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| { | |
| "cells": [ | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "# Thomas Jefferson Letters\n", | |
| "This notebook details work done during Summer 2015 at the International Center for Jefferson Studies.\n", | |
| "\n", | |
| "The first line `from corpus import *` depends upona corpus.py file being included. If you train a topic model and then run the command `topicexplroer notebook` plus the config file (e.g., `topicexplorer notebook letters.ini`), it will create a `notebooks` folder that contains the file `corpus.py`. This `corpus.py` file must be placed in the same location as this notebook. The easiest way is to copy this notebook into the `notebooks` folder generated by `topicexplroer notebook`.\n", | |
| "\n", | |
| "After some code to parse the date from the label, this notebook contains several graphs, all of which are ordered by date:\n", | |
| "1. Similarity to the memoirs, with different life-periods delineated.\n", | |
| "2. Rate of letter writing, as a cumulative graph\n", | |
| "3. Rate of topic occurrence, as a cumulative graph\n", | |
| "4. Rate of letter writing, as a 5-year moving average\n", | |
| "\n", | |
| "After that is a cumulative graph build-out of #1, which may be very helpful for learning `matplotlib` by example." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 197, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Populating the interactive namespace from numpy and matplotlib\n" | |
| ] | |
| }, | |
| { | |
| "name": "stderr", | |
| "output_type": "stream", | |
| "text": [ | |
| "WARNING: pylab import has clobbered these variables: ['datetime']\n", | |
| "`%matplotlib` prevents importing * from pylab and numpy\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "%pylab inline\n", | |
| "from corpus import *" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 198, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "labels = c.view_metadata('document')['document_label']" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 199, | |
| "metadata": { | |
| "collapsed": true | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "from datetime import datetime" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 200, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "April 1, 1816\n", | |
| "v1.0.MEMOIR\n", | |
| "May 7, 1775\n", | |
| "October 2, 1779\n", | |
| "JAY, August 30,1785\n", | |
| "MADISON, September 1,1785\n", | |
| "September 1, 1785\n", | |
| "September 4, 1785\n", | |
| "September 5, 1785\n", | |
| "September 6, 1785\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "for date in [label.replace('.txt','').split('_')[-3:] for label in labels[:10]]:\n", | |
| " print ' '.join(date)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "## Date Parsing\n", | |
| "\n", | |
| "The following cell parses out the dates from the labels. It places items which do NOT have a date that is parsable into `labelsNOT`." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 201, | |
| "metadata": { | |
| "collapsed": false, | |
| "scrolled": false | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "import calendar\n", | |
| "names = calendar.month_name[1:13]\n", | |
| "abbrs = [abbr+'.' for abbr in calendar.month_abbr[1:13]]\n", | |
| "\n", | |
| "dates = []\n", | |
| "labels2 = []\n", | |
| "labelsNOT = []\n", | |
| "for date,label in zip([label.replace('.txt','').split('_')[-3:] for label in labels],labels):\n", | |
| " try:\n", | |
| " if date[0] in abbrs:\n", | |
| " date[0] = names[abbrs.index(date[0])]\n", | |
| " if date[0] not in names:\n", | |
| " date = date[1:]\n", | |
| " d = datetime.strptime(' '.join(date).replace(', ',','), '%B %d,%Y')\n", | |
| " if d.year > 1743 and d.year < 1827:\n", | |
| " dates.append(d)\n", | |
| " labels2.append(label)\n", | |
| " else:\n", | |
| " raise ValueError\n", | |
| " except ValueError:\n", | |
| " labelsNOT.append(label)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 202, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "1816-04-01 00:00:00 FEATURED_to_John_Wayles_Eppes,_April_1,_1816.txt\n", | |
| "1775-05-07 00:00:00 v1.1.LETTER_I.--TO_DR._WILLIAM_SMALL,_May_7,_1775.txt\n", | |
| "1779-10-02 00:00:00 v1.10.LETTER_X.--TO_GENERAL_WASHINGTON,_October_2,_1779.txt\n", | |
| "1785-08-30 00:00:00 v1.100.LETTER_C.--TO_JOHN_JAY,_August_30,1785.txt\n", | |
| "1785-09-01 00:00:00 v1.101.LETTER_CI.--TO_JAMES_MADISON,_September_1,1785.txt\n", | |
| "1785-09-01 00:00:00 v1.102.LETTER_CII.--TO_MESSRS._DUMAS_AND_SHORT,_September_1,_1785.txt\n", | |
| "1785-09-04 00:00:00 v1.103.LETTER_CIII.--TO_JOHN_ADAMS,_September_4,_1785.txt\n", | |
| "1785-09-05 00:00:00 v1.104.LETTER_CIV.--TO_DAVID_HARTLEY,_September_5,_1785.txt\n", | |
| "1785-09-06 00:00:00 v1.105.LETTER_CV.--TO_BARON_GEISMER,_September_6,_1785.txt\n", | |
| "1785-09-11 00:00:00 v1.106.LETTER_CVI.--TO_JOHN_LANGDON,_September_11,_1785.txt\n", | |
| "1785-09-14 00:00:00 v1.107.LETTER_CVII.--LISTER_ASQUITH,_September_14,_1785.txt\n", | |
| "1785-09-19 00:00:00 v1.108.LETTER_CVIII.--TO_JOHN_ADAMS,_September_19,_1785.txt\n", | |
| "1785-09-20 00:00:00 v1.109.LETTER_CIX.--TO_JAMES_MADISON,_September_20,_1785.txt\n", | |
| "1779-10-08 00:00:00 v1.11.LETTER_XI.--TO_GENERAL_WASHINGTON,_Oct._8,_1779.txt\n", | |
| "1785-09-20 00:00:00 v1.110.LETTER_CX.--TO_EDMUND_RANDOLPH,_September_20,1785.txt\n", | |
| "1785-09-24 00:00:00 v1.111.LETTER_CXI.--TO_JOHN_ADAMS,_September_24,_1785.txt\n", | |
| "1785-09-24 00:00:00 v1.112.LETTER_CXII.--TO_JOHN_ADAMS,_September_24,1785.txt\n", | |
| "1785-09-25 00:00:00 v1.113.LETTER_CXIII.--TO_F._HOPKINSON,_September_25,_1785.txt\n", | |
| "1785-09-26 00:00:00 v1.114.LETTER_CXIV.--TO_LISTER_ASQUITH,_September_26,1785.txt\n", | |
| "1783-09-26 00:00:00 v1.115.LETTER_CXV.--TO_R._IZARD,_September_26,1783.txt\n", | |
| "1785-09-29 00:00:00 v1.116.LETTER_CXVI.--TO_RICHARD_O'BRYAN,_September_29,_1785.txt\n", | |
| "1785-09-30 00:00:00 v1.117.LETTER_CXVII.--TO_MR._BELLINI,_September_30,1785.txt\n", | |
| "1785-10-02 00:00:00 v1.118.LETTER_CXVIII.--JAMES_MADISON,_October_2,_1785.txt\n", | |
| "1785-10-05 00:00:00 v1.119.LETTER_CXIX.--TO_DR._FRANKLIN,_October_5,1785.txt\n", | |
| "1785-10-05 00:00:00 v1.120.LETTER_CXX.--TO_SAMUEL_OSGOOD,_October_5,_1785.txt\n", | |
| "1785-10-06 00:00:00 v1.121.LETTER_CXXI.--TO_JOHN_JAY,_October_6,_1785.txt\n", | |
| "1785-10-11 00:00:00 v1.122.LETTER_CXXII.--TO_ELBRIDGE_GERRY,_October_11,_1785.txt\n", | |
| "1785-10-11 00:00:00 v1.123.LETTER_CXXIII.--TO_THE_COUNT_DE_VERGENNES,_October_11,_1785.txt\n", | |
| "1785-10-11 00:00:00 v1.124.LETTER_CXXIV.--TO_JOHN_JAY,_October_11,1785.txt\n", | |
| "1785-10-12 00:00:00 v1.125.LETTER_CXXV.--TO_MESSRS._VAN_STAPHORST,_October_12,_1785.txt\n", | |
| "1785-10-12 00:00:00 v1.126.LETTER_CXXVI.--TO_MONSIEUR_DESBORDES,_October_12,1785.txt\n", | |
| "1785-10-13 00:00:00 v1.127.LETTER_CXXVII.--TO_HOGENDORP,_October_13,1785.txt\n", | |
| "1785-10-15 00:00:00 v1.128.LETTER_CXXVIII.--TO_J._BANNISTER,_JUNIOR,_October_15,1785.txt\n", | |
| "1785-10-18 00:00:00 v1.129.LETTER_CXXIX.--TO_MR._CARMICHAEL,_October_18,_1785.txt\n", | |
| "1779-11-28 00:00:00 v1.13.LETTER_XIII.--TO_GENERAL_WASHINGTON,_November_28,_1779.txt\n", | |
| "1785-10-25 00:00:00 v1.130.LETTER_CXXX.--TO_MESSRS._VAN_STAPHORSTS,_October_25,1785.txt\n", | |
| "1785-11-04 00:00:00 v1.131.LETTER_CXXXI.--TO_WILLIAM_CARMICHAEL,_November_4,_1785.txt\n", | |
| "1785-11-04 00:00:00 v1.132.LETTER_CXXXII.--TO_RICHARD_O'BRYAN,_November_4,_1785.txt\n", | |
| "1785-11-12 00:00:00 v1.133.LETTER_CXXXIII.--TO_W._W._SEWARD,_November_12,1785.txt\n", | |
| "1785-11-14 00:00:00 v1.134.LETTER_CXXXIV.--TO_THE_COUNT_DE_VERGENNES,_November_14,1785.txt\n", | |
| "1785-11-19 00:00:00 v1.135.LETTER_CXXXV.--TO_JOHN_ADAMS,_November_19,_1785.txt\n", | |
| "1785-11-20 00:00:00 v1.136.LETTER_CXXXVI.--TO_THE_COUNT_DE_VERGENNES,_November_20,_1785.txt\n", | |
| "1785-11-23 00:00:00 v1.137.LETTER_CXXXVII.--TO_LISTER_ASQUITH,_November_23,_1785.txt\n", | |
| "1785-11-27 00:00:00 v1.138.LETTER_CXXXVIII.--TO_JOHN_ADAMS,_November_27,_1785.txt\n", | |
| "1785-12-04 00:00:00 v1.139.LETTER_CXXXIX.--TO_COLONEL_HUMPHREYS,_December_4,1785.txt\n", | |
| "1779-12-10 00:00:00 v1.14.LETTER_XIV.--TO_GENERAL_WASHINGTON,_December_10,1779.txt\n", | |
| "1785-12-10 00:00:00 v1.140.LETTER_CXL.--TO_JOHN_ADAMS,_December_10,_1785.txt\n", | |
| "1785-12-11 00:00:00 v1.141.LETTER_CXLI.--TO_JOHN_ADAMS,_December_11,_1785.txt\n", | |
| "1785-12-21 00:00:00 v1.142.LETTER_CXLII.--TO_THE_COUNT_DE_VERGENNES,_December_21,_1785.txt\n", | |
| "1785-12-22 00:00:00 v1.143.LETTER_CXLIII.--TO_THE_GOVERNOR_OF_GEORGIA,_December_22,_1785.txt\n", | |
| "1785-12-22 00:00:00 v1.144.LETTER_CXLIV.--TO_THE_GEORGIA_DELEGATES_IN_CONGRESS,_Dec._22,_1785.txt\n", | |
| "1785-12-27 00:00:00 v1.145.LETTER_CXLV.--TO_JOHN_ADAMS,_December_27,_1785.txt\n", | |
| "1786-01-02 00:00:00 v1.146.LETTER_CXLVI.--TO_JOHN_JAY,_January_2,1786.txt\n", | |
| "1786-01-03 00:00:00 v1.147.LETTER_CXLVII.--TO_T._HOPKINSON,_January_3,_1786.txt\n", | |
| "1786-01-04 00:00:00 v1.148.LETTER_CXLVIII.--TO_GENERAL_WASHINGTON,_January_4,_1786.txt\n", | |
| "1786-01-07 00:00:00 v1.149.LETTER_CXLIX.--TO_A._CARY,_January_7,_1786.txt\n", | |
| "1780-02-10 00:00:00 v1.15.LETTER_XV.--TO_GENERAL_WASHINGTON,_February_10,_1780.txt\n", | |
| "1786-01-12 00:00:00 v1.150.LETTER_CL.--TO_MAJOR_GENERAL_GREENE,_January_12,_1786.txt\n", | |
| "1786-01-13 00:00:00 v1.151.LETTER_CLI.--TO_LISTER_ASQUITH,_January_13,_1786.txt\n", | |
| "1786-01-25 00:00:00 v1.152.LETTER_CLII.--TO_MR._RITTENHOUSE,_January_25,1786.txt\n", | |
| "1786-01-25 00:00:00 v1.153.LETTER_CLIII.--TO_A._STEWART,_January_25,_1786.txt\n", | |
| "1786-01-26 00:00:00 v1.154.LETTER_CLIV.--TO_THE_COMMISSIONERS_OF_THE_TREASURY,_January_26,_1786.txt\n", | |
| "1786-01-26 00:00:00 v1.155.LETTER_CLV.--TO_MESSRS._BUCHANAN_AND_HAY,_January_26,_1786.txt\n", | |
| "1786-02-07 00:00:00 v1.156.LETTER_CLVI.--TO_JOHN_ADAMS,_February_7,_1786.txt\n", | |
| "1786-02-08 00:00:00 v1.157.LETTER_CLVII.--TO_JAMES_MADISON,_February_8,_1786.txt\n", | |
| "1786-02-09 00:00:00 v1.158.LETTER_CLVIII.--TO_THE_MARQUIS_DE_LA_FAYETTE,_February_9,_1786.txt\n", | |
| "1786-02-20 00:00:00 v1.159.LETTER_CLIX.--TO_MONSIEUR_HILLIARD_d'AUBERTEUIL,_Feb._20,_1786.txt\n", | |
| "1780-06-11 00:00:00 v1.16.LETTER_XVI.--TO_GENERAL_WASHINGTON,_June_11,_1780.txt\n", | |
| "1786-02-28 00:00:00 v1.160.LETTER_CLX.--TO_THE_COUNT_DE_VERGENNES,_February_28,1786.txt\n", | |
| "1786-03-08 00:00:00 v1.161.LETTER_CLXI.--TO_MONSIEUR_DE_REYNEVAL,_March_8,_1786.txt\n", | |
| "1786-03-12 00:00:00 v1.162.LETTER_CLXII.--TO_JOHN_JAY,_March_12,_1786.txt\n", | |
| "1786-03-14 00:00:00 v1.163.LETTER_CLXIII.--TO_COLONEL_HUMPHREYS,_March_14,_1786.txt\n", | |
| "1780-07-02 00:00:00 v1.17.LETTER_XVII.--TO_GENERAL_WASHINGTON,_July_2,_1780.txt\n", | |
| "1780-08-04 00:00:00 v1.18.LETTER_XVIII.--TO_GENERAL_EDWARD_STEVENS,_August_4,_1780.txt\n", | |
| "1780-08-15 00:00:00 v1.19.LETTER_XIX.--TO_MAJOR_GENERAL_GATES,_August_15,_1780.txt\n", | |
| "1775-08-25 00:00:00 v1.2.LETTER_II.--TO_JOHN_RANDOLPH,_August_25,1775.txt\n", | |
| "1780-09-08 00:00:00 v1.20.LETTER_XX.--TO_GENERAL_WASHINGTON,_September_8,_1780.txt\n", | |
| "1780-09-12 00:00:00 v1.21.LETTER_XXI.--TO_GENERAL_EDWARD_STEVENS,_September_12,1780.txt\n", | |
| "1780-09-15 00:00:00 v1.22.LETTER_XXII.--TO_GENERAL_EDWARD_STEVENS,_September_15,_1780.txt\n", | |
| "1780-09-23 00:00:00 v1.23.LETTER_XXIII.--TO_MAJOR_GENERAL_GATES,_September_23,_1780.txt\n", | |
| "1780-09-23 00:00:00 v1.24.LETTER_XXIV.--TO_GENERAL_WASHINGTON,_September_23,_1780.txt\n", | |
| "1780-09-26 00:00:00 v1.25.LETTER_XXV.--TO_HIS_EXCELLENCY_GENERAL_WASHINGTON,_September_26,1780.txt\n", | |
| "1780-10-04 00:00:00 v1.26.LETTER_XXVI.--TO_MAJOR_GENERAL_GATES,_October_4,_1780.txt\n", | |
| "1780-10-15 00:00:00 v1.27.LETTER_XXVII.--TO_GENERAL_GATES,_October_15,_1780.txt\n", | |
| "1780-10-22 00:00:00 v1.28.LETTER_XXVIII.--TO_GENERAL_WASHINGTON,_October_22,_1780.txt\n", | |
| "1780-10-25 00:00:00 v1.29.LETTER_XXIX.--TO_GENERAL_WASHINGTON,_October_25,1780.txt\n", | |
| "1775-11-29 00:00:00 v1.3.LETTER_III.--TO_JOHN_RANDOLPH,_November_29,_1775.txt\n", | |
| "1780-10-26 00:00:00 v1.30.LETTER_XXX.--TO_GENERAL_WASHINGTON,_October_26,_1780.txt\n", | |
| "1780-10-28 00:00:00 v1.31.LETTER_XXXI.--TO_GENERAL_GATES,_October_28,_1780.txt\n", | |
| "1780-11-03 00:00:00 v1.32.LETTER_XXXII.--TO_GENERAL_WASHINGTON,_November_3,1780.txt\n", | |
| "1780-11-10 00:00:00 v1.33.LETTER_XXXIII.--TO_GENERAL_WASHINGTON,_November_10,_1780.txt\n", | |
| "1780-11-26 00:00:00 v1.34.LETTER_XXXIV.--TO_GENERAL_WASHINGTON,_November_26,_1780.txt\n", | |
| "1780-12-15 00:00:00 v1.35.LETTER_XXXV.--TO_GENERAL_WASHINGTON,_December_15,1780.txt\n", | |
| "1781-01-10 00:00:00 v1.36.LETTER_XXXVI.--TO_GENERAL_WASHINGTON,_January_10,_1781.txt\n", | |
| "1781-01-15 00:00:00 v1.37.LETTER_XXXVII.--TO_THE_PRESIDENT_OF_CONGRESS,_Jan._15,_1781.txt\n", | |
| "1781-01-15 00:00:00 v1.38.LETTER_XXXVIII.--TO_THE_PRESIDENT_OF_CONGRESS,_Jan._15,_1781.txt\n", | |
| "1781-01-17 00:00:00 v1.39.LETTER_XXXIX.--TO_THE_PRESIDENT_OF_CONGRESS,_Jan._17,_1781.txt\n", | |
| "1777-08-13 00:00:00 v1.4.LETTER_IV.--TO_BENJAMIN_FRANKLIN,_August_13,_1777.txt\n", | |
| "1781-01-18 00:00:00 v1.40.LETTER_XL.--TO_THE_VIRGINIA_DELEGATES_IN_CONGRESS,_Jan._18,_1781.txt\n", | |
| "1781-02-08 00:00:00 v1.41.LETTER_XLI.--TO_GENERAL_WASHINGTON,_February_8,_1781.txt\n", | |
| "1781-02-12 00:00:00 v1.42.LETTER_XLII.--TO_GENERAL_WASHINGTON,_February_12,_1781.txt\n", | |
| "1781-02-17 00:00:00 v1.43.LETTER_XLIII.--TO_GENERAL_WASHINGTON,_February_17,_1781.txt\n", | |
| "1781-02-17 00:00:00 v1.44.LETTER_XLIV.--TO_GENERAL_GATES,_February_17,_1781.txt\n", | |
| "1781-02-26 00:00:00 v1.45.LETTER_XLV.--TO_GENERAL_WASHINGTON,_February_26,1781.txt\n", | |
| "1781-03-08 00:00:00 v1.46.LETTER_XLVI.--TO_GENERAL_WASHINGTON,_March_8,_1781.txt\n", | |
| "1781-03-19 00:00:00 v1.47.LETTER_XLVII.--TO_THE_PRESIDENT_OF_CONGRESS,_March_19,1781.txt\n", | |
| "1781-03-21 00:00:00 v1.48.LETTER_XLVIII.--TO_THE_PRESIDENT_OF_CONGRESS,_March_21,_1781.txt\n", | |
| "1781-03-26 00:00:00 v1.49.LETTER_XLIX.--TO_THE_PRESIDENT_OF_CONGRESS,_March_26,1781.txt\n", | |
| "1779-03-27 00:00:00 v1.5.LETTER_V.--TO_PATRICK_HENRY,_March_27,_1779.txt\n", | |
| "1781-03-28 00:00:00 v1.50.LETTER_L.--TO_THE_PRESIDENT_OF_CONGRESS,_March_28,_1781.txt\n", | |
| "1781-03-31 00:00:00 v1.51.LETTER_LI.--TO_THE_PRESIDENT_OF_CONGRESS,_March_31,_1781.txt\n", | |
| "1781-04-07 00:00:00 v1.52.LETTER_LII.--TO_THE_PRESIDENT_OF_CONGRESS,_April_7,_1781.txt\n", | |
| "1781-04-18 00:00:00 v1.53.LETTER_LIII.--TO_THE_PRESIDENT_OF_CONGRESS,_April_18,_1781.txt\n", | |
| "1781-04-23 00:00:00 v1.54.LETTER_LIV.--TO_GENERAL_WASHINGTON,_April_23,1781.txt\n", | |
| "1781-05-09 00:00:00 v1.55.LETTER_LV.--TO_GENERAL_WASHINGTON,_May_9,_1781.txt\n", | |
| "1781-05-10 00:00:00 v1.56.LETTER_LVI.--TO_THE_VIRGINIA_DELEGATES_IN_CONGRESS,_May_10,_1781.txt\n", | |
| "1781-05-28 00:00:00 v1.57.LETTER_LVII.--TO_GENERAL_WASHINGTON,_May_28,1781.txt\n", | |
| "1784-04-16 00:00:00 v1.58.LETTER,_LVIII.--TO_GENERAL_WASHINGTON,_April_16,_1784.txt\n", | |
| "1784-10-20 00:00:00 v1.59.LETTER_LIX.--TO_COLONEL_URIAH_FORREST,_October_20,_1784.txt\n", | |
| "1779-01-22 00:00:00 v1.6.LETTER_VI.--TO_JOHN_PAGE,_January_22,_1779.txt\n", | |
| "1785-05-11 00:00:00 v1.60.LETTER_LX.--TO_JOHN_JAY,_May_11,_1785.txt\n", | |
| "1785-06-07 00:00:00 v1.61.LETTER_LXI.--TO_GENERAL_CHASTELLUX,_June_7,1785.txt\n", | |
| "1785-06-15 00:00:00 v1.62.LETTER_LXII.--TO_JOHN_ADAMS,_June_15,_1785.txt\n", | |
| "1785-06-16 00:00:00 v1.63.LETTER_LXIII.--TO_THE_GOVERNOR_OF_VIRGINIA,_June_16,_1785.txt\n", | |
| "1785-06-17 00:00:00 v1.64.LETTER_LXIV.--TO_COLONEL_MONROE,_June_17,_1785.txt\n", | |
| "1785-06-21 00:00:00 v1.65.LETTER_LXV.--TO_CHARLES_THOMSON,_June_21,_1785.txt\n", | |
| "1785-06-22 00:00:00 v1.66.LETTER_LXVI.--TO_WILLIAM_CARMICHAEL,_June_22,_1785.txt\n", | |
| "1785-06-23 00:00:00 v1.67.LETTER_LXVII.--TO_JOHN_ADAMS,_June_23,_1785.txt\n", | |
| "1785-07-05 00:00:00 v1.68.LETTER_LXVIII.--TO_COLONEL_MONROE,_July_5,_1785.txt\n", | |
| "1785-07-05 00:00:00 v1.69.LETTER_LXIX.--TO_MRS._SPROWLE,_July_5,1785.txt\n", | |
| "1779-06-23 00:00:00 v1.7.LETTER_VII.--TO_GENERAL_WASHINGTON,_June_23,_1779.txt\n", | |
| "1785-07-07 00:00:00 v1.70.LETTER_LXX.--TO_JOHN_ADAMS,_July_7,_1785.txt\n", | |
| "1785-07-10 00:00:00 v1.71.LETTER_LXXI.--TO_GENERAL_WASHINGTON,_July_10,_1785.txt\n", | |
| "1785-07-11 00:00:00 v1.72.LETTER_LXXII.--TO_THE_GOVERNOR_OF_VIRGINIA,_July_11,_1785.txt\n", | |
| "1785-07-12 00:00:00 v1.73.LETTER_LXXIII.--TO_THE_PRESIDENT_OF_CONGRESS,_July_12,_1785.txt\n", | |
| "1785-07-12 00:00:00 v1.74.LETTER_LXXIV.--TO_THE_VIRGINIA_DELEGATES_IN_CONGRESS,_July_12,1785.txt\n", | |
| "1785-07-12 00:00:00 v1.75.LETTER_LXXV.--TO_JOHN_JAY,_July_12,1785.txt\n", | |
| "1785-07-13 00:00:00 v1.76.LETTER_LXXVI.--TO_MONSIEUR_BRIET,_July_13,_1785.txt\n", | |
| "1785-07-13 00:00:00 v1.77.LETTER_LXXVII.--TO_MESSRS._FRENCH_AND_NEPHEW,_July_13,1785.txt\n", | |
| "1785-07-17 00:00:00 v1.78.LETTER_LXXVIII.--TO_DR._STILES,_July_17,1785.txt\n", | |
| "1785-07-28 00:00:00 v1.79.LETTER_LXXIX.--TO_JOHN_ADAMS,_July_28,_1785.txt\n", | |
| "1779-07-17 00:00:00 v1.8.LETTER_VIII.--TO_GENERAL_WASHINGTON,_July_17,_1779.txt\n", | |
| "1785-07-29 00:00:00 v1.80.LETTER_LXXX.--TO_HOGENDORP,_July_29,_1785.txt\n", | |
| "1785-07-30 00:00:00 v1.81.LETTER_LXXXI.--TO_MESSRS._N._AND_J._VAN_STAPHORST,_July_30,_1785.txt\n", | |
| "1785-07-31 00:00:00 v1.82.LETTER_LXXXII.--TO_JOHN_ADAMS,_July_31,_1785.txt\n", | |
| "1785-08-03 00:00:00 v1.83.LETTER_LXXXIII.--TO_M._DE_CASTRIES,_August_3,1785.txt\n", | |
| "1785-08-03 00:00:00 v1.84.LETTER_LXXXIV.--TO_CAPTAIN_JOHN_PAUL_JONES,_August_3,1785.txt\n", | |
| "1785-08-06 00:00:00 v1.85.LETTER_LXXXV.--TO_JOHN_ADAMS,_August_6,_1785.txt\n", | |
| "1785-08-07 00:00:00 v1.86.LETTER_LXXXVI.--TO_DR._PRICE,_August_7,1785.txt\n", | |
| "1785-08-10 00:00:00 v1.87.LETTER_LXXXVII.--TO_JOHN_ADAMS,_August_10,1785.txt\n", | |
| "1785-08-10 00:00:00 v1.88.LETTER_LXXXVIII.--TO_MRS._SPROWLE,_August_10,_1785.txt\n", | |
| "1785-08-13 00:00:00 v1.89.LETTER_LXXXIX.--TO_CAPTAIN_JOHN_PAUL_JONES,_August_13,_1785.txt\n", | |
| "1779-10-01 00:00:00 v1.9.LETTER_IX.--TO_GENERAL_WASHINGTON,_October_1,_1779.txt\n", | |
| "1785-08-13 00:00:00 v1.90.LETTER_XC.--TO_MESSRS._BUCHANAN_AND_HAY,_August_13,_1785.txt\n", | |
| "1785-08-14 00:00:00 v1.91.LETTER_XCI.--TO_JOHN_JAY,_August_14,_1785.txt\n", | |
| "1785-08-15 00:00:00 v1.92.LETTER_XCII.--TO_THE_COUNT_DE_VERGENNES,_August_15,_1785.txt\n", | |
| "1785-08-17 00:00:00 v1.93.LETTER_XCIII.--TO_CAPTAIN_JOHN_PAUL_JONES,_August_17,_1785.txt\n", | |
| "1785-08-18 00:00:00 v1.94.LETTER_XCIV.--TO_WILLIAM_CARMICHAEL,_August_18,_1785.txt\n", | |
| "1785-08-19 00:00:00 v1.95.LETTER_XCV.--TO_PETER_CARR--Advice_to_a_young_man,_Aug._19,_1785.txt\n", | |
| "1785-08-23 00:00:00 v1.97.LETTER_XCVII.--TO_JOHN_JAY,_August_23,_1785.txt\n", | |
| "1785-08-29 00:00:00 v1.99.LETTER_XCIX.--TO_CAPTAIN_JOHN_PAUL_JONES,_August_29,1785.txt\n", | |
| "1786-04-22 00:00:00 v2.0.LETTER_I.--TO_RICHARD_HENRY_LEE,_April_22,_1786.txt\n", | |
| "1786-04-22 00:00:00 v2.1.LETTER_II.--TO_CHARLES_THOMSON,_April_22,_1786.txt\n", | |
| "1786-05-07 00:00:00 v2.10.LETTER_XI.--TO_W._T._FRANKLIN,_May_7,_1786.txt\n", | |
| "1787-10-04 00:00:00 v2.100.LETTER_CI.--TO_MR._DUMAS,_October_4,1787.txt\n", | |
| "1787-10-08 00:00:00 v2.101.LETTER_CII.--TO_JOHN_JAY,_October_8,_1787.txt\n", | |
| "1787-10-08 00:00:00 v2.102.LETTER_CIII.--TO_JAMES_MADISON,_October_8,_1787.txt\n", | |
| "1787-10-08 00:00:00 v2.103.LETTER_CIV.--TO_JOHN_JAY,_October_8,_1787.txt\n", | |
| "1787-10-09 00:00:00 v2.104.LETTER_CV.--TO_MONSIEUR_LE_COMTE_DE_MOUSTIER,_October_9,1787.txt\n", | |
| "1787-10-09 00:00:00 v2.105.LETTER_CVI.--TO_MADAME_DE_BREHAN,_October_9,_1787.txt\n", | |
| "1787-10-14 00:00:00 v2.106.LETTER_CVII.--TO_MR._DUMAS,_October_14,_1787.txt\n", | |
| "1787-10-18 00:00:00 v2.107.LETTER_CVIII.--TO_MADAME_DE_CORNY,_October_18,_1787.txt\n", | |
| "1787-10-23 00:00:00 v2.108.LETTER_CIX.--TO_THE_COUNT_DE_MONTMORIN,_October_23,_1787.txt\n", | |
| "1787-11-03 00:00:00 v2.109.LETTER_CX.--TO_JOHN_JAY,_November_3,_1787.txt\n", | |
| "1786-05-07 00:00:00 v2.11.LETTER_XII.--TO_ELBRIDGE_GERRY,_May_7,_1786.txt\n", | |
| "1787-11-03 00:00:00 v2.110.LETTER_CXI.--TO_JOHN_JAY,_November_3,_1787.txt\n", | |
| "1787-11-06 00:00:00 v2.111.LETTER_CXII.--TO_THE_COUNT_DE_MONTMORIN,_November_6,_1787.txt\n", | |
| "1787-11-13 00:00:00 v2.112.LETTER_CXIII.--TO_JOHN_ADAMS,_November_13,_1787.txt\n", | |
| "1787-11-13 00:00:00 v2.113.LETTER_CXIV.--TO_COLONEL_SMITH,_November_13,_1787.txt\n", | |
| "1787-12-11 00:00:00 v2.114.LETTER_CXV.--TO_WILLIAM_CARMICHAEL,_December_11,_1787.txt\n", | |
| "1787-12-20 00:00:00 v2.116.LETTER_CXVII.--TO_JAMES_MADISON,_December_20,_1787.txt\n", | |
| "1787-12-21 00:00:00 v2.117.LETTER_CXVIII.--TO_E._CARRINGTON,_December_21,_1787.txt\n", | |
| "1787-12-22 00:00:00 v2.118.LETTER_CXIX.--TO_MONSIEUR_LIMOZIN,_December_22,_1787.txt\n", | |
| "1787-12-31 00:00:00 v2.119.LETTER_CXX.--TO_JOHN_JAY,_December_31,_1787.txt\n", | |
| "1786-05-08 00:00:00 v2.12.LETTER_XIII.--TO_JAMES_ROSS,_May_8,_1786.txt\n", | |
| "1788-01-03 00:00:00 v2.120.LETTER_CXXI.--TO_MONSIEUR_LAMBERT,_January_3,_1788.txt\n", | |
| "1788-01-21 00:00:00 v2.121.LETTER_CXXII.--TO_LE_COMTE_BERNSTORFF,_January_21,_1788.txt\n", | |
| "1788-02-02 00:00:00 v2.122.LETTER_CXXIII.--TO_WILLIAM_RUTLEDGE,_February_2,_1788.txt\n", | |
| "1788-02-07 00:00:00 v2.123.LETTER_CXXIV.--TO_THE_COMMISSIONERS_OF_THE_TREASURY,_Feb._7,_1788.txt\n", | |
| "1788-02-07 00:00:00 v2.124.LETTER_CXXV.--TO_DOCTOR_PRICE,_February_7,_1788.txt\n", | |
| "1788-03-02 00:00:00 v2.127.LETTER_CXXVIII.--TO_JOHN_ADAMS,_March_2,_1788.txt\n", | |
| "1788-03-16 00:00:00 v2.128.LETTER_CXXIX.--TO_JOHN_JAY,_March_16,_1788.txt\n", | |
| "1788-03-29 00:00:00 v2.129.LETTER_CXXX.--TO_MR._DUMAS,_March_29,_1788.txt\n", | |
| "1786-05-08 00:00:00 v2.13.LETTER_XIV.--TO_T._PLEASANTS,_May_8,1786.txt\n", | |
| "1788-03-29 00:00:00 v2.130.LETTER_CXXXI.--TO_THE_COMMISSIONERS_OF_THE_TREASURY,_March_29,_1788.txt\n", | |
| "1788-05-02 00:00:00 v2.131.LETTER_CXXXII.--TO_GENERAL_WASHINGTON,_May_2,_1788.txt\n", | |
| "1788-05-03 00:00:00 v2.132.LETTER_CXXXIII.--TO_JAMES_MADISON,_May_3,1788.txt\n", | |
| "1788-05-04 00:00:00 v2.133.LETTER_CXXXIV.--TO_JOHN_JAY,_May_4,_1788.txt\n", | |
| "1788-05-17 00:00:00 v2.134.LETTER_CXXXV.--TO_THE_COUNT_DE_MOUSTIER,_May_17,_1788.txt\n", | |
| "1788-05-23 00:00:00 v2.135.LETTER_CXXXVI.--TO_JOHN_JAY,_May_23,1788.txt\n", | |
| "1788-05-26 00:00:00 v2.136.LETTER_CXXXVII.--TO_JOHN_BROWN,_May_26,1788.txt\n", | |
| "1788-05-27 00:00:00 v2.137.LETTER_CXXXVIII.--TO_WILLIAM_CARMICHAEL,_May_27,_1788.txt\n", | |
| "1788-05-27 00:00:00 v2.138.LETTER_CXXXIX.--TO_JOHN_JAY,_May_27,_1788.txt\n", | |
| "1788-05-28 00:00:00 v2.139.LETTER_CXL.*--TO_JAMES_MADISON,_May_28,_1788.txt\n", | |
| "1786-05-10 00:00:00 v2.14.LETTER_XV.--TO_COLONEL_MONROE,_May_10,1786.txt\n", | |
| "1788-05-23 00:00:00 v2.140.LETTER_CXLI.--TO_PETER_CARU,_May_23,_1788.txt\n", | |
| "1788-06-19 00:00:00 v2.141.LETTER_CXLII.--TO_THE_COMTE_DE_BERNSTORFF,_June_19,_1788.txt\n", | |
| "1788-06-20 00:00:00 v2.142.LETTER_CXLIII.--TO_THE_COUNT_DE_MONTMORIN,_June_20,_1788.txt\n", | |
| "1788-07-16 00:00:00 v2.143.LETTER_CXLIV.--TO_DOCTOR_GORDON,_July_16,_1788.txt\n", | |
| "1788-07-19 00:00:00 v2.144.LETTER_CXLV.--TO_JAMES_MADISON,_July_19,_1788.txt\n", | |
| "1788-07-18 00:00:00 v2.145.LETTER_CXLVI.--TO_E._RUTLEDGE,_July_18,_1788.txt\n", | |
| "1788-07-25 00:00:00 v2.146.LETTER_CXLVII.--TO_MR._BELLINI,_July_25,1788.txt\n", | |
| "1788-07-31 00:00:00 v2.147.LETTER_CXLVIII.--TO_JAMES_MADISON,_July_31,_1788.txt\n", | |
| "1788-08-03 00:00:00 v2.148.LETTER_CXLIX.--TO_JOHN_JAY,_August_3,_1788.txt\n", | |
| "1788-08-09 00:00:00 v2.149.LETTER_CL.--TO_COLONEL_MONROE,_August_9,_1788.txt\n", | |
| "1786-05-11 00:00:00 v2.15.LETTER_XVI.--TO_JOHN_ADAMS,_May_11,_1786.txt\n", | |
| "1788-08-09 00:00:00 v2.150.LETTER_CLI.--TO_MONSIEUR_DE_CREVE-CAUR,_August_9,_1788.txt\n", | |
| "1788-08-10 00:00:00 v2.151.LETTER_CLII.--TO_JOHN_JAY,_August_10,_1788.txt\n", | |
| "1788-08-11 00:00:00 v2.152.LETTER_CLIII.--TO_JOHN_JAY,_August_11,_1788.txt\n", | |
| "1788-08-12 00:00:00 v2.153.LETTER_CLIV.--TO_WILLIAM_CARMICHAEL,_August_12,_1788.txt\n", | |
| "1788-08-13 00:00:00 v2.154.LETTER_CLV.--TO_M._CATHALAN,_August_13,1788.txt\n", | |
| "1788-08-20 00:00:00 v2.155.LETTER_CLVI.--TO_JOHN_JAY,_August_20,1788.txt\n", | |
| "1788-08-23 00:00:00 v2.156.LETTER_CLVII.--TO_MR._CUTTING,_August_23,_1788.txt\n", | |
| "1788-09-03 00:00:00 v2.157.LETTER_CLVIII.--TO_JOHN_JAY,_September_3,_1788.txt\n", | |
| "1788-09-06 00:00:00 v2.158.LETTER_CLIX.--TO_THE_COMMISSIONERS_OF_THE_TREASURY,_Sep._6,_1788.txt\n", | |
| "1786-05-22 00:00:00 v2.16.LETTER_XVII.--TO_LISTER_ASQUITH,_May_22,_1786.txt\n", | |
| "1788-09-16 00:00:00 v2.160.LETTER_CLXI.--TO_M._DE_REYNEVAL,_September_16,_1788.txt\n", | |
| "1788-09-16 00:00:00 v2.161.LETTER_CLXII.--TO_THE_MARQUIS_DE_LA_ROUERIE,_September_16,1788.txt\n", | |
| "1788-09-20 00:00:00 v2.162.LETTER_CLXIII.--TO_WILLIAM_SHORT,_September_20,_1788.txt\n", | |
| "1788-09-24 00:00:00 v2.163.LETTER_CLXIV.--TO_JOHN_JAY,_September_24,1788.txt\n", | |
| "1788-10-01 00:00:00 v2.164.LETTER_CLXV.--TO_M._DE_REYNEVAL,_October_1,_1788.txt\n", | |
| "1788-10-02 00:00:00 v2.165.LETTER_CLXVI.--TO_MR._CUTTING,_October_2,_1788.txt\n", | |
| "1788-11-14 00:00:00 v2.166.LETTER_CLXVII.--TO_JOHN_JAY,_November_14,_1788.txt\n", | |
| "1788-11-18 00:00:00 v2.167.LETTER_CLXVIII.--TO_JAMES_MADISON,_November_18,_1788.txt\n", | |
| "1788-11-18 00:00:00 v2.168.LETTER_CLXIX.--TO_A._DONALD,_November_18,1788.txt\n", | |
| "1788-11-19 00:00:00 v2.169.LETTER_CLXX.--TO_JOHN_JAY,_November_19,_1788.txt\n", | |
| "1786-05-23 00:00:00 v2.17.LETTER_XVIII.--TO_JOHN_JAY,_May_23,_1786.txt\n", | |
| "1788-11-29 00:00:00 v2.170.LETTER_CLXXI.--TO_JOHN_JAY,_November_29,_1788.txt\n", | |
| "1788-12-04 00:00:00 v2.171.LETTER,_CLXXII.--TO_GENERAL_WASHINGTON,_December_4,_1788.txt\n", | |
| "1788-12-05 00:00:00 v2.172.LETTER_CLXXIII.--TO_JOHN_ADAMS,_December_5,_1788.txt\n", | |
| "1788-12-08 00:00:00 v2.173.LETTER_CLXXIV.--TO_MR._SHORT,_December_8,_1788.txt\n", | |
| "1788-12-16 00:00:00 v2.174.LETTER_CLXXV.--TO_DOCTOR_GILMER,_December_16,_1788.txt\n", | |
| "1788-12-23 00:00:00 v2.175.LETTER_CLXXVI.--TO_THOMAS_PAINE,_December_23,1788.txt\n", | |
| "1789-01-11 00:00:00 v2.176.LETTER_CLXXVII.--TO_JOHN_JAY,_January_11,_1789.txt\n", | |
| "1789-01-12 00:00:00 v2.177.LETTER_CLXXVIII.--TO_JAMES_MADISON,_January_12,_1789.txt\n", | |
| "1789-01-14 00:00:00 v2.178.LETTER_CLXXIX.--TO_JOHN_JAY,_January_14,_1789.txt\n", | |
| "1789-01-24 00:00:00 v2.179.LETTER_CLXXX.--TO_MADAME_NECKER,_January_24,_1789.txt\n", | |
| "1786-06-20 00:00:00 v2.18.LETTER_XIX.--TO_MR._CARMICHAEL,_June_20,_1786.txt\n", | |
| "1789-02-01 00:00:00 v2.180.LETTER_CLXXXI.--TO_JOHN_JAY,_February_1,_1789.txt\n", | |
| "1789-02-04 00:00:00 v2.181.LETTER_CLXXXII.--TO_JOHN_JAY,_February_4,_1789.txt\n", | |
| "1789-02-09 00:00:00 v2.182.LETTER_CLXXXIII.--TO_WILLIAM_SHORT,_February_9,1789.txt\n", | |
| "1789-02-10 00:00:00 v2.183.LETTER_CLXXXIV.--TO_M._DE_VILLEDEUIL,_February_10,_1789.txt\n", | |
| "1789-02-15 00:00:00 v2.184.LETTER_CLXXXV.--TO_MR._CARNES,_February_15,1789.txt\n", | |
| "1789-03-02 00:00:00 v2.185.LETTER_CLXXXVI.--TO_DR._BANCROFT,_March_2,_1789.txt\n", | |
| "1789-03-11 00:00:00 v2.186.LETTER_CLXXXVII.--TO_M._DE_MALESHERBES,_March_11,_1789.txt\n", | |
| "1789-03-12 00:00:00 v2.187.LETTER_CLXXXVIII.--TO_JOHN_JAY,_March_12,_1789.txt\n", | |
| "1789-03-13 00:00:00 v2.188.LETTER_CLXXXIX.--TO_F._HOPKINSON,_March_13,_1789.txt\n", | |
| "1789-03-14 00:00:00 v2.189.LETTER_CXC.--TO_MADAME_DE_BREHAN,_March_14,_1789.txt\n", | |
| "1786-06-20 00:00:00 v2.19.LETTER_XX.--TO_MR._LAMBE,_June_20,1786.txt\n", | |
| "1789-03-15 00:00:00 v2.190.LETTER_CXCI.--TO_JAMES_MADISON,_March_15,_1789.txt\n", | |
| "1789-03-17 00:00:00 v2.191.LETTER,_CXCII.--TO_THOMAS_PAINE,_March_17,1789.txt\n", | |
| "1789-03-18 00:00:00 v2.192.LETTER_CXIII.--TO_COLONEL_HUMPHREYS,_March_18,_1789.txt\n", | |
| "1789-03-24 00:00:00 v2.193.LETTER_CXCIV.--TO_DOCTOR_WILLARD,_March_24,_1789.txt\n", | |
| "1789-04-03 00:00:00 v2.194.LETTER_CXCV.--TO_J._SARSFIELD,_April_3,_1789.txt\n", | |
| "1789-05-06 00:00:00 v2.195.LETTER_CXCVI.--TO_THE_MARQUIS_DE_LA_FAYETTE,_May_6,1789.txt\n", | |
| "1789-05-08 00:00:00 v2.196.LETTER_CXCVII.--TO_WILLIAM_CARMICHAEL,_May_8,_1789.txt\n", | |
| "1789-05-09 00:00:00 v2.197.LETTER_CXCVIII.--TO_JOHN_JAY,_May_9,_1789.txt\n", | |
| "1780-05-10 00:00:00 v2.198.LETTER_CXCIX.--TO_GENERAL_WASHINGTON,_May_10,_1780.txt\n", | |
| "1789-05-11 00:00:00 v2.199.LETTER_CC.--TO_JAMES_MADISON,_May_11,1789.txt\n", | |
| "1786-04-23 00:00:00 v2.2.LETTER_III.--TO_JOHN_JAY,_April_23,_1786.txt\n", | |
| "1786-06-25 00:00:00 v2.20.LETTER_XXI.--TO_MONSIEUR_DE_REYNEVAL,_June_25,_1786.txt\n", | |
| "1789-05-17 00:00:00 v2.200.LETTER_CCI.--TO_MONSIEUR_DE_PONTIERE,_May_17,_1789.txt\n", | |
| "1789-05-17 00:00:00 v2.201.LETTER_CCII.--TO_MR._VAUGHAN,_May_17,_1789.txt\n", | |
