Change everything

NaiveBayes.py

-import os
-import math
-from typing import List
-k = 1 # Laplace smoothing constant
-
-class NaiveBayes:
-    def __init__(self, data_folder, train_subfolder, validate_subfolder, c1_folder, c2_folder):
-        self.data_folder = data_folder
-        self.train_subfolder = train_subfolder
-        self.validate_subfolder = validate_subfolder
-        self.c1_folder = c1_folder
-        self.c2_folder = c2_folder
-
-    # TODO: Implement Naive Bayes training
-    def train(self, c1_files: List[str], c2_files: List[str]):
-        pass
-
-    # TODO: Implement Naive Bayes classification
-    # Should write output to classification.txt in the form "file.txt classification"
-    # where classification is one of c1_folder or c2_folder
-    def classify(self, files: List[str], folder: str):
-        pass
-
-    # expect outputted lines in form "file.txt classification"
-    def create_file_to_class_dict(self, folder):
-        file_name = self.data_folder + "_" + folder + ".txt"
-        path_name = os.path.join(self.data_folder, file_name)
-        f = open(path_name, "r")
-        file_to_class = {}
-        for line in f.readlines():
-            line = line[:-1]
-            file_class = line.split(" ")
-            file = file_class[0]
-            classification = file_class[1]
-            assert(file not in file_to_class)
-            file_to_class[file] = classification
-        return file_to_class
-
-    def validate_classification(self, folder):
-        f = open("classification.txt", "r")
-        correct_dict = {}
-        incorrect_dict = {}
-
-        file_to_proper_class = self.create_file_to_class_dict(folder)
-        for line in f.readlines():
-            line = line[:-1]
-            file_class = line.split(" ")
-            file = file_class[0]
-            classification = file_class[1]
-            assert(file in file_to_proper_class)
-            if file_to_proper_class[file] == classification:
-                if classification not in correct_dict:
-                    correct_dict[classification] = 0
-                    incorrect_dict[file_to_proper_class[file]] = 0
-                correct_dict[classification] += 1
-            else:
-                if file_to_proper_class[file] not in incorrect_dict:
-                    incorrect_dict[file_to_proper_class[file]] = 0
-                    correct_dict[classification] = 0
-                incorrect_dict[file_to_proper_class[file]] += 1
-
-        print("correctly classed as: ")
-        for classification in correct_dict.keys():
-            print(classification + ": " + str(correct_dict[classification]))
-        print("incorrectly classed as: ")
-        for classification in incorrect_dict.keys():
-            print(classification + ": " + str(incorrect_dict[classification]))
-
-    def token_set(self, file: str, folder_path: str):
-        file_path_name = os.path.join(folder_path, file)
-        f = open(file_path_name, "r")
-        tokens = set()
-        for line in f.readlines():
-            line = line[:-1]
-            line_tokens = line.split(' ')
-            for token in line_tokens:
-                if len(token) > 0:
-                    token = token.lower()
-                    tokens.add(token)
-        f.close()
-        return tokens

README.md

-# bayes
-

SpamFilterMain.py

-import os
-from NaiveBayes import NaiveBayes
-
-# adult income - https://www.kaggle.com/code/prashant111/naive-bayes-classifier-in-python/data
-# tennis games - https://www.kaggle.com/code/pranavpandey2511/naive-bayes-classifier-from-scratch/data
-# ionosphere - https://archive.ics.uci.edu/ml/datasets/Ionosphere 
-# enron spam - https://www.kaggle.com/datasets/wanderfj/enron-spam 
-
-DATA_FOLDER = "emails"
-TRAIN_SUBFOLDER = "train"
-VALIDATE_SUBFOLDER = "validate"
-C1_FOLDER = "spam"
-C2_FOLDER = "ham"
-
-def main():
-    cwd = os.getcwd()
-    print("Directory: " + cwd)
-    path = DATA_FOLDER
-    train_path = os.path.join(path, TRAIN_SUBFOLDER)
-    validate_path = os.path.join(path, VALIDATE_SUBFOLDER)
-
-    train_c1_path = os.path.join(train_path, C1_FOLDER)
-    train_c2_path = os.path.join(train_path, C2_FOLDER)
-    train_c1 = os.listdir(train_c1_path)
-    train_c2 = os.listdir(train_c2_path)
-
-    valid_files = os.listdir(validate_path)
-    
-    if sanity_check(train_c1, train_c2, valid_files):
-        nb = NaiveBayes(DATA_FOLDER, TRAIN_SUBFOLDER, VALIDATE_SUBFOLDER, C1_FOLDER, C2_FOLDER)
-        nb.train(train_c1, train_c2)
-        nb.classify(valid_files, VALIDATE_SUBFOLDER)
-        nb.validate_classification(VALIDATE_SUBFOLDER)
-
-def sanity_check(train_c1, train_c2, valid_files):
-    pas = True
-    if train_c1 == None or len(train_c1) == 0:
-        print("Error loading positive training files")
-        pas = False
-    if train_c2 == None or len(train_c2) == 0:
-        print("Error loading negative training files")
-        pas = False
-    if valid_files == None or len(valid_files) == 0:
-        print("Error loading positive validation files")
-        pas = False
-    if not pas:
-        print("Make sure this file is in the same directory as your tweets file")
-    return pas
-
-main()
\ No newline at end of file

