselves upon our unhampered freedom while we act like slaves worse than slaves we should be if we allowed one breath of party spirits one thought of party aggrandizement to enter into the choice we are about to make slaves are driven to their work shall we willingly let ourselves be beaten into doing the dirty work of others by sacrificing the nobility of our manhood do we meet here like paid gladiators of old to cut each other's throats in earnest while attacking and defending a sham fortress raised in the arena for the diversion of those who set us onto the butchery and promised to pay the survivors are we to provide a feast of carrion for a flock of vultures and unclean beasts of prey when we need only stand together and be true to ourselves and to each other to accomplish one of the greatest acts in history the vultures will leave us alone unless we destroy each other we need not fear them we are not slaves to be terrified into compliance with evil neither are we sheep that we need huddle trembling together at the snarling of a wolf no no indeed were the words heard on all sides in the audience now thoroughly roused i do not say elect this candidate or that one i am not canvassing for any candidate it is too late for that even if it were simply for me to do so i am canvassing for the cause of liberty against slavery as better men have done before me in this very house i am defending the reputation of unity against the slanderous attack of disunion against the fearful peril of secession i appeal to you as you are men to act as men in this great crisis to put your strong hands together and avert the overwhelming disaster that threatens us to stand side by side as brothers for we are indeed brothers children of one father and one mother heirs of such magnificent heritage as has not fallen to the lot of mortality before co-heirs of freedom and inheritance of the free estate five and fifty millions of free children born to our mother the great republic who bow the knee to no man and call no man master loud applause greeted this part of the speech i appeal from license to law from division to harmony from the raging turmoil of angry and devouring passion without to the calm serenity that reigns within these walls as we turn in horror and loathing from the unbridled fury of human beings changed almost to beasts let us turn in hope and security that those things we can honor and respect to the dignity of truth and the unbending strength of the unquestioned right i appeal to you to make this day the greatest in your lives the most memorable in our history as a nation lay aside this day the memories of the past and look forward to the brightness of the future throw down the weapons of petty and murderous strife and join together in perfect harmony of mutual trust be neither republicans nor democrats nor independence be what it is your greatest privilege to be american citizens cast parties to the winds and uphold the state trample under your freeborn feet the badges of party bondage the ignoble chains of party slavery the wretched hopes of party preferment yes here here he is right cried many voices yes answered john harrington in tones that rose to the very roof of the vast building yes by that blood our fathers shed oh union in thy sacred cause wilst streaming from the gallant dead it sealed and sanctified thy laws yes and strong hearts and strong hands will hold their own the promise of brave men will prevail and echoing down the avenues of time will strike grand chords of harmony in the lives of our children and children's children so in the far off ages when hundreds of millions of our flesh and blood shall fill this land dwelling together in the glory of such peace as no turmoil can trouble and no discontent disturb those men of the dim future will remember what you swore to do and what we did and looking back they will say one to another on that day our fathers struck a mighty blow and shattered and crushed and trampled out all dissensions and all parties strife forever and ever choose then of your own heart and will a man to be our president and our leader elect him with one accord and as you give your voices in the choice stand together here knee to knee shoulder to shoulder hand to hand and let the mighty oath go thundering up to heaven this union shall not be broken end of chapter 23 recording by bob sage end of an american politician by f maryon crufford


Diverticular or out-pouchings from our intestine. Doctors like using a tire analogy. High pressures within the gut can force the intestines to balloon out through weak spots in the intestinal wall, like an inner tube poking out through a worn tire tread. This is what they actually look like. These pockets can become inflamed and infected, and to carry the tire analogy further, can blow out, spilling fecal matter into the abdomen or bladder, and lead to death. Symptoms can range from no symptoms at all, to a little cramping and bloating, to incapacity and pain that is a medical emergency. 9 out of 10 people that died from the disease never even knew they had it. But the good news is that there may be a way to prevent the disease, but diverticular disease is the most common intestinal disorder, affecting up to 70% of people by age 60. If it's that common, though, maybe it's just an inevitable consequence of aging? No. It's a new disease. In 1907, 25 cases had been reported in the medical literature, not in 25% of people, but 25 cases, period. And they're kind of hard to miss on autopsy. A hundred years ago, in 1916, it didn't even merit mention in medical and surgical textbooks. The mystery wasn't solved until 1971. How did a disease that was almost unknown become the most common affliction of the colon in the Western world within one lifespan? Surgeons Painter and Birkitt suggested diverticulosis was a deficiency disease. A disease caused by a deficiency of fiber. In the late 1800s, roller milling was introduced, further removing fiber from grain, and we started to fill up on fiber-deficient foods like meat and sugar. A few decades of this and diverticulosis was rampant. This is what they thought was going on. Just as it would be easy to squeeze a lump of butter through a bicycle tube, it's easy to move large, soft, moist intestinal contents through the gut. In contrast, try squeezing through a lump of tar. See, when we eat fiber-deficient diets, our feces can become small and firm, and so our intestines really have to squeeze down hard to move it along. And this buildup of pressure may force out those bulges. And eventually, a low fiber diet can then sometimes lead to the colon literally rupturing itself. If this theory is true, then populations that eat high fiber diets would have low rates of diverticulosis, and that's what's been found. More than 50% of African Americans in their 50s were found to have diverticulosis, compared to less than 1% in African Africans eating traditional plant-based diets. And by less than 1%, we're talking zero out of a series of 2,000 autopsies, two out of 4,000 in Uganda. That's like a thousand times lower prevalence. What then about this newer study, concluding that a low fiber diet was not associated with diverticulosis? We'll cover that next.