| "1789-05-19 00:00:00 v2.202.LETTER_CCIII.--TO_THOMAS_PAINE,_May_19,1789.txt\n", | |
| "1789-06-03 00:00:00 v2.203.LETTER_CCIV.--TO_MONSIEUR_DE_ST._ETIENNE,_June_3,_1789.txt\n", | |
| "1789-06-12 00:00:00 v2.204.LETTER_CCV.--TO_THE_MARQUIS_DE_LA_FAYETTE,_June_12,_1789.txt\n", | |
| "1789-06-17 00:00:00 v2.205.LETTER_CCVI.--TO_JOHN_JAY,_June_17,_1789.txt\n", | |
| "1789-06-18 00:00:00 v2.206.LETTER_CCVII.--TO_JAMES_MADISON,_June_18,_1789.txt\n", | |
| "1789-06-24 00:00:00 v2.207.LETTER_CCVIII.--TO_JOHN_JAY,_June_24,1789.txt\n", | |
| "1789-06-29 00:00:00 v2.208.LETTER_CCIX.--TO_JOHN_JAY,_June_29,_1789.txt\n", | |
| "1789-07-06 00:00:00 v2.209.LETTER_CCX.--TO_THE_MARQUIS_DE_LA_FAYETTE,_July_6,_1789.txt\n", | |
| "1786-09-27 00:00:00 v2.21.LETTER_XXII.--TO_THE_PREVOT_DES_MARCHANDS,_September_27,_1786.txt\n", | |
| "1789-07-07 00:00:00 v2.210.LETTER_CCXI.--TO_THE_MARQUIS_DE_LA_FAYETTE,_July_7,1789.txt\n", | |
| "1789-07-08 00:00:00 v2.211.LETTER_CCXII.--TO_MR._NECKER,_July_8,_1789.txt\n", | |
| "1789-07-08 00:00:00 v2.212.LETTER_CCXIII.--TO_THE_COUNT_DE_MONTMORIN,_July_8,_1789.txt\n", | |
| "1789-07-09 00:00:00 v2.213.LETTER_CCXIV.--TO_THE_MARQUIS_DE_LA_FAYETTE,_July_9,_1789.txt\n", | |
| "1789-07-10 00:00:00 v2.214.LETTER_CCXV.--TO_THE_MARQUIS_DE_LA_FAYETTE,_July_10,_1789.txt\n", | |
| "1789-07-11 00:00:00 v2.215.LETTER_CCXVI.--TO_THOMAS_PAINE,_July_11,_1789.txt\n", | |
| "1786-07-09 00:00:00 v2.22.LETTER_XXIII.--TO_COLONEL_MONROE,_July_9,_1786.txt\n", | |
| "1786-07-11 00:00:00 v2.23.LETTER_XXIV.--TO_JOHN_ADAMS,_July_11,_1786.txt\n", | |
| "1786-08-11 00:00:00 v2.24.LETTER_XXV.--TO_JOHN_JAY,_August_11,_1786.txt\n", | |
| "1786-08-11 00:00:00 v2.25.LETTER_XXVI.--TO_COLONEL_MONROE,_August_11,_1786.txt\n", | |
| "1786-08-13 00:00:00 v2.26.LETTER_XXVII.--TO_MR._WYTHE,_August_13,1786.txt\n", | |
| "1786-10-12 00:00:00 v2.27.LETTER_XXVIII.--TO_MRS._COSWAY,_October_12,_1786.txt\n", | |
| "1786-10-13 00:00:00 v2.28.LETTER_XXIX.--TO_MRS._COSWAY,_October_13,_1786.txt\n", | |
| "1786-11-13 00:00:00 v2.29.LETTER_XXX.--M._LE_ROY_DE_L'ACADEMIE_DES_SCIENCES,_November_13,_1786.txt\n", | |
| "1786-04-23 00:00:00 v2.3.LETTER_IV.--TO_JOHN_JAY,_April_23,_1786.txt\n", | |
| "1786-11-14 00:00:00 v2.30.LETTER_XXXI.--TO_GENERAL_WASHINGTON,_November_14,_1786.txt\n", | |
| "1786-12-16 00:00:00 v2.31.LETTER_XXXII.--TO_JAMES_MADISON,_December_16,_1786.txt\n", | |
| "1780-12-17 00:00:00 v2.32.LETTER_XXXIII.--TO_CHARLES_THOMSON,_December_17,1780.txt\n", | |
| "1786-12-18 00:00:00 v2.33.LETTER_XXXIV.--TO_COLONEL_MONROE,_December_18,_1786.txt\n", | |
| "1786-12-26 00:00:00 v2.34.LETTER_XXXV.--TO_MR._CARMICHAEL,_December_26,1786.txt\n", | |
| "1786-12-29 00:00:00 v2.35.LETTER_XXXVI.--TO_MR._VAUGHAN,_December_29,_1786.txt\n", | |
| "1786-12-31 00:00:00 v2.36.LETTER_XXXVII.--TO_JOHN_JAY,_December_31,_1786.txt\n", | |
| "1787-01-05 00:00:00 v2.37.LETTER_XXXVIII.--TO_SAMUEL_OSGOOD,_January_5,_1787.txt\n", | |
| "1787-01-09 00:00:00 v2.38.LETTER_XXXIX.--TO_JOHN_JAY,_January_9,_1787.txt\n", | |
| "1787-01-11 00:00:00 v2.39.LETTER_XL.--TO_JOHN_ADAMS,_January_11,_1787.txt\n", | |
| "1786-04-25 00:00:00 v2.4.LETTER_V.--TO_JAMES_MADISON,_April_25,_1786.txt\n", | |
| "1787-01-14 00:00:00 v2.40.LETTER_XLI.--TO_MONSIEUR_LE_DUC_D'HARCOURT,_January_14,_1787.txt\n", | |
| "1787-01-15 00:00:00 v2.41.LETTER_XLII.--TO_MONSIEUR_DE_CREVE-COEUR,_January_15,1787.txt\n", | |
| "1787-01-16 00:00:00 v2.42.LETTER_XLIII.--TO_COLONEL_EDWARD_CARRINGTON,_January_16,_1787.txt\n", | |
| "1787-02-01 00:00:00 v2.44.LETTER_XLV.--TO_JOHN_JAY,_February_1,_1787.txt\n", | |
| "1787-02-07 00:00:00 v2.45.LETTER_XLVI.--TO_MRS._BINGHAM,_February_7,_1787.txt\n", | |
| "1787-02-07 00:00:00 v2.46.LETTER_XLVII.--TO_GOVERNOR_RANDOLPH,_February_7,_1787.txt\n", | |
| "1787-02-08 00:00:00 v2.47.LETTER_XLVIII.--TO_JOHN_JAY,_February_8,_1787.txt\n", | |
| "1787-02-09 00:00:00 v2.48.LETTER_XLIX.--TO_MR._DUMAS,_February_9,_1787.txt\n", | |
| "1787-02-14 00:00:00 v2.49.LETTER_L.--TO_JOHN_JAY,_February_14,_1787.txt\n", | |
| "1786-05-03 00:00:00 v2.5.LETTER_VI.--TO_THE_COUNT_DE_VERGENNES,_May_3,_1786.txt\n", | |
| "1787-02-23 00:00:00 v2.50.LETTER_LI.--TO_JOHN_JAY,_February_23,_1787.txt\n", | |
| "1787-02-28 00:00:00 v2.51.LETTER_LII.--TO_THE_MARQUIS_DE_LA_FAYETTE,_February_28,_1787.txt\n", | |
| "1787-03-20 00:00:00 v2.52.LETTER_LIII.--TO_MADAME_LA_COMTESSE_DE_TESSE,_March_20,_1787.txt\n", | |
| "1787-04-11 00:00:00 v2.53.LETTER_LIV.--TO_THE_MARQUIS_DE_LA_FAYETTE,_April_11,_1787.txt\n", | |
| "1787-04-12 00:00:00 v2.54.LETTER_LV.--TO_WILLIAM_SHORT,_April_12,_1787.txt\n", | |
| "1787-05-04 00:00:00 v2.55.LETTER_LVI.--TO_JOHN_JAY,_May_4,_1787.txt\n", | |
| "1787-05-06 00:00:00 v2.56.LETTER_LVII.--TO_M._GUIDE,_May_6,_1787.txt\n", | |
| "1787-06-14 00:00:00 v2.57.LETTER_LVIII.--TO_WILLIAM_CARMICHAEL,_June_14,_1787.txt\n", | |
| "1787-06-19 00:00:00 v2.58.LETTER_LIX.--TO_J._BANNISTER,_JUNIOR,_June_19,_1787.txt\n", | |
| "1786-05-04 00:00:00 v2.6.LETTER_VII.--TO_JOHN_PAGE,_May_4,_1786.txt\n", | |
| "1787-06-21 00:00:00 v2.60.LETTER_LXI.--TO_JOHN_JAY,_June_21,1787.txt\n", | |
| "1787-06-30 00:00:00 v2.61.LETTER_LXII.--TO_MADAME_DE_CORNY,_June_30,1787.txt\n", | |
| "1787-07-01 00:00:00 v2.62.LETTER_LXIII.--TO_JOHN_ADAMS,_July_1,_1787.txt\n", | |
| "1787-07-02 00:00:00 v2.63.LETTER_LXIV.--TO_DAVID_HARTLEY,_July_2,1787.txt\n", | |
| "1787-07-02 00:00:00 v2.64.LETTER_LXV.--TO_B._VAUGHAN,_July_2,_1787.txt\n", | |
| "1787-07-02 00:00:00 v2.65.LETTER_LXVI.--TO_M._L'ABBE_MORELLET,_July_2,_1787.txt\n", | |
| "1787-07-06 00:00:00 v2.66.LETTER_LXVII.--TO_T._M._RANDOLPH,_JUNIOR,_July_6,_1787.txt\n", | |
| "1787-07-21 00:00:00 v2.67.LETTER_LXVIII.--TO_STEPHEN_CATHALAN,_JUNIOR,_July_21,1787.txt\n", | |
| "1787-07-22 00:00:00 v2.68.LETTER_LXIX.--TO_THE_DELEGATES_OF_RHODE_ISLAND,_July_22,1787.txt\n", | |
| "1787-07-23 00:00:00 v2.69.LETTER_LXX.--TO_THE_COUNT_DE_MONTMORIN,_July_23,_1787.txt\n", | |
| "1787-07-28 00:00:00 v2.70.LETTER_LXXI.--TO_MR._SKIPWITH,_July_28,_1787.txt\n", | |
| "1787-07-28 00:00:00 v2.71.LETTER_LXXII.--TO_J._W._EPPES,_July_28,1787.txt\n", | |
| "1787-07-28 00:00:00 v2.72.LETTER_LXXIII.--TO_A._DONALD,_July_28,_1787.txt\n", | |
| "1787-07-30 00:00:00 v2.73.LETTER_LXXIV.--TO_WILLIAM_DRAYTON,_July_30,_1787.txt\n", | |
| "1787-08-02 00:00:00 v2.74.LETTER_LXXV.--TO_JAMES_MADISON,_August_2,_1787.txt\n", | |
| "1787-08-03 00:00:00 v2.75.LETTER_LXXVI.--TO_THOMAS_BARCLAY,_August_3,_1787.txt\n", | |
| "1787-08-04 00:00:00 v2.76.LETTER_LXXVII.--TO_E._CARRINGTON,_August_4,1787.txt\n", | |
| "1787-08-04 00:00:00 v2.77.LETTER_LXXVIII.--TO_DR._CURRIE,_August_4,_1787.txt\n", | |
| "1787-08-04 00:00:00 v2.78.LETTER_LXXIX.--TO_MR._HAWKINS,_August_4,_1787.txt\n", | |
| "1787-08-05 00:00:00 v2.79.LETTER_LXXX.--TO_COLONEL_MONROE,_August_5,_1787.txt\n", | |
| "1789-05-06 00:00:00 v2.8.LETTER_IX.--TO_MR._DUMAS,_May_6,_1789.txt\n", | |
| "1787-08-06 00:00:00 v2.80.LETTER_LXXXI.--TO_JOHN_JAY,_August_6,1787.txt\n", | |
| "1787-08-08 00:00:00 v2.81.LETTER_LXXXII.--TO_JOHN_CHURCHMAN,_August_8,_1787.txt\n", | |
| "1787-08-09 00:00:00 v2.82.LETTER_LXXXIII.--TO_MONSIEUR_L_HOMMANDE,_August_9,_1787.txt\n", | |
| "1787-08-10 00:00:00 v2.83.LETTER_LXXXIV.--TO_PETER_CARR,_August_10,_1787.txt\n", | |
| "1787-08-11 00:00:00 v2.84.LETTER_LXXXV.--TO_DR._GILMER,_August_11,_1787.txt\n", | |
| "1787-08-14 00:00:00 v2.85.LETTER_LXXXVI.--TO_JOSEPH_JONES,_August_14,_1787.txt\n", | |
| "1787-08-14 00:00:00 v2.86.LETTER_LXXXVII.--TO_GENERAL_WASHINGTON,_August_14,_1787.txt\n", | |
| "1787-08-14 00:00:00 v2.87.LETTER_LXXXVIII.--TO_COLONEL_HUMPHREYS,_August_14,_1787.txt\n", | |
| "1787-08-15 00:00:00 v2.88.LETTER_LXXXIX.--TO_JOHN_JAY,_August_15,_1787.txt\n", | |
| "1787-08-30 00:00:00 v2.89.LETTER_XC.--TO_JOHN_ADAMS,_August_30,_1787.txt\n", | |
| "1786-05-06 00:00:00 v2.9.LETTER_X.--TO_WILLIAM_DRAYTON,_May_6,_1786.txt\n", | |
| "1787-09-16 00:00:00 v2.90.LETTER_XCI.--TO_MR._WYTHE,_September_16,1787.txt\n", | |
| "1787-09-19 00:00:00 v2.91.LETTER_XCII.--TO_JOHN_JAY,_September_19,_1787.txt\n", | |
| "1787-09-20 00:00:00 v2.92.LETTER_XCIII.--TO_CHARLES_THOMSON,_September_20,_1787.txt\n", | |
| "1787-09-22 00:00:00 v2.93.LETTER_XCIV.--TO_JOHN_JAY,_September_22,1787.txt\n", | |
| "1787-09-22 00:00:00 v2.94.LETTER_XCV.--TO_JOHN_JAY,_September_22,_1787.txt\n", | |
| "1787-09-22 00:00:00 v2.95.LETTER_XCVI.--TO_MR._CARNES,_September_22,_1787.txt\n", | |
| "1787-09-24 00:00:00 v2.96.LETTER_XCVII.--TO_JOHN_JAY,_September_24,_1787.txt\n", | |
| "1787-09-28 00:00:00 v2.97.LETTER_XCVIII,--TO_JOHN_ADAMS,_September_28,_1787.txt\n", | |
| "1787-09-28 00:00:00 v2.98.LETTER_XCIX.--TO_COLONEL_SMITH,_September_28,1787.txt\n", | |
| "1787-10-03 00:00:00 v2.99.LETTER_C.--TO_MONSIEUR_LE_COMTE_DE_BUFFON,_October_3,_1787.txt\n", | |
| "1789-07-19 00:00:00 v3.1.LETTER_I.--TO_JOHN_JAY,_July_19,_1789.txt\n", | |
| "1789-08-28 00:00:00 v3.10.LETTER_X.--TO_JAMES_MADISON,_August_28,1789.txt\n", | |
| "1792-03-18 00:00:00 v3.100.LETTER_XCIX.--TO_MESSRS._CARMICHAEL_AND_SHORT,_March_18,_1792.txt\n", | |
| "1792-03-28 00:00:00 v3.101.LETTER_C.--TO_COLONEL_PICKERING,_March_28,_1792.txt\n", | |
| "1792-03-31 00:00:00 v3.102.LETTER_CI.--TO_MR._HAMMOND,_March_31,_1792.txt\n", | |
| "1792-04-01 00:00:00 v3.103.LETTER_CII.--TO_GOVERNOR_PINCKNEY,_April_1,_1792.txt\n", | |
| "1792-04-09 00:00:00 v3.104.LETTER_CIII.--TO_COLONEL_HUMPHREYS,_April_9,_1792.txt\n", | |
| "1792-04-12 00:00:00 v3.105.LETTER_CIV.--TO_MR._HAMMOND,_April_12,_1792.txt\n", | |
| "1792-04-13 00:00:00 v3.106.LETTER_CV.--TO_MR._HAMMOND,_April_13,1792.txt\n", | |
| "1792-04-13 00:00:00 v3.107.LETTER_CVI.--TO_THE_PRESIDENT,_April_13,_1792.txt\n", | |
| "1792-04-24 00:00:00 v3.108.LETTER_CVII.--TO_MESSRS._CARMICHAEL_AND_SHORT,_April_24,_1792.txt\n", | |
| "1792-04-28 00:00:00 v3.109.LETTER_CVIII.--TO_GOUVERNEUR_MORRIS,_April_28,1792.txt\n", | |
| "1789-09-06 00:00:00 v3.11.LETTER_XI.--TO_JAMES_MADISON,_September_6,_1789.txt\n", | |
| "1792-05-31 00:00:00 v3.110.LETTER_CIX.--CIRCULAR_TO_THE_AMERICAN_CONSULS,_May_31,_1792.txt\n", | |
| "1792-06-01 00:00:00 v3.111.LETTER_CX.--TO_JOHN_PAUL_JONES,_June_1,_1792.txt\n", | |
| "1792-06-11 00:00:00 v3.112.LETTER_CXI.--TO_MR._PINCKNEY,_June_11,_1792.txt\n", | |
| "1792-06-11 00:00:00 v3.113.LETTER_CXII.--TO_THOMAS_PINCKNEY,_June_11,_1792.txt\n", | |
| "1792-06-14 00:00:00 v3.114.LETTER_CXIII.--TO_MR._PINCKNEY,_June_14,_1792.txt\n", | |
| "1792-06-16 00:00:00 v3.115.LETTER_CXIV.--TO_GOUVERNEUR_MORRIS,_June_16,_1792.txt\n", | |
| "1792-07-02 00:00:00 v3.116.LETTER_CXV.--TO_MR._VAN_BERCKEL,_July_2,1792.txt\n", | |
| "1792-08-19 00:00:00 v3.117.LETTER_CXVI.--TO_MR._PALESKE,_August_19,1792.txt\n", | |
| "1792-08-19 00:00:00 v3.118.LETTER_CXVII.--TO_THE_PRESIDENT,_August_19,_1792.txt\n", | |
| "1792-09-27 00:00:00 v3.119.LETTER_CXVIII.--TO_M._DE_TERNANT,_September_27,1792.txt\n", | |
| "1792-10-12 00:00:00 v3.120.LETTER_CXIX.--TO_MR._PINCKNEY,_October_12,1792.txt\n", | |
| "1792-10-14 00:00:00 v3.121.LETTER_CXX.--TO_MESSRS._CARMICHAEL_AND_SHORT,_October_14,1792.txt\n", | |
| "1792-10-15 00:00:00 v3.122.LETTER_CXXI.--TO_GOUVERNEUR_MORRIS,_October_15,_1792.txt\n", | |
| "1792-10-16 00:00:00 v3.123.LETTER_CXXII.--TO_M._DE_TERNANT,_October_16,1792.txt\n", | |
| "1792-11-01 00:00:00 v3.124.LETTER_CXXIII.--TO_MESSRS._VIAR_AND_JAUDENES,_November_1,_1792.txt\n", | |
| "1792-11-02 00:00:00 v3.125.LETTER_CXXIV.--TO_THE_PRESIDENT,_November_2,1792.txt\n", | |
| "1792-11-03 00:00:00 v3.126.LETTER_CXXV.--TO_MESSRS._CARMICHAEL_AND_SHORT,_November_3,_1792.txt\n", | |
| "1792-11-07 00:00:00 v3.127.LETTER_CXXVI.--TO_GOUVERNEUR_MORRIS,_November_7,_1792.txt\n", | |
| "1792-11-20 00:00:00 v3.128.LETTER_CXXVII.--TO_M._DE_TERNANT,_November_20,_1792.txt\n", | |
| "1792-12-25 00:00:00 v3.129.LETTER_CXXVIII.--TO_MR._RUTHERFORD,_December_25,_1792.txt\n", | |
| "1789-09-12 00:00:00 v3.13.LETTER_XIII.--TO_GENERAL_KNOX,_September_12,1789.txt\n", | |
| "1793-01-02 00:00:00 v3.130.LETTER_CXXIX.--TO_THE_SPEAKER_OF_THE_HOUSE,_January_2,_1793.txt\n", | |
| "1793-02-13 00:00:00 v3.131.LETTER_CXXX.--CIRCULAR_TO_THE_MINISTERS,_February_13,_1793.txt\n", | |
| "1793-02-16 00:00:00 v3.132.LETTER_CXXXI.--TO_MR._HAMMOND,_February_16,_1793.txt\n", | |
| "1793-02-17 00:00:00 v3.133.LETTER_CXXXII.--TO_M._DE_TERNANT,_February_17,_1793.txt\n", | |
| "1793-02-20 00:00:00 v3.134.LETTER_CXXXIII.--TO_M._DE_TERNANT,_February_20,_1793.txt\n", | |
| "1793-02-20 00:00:00 v3.135.LETTER_CXXXIV.--TO_THE_SPEAKER_OF_THE_HOUSE,_February_20,_1793.txt\n", | |
| "1793-03-12 00:00:00 v3.136.LETTER_CXXXV.--TO_GOUVERNEUR_MORRIS,_March_12,1793.txt\n", | |
| "1793-03-15 00:00:00 v3.137.LETTER_CXXXVI.--TO_GOUVERNEUR_MORRIS,_March_15,_1793.txt\n", | |
| "1793-03-16 00:00:00 v3.138.LETTER_CXXXVII.--TO_MR._PINCKNEY,_March_16,_1793.txt\n", | |
| "1793-03-21 00:00:00 v3.139.LETTER_CXXXVIII.--TO_COLONEL_HUMPHREYS,_March_21,_1793.txt\n", | |
| "1789-09-18 00:00:00 v3.14.LETTER_XIV.--TO_E._RUTLEDGE,_September_18,_1789.txt\n", | |
| "1793-03-22 00:00:00 v3.140.LETTER_CXXXIX.--TO_COLONEL_HUMPHREYS,_March_22,_1793.txt\n", | |
| "1793-03-23 00:00:00 v3.141.LETTER_CXL.*--TO_MESSRS._CARMICHAEL_AND_SHORT,_March_23,_1793.txt\n", | |
| "1793-04-18 00:00:00 v3.142.LETTER_CXLI.--TO_MR._HAMMOND,_April_18,_1793.txt\n", | |
| "1793-04-20 00:00:00 v3.143.LETTER_CXLII.--TO_MR._PINCKNEY,_April_20,_1793.txt\n", | |
| "1793-04-26 00:00:00 v3.144.LETTER_CXLIII.--CIRCULAR_TO_MORRIS,_PINCKNEY,_AND_SHORT,_April_26,1793.txt\n", | |
| "1793-04-27 00:00:00 v3.145.LETTER_CXLIV.--TO_M._DE_TERNANT,_April_27,1793.txt\n", | |
| "1793-05-03 00:00:00 v3.146.LETTER_CXLV.--TO_M._DE_TERNANT,_May_3,1793.txt\n", | |
| "1793-05-07 00:00:00 v3.147.LETTER_CXLVI.--TO_MR._PINCKNEY,_May_7,_1793.txt\n", | |
| "1793-05-15 00:00:00 v3.148.LETTER_CXLVII.--TO_MR._HAMMOND,_May_15,_1793.txt\n", | |
| "1793-05-15 00:00:00 v3.149.LETTER_CXLVIII.*--TO_M._DE_TERNANT,_May_15,_1793.txt\n", | |
| "1789-09-19 00:00:00 v3.15.LETTER_XV.--TO_JOHN_JAY,_September_19,_1789.txt\n", | |
| "1793-05-21 00:00:00 v3.150.LETTER_CXLIX.--TO_THE_GOVERNOR_OF_VIRGINIA,_May_21,1793.txt\n", | |
| "1793-05-29 00:00:00 v3.151.LETTER_CL.--TO_MR._VAN_BERCKEL,_May_29,1793.txt\n", | |
| "1793-05-31 00:00:00 v3.152.LETTER_CLI.--TO_MESSRS._CARMICHAEL_AND_SHORT,_May_31,_1793.txt\n", | |
| "1793-06-05 00:00:00 v3.153.LETTER_CLII.--TO_MR._GENET,_June_5,1793.txt\n", | |
| "1793-06-05 00:00:00 v3.154.LETTER_CLIII.--TO_MR._HAMMOND,_June_5,_1793.txt\n", | |
| "1793-06-13 00:00:00 v3.155.LETTER_CLIV.--TO_GOUVERNEUR_MORRIS,_June_13,_1793.txt\n", | |
| "1793-06-10 00:00:00 v3.156.LETTERS--RE_THE_LOST_MILLION,_June_10,_1793.txt\n", | |
| "1793-06-13 00:00:00 v3.157.LETTER_CLV.--TO_GOUVERNEUR_MORRIS,_June_13,_1793.txt\n", | |
| "1793-06-14 00:00:00 v3.158.LETTER_CLVI.--TO_MR._PINCKNEY,_June_14,_1793.txt\n", | |
| "1789-09-26 00:00:00 v3.16.LETTER_XVI.--TO_MR._NECKER,_September_26,1789.txt\n", | |
| "1793-06-19 00:00:00 v3.160.LETTER_CLVIII.--TO_MR._HAMMOND,_June_19,_1793.txt\n", | |
| "1793-06-30 00:00:00 v3.161.LETTER_CLIX.--TO_MESSRS._CARMICHAEL_AND_SHORT,_June_30,_1793.txt\n", | |
| "1793-07-18 00:00:00 v3.162.LETTER_CLX.--TO_THE_SUPREME_COURT_OF_THE_UNITED_STATES,_July_18,1793.txt\n", | |
| "1793-07-24 00:00:00 v3.163.LETTER_CLXI.--TO_MR._GENET,_July_24,1793.txt\n", | |
| "1793-08-07 00:00:00 v3.164.LETTER_CLXII.--TO_MR._GENET,_August_7,_1793.txt\n", | |
| "1793-08-16 00:00:00 v3.165.LETTER_CLXIII.--TO_GOUVERNEUR_MORRIS,_August_16,1793.txt\n", | |
| "1793-08-23 00:00:00 v3.166.LETTER_CLXIV.--CIRCULAR_TO_THE_MERCHANTS_OF_THE_U.S.,_August_23,_1793.txt\n", | |
| "1793-09-02 00:00:00 v3.167.LETTER_CLXV.--TO_MR._GORE,_September_2,_1793.txt\n", | |
| "1793-09-05 00:00:00 v3.168.LETTER_CLXVI.--TO_MR._HAMMOND,_September_5,_1793.txt\n", | |
| "1793-09-07 00:00:00 v3.169.LETTER_CLXVII.--TO_MR._PINCKNEY,_September_7,1793.txt\n", | |
| "1789-09-30 00:00:00 v3.17.LETTER_XVII.--TO_JOHN_JAY,_September_30,_1789.txt\n", | |
| "1793-09-09 00:00:00 v3.170.LETTER_CLXVIII.--TO_MR._HAMMOND,_September_9,_1793.txt\n", | |
| "1793-09-09 00:00:00 v3.171.LETTER_CLXIX.--TO_MR._GENET,_September_9,_1793.txt\n", | |
| "1793-09-11 00:00:00 v3.172.LETTER_CLXX.--TO_COLONEL_HUMPHREYS,_September_11,_1793.txt\n", | |
| "1793-10-03 00:00:00 v3.173.LETTER_CLXXI.--TO_MR._GENET,_October_3,_1793.txt\n", | |
| "1793-11-08 00:00:00 v3.174.LETTER_CLXXII.--TO_MR._GENET,_November_8,1793.txt\n", | |
| "1793-11-22 00:00:00 v3.175.LETTER_CLXXIII.--TO_MR._GENET,_November_22,_1793.txt\n", | |
| "1793-12-09 00:00:00 v3.176.LETTER_CLXXIV.--TO_MR._GENET,_December_9,_1793.txt\n", | |
| "1793-12-18 00:00:00 v3.177.LETTER_CLXXV.--TO_THE_ATTORNEY_GENERAL_OF_THE_U.S.,_December_18,_1793.txt\n", | |
| "1794-02-03 00:00:00 v3.178.LETTER_CLXXVI.--TO_E._RANDOLPH,_February_3,_1794.txt\n", | |
| "1794-04-03 00:00:00 v3.179.LETTER_CLXXVII.--TO_JAMES_MADISON,_April_3,_1794.txt\n", | |
| "1789-12-15 00:00:00 v3.18.LETTER_XVIII.--TO_THE_PRESIDENT,_December_15,1789.txt\n", | |
| "1794-05-01 00:00:00 v3.180.LETTER_CLXXVIII.--TO_TENCH_COXE,_May_1,1794.txt\n", | |
| "1794-05-14 00:00:00 v3.181.LETTER_CLXXIX.--TO_THE_PRESIDENT,_May_14,_1794.txt\n", | |
| "1794-09-07 00:00:00 v3.182.LETTER_CLXXX.--TO_THE_SECRETARY_OF_STATE,_September_7,_1794.txt\n", | |
| "1794-12-28 00:00:00 v3.183.LETTER_CLXXXI.--TO_JAMES_MADISON,_December_28,_1794.txt\n", | |
| "1795-02-06 00:00:00 v3.184.LETTER_CLXXXII.--TO_M._D'IVERNOIS,_February_6,1795.txt\n", | |
| "1795-04-27 00:00:00 v3.185.LETTER_CLXXXIII.--TO_JAMES_MADISON,_April_27,_1795.txt\n", | |
| "1795-04-27 00:00:00 v3.186.LETTER_CLXXXIV.--TO_WILLIAM_B._GILES,_April_27,_1795.txt\n", | |
| "1795-08-30 00:00:00 v3.187.LETTER_CLXXXV.--TO_MANN_PAGE,_August_30,_1795.txt\n", | |
| "1795-11-30 00:00:00 v3.189.LETTER_CLXXXVII.--TO_EDWARD_RUTLEDGE,_November_30,_1795.txt\n", | |
| "1790-03-31 00:00:00 v3.19.LETTER_XIX.--TO_HENRY_LAURENS,_ESQUIRE,_March_31,_1790.txt\n", | |
| "1795-12-31 00:00:00 v3.190.LETTER_CLXXXVIII.--TO_WILLIAM_B._GILES,_December_31,_1795.txt\n", | |
| "1796-03-06 00:00:00 v3.191.LETTER_CLXXXIX.--TO_JAMES_MADISON,_March_6,_1796.txt\n", | |
| "1796-03-21 00:00:00 v3.193.LETTER_CXCI.--TO_COLONEL_MONROE,_March_21,_1796.txt\n", | |
| "1796-03-27 00:00:00 v3.194.LETTER_CXCII.--TO_JAMES_MADISON,_March_27,1796.txt\n", | |
| "1796-04-19 00:00:00 v3.195.LETTER_CXCIII.--TO_JAMES_MADISON,_April_19,_1796.txt\n", | |
| "1796-04-24 00:00:00 v3.196.LETTER_CXCIV.*--TO_P._MAZZEI,_April_24,_1796.txt\n", | |
| "1796-06-12 00:00:00 v3.197.LETTER_CXCV.--TO_COLONEL_MONROE,_June_12,_1796.txt\n", | |
| "1796-06-19 00:00:00 v3.198.LETTER_CXCVI.--TO_THE_PRESIDENT,_June_19,_1796.txt\n", | |
| "1796-06-19 00:00:00 v3.199.LETTER_CXCVII.--TO_M._DE_LA_FAYETTE,_June_19,_1796.txt\n", | |
| "1789-07-19 00:00:00 v3.2.LETTER_II.--TO_M._L'ABBE_ARNOND,_July_19,_1789.txt\n", | |
| "1799-03-31 00:00:00 v3.20.LETTER_XX.--TO_MR._VANDERKEMP,_March_31,_1799.txt\n", | |
| "1796-07-03 00:00:00 v3.200.LETTER_CXCVIII.--TO_JONATHAN_WILLIAMS,_July_3,1796.txt\n", | |
| "1796-07-10 00:00:00 v3.201.LETTER_CXCIX.--TO_COLONEL_MONROE,_July_10,_1796.txt\n", | |
| "1796-12-27 00:00:00 v3.203.LETTER_CCI.--TO_EDWARD_RUTLEDGE,_December_27,_1796.txt\n", | |
| "1796-12-28 00:00:00 v3.204.LETTER_CCII.--TO_JOHN_ADAMS,_December_28,1796.txt\n", | |
| "1797-01-01 00:00:00 v3.205.LETTER_CCIII.--to_James_Madison,_January_1,_1797.txt\n", | |
| "1797-01-08 00:00:00 v3.206.LETTER_CCIV.--TO_MR._VOLNEY,_January_8,_1797.txt\n", | |
| "1797-01-16 00:00:00 v3.207.LETTER_CCV.--TO_HENRY_TAZEWELL,_January_16,_1797.txt\n", | |
| "1797-01-16 00:00:00 v3.208.LETTER_CCVI.--TO_JAMES_MADISON,_January_16,_1797.txt\n", | |
| "1797-01-22 00:00:00 v3.209.LETTER_CCVII.--TO_JAMES_MADISON,_January_22,_1797.txt\n", | |
| "1790-03-31 00:00:00 v3.21.LETTER_XXI.--TO_GEORGE_JOY,_March_31,_1790.txt\n", | |
| "1797-01-30 00:00:00 v3.210.LETTER_CCVIII.--TO_JAMES_MADISON,_January_30,_1797.txt\n", | |
| "1797-02-09 00:00:00 v3.211.LETTER_CCIX.--TO_JAMES_SULLIVAN,_February_9,_1797.txt\n", | |
| "1797-05-13 00:00:00 v3.212.LETTER_CCX.--TO_ELBRIDGE_GERRY,_May_13,_1797.txt\n", | |
| "1797-05-30 00:00:00 v3.213.LETTER_CCXI.--TO_GENERAL_GATES,_May_30,1797.txt\n", | |
| "1797-06-01 00:00:00 v3.214.LETTER_CCXII.--TO_JAMES_MADISON,_June_1,_1797.txt\n", | |
| "1797-06-17 00:00:00 v3.215.LETTER_CCXIII.--TO_COLONEL_BURR,_June_17,1797.txt\n", | |
| "1797-06-21 00:00:00 v3.216.LETTER_CCXIV.--TO_ELBRIDGE_GERRY,_June_21,_1797.txt\n", | |
| "1797-06-24 00:00:00 v3.217.LETTER_CCXV.--TO_EDWARD_RUTLEDGE,_June_24,_1797.txt\n", | |
| "1797-08-03 00:00:00 v3.218.LETTER,_CCXVI.--TO_JAMES_MADISON,_August_3,_1797.txt\n", | |
| "1797-09-01 00:00:00 v3.219.LETTER_CCXVII.--TO_COLONEL_ARTHUR_CAMPBELL,_September_1,_1797.txt\n", | |
| "1790-04-06 00:00:00 v3.22.LETTER_XXII.--TO_THE_COUNT_DE_MONTMORIN,_April_6,_1790.txt\n", | |
| "1797-09-07 00:00:00 v3.220.LETTER_CCXVIII.--TO_JAMES_MONROE,_September_7,_1797.txt\n", | |
| "1798-01-03 00:00:00 v3.221.LETTER_CCXIX.--TO_JAMES_MADISON,_January_3,_1798.txt\n", | |
| "1798-01-25 00:00:00 v3.222.LETTER_CCXX.--TO_JAMES_MADISON,_January_25,_1798.txt\n", | |
| "1798-02-08 00:00:00 v3.223.LETTER_CCXXI.--TO_JAMES_MADISON,_February_8,_1798.txt\n", | |
| "1798-02-15 00:00:00 v3.224.LETTER_CCXXII.--TO_JAMES_MADISON,_February_15,_1798.txt\n", | |
| "1798-02-21 00:00:00 v3.225.LETTER_CCXXIII.--TO_GENERAL_GATES,_February_21,_1798.txt\n", | |
| "1798-02-22 00:00:00 v3.226.LETTER_CCXXIV.--TO_JAMES_MADISON,_February_22,_1798.txt\n", | |
| "1798-03-02 00:00:00 v3.227.LETTER_CCXXV.--TO_JAMES_MADISON,_March_2,_1798.txt\n", | |
| "1798-03-15 00:00:00 v3.228.LETTER_CCXXVI.--TO_JAMES_MADISON,_March_15,_1798.txt\n", | |
| "1798-03-21 00:00:00 v3.229.LETTER_CCXXVII.--TO_JAMES_MADISON,_March_21,_1798.txt\n", | |
| "1790-04-06 00:00:00 v3.23.LETTER_XXIII.--TO_THE_COUNT_DE_MONTMORIN,_April_6,1790.txt\n", | |
| "1798-03-29 00:00:00 v3.230.LETTER_CCXXVIII.--TO_JAMES_MADISON,_March_29,_1798.txt\n", | |
| "1798-04-05 00:00:00 v3.231.LETTER_CCXXIX.--TO_JAMES_MADISON,_April_5,_1798.txt\n", | |
| "1798-04-06 00:00:00 v3.232.LETTER_CCXXX.--TO_JAMES_MADISON,_April_6,_1798.txt\n", | |
| "1798-04-12 00:00:00 v3.233.LETTER_CCXXXI.--TO_JAMES_MADISON,_April_12,_1798.txt\n", | |
| "1798-04-26 00:00:00 v3.234.LETTER_CCXXXII.--TO_JAMES_MADISON,_April_26,_1798.txt\n", | |
| "1798-05-03 00:00:00 v3.235.LETTER_CCXXXIII.--TO_JAMES_MADISON,_May_3,_1798.txt\n", | |
| "1798-05-09 00:00:00 v3.236.LETTER_CCXXXIV.--TO_JAMES_LEWIS,_JUNIOR,_May_9,_1798.txt\n", | |
| "1798-05-31 00:00:00 v3.237.LETTER_CCXXXV.--TO_JAMES_MADISON,_May_31,_1798.txt\n", | |
| "1798-06-01 00:00:00 v3.238.LETTER_CCXXXVI.--TO_JOHN_TAYLOR,_June_1,_1798.txt\n", | |
| "1798-06-01 00:00:00 v3.239.LETTER_CCXXXVII.--TO_GENERAL_KOSCIUSKO,_June_1,_1798.txt\n", | |
| "1790-04-06 00:00:00 v3.24.LETTER_XXIV.--TO_WILLIAM_SHORT,_April_6,_1790.txt\n", | |
| "1798-06-21 00:00:00 v3.240.LETTER_CCXXXVIII.--TO_JAMES_MADISON,_June_21,_1798.txt\n", | |
| "1798-08-22 00:00:00 v3.241.LETTER_CCXXXIX.--TO_SAMUEL_SMITH,_August_22,_1798.txt\n", | |
| "1798-09-26 00:00:00 v3.242.LETTER_CCXL.--TO_A._H._ROWAN,_September_26,_1798.txt\n", | |
| "1798-10-11 00:00:00 v3.243.LETTER_CCXLI.--TO_STEPHENS_THOMPSON_MASON,_October_11,_1798.txt\n", | |
| "1798-11-26 00:00:00 v3.244.LETTER_CCXLII.--TO_JOHN_TAYLOR,_November_26,_1798.txt\n", | |
| "1799-01-03 00:00:00 v3.245.LETTER_CCXLIII.--TO_JAMES_MADISON,_January_3,_1799.txt\n", | |
| "1799-01-16 00:00:00 v3.246.LETTER_CCXLIV.--TO_JAMES_MADISON,_January_16,_1799.txt\n", | |
| "1799-01-29 00:00:00 v3.248.LETTER_CCXLVI.--TO_EDMUND_PENDLETON,_January_29,_1799.txt\n", | |
| "1799-02-05 00:00:00 v3.249.LETTER_CCXLVII.--TO_JAMES_MADISON,_February_5,_1799.txt\n", | |
| "1790-04-11 00:00:00 v3.25.LETTER_XXV.--TO_THE_COUNT_DE_FLORIDA_BLANCA,_April_11,_1790.txt\n", | |
| "1799-02-14 00:00:00 v3.250.LETTER_CCXLVIII.--TO_EDMUND_PENDLETON,_February_14,_1799.txt\n", | |
| "1799-02-19 00:00:00 v3.251.LETTER_CCXLIX.--TO_JAMES_MADISON,_February_19,_1799.txt\n", | |
| "1799-02-21 00:00:00 v3.252.LETTER_CCL.--TO_GENERAL_KOSCIUSKO,_February_21,_1799.txt\n", | |
| "1799-02-26 00:00:00 v3.253.LETTER_CCLI.--TO_JAMES_MADISON,_February_26,_1799.txt\n", | |
| "1799-03-12 00:00:00 v3.254.LETTER_CCLII.--TO_T._LOMAX,_March_12,_1799.txt\n", | |
| "1799-08-18 00:00:00 v3.255.LETTER_CCLIII.--TO_EDMUND_RANDOLPH,_August_18,_1799.txt\n", | |
| "1799-09-05 00:00:00 v3.256.LETTER_CCLIV.--TO_WILSON_C._NICHOLAS,_September_5,_1799.txt\n", | |
| "1799-11-22 00:00:00 v3.257.LETTER_CCLV.--TO_JAMES_MADISON,_November_22,_1799.txt\n", | |
| "1800-01-12 00:00:00 v3.258.LETTER_CCLVI.--TO_COLONEL_MONROE,_January_12,_1800.txt\n", | |
| "1789-04-11 00:00:00 v3.26.LETTER_XXVI.--TO_WILLIAM_CARMICHAEL,_April_11,_1789.txt\n", | |
| "1800-03-04 00:00:00 v3.260.LETTER_CCLVIII.--TO_JAMES_MADISON,_March_4,_1800.txt\n", | |
| "1800-05-12 00:00:00 v3.261.LETTER_CCLIX.--TO_JAMES_MADISON,_May_12,_1800.txt\n", | |
| "1800-08-13 00:00:00 v3.262.LETTER_CCLX.--TO_GIDEON_GRANGER,_August_13,_1800.txt\n", | |
| "1800-08-13 00:00:00 v3.263.LETTER_CCLXI.--TO_URIAH_M'GREGORY,_August_13,_1800.txt\n", | |
| "1800-09-23 00:00:00 v3.264.LETTER_CCLXII.--TO_DOCTOR_RUSH,_September_23,_1800.txt\n", | |
| "1800-12-14 00:00:00 v3.265.LETTER,_CCLXIII.--TO_ROBERT_R._LIVINGSTON,_December_14,_1800.txt\n", | |
| "1800-12-15 00:00:00 v3.266.LETTER_CCLXIV.--TO_COLONEL_BURR,_December_15,1800.txt\n", | |
| "1800-12-18 00:00:00 v3.267.LETTER_CCLXV.--TO_JUDGE_BRECKENRIDGE,_December_18,1800.txt\n", | |
| "1800-12-19 00:00:00 v3.268.LETTER_CCLXVI.--TO_JAMES_MADISON,_December_19,1800.txt\n", | |
| "1800-12-26 00:00:00 v3.269.LETTER_CCLXVII.--TO_JAMES_MADISON,_December_26,_1800.txt\n", | |
| "1790-04-23 00:00:00 v3.27.LETTER_XXVII.--TO_MR._GRAND,_April_23,_1790.txt\n", | |
| "1801-02-01 00:00:00 v3.270.LETTER_CCLXVIII.--TO_COLONEL_BURR,_February_1,_1801.txt\n", | |
| "1801-02-02 00:00:00 v3.271.LETTER_CCLXIX.--TO_GOVERNOR_M'KEAN,_February_2,_1801.txt\n", | |
| "1801-02-11 00:00:00 v3.272.LETTER_CCLXX.--TO_TENCH_COXE,_February_11,1801.txt\n", | |
| "1801-02-15 00:00:00 v3.273.LETTER_CCLXXI.--TO_JAMES_MONROE,_February_15,_1801.txt\n", | |
| "1801-02-18 00:00:00 v3.274.LETTER_CCLXXII.--TO_JAMES_MADISON,_February_18,1801.txt\n", | |
| "1801-03-06 00:00:00 v3.275.LETTER_CCLXXIII.--TO_JOHN_DICKINSON,_March_6,_1801.txt\n", | |
| "1801-03-07 00:00:00 v3.276.LETTER_CCLXXIV.--TO_COLONEL_MONROE,_March_7,_1801.txt\n", | |
| "1801-03-09 00:00:00 v3.277.LETTER_CCLXXV.--TO_GOVERNOR_M'KEAN,_March_9,_1801.txt\n", | |
| "1801-03-14 00:00:00 v3.278.LETTER_CCLXXVI.--TO_JOEL_BARLOW,_March_14,_1801.txt\n", | |
| "1801-03-18 00:00:00 v3.279.LETTER_CCLXXVII.--TO_THOMAS_PAINE,_March_18,_1801.txt\n", | |
| "1790-04-30 00:00:00 v3.28.LETTER_XXVIII.--TO_THE_MARQUIS_DE_LA_LUZERNE,_April_30,1790.txt\n", | |
| "1801-03-20 00:00:00 v3.280.LETTER_CCLXXVIII.--TO_M._DE_REYNEVAL,_March_20,_1801.txt\n", | |
| "1801-03-21 00:00:00 v3.281.LETTER_CCLXXIX.--TO_DOCTOR_JOSEPH_PRIESTLEY,_March_21,_1801.txt\n", | |
| "1801-03-23 00:00:00 v3.282.LETTER_CCLXXX.--TO_MOSES_ROBINSON,_March_23,1801.txt\n", | |
| "1801-03-23 00:00:00 v3.283.LETTER_CCLXXXI.--TO_WILLIAM_B._GILES,_March_23,_1801.txt\n", | |
| "1801-03-29 00:00:00 v3.284.LETTER_CCLXXXII.--TO_SAMUEL_ADAMS,_March_29,_1801.txt\n", | |
| "1801-03-29 00:00:00 v3.285.LETTER_CCLXXXIII..--TO_ELBRIDGE_GERRY,_March_29,_1801.txt\n", | |
| "1801-05-03 00:00:00 v3.286.LETTER_CCLXXXIV.--TO_GIDEON_GRANGER,_May_3,_1801.txt\n", | |
| "1801-05-14 00:00:00 v3.287.LETTER_CCLXXXV.--TO_NATHANIEL_MACON,_May_14,_1801.txt\n", | |
| "1801-07-11 00:00:00 v3.288.LETTER_CCLXXXVI.--TO_LEVI_LINCOLN,_July_11,_1801.txt\n", | |
| "1801-07-11 00:00:00 v3.289.LETTER_CCLXXXVII.--TO_GOVERNOR_MONROE,_July_11,_1801.txt\n", | |
| "1790-04-30 00:00:00 v3.29.LETTER_XXIX.--TO_WILLIAM_SHORT,_April_30,_1790.txt\n", | |
| "1801-07-12 00:00:00 v3.290.LETTER_CCLXXXVIII.--TO_A_COMMITTEE_OF_MERCHANTS,_July_12,_1801.txt\n", | |
| "1801-08-26 00:00:00 v3.291.LETTER_CCLXXXIX.--TO_LEVI_LINCOLN,_August_26,_1801.txt\n", | |
| "1801-09-09 00:00:00 v3.292.LETTER_CCXC.--TO_ROBERT_R._LIVINGSTON,_September_9,_1801.txt\n", | |
| "1801-10-03 00:00:00 v3.293.LETTER_CCXCI.--TO_WILLIAM_SHORT,_October_3,_1801.txt\n", | |
| "1801-11-06 00:00:00 v3.294.LETTER_CCXCII.--TO_THE_HEADS_OF_THE_DEPARTMENTS,_November_6,_1801.txt\n", | |
| "1801-12-19 00:00:00 v3.295.LETTER_CCXCIII.--TO_JOHN_DICKINSON,_December_19,_1801.txt\n", | |
| "1802-04-01 00:00:00 v3.296.LETTER_CCXCIV.--TO_ALBERT_GALLATIN,_April_1,1802.txt\n", | |
| "1802-04-02 00:00:00 v3.297.LETTER_CCXCV.--TO_GENERAL_KOSCIUSKO,_April_2,1802.txt\n", | |
| "1802-04-18 00:00:00 v3.298.LETTER_CCXCVI.--TO_ROBERT_R._LIVINGSTON,_April_18,_1802.txt\n", | |
| "1802-07-15 00:00:00 v3.299.LETTER_CCXCVII.--TO_GOVERNOR_MONROE,_July_15,_1802.txt\n", | |
| "1789-07-23 00:00:00 v3.3.LETTER_III.--TO_JOHN_JAY,_July_23,_1789.txt\n", | |
| "1790-06-23 00:00:00 v3.30.LETTER_XXX.--TO_MR._DUMAS,_June_23,_1790.txt\n", | |
| "1802-07-17 00:00:00 v3.300.LETTER_CCXCVIII.--TO_GOVERNOR_MONROE,_July_17,_1802.txt\n", | |
| "1802-10-10 00:00:00 v3.301.LETTER_CCXCIX.--TO_ROBERT_R._LIVINGSTON,_October_10,_1802.txt\n", | |
| "1802-10-13 00:00:00 v3.302.LETTER_CCC.--TO_ALBERT_GALLATIN,_October_13,_1802.txt\n", | |
| "1802-10-25 00:00:00 v3.303.LETTER_CCCI.--TO_LEVI_LINCOLN,_October_25,_1802.txt\n", | |
