Chapter09_NaturalLanguages.ipynb

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      "Counter({'OF THE PEOPLE': 13, 'OF THE CONSTITUTION': 11, 'THE UNITED STATES': 10, 'OF THE UNITED': 9, 'IT MAY BE': 8, 'OF THE GOVERNMENT': 8, 'THE CHARACTER OF': 7, 'OF THE EXECUTIVE': 7, 'BY THE CONSTITUTION': 6, 'PART OF THE': 6, 'OF THE LEGISLATIVE': 6, 'OF THE STATES': 6, 'ACTS OF THE': 6, 'OF THE PUBLIC': 6, 'OF THE WHOLE': 6, 'IN RELATION TO': 5, 'OF POWER TO': 5, 'OF ALL THE': 5, 'AS TO THE': 5, 'TO THE EXECUTIVE': 5, 'THE ACTS OF': 5, 'OF THE LEGISLATURE': 5, 'OF THE COUNTRY': 5, 'AS WELL AS': 5, 'IT HAS BEEN': 4, 'THE PEOPLE TO': 4, 'ON THE CONTRARY': 4, 'GRANT OF POWER': 4, 'PEOPLE OF THE': 4, 'THE INFLUENCE OF': 4, 'ONE OF THE': 4, 'THE HANDS OF': 4, 'EXERCISE OF THE': 4, 'OF THE FORMER': 4, 'IT WOULD BE': 4, 'IF THERE IS': 4, 'CHARACTER OF THE': 4, 'THE EXECUTIVE DEPARTMENT': 4, 'THE GENERAL GOVERNMENT': 4, 'THE CONTROL OF': 4, 'CONTROL OF THE': 4, 'OF THE TREASURY': 4, 'THE CITIZEN OF': 4, 'THE CITIZENS OF': 4, 'THE SPIRIT OF': 4, 'SPIRIT OF LIBERTY': 4, 'WHICH THE CONSTITUTION': 3, 'CALLED UPON TO': 3, 'IT WAS THE': 3, 'SOME OF THE': 3, 'OF THE POWER': 3, 'THE DUTY OF': 3, 'WHICH HAVE BEEN': 3, 'WHICH HAS BEEN': 3, 'BEEN GRANTED TO': 3, 'THE POWER OF': 3, 'BUT BY THE': 3, 'THE PEOPLE OF': 3, 'WHICH THEY HAVE': 3, 'RELATION TO THE': 3, 'OF THE MOST': 3, 'THE FRAMERS OF': 3, 'FRAMERS OF THE': 3, 'NOT APPEAR TO': 3, 'THE GOVERNMENT OF': 3, 'IN ONE OF': 3, 'OF THE DEPARTMENTS': 3, 'THE POWERS WHICH': 3, 'HANDS OF THE': 3, 'THE EXTENT OF': 3, 'AS FAR AS': 3, 'WHICH MAY BE': 3, 'POWER IN THE': 3, 'THE MANAGEMENT OF': 3, 'OF THEIR AFFAIRS': 3, 'THE LOVE OF': 3, 'IT IS THE': 3, 'THE PART OF': 3, 'THE CONTINUANCE OF': 3, 'A PART OF': 3, 'THE POWER TO': 3, 'THE CONSTITUTION HAS': 3, 'THE LEGISLATIVE BODY': 3, 'UPON THE ACTS': 3, 'THE ADOPTION OF': 3, 'THAN ANY OTHER': 3, 'OF THE UNION': 3, 'THE SAME CAUSES': 3, 'THE LEGISLATION OF': 3, 'THE EFFECTS OF': 3, 'DEPARTMENTS OF THE': 3, 'STATE OF THINGS': 3, 'TO CONTROL THE': 3, 'THE FREEDOM OF': 3, 'FREEDOM OF THE': 3, 'AT THIS TIME': 3, 'TO BE THE': 3, 'OF THEIR OWN': 3, 'THE GOVERNMENT SHOULD': 3, 'IT IS IN': 3, 'THE DISTRICT OF': 3, 'DISTRICT OF COLUMBIA': 3, 'OF ANY OTHER': 3, 'AS IN THE': 3, 'THE CHARACTER AND': 3, 'THE WHOLE COUNTRY': 3, 'I PROCEED TO': 2, 'IN THE DISCHARGE': 2, 'THE DISCHARGE OF': 2, 'DISCHARGE OF THE': 2, 'OF THE DUTIES': 2, 'WHICH I SHALL': 2, 'I SHALL BE': 2, 'UPON TO PERFORM': 2, 'REMARK OF A': 2, 'OF A ROMAN': 2, 'OF THAT CELEBRATED': 2, 'IN THE LATTER': 2, 'THE LAPSE OF': 2, 'EXAMINATION OF THE': 2, 'OF SOME OF': 2, 'UPON THEIR PART': 2, 'SUPPOSED TO HAVE': 2, 'THERE MAY BE': 2, 'OF A FEW': 2, 'AND I SHALL': 2, 'THE MASS OF': 2, 'OF THOSE WHO': 2, 'THE POWER WHICH': 2, 'POWER WHICH IT': 2, 'WHICH IT HAS': 2, 'THE AID OF': 2, 'TO ME BY': 2, 'UPON WHICH OUR': 2, 'NONE OF THE': 2, 'OF THE GREAT': 2, 'TO THAT OF': 2, 'IF WE WOULD': 2, 'OF OUR PEOPLE': 2, 'OF OUR CITIZENS': 2, 'AMOUNT OF POWER': 2, 'THAT WHICH HAS': 2, 'TO THEM BY': 2, 'THEM BY THE': 2, 'SO FAR AS': 2, 'AN EXPRESS GRANT': 2, 'THE CONSTITUTION OF': 2, 'CONSTITUTION OF THE': 2, 'POWER TO THE': 2, 'OF THAT INSTRUMENT': 2, 'BE FOUND TO': 2, 'THE RIGHT TO': 2, 'BEING IN THE': 2, 'IN THE LANGUAGE': 2, 'THE LANGUAGE OF': 2, 'OF OUR SYSTEM': 2, 'THE SUBJECT OF': 2, 'SUBJECT OF THE': 2, 'WITH OR WITHOUT': 2, 'NOT OF A': 2, 'PRESCRIBED BY THE': 2, 'THE GOVERNMENT THE': 2, 'BY THE SAME': 2, 'SHARE OF THE': 2, 'BY THE PEOPLE': 2, 'THE AMOUNT OF': 2, 'AND NOT ONLY': 2, 'THE EXERCISE OF': 2, 'TO CARRY INTO': 2, 'CARRY INTO EFFECT': 2, 'INTO EFFECT THE': 2, 'MANY OF OUR': 2, 'AT ONE TIME': 2, 'OF THEIR POLITICAL': 2, 'OF EACH OF': 2, 'ARE ATTRIBUTABLE TO': 2, 'DANGER TO OUR': 2, 'TO OUR INSTITUTIONS': 2, 'DOES NOT APPEAR': 2, 'TO ME TO': 2, 'ME TO BE': 2, 'TO BE IN': 2, 'THE PEOPLE BUT': 2, 'THE DEPARTMENTS OF': 2, 'HAVE BEEN GRANTED': 2, 'WHEN THE CONSTITUTION': 2, 'FROM THE HANDS': 2, 'OF THE CONVENTION': 2, 'WHICH HAD BEEN': 2, 'THE FEDERAL GOVERNMENT': 2, 'FEDERAL GOVERNMENT AND': 2, 'ASSIGNED TO THE': 2, 'NOT TO BE': 2, 'THE TENDENCY OF': 2, 'POWER TO INCREASE': 2, 'TO INCREASE ITSELF': 2, 'TO SAY THAT': 2, 'HAS BEEN IN': 2, 'THAT I SHOULD': 2, 'TO ITS PRISTINE': 2, 'ITS PRISTINE HEALTH': 2, 'PRISTINE HEALTH AND': 2, 'CAN BE EFFECTED': 2, 'BE EFFECTED BY': 2, 'PLACED IN MY': 2, 'IN MY HANDS': 2, 'OPINION OF THE': 2, 'TO BE FOUND': 2, 'DEFECTS OF THE': 2, 'A MISCONSTRUCTION OF': 2, 'OF ITS PROVISIONS': 2, 'OF THE SAME': 2, 'A SECOND TERM': 2, 'IS IN THE': 2, 'THE OPINION OF': 2, 'FRAMED THE CONSTITUTION': 2, 'HAVE BEEN THE': 2, 'MAY BE OBSERVED': 2, 'BE OBSERVED HOWEVER': 2, 'OF POWER IN': 2, 'IN THE BOSOMS': 2, 'THE BOSOMS OF': 2, 'OF THOSE TO': 2, 'THOSE TO WHOM': 2, 'MORE LIKELY TO': 2, 'LIKELY TO PRODUCE': 2, 'A STATE OF': 2, 'TO THE CHARACTER': 2, 'OF THE HUMAN': 2, 'LAWS AND THE': 2, 'BY RENEWING