emails/emails_validate.txt

-1.txt spam
-10.txt spam
-100.txt ham
-101.txt ham
-102.txt spam
-103.txt spam
-104.txt ham
-105.txt ham
-106.txt spam
-107.txt spam
-108.txt ham
-109.txt ham
-11.txt ham
-110.txt spam
-111.txt ham
-112.txt ham
-113.txt ham
-114.txt spam
-115.txt ham
-116.txt spam
-117.txt spam
-118.txt ham
-119.txt spam
-12.txt spam
-120.txt ham
-121.txt ham
-122.txt spam
-123.txt ham
-124.txt spam
-125.txt ham
-126.txt spam
-127.txt ham
-128.txt ham
-129.txt spam
-13.txt ham
-130.txt ham
-131.txt ham
-132.txt ham
-133.txt ham
-134.txt ham
-135.txt ham
-136.txt ham
-137.txt ham
-138.txt spam
-139.txt ham
-14.txt spam
-140.txt ham
-141.txt ham
-142.txt ham
-143.txt ham
-144.txt ham
-145.txt spam
-146.txt ham
-147.txt ham
-148.txt ham
-149.txt spam
-15.txt spam
-150.txt spam
-151.txt ham
-152.txt ham
-153.txt ham
-154.txt spam
-155.txt ham
-156.txt ham
-157.txt ham
-158.txt ham
-159.txt spam
-16.txt spam
-160.txt spam
-161.txt spam
-162.txt ham
-163.txt spam
-164.txt spam
-165.txt spam
-166.txt ham
-167.txt ham
-168.txt ham
-169.txt ham
-17.txt ham
-170.txt ham
-171.txt ham
-172.txt spam
-173.txt ham
-174.txt ham
-175.txt ham
-176.txt spam
-177.txt ham
-178.txt ham
-179.txt ham
-18.txt spam
-180.txt ham
-181.txt ham
-182.txt spam
-183.txt ham
-184.txt ham
-185.txt ham
-186.txt ham
-187.txt ham
-188.txt ham
-189.txt ham
-19.txt ham
-190.txt ham
-191.txt ham
-192.txt spam
-193.txt ham
-194.txt ham
-195.txt ham
-196.txt ham
-197.txt ham
-198.txt ham
-199.txt spam
-2.txt ham
-20.txt ham
-200.txt spam
-201.txt ham
-202.txt spam
-203.txt ham
-204.txt ham
-205.txt ham
-206.txt ham
-207.txt spam
-208.txt spam
-209.txt ham
-21.txt spam
-210.txt spam
-211.txt ham
-212.txt ham
-213.txt spam
-214.txt ham
-215.txt ham
-216.txt spam
-217.txt ham
-218.txt spam
-219.txt spam
-22.txt ham
-220.txt ham
-221.txt ham
-222.txt ham
-223.txt spam
-224.txt ham
-225.txt ham
-226.txt spam
-227.txt ham
-228.txt ham
-229.txt ham
-23.txt spam
-230.txt ham
-231.txt spam
-232.txt ham
-233.txt ham
-234.txt ham
-235.txt spam
-236.txt ham
-237.txt ham
-238.txt spam
-239.txt ham
-24.txt spam
-240.txt ham
-241.txt ham
-242.txt ham
-243.txt ham
-244.txt ham
-245.txt spam
-246.txt ham
-247.txt ham
-248.txt ham
-249.txt ham
-25.txt spam
-250.txt ham
-251.txt spam
-252.txt ham
-253.txt ham
-254.txt ham
-255.txt ham
-256.txt spam
-257.txt ham
-258.txt ham
-259.txt ham
-26.txt spam
-260.txt ham
-261.txt ham
-262.txt ham
-263.txt spam
-264.txt ham
-265.txt ham
-266.txt ham
-267.txt ham
-268.txt ham
-269.txt ham
-27.txt ham
-270.txt ham
-271.txt ham
-272.txt ham
-273.txt ham
-274.txt ham
-275.txt ham
-276.txt ham
-277.txt ham
-278.txt ham
-279.txt spam
-28.txt ham
-280.txt ham
-281.txt ham
-282.txt ham
-283.txt spam
-284.txt ham
-285.txt spam
-286.txt spam
-287.txt ham
-288.txt ham
-289.txt ham
-29.txt ham
-290.txt ham
-291.txt ham
-292.txt ham
-293.txt ham
-294.txt ham
-295.txt spam
-296.txt spam
-297.txt ham
-298.txt ham
-299.txt ham
-3.txt ham
-30.txt spam
-300.txt ham
-301.txt ham
-302.txt spam
-303.txt ham
-304.txt ham
-305.txt ham
-306.txt spam
-307.txt ham
-308.txt ham
-309.txt ham
-31.txt ham
-310.txt spam
-311.txt ham
-312.txt ham
-313.txt spam
-314.txt ham
-315.txt ham
-316.txt ham
-317.txt ham
-318.txt ham
-319.txt ham
-32.txt ham
-320.txt ham
-321.txt ham
-322.txt ham