| "1803-01-13 00:00:00 v3.304.LETTER_CCCII.--TO_GOVERNOR_MONROE,_January_13,1803.txt\n", | |
| "1803-02-01 00:00:00 v3.305.LETTER_CCCIII.--TO_M._DUPONT,_February_1,_1803.txt\n", | |
| "1803-04-21 00:00:00 v3.306.LETTER_CCCIV.--TO_DOCTOR_BENJAMIN_RUSH,_April_21,_1803.txt\n", | |
| "1803-07-11 00:00:00 v3.307.LETTER_CCCV.--TO_GENERAL_GATES,_July_11,_1803.txt\n", | |
| "1803-08-12 00:00:00 v3.308.LETTER_CCCVI.--TO_MR._BRECKENRIDGE,_August_12,_1803.txt\n", | |
| "1790-07-13 00:00:00 v3.31.LETTER_XXXI.--TO_MR._DUMAS,_July_13,1790.txt\n", | |
| "1790-07-26 00:00:00 v3.32.LETTER_XXXII--TO_WILLIAM_SHORT,_July_26,_1790.txt\n", | |
| "1790-08-02 00:00:00 v3.33.LETTER_XXXIII.--TO_WILLIAM_CARMICHAEL,_August_2,_1790.txt\n", | |
| "1790-08-07 00:00:00 v3.34.LETTER_XXXIV.--TO_M._DE_PINTO,_August_7,_1790.txt\n", | |
| "1790-08-07 00:00:00 v3.35.LETTER_XXXV.--TO_JOSHUA_JOHNSON,_August_7,1790.txt\n", | |
| "1790-08-10 00:00:00 v3.36.LETTER_XXXVI.--TO_WILLIAM_SHORT,_August_10,1790.txt\n", | |
| "1790-08-11 00:00:00 v3.37.LETTER_XXXVII.--TO_COLONEL_DAVID_HUMPHREYS,_August_11,_1790.txt\n", | |
| "1790-08-12 00:00:00 v3.38.LETTER_XXXVIII.--TO_GOUVERNEUR_MORRIS,_August_12,_1790.txt\n", | |
| "1790-08-24 00:00:00 v3.39.LETTER_XXXIX.--TO_GOVERNOR_HANCOCK,_August_24,_1790.txt\n", | |
| "1789-07-29 00:00:00 v3.4.LETTER_IV.--TO_JOHN_JAY,_July_29,_1789.txt\n", | |
| "1790-08-25 00:00:00 v3.40.LETTER_XL.--TO_SYLVANUS_BOURNE,_August_25,_1790.txt\n", | |
| "1790-08-26 00:00:00 v3.41.LETTER_XLI.--CIRCULAR_TO_THE_CONSULS,_August_26,_1790.txt\n", | |
| "1790-08-26 00:00:00 v3.42.LETTER_XLII.--TO_WILLIAM_SHORT,_August_26,_1790.txt\n", | |
| "1790-08-30 00:00:00 v3.43.LETTER_XLIII.--TO_M._LA_FOREST,_August_30,_1790.txt\n", | |
| "1790-08-31 00:00:00 v3.44.LETTER_XLIV.--TO_WILLIAM_SHORT,_August_31,1790.txt\n", | |
| "1790-12-17 00:00:00 v3.45.LETTER_XLV.--TO_GOUVERNEUR_MORRIS,_December_17,_1790.txt\n", | |
| "1790-12-17 00:00:00 v3.46.LETTER_XLVI.--TO_JOSHUA_JOHNSON,_December_17,_1790.txt\n", | |
| "1790-12-23 00:00:00 v3.47.LETTER_XLVII.--TO_JOSHUA_JOHNSON,_December_23,_1790.txt\n", | |
| "1791-02-14 00:00:00 v3.48.LETTER_XLVIII.--TO_CHARLES_HELLSTEDT,_February_14,1791.txt\n", | |
| "1791-02-21 00:00:00 v3.49.LETTER_XLIX.--TO_M._DE_PINTO,_February_21,1791.txt\n", | |
| "1789-08-05 00:00:00 v3.5.LETTER_V.--TO_JOHN_JAY,_August_5,_1789.txt\n", | |
| "1791-03-08 00:00:00 v3.50.LETTER_L.--TO_WILLIAM_SHORT,_March_8,1791.txt\n", | |
| "1791-03-08 00:00:00 v3.51.LETTER_LI.--TO_THE_PRESIDENT_OF_THE_NATIONAL_ASSEMBLY,_March_8,_1791.txt\n", | |
| "1791-03-12 00:00:00 v3.52.LETTER_LII.--TO_WILLIAM_CARMICHAEL,_March_12,_1791.txt\n", | |
| "1791-03-12 00:00:00 v3.53.LETTER_LIII.--TO_WILLIAM_SHORT,_March_12,1791.txt\n", | |
| "1791-03-15 00:00:00 v3.54.LETTER_LIV.--TO_WILLIAM_SHORT,_March_15,_1791.txt\n", | |
| "1791-03-17 00:00:00 v3.55.LETTER_LV.--TO_WILLIAM_CARMICHAEL,_March_17,1791.txt\n", | |
| "1791-03-19 00:00:00 v3.56.LETTER_LVI.--TO_WILLIAM_SHORT,_March_19,_1791.txt\n", | |
| "1791-03-29 00:00:00 v3.57.LETTER_LVII.--TO_MR._OTTO,_March_29,_1791.txt\n", | |
| "1791-04-04 00:00:00 v3.58.LETTER--FROM_THE_PRESIDENT,_April_4,_1791.txt\n", | |
| "1791-04-11 00:00:00 v3.59.LETTER_LVIII.--TO_COLONEL_HUMPHREYS,_April_11,_1791.txt\n", | |
| "1789-08-09 00:00:00 v3.6.LETTER_VI.--TO_MR._CARMICHAEL,_August_9,_1789.txt\n", | |
| "1791-04-11 00:00:00 v3.60.LETTER_LIX.--TO_WILLIAM_CARMICHAEL,_April_11,1791.txt\n", | |
| "1791-04-25 00:00:00 v3.61.LETTER_LX.--TO_WILLIAM_SHORT,_April_25,_1791.txt\n", | |
| "1791-05-07 00:00:00 v3.62.LETTER_LXI.--TO_MR._OTTO,_May_7,_1791.txt\n", | |
| "1791-05-07 00:00:00 v3.63.LETTER_LXII.--TO_THE_ATTORNEY_OF_THE_DISTRICT_OF_KENTUCKY,_May_7,1791.txt\n", | |
| "1791-05-13 00:00:00 v3.64.LETTER_LXIII.--TO_THOMAS_BARCLAY,_May_13,1791.txt\n", | |
| "1791-05-13 00:00:00 v3.65.LETTER_LXIV.--TO_FULWAR_SKIPWITH,_May_13,1791.txt\n", | |
| "1791-05-16 00:00:00 v3.66.LETTER_LXV.--TO_WILLIAM_CARMICHAEL,_May_16,_1791.txt\n", | |
| "1791-07-13 00:00:00 v3.67.LETTER_LXVI.--TO_COLONEL_HUMPHREYS,_July_13,1791.txt\n", | |
| "1791-07-14 00:00:00 v3.68.LETTER_LXVII.--TO_M._VAN_BERKEL,_July_14,1791.txt\n", | |
| "1791-07-26 00:00:00 v3.69.LETTER_LXVIII.--TO_GOUVERNEUR_MORRIS,_July_26,1791.txt\n", | |
| "1789-08-12 00:00:00 v3.7.LETTER_VII.--TO_JOHN_JAY,_August_12,_1789.txt\n", | |
| "1791-07-28 00:00:00 v3.70.LETTER_LXIX.--TO_WILLIAM_SHORT,_July_28,1791.txt\n", | |
| "1791-07-30 00:00:00 v3.71.LETTER_LXX.--TO_THE_PRESIDENT,_July_30,1791.txt\n", | |
| "1791-08-10 00:00:00 v3.72.LETTER_LXXI.--TO_GENERAL_KNOX,_August_10,_1791.txt\n", | |
| "1791-08-12 00:00:00 v3.73.LETTER_LXXII.--TO_THE_MINISTER_OF_FRANCE,_August_12,_1791.txt\n", | |
| "1791-08-14 00:00:00 v3.74.LETTER_LXXIII.--TO_SYLVANUS_BOURNE,_August_14,1791.txt\n", | |
| "1791-08-29 00:00:00 v3.75.LETTER_LXXIV.--TO_WILLIAM_SHORT,_August_29,_1791.txt\n", | |
| "1791-08-30 00:00:00 v3.76.LETTER_LXXV.--TO_M._LA_MOTTE,_August_30,_1791.txt\n", | |
| "1791-08-30 00:00:00 v3.77.LETTER_LXXVI.--TO_GOUVERNEUR_MORRIS,_August_30,_1791.txt\n", | |
| "1791-09-01 00:00:00 v3.78.LETTER_LXXVII.--TO_MONSIEUR_DE_TERNANT,_September_1,_1791.txt\n", | |
| "1791-09-08 00:00:00 v3.79.LETTER_LXXVIII.--TO_T._NEWTON,_September_8,_1791.txt\n", | |
| "1789-08-15 00:00:00 v3.8.LETTER_VIII.--TO_COLONEL_GOUVION,_August_15,1789.txt\n", | |
| "1791-10-26 00:00:00 v3.80.LETTER_LXXIX.--TO_MR._HAMMOND,_October_26,1791.txt\n", | |
| "1791-11-06 00:00:00 v3.81.LETTER_LXXX.--TO_WILLIAM_CARMICHAEL,_November_6,_1791.txt\n", | |
| "1791-11-06 00:00:00 v3.82.LETTER_LXXXI.--TO_THE_PRESIDENT,_November_6,_1791.txt\n", | |
| "1791-11-06 00:00:00 v3.83.LETTER_LXXXII.--TO_MAJOR_THOMAS_PINCKNEY,_November_6,_1791.txt\n", | |
| "1791-11-07 00:00:00 v3.84.LETTER_LXXXIII.--TO_THE_PRESIDENT,_November_7,_1791.txt\n", | |
| "1791-11-24 00:00:00 v3.85.LETTER_LXXXIV.--TO_WILLIAM_SHORT,_November_24,_1791.txt\n", | |
| "1791-12-05 00:00:00 v3.86.LETTER_LXXXV.--TO_THE_ATTORNEY_GENERAL,_December_5,1791.txt\n", | |
| "1791-12-05 00:00:00 v3.87.LETTER_LXXXVI.--TO_MR._HAMMOND,_December_5,_1791.txt\n", | |
| "1791-12-12 00:00:00 v3.88.LETTER_LXXXVII.--TO_MR._HAMMOND,_December_12,_1791.txt\n", | |
| "1791-12-13 00:00:00 v3.89.LETTER_LXXXVIII.--TO_MR._HAMMOND,_December_13,_1791.txt\n", | |
| "1789-08-27 00:00:00 v3.9.LETTER_IX.--TO_JOHN_JAY,_August_27,_1789.txt\n", | |
| "1791-12-23 00:00:00 v3.90.LETTER_LXXXIX.--TO_THE_PRESIDENT,_December_23,_1791.txt\n", | |
| "1792-01-04 00:00:00 v3.91.LETTER_XC.--TO_THE_PRESIDENT,_January_4,_1792.txt\n", | |
| "1792-01-17 00:00:00 v3.92.LETTER_XCI.--TO_THOMAS_PINCKNEY,_January_17,_1792.txt\n", | |
| "1792-01-23 00:00:00 v3.94.LETTER_XCIII.--TO_WILLIAM_SHORT,_January_23,_1792.txt\n", | |
| "1792-01-23 00:00:00 v3.95.LETTER_XCIV.--TO_GOUVERNEUR_MORRIS,_January_23,_1792.txt\n", | |
| "1792-02-02 00:00:00 v3.96.LETTER_XCV.--TO_MR._HAMMOND,_February_2,_1792.txt\n", | |
| "1792-02-25 00:00:00 v3.97.LETTER_XCVI.--TO_MR._HAMMOND,_February_25,_1792.txt\n", | |
| "1792-03-06 00:00:00 v3.98.LETTER_XCVII.--TO_MESSRS._JOHNSON,_CARROL,_AND_STEWART,_March_6,_1792.txt\n", | |
| "1803-08-30 00:00:00 v4.1.LETTER_I.--TO_LEVI_LINCOLN,_August_30,_1803.txt\n", | |
| "1804-03-03 00:00:00 v4.10.LETTER_X.--TO_ELBRIDGE_GERRY,_March_3,_1804.txt\n", | |
| "1812-04-20 00:00:00 v4.100.LETTER_C.--TO_JOHN_ADAMS,_April_20,_1812.txt\n", | |
| "1812-04-25 00:00:00 v4.101.LETTER_CI.--TO_JAMES_MAURY,_April_25,_1812.txt\n", | |
| "1812-05-30 00:00:00 v4.102.LETTER_CII.--TO_THE_PRESIDENT,_May_30,_1812.txt\n", | |
| "1812-06-11 00:00:00 v4.103.LETTER_CIII.--TO_ELBRIDGE_GERRY,_June_11,_1812.txt\n", | |
| "1812-06-17 00:00:00 v4.104.LETTER_CIV.--TO_JUDGE_TYLER,_June_17,1812.txt\n", | |
| "1812-10-01 00:00:00 v4.105.LETTER_CV.--TO_COLONEL_WILLIAM_DUANE,_October_1,_1812.txt\n", | |
| "1813-01-13 00:00:00 v4.106.LETTER_CVI.--TO_MR._MELISH,_January_13,_1813.txt\n", | |
| "1818-05-24 00:00:00 v4.107.LETTER_CVII.--TO_MADAME_LA_BARONNE_DE_STAEL-HOLSTEIN,_May_24,_1818.txt\n", | |
| "1813-05-27 00:00:00 v4.108.LETTER_CVIII.--TO_JOHN_ADAMS,_May_27,_1813.txt\n", | |
| "1813-06-15 00:00:00 v4.109.LETTER_CIX.--TO_JOHN_ADAMS,_June_15,_1813.txt\n", | |
| "1804-04-16 00:00:00 v4.11.LETTER_XI.--TO_GIDEON_GRANGER,_April_16,_1804.txt\n", | |
| "1813-06-24 00:00:00 v4.110.LETTER_CX.--TO_JOHN_W._EPPES,_June_24,_1813.txt\n", | |
| "1813-06-21 00:00:00 v4.111.LETTER_CXI.--TO_JOHN_ADAMS,_June_21,_1813.txt\n", | |
| "1813-08-22 00:00:00 v4.112.LETTER_CXII.--TO_JOHN_ADAMS,_August_22,_1813.txt\n", | |
| "1813-11-06 00:00:00 v4.113.LETTER_CXIII.--TO_JOHN_W._EPPES,_November_6,_1813.txt\n", | |
| "1813-10-13 00:00:00 v4.114.LETTER_CXIV.--TO_JOHN_ADAMS,_October_13,_1813.txt\n", | |
| "1813-10-28 00:00:00 v4.115.LETTER_CXV.--TO_JOHN_ADAMS,_October_28,_1813.txt\n", | |
| "1814-01-01 00:00:00 v4.116.LETTER_CXVI.--TO_THOMAS_LIEPER,_January_1,_1814.txt\n", | |
| "1814-01-02 00:00:00 v4.117.LETTER_CXVII.--TO_DOCTOR_WALTER_JONES,_January_2,1814.txt\n", | |
| "1814-01-31 00:00:00 v4.118.LETTER_CXVIII.--TO_JOSEPH_C._CABELL,_January_31,_1814.txt\n", | |
| "1814-07-05 00:00:00 v4.119.LETTER_CXIX.--TO_JOHN_ADAMS,_July_5,_1814.txt\n", | |
| "1804-06-13 00:00:00 v4.12.LETTER_XII.--TO_MRS._ADAMS,_June_13,1804.txt\n", | |
| "1815-01-01 00:00:00 v4.120.LETTER_CXX.--TO_COLONEL_MONROE,_January_1,_1815.txt\n", | |
| "1815-02-14 00:00:00 v4.121.LETTER_CXXI.--TO_THE_MARQUIS_DE_LA_FAYETTE,_February_14,_1815.txt\n", | |
| "1815-03-13 00:00:00 v4.122.LETTER_CXXII.*--TO_MR._WENDOVER,_March_13,_1815.txt\n", | |
| "1815-03-16 00:00:00 v4.123.LETTER_CXXIII.--TO_CASAR_A._RODNEY,_March_16,_1815.txt\n", | |
| "1815-03-17 00:00:00 v4.124.LETTER_CXXIV.--TO_GENERAL_DEARBORN,_March_17,_1815.txt\n", | |
| "1815-03-23 00:00:00 v4.125.LETTER_CXXV.--TO_THE_PRESIDENT,_March_23,1815.txt\n", | |
| "1815-06-10 00:00:00 v4.126.LETTER_CXXVI.--TO_JOHN_ADAMS,_June_10,1815.txt\n", | |
| "1815-06-12 00:00:00 v4.127.LETTER_CXXVII.--TO_MR._LEIPER,_June_12,_1815.txt\n", | |
| "1815-08-10 00:00:00 v4.128.LETTER_CXXVIII.--TO_JOHN_ADAMS,_August_10,1815.txt\n", | |
| "1816-01-19 00:00:00 v4.129.LETTER_CXXIX.--TO_DABNEY_CARR,_January_19,_1816.txt\n", | |
| "1804-06-25 00:00:00 v4.13.LETTER_XIII.--TO_GOVERNOR_PAGE,_June_25,_1804.txt\n", | |
| "1816-04-08 00:00:00 v4.130.LETTER_CXXX.--TO_JOHN_ADAMS,_April_8,_1816.txt\n", | |
| "1816-05-28 00:00:00 v4.131.LETTER_CXXXI.--TO_JOHN_TAYLOR,_May_28,1816.txt\n", | |
| "1816-06-07 00:00:00 v4.132.LETTER_CXXXII.--TO_FRANCIS_W._GILMER,_June_7,1816.txt\n", | |
| "1816-01-09 00:00:00 v4.133.LETTER_CXXXIII.*--TO_BENJAMIN_AUSTIN,_January_9,_1816.txt\n", | |
| "1816-06-20 00:00:00 v4.134.LETTER_CXXXIV.--TO_WILLIAM_H._CRAWFORD,_June_20,_1816.txt\n", | |
| "1816-07-12 00:00:00 v4.135.LETTER_CXXXV.--TO_SAMUEL_KERCHIVAL,_July_12,_1816.txt\n", | |
| "1816-07-21 00:00:00 v4.136.LETTER_CXXXVI.--TO_JOHN_TAYLOR,_July_21,_1816.txt\n", | |
| "1816-09-05 00:00:00 v4.137.LETTER_CXXXVII.--TO_SAMUEL_KERCHIVAL,_September_5,_1816.txt\n", | |
| "1816-10-14 00:00:00 v4.138.LETTER_CXXXVIII.--TO_JOHN_ADAMS,_October_14,_1816.txt\n", | |
| "1804-07-18 00:00:00 v4.14.LETTER,_XIV.--TO_P._MAZZEI,_July_18,_1804.txt\n", | |
| "1817-05-05 00:00:00 v4.140.LETTER_CXL.--TO_JOHN_ADAMS,_May_5,_1817.txt\n", | |
| "1817-05-14 00:00:00 v4.141.LETTER_CXLI.--TO_MARQUIS_DE_LA_FAYETTE,_May_14,_1817.txt\n", | |
| "1817-06-16 00:00:00 v4.142.LETTER_CXLII.--TO_ALBERT_GALLATIN,_June_16,_1817.txt\n", | |
| "1818-05-17 00:00:00 v4.143.LETTER_CXLIII.--TO_JOHN_ADAMS,_May_17,_1818.txt\n", | |
| "1818-11-13 00:00:00 v4.144.LETTER_CXLIV.--TO_JOHN_ADAMS,_November_13,_1818.txt\n", | |
| "1818-12-04 00:00:00 v4.145.LETTER_CXLV.--TO_ROBERT_WALSH,_December_4,_1818.txt\n", | |
| "1818-12-13 00:00:00 v4.146.LETTER_CXLVI.--TO_M._DE_NEUVILLE,_December_13,_1818.txt\n", | |
| "1819-03-21 00:00:00 v4.147.LETTER_CXLVII.--TO_DOCTOR_VINE_UTLEY,_March_21,_1819.txt\n", | |
| "1819-07-09 00:00:00 v4.148.LETTER_CXLVIII.--TO_JOHN_ADAMS,_July_9,_1819.txt\n", | |
| "1819-09-06 00:00:00 v4.149.LETTER_CXLIX.--TO_JUDGE_ROANE,_September_6,1819.txt\n", | |
| "1804-07-22 00:00:00 v4.15.LETTER_XV.--TO_MRS._ADAMS,_July_22,_1804.txt\n", | |
| "1819-12-10 00:00:00 v4.150.LETTER_CL.--TO_JOHN_ADAMS,_December_10,_1819.txt\n", | |
| "1820-04-13 00:00:00 v4.151.LETTER_CLI.--TO_WILLIAM_SHORT,_April_13,_1820.txt\n", | |
| "1820-04-22 00:00:00 v4.152.LETTER_CLII.--TO_JOHN_HOLMES,_April_22,_1820.txt\n", | |
| "1820-08-04 00:00:00 v4.153.LETTER_CLIII.--TO_WILLIAM_SHORT,_August_4,_1820.txt\n", | |
| "1820-08-15 00:00:00 v4.154.LETTER_CLIV.--TO_JOHN_ADAMS,_August_15,_1820.txt\n", | |
| "1820-11-28 00:00:00 v4.155.LETTER_CLV.--TO_JOSEPH_C._CABELL,_November_28,_1820.txt\n", | |
| "1821-01-22 00:00:00 v4.157.LETTER_CLVII.--TO_JOHN_ADAMS,_January_22,_1821.txt\n", | |
| "1821-01-31 00:00:00 v4.158.LETTER_CLVIII.--TO_JOSEPH_C_CABELL,_January_31,_1821.txt\n", | |
| "1821-02-15 00:00:00 v4.159.LETTER_CLIX.--TO_GENERAL_BRECKENRIDGE,_February_15,_1821.txt\n", | |
| "1804-08-15 00:00:00 v4.16.LETTER_XVI.--TO_JAMES_MADISON,_August_15,_1804.txt\n", | |
| "1821-12-11 00:00:00 v4.160.LETTER_CLX.--TO_---------_NICHOLAS,_December_11,1821.txt\n", | |
| "1822-03-06 00:00:00 v4.161.LETTER_CLXI.--TO_JEDIDIAH_MORSE,_March_6,_1822.txt\n", | |
| "1822-06-26 00:00:00 v4.162.LETTER_CLXII.--TO_DOCTOR_BENJAMIN_WATERHOUSE,_June_26,_1822.txt\n", | |
| "1822-07-02 00:00:00 v4.164.LETTER_CLXIV.--TO_WILLIAM_T._BARRY,_July_2,_1822.txt\n", | |
| "1822-07-19 00:00:00 v4.165.LETTER_CLXV.--TO_DOCTOR_WATERHOUSE,_July_19,_1822.txt\n", | |
| "1822-11-02 00:00:00 v4.167.LETTER_CLXVII.--TO_DOCTOR_COOPER,_November_2,_1822.txt\n", | |
| "1822-12-08 00:00:00 v4.168.LETTER_CLXVIII.--TO_JAMES_SMITH,_December_8,_1822.txt\n", | |
| "1823-02-25 00:00:00 v4.169.LETTER,_CLXIX.--TO_JOHN_ADAMS,_February_25,_1823.txt\n", | |
| "1804-08-30 00:00:00 v4.17.LETTER_XVII.--TO_GOVERNOR_CLAIBORNE,_August_30,_1804.txt\n", | |
| "1823-04-11 00:00:00 v4.170.LETTER_CLXX.--TO_JOHN_ADAMS,_April_11,_1823.txt\n", | |
| "1823-06-11 00:00:00 v4.171.LETTER_CLXXI.--TO_THE_PRESIDENT,_June_11,_1823.txt\n", | |
| "1823-06-12 00:00:00 v4.172.LETTER_CLXXII.--TO_JUDGE_JOHNSON,_June_12,_1823.txt\n", | |
| "1823-08-30 00:00:00 v4.173.LETTER_CLXXIII.--TO_JAMES_MADISON,_August_30,1823.txt\n", | |
| "1823-09-04 00:00:00 v4.174.LETTER_CLXXIV.--TO_JOHN_ADAMS,_September_4,_1823.txt\n", | |
| "1823-10-12 00:00:00 v4.175.LETTER_CLXXV.--TO_JOHN_ADAMS,_October_12,_1823.txt\n", | |
| "1823-10-24 00:00:00 v4.176.LETTER_CLXXVI.--TO_THE_PRESIDENT,_October_24,1823.txt\n", | |
| "1823-11-04 00:00:00 v4.177.LETTER_CLXXVII.--TO_THE_MARQUIS_DE_LA_FAYETTE,_November_4,_1823.txt\n", | |
| "1824-02-03 00:00:00 v4.178.LETTER_CLXXVIII.--TO_JOSEPH_C_CABELL,_February_3,_1824.txt\n", | |
| "1824-02-04 00:00:00 v4.179.LETTER_CLXXIX.--TO_JARED_SPARKS,_February_4,_1824.txt\n", | |
| "1804-09-11 00:00:00 v4.18.LETTER_XVIII.--TO_MRS._ADAMS,_September_11,_1804.txt\n", | |
| "1824-04-04 00:00:00 v4.180.LETTER_CLXXX.--TO_EDWARD_LIVINGSTON,_April_4,_1824.txt\n", | |
| "1824-06-05 00:00:00 v4.181.LETTER_CLXXXI.--TO_MAJOR_JOHN_CARTWRIGHT,_June_5,1824.txt\n", | |
| "1824-06-29 00:00:00 v4.182.LETTER_CLXXXII.--TO_MARTIN_VAN_BUREN,_June_29,_1824.txt\n", | |
| "1824-10-15 00:00:00 v4.183.LETTER_CLXXXIII.--TO_EDWARD_EVERETT,_October_15,_1824.txt\n", | |
| "1825-01-11 00:00:00 v4.184.LETTER_CLXXXIV.--TO_JOSEPH_C._CABELL,_January_11,_1825.txt\n", | |
| "1825-02-21 00:00:00 v4.185.LETTER_CLXXXV.--TO_THOMAS_JEFFERSON_SMITH,_February_21,_1825.txt\n", | |
| "1825-12-24 00:00:00 v4.186.LETTER_CLXXXVI.--TO_JAMES_MADISON,_December_24,_1825.txt\n", | |
| "1825-12-25 00:00:00 v4.187.LETTER_CLXXXVII.--TO_WILLIAM_B._GILES,_December_25,_1825.txt\n", | |
| "1825-12-26 00:00:00 v4.188.LETTER_CLXXXVIII.--TO_WILLIAM_B._GILES,_December_26,_1825.txt\n", | |
| "1826-01-09 00:00:00 v4.189.LETTER_CLXXXIX.--TO_CLAIBORNE_W._GOOCH,_January_9,_1826.txt\n", | |
| "1805-01-29 00:00:00 v4.19.LETTER_XIX.--TO_MR._NICHOLSON,_January_29,_1805.txt\n", | |
| "1826-01-21 00:00:00 v4.190.LETTER_CXC.--TO_[ANONYMOUS],_January_21,_1826.txt\n", | |
| "1826-02-17 00:00:00 v4.191.LETTER_CXCI.--TO_JAMES_MADISON,_February_17,1826.txt\n", | |
| "1826-03-30 00:00:00 v4.192.LETTER_CXCII.--TO_JOHN_QUINCY_ADAMS,_March_30,_1826.txt\n", | |
| "1826-06-24 00:00:00 v4.193.LETTER_CXCIII.--TO_MR._WEIGHTMAN,_June_24,_1826.txt\n", | |
| "1803-09-07 00:00:00 v4.2.LETTER_II.--TO_WILSON_C_NICHOLAS,_September_7,_1803.txt\n", | |
| "1805-02-08 00:00:00 v4.20.LETTER_XX.--TO_MR._VOLNEY,_February_8,_1805.txt\n", | |
| "1805-03-29 00:00:00 v4.21.LETTER_XXI.--TO_JUDGE_TYLER,_March_29,_1805.txt\n", | |
| "1805-05-11 00:00:00 v4.22.LETTER_XXII.--TO_DOCTOR_LOGAN,_May_11,_1805.txt\n", | |
| "1805-05-21 00:00:00 v4.23.LETTER_XXIII.--TO_JUDGE_SULLIVAN,_May_21,_1805.txt\n", | |
| "1805-06-05 00:00:00 v4.24.LETTER_XXIV.--TO_THOMAS_PAINE,_June_5,_1805.txt\n", | |
| "1806-03-02 00:00:00 v4.25.LETTER_XXV.--TO_DOCTORS_ROGERS_AND_SLAUGHTER,_March_2,_1806.txt\n", | |
| "1806-03-22 00:00:00 v4.26.LETTER_XXVI.--TO_MR._DUANE,_March_22,_1806.txt\n", | |
| "1806-03-24 00:00:00 v4.27.LETTER_XXVII.--TO_WILSON_C._NICHOLAS,_March_24,1806.txt\n", | |
| "1806-04-13 00:00:00 v4.28.LETTER_XXVIII.--TO_WILSON_C._NICHOLAS,_April_13,_1806.txt\n", | |
| "1806-04-18 00:00:00 v4.29.LETTER_XXIX.--TO_MR._HARRIS,_April_18,_1806.txt\n", | |
| "1803-10-04 00:00:00 v4.3.LETTER_III.--TO_DOCTOR_BENJAMIN_RUSH,_October_4,_1803.txt\n", | |
| "1806-05-04 00:00:00 v4.31.LETTER_XXXI.--TO_COLONEL_MONROE,_May_4,_1806.txt\n", | |
| "1806-05-04 00:00:00 v4.32.LETTER_XXXII.--TO_GENERAL_SMITH,_May_4,1806.txt\n", | |
| "1806-07-01 00:00:00 v4.33.LETTER_XXXIII.--TO_MR_DIGGES,_July_1,_1806.txt\n", | |
| "1806-07-05 00:00:00 v4.34.LETTER_XXXIV.--TO_MR._BIDWELL,_July_5,_1806.txt\n", | |
| "1806-07-10 00:00:00 v4.35.LETTER_XXXV.--TO_MR._BOWDOIN,_July_10,_1806.txt\n", | |
| "1806-09-17 00:00:00 v4.36.LETTER_XXXVI.--TO_W._A._BURWELL,_September_17,_1806.txt\n", | |
| "1806-10-12 00:00:00 v4.37.LETTER_XXXVII.--TO_ALBERT_GALLATIN,_October_12,_1806.txt\n", | |
| "1807-01-13 00:00:00 v4.38.LETTER_XXXVIII.--TO_JOHN_DICKINSON,_January_13,_1807.txt\n", | |
| "1807-02-28 00:00:00 v4.39.LETTER_XXXIX,--TO_WILSON_C._NICHOLAS,_February_28,1807.txt\n", | |
| "1803-11-01 00:00:00 v4.4.LETTER_IV.--TO_M._DUPONT_DE_NEMOURS,_November_1,_1803.txt\n", | |
| "1807-03-21 00:00:00 v4.40.LETTER_XL.--TO_JAMES_MONROE,_March_21,_1807.txt\n", | |
| "1807-03-29 00:00:00 v4.41.LETTER_XLI.--M._LE_COMTE_DIODATI,_March_29,_1807.txt\n", | |
| "1807-04-02 00:00:00 v4.42.LETTER_XLII.--TO_MR._BOWDOIN,_April_2,_1807.txt\n", | |
| "1807-04-20 00:00:00 v4.43.LETTER_XLIII.--TO_WILLIAM_B._GILES,_April_20,_1807.txt\n", | |
| "1807-06-02 00:00:00 v4.44.LETTER_XLIV.--TO_GEORGE_HAY,_June_2,_1807.txt\n", | |
| "1807-06-03 00:00:00 v4.45.LETTER_XLV.--TO_ALBERT_GALLATIN,_June_3,_1807.txt\n", | |
| "1807-06-05 00:00:00 v4.46.LETTER_XLVI.--TO_GEORGE_HAY,_June_5,_1807.txt\n", | |
| "1807-06-10 00:00:00 v4.47.LETTER_XLVII.--TO_DOCTOR_HORATIO_TURPIN,_June_10,_1807.txt\n", | |
| "1807-06-11 00:00:00 v4.48.LETTER_XLVIII.--TO_JOHN_NORVELL,_June_11,_1807.txt\n", | |
| "1807-06-12 00:00:00 v4.49.LETTER_XLIX.--TO_WILLIAM_SHORT,_June_12,_1807.txt\n", | |
| "1803-11-04 00:00:00 v4.5.LETTER_V.--TO_ROBERT_R._LIVINGSTON,_November_4,1803.txt\n", | |
| "1807-06-12 00:00:00 v4.50.LETTER_L.--TO_GEORGE_HAY,_June_12,_1807.txt\n", | |
| "1807-06-17 00:00:00 v4.51.LETTER_LI.--TO_GEORGE_HAY,_June_17,_1807.txt\n", | |
| "1807-06-19 00:00:00 v4.52.LETTER_LII.--TO_GEORGE_HAY,_June_19,1807.txt\n", | |
| "1807-06-19 00:00:00 v4.53.LETTER_LIII.--TO_GOVERNOR_SULLIVAN,_June_19,_1807.txt\n", | |
| "1807-06-20 00:00:00 v4.54.LETTER_LIV.--TO_GEORGE_HAY,_June_20,_1807.txt\n", | |
| "1807-06-21 00:00:00 v4.55.LETTER_LV.--TO_DOCTOR_WISTAR,_June_21,_1807.txt\n", | |
| "1807-07-10 00:00:00 v4.56.LETTER_LVI.--TO_MR._BOWDOIN,_July_10,_1807.txt\n", | |
| "1807-07-14 00:00:00 v4.57.LETTER_LVII.--TO_THE_MARQUIS_DE_LA_FAYETTE,_July_14,_1807.txt\n", | |
| "1807-07-17 00:00:00 v4.58.LETTER_LVIII.--TO_JOHN_PAGE,_July_17,_1807.txt\n", | |
| "1807-07-20 00:00:00 v4.59.LETTER_LIX.--TO_WILLIAM_DUANE,_July_20,_1807.txt\n", | |
| "1803-11-14 00:00:00 v4.6.LETTER_VI.--TO_DAVID_WILLIAMS,_November_14,_1803.txt\n", | |
| "1807-08-20 00:00:00 v4.60.LETTER_LX.--TO_GEORGE_HAY,_August_20,_1807.txt\n", | |
| "1807-09-04 00:00:00 v4.61.LETTER_LXI.--TO_GEORGE_HAY,_September_4,_1807.txt\n", | |
| "1807-09-07 00:00:00 v4.62.LETTER_LXII.--TO_GEORGE_HAY,_September_7,_1807.txt\n", | |
| "1808-01-23 00:00:00 v4.63.LETTER_LXIII.--TO_THE_REV._MR._MILLAR,_January_23,_1808.txt\n", | |
| "1808-02-18 00:00:00 v4.64.LETTER_LXIV.--TO_COLONEL_MONROE,_February_18,_1808.txt\n", | |
| "1808-03-10 00:00:00 v4.65.LETTER_LXV.--TO_COLONEL_MONROE,_March_10,_1808.txt\n", | |
| "1808-03-10 00:00:00 v4.66.LETTER_LXVI.--TO_RICHARD_M._JOHNSON,_March_10,_1808.txt\n", | |
| "1808-03-23 00:00:00 v4.67.LETTER_LXVII.--TO_LEVI_LINCOLN,_March_23,_1808.txt\n", | |
| "1808-03-30 00:00:00 v4.68.LETTER_LXVIII.--TO_CHARLES_PINCKNEY,_March_30,_1808.txt\n", | |
| "1808-06-23 00:00:00 v4.69.LETTER_LXIX.--TO_DOCTOR_LEIB,_June_23,_1808.txt\n", | |
| "1803-12-01 00:00:00 v4.7.LETTER_VII.--TO_JOHN_RANDOLH,_December_1,_1803.txt\n", | |
| "1808-10-15 00:00:00 v4.70.LETTER_LXX.--TO_ROBERT_L._LIVINGSTON,_October_15,_1808.txt\n", | |
| "1808-10-27 00:00:00 v4.71.LETTER_LXXI.--TO_DOCTOR_JAMES_BROWN,_October_27,_1808.txt\n", | |
| "1808-11-13 00:00:00 v4.72.LETTER_LXXII.--TO_LIEUTENANT_GOVERNOR_LINCOLN,_November_13,_1808.txt\n", | |
| "1808-11-24 00:00:00 v4.73.LETTER_LXXIII.--TO_THOMAS_JEFFERSON_RANDOLPH,_November_24,_1808.txt\n", | |
| "1809-01-14 00:00:00 v4.74.LETTER_LXXIV.--TO_DOCTOR_EUSTIS,_January_14,_1809.txt\n", | |
| "1809-01-28 00:00:00 v4.75.LETTER_LXXV.--TO_COLONEL_MONROE,_January_28,_1809.txt\n", | |
| "1809-02-07 00:00:00 v4.76.LETTER_LXXVI.--TO_THOMAS_MANN_RANDOLPH,_February_7,_1809.txt\n", | |
| "1809-02-19 00:00:00 v4.77.LETTER_LXXVII.--TO_JOHN_HOLLINS,_February_19,_1809.txt\n", | |
| "1809-03-02 00:00:00 v4.78.LETTER_LXXVIII.--TO_M._DUPONT_DE_NEMOURS,_March_2,_1809.txt\n", | |
| "1809-03-17 00:00:00 v4.79.LETTER_LXXIX.--TO_THE_PRESIDENT,_March_17,_1809.txt\n", | |
| "1803-12-13 00:00:00 v4.8.LETTER_VIII.--T0_MR._GALLATIN,_December_13,_1803.txt\n", | |
| "1809-04-03 00:00:00 v4.80.LETTER_LXXX.--TO_THE_INHABITANTS_OF_ALBEMARLE_COUNTY,_April_3,_1809.txt\n", | |
| "1809-06-13 00:00:00 v4.81.LETTER_LXXXI.--TO_WILSON_C._NICHOLAS,_June_13,_1809.txt\n", | |
| "1809-08-17 00:00:00 v4.82.LETTER_LXXXII.--TO_THE_PRESIDENT,_August_17,_1809.txt\n", | |
| "1809-09-21 00:00:00 v4.83.LETTER_LXXXIII.--TO_DOCTOR_BARTON,_September_21,_1809.txt\n", | |
| "1809-10-04 00:00:00 v4.84.LETTER_LXXXIV.--TO_DON_VALENTINE_DE_FORONDA,_October_4,_1809.txt\n", | |
| "1809-10-11 00:00:00 v4.85.LETTER_LXXXV.--TO_ALBERT_GALLATIN,_October_11,_1809.txt\n", | |
| "1810-02-10 00:00:00 v4.86.LETTER_LXXXVI.--TO_CASAR_A._RODNEY,_February_10,_1810.txt\n", | |
| "1810-02-19 00:00:00 v4.87.LETTER_LXXXVII.*--TO_SAMUEL_KERCHEVAL,_February_19,1810.txt\n", | |
| "1810-02-26 00:00:00 v4.88.LETTER_LXXXVIII.--TO_GENERAL_KOSCIUSKO,_February_26,_1810.txt\n", | |
| "1810-03-05 00:00:00 v4.89.LETTER_LXXXIX.--TO_DOCTOR_JONES,_March_5,_1810.txt\n", | |
| "1804-01-29 00:00:00 v4.9.LETTER_IX.--TO_DOCTOR_PRIESTLEY,_January_29,_1804.txt\n", | |
| "1810-03-05 00:00:00 v4.90.LETTER_XC.--TO_GOVERNOR_LANGDON,_March_5,_1810.txt\n", | |
| "1810-07-16 00:00:00 v4.91.LETTER_XCI.--TO_GENERAL_DEARBORN,_July_16,1810.txt\n", | |
| "1810-09-20 00:00:00 v4.92.LETTER_XCII.--TO_J._B._COLVIN,_September_20,_1810.txt\n", | |
| "1811-01-15 00:00:00 v4.93.LETTER_XCIII.--TO_MR._LAW,_January_15,_1811.txt\n", | |
| "1811-01-16 00:00:00 v4.94.LETTER_XCIV.--TO_DOCTOR_BENJAMIN_RUSH,_January_16,_1811.txt\n", | |
| "1811-01-26 00:00:00 v4.95.LETTER_XCV.--TO_M._DESTUTT_TRACY,_January_26,_1811.txt\n", | |
| "1811-05-05 00:00:00 v4.96.LETTER_XCVI.--TO_COLONEL_MONROE,_May_5,_1811.txt\n", | |
| "1811-08-14 00:00:00 v4.97.LETTER_XCVII.--TO_GENERAL_DEARBORN,_August_14,_1811.txt\n", | |
| "1812-01-21 00:00:00 v4.99.LETTER_XCIX.--TO_JOHN_ADAMS,_January_21,_1812.txt\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "for d,l in zip(dates,labels2):\n", | |
| " print d,l" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 203, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "label_date = dict(zip(labels2,dates))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 204, | |
| "metadata": { | |
| "collapsed": false, | |
| "scrolled": true | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "['v1.1.LETTER_I.--TO_DR._WILLIAM_SMALL,_May_7,_1775.txt',\n", | |
| " 'v1.2.LETTER_II.--TO_JOHN_RANDOLPH,_August_25,1775.txt',\n", | |
| " 'v1.3.LETTER_III.--TO_JOHN_RANDOLPH,_November_29,_1775.txt',\n", | |
| " 'v1.4.LETTER_IV.--TO_BENJAMIN_FRANKLIN,_August_13,_1777.txt',\n", | |
| " 'v1.6.LETTER_VI.--TO_JOHN_PAGE,_January_22,_1779.txt',\n", | |
| " 'v1.5.LETTER_V.--TO_PATRICK_HENRY,_March_27,_1779.txt',\n", | |
| " 'v1.7.LETTER_VII.--TO_GENERAL_WASHINGTON,_June_23,_1779.txt',\n", | |
| " 'v1.8.LETTER_VIII.--TO_GENERAL_WASHINGTON,_July_17,_1779.txt',\n", | |
| " 'v1.9.LETTER_IX.--TO_GENERAL_WASHINGTON,_October_1,_1779.txt',\n", | |
| " 'v1.10.LETTER_X.--TO_GENERAL_WASHINGTON,_October_2,_1779.txt',\n", | |
| " 'v1.11.LETTER_XI.--TO_GENERAL_WASHINGTON,_Oct._8,_1779.txt',\n", | |
| " 'v1.13.LETTER_XIII.--TO_GENERAL_WASHINGTON,_November_28,_1779.txt',\n", | |
| " 'v1.14.LETTER_XIV.--TO_GENERAL_WASHINGTON,_December_10,1779.txt',\n", | |
| " 'v1.15.LETTER_XV.--TO_GENERAL_WASHINGTON,_February_10,_1780.txt',\n", | |
| " 'v2.198.LETTER_CXCIX.--TO_GENERAL_WASHINGTON,_May_10,_1780.txt',\n", | |
| " 'v1.16.LETTER_XVI.--TO_GENERAL_WASHINGTON,_June_11,_1780.txt',\n", | |
| " 'v1.17.LETTER_XVII.--TO_GENERAL_WASHINGTON,_July_2,_1780.txt',\n", | |
| " 'v1.18.LETTER_XVIII.--TO_GENERAL_EDWARD_STEVENS,_August_4,_1780.txt',\n", | |
| " 'v1.19.LETTER_XIX.--TO_MAJOR_GENERAL_GATES,_August_15,_1780.txt',\n", | |
| " 'v1.20.LETTER_XX.--TO_GENERAL_WASHINGTON,_September_8,_1780.txt',\n", | |
| " 'v1.21.LETTER_XXI.--TO_GENERAL_EDWARD_STEVENS,_September_12,1780.txt',\n", | |
| " 'v1.22.LETTER_XXII.--TO_GENERAL_EDWARD_STEVENS,_September_15,_1780.txt',\n", | |
| " 'v1.23.LETTER_XXIII.--TO_MAJOR_GENERAL_GATES,_September_23,_1780.txt',\n", | |
| " 'v1.24.LETTER_XXIV.--TO_GENERAL_WASHINGTON,_September_23,_1780.txt',\n", | |
| " 'v1.25.LETTER_XXV.--TO_HIS_EXCELLENCY_GENERAL_WASHINGTON,_September_26,1780.txt',\n", | |
| " 'v1.26.LETTER_XXVI.--TO_MAJOR_GENERAL_GATES,_October_4,_1780.txt',\n", | |
| " 'v1.27.LETTER_XXVII.--TO_GENERAL_GATES,_October_15,_1780.txt',\n", | |
| " 'v1.28.LETTER_XXVIII.--TO_GENERAL_WASHINGTON,_October_22,_1780.txt',\n", | |
| " 'v1.29.LETTER_XXIX.--TO_GENERAL_WASHINGTON,_October_25,1780.txt',\n", | |
| " 'v1.30.LETTER_XXX.--TO_GENERAL_WASHINGTON,_October_26,_1780.txt',\n", | |
| " 'v1.31.LETTER_XXXI.--TO_GENERAL_GATES,_October_28,_1780.txt',\n", | |
| " 'v1.32.LETTER_XXXII.--TO_GENERAL_WASHINGTON,_November_3,1780.txt',\n", | |
| " 'v1.33.LETTER_XXXIII.--TO_GENERAL_WASHINGTON,_November_10,_1780.txt',\n", | |
| " 'v1.34.LETTER_XXXIV.--TO_GENERAL_WASHINGTON,_November_26,_1780.txt',\n", | |
| " 'v1.35.LETTER_XXXV.--TO_GENERAL_WASHINGTON,_December_15,1780.txt',\n", | |
| " 'v2.32.LETTER_XXXIII.--TO_CHARLES_THOMSON,_December_17,1780.txt',\n", | |
| " 'v1.36.LETTER_XXXVI.--TO_GENERAL_WASHINGTON,_January_10,_1781.txt',\n", | |
| " 'v1.37.LETTER_XXXVII.--TO_THE_PRESIDENT_OF_CONGRESS,_Jan._15,_1781.txt',\n", | |
| " 'v1.38.LETTER_XXXVIII.--TO_THE_PRESIDENT_OF_CONGRESS,_Jan._15,_1781.txt',\n", | |
| " 'v1.39.LETTER_XXXIX.--TO_THE_PRESIDENT_OF_CONGRESS,_Jan._17,_1781.txt',\n", | |
| " 'v1.40.LETTER_XL.--TO_THE_VIRGINIA_DELEGATES_IN_CONGRESS,_Jan._18,_1781.txt',\n", | |
| " 'v1.41.LETTER_XLI.--TO_GENERAL_WASHINGTON,_February_8,_1781.txt',\n", | |
| " 'v1.42.LETTER_XLII.--TO_GENERAL_WASHINGTON,_February_12,_1781.txt',\n", | |
| " 'v1.43.LETTER_XLIII.--TO_GENERAL_WASHINGTON,_February_17,_1781.txt',\n", | |
| " 'v1.44.LETTER_XLIV.--TO_GENERAL_GATES,_February_17,_1781.txt',\n", | |
| " 'v1.45.LETTER_XLV.--TO_GENERAL_WASHINGTON,_February_26,1781.txt',\n", | |
| " 'v1.46.LETTER_XLVI.--TO_GENERAL_WASHINGTON,_March_8,_1781.txt',\n", | |
| " 'v1.47.LETTER_XLVII.--TO_THE_PRESIDENT_OF_CONGRESS,_March_19,1781.txt',\n", | |
| " 'v1.48.LETTER_XLVIII.--TO_THE_PRESIDENT_OF_CONGRESS,_March_21,_1781.txt',\n", | |
| " 'v1.49.LETTER_XLIX.--TO_THE_PRESIDENT_OF_CONGRESS,_March_26,1781.txt',\n", | |
| " 'v1.50.LETTER_L.--TO_THE_PRESIDENT_OF_CONGRESS,_March_28,_1781.txt',\n", | |
| " 'v1.51.LETTER_LI.--TO_THE_PRESIDENT_OF_CONGRESS,_March_31,_1781.txt',\n", | |
| " 'v1.52.LETTER_LII.--TO_THE_PRESIDENT_OF_CONGRESS,_April_7,_1781.txt',\n", | |
| " 'v1.53.LETTER_LIII.--TO_THE_PRESIDENT_OF_CONGRESS,_April_18,_1781.txt',\n", | |
| " 'v1.54.LETTER_LIV.--TO_GENERAL_WASHINGTON,_April_23,1781.txt',\n", | |
| " 'v1.55.LETTER_LV.--TO_GENERAL_WASHINGTON,_May_9,_1781.txt',\n", | |
| " 'v1.56.LETTER_LVI.--TO_THE_VIRGINIA_DELEGATES_IN_CONGRESS,_May_10,_1781.txt',\n", | |
| " 'v1.57.LETTER_LVII.--TO_GENERAL_WASHINGTON,_May_28,1781.txt',\n", | |
| " 'v1.115.LETTER_CXV.--TO_R._IZARD,_September_26,1783.txt',\n", | |
| " 'v1.58.LETTER,_LVIII.--TO_GENERAL_WASHINGTON,_April_16,_1784.txt',\n", | |