The introduction to principal component analysis in my previous video was intentionally brief. We wanted to dive into using PCA on a dataset and to enjoy the benefit of visualizing the multidimensional data by reducing it to two dimensions. And so we did. We took a peek into a dataset with 16 features, describing around 100 animals. Now it's time to slow down a bit and delve further into the details of this exciting reduction of dimensionality. I'll use orange's paint data to create a two-dimensional dataset and try to make it as linear as I can. This way, to determine the position of each data point, it's sufficient to know its projection onto this line. These distances, from the center of all the points to the individual projections, represent the values of the first PCA component. We can now use these distances, that is, these components, to represent our data with a single number. The prevalence of the first component in our data is also evident in a screen plot of the PCA widget. The values of the first PCA component bear 98% of the information about this data. Everything else that remains is a projection to the second PCA component, which is orthogonal to the first one. We can see here that projections on the second principal component clutter and the differences between the projection values are fairly small. Notice also that the screen plot reports only two components, as they're sufficient to describe all our two featured data. For more complex data with a higher number of features, the screen plot would report on a higher number of components. Now, we can observe the data in the projection space. To do so, let's use a scatter plot and set the axes to PC1 and PC2. It looks a bit messy, but notice the scale. PC1 spans from negative 2 to positive 2, while PC2 has a much smaller value span. We can squeeze this graph to scale it properly, like this. PC1 is a major axis, and the data spans its entire dimension. I can also check the location of the original data in the projected space. I'll first plot the original data in the scatter plot, select, say, a few data points in the upper corner of the plot, and send that subset to my plot that shows the projected space. Here they are, where they should be. And here are my data points from the bottom and from the center. Now, what would happen if I added a few more data points? This time, I might just place them a bit to the side, like this. See the change in the screen plot. The first component now explains only a portion of the variance, and is nowhere near the full 100%.  If my data were evenly distributed across the entire data space, the explained variance of the first principal component would approach 50%. Thus, we would not be able to effectively reduce the number of dimensions for such data to a single component. I hope this tells us something about PCA. We can only successfully reduce the number of dimensions if the original features are correlated. In our two-dimensional space, that means that the data is placed along a line. In the absence of any correlation, though, there are no opportunities for the reduction of dimensionality. In real data sets, however, features most often do correlate to some degree, and there are groups of correlated features as well. For such data sets, the application of principal component analysis makes a lot of sense. It's then useful to find out more about the directions of principal components and features they most depend on. I'll explore this in my next video.


We're here today to celebrate a partnership between British Columbia and the Nan-Wakola's First Nations that has been built over the last decade and has been longed for for generations prior to that. It's a partnership that is creating economic opportunities while also protecting areas of cultural and natural significance. So I'm very honoured to be here to welcome you on behalf of our Coast Salish peoples to begin a new chapter of our history to seek honour and the crown as we work together to look at decision making and proper representation of our First Nations peoples in our own territories and our own lands. Thanks to our Chiefs who have taken this courageous step in going in a direction that isn't really been seen in British Columbia to date. And the approach that we found in Nan-Wakola's Nation's traditional territories is the incremental approach. I think about the four landslides that are blocking my Chiefs and my brothers from going home today and the approach that needs to be taken to fix that mess is one shovel load at a time. And that's simply what we've done over the last few years is we've taken some significant problems and we've broken them down to their bare roots and one shovel load at a time we've fixed them. One of the reasons why we built this wonderful Kwakwaanah behind us is to show that symbol for that relationship. I think that the past achievements that our governments have made together have really set the groundwork but we needed a symbol to tie it together. And the symbol of this canoe is wonderful in the fact that if we are not paddling together we will not get there. The work that Nan-Wakola's Council has done and the partnership that has been built over the past decade is making life better and creating a brighter future on Vancouver Island and the mid-coast for First Nations and non-aboriginal people alike. And that is what I would like to close on is reminding us all that this day, this celebration isn't just about economic development and opportunities for First Nations. It's about the strength that we can build together as First Nation and non-First Nation communities when we can construct these partnerships and share in a vision together. Thank you so very much. Thank you.