-323.txt spam
-324.txt ham
-325.txt ham
-326.txt spam
-327.txt ham
-328.txt ham
-329.txt spam
-33.txt ham
-330.txt ham
-331.txt ham
-332.txt spam
-333.txt ham
-334.txt spam
-335.txt ham
-336.txt ham
-337.txt ham
-338.txt ham
-339.txt ham
-34.txt spam
-340.txt ham
-341.txt spam
-342.txt spam
-343.txt ham
-344.txt spam
-345.txt ham
-346.txt ham
-347.txt ham
-348.txt ham
-349.txt ham
-35.txt spam
-350.txt ham
-351.txt spam
-352.txt ham
-353.txt ham
-354.txt ham
-355.txt ham
-356.txt ham
-357.txt ham
-358.txt spam
-359.txt ham
-36.txt ham
-360.txt spam
-361.txt ham
-362.txt ham
-363.txt ham
-364.txt ham
-365.txt ham
-366.txt spam
-367.txt ham
-368.txt ham
-369.txt ham
-37.txt ham
-370.txt ham
-371.txt ham
-372.txt ham
-373.txt ham
-374.txt ham
-375.txt spam
-376.txt spam
-377.txt ham
-378.txt ham
-379.txt ham
-38.txt ham
-380.txt ham
-381.txt ham
-382.txt ham
-383.txt ham
-384.txt spam
-385.txt ham
-386.txt ham
-387.txt spam
-388.txt ham
-389.txt ham
-39.txt ham
-390.txt ham
-391.txt ham
-392.txt ham
-393.txt spam
-394.txt spam
-395.txt spam
-396.txt spam
-397.txt ham
-398.txt ham
-399.txt ham
-4.txt ham
-40.txt ham
-400.txt ham
-401.txt ham
-402.txt ham
-403.txt ham
-404.txt spam
-405.txt ham
-406.txt ham
-407.txt ham
-408.txt spam
-409.txt spam
-41.txt ham
-410.txt spam
-411.txt ham
-412.txt ham
-413.txt ham
-414.txt spam
-415.txt spam
-416.txt spam
-417.txt ham
-418.txt ham
-419.txt ham
-42.txt ham
-420.txt ham
-421.txt spam
-422.txt ham
-423.txt spam
-424.txt ham
-425.txt spam
-426.txt spam
-427.txt ham
-428.txt ham
-429.txt ham
-43.txt spam
-430.txt ham
-431.txt spam
-432.txt ham
-433.txt ham
-434.txt ham
-435.txt spam
-436.txt ham
-437.txt ham
-438.txt ham
-439.txt spam
-44.txt ham
-440.txt ham
-441.txt spam
-442.txt ham
-443.txt ham
-444.txt spam
-445.txt ham
-446.txt ham
-447.txt ham
-448.txt ham
-449.txt ham
-45.txt ham
-450.txt ham
-451.txt spam
-452.txt spam
-453.txt spam
-454.txt spam
-455.txt ham
-456.txt ham
-457.txt ham
-458.txt ham
-459.txt spam
-46.txt ham
-460.txt ham
-461.txt spam
-462.txt ham
-463.txt ham
-464.txt spam
-465.txt spam
-466.txt spam
-467.txt ham
-468.txt spam
-469.txt ham
-47.txt spam
-470.txt ham
-471.txt spam
-472.txt ham
-473.txt ham
-474.txt ham
-475.txt ham
-476.txt ham
-477.txt ham
-478.txt ham
-479.txt ham
-48.txt ham
-480.txt ham
-481.txt spam
-482.txt ham
-483.txt ham
-484.txt ham
-485.txt ham
-486.txt spam
-487.txt spam
-488.txt spam
-489.txt spam
-49.txt ham
-490.txt ham
-491.txt ham
-492.txt ham
-493.txt ham
-494.txt ham
-495.txt spam
-496.txt ham
-497.txt ham
-498.txt spam
-499.txt ham
-5.txt ham
-50.txt spam
-500.txt ham
-51.txt ham
-52.txt ham
-53.txt spam
-54.txt ham
-55.txt ham
-56.txt spam
-57.txt ham
-58.txt spam
-59.txt spam
-6.txt ham
-60.txt ham
-61.txt spam
-62.txt ham
-63.txt spam
-64.txt spam
-65.txt ham
-66.txt ham
-67.txt spam
-68.txt ham
-69.txt ham
-7.txt ham
-70.txt ham
-71.txt ham
-72.txt ham
-73.txt ham
-74.txt ham
-75.txt spam
-76.txt ham
-77.txt ham
-78.txt ham
-79.txt ham
-8.txt ham
-80.txt ham
-81.txt spam
-82.txt ham
-83.txt ham
-84.txt ham
-85.txt ham
-86.txt spam
-87.txt spam
-88.txt ham
-89.txt ham
-9.txt spam
-90.txt ham
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-92.txt ham
-93.txt ham
-94.txt ham
-95.txt spam
-96.txt ham
-97.txt ham
-98.txt ham
-99.txt spam