| " 'v1.59.LETTER_LIX.--TO_COLONEL_URIAH_FORREST,_October_20,_1784.txt',\n", | |
| " 'v1.60.LETTER_LX.--TO_JOHN_JAY,_May_11,_1785.txt',\n", | |
| " 'v1.61.LETTER_LXI.--TO_GENERAL_CHASTELLUX,_June_7,1785.txt',\n", | |
| " 'v1.62.LETTER_LXII.--TO_JOHN_ADAMS,_June_15,_1785.txt',\n", | |
| " 'v1.63.LETTER_LXIII.--TO_THE_GOVERNOR_OF_VIRGINIA,_June_16,_1785.txt',\n", | |
| " 'v1.64.LETTER_LXIV.--TO_COLONEL_MONROE,_June_17,_1785.txt',\n", | |
| " 'v1.65.LETTER_LXV.--TO_CHARLES_THOMSON,_June_21,_1785.txt',\n", | |
| " 'v1.66.LETTER_LXVI.--TO_WILLIAM_CARMICHAEL,_June_22,_1785.txt',\n", | |
| " 'v1.67.LETTER_LXVII.--TO_JOHN_ADAMS,_June_23,_1785.txt',\n", | |
| " 'v1.68.LETTER_LXVIII.--TO_COLONEL_MONROE,_July_5,_1785.txt',\n", | |
| " 'v1.69.LETTER_LXIX.--TO_MRS._SPROWLE,_July_5,1785.txt',\n", | |
| " 'v1.70.LETTER_LXX.--TO_JOHN_ADAMS,_July_7,_1785.txt',\n", | |
| " 'v1.71.LETTER_LXXI.--TO_GENERAL_WASHINGTON,_July_10,_1785.txt',\n", | |
| " 'v1.72.LETTER_LXXII.--TO_THE_GOVERNOR_OF_VIRGINIA,_July_11,_1785.txt',\n", | |
| " 'v1.73.LETTER_LXXIII.--TO_THE_PRESIDENT_OF_CONGRESS,_July_12,_1785.txt',\n", | |
| " 'v1.74.LETTER_LXXIV.--TO_THE_VIRGINIA_DELEGATES_IN_CONGRESS,_July_12,1785.txt',\n", | |
| " 'v1.75.LETTER_LXXV.--TO_JOHN_JAY,_July_12,1785.txt',\n", | |
| " 'v1.76.LETTER_LXXVI.--TO_MONSIEUR_BRIET,_July_13,_1785.txt',\n", | |
| " 'v1.77.LETTER_LXXVII.--TO_MESSRS._FRENCH_AND_NEPHEW,_July_13,1785.txt',\n", | |
| " 'v1.78.LETTER_LXXVIII.--TO_DR._STILES,_July_17,1785.txt',\n", | |
| " 'v1.79.LETTER_LXXIX.--TO_JOHN_ADAMS,_July_28,_1785.txt',\n", | |
| " 'v1.80.LETTER_LXXX.--TO_HOGENDORP,_July_29,_1785.txt',\n", | |
| " 'v1.81.LETTER_LXXXI.--TO_MESSRS._N._AND_J._VAN_STAPHORST,_July_30,_1785.txt',\n", | |
| " 'v1.82.LETTER_LXXXII.--TO_JOHN_ADAMS,_July_31,_1785.txt',\n", | |
| " 'v1.83.LETTER_LXXXIII.--TO_M._DE_CASTRIES,_August_3,1785.txt',\n", | |
| " 'v1.84.LETTER_LXXXIV.--TO_CAPTAIN_JOHN_PAUL_JONES,_August_3,1785.txt',\n", | |
| " 'v1.85.LETTER_LXXXV.--TO_JOHN_ADAMS,_August_6,_1785.txt',\n", | |
| " 'v1.86.LETTER_LXXXVI.--TO_DR._PRICE,_August_7,1785.txt',\n", | |
| " 'v1.87.LETTER_LXXXVII.--TO_JOHN_ADAMS,_August_10,1785.txt',\n", | |
| " 'v1.88.LETTER_LXXXVIII.--TO_MRS._SPROWLE,_August_10,_1785.txt',\n", | |
| " 'v1.89.LETTER_LXXXIX.--TO_CAPTAIN_JOHN_PAUL_JONES,_August_13,_1785.txt',\n", | |
| " 'v1.90.LETTER_XC.--TO_MESSRS._BUCHANAN_AND_HAY,_August_13,_1785.txt',\n", | |
| " 'v1.91.LETTER_XCI.--TO_JOHN_JAY,_August_14,_1785.txt',\n", | |
| " 'v1.92.LETTER_XCII.--TO_THE_COUNT_DE_VERGENNES,_August_15,_1785.txt',\n", | |
| " 'v1.93.LETTER_XCIII.--TO_CAPTAIN_JOHN_PAUL_JONES,_August_17,_1785.txt',\n", | |
| " 'v1.94.LETTER_XCIV.--TO_WILLIAM_CARMICHAEL,_August_18,_1785.txt',\n", | |
| " 'v1.95.LETTER_XCV.--TO_PETER_CARR--Advice_to_a_young_man,_Aug._19,_1785.txt',\n", | |
| " 'v1.97.LETTER_XCVII.--TO_JOHN_JAY,_August_23,_1785.txt',\n", | |
| " 'v1.99.LETTER_XCIX.--TO_CAPTAIN_JOHN_PAUL_JONES,_August_29,1785.txt',\n", | |
| " 'v1.100.LETTER_C.--TO_JOHN_JAY,_August_30,1785.txt',\n", | |
| " 'v1.101.LETTER_CI.--TO_JAMES_MADISON,_September_1,1785.txt',\n", | |
| " 'v1.102.LETTER_CII.--TO_MESSRS._DUMAS_AND_SHORT,_September_1,_1785.txt',\n", | |
| " 'v1.103.LETTER_CIII.--TO_JOHN_ADAMS,_September_4,_1785.txt',\n", | |
| " 'v1.104.LETTER_CIV.--TO_DAVID_HARTLEY,_September_5,_1785.txt',\n", | |
| " 'v1.105.LETTER_CV.--TO_BARON_GEISMER,_September_6,_1785.txt',\n", | |
| " 'v1.106.LETTER_CVI.--TO_JOHN_LANGDON,_September_11,_1785.txt',\n", | |
| " 'v1.107.LETTER_CVII.--LISTER_ASQUITH,_September_14,_1785.txt',\n", | |
| " 'v1.108.LETTER_CVIII.--TO_JOHN_ADAMS,_September_19,_1785.txt',\n", | |
| " 'v1.109.LETTER_CIX.--TO_JAMES_MADISON,_September_20,_1785.txt',\n", | |
| " 'v1.110.LETTER_CX.--TO_EDMUND_RANDOLPH,_September_20,1785.txt',\n", | |
| " 'v1.111.LETTER_CXI.--TO_JOHN_ADAMS,_September_24,_1785.txt',\n", | |
| " 'v1.112.LETTER_CXII.--TO_JOHN_ADAMS,_September_24,1785.txt',\n", | |
| " 'v1.113.LETTER_CXIII.--TO_F._HOPKINSON,_September_25,_1785.txt',\n", | |
| " 'v1.114.LETTER_CXIV.--TO_LISTER_ASQUITH,_September_26,1785.txt',\n", | |
| " \"v1.116.LETTER_CXVI.--TO_RICHARD_O'BRYAN,_September_29,_1785.txt\",\n", | |
| " 'v1.117.LETTER_CXVII.--TO_MR._BELLINI,_September_30,1785.txt',\n", | |
| " 'v1.118.LETTER_CXVIII.--JAMES_MADISON,_October_2,_1785.txt',\n", | |
| " 'v1.119.LETTER_CXIX.--TO_DR._FRANKLIN,_October_5,1785.txt',\n", | |
| " 'v1.120.LETTER_CXX.--TO_SAMUEL_OSGOOD,_October_5,_1785.txt',\n", | |
| " 'v1.121.LETTER_CXXI.--TO_JOHN_JAY,_October_6,_1785.txt',\n", | |
| " 'v1.122.LETTER_CXXII.--TO_ELBRIDGE_GERRY,_October_11,_1785.txt',\n", | |
| " 'v1.123.LETTER_CXXIII.--TO_THE_COUNT_DE_VERGENNES,_October_11,_1785.txt',\n", | |
| " 'v1.124.LETTER_CXXIV.--TO_JOHN_JAY,_October_11,1785.txt',\n", | |
| " 'v1.125.LETTER_CXXV.--TO_MESSRS._VAN_STAPHORST,_October_12,_1785.txt',\n", | |
| " 'v1.126.LETTER_CXXVI.--TO_MONSIEUR_DESBORDES,_October_12,1785.txt',\n", | |
| " 'v1.127.LETTER_CXXVII.--TO_HOGENDORP,_October_13,1785.txt',\n", | |
| " 'v1.128.LETTER_CXXVIII.--TO_J._BANNISTER,_JUNIOR,_October_15,1785.txt',\n", | |
| " 'v1.129.LETTER_CXXIX.--TO_MR._CARMICHAEL,_October_18,_1785.txt',\n", | |
| " 'v1.130.LETTER_CXXX.--TO_MESSRS._VAN_STAPHORSTS,_October_25,1785.txt',\n", | |
| " 'v1.131.LETTER_CXXXI.--TO_WILLIAM_CARMICHAEL,_November_4,_1785.txt',\n", | |
| " \"v1.132.LETTER_CXXXII.--TO_RICHARD_O'BRYAN,_November_4,_1785.txt\",\n", | |
| " 'v1.133.LETTER_CXXXIII.--TO_W._W._SEWARD,_November_12,1785.txt',\n", | |
| " 'v1.134.LETTER_CXXXIV.--TO_THE_COUNT_DE_VERGENNES,_November_14,1785.txt',\n", | |
| " 'v1.135.LETTER_CXXXV.--TO_JOHN_ADAMS,_November_19,_1785.txt',\n", | |
| " 'v1.136.LETTER_CXXXVI.--TO_THE_COUNT_DE_VERGENNES,_November_20,_1785.txt',\n", | |
| " 'v1.137.LETTER_CXXXVII.--TO_LISTER_ASQUITH,_November_23,_1785.txt',\n", | |
| " 'v1.138.LETTER_CXXXVIII.--TO_JOHN_ADAMS,_November_27,_1785.txt',\n", | |
| " 'v1.139.LETTER_CXXXIX.--TO_COLONEL_HUMPHREYS,_December_4,1785.txt',\n", | |
| " 'v1.140.LETTER_CXL.--TO_JOHN_ADAMS,_December_10,_1785.txt',\n", | |
| " 'v1.141.LETTER_CXLI.--TO_JOHN_ADAMS,_December_11,_1785.txt',\n", | |
| " 'v1.142.LETTER_CXLII.--TO_THE_COUNT_DE_VERGENNES,_December_21,_1785.txt',\n", | |
| " 'v1.143.LETTER_CXLIII.--TO_THE_GOVERNOR_OF_GEORGIA,_December_22,_1785.txt',\n", | |
| " 'v1.144.LETTER_CXLIV.--TO_THE_GEORGIA_DELEGATES_IN_CONGRESS,_Dec._22,_1785.txt',\n", | |
| " 'v1.145.LETTER_CXLV.--TO_JOHN_ADAMS,_December_27,_1785.txt',\n", | |
| " 'v1.146.LETTER_CXLVI.--TO_JOHN_JAY,_January_2,1786.txt',\n", | |
| " 'v1.147.LETTER_CXLVII.--TO_T._HOPKINSON,_January_3,_1786.txt',\n", | |
| " 'v1.148.LETTER_CXLVIII.--TO_GENERAL_WASHINGTON,_January_4,_1786.txt',\n", | |
| " 'v1.149.LETTER_CXLIX.--TO_A._CARY,_January_7,_1786.txt',\n", | |
| " 'v1.150.LETTER_CL.--TO_MAJOR_GENERAL_GREENE,_January_12,_1786.txt',\n", | |
| " 'v1.151.LETTER_CLI.--TO_LISTER_ASQUITH,_January_13,_1786.txt',\n", | |
| " 'v1.152.LETTER_CLII.--TO_MR._RITTENHOUSE,_January_25,1786.txt',\n", | |
| " 'v1.153.LETTER_CLIII.--TO_A._STEWART,_January_25,_1786.txt',\n", | |
| " 'v1.154.LETTER_CLIV.--TO_THE_COMMISSIONERS_OF_THE_TREASURY,_January_26,_1786.txt',\n", | |
| " 'v1.155.LETTER_CLV.--TO_MESSRS._BUCHANAN_AND_HAY,_January_26,_1786.txt',\n", | |
| " 'v1.156.LETTER_CLVI.--TO_JOHN_ADAMS,_February_7,_1786.txt',\n", | |
| " 'v1.157.LETTER_CLVII.--TO_JAMES_MADISON,_February_8,_1786.txt',\n", | |
| " 'v1.158.LETTER_CLVIII.--TO_THE_MARQUIS_DE_LA_FAYETTE,_February_9,_1786.txt',\n", | |
| " \"v1.159.LETTER_CLIX.--TO_MONSIEUR_HILLIARD_d'AUBERTEUIL,_Feb._20,_1786.txt\",\n", | |
| " 'v1.160.LETTER_CLX.--TO_THE_COUNT_DE_VERGENNES,_February_28,1786.txt',\n", | |
| " 'v1.161.LETTER_CLXI.--TO_MONSIEUR_DE_REYNEVAL,_March_8,_1786.txt',\n", | |
| " 'v1.162.LETTER_CLXII.--TO_JOHN_JAY,_March_12,_1786.txt',\n", | |
| " 'v1.163.LETTER_CLXIII.--TO_COLONEL_HUMPHREYS,_March_14,_1786.txt',\n", | |
| " 'v2.0.LETTER_I.--TO_RICHARD_HENRY_LEE,_April_22,_1786.txt',\n", | |
| " 'v2.1.LETTER_II.--TO_CHARLES_THOMSON,_April_22,_1786.txt',\n", | |
| " 'v2.2.LETTER_III.--TO_JOHN_JAY,_April_23,_1786.txt',\n", | |
| " 'v2.3.LETTER_IV.--TO_JOHN_JAY,_April_23,_1786.txt',\n", | |
| " 'v2.4.LETTER_V.--TO_JAMES_MADISON,_April_25,_1786.txt',\n", | |
| " 'v2.5.LETTER_VI.--TO_THE_COUNT_DE_VERGENNES,_May_3,_1786.txt',\n", | |
| " 'v2.6.LETTER_VII.--TO_JOHN_PAGE,_May_4,_1786.txt',\n", | |
| " 'v2.9.LETTER_X.--TO_WILLIAM_DRAYTON,_May_6,_1786.txt',\n", | |
| " 'v2.10.LETTER_XI.--TO_W._T._FRANKLIN,_May_7,_1786.txt',\n", | |
| " 'v2.11.LETTER_XII.--TO_ELBRIDGE_GERRY,_May_7,_1786.txt',\n", | |
| " 'v2.12.LETTER_XIII.--TO_JAMES_ROSS,_May_8,_1786.txt',\n", | |
| " 'v2.13.LETTER_XIV.--TO_T._PLEASANTS,_May_8,1786.txt',\n", | |
| " 'v2.14.LETTER_XV.--TO_COLONEL_MONROE,_May_10,1786.txt',\n", | |
| " 'v2.15.LETTER_XVI.--TO_JOHN_ADAMS,_May_11,_1786.txt',\n", | |
| " 'v2.16.LETTER_XVII.--TO_LISTER_ASQUITH,_May_22,_1786.txt',\n", | |
| " 'v2.17.LETTER_XVIII.--TO_JOHN_JAY,_May_23,_1786.txt',\n", | |
| " 'v2.18.LETTER_XIX.--TO_MR._CARMICHAEL,_June_20,_1786.txt',\n", | |
| " 'v2.19.LETTER_XX.--TO_MR._LAMBE,_June_20,1786.txt',\n", | |
| " 'v2.20.LETTER_XXI.--TO_MONSIEUR_DE_REYNEVAL,_June_25,_1786.txt',\n", | |
| " 'v2.22.LETTER_XXIII.--TO_COLONEL_MONROE,_July_9,_1786.txt',\n", | |
| " 'v2.23.LETTER_XXIV.--TO_JOHN_ADAMS,_July_11,_1786.txt',\n", | |
| " 'v2.24.LETTER_XXV.--TO_JOHN_JAY,_August_11,_1786.txt',\n", | |
| " 'v2.25.LETTER_XXVI.--TO_COLONEL_MONROE,_August_11,_1786.txt',\n", | |
| " 'v2.26.LETTER_XXVII.--TO_MR._WYTHE,_August_13,1786.txt',\n", | |
| " 'v2.21.LETTER_XXII.--TO_THE_PREVOT_DES_MARCHANDS,_September_27,_1786.txt',\n", | |
| " 'v2.27.LETTER_XXVIII.--TO_MRS._COSWAY,_October_12,_1786.txt',\n", | |
| " 'v2.28.LETTER_XXIX.--TO_MRS._COSWAY,_October_13,_1786.txt',\n", | |
| " \"v2.29.LETTER_XXX.--M._LE_ROY_DE_L'ACADEMIE_DES_SCIENCES,_November_13,_1786.txt\",\n", | |
| " 'v2.30.LETTER_XXXI.--TO_GENERAL_WASHINGTON,_November_14,_1786.txt',\n", | |
| " 'v2.31.LETTER_XXXII.--TO_JAMES_MADISON,_December_16,_1786.txt',\n", | |
| " 'v2.33.LETTER_XXXIV.--TO_COLONEL_MONROE,_December_18,_1786.txt',\n", | |
| " 'v2.34.LETTER_XXXV.--TO_MR._CARMICHAEL,_December_26,1786.txt',\n", | |
| " 'v2.35.LETTER_XXXVI.--TO_MR._VAUGHAN,_December_29,_1786.txt',\n", | |
| " 'v2.36.LETTER_XXXVII.--TO_JOHN_JAY,_December_31,_1786.txt',\n", | |
| " 'v2.37.LETTER_XXXVIII.--TO_SAMUEL_OSGOOD,_January_5,_1787.txt',\n", | |
| " 'v2.38.LETTER_XXXIX.--TO_JOHN_JAY,_January_9,_1787.txt',\n", | |
| " 'v2.39.LETTER_XL.--TO_JOHN_ADAMS,_January_11,_1787.txt',\n", | |
| " \"v2.40.LETTER_XLI.--TO_MONSIEUR_LE_DUC_D'HARCOURT,_January_14,_1787.txt\",\n", | |
| " 'v2.41.LETTER_XLII.--TO_MONSIEUR_DE_CREVE-COEUR,_January_15,1787.txt',\n", | |
| " 'v2.42.LETTER_XLIII.--TO_COLONEL_EDWARD_CARRINGTON,_January_16,_1787.txt',\n", | |
| " 'v2.44.LETTER_XLV.--TO_JOHN_JAY,_February_1,_1787.txt',\n", | |
| " 'v2.45.LETTER_XLVI.--TO_MRS._BINGHAM,_February_7,_1787.txt',\n", | |
| " 'v2.46.LETTER_XLVII.--TO_GOVERNOR_RANDOLPH,_February_7,_1787.txt',\n", | |
| " 'v2.47.LETTER_XLVIII.--TO_JOHN_JAY,_February_8,_1787.txt',\n", | |
| " 'v2.48.LETTER_XLIX.--TO_MR._DUMAS,_February_9,_1787.txt',\n", | |
| " 'v2.49.LETTER_L.--TO_JOHN_JAY,_February_14,_1787.txt',\n", | |
| " 'v2.50.LETTER_LI.--TO_JOHN_JAY,_February_23,_1787.txt',\n", | |
| " 'v2.51.LETTER_LII.--TO_THE_MARQUIS_DE_LA_FAYETTE,_February_28,_1787.txt',\n", | |
| " 'v2.52.LETTER_LIII.--TO_MADAME_LA_COMTESSE_DE_TESSE,_March_20,_1787.txt',\n", | |
| " 'v2.53.LETTER_LIV.--TO_THE_MARQUIS_DE_LA_FAYETTE,_April_11,_1787.txt',\n", | |
| " 'v2.54.LETTER_LV.--TO_WILLIAM_SHORT,_April_12,_1787.txt',\n", | |
| " 'v2.55.LETTER_LVI.--TO_JOHN_JAY,_May_4,_1787.txt',\n", | |
| " 'v2.56.LETTER_LVII.--TO_M._GUIDE,_May_6,_1787.txt',\n", | |
| " 'v2.57.LETTER_LVIII.--TO_WILLIAM_CARMICHAEL,_June_14,_1787.txt',\n", | |
| " 'v2.58.LETTER_LIX.--TO_J._BANNISTER,_JUNIOR,_June_19,_1787.txt',\n", | |
| " 'v2.60.LETTER_LXI.--TO_JOHN_JAY,_June_21,1787.txt',\n", | |
| " 'v2.61.LETTER_LXII.--TO_MADAME_DE_CORNY,_June_30,1787.txt',\n", | |
| " 'v2.62.LETTER_LXIII.--TO_JOHN_ADAMS,_July_1,_1787.txt',\n", | |
| " 'v2.63.LETTER_LXIV.--TO_DAVID_HARTLEY,_July_2,1787.txt',\n", | |
| " 'v2.64.LETTER_LXV.--TO_B._VAUGHAN,_July_2,_1787.txt',\n", | |
| " \"v2.65.LETTER_LXVI.--TO_M._L'ABBE_MORELLET,_July_2,_1787.txt\",\n", | |
| " 'v2.66.LETTER_LXVII.--TO_T._M._RANDOLPH,_JUNIOR,_July_6,_1787.txt',\n", | |
| " 'v2.67.LETTER_LXVIII.--TO_STEPHEN_CATHALAN,_JUNIOR,_July_21,1787.txt',\n", | |
| " 'v2.68.LETTER_LXIX.--TO_THE_DELEGATES_OF_RHODE_ISLAND,_July_22,1787.txt',\n", | |
| " 'v2.69.LETTER_LXX.--TO_THE_COUNT_DE_MONTMORIN,_July_23,_1787.txt',\n", | |
| " 'v2.70.LETTER_LXXI.--TO_MR._SKIPWITH,_July_28,_1787.txt',\n", | |
| " 'v2.71.LETTER_LXXII.--TO_J._W._EPPES,_July_28,1787.txt',\n", | |
| " 'v2.72.LETTER_LXXIII.--TO_A._DONALD,_July_28,_1787.txt',\n", | |
| " 'v2.73.LETTER_LXXIV.--TO_WILLIAM_DRAYTON,_July_30,_1787.txt',\n", | |
| " 'v2.74.LETTER_LXXV.--TO_JAMES_MADISON,_August_2,_1787.txt',\n", | |
| " 'v2.75.LETTER_LXXVI.--TO_THOMAS_BARCLAY,_August_3,_1787.txt',\n", | |
| " 'v2.76.LETTER_LXXVII.--TO_E._CARRINGTON,_August_4,1787.txt',\n", | |
| " 'v2.77.LETTER_LXXVIII.--TO_DR._CURRIE,_August_4,_1787.txt',\n", | |
| " 'v2.78.LETTER_LXXIX.--TO_MR._HAWKINS,_August_4,_1787.txt',\n", | |
| " 'v2.79.LETTER_LXXX.--TO_COLONEL_MONROE,_August_5,_1787.txt',\n", | |
| " 'v2.80.LETTER_LXXXI.--TO_JOHN_JAY,_August_6,1787.txt',\n", | |
| " 'v2.81.LETTER_LXXXII.--TO_JOHN_CHURCHMAN,_August_8,_1787.txt',\n", | |
| " 'v2.82.LETTER_LXXXIII.--TO_MONSIEUR_L_HOMMANDE,_August_9,_1787.txt',\n", | |
| " 'v2.83.LETTER_LXXXIV.--TO_PETER_CARR,_August_10,_1787.txt',\n", | |
| " 'v2.84.LETTER_LXXXV.--TO_DR._GILMER,_August_11,_1787.txt',\n", | |
| " 'v2.85.LETTER_LXXXVI.--TO_JOSEPH_JONES,_August_14,_1787.txt',\n", | |
| " 'v2.86.LETTER_LXXXVII.--TO_GENERAL_WASHINGTON,_August_14,_1787.txt',\n", | |
| " 'v2.87.LETTER_LXXXVIII.--TO_COLONEL_HUMPHREYS,_August_14,_1787.txt',\n", | |
| " 'v2.88.LETTER_LXXXIX.--TO_JOHN_JAY,_August_15,_1787.txt',\n", | |
| " 'v2.89.LETTER_XC.--TO_JOHN_ADAMS,_August_30,_1787.txt',\n", | |
| " 'v2.90.LETTER_XCI.--TO_MR._WYTHE,_September_16,1787.txt',\n", | |
| " 'v2.91.LETTER_XCII.--TO_JOHN_JAY,_September_19,_1787.txt',\n", | |
| " 'v2.92.LETTER_XCIII.--TO_CHARLES_THOMSON,_September_20,_1787.txt',\n", | |
| " 'v2.93.LETTER_XCIV.--TO_JOHN_JAY,_September_22,1787.txt',\n", | |
| " 'v2.94.LETTER_XCV.--TO_JOHN_JAY,_September_22,_1787.txt',\n", | |
| " 'v2.95.LETTER_XCVI.--TO_MR._CARNES,_September_22,_1787.txt',\n", | |
| " 'v2.96.LETTER_XCVII.--TO_JOHN_JAY,_September_24,_1787.txt',\n", | |
| " 'v2.97.LETTER_XCVIII,--TO_JOHN_ADAMS,_September_28,_1787.txt',\n", | |
| " 'v2.98.LETTER_XCIX.--TO_COLONEL_SMITH,_September_28,1787.txt',\n", | |
| " 'v2.99.LETTER_C.--TO_MONSIEUR_LE_COMTE_DE_BUFFON,_October_3,_1787.txt',\n", | |
| " 'v2.100.LETTER_CI.--TO_MR._DUMAS,_October_4,1787.txt',\n", | |
| " 'v2.101.LETTER_CII.--TO_JOHN_JAY,_October_8,_1787.txt',\n", | |
| " 'v2.102.LETTER_CIII.--TO_JAMES_MADISON,_October_8,_1787.txt',\n", | |
| " 'v2.103.LETTER_CIV.--TO_JOHN_JAY,_October_8,_1787.txt',\n", | |
| " 'v2.104.LETTER_CV.--TO_MONSIEUR_LE_COMTE_DE_MOUSTIER,_October_9,1787.txt',\n", | |
| " 'v2.105.LETTER_CVI.--TO_MADAME_DE_BREHAN,_October_9,_1787.txt',\n", | |
| " 'v2.106.LETTER_CVII.--TO_MR._DUMAS,_October_14,_1787.txt',\n", | |
| " 'v2.107.LETTER_CVIII.--TO_MADAME_DE_CORNY,_October_18,_1787.txt',\n", | |
| " 'v2.108.LETTER_CIX.--TO_THE_COUNT_DE_MONTMORIN,_October_23,_1787.txt',\n", | |
| " 'v2.109.LETTER_CX.--TO_JOHN_JAY,_November_3,_1787.txt',\n", | |
| " 'v2.110.LETTER_CXI.--TO_JOHN_JAY,_November_3,_1787.txt',\n", | |
| " 'v2.111.LETTER_CXII.--TO_THE_COUNT_DE_MONTMORIN,_November_6,_1787.txt',\n", | |
| " 'v2.112.LETTER_CXIII.--TO_JOHN_ADAMS,_November_13,_1787.txt',\n", | |
| " 'v2.113.LETTER_CXIV.--TO_COLONEL_SMITH,_November_13,_1787.txt',\n", | |
| " 'v2.114.LETTER_CXV.--TO_WILLIAM_CARMICHAEL,_December_11,_1787.txt',\n", | |
| " 'v2.116.LETTER_CXVII.--TO_JAMES_MADISON,_December_20,_1787.txt',\n", | |
| " 'v2.117.LETTER_CXVIII.--TO_E._CARRINGTON,_December_21,_1787.txt',\n", | |
| " 'v2.118.LETTER_CXIX.--TO_MONSIEUR_LIMOZIN,_December_22,_1787.txt',\n", | |
| " 'v2.119.LETTER_CXX.--TO_JOHN_JAY,_December_31,_1787.txt',\n", | |
| " 'v2.120.LETTER_CXXI.--TO_MONSIEUR_LAMBERT,_January_3,_1788.txt',\n", | |
| " 'v2.121.LETTER_CXXII.--TO_LE_COMTE_BERNSTORFF,_January_21,_1788.txt',\n", | |
| " 'v2.122.LETTER_CXXIII.--TO_WILLIAM_RUTLEDGE,_February_2,_1788.txt',\n", | |
| " 'v2.123.LETTER_CXXIV.--TO_THE_COMMISSIONERS_OF_THE_TREASURY,_Feb._7,_1788.txt',\n", | |
| " 'v2.124.LETTER_CXXV.--TO_DOCTOR_PRICE,_February_7,_1788.txt',\n", | |
| " 'v2.127.LETTER_CXXVIII.--TO_JOHN_ADAMS,_March_2,_1788.txt',\n", | |
| " 'v2.128.LETTER_CXXIX.--TO_JOHN_JAY,_March_16,_1788.txt',\n", | |
| " 'v2.129.LETTER_CXXX.--TO_MR._DUMAS,_March_29,_1788.txt',\n", | |
| " 'v2.130.LETTER_CXXXI.--TO_THE_COMMISSIONERS_OF_THE_TREASURY,_March_29,_1788.txt',\n", | |
| " 'v2.131.LETTER_CXXXII.--TO_GENERAL_WASHINGTON,_May_2,_1788.txt',\n", | |
| " 'v2.132.LETTER_CXXXIII.--TO_JAMES_MADISON,_May_3,1788.txt',\n", | |
| " 'v2.133.LETTER_CXXXIV.--TO_JOHN_JAY,_May_4,_1788.txt',\n", | |
| " 'v2.134.LETTER_CXXXV.--TO_THE_COUNT_DE_MOUSTIER,_May_17,_1788.txt',\n", | |
| " 'v2.135.LETTER_CXXXVI.--TO_JOHN_JAY,_May_23,1788.txt',\n", | |
| " 'v2.140.LETTER_CXLI.--TO_PETER_CARU,_May_23,_1788.txt',\n", | |
| " 'v2.136.LETTER_CXXXVII.--TO_JOHN_BROWN,_May_26,1788.txt',\n", | |
| " 'v2.137.LETTER_CXXXVIII.--TO_WILLIAM_CARMICHAEL,_May_27,_1788.txt',\n", | |
| " 'v2.138.LETTER_CXXXIX.--TO_JOHN_JAY,_May_27,_1788.txt',\n", | |
| " 'v2.139.LETTER_CXL.*--TO_JAMES_MADISON,_May_28,_1788.txt',\n", | |
| " 'v2.141.LETTER_CXLII.--TO_THE_COMTE_DE_BERNSTORFF,_June_19,_1788.txt',\n", | |
| " 'v2.142.LETTER_CXLIII.--TO_THE_COUNT_DE_MONTMORIN,_June_20,_1788.txt',\n", | |
| " 'v2.143.LETTER_CXLIV.--TO_DOCTOR_GORDON,_July_16,_1788.txt',\n", | |
| " 'v2.145.LETTER_CXLVI.--TO_E._RUTLEDGE,_July_18,_1788.txt',\n", | |
| " 'v2.144.LETTER_CXLV.--TO_JAMES_MADISON,_July_19,_1788.txt',\n", | |
| " 'v2.146.LETTER_CXLVII.--TO_MR._BELLINI,_July_25,1788.txt',\n", | |
| " 'v2.147.LETTER_CXLVIII.--TO_JAMES_MADISON,_July_31,_1788.txt',\n", | |
| " 'v2.148.LETTER_CXLIX.--TO_JOHN_JAY,_August_3,_1788.txt',\n", | |
| " 'v2.149.LETTER_CL.--TO_COLONEL_MONROE,_August_9,_1788.txt',\n", | |
| " 'v2.150.LETTER_CLI.--TO_MONSIEUR_DE_CREVE-CAUR,_August_9,_1788.txt',\n", | |
| " 'v2.151.LETTER_CLII.--TO_JOHN_JAY,_August_10,_1788.txt',\n", | |
| " 'v2.152.LETTER_CLIII.--TO_JOHN_JAY,_August_11,_1788.txt',\n", | |
| " 'v2.153.LETTER_CLIV.--TO_WILLIAM_CARMICHAEL,_August_12,_1788.txt',\n", | |
| " 'v2.154.LETTER_CLV.--TO_M._CATHALAN,_August_13,1788.txt',\n", | |
| " 'v2.155.LETTER_CLVI.--TO_JOHN_JAY,_August_20,1788.txt',\n", | |
| " 'v2.156.LETTER_CLVII.--TO_MR._CUTTING,_August_23,_1788.txt',\n", | |
| " 'v2.157.LETTER_CLVIII.--TO_JOHN_JAY,_September_3,_1788.txt',\n", | |
| " 'v2.158.LETTER_CLIX.--TO_THE_COMMISSIONERS_OF_THE_TREASURY,_Sep._6,_1788.txt',\n", | |
| " 'v2.160.LETTER_CLXI.--TO_M._DE_REYNEVAL,_September_16,_1788.txt',\n", | |
| " 'v2.161.LETTER_CLXII.--TO_THE_MARQUIS_DE_LA_ROUERIE,_September_16,1788.txt',\n", | |
| " 'v2.162.LETTER_CLXIII.--TO_WILLIAM_SHORT,_September_20,_1788.txt',\n", | |
| " 'v2.163.LETTER_CLXIV.--TO_JOHN_JAY,_September_24,1788.txt',\n", | |
| " 'v2.164.LETTER_CLXV.--TO_M._DE_REYNEVAL,_October_1,_1788.txt',\n", | |
| " 'v2.165.LETTER_CLXVI.--TO_MR._CUTTING,_October_2,_1788.txt',\n", | |
| " 'v2.166.LETTER_CLXVII.--TO_JOHN_JAY,_November_14,_1788.txt',\n", | |
| " 'v2.167.LETTER_CLXVIII.--TO_JAMES_MADISON,_November_18,_1788.txt',\n", | |
| " 'v2.168.LETTER_CLXIX.--TO_A._DONALD,_November_18,1788.txt',\n", | |
| " 'v2.169.LETTER_CLXX.--TO_JOHN_JAY,_November_19,_1788.txt',\n", | |
| " 'v2.170.LETTER_CLXXI.--TO_JOHN_JAY,_November_29,_1788.txt',\n", | |
| " 'v2.171.LETTER,_CLXXII.--TO_GENERAL_WASHINGTON,_December_4,_1788.txt',\n", | |
| " 'v2.172.LETTER_CLXXIII.--TO_JOHN_ADAMS,_December_5,_1788.txt',\n", | |
| " 'v2.173.LETTER_CLXXIV.--TO_MR._SHORT,_December_8,_1788.txt',\n", | |
| " 'v2.174.LETTER_CLXXV.--TO_DOCTOR_GILMER,_December_16,_1788.txt',\n", | |
| " 'v2.175.LETTER_CLXXVI.--TO_THOMAS_PAINE,_December_23,1788.txt',\n", | |
| " 'v2.176.LETTER_CLXXVII.--TO_JOHN_JAY,_January_11,_1789.txt',\n", | |
| " 'v2.177.LETTER_CLXXVIII.--TO_JAMES_MADISON,_January_12,_1789.txt',\n", | |
| " 'v2.178.LETTER_CLXXIX.--TO_JOHN_JAY,_January_14,_1789.txt',\n", | |
| " 'v2.179.LETTER_CLXXX.--TO_MADAME_NECKER,_January_24,_1789.txt',\n", | |
| " 'v2.180.LETTER_CLXXXI.--TO_JOHN_JAY,_February_1,_1789.txt',\n", | |
| " 'v2.181.LETTER_CLXXXII.--TO_JOHN_JAY,_February_4,_1789.txt',\n", | |
| " 'v2.182.LETTER_CLXXXIII.--TO_WILLIAM_SHORT,_February_9,1789.txt',\n", | |
| " 'v2.183.LETTER_CLXXXIV.--TO_M._DE_VILLEDEUIL,_February_10,_1789.txt',\n", | |
| " 'v2.184.LETTER_CLXXXV.--TO_MR._CARNES,_February_15,1789.txt',\n", | |
| " 'v2.185.LETTER_CLXXXVI.--TO_DR._BANCROFT,_March_2,_1789.txt',\n", | |
| " 'v2.186.LETTER_CLXXXVII.--TO_M._DE_MALESHERBES,_March_11,_1789.txt',\n", | |
| " 'v2.187.LETTER_CLXXXVIII.--TO_JOHN_JAY,_March_12,_1789.txt',\n", | |
| " 'v2.188.LETTER_CLXXXIX.--TO_F._HOPKINSON,_March_13,_1789.txt',\n", | |
| " 'v2.189.LETTER_CXC.--TO_MADAME_DE_BREHAN,_March_14,_1789.txt',\n", | |
| " 'v2.190.LETTER_CXCI.--TO_JAMES_MADISON,_March_15,_1789.txt',\n", | |
| " 'v2.191.LETTER,_CXCII.--TO_THOMAS_PAINE,_March_17,1789.txt',\n", | |
| " 'v2.192.LETTER_CXIII.--TO_COLONEL_HUMPHREYS,_March_18,_1789.txt',\n", | |
| " 'v2.193.LETTER_CXCIV.--TO_DOCTOR_WILLARD,_March_24,_1789.txt',\n", | |
| " 'v2.194.LETTER_CXCV.--TO_J._SARSFIELD,_April_3,_1789.txt',\n", | |
| " 'v3.26.LETTER_XXVI.--TO_WILLIAM_CARMICHAEL,_April_11,_1789.txt',\n", | |
| " 'v2.195.LETTER_CXCVI.--TO_THE_MARQUIS_DE_LA_FAYETTE,_May_6,1789.txt',\n", | |
| " 'v2.8.LETTER_IX.--TO_MR._DUMAS,_May_6,_1789.txt',\n", | |
| " 'v2.196.LETTER_CXCVII.--TO_WILLIAM_CARMICHAEL,_May_8,_1789.txt',\n", | |
| " 'v2.197.LETTER_CXCVIII.--TO_JOHN_JAY,_May_9,_1789.txt',\n", | |
| " 'v2.199.LETTER_CC.--TO_JAMES_MADISON,_May_11,1789.txt',\n", | |
| " 'v2.200.LETTER_CCI.--TO_MONSIEUR_DE_PONTIERE,_May_17,_1789.txt',\n", | |
| " 'v2.201.LETTER_CCII.--TO_MR._VAUGHAN,_May_17,_1789.txt',\n", | |
| " 'v2.202.LETTER_CCIII.--TO_THOMAS_PAINE,_May_19,1789.txt',\n", | |
| " 'v2.203.LETTER_CCIV.--TO_MONSIEUR_DE_ST._ETIENNE,_June_3,_1789.txt',\n", | |
| " 'v2.204.LETTER_CCV.--TO_THE_MARQUIS_DE_LA_FAYETTE,_June_12,_1789.txt',\n", | |
| " 'v2.205.LETTER_CCVI.--TO_JOHN_JAY,_June_17,_1789.txt',\n", | |
| " 'v2.206.LETTER_CCVII.--TO_JAMES_MADISON,_June_18,_1789.txt',\n", | |
| " 'v2.207.LETTER_CCVIII.--TO_JOHN_JAY,_June_24,1789.txt',\n", | |
| " 'v2.208.LETTER_CCIX.--TO_JOHN_JAY,_June_29,_1789.txt',\n", | |
| " 'v2.209.LETTER_CCX.--TO_THE_MARQUIS_DE_LA_FAYETTE,_July_6,_1789.txt',\n", | |
| " 'v2.210.LETTER_CCXI.--TO_THE_MARQUIS_DE_LA_FAYETTE,_July_7,1789.txt',\n", | |
| " 'v2.211.LETTER_CCXII.--TO_MR._NECKER,_July_8,_1789.txt',\n", | |
| " 'v2.212.LETTER_CCXIII.--TO_THE_COUNT_DE_MONTMORIN,_July_8,_1789.txt',\n", | |
| " 'v2.213.LETTER_CCXIV.--TO_THE_MARQUIS_DE_LA_FAYETTE,_July_9,_1789.txt',\n", | |
| " 'v2.214.LETTER_CCXV.--TO_THE_MARQUIS_DE_LA_FAYETTE,_July_10,_1789.txt',\n", | |
| " 'v2.215.LETTER_CCXVI.--TO_THOMAS_PAINE,_July_11,_1789.txt',\n", | |
| " 'v3.1.LETTER_I.--TO_JOHN_JAY,_July_19,_1789.txt',\n", | |
| " \"v3.2.LETTER_II.--TO_M._L'ABBE_ARNOND,_July_19,_1789.txt\",\n", | |
| " 'v3.3.LETTER_III.--TO_JOHN_JAY,_July_23,_1789.txt',\n", | |
| " 'v3.4.LETTER_IV.--TO_JOHN_JAY,_July_29,_1789.txt',\n", | |
| " 'v3.5.LETTER_V.--TO_JOHN_JAY,_August_5,_1789.txt',\n", | |
| " 'v3.6.LETTER_VI.--TO_MR._CARMICHAEL,_August_9,_1789.txt',\n", | |
| " 'v3.7.LETTER_VII.--TO_JOHN_JAY,_August_12,_1789.txt',\n", | |
| " 'v3.8.LETTER_VIII.--TO_COLONEL_GOUVION,_August_15,1789.txt',\n", | |
| " 'v3.9.LETTER_IX.--TO_JOHN_JAY,_August_27,_1789.txt',\n", | |
| " 'v3.10.LETTER_X.--TO_JAMES_MADISON,_August_28,1789.txt',\n", | |
| " 'v3.11.LETTER_XI.--TO_JAMES_MADISON,_September_6,_1789.txt',\n", | |
| " 'v3.13.LETTER_XIII.--TO_GENERAL_KNOX,_September_12,1789.txt',\n", | |
| " 'v3.14.LETTER_XIV.--TO_E._RUTLEDGE,_September_18,_1789.txt',\n", | |
| " 'v3.15.LETTER_XV.--TO_JOHN_JAY,_September_19,_1789.txt',\n", | |
| " 'v3.16.LETTER_XVI.--TO_MR._NECKER,_September_26,1789.txt',\n", | |
| " 'v3.17.LETTER_XVII.--TO_JOHN_JAY,_September_30,_1789.txt',\n", | |
| " 'v3.18.LETTER_XVIII.--TO_THE_PRESIDENT,_December_15,1789.txt',\n", | |
| " 'v3.19.LETTER_XIX.--TO_HENRY_LAURENS,_ESQUIRE,_March_31,_1790.txt',\n", | |
| " 'v3.21.LETTER_XXI.--TO_GEORGE_JOY,_March_31,_1790.txt',\n", | |
| " 'v3.22.LETTER_XXII.--TO_THE_COUNT_DE_MONTMORIN,_April_6,_1790.txt',\n", | |
| " 'v3.23.LETTER_XXIII.--TO_THE_COUNT_DE_MONTMORIN,_April_6,1790.txt',\n", | |
| " 'v3.24.LETTER_XXIV.--TO_WILLIAM_SHORT,_April_6,_1790.txt',\n", | |
| " 'v3.25.LETTER_XXV.--TO_THE_COUNT_DE_FLORIDA_BLANCA,_April_11,_1790.txt',\n", | |
| " 'v3.27.LETTER_XXVII.--TO_MR._GRAND,_April_23,_1790.txt',\n", | |
| " 'v3.28.LETTER_XXVIII.--TO_THE_MARQUIS_DE_LA_LUZERNE,_April_30,1790.txt',\n", | |
| " 'v3.29.LETTER_XXIX.--TO_WILLIAM_SHORT,_April_30,_1790.txt',\n", | |
| " 'v3.30.LETTER_XXX.--TO_MR._DUMAS,_June_23,_1790.txt',\n", | |
| " 'v3.31.LETTER_XXXI.--TO_MR._DUMAS,_July_13,1790.txt',\n", | |
| " 'v3.32.LETTER_XXXII--TO_WILLIAM_SHORT,_July_26,_1790.txt',\n", | |
| " 'v3.33.LETTER_XXXIII.--TO_WILLIAM_CARMICHAEL,_August_2,_1790.txt',\n", | |
| " 'v3.34.LETTER_XXXIV.--TO_M._DE_PINTO,_August_7,_1790.txt',\n", | |
| " 'v3.35.LETTER_XXXV.--TO_JOSHUA_JOHNSON,_August_7,1790.txt',\n", | |
| " 'v3.36.LETTER_XXXVI.--TO_WILLIAM_SHORT,_August_10,1790.txt',\n", | |
| " 'v3.37.LETTER_XXXVII.--TO_COLONEL_DAVID_HUMPHREYS,_August_11,_1790.txt',\n", | |
| " 'v3.38.LETTER_XXXVIII.--TO_GOUVERNEUR_MORRIS,_August_12,_1790.txt',\n", | |
| " 'v3.39.LETTER_XXXIX.--TO_GOVERNOR_HANCOCK,_August_24,_1790.txt',\n", | |
| " 'v3.40.LETTER_XL.--TO_SYLVANUS_BOURNE,_August_25,_1790.txt',\n", | |
| " 'v3.41.LETTER_XLI.--CIRCULAR_TO_THE_CONSULS,_August_26,_1790.txt',\n", | |
| " 'v3.42.LETTER_XLII.--TO_WILLIAM_SHORT,_August_26,_1790.txt',\n", | |
| " 'v3.43.LETTER_XLIII.--TO_M._LA_FOREST,_August_30,_1790.txt',\n", | |
| " 'v3.44.LETTER_XLIV.--TO_WILLIAM_SHORT,_August_31,1790.txt',\n", | |
| " 'v3.45.LETTER_XLV.--TO_GOUVERNEUR_MORRIS,_December_17,_1790.txt',\n", | |
| " 'v3.46.LETTER_XLVI.--TO_JOSHUA_JOHNSON,_December_17,_1790.txt',\n", | |
| " 'v3.47.LETTER_XLVII.--TO_JOSHUA_JOHNSON,_December_23,_1790.txt',\n", | |
| " 'v3.48.LETTER_XLVIII.--TO_CHARLES_HELLSTEDT,_February_14,1791.txt',\n", | |
| " 'v3.49.LETTER_XLIX.--TO_M._DE_PINTO,_February_21,1791.txt',\n", | |
| " 'v3.50.LETTER_L.--TO_WILLIAM_SHORT,_March_8,1791.txt',\n", | |
| " 'v3.51.LETTER_LI.--TO_THE_PRESIDENT_OF_THE_NATIONAL_ASSEMBLY,_March_8,_1791.txt',\n", | |
| " 'v3.52.LETTER_LII.--TO_WILLIAM_CARMICHAEL,_March_12,_1791.txt',\n", | |
| " 'v3.53.LETTER_LIII.--TO_WILLIAM_SHORT,_March_12,1791.txt',\n", | |
| " 'v3.54.LETTER_LIV.--TO_WILLIAM_SHORT,_March_15,_1791.txt',\n", | |
| " 'v3.55.LETTER_LV.--TO_WILLIAM_CARMICHAEL,_March_17,1791.txt',\n", | |
| " 'v3.56.LETTER_LVI.--TO_WILLIAM_SHORT,_March_19,_1791.txt',\n", | |
| " 'v3.57.LETTER_LVII.--TO_MR._OTTO,_March_29,_1791.txt',\n", | |
| " 'v3.58.LETTER--FROM_THE_PRESIDENT,_April_4,_1791.txt',\n", | |
| " 'v3.59.LETTER_LVIII.--TO_COLONEL_HUMPHREYS,_April_11,_1791.txt',\n", | |
| " 'v3.60.LETTER_LIX.--TO_WILLIAM_CARMICHAEL,_April_11,1791.txt',\n", | |
| " 'v3.61.LETTER_LX.--TO_WILLIAM_SHORT,_April_25,_1791.txt',\n", | |
| " 'v3.62.LETTER_LXI.--TO_MR._OTTO,_May_7,_1791.txt',\n", | |
| " 'v3.63.LETTER_LXII.--TO_THE_ATTORNEY_OF_THE_DISTRICT_OF_KENTUCKY,_May_7,1791.txt',\n", | |
| " 'v3.64.LETTER_LXIII.--TO_THOMAS_BARCLAY,_May_13,1791.txt',\n", | |
| " 'v3.65.LETTER_LXIV.--TO_FULWAR_SKIPWITH,_May_13,1791.txt',\n", | |
| " 'v3.66.LETTER_LXV.--TO_WILLIAM_CARMICHAEL,_May_16,_1791.txt',\n", | |
| " 'v3.67.LETTER_LXVI.--TO_COLONEL_HUMPHREYS,_July_13,1791.txt',\n", | |
| " 'v3.68.LETTER_LXVII.--TO_M._VAN_BERKEL,_July_14,1791.txt',\n", | |
| " 'v3.69.LETTER_LXVIII.--TO_GOUVERNEUR_MORRIS,_July_26,1791.txt',\n", | |
| " 'v3.70.LETTER_LXIX.--TO_WILLIAM_SHORT,_July_28,1791.txt',\n", | |
| " 'v3.71.LETTER_LXX.--TO_THE_PRESIDENT,_July_30,1791.txt',\n", | |
| " 'v3.72.LETTER_LXXI.--TO_GENERAL_KNOX,_August_10,_1791.txt',\n", | |
| " 'v3.73.LETTER_LXXII.--TO_THE_MINISTER_OF_FRANCE,_August_12,_1791.txt',\n", | |
| " 'v3.74.LETTER_LXXIII.--TO_SYLVANUS_BOURNE,_August_14,1791.txt',\n", | |
| " 'v3.75.LETTER_LXXIV.--TO_WILLIAM_SHORT,_August_29,_1791.txt',\n", | |
| " 'v3.76.LETTER_LXXV.--TO_M._LA_MOTTE,_August_30,_1791.txt',\n", | |
| " 'v3.77.LETTER_LXXVI.--TO_GOUVERNEUR_MORRIS,_August_30,_1791.txt',\n", | |
| " 'v3.78.LETTER_LXXVII.--TO_MONSIEUR_DE_TERNANT,_September_1,_1791.txt',\n", | |
| " 'v3.79.LETTER_LXXVIII.--TO_T._NEWTON,_September_8,_1791.txt',\n", | |
| " 'v3.80.LETTER_LXXIX.--TO_MR._HAMMOND,_October_26,1791.txt',\n", | |
| " 'v3.81.LETTER_LXXX.--TO_WILLIAM_CARMICHAEL,_November_6,_1791.txt',\n", | |
| " 'v3.82.LETTER_LXXXI.--TO_THE_PRESIDENT,_November_6,_1791.txt',\n", | |
| " 'v3.83.LETTER_LXXXII.--TO_MAJOR_THOMAS_PINCKNEY,_November_6,_1791.txt',\n", | |