THE': 2, 'CONTINUANCE OF THE': 2, 'THE EXECUTIVE POWER': 2, 'OR EITHER OF': 2, 'CAN NOT BE': 2, 'IT IS A': 2, 'AND ALTHOUGH THERE': 2, 'CONFIDENCE IN THE': 2, 'INDEED THAT THE': 2, 'THAT THE CONSTITUTION': 2, 'GIVEN TO THE': 2, 'THE EXECUTIVE THE': 2, 'NO PART OF': 2, 'NEGATIVE UPON THE': 2, 'THAT OF WANT': 2, 'OF WANT OF': 2, 'WANT OF CONFORMITY': 2, 'OF CONFORMITY TO': 2, 'CONFORMITY TO THE': 2, 'TO THE CONSTITUTION': 2, 'OF THE JUDICIARY': 2, 'BOTH HOUSES OF': 2, 'HOUSES OF CONGRESS': 2, 'BY THE EXECUTIVE': 2, 'THAT IN THE': 2, 'IN THE HANDS': 2, 'SEEM TO BE': 2, 'IN OUR SYSTEM': 2, 'THE CONSTITUTION THE': 2, 'APPEAR TO HAVE': 2, 'THE STATE GOVERNMENTS': 2, 'FOR THE ADOPTION': 2, 'PEOPLE AND THE': 2, 'OF THE STATE': 2, 'NOT TO HAVE': 2, 'THE CIRCUMSTANCES OF': 2, 'CIRCUMSTANCES OF THE': 2, 'AND IT IS': 2, 'TIE OF INTEREST': 2, 'THE VETO POWER': 2, 'THE LABORS OF': 2, 'HAD BEEN COMMITTED': 2, 'ADOPTION OF THE': 2, 'TO THE CONVENTION': 2, 'TO THE SECURITY': 2, 'INTERESTS OF THE': 2, 'THE CONSTITUTION AND': 2, 'CONSTITUTED BY THE': 2, 'THAT HIGH OFFICE': 2, 'THE RIGHTS OF': 2, 'POWER TO BE': 2, 'TO PREVENT THE': 2, 'OF THE GENERAL': 2, 'OF THE NATION': 2, 'MADE OF THE': 2, 'OF THE POWERS': 2, 'POWERS WHICH THEY': 2, 'WHICH THEY RESPECTIVELY': 2, 'THEY RESPECTIVELY CLAIM': 2, 'THOSE OF THE': 2, 'THE COMMENCEMENT OF': 2, 'OF ITS OPERATIONS': 2, 'THE RESERVED POWERS': 2, 'RESERVED POWERS OF': 2, 'OF THE FEDERAL': 2, 'FOR WHICH THEY': 2, 'THE MODE OF': 2, 'RIGHTS OF THE': 2, 'THE STATE AUTHORITIES': 2, 'BY THE GREAT': 2, 'THE GREAT INCREASE': 2, 'DEPARTMENT OF THE': 2, 'GENERAL GOVERNMENT BUT': 2, 'GOVERNMENT BUT THE': 2, 'IN THE CONSTITUTION': 2, 'IN CONTROLLING THE': 2, 'CONTROLLING THE FREEDOM': 2, 'OF THE ELECTIVE': 2, 'THE ELECTIVE FRANCHISE': 2, 'IT IS NOT': 2, 'DUTY OF THE': 2, 'OF THE PRESIDENT': 2, 'THE PRESIDENT TO': 2, 'TO ME IT': 2, 'ME IT APPEARS': 2, 'STRANGE INDEED THAT': 2, 'WHICH THE PRESIDENT': 2, 'THE PUBLIC MONEY': 2, 'BY THE POWER': 2, 'UNION OF THE': 2, 'BRANCH OF THE': 2, 'WHICH OUR ANCESTORS': 2, 'OF CIVIL AND': 2, 'CIVIL AND RELIGIOUS': 2, 'SHOULD NEVER BE': 2, 'GOVERNMENT SHOULD BE': 2, 'IT SHOULD BE': 2, 'TO PROPOSE AMENDMENTS': 2, 'THEM TO THE': 2, 'OF KEEPING THE': 2, 'OF THE CITIZENS': 2, 'BY WHICH THE': 2, 'IT IS AN': 2, 'IS AN EXCLUSIVE': 2, 'AN EXCLUSIVE METALLIC': 2, 'EXCLUSIVE METALLIC CURRENCY': 2, 'THERE IS A': 2, 'OF THEIR SUBJECTS': 2, 'IN THE DISTRICT': 2, 'TO THE GENERAL': 2, 'OF OUR COUNTRY': 2, 'OF OUR GOVERNMENT': 2, 'ALL ITS MEMBERS': 2, 'CITIZEN OF ANY': 2, 'BUT THAT OF': 2, 'TO BE EXERCISED': 2, 'CITIZENS OF ONE': 2, 'OF ONE STATE': 2, 'CONTROL THE DOMESTIC': 2, 'THE DESTRUCTION OF': 2, 'THE INSTITUTIONS OF': 2, 'IN THE PRINCIPLES': 2, 'AND FORMS OF': 2, 'WELL AS IN': 2, 'OF THE SEVERAL': 2, 'CONTENT WITH THE': 2, 'THE INDIVIDUAL MEMBERS': 2, 'THE PRINCIPLES OF': 2, 'TO OUR COUNTRY': 2, 'CHARACTER AND CREDIT': 2, 'AND CREDIT OF': 2, 'CREDIT OF THE': 2, 'FOR WHICH OUR': 2, 'OF LIBERTY IS': 2, 'THE CONTRARY NO': 2, 'A FREE PEOPLE': 2, 'AND AS LONG': 2, 'AS LONG AS': 2, 'LONG AS THE': 2, 'THE LIBERTIES OF': 2, 'OF A PEOPLE': 2, 'THE GENUINE SPIRIT': 2, 'GENUINE SPIRIT OF': 2, 'THE TRUE SPIRIT': 2, 'SPIRIT OF PARTY': 2, 'THAT OF LIBERTY': 2, 'TO MY FELLOW-CITIZENS': 2, 'AND OF THE': 2, 'THE INTERESTS OF': 2, 'ON THE PART': 2, 'OF MY COUNTRYMEN': 2, 'FOR THE SAKE': 2, 'THE SAKE OF': 2, 'WHOLE COUNTRY FOR': 2, 'COUNTRY FOR THE': 2, 'FOR THE DEFENSE': 2, 'THE DEFENSE OF': 2, 'THE SUPPORT OF': 2, 'CALLED FROM A': 1, 'FROM A RETIREMENT': 1, 'A RETIREMENT WHICH': 1, 'RETIREMENT WHICH I': 1, 'WHICH I HAD': 1, 'I HAD SUPPOSED': 1, 'HAD SUPPOSED WAS': 1, 'SUPPOSED WAS TO': 1, 'WAS TO CONTINUE': 1, 'TO CONTINUE FOR': 1, 'CONTINUE FOR THE': 1, 'FOR THE RESIDUE': 1, 'THE RESIDUE OF': 1, 'RESIDUE OF MY': 1, 'OF MY LIFE': 1, 'MY LIFE TO': 1, 'LIFE TO FILL': 1, 'TO FILL THE': 1, 'FILL THE CHIEF': 1, 'THE CHIEF EXECUTIVE': 1, 'CHIEF EXECUTIVE OFFICE': 1, 'EXECUTIVE OFFICE OF': 1, 'OFFICE OF THIS': 1, 'OF THIS GREAT': 1, 'THIS GREAT AND': 1, 'GREAT AND FREE': 1, 'AND FREE NATION': 1, 'FREE NATION I': 1, 'NATION I APPEAR': 1, 'I APPEAR BEFORE': 1, 'APPEAR 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1, 'TO YOU A': 1, 'YOU A SUMMARY': 1, 'A SUMMARY OF': 1, 'SUMMARY OF THE': 1, 'OF THE PRINCIPLES': 1, 'THE PRINCIPLES WHICH': 1, 'PRINCIPLES WHICH WILL': 1, 'WHICH WILL GOVERN': 1, 'WILL GOVERN ME': 1, 'GOVERN ME IN': 1, 'ME IN THE': 1, 'THE DUTIES WHICH': 1, 'DUTIES WHICH I': 1, 'SHALL BE CALLED': 1, 'BE CALLED UPON': 1, 'WAS THE REMARK': 1, 'THE REMARK OF': 1, 'A ROMAN CONSUL': 1, 'ROMAN CONSUL IN': 1, 'CONSUL IN AN': 1, 'IN AN EARLY': 1, 'AN EARLY PERIOD': 1, 'EARLY PERIOD OF': 1, 'PERIOD OF THAT': 1, 'THAT CELEBRATED REPUBLIC': 1, 'CELEBRATED REPUBLIC THAT': 1, 'REPUBLIC THAT A': 1, 'THAT A MOST': 1, 'A MOST STRIKING': 1, 'MOST STRIKING CONTRAST': 1, 'STRIKING CONTRAST WAS': 1, 'CONTRAST WAS