emails/train/ham/1.txt

-Subject: vastar resources , inc .
-gary , production from the high island larger block a - 1 # 2 commenced on
-saturday at 2 : 00 p . m . at about 6 , 500 gross . carlos expects between 9 , 500 and
-10 , 000 gross for tomorrow . vastar owns 68 % of the gross production .
-george x 3 - 6992
-- - - - - - - - - - - - - - - - - - - - - - forwarded by george weissman / hou / ect on 12 / 13 / 99 10 : 16
-am - - - - - - - - - - - - - - - - - - - - - - - - - - -
-daren j farmer
-12 / 10 / 99 10 : 38 am
-to : carlos j rodriguez / hou / ect @ ect
-cc : george weissman / hou / ect @ ect , melissa graves / hou / ect @ ect
-subject : vastar resources , inc .
-carlos ,
-please call linda and get everything set up .
-i ' m going to estimate 4 , 500 coming up tomorrow , with a 2 , 000 increase each
-following day based on my conversations with bill fischer at bmar .
-d .
-- - - - - - - - - - - - - - - - - - - - - - forwarded by daren j farmer / hou / ect on 12 / 10 / 99 10 : 34
-am - - - - - - - - - - - - - - - - - - - - - - - - - - -
-enron north america corp .
-from : george weissman 12 / 10 / 99 10 : 00 am
-to : daren j farmer / hou / ect @ ect
-cc : gary bryan / hou / ect @ ect , melissa graves / hou / ect @ ect
-subject : vastar resources , inc .
-darren ,
-the attached appears to be a nomination from vastar resources , inc . for the
-high island larger block a - 1 # 2 ( previously , erroneously referred to as the
-# 1 well ) . vastar now expects the well to commence production sometime
-tomorrow . i told linda harris that we ' d get her a telephone number in gas
-control so she can provide notification of the turn - on tomorrow . linda ' s
-numbers , for the record , are 281 . 584 . 3359 voice and 713 . 312 . 1689 fax .
-would you please see that someone contacts linda and advises her how to
-submit future nominations via e - mail , fax or voice ? thanks .
-george x 3 - 6992
-- - - - - - - - - - - - - - - - - - - - - - forwarded by george weissman / hou / ect on 12 / 10 / 99 09 : 44
-am - - - - - - - - - - - - - - - - - - - - - - - - - - -
-" linda harris " on 12 / 10 / 99 09 : 38 : 43 am
-to : george weissman / hou / ect @ ect
-cc :
-subject : hi a - 1 # 2
-effective 12 - 11 - 99