| " 'v3.84.LETTER_LXXXIII.--TO_THE_PRESIDENT,_November_7,_1791.txt',\n", | |
| " 'v3.85.LETTER_LXXXIV.--TO_WILLIAM_SHORT,_November_24,_1791.txt',\n", | |
| " 'v3.86.LETTER_LXXXV.--TO_THE_ATTORNEY_GENERAL,_December_5,1791.txt',\n", | |
| " 'v3.87.LETTER_LXXXVI.--TO_MR._HAMMOND,_December_5,_1791.txt',\n", | |
| " 'v3.88.LETTER_LXXXVII.--TO_MR._HAMMOND,_December_12,_1791.txt',\n", | |
| " 'v3.89.LETTER_LXXXVIII.--TO_MR._HAMMOND,_December_13,_1791.txt',\n", | |
| " 'v3.90.LETTER_LXXXIX.--TO_THE_PRESIDENT,_December_23,_1791.txt',\n", | |
| " 'v3.91.LETTER_XC.--TO_THE_PRESIDENT,_January_4,_1792.txt',\n", | |
| " 'v3.92.LETTER_XCI.--TO_THOMAS_PINCKNEY,_January_17,_1792.txt',\n", | |
| " 'v3.94.LETTER_XCIII.--TO_WILLIAM_SHORT,_January_23,_1792.txt',\n", | |
| " 'v3.95.LETTER_XCIV.--TO_GOUVERNEUR_MORRIS,_January_23,_1792.txt',\n", | |
| " 'v3.96.LETTER_XCV.--TO_MR._HAMMOND,_February_2,_1792.txt',\n", | |
| " 'v3.97.LETTER_XCVI.--TO_MR._HAMMOND,_February_25,_1792.txt',\n", | |
| " 'v3.98.LETTER_XCVII.--TO_MESSRS._JOHNSON,_CARROL,_AND_STEWART,_March_6,_1792.txt',\n", | |
| " 'v3.100.LETTER_XCIX.--TO_MESSRS._CARMICHAEL_AND_SHORT,_March_18,_1792.txt',\n", | |
| " 'v3.101.LETTER_C.--TO_COLONEL_PICKERING,_March_28,_1792.txt',\n", | |
| " 'v3.102.LETTER_CI.--TO_MR._HAMMOND,_March_31,_1792.txt',\n", | |
| " 'v3.103.LETTER_CII.--TO_GOVERNOR_PINCKNEY,_April_1,_1792.txt',\n", | |
| " 'v3.104.LETTER_CIII.--TO_COLONEL_HUMPHREYS,_April_9,_1792.txt',\n", | |
| " 'v3.105.LETTER_CIV.--TO_MR._HAMMOND,_April_12,_1792.txt',\n", | |
| " 'v3.106.LETTER_CV.--TO_MR._HAMMOND,_April_13,1792.txt',\n", | |
| " 'v3.107.LETTER_CVI.--TO_THE_PRESIDENT,_April_13,_1792.txt',\n", | |
| " 'v3.108.LETTER_CVII.--TO_MESSRS._CARMICHAEL_AND_SHORT,_April_24,_1792.txt',\n", | |
| " 'v3.109.LETTER_CVIII.--TO_GOUVERNEUR_MORRIS,_April_28,1792.txt',\n", | |
| " 'v3.110.LETTER_CIX.--CIRCULAR_TO_THE_AMERICAN_CONSULS,_May_31,_1792.txt',\n", | |
| " 'v3.111.LETTER_CX.--TO_JOHN_PAUL_JONES,_June_1,_1792.txt',\n", | |
| " 'v3.112.LETTER_CXI.--TO_MR._PINCKNEY,_June_11,_1792.txt',\n", | |
| " 'v3.113.LETTER_CXII.--TO_THOMAS_PINCKNEY,_June_11,_1792.txt',\n", | |
| " 'v3.114.LETTER_CXIII.--TO_MR._PINCKNEY,_June_14,_1792.txt',\n", | |
| " 'v3.115.LETTER_CXIV.--TO_GOUVERNEUR_MORRIS,_June_16,_1792.txt',\n", | |
| " 'v3.116.LETTER_CXV.--TO_MR._VAN_BERCKEL,_July_2,1792.txt',\n", | |
| " 'v3.117.LETTER_CXVI.--TO_MR._PALESKE,_August_19,1792.txt',\n", | |
| " 'v3.118.LETTER_CXVII.--TO_THE_PRESIDENT,_August_19,_1792.txt',\n", | |
| " 'v3.119.LETTER_CXVIII.--TO_M._DE_TERNANT,_September_27,1792.txt',\n", | |
| " 'v3.120.LETTER_CXIX.--TO_MR._PINCKNEY,_October_12,1792.txt',\n", | |
| " 'v3.121.LETTER_CXX.--TO_MESSRS._CARMICHAEL_AND_SHORT,_October_14,1792.txt',\n", | |
| " 'v3.122.LETTER_CXXI.--TO_GOUVERNEUR_MORRIS,_October_15,_1792.txt',\n", | |
| " 'v3.123.LETTER_CXXII.--TO_M._DE_TERNANT,_October_16,1792.txt',\n", | |
| " 'v3.124.LETTER_CXXIII.--TO_MESSRS._VIAR_AND_JAUDENES,_November_1,_1792.txt',\n", | |
| " 'v3.125.LETTER_CXXIV.--TO_THE_PRESIDENT,_November_2,1792.txt',\n", | |
| " 'v3.126.LETTER_CXXV.--TO_MESSRS._CARMICHAEL_AND_SHORT,_November_3,_1792.txt',\n", | |
| " 'v3.127.LETTER_CXXVI.--TO_GOUVERNEUR_MORRIS,_November_7,_1792.txt',\n", | |
| " 'v3.128.LETTER_CXXVII.--TO_M._DE_TERNANT,_November_20,_1792.txt',\n", | |
| " 'v3.129.LETTER_CXXVIII.--TO_MR._RUTHERFORD,_December_25,_1792.txt',\n", | |
| " 'v3.130.LETTER_CXXIX.--TO_THE_SPEAKER_OF_THE_HOUSE,_January_2,_1793.txt',\n", | |
| " 'v3.131.LETTER_CXXX.--CIRCULAR_TO_THE_MINISTERS,_February_13,_1793.txt',\n", | |
| " 'v3.132.LETTER_CXXXI.--TO_MR._HAMMOND,_February_16,_1793.txt',\n", | |
| " 'v3.133.LETTER_CXXXII.--TO_M._DE_TERNANT,_February_17,_1793.txt',\n", | |
| " 'v3.134.LETTER_CXXXIII.--TO_M._DE_TERNANT,_February_20,_1793.txt',\n", | |
| " 'v3.135.LETTER_CXXXIV.--TO_THE_SPEAKER_OF_THE_HOUSE,_February_20,_1793.txt',\n", | |
| " 'v3.136.LETTER_CXXXV.--TO_GOUVERNEUR_MORRIS,_March_12,1793.txt',\n", | |
| " 'v3.137.LETTER_CXXXVI.--TO_GOUVERNEUR_MORRIS,_March_15,_1793.txt',\n", | |
| " 'v3.138.LETTER_CXXXVII.--TO_MR._PINCKNEY,_March_16,_1793.txt',\n", | |
| " 'v3.139.LETTER_CXXXVIII.--TO_COLONEL_HUMPHREYS,_March_21,_1793.txt',\n", | |
| " 'v3.140.LETTER_CXXXIX.--TO_COLONEL_HUMPHREYS,_March_22,_1793.txt',\n", | |
| " 'v3.141.LETTER_CXL.*--TO_MESSRS._CARMICHAEL_AND_SHORT,_March_23,_1793.txt',\n", | |
| " 'v3.142.LETTER_CXLI.--TO_MR._HAMMOND,_April_18,_1793.txt',\n", | |
| " 'v3.143.LETTER_CXLII.--TO_MR._PINCKNEY,_April_20,_1793.txt',\n", | |
| " 'v3.144.LETTER_CXLIII.--CIRCULAR_TO_MORRIS,_PINCKNEY,_AND_SHORT,_April_26,1793.txt',\n", | |
| " 'v3.145.LETTER_CXLIV.--TO_M._DE_TERNANT,_April_27,1793.txt',\n", | |
| " 'v3.146.LETTER_CXLV.--TO_M._DE_TERNANT,_May_3,1793.txt',\n", | |
| " 'v3.147.LETTER_CXLVI.--TO_MR._PINCKNEY,_May_7,_1793.txt',\n", | |
| " 'v3.148.LETTER_CXLVII.--TO_MR._HAMMOND,_May_15,_1793.txt',\n", | |
| " 'v3.149.LETTER_CXLVIII.*--TO_M._DE_TERNANT,_May_15,_1793.txt',\n", | |
| " 'v3.150.LETTER_CXLIX.--TO_THE_GOVERNOR_OF_VIRGINIA,_May_21,1793.txt',\n", | |
| " 'v3.151.LETTER_CL.--TO_MR._VAN_BERCKEL,_May_29,1793.txt',\n", | |
| " 'v3.152.LETTER_CLI.--TO_MESSRS._CARMICHAEL_AND_SHORT,_May_31,_1793.txt',\n", | |
| " 'v3.153.LETTER_CLII.--TO_MR._GENET,_June_5,1793.txt',\n", | |
| " 'v3.154.LETTER_CLIII.--TO_MR._HAMMOND,_June_5,_1793.txt',\n", | |
| " 'v3.156.LETTERS--RE_THE_LOST_MILLION,_June_10,_1793.txt',\n", | |
| " 'v3.155.LETTER_CLIV.--TO_GOUVERNEUR_MORRIS,_June_13,_1793.txt',\n", | |
| " 'v3.157.LETTER_CLV.--TO_GOUVERNEUR_MORRIS,_June_13,_1793.txt',\n", | |
| " 'v3.158.LETTER_CLVI.--TO_MR._PINCKNEY,_June_14,_1793.txt',\n", | |
| " 'v3.160.LETTER_CLVIII.--TO_MR._HAMMOND,_June_19,_1793.txt',\n", | |
| " 'v3.161.LETTER_CLIX.--TO_MESSRS._CARMICHAEL_AND_SHORT,_June_30,_1793.txt',\n", | |
| " 'v3.162.LETTER_CLX.--TO_THE_SUPREME_COURT_OF_THE_UNITED_STATES,_July_18,1793.txt',\n", | |
| " 'v3.163.LETTER_CLXI.--TO_MR._GENET,_July_24,1793.txt',\n", | |
| " 'v3.164.LETTER_CLXII.--TO_MR._GENET,_August_7,_1793.txt',\n", | |
| " 'v3.165.LETTER_CLXIII.--TO_GOUVERNEUR_MORRIS,_August_16,1793.txt',\n", | |
| " 'v3.166.LETTER_CLXIV.--CIRCULAR_TO_THE_MERCHANTS_OF_THE_U.S.,_August_23,_1793.txt',\n", | |
| " 'v3.167.LETTER_CLXV.--TO_MR._GORE,_September_2,_1793.txt',\n", | |
| " 'v3.168.LETTER_CLXVI.--TO_MR._HAMMOND,_September_5,_1793.txt',\n", | |
| " 'v3.169.LETTER_CLXVII.--TO_MR._PINCKNEY,_September_7,1793.txt',\n", | |
| " 'v3.170.LETTER_CLXVIII.--TO_MR._HAMMOND,_September_9,_1793.txt',\n", | |
| " 'v3.171.LETTER_CLXIX.--TO_MR._GENET,_September_9,_1793.txt',\n", | |
| " 'v3.172.LETTER_CLXX.--TO_COLONEL_HUMPHREYS,_September_11,_1793.txt',\n", | |
| " 'v3.173.LETTER_CLXXI.--TO_MR._GENET,_October_3,_1793.txt',\n", | |
| " 'v3.174.LETTER_CLXXII.--TO_MR._GENET,_November_8,1793.txt',\n", | |
| " 'v3.175.LETTER_CLXXIII.--TO_MR._GENET,_November_22,_1793.txt',\n", | |
| " 'v3.176.LETTER_CLXXIV.--TO_MR._GENET,_December_9,_1793.txt',\n", | |
| " 'v3.177.LETTER_CLXXV.--TO_THE_ATTORNEY_GENERAL_OF_THE_U.S.,_December_18,_1793.txt',\n", | |
| " 'v3.178.LETTER_CLXXVI.--TO_E._RANDOLPH,_February_3,_1794.txt',\n", | |
| " 'v3.179.LETTER_CLXXVII.--TO_JAMES_MADISON,_April_3,_1794.txt',\n", | |
| " 'v3.180.LETTER_CLXXVIII.--TO_TENCH_COXE,_May_1,1794.txt',\n", | |
| " 'v3.181.LETTER_CLXXIX.--TO_THE_PRESIDENT,_May_14,_1794.txt',\n", | |
| " 'v3.182.LETTER_CLXXX.--TO_THE_SECRETARY_OF_STATE,_September_7,_1794.txt',\n", | |
| " 'v3.183.LETTER_CLXXXI.--TO_JAMES_MADISON,_December_28,_1794.txt',\n", | |
| " \"v3.184.LETTER_CLXXXII.--TO_M._D'IVERNOIS,_February_6,1795.txt\",\n", | |
| " 'v3.185.LETTER_CLXXXIII.--TO_JAMES_MADISON,_April_27,_1795.txt',\n", | |
| " 'v3.186.LETTER_CLXXXIV.--TO_WILLIAM_B._GILES,_April_27,_1795.txt',\n", | |
| " 'v3.187.LETTER_CLXXXV.--TO_MANN_PAGE,_August_30,_1795.txt',\n", | |
| " 'v3.189.LETTER_CLXXXVII.--TO_EDWARD_RUTLEDGE,_November_30,_1795.txt',\n", | |
| " 'v3.190.LETTER_CLXXXVIII.--TO_WILLIAM_B._GILES,_December_31,_1795.txt',\n", | |
| " 'v3.191.LETTER_CLXXXIX.--TO_JAMES_MADISON,_March_6,_1796.txt',\n", | |
| " 'v3.193.LETTER_CXCI.--TO_COLONEL_MONROE,_March_21,_1796.txt',\n", | |
| " 'v3.194.LETTER_CXCII.--TO_JAMES_MADISON,_March_27,1796.txt',\n", | |
| " 'v3.195.LETTER_CXCIII.--TO_JAMES_MADISON,_April_19,_1796.txt',\n", | |
| " 'v3.196.LETTER_CXCIV.*--TO_P._MAZZEI,_April_24,_1796.txt',\n", | |
| " 'v3.197.LETTER_CXCV.--TO_COLONEL_MONROE,_June_12,_1796.txt',\n", | |
| " 'v3.198.LETTER_CXCVI.--TO_THE_PRESIDENT,_June_19,_1796.txt',\n", | |
| " 'v3.199.LETTER_CXCVII.--TO_M._DE_LA_FAYETTE,_June_19,_1796.txt',\n", | |
| " 'v3.200.LETTER_CXCVIII.--TO_JONATHAN_WILLIAMS,_July_3,1796.txt',\n", | |
| " 'v3.201.LETTER_CXCIX.--TO_COLONEL_MONROE,_July_10,_1796.txt',\n", | |
| " 'v3.203.LETTER_CCI.--TO_EDWARD_RUTLEDGE,_December_27,_1796.txt',\n", | |
| " 'v3.204.LETTER_CCII.--TO_JOHN_ADAMS,_December_28,1796.txt',\n", | |
| " 'v3.205.LETTER_CCIII.--to_James_Madison,_January_1,_1797.txt',\n", | |
| " 'v3.206.LETTER_CCIV.--TO_MR._VOLNEY,_January_8,_1797.txt',\n", | |
| " 'v3.207.LETTER_CCV.--TO_HENRY_TAZEWELL,_January_16,_1797.txt',\n", | |
| " 'v3.208.LETTER_CCVI.--TO_JAMES_MADISON,_January_16,_1797.txt',\n", | |
| " 'v3.209.LETTER_CCVII.--TO_JAMES_MADISON,_January_22,_1797.txt',\n", | |
| " 'v3.210.LETTER_CCVIII.--TO_JAMES_MADISON,_January_30,_1797.txt',\n", | |
| " 'v3.211.LETTER_CCIX.--TO_JAMES_SULLIVAN,_February_9,_1797.txt',\n", | |
| " 'v3.212.LETTER_CCX.--TO_ELBRIDGE_GERRY,_May_13,_1797.txt',\n", | |
| " 'v3.213.LETTER_CCXI.--TO_GENERAL_GATES,_May_30,1797.txt',\n", | |
| " 'v3.214.LETTER_CCXII.--TO_JAMES_MADISON,_June_1,_1797.txt',\n", | |
| " 'v3.215.LETTER_CCXIII.--TO_COLONEL_BURR,_June_17,1797.txt',\n", | |
| " 'v3.216.LETTER_CCXIV.--TO_ELBRIDGE_GERRY,_June_21,_1797.txt',\n", | |
| " 'v3.217.LETTER_CCXV.--TO_EDWARD_RUTLEDGE,_June_24,_1797.txt',\n", | |
| " 'v3.218.LETTER,_CCXVI.--TO_JAMES_MADISON,_August_3,_1797.txt',\n", | |
| " 'v3.219.LETTER_CCXVII.--TO_COLONEL_ARTHUR_CAMPBELL,_September_1,_1797.txt',\n", | |
| " 'v3.220.LETTER_CCXVIII.--TO_JAMES_MONROE,_September_7,_1797.txt',\n", | |
| " 'v3.221.LETTER_CCXIX.--TO_JAMES_MADISON,_January_3,_1798.txt',\n", | |
| " 'v3.222.LETTER_CCXX.--TO_JAMES_MADISON,_January_25,_1798.txt',\n", | |
| " 'v3.223.LETTER_CCXXI.--TO_JAMES_MADISON,_February_8,_1798.txt',\n", | |
| " 'v3.224.LETTER_CCXXII.--TO_JAMES_MADISON,_February_15,_1798.txt',\n", | |
| " 'v3.225.LETTER_CCXXIII.--TO_GENERAL_GATES,_February_21,_1798.txt',\n", | |
| " 'v3.226.LETTER_CCXXIV.--TO_JAMES_MADISON,_February_22,_1798.txt',\n", | |
| " 'v3.227.LETTER_CCXXV.--TO_JAMES_MADISON,_March_2,_1798.txt',\n", | |
| " 'v3.228.LETTER_CCXXVI.--TO_JAMES_MADISON,_March_15,_1798.txt',\n", | |
| " 'v3.229.LETTER_CCXXVII.--TO_JAMES_MADISON,_March_21,_1798.txt',\n", | |
| " 'v3.230.LETTER_CCXXVIII.--TO_JAMES_MADISON,_March_29,_1798.txt',\n", | |
| " 'v3.231.LETTER_CCXXIX.--TO_JAMES_MADISON,_April_5,_1798.txt',\n", | |
| " 'v3.232.LETTER_CCXXX.--TO_JAMES_MADISON,_April_6,_1798.txt',\n", | |
| " 'v3.233.LETTER_CCXXXI.--TO_JAMES_MADISON,_April_12,_1798.txt',\n", | |
| " 'v3.234.LETTER_CCXXXII.--TO_JAMES_MADISON,_April_26,_1798.txt',\n", | |
| " 'v3.235.LETTER_CCXXXIII.--TO_JAMES_MADISON,_May_3,_1798.txt',\n", | |
| " 'v3.236.LETTER_CCXXXIV.--TO_JAMES_LEWIS,_JUNIOR,_May_9,_1798.txt',\n", | |
| " 'v3.237.LETTER_CCXXXV.--TO_JAMES_MADISON,_May_31,_1798.txt',\n", | |
| " 'v3.238.LETTER_CCXXXVI.--TO_JOHN_TAYLOR,_June_1,_1798.txt',\n", | |
| " 'v3.239.LETTER_CCXXXVII.--TO_GENERAL_KOSCIUSKO,_June_1,_1798.txt',\n", | |
| " 'v3.240.LETTER_CCXXXVIII.--TO_JAMES_MADISON,_June_21,_1798.txt',\n", | |
| " 'v3.241.LETTER_CCXXXIX.--TO_SAMUEL_SMITH,_August_22,_1798.txt',\n", | |
| " 'v3.242.LETTER_CCXL.--TO_A._H._ROWAN,_September_26,_1798.txt',\n", | |
| " 'v3.243.LETTER_CCXLI.--TO_STEPHENS_THOMPSON_MASON,_October_11,_1798.txt',\n", | |
| " 'v3.244.LETTER_CCXLII.--TO_JOHN_TAYLOR,_November_26,_1798.txt',\n", | |
| " 'v3.245.LETTER_CCXLIII.--TO_JAMES_MADISON,_January_3,_1799.txt',\n", | |
| " 'v3.246.LETTER_CCXLIV.--TO_JAMES_MADISON,_January_16,_1799.txt',\n", | |
| " 'v3.248.LETTER_CCXLVI.--TO_EDMUND_PENDLETON,_January_29,_1799.txt',\n", | |
| " 'v3.249.LETTER_CCXLVII.--TO_JAMES_MADISON,_February_5,_1799.txt',\n", | |
| " 'v3.250.LETTER_CCXLVIII.--TO_EDMUND_PENDLETON,_February_14,_1799.txt',\n", | |
| " 'v3.251.LETTER_CCXLIX.--TO_JAMES_MADISON,_February_19,_1799.txt',\n", | |
| " 'v3.252.LETTER_CCL.--TO_GENERAL_KOSCIUSKO,_February_21,_1799.txt',\n", | |
| " 'v3.253.LETTER_CCLI.--TO_JAMES_MADISON,_February_26,_1799.txt',\n", | |
| " 'v3.254.LETTER_CCLII.--TO_T._LOMAX,_March_12,_1799.txt',\n", | |
| " 'v3.20.LETTER_XX.--TO_MR._VANDERKEMP,_March_31,_1799.txt',\n", | |
| " 'v3.255.LETTER_CCLIII.--TO_EDMUND_RANDOLPH,_August_18,_1799.txt',\n", | |
| " 'v3.256.LETTER_CCLIV.--TO_WILSON_C._NICHOLAS,_September_5,_1799.txt',\n", | |
| " 'v3.257.LETTER_CCLV.--TO_JAMES_MADISON,_November_22,_1799.txt',\n", | |
| " 'v3.258.LETTER_CCLVI.--TO_COLONEL_MONROE,_January_12,_1800.txt',\n", | |
| " 'v3.260.LETTER_CCLVIII.--TO_JAMES_MADISON,_March_4,_1800.txt',\n", | |
| " 'v3.261.LETTER_CCLIX.--TO_JAMES_MADISON,_May_12,_1800.txt',\n", | |
| " 'v3.262.LETTER_CCLX.--TO_GIDEON_GRANGER,_August_13,_1800.txt',\n", | |
| " \"v3.263.LETTER_CCLXI.--TO_URIAH_M'GREGORY,_August_13,_1800.txt\",\n", | |
| " 'v3.264.LETTER_CCLXII.--TO_DOCTOR_RUSH,_September_23,_1800.txt',\n", | |
| " 'v3.265.LETTER,_CCLXIII.--TO_ROBERT_R._LIVINGSTON,_December_14,_1800.txt',\n", | |
| " 'v3.266.LETTER_CCLXIV.--TO_COLONEL_BURR,_December_15,1800.txt',\n", | |
| " 'v3.267.LETTER_CCLXV.--TO_JUDGE_BRECKENRIDGE,_December_18,1800.txt',\n", | |
| " 'v3.268.LETTER_CCLXVI.--TO_JAMES_MADISON,_December_19,1800.txt',\n", | |
| " 'v3.269.LETTER_CCLXVII.--TO_JAMES_MADISON,_December_26,_1800.txt',\n", | |
| " 'v3.270.LETTER_CCLXVIII.--TO_COLONEL_BURR,_February_1,_1801.txt',\n", | |
| " \"v3.271.LETTER_CCLXIX.--TO_GOVERNOR_M'KEAN,_February_2,_1801.txt\",\n", | |
| " 'v3.272.LETTER_CCLXX.--TO_TENCH_COXE,_February_11,1801.txt',\n", | |
| " 'v3.273.LETTER_CCLXXI.--TO_JAMES_MONROE,_February_15,_1801.txt',\n", | |
| " 'v3.274.LETTER_CCLXXII.--TO_JAMES_MADISON,_February_18,1801.txt',\n", | |
| " 'v3.275.LETTER_CCLXXIII.--TO_JOHN_DICKINSON,_March_6,_1801.txt',\n", | |
| " 'v3.276.LETTER_CCLXXIV.--TO_COLONEL_MONROE,_March_7,_1801.txt',\n", | |
| " \"v3.277.LETTER_CCLXXV.--TO_GOVERNOR_M'KEAN,_March_9,_1801.txt\",\n", | |
| " 'v3.278.LETTER_CCLXXVI.--TO_JOEL_BARLOW,_March_14,_1801.txt',\n", | |
| " 'v3.279.LETTER_CCLXXVII.--TO_THOMAS_PAINE,_March_18,_1801.txt',\n", | |
| " 'v3.280.LETTER_CCLXXVIII.--TO_M._DE_REYNEVAL,_March_20,_1801.txt',\n", | |
| " 'v3.281.LETTER_CCLXXIX.--TO_DOCTOR_JOSEPH_PRIESTLEY,_March_21,_1801.txt',\n", | |
| " 'v3.282.LETTER_CCLXXX.--TO_MOSES_ROBINSON,_March_23,1801.txt',\n", | |
| " 'v3.283.LETTER_CCLXXXI.--TO_WILLIAM_B._GILES,_March_23,_1801.txt',\n", | |
| " 'v3.284.LETTER_CCLXXXII.--TO_SAMUEL_ADAMS,_March_29,_1801.txt',\n", | |
| " 'v3.285.LETTER_CCLXXXIII..--TO_ELBRIDGE_GERRY,_March_29,_1801.txt',\n", | |
| " 'v3.286.LETTER_CCLXXXIV.--TO_GIDEON_GRANGER,_May_3,_1801.txt',\n", | |
| " 'v3.287.LETTER_CCLXXXV.--TO_NATHANIEL_MACON,_May_14,_1801.txt',\n", | |
| " 'v3.288.LETTER_CCLXXXVI.--TO_LEVI_LINCOLN,_July_11,_1801.txt',\n", | |
| " 'v3.289.LETTER_CCLXXXVII.--TO_GOVERNOR_MONROE,_July_11,_1801.txt',\n", | |
| " 'v3.290.LETTER_CCLXXXVIII.--TO_A_COMMITTEE_OF_MERCHANTS,_July_12,_1801.txt',\n", | |
| " 'v3.291.LETTER_CCLXXXIX.--TO_LEVI_LINCOLN,_August_26,_1801.txt',\n", | |
| " 'v3.292.LETTER_CCXC.--TO_ROBERT_R._LIVINGSTON,_September_9,_1801.txt',\n", | |
| " 'v3.293.LETTER_CCXCI.--TO_WILLIAM_SHORT,_October_3,_1801.txt',\n", | |
| " 'v3.294.LETTER_CCXCII.--TO_THE_HEADS_OF_THE_DEPARTMENTS,_November_6,_1801.txt',\n", | |
| " 'v3.295.LETTER_CCXCIII.--TO_JOHN_DICKINSON,_December_19,_1801.txt',\n", | |
| " 'v3.296.LETTER_CCXCIV.--TO_ALBERT_GALLATIN,_April_1,1802.txt',\n", | |
| " 'v3.297.LETTER_CCXCV.--TO_GENERAL_KOSCIUSKO,_April_2,1802.txt',\n", | |
| " 'v3.298.LETTER_CCXCVI.--TO_ROBERT_R._LIVINGSTON,_April_18,_1802.txt',\n", | |
| " 'v3.299.LETTER_CCXCVII.--TO_GOVERNOR_MONROE,_July_15,_1802.txt',\n", | |
| " 'v3.300.LETTER_CCXCVIII.--TO_GOVERNOR_MONROE,_July_17,_1802.txt',\n", | |
| " 'v3.301.LETTER_CCXCIX.--TO_ROBERT_R._LIVINGSTON,_October_10,_1802.txt',\n", | |
| " 'v3.302.LETTER_CCC.--TO_ALBERT_GALLATIN,_October_13,_1802.txt',\n", | |
| " 'v3.303.LETTER_CCCI.--TO_LEVI_LINCOLN,_October_25,_1802.txt',\n", | |
| " 'v3.304.LETTER_CCCII.--TO_GOVERNOR_MONROE,_January_13,1803.txt',\n", | |
| " 'v3.305.LETTER_CCCIII.--TO_M._DUPONT,_February_1,_1803.txt',\n", | |
| " 'v3.306.LETTER_CCCIV.--TO_DOCTOR_BENJAMIN_RUSH,_April_21,_1803.txt',\n", | |
| " 'v3.307.LETTER_CCCV.--TO_GENERAL_GATES,_July_11,_1803.txt',\n", | |
| " 'v3.308.LETTER_CCCVI.--TO_MR._BRECKENRIDGE,_August_12,_1803.txt',\n", | |
| " 'v4.1.LETTER_I.--TO_LEVI_LINCOLN,_August_30,_1803.txt',\n", | |
| " 'v4.2.LETTER_II.--TO_WILSON_C_NICHOLAS,_September_7,_1803.txt',\n", | |
| " 'v4.3.LETTER_III.--TO_DOCTOR_BENJAMIN_RUSH,_October_4,_1803.txt',\n", | |
| " 'v4.4.LETTER_IV.--TO_M._DUPONT_DE_NEMOURS,_November_1,_1803.txt',\n", | |
| " 'v4.5.LETTER_V.--TO_ROBERT_R._LIVINGSTON,_November_4,1803.txt',\n", | |
| " 'v4.6.LETTER_VI.--TO_DAVID_WILLIAMS,_November_14,_1803.txt',\n", | |
| " 'v4.7.LETTER_VII.--TO_JOHN_RANDOLH,_December_1,_1803.txt',\n", | |
| " 'v4.8.LETTER_VIII.--T0_MR._GALLATIN,_December_13,_1803.txt',\n", | |
| " 'v4.9.LETTER_IX.--TO_DOCTOR_PRIESTLEY,_January_29,_1804.txt',\n", | |
| " 'v4.10.LETTER_X.--TO_ELBRIDGE_GERRY,_March_3,_1804.txt',\n", | |
| " 'v4.11.LETTER_XI.--TO_GIDEON_GRANGER,_April_16,_1804.txt',\n", | |
| " 'v4.12.LETTER_XII.--TO_MRS._ADAMS,_June_13,1804.txt',\n", | |
| " 'v4.13.LETTER_XIII.--TO_GOVERNOR_PAGE,_June_25,_1804.txt',\n", | |
| " 'v4.14.LETTER,_XIV.--TO_P._MAZZEI,_July_18,_1804.txt',\n", | |
| " 'v4.15.LETTER_XV.--TO_MRS._ADAMS,_July_22,_1804.txt',\n", | |
| " 'v4.16.LETTER_XVI.--TO_JAMES_MADISON,_August_15,_1804.txt',\n", | |
| " 'v4.17.LETTER_XVII.--TO_GOVERNOR_CLAIBORNE,_August_30,_1804.txt',\n", | |
| " 'v4.18.LETTER_XVIII.--TO_MRS._ADAMS,_September_11,_1804.txt',\n", | |
| " 'v4.19.LETTER_XIX.--TO_MR._NICHOLSON,_January_29,_1805.txt',\n", | |
| " 'v4.20.LETTER_XX.--TO_MR._VOLNEY,_February_8,_1805.txt',\n", | |
| " 'v4.21.LETTER_XXI.--TO_JUDGE_TYLER,_March_29,_1805.txt',\n", | |
| " 'v4.22.LETTER_XXII.--TO_DOCTOR_LOGAN,_May_11,_1805.txt',\n", | |
| " 'v4.23.LETTER_XXIII.--TO_JUDGE_SULLIVAN,_May_21,_1805.txt',\n", | |
| " 'v4.24.LETTER_XXIV.--TO_THOMAS_PAINE,_June_5,_1805.txt',\n", | |
| " 'v4.25.LETTER_XXV.--TO_DOCTORS_ROGERS_AND_SLAUGHTER,_March_2,_1806.txt',\n", | |
| " 'v4.26.LETTER_XXVI.--TO_MR._DUANE,_March_22,_1806.txt',\n", | |
| " 'v4.27.LETTER_XXVII.--TO_WILSON_C._NICHOLAS,_March_24,1806.txt',\n", | |
| " 'v4.28.LETTER_XXVIII.--TO_WILSON_C._NICHOLAS,_April_13,_1806.txt',\n", | |
| " 'v4.29.LETTER_XXIX.--TO_MR._HARRIS,_April_18,_1806.txt',\n", | |
| " 'v4.31.LETTER_XXXI.--TO_COLONEL_MONROE,_May_4,_1806.txt',\n", | |
| " 'v4.32.LETTER_XXXII.--TO_GENERAL_SMITH,_May_4,1806.txt',\n", | |
| " 'v4.33.LETTER_XXXIII.--TO_MR_DIGGES,_July_1,_1806.txt',\n", | |
| " 'v4.34.LETTER_XXXIV.--TO_MR._BIDWELL,_July_5,_1806.txt',\n", | |
| " 'v4.35.LETTER_XXXV.--TO_MR._BOWDOIN,_July_10,_1806.txt',\n", | |
| " 'v4.36.LETTER_XXXVI.--TO_W._A._BURWELL,_September_17,_1806.txt',\n", | |
| " 'v4.37.LETTER_XXXVII.--TO_ALBERT_GALLATIN,_October_12,_1806.txt',\n", | |
| " 'v4.38.LETTER_XXXVIII.--TO_JOHN_DICKINSON,_January_13,_1807.txt',\n", | |
| " 'v4.39.LETTER_XXXIX,--TO_WILSON_C._NICHOLAS,_February_28,1807.txt',\n", | |
| " 'v4.40.LETTER_XL.--TO_JAMES_MONROE,_March_21,_1807.txt',\n", | |
| " 'v4.41.LETTER_XLI.--M._LE_COMTE_DIODATI,_March_29,_1807.txt',\n", | |
| " 'v4.42.LETTER_XLII.--TO_MR._BOWDOIN,_April_2,_1807.txt',\n", | |
| " 'v4.43.LETTER_XLIII.--TO_WILLIAM_B._GILES,_April_20,_1807.txt',\n", | |
| " 'v4.44.LETTER_XLIV.--TO_GEORGE_HAY,_June_2,_1807.txt',\n", | |
| " 'v4.45.LETTER_XLV.--TO_ALBERT_GALLATIN,_June_3,_1807.txt',\n", | |
| " 'v4.46.LETTER_XLVI.--TO_GEORGE_HAY,_June_5,_1807.txt',\n", | |
| " 'v4.47.LETTER_XLVII.--TO_DOCTOR_HORATIO_TURPIN,_June_10,_1807.txt',\n", | |
| " 'v4.48.LETTER_XLVIII.--TO_JOHN_NORVELL,_June_11,_1807.txt',\n", | |
| " 'v4.49.LETTER_XLIX.--TO_WILLIAM_SHORT,_June_12,_1807.txt',\n", | |
| " 'v4.50.LETTER_L.--TO_GEORGE_HAY,_June_12,_1807.txt',\n", | |
| " 'v4.51.LETTER_LI.--TO_GEORGE_HAY,_June_17,_1807.txt',\n", | |
| " 'v4.52.LETTER_LII.--TO_GEORGE_HAY,_June_19,1807.txt',\n", | |
| " 'v4.53.LETTER_LIII.--TO_GOVERNOR_SULLIVAN,_June_19,_1807.txt',\n", | |
| " 'v4.54.LETTER_LIV.--TO_GEORGE_HAY,_June_20,_1807.txt',\n", | |
| " 'v4.55.LETTER_LV.--TO_DOCTOR_WISTAR,_June_21,_1807.txt',\n", | |
| " 'v4.56.LETTER_LVI.--TO_MR._BOWDOIN,_July_10,_1807.txt',\n", | |
| " 'v4.57.LETTER_LVII.--TO_THE_MARQUIS_DE_LA_FAYETTE,_July_14,_1807.txt',\n", | |
| " 'v4.58.LETTER_LVIII.--TO_JOHN_PAGE,_July_17,_1807.txt',\n", | |
| " 'v4.59.LETTER_LIX.--TO_WILLIAM_DUANE,_July_20,_1807.txt',\n", | |
| " 'v4.60.LETTER_LX.--TO_GEORGE_HAY,_August_20,_1807.txt',\n", | |
| " 'v4.61.LETTER_LXI.--TO_GEORGE_HAY,_September_4,_1807.txt',\n", | |
| " 'v4.62.LETTER_LXII.--TO_GEORGE_HAY,_September_7,_1807.txt',\n", | |
| " 'v4.63.LETTER_LXIII.--TO_THE_REV._MR._MILLAR,_January_23,_1808.txt',\n", | |
| " 'v4.64.LETTER_LXIV.--TO_COLONEL_MONROE,_February_18,_1808.txt',\n", | |
| " 'v4.65.LETTER_LXV.--TO_COLONEL_MONROE,_March_10,_1808.txt',\n", | |
| " 'v4.66.LETTER_LXVI.--TO_RICHARD_M._JOHNSON,_March_10,_1808.txt',\n", | |
| " 'v4.67.LETTER_LXVII.--TO_LEVI_LINCOLN,_March_23,_1808.txt',\n", | |
| " 'v4.68.LETTER_LXVIII.--TO_CHARLES_PINCKNEY,_March_30,_1808.txt',\n", | |
| " 'v4.69.LETTER_LXIX.--TO_DOCTOR_LEIB,_June_23,_1808.txt',\n", | |
| " 'v4.70.LETTER_LXX.--TO_ROBERT_L._LIVINGSTON,_October_15,_1808.txt',\n", | |
| " 'v4.71.LETTER_LXXI.--TO_DOCTOR_JAMES_BROWN,_October_27,_1808.txt',\n", | |
| " 'v4.72.LETTER_LXXII.--TO_LIEUTENANT_GOVERNOR_LINCOLN,_November_13,_1808.txt',\n", | |
| " 'v4.73.LETTER_LXXIII.--TO_THOMAS_JEFFERSON_RANDOLPH,_November_24,_1808.txt',\n", | |
| " 'v4.74.LETTER_LXXIV.--TO_DOCTOR_EUSTIS,_January_14,_1809.txt',\n", | |
| " 'v4.75.LETTER_LXXV.--TO_COLONEL_MONROE,_January_28,_1809.txt',\n", | |
| " 'v4.76.LETTER_LXXVI.--TO_THOMAS_MANN_RANDOLPH,_February_7,_1809.txt',\n", | |
| " 'v4.77.LETTER_LXXVII.--TO_JOHN_HOLLINS,_February_19,_1809.txt',\n", | |
| " 'v4.78.LETTER_LXXVIII.--TO_M._DUPONT_DE_NEMOURS,_March_2,_1809.txt',\n", | |
| " 'v4.79.LETTER_LXXIX.--TO_THE_PRESIDENT,_March_17,_1809.txt',\n", | |
| " 'v4.80.LETTER_LXXX.--TO_THE_INHABITANTS_OF_ALBEMARLE_COUNTY,_April_3,_1809.txt',\n", | |
| " 'v4.81.LETTER_LXXXI.--TO_WILSON_C._NICHOLAS,_June_13,_1809.txt',\n", | |
| " 'v4.82.LETTER_LXXXII.--TO_THE_PRESIDENT,_August_17,_1809.txt',\n", | |
| " 'v4.83.LETTER_LXXXIII.--TO_DOCTOR_BARTON,_September_21,_1809.txt',\n", | |
| " 'v4.84.LETTER_LXXXIV.--TO_DON_VALENTINE_DE_FORONDA,_October_4,_1809.txt',\n", | |
| " 'v4.85.LETTER_LXXXV.--TO_ALBERT_GALLATIN,_October_11,_1809.txt',\n", | |
| " 'v4.86.LETTER_LXXXVI.--TO_CASAR_A._RODNEY,_February_10,_1810.txt',\n", | |
| " 'v4.87.LETTER_LXXXVII.*--TO_SAMUEL_KERCHEVAL,_February_19,1810.txt',\n", | |
| " 'v4.88.LETTER_LXXXVIII.--TO_GENERAL_KOSCIUSKO,_February_26,_1810.txt',\n", | |
| " 'v4.89.LETTER_LXXXIX.--TO_DOCTOR_JONES,_March_5,_1810.txt',\n", | |
| " 'v4.90.LETTER_XC.--TO_GOVERNOR_LANGDON,_March_5,_1810.txt',\n", | |
| " 'v4.91.LETTER_XCI.--TO_GENERAL_DEARBORN,_July_16,1810.txt',\n", | |
| " 'v4.92.LETTER_XCII.--TO_J._B._COLVIN,_September_20,_1810.txt',\n", | |
| " 'v4.93.LETTER_XCIII.--TO_MR._LAW,_January_15,_1811.txt',\n", | |
| " 'v4.94.LETTER_XCIV.--TO_DOCTOR_BENJAMIN_RUSH,_January_16,_1811.txt',\n", | |
| " 'v4.95.LETTER_XCV.--TO_M._DESTUTT_TRACY,_January_26,_1811.txt',\n", | |
| " 'v4.96.LETTER_XCVI.--TO_COLONEL_MONROE,_May_5,_1811.txt',\n", | |
| " 'v4.97.LETTER_XCVII.--TO_GENERAL_DEARBORN,_August_14,_1811.txt',\n", | |
| " 'v4.99.LETTER_XCIX.--TO_JOHN_ADAMS,_January_21,_1812.txt',\n", | |
| " 'v4.100.LETTER_C.--TO_JOHN_ADAMS,_April_20,_1812.txt',\n", | |
| " 'v4.101.LETTER_CI.--TO_JAMES_MAURY,_April_25,_1812.txt',\n", | |
| " 'v4.102.LETTER_CII.--TO_THE_PRESIDENT,_May_30,_1812.txt',\n", | |
| " 'v4.103.LETTER_CIII.--TO_ELBRIDGE_GERRY,_June_11,_1812.txt',\n", | |
| " 'v4.104.LETTER_CIV.--TO_JUDGE_TYLER,_June_17,1812.txt',\n", | |
| " 'v4.105.LETTER_CV.--TO_COLONEL_WILLIAM_DUANE,_October_1,_1812.txt',\n", | |
| " 'v4.106.LETTER_CVI.--TO_MR._MELISH,_January_13,_1813.txt',\n", | |
| " 'v4.108.LETTER_CVIII.--TO_JOHN_ADAMS,_May_27,_1813.txt',\n", | |
| " 'v4.109.LETTER_CIX.--TO_JOHN_ADAMS,_June_15,_1813.txt',\n", | |
| " 'v4.111.LETTER_CXI.--TO_JOHN_ADAMS,_June_21,_1813.txt',\n", | |
| " 'v4.110.LETTER_CX.--TO_JOHN_W._EPPES,_June_24,_1813.txt',\n", | |
| " 'v4.112.LETTER_CXII.--TO_JOHN_ADAMS,_August_22,_1813.txt',\n", | |
| " 'v4.114.LETTER_CXIV.--TO_JOHN_ADAMS,_October_13,_1813.txt',\n", | |
| " 'v4.115.LETTER_CXV.--TO_JOHN_ADAMS,_October_28,_1813.txt',\n", | |
| " 'v4.113.LETTER_CXIII.--TO_JOHN_W._EPPES,_November_6,_1813.txt',\n", | |
| " 'v4.116.LETTER_CXVI.--TO_THOMAS_LIEPER,_January_1,_1814.txt',\n", | |
| " 'v4.117.LETTER_CXVII.--TO_DOCTOR_WALTER_JONES,_January_2,1814.txt',\n", | |
| " 'v4.118.LETTER_CXVIII.--TO_JOSEPH_C._CABELL,_January_31,_1814.txt',\n", | |
| " 'v4.119.LETTER_CXIX.--TO_JOHN_ADAMS,_July_5,_1814.txt',\n", | |
| " 'v4.120.LETTER_CXX.--TO_COLONEL_MONROE,_January_1,_1815.txt',\n", | |
| " 'v4.121.LETTER_CXXI.--TO_THE_MARQUIS_DE_LA_FAYETTE,_February_14,_1815.txt',\n", | |
| " 'v4.122.LETTER_CXXII.*--TO_MR._WENDOVER,_March_13,_1815.txt',\n", | |
| " 'v4.123.LETTER_CXXIII.--TO_CASAR_A._RODNEY,_March_16,_1815.txt',\n", | |
| " 'v4.124.LETTER_CXXIV.--TO_GENERAL_DEARBORN,_March_17,_1815.txt',\n", | |
| " 'v4.125.LETTER_CXXV.--TO_THE_PRESIDENT,_March_23,1815.txt',\n", | |
| " 'v4.126.LETTER_CXXVI.--TO_JOHN_ADAMS,_June_10,1815.txt',\n", | |
| " 'v4.127.LETTER_CXXVII.--TO_MR._LEIPER,_June_12,_1815.txt',\n", | |
| " 'v4.128.LETTER_CXXVIII.--TO_JOHN_ADAMS,_August_10,1815.txt',\n", | |
| " 'v4.133.LETTER_CXXXIII.*--TO_BENJAMIN_AUSTIN,_January_9,_1816.txt',\n", | |
| " 'v4.129.LETTER_CXXIX.--TO_DABNEY_CARR,_January_19,_1816.txt',\n", | |
| " 'FEATURED_to_John_Wayles_Eppes,_April_1,_1816.txt',\n", | |
| " 'v4.130.LETTER_CXXX.--TO_JOHN_ADAMS,_April_8,_1816.txt',\n", | |
| " 'v4.131.LETTER_CXXXI.--TO_JOHN_TAYLOR,_May_28,1816.txt',\n", | |
| " 'v4.132.LETTER_CXXXII.--TO_FRANCIS_W._GILMER,_June_7,1816.txt',\n", | |
| " 'v4.134.LETTER_CXXXIV.--TO_WILLIAM_H._CRAWFORD,_June_20,_1816.txt',\n", | |
| " 'v4.135.LETTER_CXXXV.--TO_SAMUEL_KERCHIVAL,_July_12,_1816.txt',\n", | |
| " 'v4.136.LETTER_CXXXVI.--TO_JOHN_TAYLOR,_July_21,_1816.txt',\n", | |
| " 'v4.137.LETTER_CXXXVII.--TO_SAMUEL_KERCHIVAL,_September_5,_1816.txt',\n", | |
| " 'v4.138.LETTER_CXXXVIII.--TO_JOHN_ADAMS,_October_14,_1816.txt',\n", | |
| " 'v4.140.LETTER_CXL.--TO_JOHN_ADAMS,_May_5,_1817.txt',\n", | |
| " 'v4.141.LETTER_CXLI.--TO_MARQUIS_DE_LA_FAYETTE,_May_14,_1817.txt',\n", | |
| " 'v4.142.LETTER_CXLII.--TO_ALBERT_GALLATIN,_June_16,_1817.txt',\n", | |
| " 'v4.143.LETTER_CXLIII.--TO_JOHN_ADAMS,_May_17,_1818.txt',\n", | |
| " 'v4.107.LETTER_CVII.--TO_MADAME_LA_BARONNE_DE_STAEL-HOLSTEIN,_May_24,_1818.txt',\n", | |
| " 'v4.144.LETTER_CXLIV.--TO_JOHN_ADAMS,_November_13,_1818.txt',\n", | |
| " 'v4.145.LETTER_CXLV.--TO_ROBERT_WALSH,_December_4,_1818.txt',\n", | |
| " 'v4.146.LETTER_CXLVI.--TO_M._DE_NEUVILLE,_December_13,_1818.txt',\n", | |
| " 'v4.147.LETTER_CXLVII.--TO_DOCTOR_VINE_UTLEY,_March_21,_1819.txt',\n", | |
| " 'v4.148.LETTER_CXLVIII.--TO_JOHN_ADAMS,_July_9,_1819.txt',\n", | |
| " 'v4.149.LETTER_CXLIX.--TO_JUDGE_ROANE,_September_6,1819.txt',\n", | |
| " 'v4.150.LETTER_CL.--TO_JOHN_ADAMS,_December_10,_1819.txt',\n", | |
| " 'v4.151.LETTER_CLI.--TO_WILLIAM_SHORT,_April_13,_1820.txt',\n", | |
| " 'v4.152.LETTER_CLII.--TO_JOHN_HOLMES,_April_22,_1820.txt',\n", | |
| " 'v4.153.LETTER_CLIII.--TO_WILLIAM_SHORT,_August_4,_1820.txt',\n", | |
| " 'v4.154.LETTER_CLIV.--TO_JOHN_ADAMS,_August_15,_1820.txt',\n", | |
| " 'v4.155.LETTER_CLV.--TO_JOSEPH_C._CABELL,_November_28,_1820.txt',\n", | |
| " 'v4.157.LETTER_CLVII.--TO_JOHN_ADAMS,_January_22,_1821.txt',\n", | |
| " 'v4.158.LETTER_CLVIII.--TO_JOSEPH_C_CABELL,_January_31,_1821.txt',\n", | |
| " 'v4.159.LETTER_CLIX.--TO_GENERAL_BRECKENRIDGE,_February_15,_1821.txt',\n", | |
| " 'v4.160.LETTER_CLX.--TO_---------_NICHOLAS,_December_11,1821.txt',\n", | |
| " 'v4.161.LETTER_CLXI.--TO_JEDIDIAH_MORSE,_March_6,_1822.txt',\n", | |
| " 'v4.162.LETTER_CLXII.--TO_DOCTOR_BENJAMIN_WATERHOUSE,_June_26,_1822.txt',\n", | |
| " 'v4.164.LETTER_CLXIV.--TO_WILLIAM_T._BARRY,_July_2,_1822.txt',\n", | |
| " 'v4.165.LETTER_CLXV.--TO_DOCTOR_WATERHOUSE,_July_19,_1822.txt',\n", | |
| " 'v4.167.LETTER_CLXVII.--TO_DOCTOR_COOPER,_November_2,_1822.txt',\n", | |
| " 'v4.168.LETTER_CLXVIII.--TO_JAMES_SMITH,_December_8,_1822.txt',\n", | |
| " 'v4.169.LETTER,_CLXIX.--TO_JOHN_ADAMS,_February_25,_1823.txt',\n", | |
| " 'v4.170.LETTER_CLXX.--TO_JOHN_ADAMS,_April_11,_1823.txt',\n", | |
| " 'v4.171.LETTER_CLXXI.--TO_THE_PRESIDENT,_June_11,_1823.txt',\n", | |
| " 'v4.172.LETTER_CLXXII.--TO_JUDGE_JOHNSON,_June_12,_1823.txt',\n", | |
| " 'v4.173.LETTER_CLXXIII.--TO_JAMES_MADISON,_August_30,1823.txt',\n", | |