OBSERVABLE': 1, 'WAS OBSERVABLE IN': 1, 'OBSERVABLE IN THE': 1, 'IN THE CONDUCT': 1, 'THE CONDUCT OF': 1, 'CONDUCT OF CANDIDATES': 1, 'OF CANDIDATES FOR': 1, 'CANDIDATES FOR OFFICES': 1, 'FOR OFFICES OF': 1, 'OFFICES OF POWER': 1, 'OF POWER AND': 1, 'POWER AND TRUST': 1, 'AND TRUST BEFORE': 1, 'TRUST BEFORE AND': 1, 'BEFORE AND AFTER': 1, 'AND AFTER OBTAINING': 1, 'AFTER OBTAINING THEM': 1, 'OBTAINING THEM THEY': 1, 'THEM THEY SELDOM': 1, 'THEY SELDOM CARRYING': 1, 'SELDOM CARRYING OUT': 1, 'CARRYING OUT IN': 1, 'OUT IN THE': 1, 'THE LATTER CASE': 1, 'LATTER CASE THE': 1, 'CASE THE PLEDGES': 1, 'THE PLEDGES AND': 1, 'PLEDGES AND PROMISES': 1, 'AND PROMISES MADE': 1, 'PROMISES MADE IN': 1, 'MADE IN THE': 1, 'IN THE FORMER': 1, 'HOWEVER MUCH THE': 1, 'MUCH THE WORLD': 1, 'THE WORLD MAY': 1, 'WORLD MAY HAVE': 1, 'MAY HAVE IMPROVED': 1, 'HAVE IMPROVED IN': 1, 'IMPROVED IN MANY': 1, 'IN MANY RESPECTS': 1, 'MANY RESPECTS IN': 1, 'RESPECTS IN THE': 1, 'IN THE LAPSE': 1, 'LAPSE OF UPWARD': 1, 'OF UPWARD OF': 1, 'UPWARD OF TWO': 1, 'OF TWO THOUSAND': 1, 'TWO THOUSAND YEARS': 1, 'THOUSAND YEARS SINCE': 1, 'YEARS SINCE THE': 1, 'SINCE THE REMARK': 1, 'THE REMARK WAS': 1, 'REMARK WAS MADE': 1, 'WAS MADE BY': 1, 'MADE BY THE': 1, 'BY THE VIRTUOUS': 1, 'THE VIRTUOUS AND': 1, 'VIRTUOUS AND INDIGNANT': 1, 'AND INDIGNANT ROMAN': 1, 'INDIGNANT ROMAN I': 1, 'ROMAN I FEAR': 1, 'I FEAR THAT': 1, 'FEAR THAT A': 1, 'THAT A STRICT': 1, 'A STRICT EXAMINATION': 1, 'STRICT EXAMINATION OF': 1, 'OF THE ANNALS': 1, 'THE ANNALS OF': 1, 'ANNALS OF SOME': 1, 'OF THE MODERN': 1, 'THE MODERN ELECTIVE': 1, 'MODERN ELECTIVE GOVERNMENTS': 1, 'ELECTIVE GOVERNMENTS WOULD': 1, 'GOVERNMENTS WOULD DEVELOP': 1, 'WOULD DEVELOP SIMILAR': 1, 'DEVELOP SIMILAR INSTANCES': 1, 'SIMILAR INSTANCES OF': 1, 'INSTANCES OF VIOLATED': 1, 'OF VIOLATED CONFIDENCE': 1, 'ALTHOUGH THE FIAT': 1, 'THE FIAT OF': 1, 'FIAT OF THE': 1, 'THE PEOPLE HAS': 1, 'PEOPLE HAS GONE': 1, 'HAS GONE FORTH': 1, 'GONE FORTH PROCLAIMING': 1, 'FORTH PROCLAIMING ME': 1, 'PROCLAIMING ME THE': 1, 'ME THE CHIEF': 1, 'THE CHIEF MAGISTRATE': 1, 'CHIEF MAGISTRATE OF': 1, 'MAGISTRATE OF THIS': 1, 'OF THIS GLORIOUS': 1, 'THIS GLORIOUS UNION': 1, 'GLORIOUS UNION NOTHING': 1, 'UNION NOTHING UPON': 1, 'NOTHING UPON THEIR': 1, 'THEIR PART REMAINING': 1, 'PART REMAINING TO': 1, 'REMAINING TO BE': 1, 'TO BE DONE': 1, 'BE DONE IT': 1, 'DONE IT MAY': 1, 'MAY BE THOUGHT': 1, 'BE THOUGHT THAT': 1, 'THOUGHT THAT A': 1, 'THAT A MOTIVE': 1, 'A MOTIVE MAY': 1, 'MOTIVE MAY EXIST': 1, 'MAY EXIST TO': 1, 'EXIST TO KEEP': 1, 'TO KEEP UP': 1, 'KEEP UP THE': 1, 'UP THE DELUSION': 1, 'THE DELUSION UNDER': 1, 'DELUSION UNDER WHICH': 1, 'UNDER WHICH THEY': 1, 'WHICH THEY MAY': 1, 'THEY MAY BE': 1, 'MAY BE SUPPOSED': 1, 'BE SUPPOSED TO': 1, 'TO HAVE ACTED': 1, 'HAVE ACTED IN': 1, 'ACTED IN RELATION': 1, 'RELATION TO MY': 1, 'TO MY PRINCIPLES': 1, 'MY PRINCIPLES AND': 1, 'PRINCIPLES AND OPINIONS': 1, 'AND OPINIONS AND': 1, 'OPINIONS AND PERHAPS': 1, 'AND PERHAPS THERE': 1, 'PERHAPS THERE MAY': 1, 'MAY BE SOME': 1, 'BE SOME IN': 1, 'SOME IN THIS': 1, 'IN THIS ASSEMBLY': 1, 'THIS ASSEMBLY WHO': 1, 'ASSEMBLY WHO HAVE': 1, 'WHO HAVE COME': 1, 'HAVE COME HERE': 1, 'COME HERE EITHER': 1, 'HERE EITHER PREPARED': 1, 'EITHER PREPARED TO': 1, 'PREPARED TO 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'EXPECTATIONS OF A': 1, 'OF A MAGNANIMOUS': 1, 'A MAGNANIMOUS AND': 1, 'MAGNANIMOUS AND CONFIDING': 1, 'AND CONFIDING PEOPLE': 1, 'CONFIDING PEOPLE I': 1, 'PEOPLE I TOO': 1, 'I TOO WELL': 1, 'TOO WELL UNDERSTAND': 1, 'WELL UNDERSTAND THE': 1, 'UNDERSTAND THE DANGEROUS': 1, 'THE DANGEROUS TEMPTATIONS': 1, 'DANGEROUS TEMPTATIONS TO': 1, 'TEMPTATIONS TO WHICH': 1, 'TO WHICH I': 1, 'SHALL BE EXPOSED': 1, 'BE EXPOSED FROM': 1, 'EXPOSED FROM THE': 1, 'FROM THE MAGNITUDE': 1, 'THE MAGNITUDE OF': 1, 'MAGNITUDE OF THE': 1, 'HAS BEEN THE': 1, 'BEEN THE PLEASURE': 1, 'THE PLEASURE OF': 1, 'PLEASURE OF THE': 1, 'PEOPLE TO COMMIT': 1, 'TO COMMIT TO': 1, 'COMMIT TO MY': 1, 'TO MY HANDS': 1, 'MY HANDS NOT': 1, 'HANDS NOT TO': 1, 'NOT TO PLACE': 1, 'TO PLACE MY': 1, 'PLACE MY CHIEF': 1, 'MY CHIEF CONFIDENCE': 1, 'CHIEF CONFIDENCE UPON': 1, 'CONFIDENCE UPON THE': 1, 'UPON THE AID': 1, 'AID OF THAT': 1, 'OF THAT ALMIGHTY': 1, 'THAT ALMIGHTY POWER': 1, 'ALMIGHTY POWER WHICH': 1, 'POWER WHICH HAS': 1, 'WHICH HAS HITHERTO': 1, 'HAS HITHERTO PROTECTED': 1, 'HITHERTO PROTECTED ME': 1, 'PROTECTED ME AND': 1, 'ME AND ENABLED': 1, 'AND ENABLED ME': 1, 'ENABLED ME TO': 1, 'ME TO BRING': 1, 'TO BRING TO': 1, 'BRING TO FAVORABLE': 1, 'TO FAVORABLE ISSUES': 1, 'FAVORABLE ISSUES OTHER': 1, 'ISSUES OTHER IMPORTANT': 1, 'OTHER IMPORTANT BUT': 1, 'IMPORTANT BUT STILL': 1, 'BUT STILL GREATLY': 1, 'STILL GREATLY INFERIOR': 1, 'GREATLY INFERIOR TRUSTS': 1, 'INFERIOR TRUSTS HERETOFORE': 1, 'TRUSTS HERETOFORE CONFIDED': 1, 'HERETOFORE CONFIDED TO': 1, 'CONFIDED TO ME': 1, 'ME BY MY': 1, 'BY MY