-| - - - - - - - - + - - - - - - - - - - + - - - - - - - - - - - |
-| | | |
-| mscf / d | min ftp | time |
-| | | |
-| - - - - - - - - + - - - - - - - - - - + - - - - - - - - - - - |
-| | | |
-| 4 , 500 | 9 , 925 | 24 hours |
-| | | |
-| - - - - - - - - + - - - - - - - - - - + - - - - - - - - - - - |
-| | | |
-| 6 , 000 | 9 , 908 | 24 hours |
-| | | |
-| - - - - - - - - + - - - - - - - - - - + - - - - - - - - - - - |
-| | | |
-| 8 , 000 | 9 , 878 | 24 hours |
-| | | |
-| - - - - - - - - + - - - - - - - - - - + - - - - - - - - - - - |
-| | | |
-| 10 , 000 | 9 , 840 | 24 hours |
-| | | |
-| - - - - - - - - + - - - - - - - - - - + - - - - - - - - - - - |
-| | | |
-| 12 , 000 | 9 , 793 | 24 hours |
-| | | |
-| - - - - - - - - + - - - - - - - - - - + - - - - - - - - - - - |
-| | | |
-| 14 , 000 | 9 , 738 | 24 hours |
-| | | |
-| - - - - - - - - + - - - - - - - - - - + - - - - - - - - - - - |
-| | | |
-| 16 , 000 | 9 , 674 | 24 hours |
-| | | |
-| - - - - - - - - + - - - - - - - - - - + - - - - - - - - - - - |
-| | | |
-| 18 , 000 | 9 , 602 | 24 hours |
-| | | |
-| - - - - - - - - + - - - - - - - - - - + - - - - - - - - - - - |
-| | | |
-| 20 , 000 | 9 , 521 | 24 hours |
-| | | |
-| - - - - - - - - + - - - - - - - - - - + - - - - - - - - - - - |
-| | | |
-| 22 , 000 | 9 , 431 | 24 hours |
-| | | |
-| - - - - - - - - + - - - - - - - - - - + - - - - - - - - - - - |
-| | | |
-| 24 , 000 | 9 , 332 | 24 hours |
-| | | |
-| - - - - - - - - + - - - - - - - - - - + - - - - - - - - - - - |
-| | | |
-| 26 , 000 | 9 , 224 | 24 hours |
-| | | |
-| - - - - - - - - + - - - - - - - - - - + - - - - - - - - - - - |
-| | | |
-| 28 , 000 | 9 , 108 | 24 hours |
-| | | |
-| - - - - - - - - + - - - - - - - - - - + - - - - - - - - - - - |
-| | | |
-| 30 , 000 | 8 , 982 | 24 hours |
-| | | |
-| - - - - - - - - + - - - - - - - - - - + - - - - - - - - - - - |
-| | | |
-| 32 , 000 | 8 , 847 | 24 hours |
-| | | |
-| - - - - - - - - + - - - - - - - - - - + - - - - - - - - - - - |
-| | | |
-| 34 , 000 | 8 , 703 | 24 hours |
-| | | |
-| - - - - - - - - + - - - - - - - - - - + - - - - - - - - - - - |
-| | | |
-| 36 , 000 | 8 , 549 | 24 hours |
-| | | |
-| - - - - - - - - + - - - - - - - - - - + - - - - - - - - - - - |
\ No newline at end of file