| " 'v4.174.LETTER_CLXXIV.--TO_JOHN_ADAMS,_September_4,_1823.txt',\n", | |
| " 'v4.175.LETTER_CLXXV.--TO_JOHN_ADAMS,_October_12,_1823.txt',\n", | |
| " 'v4.176.LETTER_CLXXVI.--TO_THE_PRESIDENT,_October_24,1823.txt',\n", | |
| " 'v4.177.LETTER_CLXXVII.--TO_THE_MARQUIS_DE_LA_FAYETTE,_November_4,_1823.txt',\n", | |
| " 'v4.178.LETTER_CLXXVIII.--TO_JOSEPH_C_CABELL,_February_3,_1824.txt',\n", | |
| " 'v4.179.LETTER_CLXXIX.--TO_JARED_SPARKS,_February_4,_1824.txt',\n", | |
| " 'v4.180.LETTER_CLXXX.--TO_EDWARD_LIVINGSTON,_April_4,_1824.txt',\n", | |
| " 'v4.181.LETTER_CLXXXI.--TO_MAJOR_JOHN_CARTWRIGHT,_June_5,1824.txt',\n", | |
| " 'v4.182.LETTER_CLXXXII.--TO_MARTIN_VAN_BUREN,_June_29,_1824.txt',\n", | |
| " 'v4.183.LETTER_CLXXXIII.--TO_EDWARD_EVERETT,_October_15,_1824.txt',\n", | |
| " 'v4.184.LETTER_CLXXXIV.--TO_JOSEPH_C._CABELL,_January_11,_1825.txt',\n", | |
| " 'v4.185.LETTER_CLXXXV.--TO_THOMAS_JEFFERSON_SMITH,_February_21,_1825.txt',\n", | |
| " 'v4.186.LETTER_CLXXXVI.--TO_JAMES_MADISON,_December_24,_1825.txt',\n", | |
| " 'v4.187.LETTER_CLXXXVII.--TO_WILLIAM_B._GILES,_December_25,_1825.txt',\n", | |
| " 'v4.188.LETTER_CLXXXVIII.--TO_WILLIAM_B._GILES,_December_26,_1825.txt',\n", | |
| " 'v4.189.LETTER_CLXXXIX.--TO_CLAIBORNE_W._GOOCH,_January_9,_1826.txt',\n", | |
| " 'v4.190.LETTER_CXC.--TO_[ANONYMOUS],_January_21,_1826.txt',\n", | |
| " 'v4.191.LETTER_CXCI.--TO_JAMES_MADISON,_February_17,1826.txt',\n", | |
| " 'v4.192.LETTER_CXCII.--TO_JOHN_QUINCY_ADAMS,_March_30,_1826.txt',\n", | |
| " 'v4.193.LETTER_CXCIII.--TO_MR._WEIGHTMAN,_June_24,_1826.txt']" | |
| ] | |
| }, | |
| "execution_count": 204, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "sorted(labels2, key=lambda x: label_date[x])" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 205, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "['v1.0.MEMOIR.txt',\n", | |
| " 'v1.12.LETTER_XII.--TO_COLONEL_MATHEWS,_October,_1779.txt',\n", | |
| " 'v1.96.LETTER_XCVI.--TO_JOHN_PAGE,_August_20_1785.txt',\n", | |
| " 'v1.98.LETTER_XCVIII.--TO_COLONEL_MONROE,_August_28,_1735.txt',\n", | |
| " 'v1.QUESTIONS_FOR_ECONOMIE_POLITIQUE_ET_DIPLOMATIQUE.txt',\n", | |
| " 'v2.115.LETTER_CXVI.--TO_JOHN_ADAMS.txt',\n", | |
| " 'v2.125.LETTER_CXXVI.--TO_A._DONALD,_February.7,_1788.txt',\n", | |
| " 'v2.126.LETTER_CXXVII.--TO_M._WARVILLE,_February_12,_1888.txt',\n", | |
| " 'v2.159.LETTER_CLX.--TO_THE_COUNT_DE_MONTMORIN,.txt',\n", | |
| " 'v2.43.LETTER_XLIV--TO_JAMES_MADISON,_January_30,_1787_*.txt',\n", | |
| " 'v2.59.LETTER_LX.--TO_JAMES_MADISON,_June_20,_1787*.txt',\n", | |
| " 'v2.7.LETTER_VIII.--TO_WILLIAM_CARMICHAEL.txt',\n", | |
| " 'v2.MEMORANDA_TAKEN_ON_A_JOURNEY_FROM_PARIS_IN_1787.txt',\n", | |
| " 'v3.12.LETTER_XII.--TO_DR._GEM.txt',\n", | |
| " 'v3.159.LETTER_CLVII.--TO_MR._GENET,_June_17,_X.txt',\n", | |
| " 'v3.188.LETTER_CLXXXVI.--TO_JAMES_MADISON.txt',\n", | |
| " 'v3.192.LETTER_CXC.--TO_WILLIAM_B._GILES,_March_19,1796..txt',\n", | |
| " 'v3.202.LETTER_CC.--TO_JAMES_MADISON.txt',\n", | |
| " 'v3.247.LETTER_CCXLV.--TO_ELBRIDGE_GERRY.txt',\n", | |
| " 'v3.259.LETTER_CCLVII.--TO_SAMUEL_ADAMS.txt',\n", | |
| " 'v3.93.LETTER_XCII.--TO_WILLINKS,_VAN_STAPHORSTS,_AND_HUBARD,_Jan._23,1792.txt',\n", | |
| " 'v3.99.LETTER_XCVIII.--TO_GOUVERNEUR_MORRIS,.txt',\n", | |
| " 'v4.139.LETTER_CXXXIX.--TO_JOHN_ADAMS,_TO_JOHN_ADAMS.txt',\n", | |
| " 'v4.156.LETTER_CLVI.--TO_THOMAS_RITCHIE,_December,_25,_1820.txt',\n", | |
| " 'v4.163.LETTER_CLXIII.--TO_JOHN_ADAMS.txt',\n", | |
| " 'v4.166.LETTER_CLXVI.--TO_JOHN_ADAMS.txt',\n", | |
| " 'v4.194.LETTER_CONVERSATIONS_WITH_THE_PRESIDENT..txt',\n", | |
| " 'v4.30.LETTER_XXX.--TO_THE_EMPEROR_OF_RUSSIA.txt',\n", | |
| " 'v4.98.LETTER_XCVIII.--TO_DOCTOR_BENJAMIN_RUSH.txt']" | |
| ] | |
| }, | |
| "execution_count": 205, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "labelsNOT" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "## Similarity to Memoirs" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 206, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "import numpy as np\n", | |
| "ranks = [doc for doc in np.array(lda_v[60].dist_doc_doc('v1.0.MEMOIR.txt'))[:]['doc'] if doc in label_date.keys()]" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 207, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "import matplotlib.dates as mdates\n", | |
| "rank_date = [(np.log2(ranks.index(doc)+1),mdates.date2num(label_date[doc]) ) for doc in label_date.keys()]" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 208, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<matplotlib.text.Text at 0x7fe932fef410>" | |
| ] | |
| }, | |
| "execution_count": 208, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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xkTzLDg5lLfLyLdiWOhd0rOnduu9cwL3UGaFJzXNunMXHewLALsvezF8U6A2G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\nkhwRERER0eH/A2cpZMf49dtxAAAAAElFTkSuQmCC\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x7fe938d18450>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "figsize(12,8)\n", | |
| "rs, ds = zip(*rank_date)\n", | |
| "plot_date(ds, rs, markeredgecolor='none')\n", | |
| "#axvline(mdates.date2num(datetime(1821,1,1)), color='black', ls='--', lw=3)\n", | |
| "text(mdates.date2num(datetime(1781,7,1)), 0.1, \"flees Richmond\", rotation=90, verticalalignment='bottom', horizontalalignment='right')\n", | |
| "axvline(mdates.date2num(datetime(1781,7,1)), color='black', ls='--', lw=3)\n", | |
| "\n", | |
| "text(mdates.date2num(datetime(1784,12,6)), 0.1, \"arrives in paris\", rotation=90, verticalalignment='bottom', horizontalalignment='left')\n", | |
| "axvline(mdates.date2num(datetime(1784,8,6)), color='black', ls='--', lw=3)\n", | |
| "\n", | |
| "text(mdates.date2num(datetime(1789,9,26)), 0.1, \"ends ambassadorship\", rotation=90, verticalalignment='bottom', horizontalalignment='right')\n", | |
| "axvline(mdates.date2num(datetime(1789,9,26)), color='black', ls='--', lw=1)\n", | |
| "\n", | |
| "text(mdates.date2num(datetime(1794,1,1)), 0.1, \"secretary of state\", rotation=90, verticalalignment='bottom', horizontalalignment='right')\n", | |
| "axvline(mdates.date2num(datetime(1794,1,1)), color='black', ls='--', lw=3)\n", | |
| "\n", | |
| "fill_betweenx([0,10], mdates.date2num(datetime(1781,7,1)), mdates.date2num(datetime(1784,8,6)), alpha=0.25, color='k')\n", | |
| "\n", | |
| "text(mdates.date2num(datetime(1805,3,4)), 0.1, \"presidency\", verticalalignment='bottom', horizontalalignment='center')\n", | |
| "fill_betweenx([0,10], mdates.date2num(datetime(1801,3,4)), mdates.date2num(datetime(1809,3,4)), alpha=0.1, color='k')\n", | |
| "\n", | |
| "z = numpy.polyfit(ds, rs, 1)\n", | |
| "p = numpy.poly1d(z)\n", | |
| "pylab.plot(ds,p(ds),\"r--\")\n", | |
| "xlabel(\"Letter Date\")\n", | |
| "ylabel(\"Log rank\")" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "## Cumulative letter-rate" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 211, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<matplotlib.text.Text at 0x7fe92b8ca9d0>" | |
| ] | |
| }, | |
| "execution_count": 211, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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TAzMUO+ztE5ozWQ/87wOvUt1iaJYkSSMvgpnAScDpwNzMprvcLWBiYIbWm4RUl37bAdwL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\nc7/I4dzzva/HdnbP93M+3+/3s8vr3vv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| |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x7fe930f131d0>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "dates = sorted([mdates.date2num(label_date[doc]) for doc in label_date.keys()])\n", | |
| "plot_date(x=dates, y=np.linspace(0,1.0, len(dates)), \n", | |
| " ls='--', lw=3, marker=None, alpha=0.5,\n", | |
| " c='k', label=\"Volumes\")\n", | |
| "xlabel(\"Letter Date\")\n", | |
| "ylabel(\"Proportion of Letters\")\n", | |
| "title(\"Proportion of Letters selected by date\")" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "collapsed": true | |
| }, | |
| "source": [ | |
| "## Cumulative topic appearance" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 259, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "<table style=\"margin: 0\"><tr><th style=\"text-align: center; background: #CEE3F6\" colspan =\"11\">Topics Sorted by User</th></tr><tr><th style=\"text-align: center; background: #EFF2FB;\" >Topic</th><th style=\"text-align: center; background: #EFF2FB;\" >Words</th></tr><tr><td style=\"padding-left:0.75em;\">Topic 3</td><td> congress, committee, virginia, laws, british, act, state, law, appointed, massachusetts</td></tr><tr><td style=\"padding-left:0.75em;\">Topic 16</td><td> majesty, proposed, dollar, unit, colonies, britain, thought, several, america, h </td></tr><tr><td style=\"padding-left:0.75em;\">Topic 37</td><td> king, paris, parliament, assembly, necker, clergy, monsieur, day, place, nation </td></tr><tr><td style=\"padding-left:0.75em;\">Topic 49</td><td> never, man, adams, ever, well, another, whose, say, part, life </td></tr><tr><td style=\"padding-left:0.75em;\">Topic 50</td><td> legislature, members, among, less, year, cases, constitution, last, found, member </td></tr></table>" | |
| ], | |
| "text/plain": [ | |
| "[LabeledColumn([(u'congress', 0.03589947868055243),\n", | |
| " (u'committee', 0.029878019125076247),\n", | |
| " (u'virginia', 0.028951640731926062), ...,\n", | |
| " (u'particular', 2.315945982873349e-06),\n", | |
| " (u'lands', 2.315945982873349e-06), (u'among', 2.315945982873349e-06)], \n", | |
| " dtype=[('word', '<U19'), ('value', '<f8')]),\n", | |
| " LabeledColumn([(u'majesty', 0.01947509796232635),\n", | |
| " (u'proposed', 0.018941606715584088),\n", | |
| " (u'dollar', 0.015740659235130502), ...,\n", | |
| " (u'business', 2.667456233708895e-06),\n", | |
| " (u'union', 2.667456233708895e-06), (u'hand', 2.667456233708895e-06)], \n", | |
| " dtype=[('word', '<U19'), ('value', '<f8')]),\n", | |
| " LabeledColumn([(u'king', 0.04214753160481375), (u'paris', 0.028876107670699383),\n", | |
| " (u'parliament', 0.016860088703325563), ...,\n", | |
| " (u'done', 1.7934356667705809e-06),\n", | |
| " (u'even', 1.7934356667705809e-06),\n", | |
| " (u'public', 1.7934356667705809e-06)], \n", | |
| " dtype=[('word', '<U19'), ('value', '<f8')]),\n", | |
| " LabeledColumn([(u'never', 0.0214256549115663), (u'man', 0.013806428673296164),\n", | |
| " (u'adams', 0.012113267287013913), ...,\n", | |
| " (u'england', 6.51215917800274e-07), (u'take', 6.51215917800274e-07),\n", | |
| " (u'1', 6.51215917800274e-07)], \n", | |
| " dtype=[('word', '<U19'), ('value', '<f8')]),\n", | |
| " LabeledColumn([(u'legislature', 0.02303245785503313),\n", | |
| " (u'members', 0.017132067858288837),\n", | |
| " (u'among', 0.014848045924065238), ...,\n", | |
| " (u'representatives', 1.9033516118512672e-06),\n", | |
| " (u'also', 1.9033516118512672e-06),\n", | |
| " (u'single', 1.9033516118512672e-06)], \n", | |
| " dtype=[('word', '<U19'), ('value', '<f8')])]" | |
| ] | |
| }, | |
| "execution_count": 259, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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FcI86YvEDcF0p0vFw0/y+v66+5oU+PGepaqTnPskZJaKRauB3wGcKvYRZkCW+\nxoTHEl9jzFC0FngCV34M3CC01UCmVsSluIkY1qjqQFpuK+ilxbcjFq8E7sdNIZ8pmf7JEE96wSW+\nV/b3oEQ04gF/AH7jNbXPCzuobLLE15jwWOJrjClZIjIKqFHV54LrVXW1iLwK7AncpqrP9nQef9Da\nskGE0peuDjOBF+vqaz44iOcpaYm2luG49+mBARz+NVxt4UtCDSoHLPE1JjyW+BpjSpKIDAe+DFSK\nyA9VdVPKLs8BnQNswe2vviS+hwP35SCWYnYw8IzX0LyiPwclohEBjgN+4jW1p34OCp4lvsaExyav\nMMaUDL9CwyG4gWi7sbXP7i7A88F9VbXXPrch6ksf38OB/8tBLMWsEWjrzwGJaGQf4FfACOCRbASV\nbV6+AzCmhIwASmqOeGNMaRKRUSKym4jMFJGj/Zq6qRLALKAeGB9Yv3uafXOpxz6+HbH4KFx/4wdz\nFlFx6tfAtkQ0crC//w3ATK+pvVupumJgLb7GhGccg+u3ZowxWSciOwOnsm3j18PANiPzVVVFZAUw\nIbD6BeDO1HO2dnbNBP6ecs6B1MPtyzHjUmNNcRwwv66+ZnUP+wxpibaWUcD+wEN92j8a2Rn38z3N\na2of6EQXBcESX2PCMx43WtkYYwqOiHhABDdhQeoV3/GkTyYfwU0ysQJYAizKUHJsGq4k2RlptvVW\n/7a3x6nrNjbWVi9Psw8dsXgFbsDVl9NtN1u8H3jca2judQa8RDQyFjcd8Q+LPekFS3yNCdN4rMXX\nGJMnIlIOjAosr6vq2sAuk3FdACoC654H4rjEthtVfbSn52zt7Krwn2sMsKqxtjrfM3idCbxcV19z\nb57jKHR96uaQiEbKgb/gSsP9PNtB5YIlvsaExwa3GWNyTkSOB2bgks9g14DrgNeSD1S1S0R+hmud\nPRb4t6q+PMin/ytuINkm4DeDPFcYvgN8LN9BFIFG4NyedvCrN/wC19f7a15Te18mFyl4lvgaE54y\n3FScxhiTS1XA2Azrt+H32+0CrlXVxGCetLWzqxxoAGY01la/M5hzhaEjFi8DpgBP5TuWXEm0tXhs\n/Wcn9TbT/bFALTC/2/mikRnAScAJuH+QFgCHFmPZskws8TUmPB6W+BpjBsmvsDAOl3hs598fh0tY\nfpmmdFhyhjTF9dNNzpy2ljQGW3qstbOrCvgKcBTwciEkvb6xwMq6+pqSSdIySbS1VAHPADvjWmST\nNOU20/0tWRM5AAAgAElEQVTbvYbm9QCJaKQM+CGu//d04Gbgq0AnsNxras9FbeacscTXmPCUse0v\nIGOMGQgPOIv0f6PHAotT1s0HHgOWpZlYIlStnV0HAX8EHgeupp91YLNsIm4A3lBwJvCY19A8PYRz\n7YTr9vBBoNVras9lTeacs8TXmPBYVwdjzKCp6mYRWQDsmGZzt8RXVfs9qNYflDY5w+Z0JcQAanCj\n+7/UWFv91/4+Zw5MZGvrd8nypxr+JvDhQZ8rGpkGXA7c4TW1/2uw5ysGlvgaEx4Pa/E1xvTCnxFt\nDHAk8BLwlKqm/tP8Mm52sgW4MonL/CVtGa8BuBD4Opnr4WYayHRDgSa9AIcBT+Y7iBw4HXjCa2h+\nYqAnSEQjo4Bv464sXI3r6jAkWOJrTHisxdcYk5aITAA+BGyPK/+VbFXdEzhMRH6jqluSUFW9P8sh\njQMubKyt/lmWnycnOmLxw4AvAKflOZR+SbS1XAJ8Fvd5CC70sG40cMSAnzMa+RjwS1w3lQO8pvY3\nBnquYmSJrzHh8XAlfYwxJlUCVyt3Ot27EizBDUjLpeFkGPxWbDpi8b2BvwFzcDPQFYVEW8shuGT9\nSNzPQgMLKY+D69Z5Dc397suciEZGAz/FtYyf4DW192nWtlJjia8x4Smjh/njjTGlT0RG4Ubavxns\ne+vfv01EngdOxCW6y4F3gLYMs6Fl0whgXY6fM3QdsbgAUeCSuvqaoplgIdHWUgFcC3zDa2h+dtDn\nczV3x+AmUsq0nADMw7Xy9jTlc0mzxNeY8FhXB2OGMBF5L25iiDLgDiDdrGcLgEvT9OnNtaJt8e2I\nxcfjuogA7IMbdHd1/iIakG/iZsz7y0BPkIhGxgD34a4ijAPW4PqDZ1rOGioD2Hpiia8x4bE6vsYM\nUSKyF/CRwKqppEl8g/1486yYW3zPw7VeLsBd+v9iXX1N0ZTgSrS17IYrH1bnNTQPpqX/aFz3mT2A\nZaVehiwslvgaEx6r42vMECQiNWw7Te4yYGGewulRa2fXkbiBUXtTvInvDsDFdfU1v893IH2VaGsp\nB2bjytF9FGjxGppfG+RpjwJu9ZraC2UCkaLg5TsAY0qIdXUwZojxZ1mrZmtD0mLgGlXtNh1svrV2\ndr0HuBHXv/iXQCy/EQ3YZODtfAfRTx8BzsF1SbgFCKM/8oEU788wb6zF15jwWOJrzBCjqioi/wWO\nwbWg/lFVC67vbGtnVyVuxrXvNdZW/yrf8fSFP3BtAt2rYOxA8SW+s4FLvYbmG8I4WSIamYkrjTcU\n6haHyhJfY8JTgVV1MKakiMhIXAvjdrgk7B1VfTy4j6qu85PfR1V1aR7C7Isf4PrEFsUgsI5YfBzw\ne6CB7r9X1wOv5zyoAUq0tewMHAR8PJTzRSMe8DOg2WtqL9buKnljia8x4anEEl9jSoKITAeOx12a\nDnoBeDx1f1X9RzbiaO3sSu2SmNr6mW564dR1s3CTJOzfWFud67JpveqIxXcCPoAruQWuG+ZZwN3A\npLr6mmL/vfp54I9eQ3NYVwJOxr1HfwjpfEOKJb7GhKcSN8WoMab47U33pJcM67KitbPrBOCmNJvS\nJa+p64KP1wMfa6ytLtRBUH/HlfaKszXu8+vqa27OX0jh8Ae1nYGrwDCwc0QjJ+NmpJsETMRdeTjS\na2q3wdQDYImvMeGxrg7GlI47/NsDcRUaFgHv+kuunAt8pLG2+vYcPmdOdcTiuwDTgPq6+ppSHCNx\nLPCa19D8zCDO8W3gKqAD9/l7x2tqXxNGcEORJb7GhMdafI0pIiKyPzATV2LqV6q6ZdpgVU2IyO3A\nw6qay2QXgNbOrvfiqkXclevnzrFPAX8v0aQX4EzcDG39kohGRuAGTJ4ATAGu85rarWElBFbOzJjw\nWB9fY4qAOPvh6qnuAIwERqfup07Ok17fl4BrG2urSzUhTDqBQcxeVsgSbS07AgcDf+3XcdFIM+4q\nw1lAG7CnJb3hsRZfY8JjXR2MKQ5H4xKSoDEUyKQTrZ1dY3EtoXvkO5a+6ojFp+Lq1KZrUEs3AA9c\nY8FU4IFsxZVnZwB/8hqa+9st4UxgltfUbqXKssASX2PCY10djClwIuIBe6asvgF4Jeznau3s2hWo\nYmvi19fb44B7Gmuru8KOKWx+rd0dgA/5S39nUzuxWLo5JNpaJuMqfYzH1W33UpbUdacCR/b5/NHI\ncNw/ZNXAYPoEmx5Y4mtMeKzF15jCVwZcD3wBGA5cEezbG9Ta2VWB+16DS0qDS3CdF7gtw00J/FWg\nBkhWUtB+3G7GXeYuBl8Dvo+bDe66uvqaK/IcT6gSbS0jcLOunQIcCtyJqz6RCCyb/WVjyvomr6H5\nvz2ePxqpBU4CDsPV+n0WON9rat+UjddjLPE1JkzWx9eYAqeqG4HFInILMK2HpLcSN/1wMvHVNEty\nfTDZUeAp4FLgjiHQR/c4XKvt3fkOJCyJthYPl4ieAnwMeBRXM/ckr6E57edlQM8TjZwK/ASYC/wI\neMhral8R1vlNepb4GhMe6+pgTJFQ1U4Reb6HXXYEFjfWVs/IVUxFalfcpB5FL9HWsicu2T0ZWIJL\ndi/wGpoXhPo80cgw4ErclYEGr6ndujXkkCW+xoTHujoYU0RUtadZzHYhC/1+S0lHLD4c1x/1jXzH\n0l+JtpZkd5XJwKdxCW818Efg2N66KAz4eaOR7YFbcdNHH+Q1tS/PxvOYzCzxNSY8FYD1yzKmCLR2\ndn0VNygr+XcwdYDZ3pRw4tsRix+KKyWWKlMFhnTrRwNv1NXXFNTvvURbyyG4MmDBn22wb3bQKtzM\ncd8B2ryG5qx1TUlEI7sA/wL+BFzkNbUX3PTRQ4ElvsaEx8P18TPGFJjWzq5d3+5aMH792rXDaqbv\nMhxoAS7DDUoK9tdN3l8I3JP7SLOrIxavxlUa+ALwKvB4hl37Mi0yuO4AhWZXXDL7Of9xt37ZXkNz\nTpPORDTSgGtNvsRrav91Lp/bbMsSX2PCI6T/w2CMyaM7Hn/5iKcffeSWx//z4Mq933vQysVvd62f\nXD3lD6ccfUhLvmMLS0cs7uGmtj20l113AVYAzwEX1NXXvJnt2PJgMtDlNTTnfcxFIhopA76Hq817\nmtfU/q88hzTkWeJrTHgs8TWmAM2767avPdJ2zyMP3Xf3Qzdfd01y9U2n9NjFt3h0xOLjcbWIRwNX\n0PuVp/a6+ppS7lu6PfB2voNIRCNTcd0aNgLv9ZraC2KClKHOEl9jwmOJrzEFpLWz6+wnYw9/seut\n+G4vdz47x1+9DHgE6KmiQ9HoiMX3Af4B3AF8s66+Ju+tnAVgMq5FO+cS0YgAh+Bq854E/Ay43Gtq\nL/WydkXDEl9jwmOJrzF5IiISrNLQ2tk1Abjk0fbW/5t39z+nd70VfxdYCvy8l2oOBa0jFr8SN+Vy\n0vbA1+rqa27IU0iFaDJ5aPFNRCMn4OrxrgVuBN7nNbW/lOs4TM8s8TUmPJb4GpNDIiK4KV73wY3O\n/1Ng81eBW276zVXXA2cD7wI3FXPS6zsCaGZr7dx36+prFuUxnkKU88Q3EY14wC+BTwEPWMWGwmWJ\nrzHGmKIjIqOBBuC9/qp1yVbf1s6uUbhk91BVXSwifwBeU9VSuNy8PfCIJbs9ykeL73uA1V5T+/05\nfl7TT5b4GhMea/E1JgdEZC/g40BZYPVwYByuO8NsYF5jbfXzAKr6cs6DzIKOWLwcGI9rvTZp+BNT\nTAbeyfFTR4D2HD+nGQBLfI0JjyW+xuTGMLp/165T1aWtnV3DgHOBj+Q+rP7riMXL2JrAJydYKMe1\nZp+Ea9FOri8D3im0CSMKzBhgo9fQvCYXT5aIRnbHTXH8edwkGKbAWeJrTHgs8TUmB1T1cRFZg0sM\nnwQeVtXkpe1TgGcba6szTcxQMPwW3EW4MmRJyd8hMeAm4IdsOyPkstxEV7Qm497TrPGnHT4R+CxQ\ng/s5HU/myUBMAbHE15jwWOJrzCCIyA7A/rgW3eRSieufey9Aa2fXdsCv7ntuYdXypUsqxo6fcAhw\nVmtnl+BmT9wX+GQ+4vdbbz26T3+c6XYXYHldfc3E3EQ4JGS1f28iGrkK+AzwT+ACoNVrarcW+CLS\na+IrIh8Efoq7xPIbVf1hyvZJuMLZ1f75rlDV68IP1ZiCZ4mvMYMzHpiZZv2qwP1PAyOAq8aOn5DA\nfeeCt8sba6s7sh1oqo5YfAzQBVT4qzTlNt06BW7OfnRDSlYS30Q0sgNQD5wOTPWa2peG/RwmN3pM\nfEWkDFee4wjgLeBREblNVYOFoc8GnlDV8/0k+HkRuUFV7T8gM9RY4muGrNbOrv1xCWmwVbOvLZ8C\nyLcuvXKH2268brpbI+I2CBMnbz+ytbNrib/vZ4EfNNZW35GVFzJw04GX6+pr9sl3IEPcoBPfRDQy\nGjgQl+jO9G9H4rqfnGtJb3HrrcW3HnhJVV8DEJFkP5Zg4rsQd2kJXKfydy3pNUOUJb5mSGrt7JoO\nPAw85a/a0qK5ZvUqeeX5/41YtWK5t3rVyrLVq1aWjR4zbtOsDx63RDxvmxbQQxqO8iZNrh5ZOWxY\nonLY8ERFZWWictjwzVWjRtfgukAo8BLw7xy+vL7aEXgj30GY/k1XnIhGKoC92Zrg1uP+iXkSl+je\nDHwbeMVq85aG3hLfqUA88PhNul+GmgO0isgCXAf9E8ILz5iiYomvGapqgQcba6uPCq4UkeHA13At\nwdv4v3O/9CRwt6qu27q2Gg7ZM7uRAh2x+N64BEl6WOhle+pyBJb4FoLJ9HE66kQ0cghwJ+6Kdsxf\nfgn812tqt6mfS1RviW9f/og3A0+q6iwR2QX4t4jsp6orBx+eMUXFEl8zVO0GvJi6UlXXicituMFm\nqX9v9sddMZyf/fC6uRt4DViP+872tNCHfZLLb3L1AkxGk+mlnm4iGqnE1YG+EjjFa2q/PReBmcLQ\nW+L7Fq5UR1INrtU36H3ApeCKhIvIq7gZTLoNLhCRiwMP56nqvH7Ga0whs8TXDFVpE18AVe0Ukb8B\nM3ATL6wEVgDL8thAMgL4aF19zeI8Pb/Jnox9fBPRyE7Ambiau/8DvmFJb+kQkVnArN726y3x7QB2\nE5GdgQW4unWfTtmnE3eJ5yER2R6X9L6S7mSqenFvARlTxCzxNUPSpk2bdm+785YnD9/jqx9Q1QdS\nt/sDop9Lc2i+VAB2Kbs0bZP4JqKRMuBo4Mu4hro/ALO8pvbO/IRnssVvTJ2XfCwiF6Xbr8fEV1U3\nicjZwL9w5cx+q6rPicgX/e3XAC3AXBF5Cle/8NuquiTjSY0xxhQ9cVUXqoE9Tj/nO3V3/u1PzwPT\nRGS+qq7Pc3i9qQA25DsIE65EW0sdsAeuCw2JaOTLwLeAJcDVwEleU/vq/EVoCkGvdXxV9S7grpR1\n1wTuLwaOCz80Y4qOtfiaIUFEPFwfyb3LyyvKNm3cMHbxooXLcN+BHcnQ7aGAWItvaToHuMBraF6S\niEYOB84DPuk1tT+a57hMAbGZ24wJjyW+ZqgoByYBbLfDlPEbNqxfvnnTphXAf3H9eAtWRyzu4a5g\nbs53LGZgEm0tJ+NKjHkpSzWwayIaGQZcBZxjSa9JZYmvMeGxxNfkXGtnVznwDWAUsBewA+lLcmW6\n3+/97ntuoaxcsdy75Ybfjhs3cVL5Lu/Z66k///ZXV6pqMSSTIwDq6mvsu1q89gdagd/hZutLLkt5\n4q69cSXJHvWa2m/NX4imUFnia0x4LPE1+XAI8BXcoJ1/AK+TuRxXf+9n3DZ6zFj23L9u5L51B6+q\nqKzsKpKkF+AAwPp5FrdK4BWvofm/wZWJaESAW4HPAbfkIzBT+CzxNSY8lviafDgC+HNjbfX3wj6x\niCS7NIxT1W6j4BtrC3u+oo5YfAdgH7Ztta4H2vIZlxm0TH20JwEbvab2f+Q4HlNELPE1JjyW+Jp8\nOBIILekVkf2AXXEzm03C9Z1ERK5W1UVhPU+2dcTiE4CHcC3gG3GXwpMt17/NY2hm8CpJX5VjD9zP\n25iMLPE1JjyW+Jqcau3sGotr0XwwxNPO8M+Z6hCK5PKxP4DtBuAfdfU15+Y7HhO6SlJafBPRyAjc\nPzSX5yUiUzS8fAdgTAmxxNfk2izgP4211ev6e6CIVIpIWZpNXSmPl+ImKlrY//Dy5kLcYL/z8h2I\nyYp0dZg/A3R6Te3Wmm96ZC2+xoTHEl+TE62dXR/GzZJ5DHBPX48TkeHA8biyT+OB64DXUnZ7CdiE\nS4DfLoLJKLbREYsfg5uWtq6uvsZq9ZamdF0dDqAf3wUzdFnia0x4LPE1Wdfa2SW4hPVPwBP+bY9E\nZArwSWBCyqbJpCS+qvoO8E4IoeZERyz+ReAXbC23tgH4YF19TTG1UJv+STe4bSo2aNH0gSW+xoTL\nEl+TbbsAaxtrq8/pxzFr6J70AlSFE1JeTQMuAy71H2+uq68pltJqZmDStfhOARbkIRZTZCzxNSY8\n0vsuxgzaTGB+6koRmQDUAS+r6sspm5fjEoUKXJ/dLuCfqro2y7HmwnDg7br6mnSj/E1p2tLim4hG\nKoBLcP8AdSu5Z0wqS3yNCY91dTC5sE3iKyKVwFHAgbjP4Bhgm8RXVVVErgFWqGqp9XsdDvR7cJ8p\nasEW358D04EDvKb2pfkLyRQLS3yNCY8lviYXZgI3i0gFcCgu4R0V2L67iFSkJriq+m4OY8y6jlh8\nF9wAv92Ap/McjsmtYDmzQ4DZXlP723mMxxQRS3yNCY8lviarWju7hgF7A48Bjbg/+kGvAI8AQ6GP\n65W4AU1dwON5jsXkVgWwIRGNnAuMBp7NczymiFjia0x4LPE12bY/8GJjbfVqXDWGlbjKDPsDdwKP\nqupQ+Qx6wEV19TW35zsQk3OVPNd+Mq403yyvqX1NvgMyxcMSX2PCY4mvybYv4EqYoarPw5ZBbber\n6qZ8BmZMzix+YyLrV38cONRran8r3+GY4mIztxkTHkt8TbbtCLQGV6jqEkt6zZCycvFoho36pSW9\nZiCsxdeY8Fjia7JGRKpv+Pf8qvLy8neorc53OMbkhF+ubDSuWskYxlXvxdpVw0lstn7dZkAs8TUm\nXJb4mmw58u/Xz9npqUcf+dRJnc++oqov5DsgY7IpEY2cjRvEuNJfVrB2ZTUiL7JxXUd+ozPFyhJf\nY0Iwd858ATh99kxLfE3oRESA7TyvrHzjxg2bcBNSGFOyEtHInsBFQK3X1P4yQKKtZW/gPuAgr6F5\nVT7jM8XL+vgaEw6btc1kRWtn156XX/unD+221777lldUjNBEYg2wON9xFYBSmG7ZpOF3b7geuCCZ\n9PouBn5sSa8ZDGvxNSY81tprQtXa2VUFPL303Xde2vuAg4avWb3y7ZUrlr+gqkOhTm9GHbF4IzAL\nOC/PoZjsOAVYBlybXJFoa9kfeB9war6CMqXBEl9jwmEtviYbKlR11Q/P/9rVwHh/nQ3qcTO2/a6u\nvmZ+r3uaYjQV+I/X1B5sTPg+8EOvodlq9ppBscTXmHBYRQeTDZ6IJIA5wBFALRDLb0jZ0RGLfxv4\ndGCVZLgPLjGylr8Sk4hGKoHZwFeAc7esb2s5CHgvcGKeQjMlxBJfY8Jhia/JBg9IqOoa4DYRua+E\nZ2b7KPBz4MnAOs1wf3FdfY3VcC0h/mC2O4DngGO9pvbglY1LgBavoXldXoIzJcUSX2PCYYmv2UZr\nZ1clsD1bWyvT3abdtuSdt8evW7e2bkrNTgcAWyanUNXVWQ06v3YH7qyrr1mU70BMXhwL3O01tX85\nuDLR1vI+YA/c9MTGDJolvsaEwxJfs0VrZ9d2wD1ANS5xTX42Mt6qJvS5p56ofOHZpyoXvfUmY8ZP\neOnTs8/+G4EBPqWkIxafAeyA++5U4f4evZ3XoEw+1QDpalNfAvyf19C8IcfxmBJlia8x4bDE1wDQ\n2tm1A3Av8A/gwsba6l4/FyJSB3w4ZfXKOT/5v2gWQiwU/waWAhtw353f19XX2HeoCCTaWiqAH+P+\nYZHA4qU8zrR032/s9vszYvSKRFtLQ2B9JbAz8PtcvTZT+izxNSYclvgaWju7anAF9n/fWFt9aXCb\niHhAmapuTHPoxDTr1otIpaqWXEtXRyxeAUwDauvqa9K9H6awTQdOAi7E/d7LtCR62b51nzXLp1FW\n3go8lLL9Ga+h2T4jJjSW+BoTDkt8h7jWzq7pQCvwi8ba6qiIlAO74S7nV+MSvQeBh9McHpyQYhNw\nlaouzXLIg9IRiwvwVWACfei3nHI7GlhgSW/Rmgo87zU0zwnjZIlopAGYwpK3fuiddtOSMM5pTCaW\n+BoTjuHA+nwHYXKjtbNrb1xd3TJ/qQJ+CVzeWFv9KxEZA3wJGJly6G6kT3xfAm7EJcBLVTWRrdhD\nNBJ3ufsytrbOkeE2dd0K4Bs5iNFkxzSgz1U1EtHIMGBEhs3HA1cAn/Wa2i3pNVlnia8x4RgOrM13\nECb7Wju76oF/Ac/gLtNu9m+bG2urb/B320D3pBdgvIiUpc68pqrLgeXZizorJgBv19XXXJzvQEzO\nTQXezLQxEY1Mw82ydoh/uw/uO5HOK8DhXlP702EHaUw6lvgaE44RWOI7VJwHfK+xtvoXPeyzHtiI\nu6z/JPA60AUsLqE6vBMBa6EbmqYBL6auTEQjBwE3434fPoK7uvFN4DGvqd1mXDMFwRJfY8Jhie8Q\n0NrZVQu8H/isiAhwDPAuLrFdlExqVVVF5Hpcoluqn4sJWOI7VE0F2tKsbwF+BPwqZbphYwqGJb7G\nhMMS36Hha8BVjbXVa3Aj2+v99ZuAy9l2sol47sPLKUt8h65ufXwT0ciBuD7s11rSawqZl+8AjCkR\nlvgODbtt3rTpERHZEfhIYP2Tqrop00GlpiMW94BTscR3qErXx3cn4Amvqd0qdZiCZi2+xoTDEt+h\noeon3/vmnrjuDkmbcLVHC1JHLF4GHAxU0PdyY5luk/d3BBpxXT3MEOJPXrEdrs96UDmBKx7GFCpL\nfI0JRwVuMJMpbVU777r7i2zt4qDA3wq85m4L8Am2ttD1p+xYT7ez6+pr2kOP1hS6auBtr6F5S5Kb\niEbKgI/RPRk2puBY4mtMOMpwZa1MiRCRcaq6LGV11bEnnPLiNT/+wQxcIvmoqva5nmmudcTiRwIn\nAwfU1de8k+94TEmYRqCbQyIaqQCux1X5+Hy+gjKmryzxNSYclviWEBGZAZwoIlenJL+jqkaNXoWb\nWa2gB/B0xOLbAdcBp1rSa0I0lW0Htn0Z1wp8jNfUvi4/IRnTdza4zZhwWOJbIvwyZZ8AhgGfEJFp\ngc1VwKoiSHoFl/ReX1dfc1+ewzGlZUuLbyIaEVwr7w8s6TXFwlp8jQmHDewoHfviElyAGn95s7Wz\nS3CzsRVsIf6OWLwcmIzr3jAJ+F5+IzIlKNjiewwwFpiXt2iM6SdLfI0Jh7X4lgARqWLbSgUvAjH/\n/ghgfWNtdSH/nC8DZuMGGR1bV19jAy5N2KYBTyaikQOA3wMf95raE3mOyZg+s8TXmHBY4lsa9gOG\n+/dXA/9Q1eTPtcpfV8g+DBxeV1/zWL4DMSVrKsu61gO3A1/2mtqtsocpKtbH15hwWOJbGlYDi/37\n96lqsFtDQSe+HbH4zrjZ1J7IcyimlGliGq8//W3g115T+835DseY/rIWX2PCYYlvCVDVp0Tkadzl\n3EUpm6uAVbmPqs+OAf5VV19jl51NViTaWoQFL+xIYvPLwKX5jseYgbDE15hwWOJbIvyKDfHgutbO\nrvfiuhEUVItvRyx+MW7iAHDJ+ln5i8aUvFcer2f1Ug/4jPXrNcXKEl9jwmGJb4lp7eyagauOcDyu\nQsKDuBJhheQg4DfAA0AC+F9+wzHFItHWciZwAd2nsU69v/XxxGkj2LRhpXfOfVYX2hQtS3yNCYcl\nvkVCRCYC+wPjgXH+cpOqvpmy6/HAccCFwD0FWs3BA16qq695Kt+BmKJTC/wBuIbu01anTl/tljf/\ndyIb1s3MdaDGhMkSX2PCUYbV8S14IrIzcCrdB/aOIzANq68MaG+srb4r+5ENWBmupdeY/qoAXvMa\nmt/o6wGJJ+6qAhZkLyRjss8SX2PCUY61+BaD8aSvZjMueae1s2s6sCuuRWxJjuLql45YfAzuMzcM\nS3zNwFQA/a3zvAeuy48xRcsSX2PCYV0disP/gGNxv/uexJX+WgasDOwzB5cgL8bVKi0oHbH4+4E2\nXIWJzYD1tzQDUQls6Ocx7wN+nIVYjMkZS3yNCYclvgVGRAQQVd3SIqqq60XkFuB1VV2Z4dCxwJcb\na6tjGbbn2zHAFXX1Nc35DsQUtX61+Caikf2B7bABlKbIWeJrTDgs8S0QIjIK+AhQAzyCq3iwhao+\n08spRrNtC3ChOQKwpNcMVq8tvolopBo4CfgsMAW4yMqYmWJnia8x4bDEt3B8BNjdvz9pAMePokAn\nquiIxccBewEP5zsWU/QytvgmopFDge8CBwO3AucBbV5Tu/2OM0XPEl9jwlEGrM93EEOdiFSzNekF\nN4VvfxVMi29HLC7ALGAM7jN2IPBwXX3NunzGZUpCBSktvoloZD/cjGx7A5cAn/Ca2tekOdaYomWJ\nrzHhsBbfwrBn4P4bwNz+HNza2dWASzILpcX3IuAU4Flcubz1wOV5jciUhpWLJ/HW86cmnogci/vM\nb4+7mtCCS3jtH3lTkizxNSYclvjmkD9wbZiqprZ87hu4/6Q//XB/nA/c2lhbnfeazB2x+KnA54CD\n6+prFuU7nlKQaGsRtpaBG4Xr51rhrytPuV+O+16X5em+x9aZ04L3+/s4/bYlC97Lpg1rgVZgBa66\nyQNeU3tBXO0wJlss8TUmHOXYBBY5ISIVwOlAHLgrsN4DOoDJwETg6YGcHrgqhDAHpSMWnwVcAcwq\n1qQ30dYyDDfl8xhgOC7hSiZh6e7353EZLnkdyKLAOlyr/nrc93ajf5u8v9m/H7wN6/6GHvYJPk74\nsTkamswAACAASURBVCZvNc3jgW9bvugXqF7mNbX/u4cfozElxxJfY8JhLb65czhuhPm7wZV+2bLB\nFtcfSG3TUHTE4nXAF4CdcH15P11XX1PMpaMOAn4A/BWXYCZSFmVrghdM8vr6eP1AFq+heUh/TxPR\nyK64Sg3TgYfyHI4xOWeJrzHhsMQ3y0RkPG6U+Ux/1a4iMl1VXw3xaYaRxcS3IxYfCRyH+90r/uoJ\nuGmUJ+Imz7gVeLOuvua/2YojR6YBD3kNzV/PdyBmGycCRwNfsIFrZiiyxNeYcFjim0UiUgl8CZeY\nJnnAayE/VbZbfC/AJR2d/mPFtUReCNxTV19TSp+hqcCb+Q7CdDMduNlrav9LvgMxJh8s8TUmHJb4\nZtdG4BVgD//xOuDWAQxe603WEt+OWHwy8EXggLr6mjey8RwFZhquH7YpEIlo5BTgg7guKMYMSZb4\nGhMOS3xD4FdrGAOsUdUtxfVVVUXkLmBn4EngXlXNxvudzRbf84A/DZGkF1zi+598B2GcRDTyKeCH\nwOFeU/vr+Y7HmHyxxNeYcFjiOwAisjewIzDWXybiSkpdj2vh3UJVV4jIz1V1bRZDqiSEiUg6YvHd\ncNMKB8urzWDbOsOlzro6FIhENPJR4BfAUV5T+3P5jseYfLLE15hwWOI7MLsC+6dZP4mUxBcgy0kv\nDLLFtyMWfw+uH+8HgZ/hSqMlS0i9XVdfszCMIIvENCzxzavA1MN7Ax/2mtoHUuLPmJJiia8x4SjD\n6vgCICLDgPHAuMDtaOCvafrkrkhzirXk73dTxsS3Ixb3gPfhBtil1qItB05ga8J7dl19zfKwg0u0\ntUzD9XMOTniQaUndxwvcemke9+W+x7YTPPS0bA8MpUS/ICSiEcGV/LsAdzXlcuCjNhObMY4lvsaE\noxxr8U320f0W6X+3jABSyye9iEt0l/vLMlVdndUge9ZTi+9XcK/tZbrXlVXgYbKU8Ab8CdjBjyHd\npAe9Lcl4093f2Id9kveDEz5kWt71GprzUhN5KPIT3mNxCe9Y3NTDN3pN7fYPuTEBlvgaE44h1dXB\nnyWtLDgADbYMQluG66qQajwpia+qximskf9pE9+OWHw4bnDa8XX1NY/lPKqtRgCf8RqaH81jDKaA\nJKIRD/g4LuEFuBT4u9fUPmR+HxnTH5b4GhMOD9caVtJEZDTQgLvcfi+QLglc7N8u85elgduC1drZ\nJbjEdyNARyzeAHzP3zwOeDzPSS+4xDfb/ZxNEUhEIyNxU0I34a6WXADc4TW1h13iz5iSYomvMeEo\n+cRXRKqA03EzjYErLdYtEVTVm3IYVihaO7s8XDeCTY211cmWsv1x0yJf5T/Od9ILMBxXw9gMUYlo\nZBrwVeAM4BH+n707j4+zrPf///rck61N95aStqSFQiEgOyEFZKANLhzBfQGOolYseER/Hsbv8UAV\nQT1EPcsc5bgXqCuCgMddPEhSGQUaAgiCRBZZwhK2QoHuyX39/rgmdAhZZs09k3k/H495ZJZ77vtT\naJp3rrmuzwUfAzoVeEWyo+ArUhyGn+c56ZhZDDgSeC1+kdqQOSO/oyK1AEfjF68NCYCHW9uau6Ip\naURTUPCtdtcAtwNHBYnUA1EXI1JpFHxFisOYvCO+tfhAOBR6Hf6H792RVVR8rwX+0N7S1JPxXDmO\n4jegqQ5VK0zGG/GtyY5TlwaR/Cj4ihRHwCQd8XXObTOzX+LnE24Dfu2cuyvisgrS2dt/JH7l+5C3\nAL8aetDT3Tcd2At4cYJLG49GfKvbbOA5hV6R/Cn4ihTHpJ3qAOCcu8/MLgcecs5VdIuqzt7+Gvzc\nyPUZTw8Cv8t4/El8a6hPZXPOsKujDt+3dqi/b75fR3puFtCEDz0KvtUtRvl9CiFSURR8RYpj0o74\nDnHO3Rt1DUUyFdjS3tL0ujGOWQac39rWfGWW5+wAPozfkGOov+94X7M5xuFHnR/Dd8b4YLByjdpU\nVa+qapsoUgoKviLFUQfo48fKMJXx58keDHwlh3POBc4JVq5Zl3dVImMIk/FpwJmU3/QbkYqi4CtS\nHPVMoo+gzawGwDk3GXd9GmkHOeDlbYmPxLdq+3MO55wOvFRwZSLDhMl4Lf7ThPOBLuCt0VYkUtkU\nfEWKY9L0V01vO/xuYIqZ3QLcUw4BuKe7bxrwOXzIzJwPa+lDbNhtxOemGTMHYzanp7vvqhGO2x1o\nBi5rbWt+xa5045iGgq8UUZiM1wOnAmuAR4CTg0TqtmirEql8Cr4ixTFpgi9+tHO/9P3F+EVfN0VW\nzS4nAXHgEnbNfx1+Y6TnB2K2YDBmhwI4I3Rmz9QODP5khOMHgetb25pzDbHT0EfQUqAwGZ+Lbx14\nHHA6cAdwdpBI/T7SwkQmEQVfkeKYTMF3Qcb9vwI3R1XIMCcC32tta/5Orm/s7O3/IrAU2AA8BVwe\nP3jhVUWsTVMdJC9hMv4afBeRY/DfexuAG4H2IJH6a5S1iUxG4wZfMzsRv8gjBlzinPvyCMesAP4b\n3+j+GefciuKWKVL2Gpg8i9tmZ9x/0jlXLt0q3ghclOd7A+AX7S1Nr/r3q0g01UHy9WZgN+AU4K4g\nkVLXBpESGjP4prcq/RrwOnw7nVvM7BfOuXsyjpmF38v+jc65R81sXikLFilTk2lx26KM+49FVkWG\nnu6+Onw4yHeL1lL3P9VUB8lXLXBnkEjdEXUhItUgGOf1NuB+59xDzrmdwBW8ekXpPwLXOOceBXDO\nPVP8MkXK3qSY6mBmAbCJXSHxyQjLyTQbeL61rTnf0eeA0vY/1Yiv5Gtv4O9RFyFSLcab6rAI6Mt4\n/CiwfNgxy4BaM+vCz3P7qnPuB8UrUaQiTIrg65wLgSvNbCqwp3MuslHMnu6+GuBD+K2F5wHPFXC6\nko34hl0dMfz///F6A4uMpAVYG3URItVivOCbzehKLXA4cAK+MfxNZnazc+6+4Qea2YUZD9c759Zn\nWadI2Vq3dkMNwKrVyyNv+VUszrkt+IVtUXobcA7wq/TjfOf3QmlHfBuBLcHKNdpKVnISJuMG7A/0\nRl2LSKVLrzdbMd5x4wXfx/A9LYc040d9M/XhF7RtBbaa2Q3AIcCrgq9z7sLxChKpQJNitLcMnQ18\nrrWt+Ypc3tTZ218HzMH35R3q9TuT0s3x1fxeyVcTsD1IpJ6NuhCRSpceTF0/9NjMLhjpuPGCbw+w\nzMz2BB7Hrzo9bdgxPwe+ll4IV4+fCpHMo2aRSjWZFraVVE9333eAA9MPbdjX4c/tAfx06IXO3v4Y\nfgV8A37qQjDCewBW4z8+3skr+/1eWaw/xzCa3ys5C5Px+UCC6D9ZEakqYwZf59yAmX0M38A+Blzq\nnLvHzM5Kv/5t51yvmV0L3In/IbPWOadvZKkmk6mVWcmk5+yeju/HO7QrWuZ0Kjfsa19rW/OOjNdf\nA6zD/3sUsivUDn/vrcAJ7S1NE/X/RD18JSvpqQ0rgLPw3wfXAP8UZU0i1WbcPr7Oud8Cvx323LeH\nPf5P4D+LW5pIxaj4qQ5m1or/tGYrcIdz7tYSXGZPoL+1rfkPeb6/Cbi1vaXp1OKVVBRJYGPURUhF\n+BrQDnwD+EiQSD0fcT0iVUc7t4kUruKDL7Avvk8uwN0lukahi3h2p3zaq2VqA5ZEXYRUhKOB9weJ\n1C1RFyJSrRR8RQpX0cE3PYd/34ynnirRpVqYBME37OpoAK4F5uLndxug/uUypvQ0h73JfxMWESkC\nBV+RwlX6HM99Mu4PAo+U6DotwIYC3j+f0oXyXCzFj/C+FT+3+zm1MpMszAXCIJHStBiRCCn4ihRu\nN+DpqIsowFb8ojADupxzpep3uz/wvQLevztwz7hHld5SoDdYuebOqAuRiqLRXpEyMN6WxSIyvkoP\nvjcC96bvl+QHc093nzFJpjoAe6EtZiUH6WkObwLuj7oWkWqnEV+Rws2ngoOvc86Z2R34LYH7S3SZ\n+fhR5UL+O82nPILvUhR8JQthMt6AnxJzJn7b7fdEW5GIKPiKFG43KnzL0XTv7b/2dPcd3NPddzr+\n34ZYxtfRbkNG24RiyCygt7WtOZtt0EezgPKZ45uKuggpb2Eyvj9wPXAXcClwTZBIqd+3SMQUfEUK\ntxtwQ9RFZMvMDgH+4px7eUFWT3fffOAo4OvAD4En8AvdMm8DIzw30gYUo93P+5eDzt7+FnwfX434\nStkLk/EFwG+Ac4NE6vtR1yMiuyj4ihRuHvBs1EVkw8ymAG8D9jSzXzvnBtIvfQJ4F3BRa1vztyIr\ncHTNwPXtLU07xj2yhMKuDsMH3wejrEPKV5iMTwd+DVyi0CtSfrS4TaRwtVTAlsVmNh04CT8F4TDg\nnRkvB8B3yzT0AsyhPHZHmw9sDVau2RR1IVK2Pg/cCXREXYiIvJpGfEUKFwBl3cfVzJqBM4Y9Heno\naY7mUh6j6prmIKMKk/Fl+IVshwaJVCHz2UWkRDTiK1K4sg++wOxhj58BOqMoJE/lMuKr4CsjCpPx\nGvxitsuCROq+qOsRkZEp+IoULuCVi7nK0V/ZNR3j78A3nXOV9HG9Rnyl3B0LPB0kUh+PuhARGZ2m\nOogUzijzEV/n3ICZ/Rx41jlXDp0RcjUHuCPKAsKujhhwMrA2yjqkbL0Rv6hNRMqYgq9I4SphqsNQ\nr96Cdfb2nwoczav79WbzNZ/3AKwAri6k7iI4BT/iuz7iOqQ8HQNcFHURIjI2BV+RwpVd8E23Ldvm\nnCvFFIx/wq9aH9p+1WV8dSM8l+/XzPvrga4C6y7UycCaYOUabTsrrxAm4wuBg/Hbf4tIGVPwFSlc\n2QVffNuymJn93Dm3LYvjY2T/Z2gALm9vabop7+oqTNjVUQOcCPxL1LVIeQmTcQMuxi9qeynqekRk\nbAq+IoUrx8Vti4EZQJOZXeKc2zzO8Q1ANgEZoD6HYytWerOKWfj/v8uBB4OVax6LtiopQ5/Cb7Dy\n3qgLEZHxKfiKFK6sRnzT0xxmpB9OB7Zm8bZcwmwDFbBhRxGcgd/CeTP+F5vzoy1Hyk26b+8ngSOC\nRKoavidEKp6Cr0jhZgDl9BHnPhn3n3LOjRrKe7r79gcuAfYFUlmevypGfPG/NHwzWLnmn6MuRKKR\nnsYwljhwXZBI9U1EPSJSOAVfkQKsW7uhBmgCHo26FgAza8TP7x3y8Dhv2Rc/Wv1m4PYsL5PLtIhK\nZpTfFBaZWL/Bz+0ey5kTUYiIFIeCr0hhpgLbV61evjPqQtK2AI/gA+0m4IZxjq8Hnmhta745h2vU\nUx1THRR8q1iYjL8JH3rnBInUc1HXIyLFoZ3bRAoTAwajLmJIun3Zr4EXgaudc+PN781n9FYjvlIN\nDgKuUegVmVw04itSmLIKvgDOuU1m9lXn3EAWh+cUYjt7+w2N+Er1eCDqAkSkuDTiK1KYsgu+4Lco\