COUNTRY': 1, 'THE BROAD FOUNDATION': 1, 'BROAD FOUNDATION UPON': 1, 'FOUNDATION UPON WHICH': 1, 'WHICH OUR CONSTITUTION': 1, 'OUR CONSTITUTION RESTS': 1, 'CONSTITUTION RESTS BEING': 1, 'RESTS BEING THE': 1, 'BEING THE PEOPLE--A': 1, 'THE PEOPLE--A BREATH': 1, 'PEOPLE--A BREATH OF': 1, 'BREATH OF THEIRS': 1, 'OF THEIRS HAVING': 1, 'THEIRS HAVING MADE': 1, 'HAVING MADE AS': 1, 'MADE AS A': 1, 'AS A BREATH': 1, 'A 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1, 'AND LASTING HAPPINESS': 1, 'LASTING HAPPINESS AND': 1, 'HAPPINESS AND TO': 1, 'AND TO THAT': 1, 'TO THAT GOOD': 1, 'THAT GOOD BEING': 1, 'GOOD BEING WHO': 1, 'BEING WHO HAS': 1, 'WHO HAS BLESSED': 1, 'HAS BLESSED US': 1, 'BLESSED US BY': 1, 'US BY THE': 1, 'BY THE GIFTS': 1, 'THE GIFTS OF': 1, 'GIFTS OF CIVIL': 1, 'AND RELIGIOUS FREEDOM': 1, 'RELIGIOUS FREEDOM WHO': 1, 'FREEDOM WHO WATCHED': 1, 'WHO WATCHED OVER': 1, 'WATCHED OVER AND': 1, 'OVER AND PROSPERED': 1, 'AND PROSPERED THE': 1, 'PROSPERED THE LABORS': 1, 'LABORS OF OUR': 1, 'OF OUR FATHERS': 1, 'OUR FATHERS AND': 1, 'FATHERS AND HAS': 1, 'AND HAS HITHERTO': 1, 'HAS HITHERTO PRESERVED': 1, 'HITHERTO PRESERVED TO': 1, 'PRESERVED TO US': 1, 'TO US INSTITUTIONS': 1, 'US INSTITUTIONS FAR': 1, 'INSTITUTIONS FAR EXCEEDING': 1, 'FAR EXCEEDING IN': 1, 'EXCEEDING IN EXCELLENCE': 1, 'IN EXCELLENCE THOSE': 1, 'EXCELLENCE THOSE OF': 1, 'THOSE OF ANY': 1, 'ANY OTHER PEOPLE': 1, 'OTHER PEOPLE LET': 1, 'PEOPLE LET US': 1, 'LET US UNITE': 1, 'US UNITE IN': 1, 'UNITE IN FERVENTLY': 1, 'IN FERVENTLY COMMENDING': 1, 'FERVENTLY COMMENDING EVERY': 1, 'COMMENDING EVERY INTEREST': 1, 'EVERY INTEREST OF': 1, 'INTEREST OF OUR': 1, 'OF OUR BELOVED': 1, 'OUR BELOVED COUNTRY': 1, 'BELOVED COUNTRY IN': 1, 'COUNTRY IN ALL': 1, 'IN ALL FUTURE': 1, 'ALL FUTURE TIME': 1, 'FELLOW-CITIZENS BEING FULLY': 1, 'BEING FULLY INVESTED': 1, 'FULLY INVESTED WITH': 1, 'INVESTED WITH THAT': 1, 'WITH THAT HIGH': 1, 'HIGH OFFICE TO': 1, 'OFFICE TO WHICH': 1, 'TO WHICH THE': 1, 'WHICH THE PARTIALITY': 1, 'THE PARTIALITY OF': 1, 'PARTIALITY OF MY': 1, 'MY COUNTRYMEN HAS': 1, 'COUNTRYMEN HAS CALLED': 1, 'HAS CALLED ME': 1, 'CALLED ME I': 1, 'ME I NOW': 1, 'I NOW TAKE': 1, 'NOW TAKE AN': 1, 'TAKE AN AFFECTIONATE': 1, 'AN AFFECTIONATE LEAVE': 1, 'AFFECTIONATE LEAVE OF': 1, 'LEAVE OF YOU': 1, 'YOU WILL BEAR': 1, 'WILL BEAR WITH': 1, 'BEAR WITH YOU': 1, 'WITH YOU TO': 1, 'YOU TO YOUR': 1, 'TO YOUR HOMES': 1, 'YOUR HOMES THE': 1, 'HOMES THE REMEMBRANCE': 1, 'THE REMEMBRANCE OF': 1, 'REMEMBRANCE OF THE': 1, 'OF THE PLEDGE': 1, 'THE PLEDGE I': 1, 'PLEDGE I HAVE': 1, 'I HAVE THIS': 1, 'HAVE THIS DAY': 1, 'THIS DAY GIVEN': 1, 'DAY GIVEN TO': 1, 'GIVEN TO DISCHARGE': 1, 'TO DISCHARGE ALL': 1, 'DISCHARGE ALL THE': 1, 'ALL THE HIGH': 1, 'THE HIGH DUTIES': 1, 'HIGH DUTIES OF': 1, 'DUTIES OF MY': 1, 'OF MY EXALTED': 1, 'MY EXALTED STATION': 1, 'EXALTED STATION ACCORDING': 1, 'STATION ACCORDING TO': 1, 'ACCORDING TO THE': 1, 'TO THE BEST': 1, 'THE BEST OF': 1, 'BEST OF MY': 1, 'OF MY ABILITY': 1, 'MY ABILITY AND': 1, 'ABILITY AND I': 1, 'I SHALL ENTER': 1, 'SHALL ENTER UPON': 1, 'ENTER UPON THEIR': 1, 'UPON THEIR PERFORMANCE': 1, 'THEIR PERFORMANCE WITH': 1, 'PERFORMANCE WITH ENTIRE': 1, 'WITH ENTIRE CONFIDENCE': 1, 'ENTIRE CONFIDENCE IN': 1, 'IN THE SUPPORT': 1, 'SUPPORT OF A': 1, 'OF A JUST': 1, 'A JUST AND': 1, 'JUST AND GENEROUS': 1, 'AND GENEROUS PEOPLE': 1})\n"
     ]
    }
   ],
   "source": [
    "from urllib.request import urlopen\n",
    "from bs4 import BeautifulSoup\n",
    "import re\n",
    "import string\n",
    "from collections import Counter\n",
    "\n",
    "def cleanSentence(sentence):\n",
    "    sentence = sentence.split(' ')\n",
    "    sentence = [word.strip(string.punctuation+string.whitespace) for word in sentence]\n",
    "    sentence = [word for word in sentence if len(word) > 1 or (word.lower() == 'a' or word.lower() == 'i')]\n",
    "    return sentence\n",
    "\n",
    "def cleanInput(content):\n",
    "    content = content.upper()\n",
    "    content = re.sub('\\n', ' ', content)\n",
    "    content = bytes(content, 'UTF-8')\n",
    "    content = content.decode('ascii', 'ignore')\n",
    "    sentences = content.split('. ')\n",
    "    return [cleanSentence(sentence) for sentence in sentences]\n",
    "\n",
    "def getNgramsFromSentence(content, n):\n",
    "    output = []\n",
    "    for i in range(len(content)-n+1):\n",
    "        output.append(content[i:i+n])\n",
    "    return output\n",
    "\n",
    "def getNgrams(content, n):\n",
    "    content = cleanInput(content)\n",
    "    ngrams = Counter()\n",
    "    ngrams_list = []\n",
    "    for sentence in content:\n",
    "        newNgrams = [' '.join(ngram) for ngram in getNgramsFromSentence(sentence, n)]\n",
    "        ngrams_list.extend(newNgrams)\n",
    "        ngrams.update(newNgrams)\n",
    "    return(ngrams)\n",
    "\n",
    "\n",
    "content = str(\n",