emails/train/ham/10.txt

-Subject: entex transistion
-the purpose of the email is to recap the kickoff meeting held on yesterday
-with members from commercial and volume managment concernig the entex account :
-effective january 2000 , thu nguyen ( x 37159 ) in the volume managment group ,
-will take over the responsibility of allocating the entex contracts . howard
-and thu began some training this month and will continue to transition the
-account over the next few months . entex will be thu ' s primary account
-especially during these first few months as she learns the allocations
-process and the contracts .
-howard will continue with his lead responsibilites within the group and be
-available for questions or as a backup , if necessary ( thanks howard for all
-your hard work on the account this year ! ) .
-in the initial phases of this transistion , i would like to organize an entex
-" account " team . the team ( members from front office to back office ) would
-meet at some point in the month to discuss any issues relating to the
-scheduling , allocations , settlements , contracts , deals , etc . this hopefully
-will give each of you a chance to not only identify and resolve issues before
-the finalization process , but to learn from each other relative to your
-respective areas and allow the newcomers to get up to speed on the account as
-well . i would encourage everyone to attend these meetings initially as i
-believe this is a critical part to the success of the entex account .
-i will have my assistant to coordinate the initial meeting for early 1 / 2000 .
-if anyone has any questions or concerns , please feel free to call me or stop
-by . thanks in advance for everyone ' s cooperation . . . . . . . . . . .
-julie - please add thu to the confirmations distributions list
\ No newline at end of file

emails/train/ham/100.txt

-Subject: new email
-yo bro . this is my new email address . save it .
-aggie _ chico 2 @ hotmail . com .
-love you , lacy
-get your private , free email at http : / / www . hotmail . com
\ No newline at end of file

emails/train/ham/1000.txt

-Subject: re : industrials
-robert ,
-please make sure that gary gets a copy of the industrial spreadsheet . nobody
-has seen it in a few
-months . thanks , pat
-from : gary a hanks @ ect 06 / 29 / 2000 08 : 59 am
-to : daren j farmer / hou / ect @ ect , pat clynes / corp / enron @ enron
-cc :
-subject : re : industrials
-if it is the one i am thinking of it does . i haven ' t seen one for a few
-months .
-pat , will you make sure robert sends one to me via email .
-thanks
-gary
-- - - - - - - - - - - - - - - - - - - - - - forwarded by gary a hanks / hou / ect on 06 / 29 / 2000 08 : 54
-am - - - - - - - - - - - - - - - - - - - - - - - - - - -
-daren j farmer
-06 / 28 / 2000 07 : 59 pm
-to : gary a hanks / hou / ect @ ect
-cc :
-subject : re : industrials
-gary ,
-does the workhseet mentioned below assist you with the monthly operations
-related to the industrial customers ?
-d
-- - - - - - - - - - - - - - - - - - - - - - forwarded by daren j farmer / hou / ect on 06 / 28 / 2000
-07 : 57 pm - - - - - - - - - - - - - - - - - - - - - - - - - - -
-to : pat clynes / corp / enron @ enron
-cc : daren j farmer / hou / ect @ ect , gary a hanks / hou / ect @ ect
-subject : re : industrials
-first of the month industrials are coming along fine . i will finalize my
-pathing tomorrow , thursday , and set up buybacks and swings by the
-end of day friday .
-the industrial " buyback & deficiency deals " worksheet has captured the
-necessary data to help gas control & the on - call scheduler as well as
-myself and client services .
-i will have a preliminary worksheet done by the end of day friday .
-i am on vacation during the week of july 5 th thru july 10 th .
-enron north america corp .
-from : pat clynes @ enron 06 / 28 / 2000 12 : 45 pm
-to : robert e lloyd / hou / ect @ ect
-cc : daren j farmer / hou / ect @ ect
-subject : re : industrials
-robert ,
-how do we look on the industrial deadlines ? please let me know . thanks ,
-pat
-daren j farmer @ ect
-06 / 28 / 2000 11 : 19 am
-to : pat clynes / corp / enron @ enron
-cc :
-subject : industrials
-when will the buybacks and swings be set up for july ? i am a little
-concerned with the long weekend coming up . i believe that we agreed that
-these would be set up by the 3 rd work day , which would be friday the 7 th .
-( six days of flow . ) i definitely don ' t think that we should any later . it
-would be great if this could be handled sooner , miimizing our economic impact .
-additionally , we need to get the industrial spreadsheet up and running
-again . this report is very beneficial to gas control , industrial traders and
-schedulers on call .
-let me know what you think .
-d
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emails/train/ham/1001.txt