Team holds very near to my heart. Aloha everyone. Welcome back to another video. This is the tallest team I like to believe if I ever made the league I'd be the tallest kicker It is what it is now This is a lot better than the shortest squad, but it's still not incredible height is a really really good indicator for some positions But for others it means literally nothing for example I've noticed that tackles are some of the tallest players in the NFL But it's not the same for guards like there's some very good six foot two ish guards But all the tackles are six foot five or taller tight ends are huge wide receivers tend to be huge Oh my gosh Quarterbacks tend to be really tall It's not common that you get the Kyler Murray's in the Drew breezes of the world, but it happens Halfbacks can literally be anywhere from like five foot eight to six foot six full backs are kind of the opposite You'll notice a lot of full backs are six three and under so let's take a look at offense Fun fact the tallest NFL player ever was a detackle Richard sly Some research I did said he's seven foot two the rest that he's seven foot tall exactly It's kind of like that NBA theory have you ever seen the NBA theory about Kevin Durant's height Kevin Durant lists himself as six foot nine But he's like clearly at least seven foot. I don't know maybe that's the same thing Richard sly Bill in a way, but six foot nine traveling six foot five Jonathan I think it's the same height as Ed two tall Jones, which is interesting because he's called Ed two tall Jones But lots of players are the same height. I don't know Jimmy Graham Six foot seven Mike Evans. No big surprise here. Dude's a stud six with five He's basically got the Megatron build except Megatron is faster talking in real life and in the game number 81 Megatron six of five two thirty six ninety-nine speed. That's a horrifying wide receiver and then Alan Lazard I love this guy I literally talk about this every single time But I bet two dollars last year on Alan Lazard to have a hundred yards a Touchdown and the Packers to win and this was the only game the whole season that Alan Lazard went off And I made like 400 bucks on a dollar bet talk about that every time and that's why I'm sponsored by DraftKings This video is not sponsored by DraftKings. I was just saying that I need to not do that I sell out too much to be talking like that Derek Henry Hey, my mom is facetiming me. It's 2 p.m. Here in Hawaii, which means it's 8 p.m. for my mom mama. Hi. Hi Are you? Oh, hey, how's it going? I'm in the middle of a video. You want to say hi? Oh, it's amazing. You want to see the view? I'm about to I'm doing surf lessons in a second I'm taking a lesson right now. Yeah, then I'll probably buy a surfboard.  All right, cool. Well, I love you guys I'm actually in the middle of video, so I gotta go say hi to the video. I love you I'll talk to you later My guess. Oh, it's my birthday in three days. I forgot about that Herbie Justin Herbie. He's so tall, but oh six plus six We got a skateboarders inside dead eye and what's that last ability and gunslayer. I love it tough nut Increased bloggers business points love it deep in elite deep out of lead on the Zard deep out of lead on Megatron All right. Yo, by the way, if you recognize this account, this is Justin again He's built some teams from in the past Justin actually. I love you so much I actually played him in the the fattest lineup the heaviest lineup I played against him by pure chance. He messaged me. He's like, yo, were you just recording a heaviest squad?  Thanks so much again The defense got Anthony Nelson six foot seven Gronk middle linebacker six foot six Tremaine Edmund six foot five also 99 gold love that Hendricks is six foot seven Carl Banks Muga six foot three see that's like that feels short but corners are just not that tall Mike Evans out of position corner makes sense This is the only like really Trash all right Chris Westry. Are we able to view you? Are you gonna kick me out again? I just I guess I can't look at this guy Chris Westry the silver 67 corner is six foot four The average height of an NFL cornerback is six foot one Oh, no, the average NFL cornerback is five foot eleven 193 pounds the average wide receiver is six foot one 210 pounds don't give up on your dreams boys. You don't have to be six foot tall to be in the NBA The NBA Matt the NBA. What are you? The NFL the NFL and then rounding out the defense camellia's Campbell is six foot seven Julius peppers at six foot eight I believe and then Marcus Hunt and de Forrest but We're good to go and I'm actually gonna do the on-the-clot game mode So just in case we play like a super sweater. I can always hop into another game I love when they have house rules in dude house rules makes it so much fun top three Lizard Ah, Samuga, Jessica Herbert. We're going up against Miles Garrett Nick Chubb and Jamal Adams tall boys Let's get it. These unis are sick. Wait are these Falcons? He's gonna throw a variation of pizza bubble. No Oh, I missed with middle linebacker. God, dude. I love these units these units are sick My goal is a pick six with grog.  