    "      urlopen('http://pythonscraping.com/files/inaugurationSpeech.txt').read(),\n",
    "              'utf-8')\n",
    "ngrams = getNgrams(content, 3)\n",
    "print(ngrams)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Counter({'EXCLUSIVE METALLIC CURRENCY': 2, 'HAD SUPPOSED WAS': 1, 'CHIEF EXECUTIVE OFFICE': 1, 'MOST STRIKING CONTRAST': 1, 'STRIKING CONTRAST WAS': 1, 'CONTRAST WAS OBSERVABLE': 1, 'THOUSAND YEARS SINCE': 1, 'REMARK WAS MADE': 1, 'MODERN ELECTIVE GOVERNMENTS': 1, 'DEVELOP SIMILAR INSTANCES': 1, 'GONE FORTH PROCLAIMING': 1, 'GLORIOUS UNION NOTHING': 1, 'UNION NOTHING UPON': 1, 'MOTIVE MAY EXIST': 1, 'SHALL STAND EITHER': 1, 'STAND EITHER EXONERATED': 1, 'HOWEVER STRONG MAY': 1, 'CHIEF CONFIDENCE UPON': 1, 'STILL GREATLY INFERIOR': 1, 'GREATLY INFERIOR TRUSTS': 1, 'INFERIOR TRUSTS HERETOFORE': 1, 'TRUSTS HERETOFORE CONFIDED': 1, 'BROAD FOUNDATION UPON': 1, 'CONSTITUTION RESTS BEING': 1, 'THEIRS HAVING MADE': 1, 'ARE CALLED UPON': 1, 'CONSIDERED MOST PURELY': 1, 'MOST PURELY DEMOCRATIC': 1, 'MOST ESSENTIAL DIFFERENCE': 1, 'OTHERS LAY CLAIM': 1, 'POWER LIMITED ONLY': 1, 'POWER PRECISELY EQUAL': 1, 'DIVINE RIGHT BELIEVING': 1, 'DISTINCTION AMONGST MEN': 1, 'ONLY LEGITIMATE RIGHT': 1, 'SEVERAL DEPARTMENTS COMPOSING': 1, 'ARE CERTAIN RIGHTS': 1, 'CERTAIN RIGHTS POSSESSED': 1, 'EACH INDIVIDUAL AMERICAN': 1, 'INDIVIDUAL AMERICAN CITIZEN': 1, 'ROMAN CITIZEN WAS': 1, 'SHIELD ONLY AGAINST': 1, 'PETTY PROVINCIAL RULER': 1, 'PROVINCIAL RULER WHILST': 1, 'CONSOLE HIMSELF UNDER': 1, \"ONE'S FAITH PRESCRIBE\": 1, 'FAITH PRESCRIBE FORMS': 1, \"ONE'S OBSERVANCE INFLICT\": 1, 'AFTER WELL-ASCERTAINED GUILT': 1, 'INVESTIGATION UNDER RULES': 1, 'UNDER RULES PRESCRIBED': 1, 'THOSE SCARCELY LESS': 1, 'SCARCELY LESS IMPORTANT': 1, 'AMERICAN CITIZEN DERIVES': 1, 'SAME ALMIGHTY HAND': 1, 'LIMITED SOVEREIGNTY POSSESSED': 1, 'INTIMATE UNION EFFECTED': 1, 'UNION EFFECTED DOMESTIC': 1, 'EFFECTED DOMESTIC TRANQUILLITY': 1, 'DOMESTIC TRANQUILLITY PRESERVED': 1, 'PERSONAL LIBERTY SECURED': 1, 'NECESSARILY SENTENTIOUS MANNER': 1, 'POWERS CLAIMED UNDER': 1, 'GENERAL CLAUSE GIVING': 1, 'STATESMEN MOST DISTINGUISHED': 1, 'MOST WARMLY DISPUTED': 1, 'WARMLY DISPUTED QUESTIONS': 1, 'DISPUTED QUESTIONS FORCES': 1, 'QUESTIONS FORCES UPON': 1, 'FORCES UPON US': 1, 'WERE ARE ATTRIBUTABLE': 1, 'GRANTED STILL ENOUGH': 1, 'MEN ARE LESS': 1, 'ARE LESS JEALOUS': 1, 'DEPARTMENT UPON ANOTHER': 1, 'OWN RESERVED RIGHTS': 1, 'SIMPLE REPRESENTATIVE DEMOCRACY': 1, 'INCREASE ITSELF PARTICULARLY': 1, 'SINGLE INDIVIDUAL PREDICTIONS': 1, 'INDIVIDUAL PREDICTIONS WERE': 1, 'PREDICTIONS WERE MADE': 1, 'VERY REMOTE PERIOD': 1, 'CONCEIVE STRICTLY PROPER': 1, 'ANY LEGITIMATE EXERCISE': 1, 'FORMER ARE UNQUESTIONABLY': 1, 'JUDGMENT ARE ATTRIBUTABLE': 1, 'JEFFERSON EARLY SAW': 1, 'MADE HITHERTO WITHOUT': 1, 'HITHERTO WITHOUT SUCCESS': 1, 'CONTINUE ANY FEATURE': 1, 'WHOM NECESSITY OBLIGES': 1, 'THOSE NOBLE FEELINGS': 1, 'DEVOTED REPUBLICAN PATRIOT': 1, 'CORRUPTING PASSION ONCE': 1, 'PASSION ONCE TAKES': 1, 'ONCE TAKES POSSESSION': 1, 'EFFECTED PUBLIC OPINION': 1, 'PUBLIC OPINION MAY': 1, 'OPINION MAY SECURE': 1, 'PLEDGE HERETOFORE GIVEN': 1, 'POWERS ACTUALLY GIVEN': 1, 'FAIR CONSTRUCTION ANY': 1, 'RECOMMEND SINCE ALTHOUGH': 1, 'SINCE ALTHOUGH ENJOINED': 1, 'GRANTS ARE VESTED': 1, 'ONLY DECLARE VOID': 1, 'DECLARE VOID THOSE': 1, 'EVERY INSTANCE WHERE': 1, 'SIMILAR CHARACTER HOWEVER': 1, 'ENJOYED MUCH FAVOR': 1, 'LEADING DEMOCRATIC PRINCIPLE': 1, 'MAJORITY SHOULD GOVERN': 1, 'COUNTRY MIGHT REQUIRE': 1, 'OWN IMMEDIATE REPRESENTATIVES': 1, 'ARGUMENT ACQUIRES ADDITIONAL': 1, 'ACQUIRES ADDITIONAL FORCE': 1, 'BILLS WERE NEVER': 1, 'WERE NEVER RETURNED': 1, 'PRESIDENTS ABOVE REFERRED': 1, 'VETO WAS APPLIED': 1, 'WAS APPLIED UPON': 1, 'TOO HASTY ENACTMENT': 1, 'SAME CAUSES MUST': 1, 'CAUSES MUST EVER': 1, 'MUST EVER EXHIBIT': 1, 'VARIOUS SECTIONS CALLING': 1, 'ALWAYS JUSTLY REGARD': 1, 'HOWEVER LARGELY PARTAKING': 1, 'WAS PROPER THEREFORE': 1, 'SUCH INFLUENCES MIGHT': 1, 'EXECUTIVE DEPARTMENT CONSTITUTED': 1, 'HIGH OFFICE HAVING': 1, 'EVERY SECTION STATE': 1, 'UNION MUST CONSIDER': 1, 'MUST CONSIDER HIMSELF': 1, 'CONSIDER HIMSELF BOUND': 1, 'MOST SOLEMN SANCTIONS': 1, 'EVERY PORTION GREAT': 1, 'VETO POWER THEREFORE': 1, 'POWER THEREFORE GIVEN': 1, 'UNITED STATES SOLELY': 1, 'HASTY LEGISLATION WHERE': 1, 'DECIDE DISPUTED POINTS': 1, 'POWERS EXPRESSLY GIVEN': 1, 'REPEATED RECOGNITIONS UNDER': 1, 'RECOGNITIONS UNDER VARIED': 1, 'UNDER VARIED CIRCUMSTANCES': 1, 'PRESIDENT SUFFICIENT AUTHORITY': 1, 'CONSIDERING SUCH DISPUTED': 1, 'SUCH DISPUTED POINTS': 1, 'FAIR EXHIBIT MADE': 1, 'ACTUAL CONDITION AFTER': 1, 'CONDITION AFTER FIFTY': 1, 'AFTER FIFTY YEARS': 1, 'FIFTY YEARS TRIAL': 1, 'CONSOLIDATED POWER ESTABLISHED': 1, 'POWER ESTABLISHED LEAVING': 1, 'SEIZED UPON NONE': 1, 'ANY OPEN WARFARE': 1, 'OPEN WARFARE MAY': 1, \"JEFFERSON'S ADMINISTRATION BECOME\": 1, 'CREATE GREAT