-Subject: hr generalist for your group
-norma villarreal is the hr generalist for all of brent price ' s group and
-hector mcloughlin is the hr generalist for all the other groups / departments
-under sally beck .
-toni graham is the recruiter for all of sally beck ' s group .
-yvonne laing is the compensation specialist for all of sally beck ' s group .
-janet de la paz is the admin . support person for the hr group .
-i hope this helps you directs your questions or needs for services in the
-future .
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emails/train/ham/1002.txt

-Subject: nom change for increased midcon gas . . .
-- - - - - - - - - - - - - - - - - - - - - - forwarded by ami chokshi / corp / enron on 06 / 29 / 2000
-02 : 50 pm - - - - - - - - - - - - - - - - - - - - - - - - - - -
-royal _ b _ edmondson @ reliantenergy . com on 06 / 29 / 2000 12 : 13 : 38 pm
-to : ami _ chokshi @ enron . com
-cc :
-subject : nom change for increased midcon gas . . .
-( see attached file : hpl - june . xls )
-- hpl - june . xls
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emails/train/ham/1003.txt

-Subject: re : republic royalty 5 / 00
-done .
-daren j farmer @ ect
-06 / 29 / 2000 01 : 10 pm
-to : hillary mack / corp / enron @ enron
-cc :
-subject : re : republic royalty 5 / 00
-can you set up a gtc with duke energy field services , inc . for may - july 2000 ?
-d
-hillary mack @ enron
-06 / 29 / 2000 12 : 23 pm
-to : daren j farmer / hou / ect @ ect
-cc :
-subject : re : republic royalty 5 / 00
-daren . . . i talked to cynthia in contracts and she said that ces deals cannot
-be extended and that a new contract has to be set up . how do you want to
-handle it ?
-daren j farmer @ ect
-06 / 28 / 2000 04 : 17 pm
-to : ami chokshi / corp / enron @ enron , megan parker / corp / enron @ enron , o ' neal d
-winfree / hou / ect @ ect , nelson ferries / corp / enron @ enron , hillary
-mack / corp / enron @ enron
-cc :
-subject : re : republic royalty 5 / 00
-i have rolled # 143559 through july 2000 to cover the purchase from
-republic . we sell this gas to duke energy field services ( # 143558 for jan -
-apr , ces - duke energy field services , inc ) . the counterparty on this deal
-has been suspeneded , so i created # 316727 under the counterparty of duke
-energy field services marketing , llc .
-hillary - please extend the ces - duke counterparty or attach the correct duke
-counterparty to this deal .
-if you have any questions , let me know .
-d
-from : ami chokshi @ enron 06 / 28 / 2000 10 : 45 am
-to : megan parker / corp / enron @ enron , o ' neal d winfree / hou / ect @ ect
-cc : nelson ferries / corp / enron @ enron , daren j farmer / hou / ect @ ect
-subject : republic royalty 5 / 00
-this deal was terminated by nelson ferries .
-ami
-- - - - - - - - - - - - - - - - - - - - - - forwarded by ami chokshi / corp / enron on 06 / 28 / 2000
-10 : 42 am - - - - - - - - - - - - - - - - - - - - - - - - - - -
-from : megan parker 06 / 28 / 2000 10 : 28 am
-to : ami chokshi / corp / enron @ enron , o ' neal d winfree / hou / ect @ ect
-cc :
-subject : republic royalty 5 / 00
-republic royalty is one of my ces deals . they sent me an invoice for may
-2000 production , but i do not see a deal for may . does either of you know if
-this deal was extended under a new deal number ?
-megan
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emails/train/ham/1004.txt