nzvLQXDs01ACuvaUp2/NXMgVfEZFJRsFXpDBlGXxzkGuHhpk5Hl/pFHyrVwP6/y8y6Wiqg0hhIg2+\nZhYAbwIedM7dnccpxpzqkJ7aUAOsBt6D72Dx4zyuU4k04ltlwmS8BmhN384C3hFtRSJSbAq+IoWJ\nesS3hfQPajPbE7jWOZdLPQ2kN7jo7O3vwG/aUAvUpW+1wADwV/x2vVuBDcUoPOzqOACYi//kKTbs\nNt5zTfj/7rX4f8eG3+rwo9nD3xuMcr4g/b6pwLT0bTfgy8X4s0r5CpPxPYE3Am8A2oE+4Cbg/CCR\nyqXbiYhUAAVfkcJEFnzNrAa/8nzIvvi+o7moB4ZWre8LfBr4KbAjfRtob2kq1a50twG34oP1YPoW\nZtwf6/EUfEDZkX7/Dnwrt4H0bSd+JDsc4Twj3Q/T79uM34xk6PZsif7sUgbCZPzt+A1cfgP8DPhY\nkEg9EW1VIlJKCr4ihYkk+JrZQuB9+BHKIX9OtzPLxcH48Al+1HNje0vTxiKUmI0a4Phg5ZpqWCgn\nZSZMxg8Cvg28MUikeqKuR0Qmhha3iRQmqhHfFbwy9G4H7sjlBD3dfYcBr8GP8IL/96BUo7si5eZS\n4FMKvSLVRSO+IoWJKvj+DB98dweWADc757Ieqe3s7V82zehwxlWbp9Ue2tnbHwPmoeAr1WMJcG3U\nRYjIxFLwFSlMJMHXObcFP6f1GSCnbg6dvf1LcO5Oc9RtbqxZAByN/zPsBO4verEi5WkG8ELURYjI\nxFLwFSlMjMobJT26ZsBtMJi18oAFh0ZdjMhEC5PxqfiOIONt6S0ik4yCr0hhom5nlo/lQegeBjZN\n9IXDro53A8vSD7XGQKJyJ3BPkEipT7NIlVHwFSnMhAVfM2sC9gHuds49N97xmTp7+28GDsSHzbrY\noLsQOKToRY7vW8D38IvxzqXyfmmQChcm4wY0A7OirkVEJp6Cr0hhpjABH5ea2eHAW4Cnga1mthV4\n1Dk37hzFzt7+BuBQ/EK4ncBg7YB7F7B/CUt+lbCrYxZ+Y4lPBivXaKRNovIaoC5IpDTNQaQKKfiK\nFGYx8MgEXOfA9NfdgDfjN2f4VpbvXQo83N7S9PLUhp7uvjr8pg8TaW/gfoVeidgs4MaoixCRaCj4\nihRmT+DhUl4gvUPb0oyn/gTc6JzbnOUplvHqbg1RBd8HJviaIsPV4D/5EJEqpOArUpgllH706A0Z\n97cAv89phzbnjjPH4z3dfXPxc3xrgY8D64tZZBb2QcFXoleD355aRKqQgq9IYfYELi/xNQaA2/CB\n9fFctyWu2xGeUr893A14B+Dwo72b8DtXTaS9gQ0TfE2R4WaijiIiVUvBV6QwSyjxVAfn3P8BmFkt\nOY5Udfb2Wx0sAi5qbWv+TCnqy8HelP6XBJHxHIyfIy8iVUjBVyRP69ZuiAF7MDGL23DO5TQvsbO3\nfzHwU3MMWHk06t8b7QwnEQmT8d3xu7XNA26KuBwRiYiCr0j+fg9sX7V6+faoCxnFHkBt7c7wu/i+\nuZEJuzqm4DtSPBplHVKdwmS8FrgHeDb91LkRliMiEVLwFcnDurUbDFhBeTfBrwE2BY7tTOBHu2FX\nhwGGn0cZS3/dH3g4WLlGG1ZIFL4A3BkkUiuiLkREoqXgK5KfGmBg1erlRd/218xi+KC4DPidc25L\nXidyrjYIqQOagD/nW0/Y1fEPwAXAtIxbDbtCbeYthg+9DgjTt8H016vzrUEkX2Ey/h78ws6jo65F\nRKKn4CuSn3pK0AfXzOqAM/C7rAHsb2a3AF3OuZwWtk3ZOvj6mgF3BH5e48UFlHU0cAfwP8Dm9G0H\nrw62L9+0SYWUgzAZX4T/e3tykEg9O97xIjL5KfiK5KeOIs+bNbN64LwRrjMfHy5zO59jj521wcPH\nHLbogAJLmwHcE6xcc1eB5xEpuTAZjwHHAqcC7wSSQSJ1S7RViUi5UPAVyU/RR3ydc9vNbBvQkPH0\nJcBjufbuBTDnmsLAst3dbSwzgBeKcB6RkkovYrsD/715BXBUkEj9PdqqRKScKPiK5Gjd2g3vBb4E\nvFiC0z+Fn0P7NHCDc+6xXN7c0913EH5jioYAloWB9RShppko+EplOBHYGCRSx0ZdiIiUJwVfkdwd\nBvwA+PcSnHtdPqO7GQ7Gt2z6161TYscP1NhxRahJI75S9sJkfBbwCeC7EZciImVMwVckd7OBm1at\nXv58sU9cSOjt7O1fODVmR5hzWzdPq90d38c3pwVxo5iB3+JYpOyEyfhU4HPAh4BfAT+OtiIRKWcK\nviK5mwM8V4wTmdkUYLtzLizC6a4cjNl+5mwr8Cn8PMerinBejfhKOXszcDxwWJBITcguiiJSuRR8\nRXI3myIFX+B0YIGZbQZ+nOuc3mFm1u4Mrw8cNx1z2KJC2pe9LOzqeB2+q4SCr5SrPYA/KfSKSDYU\nfEVyV3DwNbNG4BBgYfqpRnKcTtDT3fcefMumGFA/zdjfHPsAPy2ktiFhV0c9cC1wGX7RnUjZCJPx\nA/AbvRwHpCIuR0QqhIKvSA7Wrd0wBWgG+vN5v5nVAu8C9hv20j3OuZdyPN35+PmMfwUGtkytaa3d\nGb6hfkd4ez61jWAWsDFYuebMIp1PpJi+DMwFngCuj7gWEakQCr4iuTkSuH/V6uVP5Pn+ZvxHs5vx\no7zgR1N/nce5GoGftLY13w/Q2dvfsD0Wu/+1hy4q1q5ps4CiL+ATKVSYjNcAbcCxQSJ1X9T1iEjl\nUPAVyU09Bcx3dc79HfgPM5sBnAQ8AnQ753bmcp6e7r65wF7AVoDO3n4DpuIDdV7Cro6l+O2S5wIL\n8FMxCplzLFJ0YTLeAtwE3KbQKyK5UvAVyU0dxdmx7UXnXF5tl3q6+2LAOfg5wc+kn54CbG9vacp5\na+MM/wCcAHwfuA74G9BXwPlESuEtwE+As6MuREQqj4KvSG6yDr5mZvhWYLvhW6Dd6pwbhML69QKX\nA68Hzm5ta96efq6RAkZ70wy4NVi55hsFnkeklE4EkkEiVYwe1SJSZRR8RXJTB4w5LcHMluBXmi/A\nTz8Ycj+wsZCL93T3HQ0cDSxqbWvemvHSTEqzhbJI5MJkfClwCr6LSSOwPtKCRKRiKfiK5GYhY3R0\nMLMa4D3sWriWaTYFBN+e7j7Dr2T/7LDQC34+7l35njvNgGItjBMpSJiML8R/L50KLAWuBj4O/DFI\npIqx4YuIVCEFX5Hc7IOf+zqaPXjl99U24El84N1S4LVPxk+Z+MEIrx0J3FLg+UUiFSbj84B34sPu\nIcDPgQuA6zW1QUSKQcFXJDf7MEbrMefcQ8AX0yO/c4GnCpzPm2kV8O+tbc2DAJ29/e3Au/Hfx68H\nPlrg+TXiK5EJk/EvAR/Bb5ryFeB3QSK1LdqqRGSyUfAVyc0+wLgtlJxzA/iR3mKayit3UDs1/dwN\nwB8pThN/BV8piTAZj+E/sdgNmAf8O9CScchzwF5BIlWs7cBFRF5FwVckS+vWbvgwfq7hwxGVMLyj\nxCzgmvaWpiuLdH4r0nlEXpbuu9uJD7zP41vwPZ1+7o0Zh24NEqlitAoUERmVgq9I9lqBL69avTyq\nH871vDL4zsT38i0mjfhK0YTJ+FTg7fjpQR8JEqlC+kyLiBQsiLoAkQpSz9gL2ybi+jsAOnv7FwKv\npbjBVyO+UjRhMj4Fv6jzU8AvFHpFpBxoxFckew34Lg2vYmZH4qdB3AXcm+sWxFmahf+oGOD9+A0r\n7inyNTTiK8XSCLwUJFLzoi5ERGSIRnxFsjeFUYIvsB+wP77LQmuxL5zu4duMnxsJfr7vd9pbmp4f\n/V0504ivFNOovyiKiERFwVckew3A8I0jhuyWcb+vBNc+Gx92h4JuLePsIJcnjfhKsSj4ikjZUfAV\nyd5YI771GfefLcG19wXOaW1rdp29/QZ8Bj/VoZg04ivFNAcFXxEpMwq+ItkbcQTLzCz92pBSdH1Y\nDDySvh9Lf724yNfQBhZSFGEyPge4Crg06lpERDIp+Ipkb7SpDruzKzBucc6VYvX68OA70N7SVIqp\nDiLFcAHwmyCR+u+oCxERyaSuDiLZG3Gqg3Ou38wuxi9qK3ro7enuOx44jFcG36JcJ+zqOAJ4G34F\n/luAnxXjvFK9wmR8f+AfgQOirkVEZDgFX5HsjTrH1zn3HHBdia7bDlze2tY8tF1x0YIv8E/4bhQ/\nBf4DuLZI55Xq9V9AR5BIPT3ukSIiE0zBVyQL69ZuMGAeu9qJTaTF+O1dhxQz+M4FksHKNdcU6XxS\nxcJk/GRgb/ynCCIiZUfBVyQ7s4Adq1Yv3zLRF3Y+SFzZ2dv/UeAEfFuzgSKdfi6l6UIhVSZMxg8H\nLgPeEyRSUW3rLSIyJgVfkewsBB6P6NpHvzSt5tf4xaifwe/W9qUinVvBVwoWJuPH4rs4nBUkUusj\nLkdEZFQKviLZmQc8k/mEmc3HjwQ/DmxzzuU1CtvT3Tcd+BF+DnGQvlnG15gzlre3NN2Sf/mjUvCV\nvIXJuAHnAP8KfDBIpH4bcUkiImMaN/ia2YnAV/DzCi9xzn15lOOOBG4C3uOc+2lRqxSJXoyMndLM\nrBE4k13fQ48Cl+R57n2BFvzubCG+NdrQV7e5seZSzLbnee5RhV0dht9kQMFXchYm4wcC/4n/5Wl5\nkEg9FG1FIiLjGzP4mlkM+BrwOuAx4BYz+4Vz7p4RjvsyfkW4dn+SySjAh9EhK3nl98+tBZx7IXBf\na1vziF0hOnv7HVD04AtMB7YHK9eU4twy+f1/+L7WxwaJlP4OiUhFGG8DizbgfufcQ865ncAVwFtH\nOO7jwNVEs+JdZCK8HHzTO7UdlPHaNc652ws493jzh+spTfDVNAfJS3qKwxuATyv0ikglGW+qwyKg\nL+Pxo8DyzAPMbBE+DLcDR6ItT2VyCtj1d7sOH0bBd1e4q8BzLyCa4DsPBV8ZQZiMx4B/Bk4c5ZB6\n4CX8QksRkYoxXvDNJsR+BTjXOefSI2GjTnUwswszHq53zq3P4vwikVm3dkOAn4P7GuD59NNTMw7Z\n7Jwr9Je9Q4CuMV7XiK9MmDAZbwa+j/9l70uM3jrvL0EipYEOESkLZrYCWDHeceMF38eA5ozHzfhR\n30xHAFf4zMs84B/MbKdz7hfDT+acu3C8gkTKzHHAr4CHgG+kn3sev8vZVKC2CNeYyis/WRmuDihF\nX1QFX3lZmIzX4KcvfBdIAv8RJFJF34JbRKQU0oOp64cem9kFIx03XvDtAZaZ2Z74j2JPAU4bdqGl\nGRdZB/xypNArUqGagF+vWr38lKEn0iO8m9O3YogBL47xukZ8pSTSc3V/BbwWmIb/d/4dQSL1x0gL\nExEpkTGDr3NuwMw+BvwO/8P5UufcPWZ2Vvr1b09AjSJROgU/2ltKrxjR7eztD4BPATPwI8oxirdT\nWyYFXzkS2AdYCjwfJFLhOMeLiFS0cfv4Oud+C/x22HMjBl7n3Koi1SVSLt6G725SND3dfTXAMnZt\nUDGLV05lmAlcCHwe30niA+0tTaWYSzkXuLcE55UKECbj9fiFybcHidTGqOsREZkI2rlNZBTrvHH0\npQAAIABJREFU1m4wYBC4Y+g5Mwucc4WOir0T+DZ+Dr3Db4zx2LBjtra3NHUUeJ3xaMS3CoXJ+Dzg\nPOD9+L/b50VbkYjIxFHwFRldAzC4avXyHfDyLoY7zOx54Enn3PCwmq05wBWtbc0fKVKd+VLwrTLp\nUd7/wW9eclSQSD0QcUkiIhNKwVdkdNOBFwDMbAFwVMZrf+TVo7TZmobvgVoyYVdHDDgAmI8P8PX4\nP898fBeJOcDrgU+Xsg4pH2EyfgjwA+B+4ANBIqVfekSk6ij4ioxuOru6LRyc8fwjwB+KdN6iCLs6\nWvE9V/fEj+ROx7ddewA/qrsdP484BO4DHgROB/5czDqkfITJ+BzgMOBwfB/qNwH/D/iB+u+KSLVS\n8BUZ3XTgxfTGLEsynt+Q3sI7X9PIf7R4NEfiR5HfBDwDbApWrlEP1ioUJuPHAJcAe+B/sbkN6AbO\nDxKpsfpFi4hMegq+IqMbGpndHViYfs4BD4/1pp7uvhOAn+HbkAXs6t4wdB98mzQAOnv7a4BzgCnp\n4zJ3hsvFE8HKNerSUMXCZPxDwBeBM4Ffqj2ZiMgrKfiKjG4o+A7id1ZbBDzunBtvfu4C4DfAKvzU\nghAfmEMgbG1rHv4x80LgfOCr6eO24fv4imQlTMb3Bk4FPgocGyRS90VckohIWVLwFRnddOAF59zT\nwKVm1oDvsTueKcCO1rbmLSO92NnbvxA4ED8iHMPvDvd8e0vT+cUpW6pFmIwvxm8+8d/A34ETFXpF\nREan4CsyuulkdF9wzm3Dj8aO50vAj8Z4/T+B/YF+/GjyIHB5/mVKFfsasBdwK/AhTW0QERmbgq/I\n6OrILui+rKe7L4afozvWpgAHAGe0tzTdWkBtUuXCZNzwCyU/GSRS/xd1PSIilSAY/xCR6mNmtvG5\np6YBAzm+dSHwXGtb8+aRXuzs7Z8DHAL8rcASpUqFyfjSMBm/CLgbWAzcE3FJIiIVQyO+IiNbduVP\nvnr8yhXveBKWZ/2mzVNj50/ZOjivs7f/XnZ1c8i8TQV+0d7SVNINLGRyCpPx1wFX4DeiWA3cqJ68\nIiLZU/AVGdmBg+FA/fobfrav2dmHOeduH+3Azt7+M4DjgamB2YnmeAp4M7u6Obhh9x8vffkySR0L\nfDNIpLQQUkQkDwq+IiObZxYEzrkQvwPaWFYDvwPuig2GPzf4THtLk6YySClMA56MuggRkUql4Csy\nsvrAgphzYciw7YXT7cguABqAWmA/4Kz2lqY7err79seP6oqUwjT8NtQiIpIHLW4TGcbMaoDp9Q1T\nZm7ftuVFYPuwQw4Fjga6gF8DZ+AXGoGfx6uWUlIqjWS02BMRkdxoxFfk1ZYCdY1TZyx89tn+m3h1\n0GgA7m9vafruCO9tAHaUuD6pXlOBrVEXISJSqTTiK/JqDwKXHXzQMc/ttecB651zw6cuNDB6f9+F\naPGalE4TfsMTERHJg0Z8RYZxzu0EHlm3dsP2/Vtae0c4ZKzguwgFXymBMBlfBByD36VNRETyoBFf\nkdHFGHl0bazguwfwWMkqkmp2EHBzkEg9EnUhIiKVSsFXZHRjBd/hC96GxIGNJatIqlkr8MeoixAR\nqWQKviKjGy34voXRR3xD4C8lq0iq2WuBG6MuQkSkkmmOrwhgZoYPtNOAF4Duy75zc6xx98Y5nb39\nH8N/r9QA9fgA8uFRTjXWaLBIXsJk/E3AicCHoq5FRKSSKfiKeHsBh2U8vhmINc5vbAf+EbgeP/o7\nALynvaXp/lHOM9b8X5Gchcn4ScA64LQgkXoi6npERCqZgq9UPTPbA3h/xlOPOueeXrd2Qyw9EnxD\ne0vTJ7I8nYKvFE2YjM8EfgW0B4lUV9T1iIhUOs3xlapmZgHwrmFP375u7YZZwKKgJgjxo7zZmvDg\nG3Z17A2cPJHXlAkzF3hQoVdEpDgUfKXaOXZtNwywAbgNvxHFE3WNddvJbcOAKEZ8TwTmA9+b4OtK\n6c0Fno+6CBGRyULBV6qa864DrgNSzrnfpndqmwE8gu/skMuIbz3RTHXoDlauuTmC60qJhMn4XsD3\ngZ9GXYuIyGShOb4igHPuT8OemoHv7jBaS7NX6enuawHmAJuLW924bIKvJyUWJuNHAj8HOoJE6mtR\n1yMiMlko+IqMbAbwIv57JNsR3yXA9a1tzVrcJnkJk/EAOAv4PHBGkEj9IuKSREQmFQVfqUpmZukp\nDaPJecQXP9r7TKG15WmsP4tUjouAE4Djg0Tqr1EXIyIy2Sj4SlUxszrgbcAOM/s/59yWzNfXrd1w\nBnABMB24BP89snO88/Z0970B+Bzwf0Uvenya6jB5NAMXK/SKiJSGFrdJtTkGOAA4FPh4uodvpn2B\ny4FDgM+Q/eK2o4BU+j1R0IhvhQuT8RpgXtR1iIhMZgq+Um32zrhfAzw17PUa4OlVq5c/siS+5J+B\nU8lixBffxuyB1rbmKFpPacS3goXJeBAm46fh2+pNAdSzV0SkRDTVQaqGmU3Ff5Q85JvOuR3DDqtl\n1wjv24CLge9mcfopRDe/V8pUmIy/Hr8dNsA04HBe+csX+B7MTwNnA9cHiZRG70VESkTBV6rJwRn3\nnweeG+GYzC4OdUCqvaUpm1HcqLcqVlgqM2EyPhe4Brgi/dQ2oBP4JhBmHLoVuEOBV0Sk9BR8pZps\nAfqBJuBPo3R1mGWBbe7s7f8gfnQ4m2kO4IPv1qJUmTtNdYhImIzXAm/Hj/gPdwRwXZBInTmxVYmI\nyGgUfKVqOOfuBO40s9mMElJjdbHD5u439534rYv/A7g3y9NPQSO+1egL+OA72q55HRNYi4iIjEPB\nV6qOc+5VUxzWrd1g+E4PLWa2Dljd3tKUbf9eiH6qg0ywMBk3YDXw5iCRujHqekREZHwKvlL11q3d\n8C3gncDmhtkNd9Y11t2dY+gFTXWoRovxU2FuiroQERHJjoKvVJ11azccCbwBsLrpdccEtcGxux+0\n+3W1U2u3m9mR5BdgNdWh+hwD3KhFaSIilUPBV6rRJ/Ctpe6qn1Z/4MzmmVfVNdb9Ab818S+A6/I4\nZ5RTHTTiO4HCZHwKcBpwCvD7iMsREZEcKPhKVTCzGcAMYMfXL75+8ZSGxgtWrV7e1dnbfzpwUXtL\n098LvESUUx1kgoTJ+KH4nf0eAu4Droq0IBERyYmCr1SLVuA4gL/97bYlhx4Sf6qzt78OWAA8WoTz\na6rDJBcm48cAPwX+X5BI/TDqekREJHfaslgmvXT7sqOGHk+bNiuYs/ecA4AXgN72lqbhu7flpKe7\nbxawDE11mLTCZPxC4Ergowq9IiKVS8FXqsHr8LuwAQwsaFpi9TPr3wKsaW9pOniM92XrcPwucMUY\nOc6XRnxLJEzG3w6sAg4PEqmfRl2PiIjkT1MdpBosyLh/bWPjjI8HsWARfq5mMcwG1re2NefaAq1Y\nNOJbAuk+vQcA3wZOChKppyMuSURECqQRX6kGDUN3Pn3uJQEw3wJbCDxSpPPPBjYW6VxSPlYBtwPn\nBonULVEXIyIihdOIr1SDH+EXnzUsWbzf+4A7g9pgH6CvSOefg5/qECVNdSiiMBk/Gvga8Pkgkbos\n6npERKQ4FHxl0nPOPTZ0f93aDbVBbXC1mSXaW5peKNIlZjPBwTfs6mjEb7G8B9BGtPOLJ5UwGZ8B\nfBW4COiIuBwRESkiBV+pNnU19TXTKN40B/Ajvg/n++awqyMGnAnMwi/Cy7zVA/OAhenbLKARv9nG\nfcA9wCb8xhtSHMcDewHf0q5sIlJsZqZ/V4rMOZf1WhcFX6k2dbH6WIziBt9CR3wXAd8AvgTsALYA\nz6fv7wSeAR5P354DNgcr1xTUgk3GtBdwZZBIPRt1ISIyOeUS1GRsuf4ioeAr1aYuVherpUjBt6e7\nL8C3S7ukwFP1BSvXnFeEkqRwSwB1cBARmYQUfKVqdPb2N9RMqTm+bmqdA9YW6bSz07c/Fel8EoEw\nGZ+Cb1u2FDgYOCLaikREpBQUfGVSM7MD8Yu/dqz5968fse9uRy4Z3Dn4TeD7hZ67p7vvOGA/oK+1\nrXlzoeeTiREm4zOBfwJqM54+HN8P+TzgySCRui+K2kREpLQUfGWy2wtYDLBz5449cGzc9Mimi9/x\nxpbHi3Du3wO/Ab5bhHPJxPksflT35oznbge+rnm9IiKTm4KvTFpmFsMHHE5852lv2++gQ5e5p92L\n+I4IxRAD3tXa1jyQ7RvCrg4DmvDzSKcAU4F9eeXooxRZmIy3Ae/Aj+p+EDgwSKSeiLQoERGZcAq+\nMpk1kw6U06bPaJoytfF92wfDJBAW5ezO2aFbftwWdg3Owm+LfBzQAsxNX7cW35KsNuNWg+/S8Hd8\n94atwDb8ZglSAmEy3oRffPggcBNwmkKviMjIzOyHwAn41pnPAJc65y6KtqriUfCVyWz60J09lizd\n2bSo+YGH//7wTCDn+bhhV0dt+nzTgRnAEhpPN2MwiW8x9hRwN/Cd9P2d7GpHlnl/IFi5Rj0cJ0B6\nLu+/4Ofzfg24UH15RUTG9UXgw865bWa2H/AHM7vVOXdt1IUVg4KvTGZbgWeBuTPnzBnc/PTmGUBA\nDq2qwq6OtwBX4DeSeBG/WcQLzn8ltnLNUUWvWgoWJuNvxC9g/A1wWJBIFbNvs4jIpOWcu3vYUwP4\nAZ1JQcFXJi3n3P3A/5jZnIOOWH7alqe27A3cvWr18lxG/RYCPwLOzBypTffvzXpur0y4s4DzgkTq\nsqgLERGpNGb2DeAD+EGfjznnbou4pKJR8JVJzzm3sbO3P3zikSf2wG/zm4sYsGOE6QkBoI/Ny1CY\njNcArwU+GXUtIiL56OztL/jnS3tLU967wznnPmpmZ+O3cL/azG5zznUXWlM5UPCVScXMAufcSIvX\nZrnQNZKeopCDgJEXw9WiEd9y1QY8ESRSD0ZdiIhIPgoJrcXinHPAejO7CjgNmBTBN4i6AJFiMbPF\nwNlmNn2El5sGdw4G+Hm6uYgxcvuzRuClHM8lE2Nf4K6oixARmSRqyWNReLlS8JVJId2z9+34VmJv\nMbPhvy0PhjvDgNzD6lgjvjtzLlQmQi1+YaOIiOTAzHYzs1PNrNHMYmb2RuDdwM+jrq1YFHxlstgf\nmJ2+v4yMVmadvf0x/N/1aRRvxHe05yV6deiXEhGRfDjgI8Cj+K5IXwBOd87dEmlVRaQ5vjJZNGXc\nv9E590LG49pwMNyBb8h9M7mJMfKIr4Jv+dodeDLqIkREKo1z7hlgRdR1lJJGfKXipac17JHx1PAF\nbDO3Pb+tHj/3M9ffWgM04ltpmoD+qIsQEZHyo+Ark8FSYM+Mx8NDz6zBnYMvAD9YtXr5PTmeWyO+\nlSdO7m3rRESkCmiqg0wGDwJfx3/EPQ8YvktX/eCOwc3AxjzOrRHfyrM38KeoixARkfKj4CsVL923\n92lG34q4PtwZQn7Bd6zFbSONBEuEwmS8Fv/Lyo6oaxERkfKjqQ5SDVrCnaGhEd9q0Ai8FCRS2lVP\nREReRSO+Ug3+YWDbwCbyH/F9eWS3p7uvFmgH9kPBtyykR3kPB47Dd+54ItqKRESkXCn4SsUysyZg\nf+dc1ziHBgM7BrZTnBHftwBfBW4HrsrjfFIEYTJeB/w/YCVwFPAAcANwCbA+uspERKScKfhKRUpv\nT/whYMDMbgG2OecGRjk85gZdI/BcHpeaDTyU8XgF8NXWtub/yONcUjzHAR/Ah99TgkQqn19qRESk\nyij4SkVJb038Gvz2xOD/Dr8d6AQeG+VtsfRx2/O45N7A1QA93X1N+GkOq/I4jxTXCmBDkEj9MupC\nRESkcmhxm1Sa9wDvACzjuT7g8THeE3POgd+KMSthV8fJYVfHFcBy4P6e7r6jgIfxW+HelmvRUjxh\nMh4AnwZ+H3UtIiKTiZl9zMx6zGybma0b9tpUM/uGmT1tZs+b2R+iqrMQCr5SMdI7tD0AvJjx9O+c\nc+tdOtkO19nbvxh4Q/phLu3HPocPuK8PVq75OzALWN/a1nxoa1vzaFMqZGLMAZ4LEqnvR12IiMgk\n8xjwBeCyEV77Dv5nYQt+GuA/T2BdRaOpDlJpbsH/vX0DcLFzbry5nW8AtrjQbSPLEd+wq6MR/419\ncbByzbb00/XkN1VCiig92nss8GTUtYiITDbOuf8FMLNWYI+h582sBXgzsMg591L66dsnvsLCacRX\nKoZLA24FfpBF6AX/d/ynOEKyn+pwBHBXRugFH3y3jXK8TIB06L0T+CKgxYUiIqVjwx634af7fT49\n1eFOM3tHBHUVLKsRXzM7EfgKfpHQJc65Lw97/b3Ap/D/oV4E/sk5d2eRaxUBwDm3HT/lIRuGD7xD\nX7NxNHDTsOca0IhvZMJk3IBegCCR2jfickRESirs6ih4E55g5Zrh4TUXw6+/B3AgfrH3AuAY4Ndm\n9lfnXG8B15lw4wbf9Cr6rwGvw8/9uMXMfuGcuyfjsL8DxznnNqVD8nfwvTVFovZy8DXCMOzqOANY\nAszE7/K1CKgF6oCpwBT8N/iHh51HUx2iNS99Wxh1ISIipVZgaC2G4dffil/c/W/OuRC4wcy68NMJ\nJ1fwxQ9v3++cewjAzK4A3gq8HHydc5mjYxvImBciUoj0JhV746cZPOmcezTXUwxsH6gF9lu+270t\n+A0O/g14ENicvg3g54xuybg9NHSCnu4+A47klYvqpMTCZPwQ4Hr8LygBcFuQSGm6iYhI6Q0f8R36\nFH94IK647eGzCb6L8O2ihjyKb/E0mjOA3xRSlEiGxcDr0/d78H//chEMbh+sB57cb+ZjzwB/Clau\nOT/bN/d09y0HLsCvYH37OIdLltJTFw7Dj7KP5ivAecAP0493lrouEZFqlv6UvxafD2NmVo8fHPoD\n8Ahwnpl9CZ8DV+A3Eaoo2QTfrNO8ma3E76b12rwrEnmlKRn3t+bx/v2ccwZsyvP65+FHhd/R2tas\n0cYCpQPvCfh2OfOBJ8Y4/BbgkiCRqrgRBRGRCnU+8NmMx+8DLnTOfd7M3or/1PRc/Keipzvn7p34\nEguTTfB9DGjOeNzMCKNuZnYwsBY40Tk34tawZnZhxsP1zrn1WVcq1Srv4NvZ2z8b+PjgjsHPxGzw\nGOBUcmjh19PdFwBx4CCF3sKFyfhs4ApgL/wo+k+CRGow2qpERGSIc+5C4MJRXvsrflFbWTKzFfhR\n6DFlEwJ6gGVmtid+d6xTgNOGXWwx8FPgfc65+0c7Ufo/qEguMhcz5Triuy9w6/RH77ppZ+20f8Mv\naPtGDu8/DNjY2tY81q5wMo70KO9R+EWv1wEnBYmUNgEREZGiSQ+mrh96bGYXjHTcuMHXOTdgZh8D\nfodvZ3apc+4eMzsr/fq38cPis4Fv+s212OmcayvwzyAC/uPwIX2jHjWyfYD762M7pzln24OVa07P\n8f3f5tVtzSRLYTK+F/5jsvcDg/g5u9/W1AUREYlKVh/7Oud+C/x22HPfzrj/YV7d/kmkGNbje+jW\nAyNOoRnDMuC+ANdAfitPHb6Vn4wgvaHEu4BzgBn4BRFTMm5bgCuB9wK3KPCKiEjUtGWxlDXn3M0F\nvH0Z8DszV2cQ5vF+7dY2ijAZn4mfthDg54M9iF/5uzXjtiVIpPL57y4iIlISCr4yme3z5G19Yf/W\nBfEpNTtyCmDp3r37ok0rRnMR8BfgwxrJFRGRSqHgK5PZsvqdL75m3zmPvTCv/oVv+S5aWVuCH/F9\nrDSlVa4wGW8D3gm8RqFXREQqiYKvlB0zm+Kcy6dn78s6e/vnAoHhGh7fMuetB7799OtzPEUDcG9r\nW/NLhdQx2YTJeBN+d8bTgkRqY9T1iIiI5ELBV8qKmdUAHzaz7fj5tdc6557K5r1hV0cA/BWYfhw2\nJbSaab90R1j/1tlP5lFKPZrmALzcjuwgoA6/XfmPgkTqimirEhERyZ2Cr5SbmcDcjMfPZvOmzt7+\nkxp2e/ceRz191X63zT35vB1Bw0E7B2zaCzs3voX8FqhVdfANk/G3AQvwbQo/h+/QcB9+keDHIyxN\nREQkbwq+Um72zbj/pHNu3J29Onv7pwH/C+5nA1a77YW6+XsCG5/4yxPbgV8DD+RRR9UF3zAZPxL4\nF8DwI7uX4Vu6vR64QR0aREQmPzP7IX5RTCPwDH7/hovM7L3AtzIODfCtK49wzt0+8ZXmR8FXys3i\njPvZBtY5QP9RT199LnBke0vTR9at3TAX+Btw1KrVy/NZgFV1wRffj7ce+CHwrSCRynVetIiIVL4v\nAh92zm0zs/2AP5jZrc65HwE/GjrIzD4AfKaSQi8o+Er5ydyp7S9ZvmcOsBGYGjrb8r21G84G/hG4\nfNXq5aNuoT2OSRd8w2S8Fr+TWh1+VJeMr/Pwe5yfHSRS/zvx1YmISDlwzt097KkBYKS1Nh8Evl/y\ngopMwVfKza3Acvxc32x3ahsKvo3PbJvhgPOBC4C1BdQx6YIvfgvn/8bvpga7drNz+C2FL2LYDo0i\nIlJ9zOwbwAfwPws/5py7bdjrS4A4PvxWFAVfKSvOuRvN7GZgsXMu20VpL4/4Prej0YAbV61e/u1x\n3jOeSRN8w2R8d+A4YA/giSCROivikkREZAzr1m4ouEf6qtXLbfyjRuac+6iZnQ0cD1xtZrc557oz\nDnk/cINz7uFC65xoCr5SdpxzIfBQDm/ZnfSI76YdjTX47gOFqvjgm25Dthfwz/hpDH8DLo+yJhER\nGV8hobVYnHMOWG9mVwGnAcOD779FUliBFHyl4oRdHfvjW569Gdjn0Nrdj58y+OITwLs27WjcCNxb\nhMtUZPANk/E4fnTXgMPS9zcBHwkSqd9HWZuIiFSkWjJai5rZa/HtLq+OrKICKPhKJboV+DNwx6ba\n+V190w48oeX5P/4L8MzjW+dcTJWM+KZHdGPp24X4bYSXATcBXcCd+MD7dFQ1iohI5TCz3fCtzH6J\n74H/OuDd6a9DPgBc7ZzbPPEVFk7BV8peZ2//OcBSIIZzsRUwZX3TB+/Fgmn4j1vW1q9Yfi0A92+Y\nC+SzU9twU/GbNkQqTMbr8G3G3ooP45Zx2xtfpwPW4/9bPAH0qeeuiIjkwQEfAb6J/zlzL3C6c+4W\nADNrwAfhd0RWYYEUfKUspD86qQX6gYeGLWz7DPBfwKaAQefAYcEN+BYrv8X/ZjqkjuKM1E4HXizC\neQq1D/CvwCfx7d1cxu1RjeaKiEixOOeewa8JGe31bfgdPSuWgq9Ezsxi+G+02vRTa4HHwq6OemCP\nWXNOrG95/oaNDeGWOcBCYEd7S9Nlo5yuHthRhLKmM3LfwoKFyXgNPtAOLV44HXh7xiGZixrqgUeC\nRGpdKWoRERGpJgq+Ug4OBGqb5kyf8e4VB74+efZJJ4ddHc3ALODxvV68raEu3LYSeBC4Hx8UR1NH\n8YJvqUZ8TwW+hp+WAH7k+uyMx27Y140lqkNERKSqKPhKOdgfoHm3GfOOO3ivKYHZGUAf8GSwck14\ne2//FuBD7S1N2UykL9aitKLM8U0vQFuEX4AGfjT3cOB/gkTq/ELPLyIiItlT8JVyMAMgCILggD3n\nPxasXNM97PUYfmexbBRrxLcG2JnPG9NhdxnwHvyuNtPxYTxzJPfswksUERGRXCj4SjmYDhAEZnOm\nT3nFbm2dvf11ZBl8163dYPjgm1dgHdLT3fcJ/FaM38vlfWEyvge++8Lr01+/gW/63RMkUgXvwiMi\nIiKFUfCVcvAjYObb4wecNGvalJXDXns/0NXe0pRNmK0Fdq5avTzvVl493X0N+DYtXwH+L8e3n4Kf\nf3wjcFKQSP0m3zpERESk+BR8JXLOuX6gP+zqeA1+oRcAnb39NcB5wKosT1WMaQ4/xu92dnZrW/O2\n8Q4eZhrwiyCR+myBNYiIiEgJBFEXIJIhRjr4dvb2fxC/A9mj7S1NN2T5/mIsbNsHOKa1rfmuPN7b\nCLxU4PVFRESkRBR8pZzUsGsu71uBnwNvy+H9xRjxXYRvmZaPY4B7Cry+iIiIlIiCr5STl0d8gQXA\n9e0tTc/l8P6CNq/o6e6bkT7HM3meYm+gJ9/ri4iIlAszW2Zm28zsBxnPfdjM7jOzF83st2a2IMoa\n86HgK+Ukc8R3IfB4ju8vdLviJcAjrW3NOXdgCJPxAGgCXijg+iIiIuXi60A36VacZrYCuAh4CzAH\nv6nUj6MqLl8KvhIpM2s3szPM7JTrb3tgPjDY2ds/FCL7czxdoVMdlgAP5/nef8dvcVzwphciIiJR\nMrNTgeeA6/EbLwGcDFzlnLvHObcT+AJwnJntFVGZeVFXB4naAqB5Sn1t7byZU98L/BK/s1nQ3tKU\n6+htzlMderr7VuDn5gbAEcAjOV6TMBlfDHwYOEr9ekVEpJKZ2Qzgc8BK4MyMlxy7QjDsGjw9ED/6\nWxEUfCUyZhYDFgPMbGyYMn/OzJk37H76bGA98MM8TpnPVIfzgGeBvwN34YP3uMJkvB64DP9xz4nA\npUEi1ZvjtUVERF4lTMYLHkQJEikb/6gRfQG4xDn3uJll1nEt8GMz+xZ+Efhn8WF4amGVTiwFX4nS\n7vhRWmY21m+ZNWfe1DCofQpY0d7SlM8isXwWt80DPt3a1pzr9Rbgd2g7C/hskEjdkuP7RURERlRA\naC2ImR0KnAAcNvTU0GvOuevN7ELgGmAGfqOnF4FHJ7jMgij4SpSmDd3ZbVbjS2FQa8DX21uaHsjz\nfPmM+O4GPJ3LG8JkfD7+Y6CngkTqf3O8noiISLk6HtgTeMTMwP+cjpnZ/s65VufcN4BvAJjZvsBn\n8J+WVgwtbpMovRx8581sHAytJgCeL+B8OS1u6+nuM3zwzbp9WZiMvxm4HZgNnJNrgSIiImXsO8BS\n4BDgUOBbwK+BN5pZvZkdaN7i9LFfcc5tiq7c3GnEV6J0J/AQ0Hjmm9sOH7SaGIW1A9uLXe3QsrEA\naGhta96czcFhMn4C8Av8FIf1QSI1MM5bREREKoZzbiuwdeixmb0EbHXOPWtms4Af4XsSzBZ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33yiVMv/Kdzv/6F3NwBTeLIxxn5GRNFJITg1NfVMnDIEEVwATeUE4oMGD1gJ3BO2YTCtVUVm+/K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\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x7fe92a10fd50>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "from collections import defaultdict\n", | |
| "cmap=pylab.cm.get_cmap('jet')\n", | |
| "dates = sorted([mdates.date2num(label_date[doc]) for doc in label_date.keys()])\n", | |
| "\n", | |
| "top_memoir_topics = np.array(lda_v[60].doc_topics('v1.0.MEMOIR.txt'))[:5]['i']\n", | |
| "\n", | |
| "topic_colors = get_topic_colors(lda_v[60])\n", | |
| "\n", | |
| "top_probs = defaultdict(lambda: [0])\n", | |
| "for article in lda_v[60].doc_topics(labels2):\n", | |
| " for top, prob in article:\n", | |
| " top_probs[top].append(top_probs[top][-1] + prob)\n", | |
| " \n", | |
| "for top, probs in top_probs.iteritems():\n", | |
| " total = max(top_probs[top])\n", | |
| " top_probs[top] = [p / total for p in probs]\n", | |
| "\n", | |
| "figsize(12,8)\n", | |
| "title('History for \"%s\"' % \"Jefferson's Letters (Randolph)\")\n", | |
| "for top, probs in top_probs.iteritems():\n", | |
| " if top in top_memoir_topics:\n", | |
| " pylab.plot_date(x=dates, y=probs[1:], \n", | |
| " ls='-', marker=None,\n", | |
| " color=topic_colors[top][1], label=str(top))\n", | |
| " #c=cmap(top/float(len(top_probs))), label=str(top))\n", | |
| "plot_date(x=dates, y=np.linspace(0,1.0, len(dates)), \n", | |
| " ls='--', lw=3, marker=None, alpha=0.5,\n", | |
| " color='k', label=\"Letters\")\n", | |
| "legend(loc='lower right')\n", | |
| "lda_v[60].topics(np.sort(top_memoir_topics))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "source": [ | |
| "## Letter density - 5 year moving average" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 242, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "'\\ntext(mdates.date2num(datetime(1781,7,1)), 0.1, \"flees Richmond\", rotation=90, verticalalignment=\\'bottom\\', horizontalalignment=\\'right\\')\\naxvline(mdates.date2num(datetime(1781,7,1)), color=\\'black\\', ls=\\'--\\', lw=3)\\n\\ntext(mdates.date2num(datetime(1784,12,6)), 0.1, \"arrives in paris\", rotation=90, verticalalignment=\\'bottom\\', horizontalalignment=\\'left\\')\\naxvline(mdates.date2num(datetime(1784,8,6)), color=\\'black\\', ls=\\'--\\', lw=3)\\n\\ntext(mdates.date2num(datetime(1789,9,26)), 0.1, \"ends ambassadorship\", rotation=90, verticalalignment=\\'bottom\\', horizontalalignment=\\'right\\')\\naxvline(mdates.date2num(datetime(1789,9,26)), color=\\'black\\', ls=\\'--\\', lw=1)\\n\\ntext(mdates.date2num(datetime(1794,1,1)), 0.1, \"secretary of state\", rotation=90, verticalalignment=\\'bottom\\', horizontalalignment=\\'right\\')\\naxvline(mdates.date2num(datetime(1794,1,1)), color=\\'black\\', ls=\\'--\\', lw=3)\\n\\nfill_betweenx([0,300], mdates.date2num(datetime(1781,7,1)), mdates.date2num(datetime(1784,8,6)), alpha=0.25, color=\\'k\\')\\n\\ntext(mdates.date2num(datetime(1805,3,4)), 0.1, \"presidency\", verticalalignment=\\'bottom\\', horizontalalignment=\\'center\\')\\nfill_betweenx([0,300], mdates.date2num(datetime(1801,3,4)), mdates.date2num(datetime(1809,3,4)), alpha=0.1, color=\\'k\\')\\n'" | |
| ] | |
| }, | |
| "execution_count": 242, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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DkiS12KhaOCJi84jYplXFSGM0if4aga5nATCn6iIkSeoHIwboiDgnIraJiK2A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\nmZlVwQm0mZmZmVkVnECbmZmZmVXh/wET35caiQwMYwAAAABJRU5ErkJggg==\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x7fe92aff74d0>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "def get_density(ids, days):\n", | |
| " dates = np.array([mdates.date2num(label_date[doc]) for doc in ids])\n", | |
| " return [len(dates[np.logical_and(dates < (dates[i] + days / 2), dates > (dates[i] - days / 2))]) for i in range(len(dates))]\n", | |
| "\n", | |
| "labels2.sort(key=lambda doc: label_date[doc])\n", | |
| "plot_date([mdates.date2num(label_date[doc]) for doc in labels2], get_density(labels2, 365*4), marker=None, ls='-')\n", | |
| "xlabel(\"Letter Date\")\n", | |
| "ylabel(\"Number of Letters\")\n", | |
| "title(\"Number of Letters in 5-year window\")\n", | |
| "\"\"\"\n", | |
| "text(mdates.date2num(datetime(1781,7,1)), 0.1, \"flees Richmond\", rotation=90, verticalalignment='bottom', horizontalalignment='right')\n", | |
| "axvline(mdates.date2num(datetime(1781,7,1)), color='black', ls='--', lw=3)\n", | |
| "\n", | |
| "text(mdates.date2num(datetime(1784,12,6)), 0.1, \"arrives in paris\", rotation=90, verticalalignment='bottom', horizontalalignment='left')\n", | |
| "axvline(mdates.date2num(datetime(1784,8,6)), color='black', ls='--', lw=3)\n", | |
| "\n", | |
| "text(mdates.date2num(datetime(1789,9,26)), 0.1, \"ends ambassadorship\", rotation=90, verticalalignment='bottom', horizontalalignment='right')\n", | |
| "axvline(mdates.date2num(datetime(1789,9,26)), color='black', ls='--', lw=1)\n", | |
| "\n", | |
| "text(mdates.date2num(datetime(1794,1,1)), 0.1, \"secretary of state\", rotation=90, verticalalignment='bottom', horizontalalignment='right')\n", | |
| "axvline(mdates.date2num(datetime(1794,1,1)), color='black', ls='--', lw=3)\n", | |
| "\n", | |
| "fill_betweenx([0,300], mdates.date2num(datetime(1781,7,1)), mdates.date2num(datetime(1784,8,6)), alpha=0.25, color='k')\n", | |
| "\n", | |
| "text(mdates.date2num(datetime(1805,3,4)), 0.1, \"presidency\", verticalalignment='bottom', horizontalalignment='center')\n", | |
| "fill_betweenx([0,300], mdates.date2num(datetime(1801,3,4)), mdates.date2num(datetime(1809,3,4)), alpha=0.1, color='k')\n", | |
| "\"\"\"" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "## Time-period incremental graph.\n", | |
| "These are examples of how to build up a graphic showing each time period of Jefferson's life. Probably the easiest way to learn what is going on." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 243, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<matplotlib.text.Text at 0x7fe92abf9910>" | |
| ] | |
| }, | |
| "execution_count": 243, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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YreoaxW3raqA6ZOHboUB84OK6tioYUSPWZxoWMU1cCQrO3K3KiVxgRG21wdIa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\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x7fe92b0e34d0>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "figsize(12,8)\n", | |
| "rs, ds = zip(*rank_date)\n", | |
| "plot_date(ds, rs, markeredgecolor='none')\n", | |
| "\"\"\"\n", | |
| "#axvline(mdates.date2num(datetime(1821,1,1)), color='black', ls='--', lw=3)\n", | |
| "text(mdates.date2num(datetime(1781,7,1)), 0.1, \"flees Richmond\", rotation=90, verticalalignment='bottom', horizontalalignment='right')\n", | |
| "axvline(mdates.date2num(datetime(1781,7,1)), color='black', ls='--', lw=3)\n", | |
| "\n", | |
| "text(mdates.date2num(datetime(1784,12,6)), 0.1, \"arrives in paris\", rotation=90, verticalalignment='bottom', horizontalalignment='left')\n", | |
| "axvline(mdates.date2num(datetime(1784,8,6)), color='black', ls='--', lw=3)\n", | |
| "\n", | |
| "text(mdates.date2num(datetime(1789,9,26)), 0.1, \"ends ambassadorship\", rotation=90, verticalalignment='bottom', horizontalalignment='right')\n", | |
| "axvline(mdates.date2num(datetime(1789,9,26)), color='black', ls='--', lw=1)\n", | |
| "\n", | |
| "text(mdates.date2num(datetime(1794,1,1)), 0.1, \"secretary of state\", rotation=90, verticalalignment='bottom', horizontalalignment='right')\n", | |
| "axvline(mdates.date2num(datetime(1794,1,1)), color='black', ls='--', lw=3)\n", | |
| "\n", | |
| "fill_betweenx([0,10], mdates.date2num(datetime(1781,7,1)), mdates.date2num(datetime(1784,8,6)), alpha=0.25, color='k')\n", | |
| "\n", | |
| "text(mdates.date2num(datetime(1805,3,4)), 0.1, \"presidency\", verticalalignment='bottom', horizontalalignment='center')\n", | |
| "fill_betweenx([0,10], mdates.date2num(datetime(1801,3,4)), mdates.date2num(datetime(1809,3,4)), alpha=0.1, color='k')\n", | |
| "\"\"\"\n", | |
| "\"\"\"\n", | |
| "z = numpy.polyfit(ds, rs, 1)\n", | |
| "p = numpy.poly1d(z)\n", | |
| "pylab.plot(ds,p(ds),\"r--\")\n", | |
| "\"\"\"\n", | |
| "xlabel(\"Letter Date\")\n", | |
| "ylabel(\"Log rank\")\n", | |
| "title(\"Letter-Memoir Similarity\")" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 312, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<matplotlib.text.Text at 0x7fe929463690>" | |
| ] | |
| }, | |