ALARM': 1, 'MUCH GREATER MUST': 1, 'EARLY PRESIDENTS PERMITTED': 1, 'LAWS ARE EXECUTED': 1, 'MOST APPROVED WRITERS': 1, 'APPROVED WRITERS UPON': 1, 'APPEARS STRANGE INDEED': 1, 'ANYONE SHOULD DOUBT': 1, 'PRESIDENT POSSESSES OVER': 1, 'WITHOUT CAUSE DOES': 1, 'LEAST VIRTUALLY SUBJECT': 1, 'SACRED TREASURE SILENCED': 1, 'CREATED SUCH EXTENSIVE': 1, 'SUCH EXTENSIVE ALARM': 1, 'TREASURY DEPARTMENT ENTIRELY': 1, 'DEPARTMENT ENTIRELY INDEPENDENT': 1, 'REMOVABLE ONLY UPON': 1, 'TREASURY WITHOUT COMMUNICATING': 1, 'CIRCUMSTANCES ATTENDING SUCH': 1, 'ATTENDING SUCH REMOVAL': 1, 'ELECTIVE FRANCHISE THROUGH': 1, 'OWN INDEPENDENCE SECURED': 1, 'OWN UNBIASED JUDGMENTS': 1, 'MOST PRECIOUS LEGACIES': 1, 'WHATEVER PRETENSE IMPOSED': 1, 'PRETENSE IMPOSED ARE': 1, 'GOVERNMENT SHOULD NEVER': 1, 'UPON ANOTHER OCCASION': 1, 'RECOMMEND MEASURES WAS': 1, 'VERY STRANGE INDEED': 1, 'ALTOGETHER DIFFERENT DEPARTMENT': 1, 'BEST POLITICAL MAXIMS': 1, 'ARE OTHERS HOWEVER': 1, 'SYSTEM WITHOUT SINGULAR': 1, 'WITHOUT SINGULAR INCONGRUITY': 1, 'BILL MAY ORIGINATE': 1, 'MAY ORIGINATE NOR': 1, 'WHOM INTRODUCED--A MINISTER': 1, 'PRINCIPLE CERTAINLY ASSIGNS': 1, 'ONLY BODY CONSTITUTED': 1, 'FORMS EVEN DIRECT': 1, 'EXISTING REVENUE LAWS': 1, 'REVENUE LAWS SUGGESTED': 1, 'PUBLIC TREASURE SHOULD': 1, 'EXCLUSIVELY METALLIC HOWEVER': 1, 'ANY SINGLE SCHEME': 1, 'MOST INDIGENT FELLOW-CITIZENS': 1, 'ENTERPRISE ARE RAISED': 1, 'MEASURE BETTER CALCULATED': 1, 'RICH ARE DAILY': 1, 'ARE DAILY ADDING': 1, 'POOR SINKING DEEPER': 1, 'GREAT POLITICAL FAMILY': 1, 'POLITICAL FAMILY ARE': 1, 'FAMILY ARE COMPENSATED': 1, 'DISTRICT ONLY WHERE': 1, 'ONLY WHERE AMERICAN': 1, 'WHERE AMERICAN CITIZENS': 1, 'AMERICAN CITIZENS ARE': 1, 'SETTLED POLICY ARE': 1, 'POLICY ARE DEPRIVED': 1, 'IMPORTANT POLITICAL PRIVILEGES': 1, 'POLITICAL PRIVILEGES WITHOUT': 1, 'PRIVILEGES WITHOUT ANY': 1, 'WITHOUT ANY INSPIRING': 1, 'ANY INSPIRING HOPE': 1, 'ONLY CONSOLATION UNDER': 1, 'CONSOLATION UNDER CIRCUMSTANCES': 1, 'DEVOTED EXTERIOR GUARDS': 1, 'SUFFERINGS SECURE TRANQUILLITY': 1, 'THOSE ESSENTIALLY NECESSARY': 1, 'WERE THUS SEPARATED': 1, 'THOSE GREAT PRINCIPLES': 1, 'GREAT PRINCIPLES UPON': 1, 'CONSTITUTIONS ARE FOUNDED': 1, 'MOST STUPID MEN': 1, 'AMERICAN SUBJECTS ARE': 1, 'COLUMBIA SUCH DREAMS': 1, 'FREE AMERICAN CITIZENS': 1, 'CONSTITUTION WAS FORMED': 1, 'EMPHATICALLY INSISTED UPON': 1, 'UNITED STATES ACCEPT': 1, 'AMERICAN CITIZEN--THE GRANT': 1, 'CONTROLLING POWER NECESSARY': 1, 'RESPECTIVELY CLAIM ARE': 1, 'CLAIM ARE OFTEN': 1, 'ANY DISTINCT LINES': 1, 'CERTAIN PURPOSES COMPOSE': 1, 'NATION ARE MUCH': 1, 'LONG EXIST WITHOUT': 1, 'UNION BETWEEN FREE': 1, 'OFTEN FOUND INEFFECTUAL': 1, 'CORNER STONE UPON': 1, 'AMERICAN POLITICAL ARCHITECTS': 1, 'AFFECTIONATE ATTACHMENT BETWEEN': 1, 'EACH WERE MADE': 1, 'WERE MADE ACCESSIBLE': 1, 'ANY GOOD POSSESSED': 1, 'EXTENSIVE CONFEDERACY EXCEPT': 1, 'DOMESTIC GOVERNMENT WAS': 1, 'GOVERNMENT WAS WITHHELD': 1, 'LINES TOO SEPARATING': 1, 'TOO SEPARATING POWERS': 1, 'EACH STATE UNITE': 1, 'THEREFORE POSITIVELY PRECLUDED': 1, 'MAY INDEED OFFER': 1, 'CITIZENS REQUIRING COMPLIANCE': 1, 'WISHES TOO MUCH': 1, 'TOO MUCH RESEMBLE': 1, 'DISCREPANCY WAS OBSERVABLE': 1, 'INDIVIDUAL MEMBERS COMPOSING': 1, 'EARNEST ENDEAVOR MUTUALLY': 1, 'ABUNDANTLY TAUGHT US': 1, 'BITTERNESS ALIENATION DISCORD': 1, 'UNION--CORDIAL CONFIDING FRATERNAL': 1, 'CONFIDING FRATERNAL UNION--IS': 1, 'MOST IMPORTANT SINCE': 1, 'STATES MAY MEET': 1, 'MAY REGRET ANYTHING': 1, 'REGRET ANYTHING IMPRUDENT': 1, 'STATES GOVERNMENTS NOR': 1, 'MAKING PROPER EFFORTS': 1, 'SEVERAL STATES FORM': 1, 'COUNTRY ARE ABUNDANT': 1, 'RESPECTIVE GOVERNMENTS EACH': 1, 'GOVERNMENTS EACH ACTING': 1, 'EACH ACTING WITHIN': 1, 'RESTORE FORMER PROSPERITY': 1, 'COLLISIONS MAY SOMETIMES': 1, 'COUNTRYMEN WERE ONCE': 1, 'WERE ONCE DISTINGUISHED': 1, 'ONCE DISTINGUISHED CONTINUE': 1, 'SCHEMING POLITICIAN DISSIPATED': 1, 'DEMAGOGUE RENDERED HARMLESS': 1, 'INSTITUTIONS MAY RECEIVE': 1, 'WITHOUT CONSTANT NURTURE': 1, 'BEST HISTORIANS AGREE': 1, 'MADE US ACQUAINTED': 1, 'OWN CONSTANT ATTENTION': 1, 'WELL-ESTABLISHED FREE GOVERNMENTS': 1, 'FREE GOVERNMENTS ARISES': 1, 'DESIGNING MEN DIVERTING': 1, 'BOLIVAR POSSESSED HIMSELF': 1, 'WELL-ESTABLISHED REPUBLIC BEING': 1, 'REPUBLIC BEING CHANGED': 1, 'GREAT EXCITEMENT IMPOSES': 1, 'EXCITEMENT IMPOSES ITSELF': 1, 'IMPOSES ITSELF UPON': 1, 'FALSE CHRISTS WHOSE': 1, 'CHRISTS WHOSE COMING': 1, 'WHOSE COMING WAS': 1, 'COMING WAS FORETOLD': 1, 'MOST FAITHFUL DISCIPLES': 1, 'TIMES MUCH DIFFICULTY': 1, 'LIBERTY ALTHOUGH DEVOTED': 1, 'ALTHOUGH DEVOTED PERSEVERING': 1, 'DEVOTED PERSEVERING BOLD': 1, 'FASTENED ITSELF UPON': 1, 'ITSELF UPON ANY': 1, 'EXECUTIVE POWER INTRODUCED': 1, 'ESTABLISHED AMIDST UNUSUAL': 1, 'AMIDST UNUSUAL PROFESSIONS': 1, 'FOREGOING REMARKS RELATE': 1, 'REMARKS RELATE ALMOST': 1, 'RELATE ALMOST EXCLUSIVELY': 1, 'EVERY FOREIGN NATION': 1, 'RELATIONS ARE MOST': 1, 'ARE MOST INTIMATE': 