-Subject: re : republic royalty 5 / 00
-daren . . . i talked to cynthia in contracts and she said that ces deals cannot
-be extended and that a new contract has to be set up . how do you want to
-handle it ?
-daren j farmer @ ect
-06 / 28 / 2000 04 : 17 pm
-to : ami chokshi / corp / enron @ enron , megan parker / corp / enron @ enron , o ' neal d
-winfree / hou / ect @ ect , nelson ferries / corp / enron @ enron , hillary
-mack / corp / enron @ enron
-cc :
-subject : re : republic royalty 5 / 00
-i have rolled # 143559 through july 2000 to cover the purchase from
-republic . we sell this gas to duke energy field services ( # 143558 for jan -
-apr , ces - duke energy field services , inc ) . the counterparty on this deal
-has been suspeneded , so i created # 316727 under the counterparty of duke
-energy field services marketing , llc .
-hillary - please extend the ces - duke counterparty or attach the correct duke
-counterparty to this deal .
-if you have any questions , let me know .
-d
-from : ami chokshi @ enron 06 / 28 / 2000 10 : 45 am
-to : megan parker / corp / enron @ enron , o ' neal d winfree / hou / ect @ ect
-cc : nelson ferries / corp / enron @ enron , daren j farmer / hou / ect @ ect
-subject : republic royalty 5 / 00
-this deal was terminated by nelson ferries .
-ami
-- - - - - - - - - - - - - - - - - - - - - - forwarded by ami chokshi / corp / enron on 06 / 28 / 2000
-10 : 42 am - - - - - - - - - - - - - - - - - - - - - - - - - - -
-from : megan parker 06 / 28 / 2000 10 : 28 am
-to : ami chokshi / corp / enron @ enron , o ' neal d winfree / hou / ect @ ect
-cc :
-subject : republic royalty 5 / 00
-republic royalty is one of my ces deals . they sent me an invoice for may
-2000 production , but i do not see a deal for may . does either of you know if
-this deal was extended under a new deal number ?
-megan
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emails/train/ham/1005.txt

-Subject: vacation
-i will be out on vacation the week of july 3 , back at the office on july
-10 th . my main contact will be stella morris at ext . 3319 . my desk will be
-split as follows :
-stella - nng - blackmarlin ( onshore ) , black marlin ( offshore ) , amoco third
-party , centana ( on & off system , storage ) , eastrans
-aimee - carthage , tufco updates , bridge back
-mark mccoy - katy lonestar ( on & offsystem )
-tom acton - send nominations mops to pops
-please pass this to other members of your groups , thanks .
-carlos
\ No newline at end of file

emails/train/ham/1006.txt

-Subject: vacation
-i will be out of the office next week on vacation during july 5 th through
-july 10 th .
-bob cotten will handle my entire desk . bob can be reach on extension
-3 - 6101 .
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emails/train/ham/1007.txt

-Subject: sitara availability - status update
-we are still experiencing problems in bringing up the hardware from last
-night ' s emergency outage . as of 5 : 30 am you cannot access the application .
-every attempt is being made to rectify this problem . once the application is
-available , please stay out of position manager and use cpr positions until
-you have been notified .
-thank you for your cooperation .
-scott mills
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emails/train/ham/1008.txt

-Subject: sitara availability this evening ( 06 / 29 ) due to emergency repairs
-sitara and cpr will be unavailable after 9 : 00 pm this evening ( 06 / 29 ) so that
-additional repairs can be made in the server room on 34 . this outage will
-impact all systems
-it is anticipated that sitara will be available beginning at 6 : 30 am tomorrow
-( 06 / 30 ) morning .
-any questions or concerns , please contact the sitara hotline ( x 37049 )
-scott mills
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emails/train/ham/1009.txt

-Subject: hpl noms for june 30 , 2000
-( see attached file : hplo 630 . xls )
-- hplo 630 . xls
\ No newline at end of file

emails/train/ham/101.txt

-Subject: eol application id and password
-darren ,
-your id and password for eol application is as follows :
-id : dfarmer
-password : dfarmer
-this will give you read only access to the stack manager , product manager ,
-and enron online .
-if you have any questions please feel free to contact me .
-thanks
-tara
-x 34523
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emails/train/ham/1010.txt

-Subject: enron actuals for june 28 , 2000
-teco tap 120 . 000 / hpl gas daily
-ls hpl katy 30 . 000 / enron
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emails/train/ham/1011.txt

-Subject: revised 7 / 00 assignment , termination , expiration report - assets
-group
-we received some more name changes after the previous report was sent out .
-here is the latest & greatest version .
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