They're the bubble. Oh, no, what's he running? What's you running? Come on grog. Get there That's a reminder to post a banger of a video don't mind if I do come on I have to get an interception with middle linebacker grog He's nowhere near as good as he was last year last year. He had a limited like 95 overall, but we're looking at a fourth and eight All right, he needs something deep he's beaming it up Oh, he got touched y'all if we're gonna use the tall squad We have to get a fade route touchdown That is probably the most consistent thing in the NFL that is not consistent to Madden and I'm behind I took a lot of shit about Madden, but I do love Madden.  It's really fun The only thing that I hate is that fade routes are useless Dude, you'll have like a five foot 11 corner on Six five Mike Evans and Mike Evans will get lost like what that's not how that works. Oh Oh, but Mike Evans just might have dusted him. It's not the fence Justin Herbert connects.  Let's go. I love that he's three letter abbreviation is rest in peace and he's about to rage Holder blast with Herbert. Oh, it is. Oh, where are you going, bro? Oh? Wait, that was so weird. Let's eat kickers. Don't me off so bad Second and 13 misses looking like a clean sweep. This game is about to be ogre What are you doing Libby boxed you put you in the blender? You're literally free.  Okay, okay, Nick Chubb going down easy If the glitch loop blitz by himself wait, that was insane play that back, bro It's fourth and 21 and he's going for it. He does not care. Yeah, this game is over. It's now fourth and 26 Tall squad going ham right now Grunk we got to get that interception, buddy This is an actual massacre. Oh, and if you notice my backup tight end is Zach Gentry. Do you recognize that name? He's a 63 overall silver doesn't get a lot of playing time But last year in man 20 someone gave him a gold ticket because he's one of the tallest tight ends in the game That's the only reason they gave him a golden ticket. So Zach Gentry right there 81. I think yeah 81 Let's see if we can hit him He's not there, but X Alan Lissard is wide open Herbert has thrown for a hundred yards on my two Completions the only problem I have with house rules is it simulates your stats? So they're all wrong. Oh, let's throw the big one That's why I want Mike Evans to get in his body and they can fight over the ball not just run past them, bro Like where you going Lissard? Play action gotta be dude. You cannot be running play action. Awesome. Muga has two sex. Ah I want the forest buckner Okay, it doesn't key did not I'm gonna get awesome Muga so many sacks that it just shouldn't be allowed Let's go play action. Oh, it's not play action. No, dude. I'm gonna get Westry the 67 overall corner I'm gonna get him an interception. Oh, darn it. I literally want to get an interception with Westry so bad I'm hoping they'll throw high on the left side. We're gonna get it right here. I'm gonna bait it out of him Yep, throw it up left. Damn it. Oh Somebody get to him. Oh, it's a big down right here ladies and gentlemen. Where's Westry? Oh, no, this is a Samuga We knew he's going there and he didn't even get it. Oh my goodness.  Yannis down the same What did I just watch? All right, let's try that again, huh? All right, good. I'm actually on him. Let's go up.   There was a quick out-of-bound strike that doesn't complete and we're looking at 315 here All right, Simmons is just gonna go over top here. It's 4th and 25 He kind of has to go deep Mike Evans, bro. I'm rightful in this to you.  Go up buddy. All right, you know what? He went up. That's all I could ask at this point I'm gonna keep going for jump balls. All right, Jimmy Graham. It's your turn to just go up and boss somebody Yep. Yep. Yep. Go up, buddy This is not a catch animation. Wait, I don't know what happened. Let's try Lizard again. Maybe I'm not believing. Oh, maybe not maybe not Okay, Herbert's moving Herbert's kind of moving get through them. All right, Jimmy Graham back at the end zone He might not have to aggro catch this. He probably could just possession catch it.   I have all these easy routes to throw and I'm not throwing them whatever I like the way I'm playing. I'm not just taking my easy blowout W. All right first of tail Let's just get the ball back down. It shouldn't be too hard Yeah, I should be my ball. This man's going up for the ball better than I am. Let's give it a go It's gonna throw underneath. Oh, Ted Hendricks Mine All right, nice Watkins has got it jump ball. We're getting a jump ball touchdown before I leave here today All right, Jimmy Graham back the end zone, baby He's too open for this to be a jump ball. All right, Lizard. I see you buddy. We're getting in here. I See you I see you But somehow that was a touchdown What I don't know. I literally I literally couldn't tell you what just happened But I'll take it. This has been the tall squad I don't know if I can say it performed has it should ever if it didn't that was a weird game But it worked out. We got a dub technically a rage quit. I will take it boy said it's all for today's video I hope you enjoyed. I will see in the next one. Peace out