| "execution_count": 312, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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eHTWbs3bXZ/hAvUPv0INqX+QEXa7/1Am7Xjc/BZWVz7e8nmM5NGVa7PRyTebV\nlrR7arnc2fpSq6s4Nr4C36jTqZX9hqqmDIt5TMTnEPg9TusSxk0+54jHSavO4551ruH3mew0dTaD\nKbCKprbOAptgCrj5CPbuZzq6HFvnu73ecMd8BqER3/+tbyueGBh87BW6ZXHEOeo3tOlh7JoRqNLP\nKX/0QXtHVWuv9ldQdTW/dd1x5QjZpuvpACNxXRwOn/xo2wafc1nnoexwffRoZcqjsDMtd5tMaQjQ\nF0aSE1U2aqKj83bWmNDFRCpUjMxKudHjpqNMLUZFJemwy6IunFFodv4Kcb2Mzpjp65KuV/JnD7zm\nWnTQ2LTtQ48EbjgaWjoqGHGEY89nkvIoaFcif1PFUXlGKxM2xxFyIISR5ImpGDWJHF2d0MVEqlWF\n5PxGO2pEKldTe6ZWZ/CvP98Y+02+nR9HvpU+V9Lowmiz2bdkfwp9f/s2Gf3PHlsWkKXqQNdk1HPT\nkaVBaxw3HHnc5KIwwZPiNmjL6CKPALQ5h2Cyo5UzPXq3y0xHyIFohOSEhTZQ4eneRj1zvm9VnYJG\nAatk2rJDTUatiqUal+pWe8o03qoHhx763vwUdIFp6GrPHK/YKbe+MEYTG85TO4qmO/nIM/rL1snK\n8Dtk4OgywHU8y8GuADzVzkOTz2QJYRqYK8otZiB8mHMe5RaSlNXOlpU5rFfgqwLL7NrhVh3ajTxJ\nsPZEufxzFt5E3A8tt94XTrQrfX9tZ5vIP0fMgpuWDEyh5CD28H/Kh6G7/pwbfibF1z0saX/2/0l9\nTk0UT3pVuOxtkWU2wBxQbjFj4dHlWVxMZC10sttaflQ4Xz7RdEdUd8W49TzJMYG0cho6uVvZNHT5\nKwW6bOvpekbVxTrWIS14YYyaNrb5jDYql5jqqGGIp3UFxKJRpu4q+X6Pn/rh+tCoscLbgH2RR3km\nf2InsBSE5IH0fciN2jFJ0v5sJOeQVsGl+FlX1T/WnZB3msI7x/XVyWqDX34d+IaO3VOm8SP62z2P\neYbO3TN/84mFmf3KwonKL26yPdZ6MoH1NKpGtuMShK4FA9wGz9doHuDEv99agW11k3Km1NYFABsg\nJA8g8R3qFERf8rnqsy4byYz8LspCtEl6T10wCLRrj1fqR3ZyFz1xk2snsOilulX+hMDVqHN1/Xpe\naA7fdShYX9K6rCM32ZOsYjUY7V7MCOGcjgDUaTBqvD4fpOyk36qjPLP6zQBzRkgexmJ2qH0oCXsh\nhxT3WRd7V5n4AAAgAElEQVSD6iYnvsVeDTHmNfI7zwsk6Rjt5MeRD5s8vFPOlWlkt6/ETMlVCAXB\n95RbLv8eZhuW5jAaGrJJx3yun0lA7Lbg0PozUcWJ00vqYABzREjGJGQ7JFNFWK7Y+ezLwusmI/p1\nNb5nbPD8e3aeVfWdxfpmSScFnvOG+Zk0XKYzVx9dscNQFQrOkEqD9GRPwurIFEcINzqCxSwNksJB\nt3JdWFAHY5ZY75eNkDyMKe5QkxSYhuyIbANWVpqxpfCo6hkVj5F21/jWBeWqUeyq19inwMlf0TtX\n98sCwfkNxcW2ddauEg2ZuVVPEb3ePizqSEjMTjHxEcKqmVRafW8LKhmr3BaEfotdrwuEsnQsaL1H\nCULyABLfoU5KtoEqqw/eUovSiYrgfXi9U6x5XWnzTk+3G2D37yle+CRkR8dY8cTASKEz+SevyU4x\n4RHC6Br+BhbRUWpQ2rXncV2sC4Sy/rTsfCxivUc5QvJAEt6hTk1dCG46X/AhSSoZKT6Q25jGhO/g\nEYOY2uCczjbAxc5ZFpq318PN19fXgmFqV2A282fo6R8teYnGO/EJjJJNfqdYE/Q4glWj4vO7eoCX\nn/z6lyI6H2iLkIxJWIcrtb9ohrTa8VWN6IfmY47dmG5V7FwHuSJeSL5zlt11ZEdxra5/psm3s9k0\ntk2un9KL9zzH0/WbdyuONp+gy/OLRH1G7KiGU6jh7+II1qJKxkqOLh1gfZ2stp2PRa332IuQjOSV\nnDgWa1dAaHkRiC3VX2yk6rFN2l26Ae5gFLZ0R7EO+C/VT+Xj8HZW3/yh4oMu14nF+ZtjAu8URslm\ntVPs6gjWlEvGNvjdhDrNnayvFW2a1fo3dVNe79ENQjKmoHIktmLWi+1iQKgZzayq5dyv6nlRo9pa\nofZCJOpnFLZqG7B6Dfd75uZv3i6rb3bZVmEauo900L7ehIJKCjvF2FA3dOnKFEvGqn43Y5X+tJnL\nfai2zVjrzscU13t0h5CMqduRgodHDze9CETdSTu5eVGDgbymjVUBO+YKeF2MwgY7ATV117teY/0Z\nFa8WeLI+GXrquxUus23fp9cUlxlllKwuqIy1U4ztDFG6Ei24Tkd+fqHfSxd1yaW/s9x85CamWexM\nSp2PCZyXgRxzr5otaBxm5r46zIuWzOxsqXD94rSc5O7n1y0UcdLbYXcdX7Jc6Opywbpmz03rUPJc\nh7OT+/LLnKGjHU3X0Z1qZTtyj5Uid4Ql7d7J1RpHsfAw8I67jol9jYrvZPfnbfZCSf8toln7NPCG\nqKvPs2sNvoMk25+ass9J4Stfhj7nK7V3VptNp3gra9MhRWzDMF2x+ykMryx3MpKMZEXOCrE/+2/s\nSGvdaGrUSTu52uYjT5Fra+WIRcuRyujDhTUjFVVhtPY1ogOyJLmfE5i/OWRnzxUDMSsjjp6VrdOx\ngzB91CWXtWkKNfuL1dE6zHc8MYRkpKzzWSEqQmlxQxWzcwyFxa1iCO5i4xpbThJxGLk0CEcekgx9\nJzvRYX9vaD42uNzey2w/P+r540V1CEYIdrGdoUY1lmMe4h2zNCS0TlcsPkjpT0qH/hGH8qblIiRj\n6tY7tiahYbCRyq42rrb3YiZl01FVjlTU7aAHr8d1/0YgOD8msOQTAsG56uIuNS9b/TmMtVOMDVBN\nglYCO/hRR89y5xKsR2uDR6dKOrShWW02rksu+Z0xs0W6ulqH+Y4nhprkmZpDTXJEuUWrWt+YurDI\nZcp+POv7L9DRk3Aq216n7LXytdTZcr3Wqo5WU2f2dUnXq12uo+3GlGt+cyd/SeXr4GDvJYXPMmJb\nUlYTXKaXdb7N+QroX5frMN9xmqhJxuTUzTYRWj5mFLTsEGw2euRZID1Tq/KGqpG6srYdGbFTee1j\nX6N5vY5UBD67w1rNN71jpit7O6Tvfv2o+ua9o81v6rQdiQuNGiu+/rYvKYye1ZVuldUEl+llJJzp\nxpLV2TrMdzwthGQkrSYot95R5TdU2V3FMGFalTccKtuYBQJjU50H5SHqHQuHrw/oaCDL/3//h/T3\nhuY7BZY6KxCcvyfi2VMIdm3EBr3B3ktNp3TsabCoCUYt6siXi5CM5A2wMao6xFoZxAthOzi9mqpH\nw2PDZPTczFUjFR2fwFUXyIY9a9v93wPB+RmBJV8XCM62+6maHcWYgFF38BWd0qFqpEOdnuL85FUX\nEyqaQocJHWIEeJkIyUhexQ70UGITswdHHyM2qLVhsouRjARO4Bqe+7kdTkM3hc+rNOgltIMf/ES+\nmN9PYZmY5+tNYtu1xqbefmCNkIwpqBqx7Dv01Y4YrXcIqq5j3nhUsoORjK7DSd3IW5qjbXtDc/CE\nQJdt5a8r+Od6tJT4nKYV68WRoyVDB5hUAlPM7ydXSlR1Rnub0qpoU+/MTr396E8q24ImCMmYqnUo\nLWoTYsoCbO1obWCHEKxjrjl8n2aYrFFyEl8SNXuNNsbu1wWC8w8VF3u0XiaX7cuPNp9gV7x5Shv9\noQNMyYmEoWnVpvQb6Hs+7alfcGLq7UcPptp5IiRrmr2bhWlyEtW+pt9jyaFYiwx5wQuKlL1ONmXb\nWPWhnZ+MVhidOz6FQ/qdbIzdX23y7aPjyOGBxSt0y9NzNRpbE7ha4NABJvR6+5X+SVBlR0k6m0+b\n/Q6Gksi6NsnO0ygh2cx+xcw+aGbvN7O/MrMbjNGOVVum2btZkop6wrId2fp79NjvcsiTMsY6AWSq\nZ2i32MB3sjEufl4m386PNptKJpnfe1LgV5u+dhu5sp/kTfAkqLKOc6t1rWa/M9WZVdam3v5ZIeNs\nZvCQbGZ3kHSOpNPc/d6SjpF09tDtyJlk72ZpQjvVyBNtGoVlqT6U5f/e+I2MbGrhZOwNfN3nlR9p\nNrnurH8LrRM3CATnB3fZTjNdqeo5kdftGjrATC4wRVx4pAul+52pdmbXpt7+GUol40xuWyCNM5J8\njaRrJd3YzI6VdGNJnx2hHZiAusAaeaKNFBmu6kJZ4O8hc5o6bGxtNvBDbYz3vM7HdedDgfrmPwg8\n9q1109DFsr2XLA85JMVdjrvLw7ITDUyhda4sNPeyrk2tM1s09faje2NvC9pu2wYPye5+WNJzJX1K\n0uckXe3uY4aKSfZulqDhKGLMHKcxvee6UFY108ZUQsDGEqlxCxpqYxz9Ou5P6HAaupBG62RxzuLc\n95gfje5s1H7Aebt7VdZJV7t1jf0OhpLMujZW52mTI5JjlFvcSdITJd1B0q0lHWdm/3XodqyN3btB\npehRxEQu/hAzJ3JymgaVgUsgWm3gh9oYt36dyGnoAqPNL2rQvMNV7SqZmaWot8OyY5fSVCjrcJdu\ne5quA+x3mplSZyo1rGuSNig5GaPc4lsl/bO7X+nu10n6O0nfXlzIzM7N3U7vs0EcGpqHwuwRITG9\n57pQVjViHfzRpTwvbcugMliNW58b+NDnNNrOODwN3UMDSz6uGJxvrc++peRZD9S8h9hLWPcllVrJ\nXYbaB7DfiZNwZ2oyWNdC3rwrZ5YtZV5ygnZfzOxbJL1c0v0lfVXSSyW9093/KLeMe/khSUQws7Ml\nXTp2Oyqc5O7nVy1QcgJNdEgKPD7qsdnj1jvrPaPDNSf2lE0RVbpMl5q+XnbyYfG3trM+FN/VY1JT\n8jkd1t7R1LRGXSJLMHJT1pV+LyXfY1Gf62qy69HQv1uU62M9yb7fdSftAr7XeYv5PZflzjFqkt8n\n6S8kXSTpX7K7/2zodiB9TUcRzXRlNpOFZ/WVRVEjEHW97prSjuJrpDAv7VbHI6PJ1LhtIPQ5DVpu\n0EpxtLlkMCE358bRi5/sFfoee78gTG6qulDbp7YeYWIYmV6eTY5IjjJPsrs/293v6e73dvfHuPu1\nY7QD6Ys9TJSF4nzIOaDwaG8noacmKA8WrBqUB5TtDBoHXmrcVpKpkzw6b/O2yXU7fSq8XKFMw2VP\n0d7v8cgFYVYP6fb9FQJKXmrrUZKlIAvVdaec73aB2paccMU9zEXdFFjRYsNP9kOrO/zd26hraERE\n4Uv+5u3aGbQNvDOocSsbRS0Kflcpjkatv8vP6HY7Jt998ZPVuR9F73HZlsv2Zbet9TR0Pb6/UEDZ\nmfB61ItkOmAJWEKnnO87XYRkLE1lQG0xDVZlCO55A193yd8oKQXekXcW71H8d5XkaFTpd+n+iCbT\n0GXhWb57wHf09zeg0UqKUuyA5Y3xG+14G5VUuVjq3/fSEZIxF6FRwMPaHXoOSzoztHHPNvyuhnWp\nMSF46BC6fj2Fy0EG3xnE7lQH3lkEQ25KHYbe7Q3N1w8utre++ekbvGpSAaXMyKOXSXbApHkEugRH\nppP9voeQ+ig6IRmz4K7jtTsoH87qK9eB8ZBWAXjPxr1mtoqY124crDraMIw5ih2l4U51SjuLSYS9\nRtyvLdY3f7deH1ryGYH5m28Z9xLjr5OxFtVhijel32gpvtvxFPZ9vVzAqEuEZMxGFootux1f+HMo\nBK/vq5svttPw09VoTIqj2AGp7lQ3CrlTCnttrN/fG/Xdofrm0InWl8VeLTCBdbJUIqNa8+uA9SSR\n72tTi/m+A/u+UWYUarLeDD5PcgzmSd7cHOZJ7pJZ+AQ7d1nEfLHrsoVO5tUsaUsS88N2rckcpyPN\nKV06HzYaiL2EdsLb9bK5swMd7qHakty6mdL80Sm1ZVOpft9di5ybvdd9Ydl6I9lWEvMkA7EGHCWo\nuoqetPpBdXJIaMKjHW1Fj5J0NTrbZHaSVEc0J2dvffOtgsvtLdN4yLANrRScO3uM32yq62ZiR1BS\nPUrVWKrf90j6HkVvtN4QkpGkLk8QqXjcthTc8MdouzEuK+2Y5eG1pjvVTXcWczixaAi9d0DdLy0G\n54t136sDS/5TIDinNto8yeDVFwIdNhAaNLlWaXS6ggjJSFWXowTBYJr/MeY3/Kqf+/iI9awYuVur\nwJHahqFLA+9UZzO61JcxOhJmOniaLt5v+bky5GUX49mJrW/uWN0RJaRlMbW8c5Ft/4szUV1PqxKT\noTpdjdYbQjKWateIcX5kTfUX5JCkQyW1TW3mVS4LC4OayUkwoVHIfRN/T10boyMRfs29ZRrXCz56\n72jzz3bdwJIduETwSlJipR+Id4vAfYMNZDRdbwjJSFWXowSVz1Vyxu1h5X5ECv+oykon9syksQ6g\n2WN2PXcKG/YFlCnM8T3Nj/t1geD8k4El/zgQnE/c/OV1vBIMXjPpwHaO0g+00WS9YXaLmZrD7BZd\nnvGbe651x9CVzVLRZAaGwnPWnanrOhrQkz4Lu+1nkJqI72Ry76lrY8wK0Plrmr1f0r1ql5vBfmRO\nszhgJftOO5ktaWpSXZ/LcicjyUhWl6ME2ePzI9HrkUVX/ZQ0ZepqGE1HZ8Yook62H9SV1hjjMHXn\nr+l+76jLbO8dbf5Y69ccz2DlMYxYd6fss1zAUbtKUyuTISRjSeouGpJXW9qR+7HPwSxOgilsgENG\neU+phY8xDlP3/pp7Q/NtA0vdKRCcH9p5WwbS5Xq19PDWpZrPctYnF8esk1Mqk5lMSE5tJ4NZCvZs\nq9a9DYJyUgF0ar37KrkNsCmB90T4GIn7ZwPB+U8DSx5KfBq6YAe2h/WKEevuzDoIl5njtm4SNcmp\n1rCkbA41yWtd1W+VrEdrG10FLlDzvGv57L8b11cvuZZtquZS7z1bA14tsO3vN3R+Rtfr1VDr6RL2\n51Wf5Zzf/5S3dVOvSV5krwzd9kxrRn3LRnaj1r260csuDi/NsZcO1BngwifF0eZjSxpSHG1+SpOX\n2eT3O9Dh6aFKrjban09kFLr0s5zTUbuxDLkOTCUkY7k67SBlO5teD8P3uEOjszhNteFjIjv+wY3S\nMXT/RiA4Py6w5O8GgvM3VTxz17/fTkNtWXhLad2cykBBXRCeUk1uQ713tIZeB6YSkmdxUhHSEdpI\nlewMWPewkbodZio7/pTCUE4aHUP3lwSC8/sDS14x1NUC+xiRLG4Xe1o3N9mmprE+RJhxEC7VZp1s\nsd0ZdB2YREjm8MSiDRJSy3YGXa97GwYRAvtE1ewwR9/xpxLUu9Zr8He/T5Np6LLUrJfpkfm/bvT7\nLVuvOnzfna+b7M/nrdGFOiaw3ZnEiXtoboYn7nVyUZHA8653AqH1rdMTDro4YaOvz2ITnEy4mRRO\ndkmhDSGb/GaSOEHK7PaSLolY8uFyf103L9nd+05tvUjiO0Vn2qxffa0DUz9xb1ESPew5mj4OWwV6\nsEPYeFQmtUN4UxgJmACOEJTYcNRx49/bxtti908GRpufHFjyHzqchq7L0d+k1k1GodubS64Yeh1g\nJDkxXfWS5jSS3IeSHmxRpz++1EZlujD191QYBb9K0i2y/x90RHzsIwRzHKHbdN0c9DPpcBq6HqaG\nS+7oFZpJ9fedUrsYSZ6O0esTF67z3um6B69wKGfEcCSBUfADGmlEfOwjBDMdodt0FHS4bXH7aeie\nGliq81kvmq6bcxm1nLrcvid0fYDRc8UUtjuEZCxVaEey3XNZR16SG4QWkjoc21DdZcpb70SmGBLG\nDupdS3UHHLVuhKehe3hgyWcVg7PLfkgjvm9KsNJQse9JSurbHUJyeqYcOiZjwB1oKIjtpLpBaCrV\nINK3qqBDSEhDrpTG1K5MoPNt8UbrhvvrAsH5M4Elv+CyLZfty25lVxntC0dD01A3CECuiEBITsxS\nQ8cYBurBhnrxs/rdpT4SUCEUgvKCO5GqoFNSYycREgbVRUelp21x6wAZ7Ji5367JNHS525+3fgeY\nOnJFA7PaWc/FhEMHOjTFQ/ZTEghBhxUXiIJBpyIgd451o1Yno5mpbIsbhf69ofmOgaUeHQjOD+yo\nuRwNTUNVSSG5IhIhGVCvoSN01vpOTHvEIfveFULQ8RsGoqrDm1d3tX7VrRsE6KS1DZDtQ7/7JwLB\n+ZGBJd/RxTR0HA1NA99DNwjJWLyeA+nwO0X0rel3eljdzpxRum4M1bmaQBBPcjRzyOBS+R25vzyq\nTEPaKYTmT8W8dioj8EvH97A5QjLQYyClNz8/Fd9p8PCmjs69nNdXh6f3zlVfQbzL4J3y765lcGkU\n+lt9R3tD8/UCS90uMNr8gsj3gImbQOe4c1xMZKa4mEi8ijmMR9uxpjTJOuKFLrzQ08UdguvGEBd3\n6eM1WN/rNbmoR2/rgdn9Jb0zYsmbyv2LG71WaRN2XQBo0Iv+LNncf6NcTAQoVzbLwZaZrhyj59xm\nJGyJvfzUlIwSdn5xB5WvG0mWGUSgvKhGEofO3d8VWabxhT0jzh3gXI3dBt7mL/I3SkhG0obYCORC\nR8gkrsLGziNdfRz6L1s3BiozmGoQX5LhvqNiaI6fhi5mRLpokUEthG3+MAjJSFaiG4GNNsg9hn52\nHgnrehSwaj3qe8SxpyBO8O7Q6DXZe0PzbQJL3T8QnO8xWBunb+ht/iJ/o4RkpKzRRmDDAFp3daKN\nJRr6MTEprEddB/HRQ93EhbZ9SZRnrLl/LhCcnxVY8oM109AtMqilYKm/UUIyZmHA4LDJBrnPnj87\nj+WY5VGDvkJd3yVbY58LkEKnqRX3X2k6DZ3Ltj6vm12nhQW1EoNv85PqeA2EkIyUNdkIbBocyk7e\ni70K26iW2ssHqvQdIBMJqPPpNEVMQ3czfeFYl+3LbltZgH7CCK0dFdv8YRCSkawhNwLZ8x4O/OmA\nVtMtRfWca0aVeu35L7GXv1AcNYjXd4CcT0DtWasRd/frAsH5voElnx8o0zjQ6RtIENv8/hGSkbQG\nG4EugkPoog9S5OhQ3agSPX90gfUIBcl3mjodcXd/XyA4XxtY8so+pqHDvKw7b2V/JyRjFgYIDjEb\n9dpRJXr+6EJxPRq7LjZhfQfI0QPqRDpNvYy4H1nv5ceafLvFNHRf3bQNmK5C5y2IkIzZ6CCAltUl\nr3EYFclJpC42SX0HyFQC6hI737Xr/d7R5lsGnuYGgeB8p+Lr0AGdrdpZrQjJQKbmoiJS/e9l9FEl\nLBJ1sRWGmDd6aQG1hT62jc3We/crAsH5JYElP5YPzS7bknwSHVACffcIyUBOtsMrPfQilW+IUhlV\nAoCUdLltzNWQVm6nIxv2uEBwvmjPYtonl61vWynWN3NEqZW6o8eEZMxfy951aCO4U7chYlQJI+AI\nBpLXxbYxooZ08/Xe/f7rwGxyP0bXlTWmWKbxwxu/9maSOqI0hVHtQuctiJCMWdugd10WPJLaEAEc\nwZi+mEAxhdAxgLIa0r7W+wt2dMzRMeTVbVvSQwLLvjIQnE/ouD2TMKVR7XXnrezvhGTMXatQS/DY\njR102jiC0Y8h1vuYQDGl0DGCnT7rzRXaD7i/NVCm8Y7AU1w+4DR0KR1Rms1gEiEZKFESPFLaEA2C\nHTSWaMD1PiZQzCZ0bKiz7W9sByi6A+r+oKjLbO8dbf7HNu0PtVMM7HSOkIy56zTULnRDxA4aS8R6\n31JfI/BdbX8H6wDtDc2hC1Z9VyA4f0u7l+v2iNIG3+NsBpMIyZi1PkIth7YxVZTNJCkmUEwmdPQd\nQDva/o7TAXK/OhCcfz+w5HsDwXnz2TwaKPseY7YhcxpMMvfkZjKRmbmXHapAFDM7W9KlY7ejwknu\nfv4mT5D9QNcbuwum+iNMXW5jmTfZjd5S8T02M+Tnlb3WOqQdCr1GzDIpKJmebafq5KihJd9Gs7gp\n7nrMSQ2m2ZvFNqQsdzKSjEmiTnY4cxoVyFvgqCrlAw1EXFyo09eqGx3lCFan0h6Zd99XGG0+Nrjc\n3tHmhw7bUEkz34YQkjFVnezwFxiUWpnbDppOFlpiPamXdgDVBDv+7t8IlGn8l8CShwLBeX/LV629\n0MYSEJKxGMVATFBatCWOqiYfXhK0xPVkI30H0K4GNibf8Xd/UyA4Pz2w5FVtpqELfY8KH1mZ9TaE\nmuSZmntNctN6wZLlQ9KpS0Nvkq9J7MlU6lpTsdT1JFXU1bcQF4qfKvdnxz3dNLchdecwTa4mmRE9\nVGkxWlF2pabOUcIxCYscVZ386NnwFrmeJIyR/ab2jjYfH1jqdwNlGqeHn25625BNjhonG5LFoW/U\n6OnHutEOkBKOaZhcTSJGwXqC2XE/HAjOvxBY8s1jT0PXodBR5KjOVcohWaKHiO6ERoTWNVZd7gAZ\n6ZiIVEZEOPKQtlTWE0jaYGSf31kF9z+MulqgtFMIzZcM2cw2Nv2uUw/Jk8UPMi1lI0LsADEmjjwA\n8dqO7PM7a2FvaA7V4d8+MNr8o0M3tUZZqWVU5yr1kDzJ2i9+kGkaKBBTw5ihoxiFIw9YlE23Cy23\n4/zONuW+EwjODwks+TeB4HyjoZtbJ3bdSTkkT7n2ix/kQlWNdCwpNNJRBFDEdmFm3N8aCM5/HFjy\ny22moetIWalllGRD8oQDMhYuNNKxwJ3DYjuKDTtDHHnAkoy1XVjE7yyJgRj3n4uqb9472vzgfpqz\n2cm3yYbkiVvEDxKNLDY0LknTzhCzJ2DqkghmNZbwO0t6IGZvaL5lYKm3BoLzrbt5+falloTkHizh\nB4mjprCTGMFSO4qNO0OcPIqpahHMRtsuLOB3Np2BGPcrAsH5doElPzv2NHSE5J4s4AcJNdpJLCo0\n0lEE0tFjRz4UzLbKXovtAkq5fyYQnEO1w/lp6F4hs9v32SxCMrCZqN77EncOC+0oLqozhPSNdBi+\n9LUWul1oZfHnN7ifFZiG7uO5JR4h6ZLAaPMDu2oCIRkYCDuH+VtiZwjJ6/MwfCiY9fVai7LE8xtq\nOwWraejuXAjON5f0icKS7yiE5mfJLDTPcy1CMrCZyt479crLQ2cISxEIZujOos5vaH3Ew/0aud+x\nEJyfVFjqqZKuywLzh2T2xzK7Z0y7CMlAC+vwq9WG7LBK5kVWqmcbA1iKXg/D54OZwjWk0z7kn5Z9\nMx5w6e6Ih/vzAvXND5T085JuI+lnJX0gN9L8jrKnIiQDDQXC7wFJhwK99+mcbQzM3FKP6gx5GH4O\nh/wTUlbKwoBLG+7vlPsfyf3mWWg+VtL3Szqo8JR0kiRzH/LCJ3HMzL1sAmpEMbOzJV06djsqnOTu\n54/diDayEeTi+rmTjaQ0Xg5Av3Id2zwC3ECyz389aHABn3uc7HM7Q+EBzVntS8b+jZblTkaSgf7M\n72xjYJo4qjOSMcvOpn70YF3KIim90cyOpXoUgpAMNBcVfkM/emk1wjzVjTYANDRKB2Vm54QsYsAl\nxRMPCclAQ016vIWTWqT5bLQxIVMfUevAIkIGdpnN0YNUR1nHNNQ2jZAMtNCyxzubjTamY2Yjaq0Q\nMkZFB6UDKY6ytrVpwB1ym0ZIxuQwKgY0QudM8woZUzJiB4VwnqCOAu5g2zRCMiZl4qNibLSBDdFJ\nnp4xOigcPUjWpDrthGRMzaR+YHlstDGSzjtnYwXViXeSMTCOHszWYANOhGRgQGy0MbSuO2cjB9XJ\ndpKRHo5KjGLjgDvkgBMhGVNDyQLQUMeds1BQ3SJoYEo4KjGOrgLuUANOhGRMCiULQLKGCBp0ktGV\nZI9KzH2Ee0pHVEcJyWa238xeYWYfNrMPmdm3jdEOTNOUfmDADIWCal5vQWPJneS5ByesMMKdlrFG\nkp8v6fXufndJ95H04ZHaAQBooBBUR3n9pXWSCU7dWXc2tPoci1I4KpHsCPcSDR6Szezmkr7D3V8s\nSe5+nbt/fuh2AADaWQdVZZdaL2gcNBglrUVw6kChs5G3qKMSiDfGSPIpkq4ws5eY2XvM7IVmduMR\n2gEA2EAX5Q+MkmJAoc7GTmJHJWZVdz/1DvCxI73maZJ+3t3fZWa/J+lpkp6eX8jMzs3980J3v3Cw\nFgIAovQ0W8ago6TZznvdjgsSCkxrF2jVkcibbHBCOXedla2P69/AoQTXxyi5DvDalpkOpvB+zOx0\nSafXLufuvTdm1wuanSTp7e5+SvbvB0t6mrs/PLeMu3uoXgiRzOxsSZeO3Y4KJ7n7+WM3Im8CO0pg\ndo+f6GEAABklSURBVErqQ3eyco4hXr+4I5cSPPQ+l+A0pql813Mx9m+7ibLcOXi5hbtfKunTZnbX\n7K4tSR8cuh1AHod8gdGMfXh59JHsGEOfsDj1w+QhS54dBe2MNbvFL0h6uZm9T6vZLZ45UjuAtUns\nKIG5IbikZ86DBkucHWVErTvAqXTSBi+3iEG5xeYot2hmSoeFAHRniYfg60rL2B6iK23KhMb4TSZT\nbgEkauxDvgBGsLSR7DmPEiM9LUfukzmyS0gGtLwdJYCjFnYIPiaAjDJokMohdmCNkAxkFrajBICg\nMQYNhhrhJohPQjJHdgnJAAAsR1QAGWHQoPdD7JSaDK9NpySlI7uEZKAFRiMATFFKAWQEydS6LsEm\nnZJUjuwSkoGcmPDLaASAKUslgBQkc4gdnZl8p4SQDGQahN/J//ABICUDjXATxNEIIRk4ivALACPp\ne4Q7lVKTBZXrTb5TQkgGmpv8D39uFrTTAbCBsUtNllSul0qnZBOEZOCo6LO+teEPn1DXnSXtdABM\n3qKOWI7dKdkUIRnINAm/m/zw5xjqRg79i9rpAACGQUgGcgbq9c4q1M0x9ANATyjXmxBCMoBNjR36\n2ekAmIQ51OkuCSEZ6EFN+cFVgYdcPUS75oidDoApmXqd7pIQkoGORZQf3CLwsP1DtK0no4/kstMB\nAHSNkAx0b+zyg0ExkosqzOQCYKoIycDwRh957RojuQjhpE6gP3RA+0dIBrpXGYIZecWCLOqoCjAU\nOqDDSDok00vCFMWEYEZeAQAboAM6gNqQbGZ7ljGzG/TTnPxr0EvCdBGCAUkzLC0CMLyxBk1jRpJf\nlP+HmR0n6Q39NGcXekkAMGGUFgG9WUwHdMxB05iQ/Bkze4EkmdktJL1J0st6bRUwU5QQYWk4qgJ0\nb2Ed0NEGTWtDsrv/uqQvmdmfSjoo6f9395f03rIF9ZKwDJQQAUD3ljr4QAe0f6Uh2cwekd1+WNI7\nJD1Q0sWSPLuvVwvrJWEZKCECgA4x+LAIow2amruH/2D2Ukn5P1r+3+7+U701yszd3fp6/iUws7Ml\nXTp2Oyqc5O7nj92IIZlpR6vfUd6Ou44Zoz0AMHVsV+tlnYb1IM0FUxxwzN7DelDpUNfvoSx3Hlv2\nAHd/bJcNAKALtBrxyKOECADQi9xI+9qWmQ5OLSiP1d7SkLxmZreUdI6kO+SWd3d/XI/tAmbHXWf1\n3RsGsDKH0TNEYfChGmV+G4iZ3eLvJd1Mq5P2Xpe7AWiIEy2A/qVep7rUE836wPlL6FPtSLKkG7n7\nU3tvCQAA3Uh29Gwuh79TwmdXiZH2DcSMJP+DmX1v7y0BAGD+kg3wSzXnkX1G2jcTE5KfKOm1ZvZV\nM/tCdrum74YBANAS8+wjSuqlOV2gzK+9mIuJHOfu+9z9hu5+0+x2syEaBwBAU4mPnhHg08LI/gbm\nPAovxdUkry9HfRdJN1zf5+5v6atRAABsIqFQvAuz3GAullBfXzuSbGbnSHqLpDdJeoakf5R0br/N\nAqZl7r1pAN3h8HdSGNlvb/aj8DE1yb8o6QGSLnH3h0o6VdLne20VMCFLqGkDgDlKvDQHI4sJyV91\n969Ikpnd0N0/Iulu/TYLmJTZ96aBpeHo0HIwst/a7EfhY0LyZ7Ka5FdLOmhmr5F0Sa+tAgBgJBwd\nAuotYRTe3D1+YbPTtbr63hvd/eu9NcrM3d36ev4lMLOzJV06djsqnOTu54/diC4ETl6QIjYWXDYX\nSJOZdrQKx3k77jpmjPYA6FdZ7qwcSTazY83sI+t/u/uF7v6aPgMyMDVtetOMVAEAkLbKkOzu10n6\nVzO7/UDtASapRU0bdcxAuiZfa0lNNbC5mHmSD0j6oJm9U9KXsvvc3b+/v2YBADCOqc9lvIT5a4Eh\nxITkXw/cF1/IDCDkAu2tY57USBUwZxMPlBypGhnnnMxDbUh29wsHaAewKFMfqQIAhDGSPx8xU8AB\n6AFzc6JP1KQu2uRrqieOkfyZICQDwMwwe8qyLWH+WmAIhGQAmJ/JjGQx4t0PjlSNipH8maitSTaz\n92t1ol5+kuXPS3qXpN9y9yt7ahsAYMao3cQccc7JfMTMbvFGSddJ+iutgvLZkm4s6TJJL5X0fX01\nDgDQylRmT5nMiDfQBKF4HmJC8pa7n5r797+Y2cXufmo2ygygAaYGQt8YyQKAzcXUJB9jZg9c/8PM\nHpB73HW9tAqYKU6owlAmUpNK7SaAZMWE5J+W9CIzu8TMLpH0IknnmNlNJP1On40DZojDy0CGWRgA\n9G2Tk4PNPe7ieWZ2c0ly98+3aGMjZububvVLooyZnS3p0rHbUeEkdz9/7EYMzUw72n0SrCTtuOuY\nMdoDAMBcBU4OlgKd8bLcWTuSbGb7zex5Wh0CO2Rmz10HZgCNcXgZAIBhbHT0Nqbc4sWSrpH0o5J+\nTNIXJL0k9gUAHMXhZQAABhOqSoi+RkjM7BZ3cvcfzv37XDN7X+wLANiNUAwAQPpi0vRXzOw71v8w\nswdL+nJ/TQKmg6uFAQCQrNCJdzuxD44ZSf5ZSX+Rq0O+StJjYl8AmCuuFgYAQNI2urBS7Uiyu7/X\n3e8j6T6S7uPu95X00EZNBOaJ6dwAAEjUpucBRRcvu/vnc9O//Y9GrcSCXfYcaefQ6nbZc8ZuDQAA\nWI5NLqwUHZKB5i57jnTL+0lmq9st7zezoMx0bgAAzBQhGT064bTAfacO345+MJ0bAADzVXrinpl9\nUeGzAiXpxv00B0hLdnLeuvb4gmIIJhQDADBPpSPJ7n6cu9+05MYldBHhivcE7rt4+Ha0k5u9wrLb\nFtO8AQCwDJRboEcnPlm6/N2S76xul797dd9kMHsFAAALFTNPMrCBSYXiQdSVcAAAgPExkgyU63z2\nCko4AACYBkIyUKKn2Sso4QAAYAIIyUCFTSYhB4CumOmgmXayG0efgAEQkoFhcQESAI1QpgWMg5AM\nDIgLkABogTItYASEZGBglHAAWCrKRjAlhGQAANI2izItykYwNYRkAAASNqMyLcpGMClcTAQAgMRN\nNBQDk8ZIMjAQavEALNwsykawHIRkYADU4gFYuhmVjWAhKLcAhkEtHoDFIxRjShhJBgCgR5RaAdNE\nSAaGQS0esECUWgHTRUgGBkAtHrBYlFoBEzVaTbKZHSPpIkmfcffvG6sdwFAIxQAATMeYI8m/KOlD\nknzENgAA0KdJllpRRw2MFJLN7LaSvkfS/9SqRgsAgNmZYqkVddTAyljlFs+T9MuSbjbS6wMAMIjU\nQ3EAddSARgjJZvZwSZe7+8VmdnrFcufm/nmhu1/Yc9MAAAAwc1n+PL12OfdhS4LN7JmSHiXpOkk3\n1Go0+ZXu/ujcMu7ulGFswMzOlnTp2O2ocJK7nz92IwAAu+XKLfKSLxOJlb2/9Wj5BXN5X2ivLHcO\nXpPs7r/q7rdz91MknS3pUD4gAwCA8UyxjjoW9dZoIoXLUjO7BQAACZlLKA6g3hrRRg3J7v5Pkv5p\nzDYAAAAARVxxDwAALMUk563GOAjJAAAgeV1c4GTO9dboXgo1yQAAAKUCM25smelgm4BLKEYsRpIB\nAEDqOOEOgyMkAwAAAAWEZAAAkDpOuMPgCMkAAKAXXZxsJ3HCHcbBiXsAAKBzXZ5sJ3HCHYbHSDIA\nAOgDJ9th0gjJAAAAQAEhGQAA9IGT7TBphGQAANA5TrZDG12d7NkFTtwDAAC9IBSjia5P9twUI8kA\nAABIQVInexKSAQAAgAJCMgAAAFKQ1MmehGQA6ElKJ6AAQOpSO9mTE/cAoAepnYACAFOQ0jaSkWQA\n6EdSJ6AAAJohJAMAAAAFhGQA6EdSJ6AAAJohJANAD1I7AQUA0Awn7gFATwjFADBdjCQDwAaY5g0A\n5omQDAAt5aZ5s+y2RVAGgHkgJANAe0zzBgAzRUgGAAAACgjJANAe07wBwEwRkgGgJaZ5A4D5IiQD\nI2BGhPlw11nuOia7EZABYCYIycDAmBEBAID0EZKB4TEjAgAAiSMkAwAAAAWEZGB4zIgAAEDiCMnA\nwJgRAQCA9B07dgOAJSIUAwCQNkaSAQAAgAJCMgAAAJjDv4CQDAAAsHDM4b8XIRkAAADM4V9ASAYA\nAAAKCMkAAABgDv8CQjIAAMDCMYf/XsyTDAAAAObwL2AkGQAAACggJAMAAGDW2swBTUgGAADAbLWd\nA5qQDAAAgDlrNQc0IRkAAAAoICQDAABgzlrNAU1IBgAAwGy1nQOaeZIBAAAwa23mgGYkGQAAACgg\nJAMAAAAFhGQAAACggJAMAACAXrW54t3YCMkAAADoTdsr3o2NkAwAAIA+tbri3dgIyQAAAEABIRkA\nAAB9anXFu7ERkgEAANCbtle8GxtX3AMAAECvphCKixhJBgAAAAoIyQAAAEABIRkAAAAoICQDAAAA\nBYRkAAAAoICQDCA5Zjpopp3slvylSwEA80NIBpCULBRvSbLstkVQBgAMjZAMIDVnBu47Y/BWAAAW\njZAMAAAAFBCSAaTmgsB9hwZvBQBg0QjJAJKSXbp0W9JOdtue4uVMAQDTduzYDQCAIkIxAGBsjCQD\nAAAABYRkAAAAoICQDAAAABQQkgEAAIACQjIAAABQQEgGAAAACgYPyWZ2OzN7s5l90Mw+YGZPGLoN\nAAAAQJUx5km+VtIvuft7zew4Se82s4Pu/uER2gIAAADsMfhIsrtf6u7vzf7/i5I+LOnWQ7cDGIOZ\nDpppJ7sdHLs9AAAgbNSaZDO7g6RTJf3vMdsBDCELxVuSLLttEZQBAEjTaCE5K7V4haRfzEaUgbk7\nM3DfGYO3AgAA1BqjJllmdj1Jr5T0l+7+6pJlzs3980J3v3CApgEAAGDGzOx0SafXLufuvTdm1wua\nmaQ/l3Slu/9SyTLu7jZow2bGzM6WdOnY7ahwkrufP3YjhpQrt8jbdtdZY7QHAACU584xyi3+L0mP\nlPRQM7s4uz1shHYAg8rC8LaknexGQAYAIFGDl1u4+/8SFzHBQhGKAQCYBsIqAAAAUEBIBgAAAAoI\nyQAAAEABIRkAAAAoICQDAAAABYRkAAAAoICQDAAAABQQkgEAAIACQjIAAABQQEgGAAAACgjJAAAA\nQAEhGQAA9MpMB820k90Ojt0eIAYhGQAA9CYLxVuSLLttEZQxBYRkAADQpzMD950xeCuAhgjJAAAA\nQAEhGQAA9OmCwH2HBm8F0BAhGQAA9MZdZ0nalrST3baz+4CkHTt2AwAAwLwRijFFjCQDAAAABYRk\nAAAAoICQDAAAABQQkgEAAIACQjIAAABQQEgGAAAACgjJAAAAQAEhGQAAACggJAMAAAAFhGQAAACg\ngJAMAAAAFBCSAQAAgAJCMgAAAFBASAYAAAAKCMkAAABAASEZAAAAKCAkAwAAAAWEZAAAAKCAkAwA\nAAAUEJIBAECQmQ6aaSe7HRy7PcCQCMkAAGCPLBRvSbLstkVQxpIQkgEAQMiZgfvOGLwVwEgIyQAA\nAEABIRkAAIRcELjv0OCtAEZCSAYAAHu46yxJ25J2stt2dh+wCMeO3QAAAJAmQjGWjJFkAAAAoICQ\nDAAAABQQkgEAAIACQjIAAABQQEgGAAAACgjJAAAAQAEhGQAAACggJAMAAAAFhGQAAACggJAMAAAA\nFBCSAQAAgAJCMgAAAFBASAYAAAAKCMkAAABAASEZAAAAKCAkAwAAAAWEZAAAAKCAkAwAAAAUEJIB\nAACAAkIyAAAAUEBIBgAAAAoIyQAAAEABIRkAAAAoICQDAAAABYRkAAAAoICQDAAAABQQkgEAAIAC\nQjIAAABQQEgGAAAACgjJAAAAQAEhGQAAACggJAMAAAAFhGQAAACggJAMAAAAFBCSAQAAgAJCMgAA\nAFBASAYAAAAKRgnJZvYwM/uImf2bmT11jDagd/cduwFIg5mdPnYbkAbWBayxLmAt5XVh8JBsZsdI\n+kNJD5N0D0k/YWZ3H7od6B0hGWunj90AJOP0sRuAZJze9wuY6aCZdrLbwb5fD62dPnYDyowxkvwA\nSR9z90vc/VpJ50v6gRHaAQAAZigLxVuSLLttEZTR1Bgh+TaSPp3792ey+wAAALpwZuC+MwZvBSbN\n3H3YFzR7hKSHufs52b8fKemB7v4LuWWGbRQAAAAWy92teN+xI7Tjs5Jul/v37bQaTT4i1FAAAABg\nKGOUW1wk6S5mdgczu76kH5f0mhHaAQAAAAQNPpLs7teZ2c9L+kdJx0h6kbt/eOh2AAAAAGUGr0kG\nAAAAUscV9xDNzF5sZpeZ2ftz951vZhdnt0+Y2cXZ/Tc0s/PM7F/M7ENm9rTA870m/1yYjobrwvXN\n7CXZuvBeM/vOwPOxLkxQyXrwADN7Z7YevMvM7p/7269kF5H6iJl9V+D5WA8mqsm6YGYHzOzNZvYF\nM/uDkudjXZiohuvCWWZ2UbZ/uMjMHhp4vtHWBUIymniJVheBOcLdz3b3U939VEmvzG6SdHb29/tI\nup+kx5vZyevHmdkPS/qCJA5lTFOTdeEcSTvZunCWpOea2ZGTc1kXJm3PeiDp2ZJ+PVsPnp79W2Z2\nD63OQblH9pgXmNmRfRDrweRFrwuSvirp1yQ9OfRErAuT12RduELSw7P9w2MkvSz/oLHXBUIyorn7\nWyVdFfpbFnp+TNJ52V3/Iekm2RUWbyLp65KuyZY9TtIvSfotrSZ5x8Q0XBfuLunN2eOukHS1pG/N\nlmVdmLCS9eA/JN08+//9Ws1oJK0uGnWeu1/r7pdI+phWF5diPZiBJuuCu3/Z3d8m6WvF52FdmL6G\n68J73f3S7P4PSbqRmV1PSmNdGGMKOMzTd0i6zN0/Lknu/o9m9iitfhg3lvREd786W/Y3JT1H0pdH\naSn6tmtdkPQ+Sd9vZudJOlmrIwu3lfQusS7M0dMk/S8ze45WAzEPyu6/taR35Jb7THafxHowV2Xr\nwlpodJB1YZ7q1gVJeoSkd2dXY5YSWBcYSUZXfkLSX63/kV0k5kaSbiXpFElPNrNTzOy+ku7o7n8v\nRgnmate6IOnFWgWiiyQ9T9I/S/oG68JsvUjSE9z9ZK1GgV5csayxHsxak3VBrAuzVrkumNk9JT1L\n0uOzfyexLjCSjI2Z2bGSfkjSabm7v13Sq9z9G5KuMLO3aXWI/XhJ32pmn9Bq/bulmR1ydy4XOgOh\ndSFbB56UW+Ztkj4q6XSxLszRA9x9K/v/V0j6n9n/Fy8kdVutOk/fJtaDuSpbF8qwLsxX6bpgZreV\n9HeSHuXun8juTmJdYCQZXdiS9GF3/1zuvo9IOkOSzOwmWq3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| |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x7fe92a3edc90>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "figsize(12,8)\n", | |
| "rs, ds = zip(*rank_date)\n", | |
| "plot_date(ds, rs, markeredgecolor='none')\n", | |
| "\n", | |
| "fill_betweenx([0,10], mdates.date2num(datetime(1781,7,1)), mdates.date2num(datetime(1784,8,6)), alpha=0.25, color='k')\n", | |
| "\n", | |
| "z = numpy.polyfit(ds, rs, 1)\n", | |
| "p = numpy.poly1d(z)\n", | |
| "pylab.plot(ds,p(ds),\"r--\")\n", | |
| "xlabel(\"Letter Date\")\n", | |
| "ylabel(\"Log rank\")\n", | |
| "title(\"Letter-Memoir Similarity\")" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 279, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<matplotlib.text.Text at 0x7fe929d8ea10>" | |
| ] | |
| }, | |
| "execution_count": 279, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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qdEmVCsUOfwu1G5Yt1Qnt8d5bt86xbzQZKFf1HNRZ30aAZ7d75NPHUGuWkKFC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| |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x7fe92b59ac90>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "figsize(12,8)\n", | |
| "rs, ds = zip(*rank_date)\n", | |
| "plot_date(ds, rs, markeredgecolor='none')\n", | |
| "\n", | |
| "#axvline(mdates.date2num(datetime(1821,1,1)), color='black', ls='--', lw=3)\n", | |
| "\n", | |
| "text(mdates.date2num(datetime(1781,7,1)), 0.1, \"flees Richmond\", rotation=90, verticalalignment='bottom', horizontalalignment='right', size='x-large')\n", | |
| "axvline(mdates.date2num(datetime(1781,7,1)), color='black', ls='--', lw=1)\n", | |
| "\n", | |
| "text(mdates.date2num(datetime(1784,12,6)), 0.1, \"arrives in paris\", rotation=90, verticalalignment='bottom', horizontalalignment='left', size='x-large')\n", | |
| "axvline(mdates.date2num(datetime(1784,8,6)), color='black', ls='--', lw=1)\n", | |
| "\n", | |
| "text(mdates.date2num(datetime(1789,9,26)), 0.1, \"ends ambassadorship\", rotation=90, verticalalignment='bottom', horizontalalignment='right', size='x-large')\n", | |
| "axvline(mdates.date2num(datetime(1789,9,26)), color='black', ls='--', lw=1)\n", | |
| "\n", | |
| "text(mdates.date2num(datetime(1794,1,1)), 0.1, \"ends secretary of state\", rotation=90, verticalalignment='bottom', horizontalalignment='right', size='x-large')\n", | |
| "axvline(mdates.date2num(datetime(1794,1,1)), color='black', ls='--', lw=1)\n", | |
| "\n", | |
| "fill_betweenx([0,10], mdates.date2num(datetime(1781,7,1)), mdates.date2num(datetime(1784,8,6)), alpha=0.25, color='k')\n", | |
| "\n", | |
| "text(mdates.date2num(datetime(1805,3,4)), 0.1, \"presidency\", verticalalignment='bottom', horizontalalignment='center', size='x-large')\n", | |
| "fill_betweenx([0,10], mdates.date2num(datetime(1801,3,4)), mdates.date2num(datetime(1809,3,4)), alpha=0.1, color='k')\n", | |
| "\n", | |
| "z = numpy.polyfit(ds, rs, 1)\n", | |
| "p = numpy.poly1d(z)\n", | |
| "pylab.plot(ds,p(ds),\"r--\")\n", | |
| "xlabel(\"Letter Date\")\n", | |
| "ylabel(\"Log rank\")\n", | |
| "title(\"Letter-Memoir Similarity\")" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "## Some miscellaneous topic graphs" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 275, | |
| "metadata": { | |
| "collapsed": true | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "top_letter_topics = lda_v[60].aggregate_doc_topics(labels2)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 273, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "<table style=\"margin: 0\"><tr><th style=\"text-align: center; background: #CEE3F6\" colspan =\"11\">Topics Sorted by User</th></tr><tr><th style=\"text-align: center; background: #EFF2FB;\" >Topic</th><th style=\"text-align: center; background: #EFF2FB;\" >Words</th></tr><tr><td style=\"padding-left:0.75em;\">Topic 9</td><td> honor, respect, obedient, humble, servant, also, esteem, sentiments, take, think </td></tr><tr><td style=\"padding-left:0.75em;\">Topic 25</td><td> friend, ever, happiness, see, know, life, friends, health, hand, like </td></tr><tr><td style=\"padding-left:0.75em;\">Topic 49</td><td> never, man, adams, ever, well, another, whose, say, part, life </td></tr><tr><td style=\"padding-left:0.75em;\">Topic 51</td><td> see, never, take, hope, little, another, moment, last, wish, nothing </td></tr><tr><td style=\"padding-left:0.75em;\">Topic 57</td><td> received, however, last, know, think, till, go, take, nothing, come </td></tr></table>" | |
| ], | |
| "text/plain": [ | |
| "[LabeledColumn([(u'honor', 0.023858144277424758),\n", | |
| " (u'respect', 0.018049373171359198),\n", | |
| " (u'obedient', 0.016458876320888865), ...,\n", | |
| " (u'adams', 6.91520369769081e-07), (u'public', 6.91520369769081e-07),\n", | |
| " (u'war', 6.91520369769081e-07)], \n", | |
| " dtype=[('word', '<U19'), ('value', '<f8')]),\n", | |
| " LabeledColumn([(u'friend', 0.012576243613199253), (u'ever', 0.011558571741141051),\n", | |
| " (u'happiness', 0.009813991389041276), ...,\n", | |
| " (u'say', 7.269084800409118e-07),\n", | |
| " (u'together', 7.269084800409118e-07),\n", | |
| " (u'others', 7.269084800409118e-07)], \n", | |
| " dtype=[('word', '<U19'), ('value', '<f8')]),\n", | |
| " LabeledColumn([(u'never', 0.0214256549115663), (u'man', 0.013806428673296164),\n", | |
| " (u'adams', 0.012113267287013913), ...,\n", | |
| " (u'england', 6.51215917800274e-07), (u'take', 6.51215917800274e-07),\n", | |
| " (u'1', 6.51215917800274e-07)], \n", | |
| " dtype=[('word', '<U19'), ('value', '<f8')]),\n", | |
| " LabeledColumn([(u'see', 0.016153929201598256), (u'never', 0.014093584167977746),\n", | |
| " (u'take', 0.012280480538391696), ...,\n", | |
| " (u'party', 8.24138013447455e-07), (u'given', 8.24138013447455e-07),\n", | |
| " (u'respect', 8.24138013447455e-07)], \n", | |
| " dtype=[('word', '<U19'), ('value', '<f8')]),\n", | |
| " LabeledColumn([(u'received', 0.009902531814450024),\n", | |
| " (u'however', 0.0083907525977102), (u'last', 0.007899424352269759),\n", | |
| " ..., (u'vessels', 3.779448041846119e-07),\n", | |
| " (u'interest', 3.779448041846119e-07),\n", | |
| " (u'send', 3.779448041846119e-07)], \n", | |
| " dtype=[('word', '<U19'), ('value', '<f8')])]" | |
| ] | |
| }, | |
| "execution_count": 273, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "lda_v[60].topics(np.sort(np.array(top_letter_topics)['i'][:5]), print_len=10)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 302, | |
| "metadata": { | |
| "collapsed": true | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "from vsm.spatial import JS_div, KL_div, JS_dist\n", | |
| "def partial_KL(p,q):\n", | |
| " return p * np.log2((2*p) / (p+q)) \n", | |
| "\n", | |
| "def get_contemporary_ids(id, ids, days):\n", | |
| " ids = np.array(ids)\n", | |
| " i = np.where(ids == id)\n", | |
| " dates = np.array([mdates.date2num(label_date[doc]) for doc in ids])\n", | |
| " return ids[np.logical_and(dates <= (dates[i] + days / 2), dates >= (dates[i] - days / 2))]\n", | |
| "\n", | |
| "def draw_partial_KL_err_history(vols, org_tops, days, normed=False, topic_filter=None, title=\"\"):\n", | |
| " #pKLs = build_pKL_ensemble(vols, org_tops, length=N, normed=normed)\n", | |
| " #err_up = np.mean(pKLs, axis=0) + np.std(pKLs, axis=0)\n", | |
| " #err_down = np.mean(pKLs, axis=0) - np.std(pKLs, axis=0)\n", | |
| "\n", | |
| " dates = np.array([mdates.date2num(label_date[doc]) for doc in vols])\n", | |
| " v= lda_v[60]\n", | |
| " KL = list()\n", | |
| " top_probs = defaultdict(list)\n", | |
| " for id in vols:\n", | |
| " vols2 = get_contemporary_ids(id, vols, days)\n", | |
| " agg_tops = v.aggregate_doc_topics(vols2, normed_sum=normed)\n", | |
| " agg_tops = agg_tops[agg_tops['i'].argsort()]\n", | |
| " agg_tops = np.array(agg_tops['value'])\n", | |
| " \n", | |
| " pKL = partial_KL(org_tops, agg_tops)\n", | |
| " #if topic_filter is None:\n", | |
| " KL.append(JS_div(org_tops, agg_tops))\n", | |
| " #else:\n", | |
| " # KL.append(JS_div(org_tops[topic_filter], agg_tops[topic_filter]))\n", | |
| " \n", | |
| " for top, prob in enumerate(pKL):\n", | |
| " top_probs[top].append(prob)\n", | |
| " \n", | |
| " topic_colors=get_topic_colors(v)\n", | |
| " \n", | |
| " pylab.figure(figsize=(12,8))\n", | |
| " pylab.title('{0}-day Topic Similarity for \"{1}\"'.format(days, title))\n", | |
| " ind = np.arange(len(top_probs[0]))\n", | |
| " top_words = v.topics()\n", | |
| " \n", | |
| " pylab.plot_date(dates, KL, color='k', lw=1.5, ls='-', marker=None)\n", | |
| " \"\"\"\n", | |
| " pylab.text(max(dates) + 30, KL[-1],\n", | |
| " \"JS divergence\", \n", | |
| " va='center', ha='left')\n", | |
| " \"\"\"\n", | |
| " handles = []\n", | |
| " labels = []\n", | |
| " for k,topic in enumerate(top_probs.keys()):\n", | |
| " if topic_filter is None or topic in list(topic_filter):\n", | |
| " topic_plot, = pylab.plot_date(dates, np.array(top_probs[topic]), \n", | |
| " c=topic_colors[k][1], ls='-', marker=None)\n", | |
| " handles.append(topic_plot)\n", | |
| " #pylab.fill_between(dates[N:], err_up[k], err_down[k],\n", | |
| " # color=topic_colors[k][1], alpha=0.1)\n", | |
| " #linewidth=0,edgecolor=None)\n", | |
| " #print k, err_up[k], err_down[k]\n", | |
| " \n", | |
| " labels.append(str(topic) + ': ' + ' '.join(top_words[topic]['word'][:10]))\n", | |
| " \n", | |
| "\n", | |
| " \"\"\"\n", | |
| " items = top_probs.keys()\n", | |
| " items.sort(key=lambda x: sum(top_probs[x]), reverse=True)\n", | |
| " handles_labels = zip(*pyplot.gca().get_legend_handles_labels())\n", | |
| " handles_labels.sort(key=lambda x: items.index(int(x[1])))\n", | |
| " handles, labels = zip(*handles_labels)\n", | |
| " labels = ['%s (Avg: %1f)' % (label, sum(top_probs[int(label)])/len(top_probs[int(label)])) for label in labels]\n", | |
| " \"\"\"\n", | |
| " #pylab.ylim([0,1.0])\n", | |
| " #pylab.xlim([0,len(vols)-N])\n", | |
| " #pylab.legend(handles[:20]$, labels[:20], loc='center left', ncol=2, bbox_to_anchor=(1, 0.5))\n", | |
| " pylab.xlabel('Reading Date')\n", | |
| " pylab.ylabel('JSD (bits)')\n", | |
| " pylab.ylim([0.01,1.0])\n", | |
| " pylab.yscale('log')\n", | |
| " \n", | |
| " # Shrink current axis's height by 20% on the bottom\n", | |
| " ax = pylab.gca()\n", | |
| " box = ax.get_position()\n", | |
| " ax.set_position([box.x0, box.y0 + box.height * 0.2,\n", | |
| " box.width, box.height * 0.8])\n", | |
| "\n", | |
| " # Put a legend below current axis\n", | |
| " leg = ax.legend(handles, labels,loc='upper center', bbox_to_anchor=(0.5, -0.1), prop={'size':'10'}, title='Topics')\n", | |
| " for line,txt in zip(leg.get_lines(), leg.get_texts()):\n", | |
| " txt.set_color(line.get_color())\n", | |
| " \n", | |
| " pylab.show()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 311, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
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VxGA/7wKfADtVeV52ztiyV53n+GeZsg4rWnZsmv8MUUFxQvB+Ky3/B3BG+n4z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\n4P8DUvIs42P68NEAAAAASUVORK5CYII=\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x7fe92b350350>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "a = np.array(lda_v[60].doc_topics('v1.0.MEMOIR.txt'))\n", | |
| "a = a[a['i'].argsort()]['value']\n", | |
| "draw_partial_KL_err_history(labels2, a, 365, title=\"Jefferson's Memoirs\", topic_filter=[24, 3, 16])" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 305, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "array([ 9, 25, 18, 33, 51, 26, 39, 54, 52, 27, 46, 22, 38, 5, 8, 17, 30,\n", | |
| " 31, 53, 2, 43, 0, 1, 10, 41, 57, 15, 48, 29, 7, 36, 59, 44, 13,\n", | |
| " 45, 35, 20, 11, 4, 6, 19, 32, 21, 55, 34, 23, 14, 40, 56, 58, 42,\n", | |
| " 49, 47, 28, 12, 50, 37, 24, 3, 16])" | |
| ] | |
| }, | |
| "execution_count": 305, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "letter_topics = np.array(lda_v[60].aggregate_doc_topics(labels2))\n", | |
| "letter_topics = letter_topics[letter_topics['i'].argsort()]['value']\n", | |
| "partial_KL(a, letter_topics).argsort()\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": { | |
| "collapsed": true | |
| }, | |
| "outputs": [], | |
| "source": [] | |
| } | |
| ], | |
| "metadata": { | |
| "kernelspec": { | |
| "display_name": "Python 2", | |
| "language": "python", | |
| "name": "python2" | |
| }, | |
| "language_info": { | |
| "codemirror_mode": { | |
| "name": "ipython", | |
| "version": 2 | |
| }, | |
| "file_extension": ".py", | |
| "mimetype": "text/x-python", | |
| "name": "python", | |
| "nbconvert_exporter": "python", | |
| "pygments_lexer": "ipython2", | |
| "version": "2.7.11" | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 0 | |
| } |
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