1, 'FOREIGN POWERS ANY': 1, 'POWERS ANY INDICATION': 1, 'CHIEF MAGISTRATE UNWORTHY': 1, 'SUBLIME SPECTACLE NONE': 1, 'BEFORE CONCLUDING FELLOW-CITIZENS': 1, 'APPEARS PERFECTLY CLEAR': 1, 'THOSE PARTIES ARE': 1, 'REPUBLIC ARE NECESSARY': 1, 'PUBLIC FUNCTIONARIES WITHIN': 1, 'DISTINGUISHED ENGLISH WRITER': 1, 'ROMAN SENATE OCTAVIUS': 1, 'SENATE OCTAVIUS HAD': 1, 'COMMONWEALTH HAD NONE': 1, 'HAD NONE YET': 1, 'LIBERTY HAD FLED': 1, 'HAD SOUGHT PROTECTION': 1, 'SOMETHING HOWEVER MAY': 1, 'HONOR AGAINST FOREIGN': 1, 'AGAINST FOREIGN AGGRESSION': 1, 'APPOINTMENT NOR ANY': 1, 'NOR ANY CONFIDENCE': 1, 'PRESENT OCCASION SUFFICIENTLY': 1, 'OCCASION SUFFICIENTLY IMPORTANT': 1, 'SOUND MORALS RELIGIOUS': 1, 'MORALS RELIGIOUS LIBERTY': 1, 'RELIGIOUS RESPONSIBILITY ARE': 1, 'RESPONSIBILITY ARE ESSENTIALLY': 1, 'ARE ESSENTIALLY CONNECTED': 1, 'US INSTITUTIONS FAR': 1, 'INSTITUTIONS FAR EXCEEDING': 1, 'LET US UNITE': 1, 'FERVENTLY COMMENDING EVERY': 1, 'COMMENDING EVERY INTEREST': 1, 'FELLOW-CITIZENS BEING FULLY': 1, 'BEING FULLY INVESTED': 1, 'EXALTED STATION ACCORDING': 1, 'SHALL ENTER UPON': 1})\n"
     ]
    }
   ],
   "source": [
    "\n",
    "\n",
    "def isCommon(ngram):\n",
    "    commonWords = ['THE', 'BE', 'AND', 'OF', 'A', 'IN', 'TO', 'HAVE', 'IT', 'I', 'THAT', 'FOR', 'YOU', 'HE', 'WITH', 'ON', 'DO', 'SAY', 'THIS', 'THEY', 'IS', 'AN', 'AT', 'BUT', 'WE', 'HIS', 'FROM', 'THAT', 'NOT', 'BY', 'SHE', 'OR', 'AS', 'WHAT', 'GO', 'THEIR', 'CAN', 'WHO', 'GET', 'IF', 'WOULD', 'HER', 'ALL', 'MY', 'MAKE', 'ABOUT', 'KNOW', 'WILL', 'AS', 'UP', 'ONE', 'TIME', 'HAS', 'BEEN', 'THERE', 'YEAR', 'SO', 'THINK', 'WHEN', 'WHICH', 'THEM', 'SOME', 'ME', 'PEOPLE', 'TAKE', 'OUT', 'INTO', 'JUST', 'SEE', 'HIM', 'YOUR', 'COME', 'COULD', 'NOW', 'THAN', 'LIKE', 'OTHER', 'HOW', 'THEN', 'ITS', 'OUR', 'TWO', 'MORE', 'THESE', 'WANT', 'WAY', 'LOOK', 'FIRST', 'ALSO', 'NEW', 'BECAUSE', 'DAY', 'MORE', 'USE', 'NO', 'MAN', 'FIND', 'HERE', 'THING', 'GIVE', 'MANY', 'WELL']\n",
    "    for word in ngram:\n",
    "        if word in commonWords:\n",
    "            return True\n",
    "    return False\n",
    "\n",
    "def getNgramsFromSentence(content, n):\n",
    "    output = []\n",
    "    for i in range(len(content)-n+1):\n",
    "        if not isCommon(content[i:i+n]):\n",
    "            output.append(content[i:i+n])\n",
    "    return output\n",
    "\n",
    "ngrams = getNgrams(content, 3)\n",
    "print(ngrams)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "IF THERE IS ONE MEASURE BETTER CALCULATED THAN ANOTHER TO PRODUCE THAT STATE OF THINGS SO MUCH DEPRECATED BY ALL TRUE REPUBLICANS, BY WHICH THE RICH ARE DAILY ADDING TO THEIR HOARDS AND THE POOR SINKING DEEPER INTO PENURY, IT IS AN EXCLUSIVE METALLIC CURRENCY\n",
      "\n",
      "SUCH A ONE WAS AFFORDED BY THE EXECUTIVE DEPARTMENT CONSTITUTED BY THE CONSTITUTION\n",
      "\n",
      "THE GENERAL GOVERNMENT HAS SEIZED UPON NONE OF THE RESERVED RIGHTS OF THE STATES\n",
      "\n",
      "CALLED FROM A RETIREMENT WHICH I HAD SUPPOSED WAS TO CONTINUE FOR THE RESIDUE OF MY LIFE TO FILL THE CHIEF EXECUTIVE OFFICE OF THIS GREAT AND FREE NATION, I APPEAR BEFORE YOU, FELLOW-CITIZENS, TO TAKE THE OATHS WHICH THE CONSTITUTION PRESCRIBES AS A NECESSARY QUALIFICATION FOR THE PERFORMANCE OF ITS DUTIES; AND IN OBEDIENCE TO A CUSTOM COEVAL WITH OUR GOVERNMENT AND WHAT I BELIEVE TO BE YOUR EXPECTATIONS I PROCEED TO PRESENT TO YOU A SUMMARY OF THE PRINCIPLES WHICH WILL GOVERN ME IN THE DISCHARGE OF THE DUTIES WHICH I SHALL BE CALLED UPON TO PERFORM.\n",
      "\n",
      "IT WAS THE REMARK OF A ROMAN CONSUL IN AN EARLY PERIOD OF THAT CELEBRATED REPUBLIC THAT A MOST STRIKING CONTRAST WAS OBSERVABLE IN THE CONDUCT OF CANDIDATES FOR OFFICES OF POWER AND TRUST BEFORE AND AFTER OBTAINING THEM, THEY SELDOM CARRYING OUT IN THE LATTER CASE THE PLEDGES AND PROMISES MADE IN THE FORMER\n",
      "\n",
      "HOWEVER MUCH THE WORLD MAY HAVE IMPROVED IN MANY RESPECTS IN THE LAPSE OF UPWARD OF TWO THOUSAND YEARS SINCE THE REMARK WAS MADE BY THE VIRTUOUS AND INDIGNANT ROMAN, I FEAR THAT A STRICT EXAMINATION OF THE ANNALS OF SOME OF THE MODERN ELECTIVE GOVERNMENTS WOULD DEVELOP SIMILAR INSTANCES OF VIOLATED CONFIDENCE.\n",
      "\n",
      "ALTHOUGH THE FIAT OF THE PEOPLE HAS GONE FORTH PROCLAIMING ME THE CHIEF MAGISTRATE OF THIS GLORIOUS UNION, NOTHING UPON THEIR PART REMAINING TO BE DONE, IT MAY BE THOUGHT THAT A MOTIVE MAY EXIST TO KEEP UP THE DELUSION UNDER WHICH THEY MAY BE SUPPOSED TO HAVE ACTED IN RELATION TO MY PRINCIPLES AND OPINIONS; AND PERHAPS THERE MAY BE SOME IN THIS ASSEMBLY WHO HAVE COME HERE EITHER PREPARED TO CONDEMN THOSE I SHALL NOW DELIVER, OR, APPROVING THEM, TO DOUBT THE SINCERITY WITH WHICH THEY ARE NOW UTTERED\n",
      "\n"
     ]
    }
   ],
   "source": [
    "def getFirstSentenceContaining(ngram, content):\n",
    "    #print(ngram)\n",
    "    sentences = content.upper().split(\". \")\n",
    "    for sentence in sentences: \n",
    "        if ngram in sentence:\n",
    "            return sentence+'\\n'\n",
    "    return \"\"\n",
    "\n",
    "\n",
    "print(getFirstSentenceContaining('EXCLUSIVE METALLIC CURRENCY', content))\n",
    "print(getFirstSentenceContaining('EXECUTIVE DEPARTMENT', content))\n",
    "print(getFirstSentenceContaining('GENERAL GOVERNMENT', content))\n",
    "print(getFirstSentenceContaining('CALLED UPON', content))\n",
    "print(getFirstSentenceContaining('CHIEF MAGISTRATE', content))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "I know the ruling passion of the source in the several Cantons , must be proper efforts for one of its theory , in no very cause , is termed 'monarchy' in which our Government , it finds no member of those collected in the Constitution can be , and eventually its pristine health and strengthens with each other of its disposal . A calamity so gloriously contended . It existed but free operations upon the act as the fact of another can be the accountable agent , if errors had been drawn as fatal consequences will . Jefferson forbidding their\n"
     ]
    }
   ],
   "source": [
    "from urllib.request import urlopen\n",
    "from random import randint\n",
    "\n",
    "def wordListSum(wordList):\n",
    "    sum = 0\n",
    "    for word, value in wordList.items():\n",
    "        sum += value\n",
    "    return sum\n",
    "\n",
    "def retrieveRandomWord(wordList):\n",
    "    randIndex = randint(1, wordListSum(wordList))\n",
    "    for word, value in wordList.items():\n",
    "        randIndex -= value\n",
    "        if randIndex <= 0:\n",
    "            return word\n",
    "\n",
    "def buildWordDict(text):\n",
    "    # Remove newlines and quotes\n",
    "    text = text.replace('\\n', ' ');\n",
    "    text = text.replace('\"', '');\n",
    "\n",
    "    # Make sure punctuation marks are treated as their own \"words,\"\n",
    "    # so that they will be included in the Markov chain\n",
    "    punctuation = [',','.',';',':']\n",
    "    for symbol in punctuation:\n",
    "        text = text.replace(symbol, ' {} '.format(symbol));\n",
    "\n",
    "    words = text.split(' ')\n",
    "    # Filter out empty words\n",
    "    words = [word for word in words if word != '']\n",
    "\n",
    "    wordDict = {}\n",
    "    for i in range(1, len(words)):\n",
    "        if words[i-1] not in wordDict:\n",
    "                # Create a new dictionary for this word\n",
    "            wordDict[words[i-1]] = {}\n",
    "        if words[i] not in wordDict[words[i-1]]:\n",
    "            wordDict[words[i-1]][words[i]] = 0\n",
    "        wordDict[words[i-1]][words[i]] += 1\n",
    "    return wordDict\n",
    "\n",
    "text = str(urlopen('http://pythonscraping.com/files/inaugurationSpeech.txt')\n",
    "          .read(), 'utf-8')\n",
    "wordDict = buildWordDict(text)\n",
    "\n",
    "#Generate a Markov chain of length 100\n",
    "length = 100\n",
    "chain = ['I']\n",
    "for i in range(0, length):\n",
    "    newWord = retrieveRandomWord(wordDict[chain[-1]])\n",
    "    chain.append(newWord)\n",
    "\n",
    "print(' '.join(chain))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/wiki/Kevin_Bacon\n",
      "/wiki/Primetime_Emmy_Award_for_Outstanding_Lead_Actor_in_a_Miniseries_or_a_Movie\n",
      "/wiki/Gary_Gilmore\n",
      "/wiki/Eric_Idle\n"
     ]
    }
   ],
   "source": [
    "import pymysql\n",
    "\n",
    "conn = pymysql.connect(host='127.0.0.1', unix_socket='/tmp/mysql.sock', user='root', passwd='root', db='mysql', charset='utf8')\n",
    "cur = conn.cursor()\n",
    "cur.execute('USE wikipedia')\n",
    "\n",
    "def getUrl(pageId):\n",
    "    cur.execute('SELECT url FROM pages WHERE id = %s', (int(pageId)))\n",
    "    return cur.fetchone()[0]\n",
    "\n",
    "def getLinks(fromPageId):\n",
    "    cur.execute('SELECT toPageId FROM links WHERE fromPageId = %s', (int(fromPageId)))\n",
    "    if cur.rowcount == 0:\n",
    "        return []\n",
    "    return [x[0] for x in cur.fetchall()]\n",
    "\n",
    "def searchBreadth(targetPageId, paths=[[1]]):\n",
    "    newPaths = []\n",
    "    for path in paths:\n",
    "        links = getLinks(path[-1])\n",
    "        for link in links:\n",
    "            if link == targetPageId:\n",
    "                return path + [link]\n",
    "            else:\n",
    "                newPaths.append(path+[link])\n",
    "    return searchBreadth(targetPageId, newPaths)\n",
    "                \n",
    "nodes = getLinks(1)\n",
    "targetPageId = 28624\n",
    "pageIds = searchBreadth(targetPageId)\n",
    "for pageId in pageIds:\n",
    "    print(getUrl(pageId))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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    "name": "ipython",
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