diff --git a/.vscode/launch.json b/.vscode/launch.json new file mode 100644 index 000000000..6b76b4fab --- /dev/null +++ b/.vscode/launch.json @@ -0,0 +1,15 @@ +{ + // Use IntelliSense to learn about possible attributes. + // Hover to view descriptions of existing attributes. + // For more information, visit: https://go.microsoft.com/fwlink/?linkid=830387 + "version": "0.2.0", + "configurations": [ + { + "name": "Python Debugger: Current File", + "type": "debugpy", + "request": "launch", + "program": "${file}", + "console": "integratedTerminal" + } + ] +} \ No newline at end of file diff --git a/1CommonSetupInstruction.md b/1CommonSetupInstruction.md new file mode 100644 index 000000000..726ec375b --- /dev/null +++ b/1CommonSetupInstruction.md @@ -0,0 +1,44 @@ +Install Python +https://code.visualstudio.com/docs/python/python-tutorial + +Install required Python extensions from vscode extensions + +Setup environment (as below or from cmd or pyshell) + +Install pip +python -m pip install +python -m pip install --upgrade pip + + +A>> Create virtual environment in VSCode + https://learnpython.com/blog/how-to-use-virtualenv-python/ + + About VirtualEnv: + virtualenv is a tool that allows you to create virtual environments in Python and manage Python packages. It helps you avoid installing packages globally; global installations can result in breaking some system tools or other packages. + + Steps: + 1> Installation + pip install --upgrade pip + pip --version + pip install virtualenv + + 2> Create Virtual Env + virtualenv -p python3 mytest + + 3> Python virtual environment, you need to activate it. + .\mytest\Scripts\activate + + 4> Check that you are in your Python virtual environment + where python + +B>> Create a Python Requirements File: +https://learnpython.com/blog/python-requirements-file/ +Python requirements files are a great way to keep track of the Python modules. It is a simple text file that saves a list of the modules and packages required by your project. By creating a Python requirements.txt file, you save yourself the hassle of having to track down and install all of the required modules manually. + + + pip list --outdated #check outdated version first + pip install -U + pip freeze > requirements.txt #to create and update the Python requirements file. + pip install -U -r requirements.txt #It is also possible to upgrade everything with + python -m pip check #check for missing dependencies + pip check #always do to check any broken lib in requirment \ No newline at end of file diff --git a/1requirments.txt b/1requirments.txt new file mode 100644 index 000000000..0f9fd5f88 Binary files /dev/null and b/1requirments.txt differ diff --git a/KopecBook-Excercise/Fib1 b/KopecBook-Excercise/Fib1 new file mode 100644 index 000000000..7a94b5d2d --- /dev/null +++ b/KopecBook-Excercise/Fib1 @@ -0,0 +1,45 @@ +## quick fib seriese printing for n numbers + +print("Fibonacci series") +def fib1(n): + a =1 + b=2 + sum=0 + i=1 + ouput = [] + ouput.append(a) + ouput.append(b) + if n <=2: + print(a, b) + else: + print(a, b) + while i < n-2: + sum = a +b + a =b + b = sum + #print(sum) + ouput.append(sum) + i = i+ 1 + return ouput +print(fib1(8)) + +#recursion fib numbers not sum... +def fib2(n, a=1,b=2,output=[]): + if n <= 0: + return output + else: + output.append(a) + return fib2(n-1, b, a+b, output) +print("Fibonacci series recrusion"-2) +print(fib2(8)) + +# fib3 is a generator function to yield the fibonacci numbers one by one +def fib3(n): + a, b = 1, 2 + for _ in range(n): + yield a + a, b = b, a + b +print("Fibonacci series generator fib3") +fib3_gen = fib3(8) +for num in fib3_gen: + print(num, end=' ') \ No newline at end of file diff --git a/THM/fuzzer.py b/THM/fuzzer.py new file mode 100644 index 000000000..5f0e384a3 --- /dev/null +++ b/THM/fuzzer.py @@ -0,0 +1,24 @@ +#fuzzer prgoram + +import socket,time,sys + +ip ="10.10.115.203" +port = 1337 +timeout =5 +prefix = "OVERFLOW1 " +string= prefix + "A"*100 + +while True: + try: + with socket.socket(socket.AF_INET,socket.SOCK_STREAM) as s: + s.settimeout(timeout) + s.connect((ip,port)) + s.recv(1024) + print("Fuzzing with {} bytes".format(len(string) - len(prefix))) + s.send(bytes(string, "latin-1")) + s.recv(1024) + except: + print("fuzzing crashed at {} bytes".format(len(string)-len(prefix))) + sys.exit(0) + string += 100*"A" + time.sleep(1) \ No newline at end of file diff --git a/Work/01_DataTypes.py b/Work/01_DataTypes.py new file mode 100644 index 000000000..682d995ad --- /dev/null +++ b/Work/01_DataTypes.py @@ -0,0 +1,379 @@ +############# chap-1 ################# +# comment line in python +#https://dabeaz-course.github.io/practical-python/Notes/01_Introduction/04_Strings.html +''' + #Python: It’s All About the Indentation + indentation is used to define compound statements or blocks. In a Python program, contiguous statements that are indented to the same level are considered to be part of the + same block. + https://realpython.com/python-conditional-statements/#python-its-all-about-the-indentation + + if : + + -- block ends +else + -- block ends + +while : + +''' +print("test") +## below code doesn ot work +''' +import urllib.request +webUrl = urllib.request.urlopen('https://www.javatpoint.com/python-tutorial') +u = urllib.request.urlopen ('http://ctabustracker.com/bustime/map/getStopPredictions.jsp?stop=14791&route=22','dfd', 11) +u1 = urllib.request.urlopen('https://www.javatpoint.com/python-tutorial') +from xml.etree.ElementTree import parse +doc = parse(u) +for pt in doc.findall('.//pt'): + print(pt.text) +''' + +''' +In interactive mode, The underscore _ holds the last result. Nevre use in a program + +''' +# simple excercise + +bill_thickness = 0.11 #meters +tower_height = 99999 #meters +day = 1 +num_bills =1 +while num_bills*bill_thickness < tower_height : + print(day,num_bills,num_bills*bill_thickness) + day +=1 + num_bills *=2 +print('number of days',day) +print('number of bills', num_bills) +print('final height', num_bills*bill_thickness) + +''' +learn few thigns from above example + types variables comments indentation code block loop case sensitive-python is case sensitive language conditional statement (if else) + In a print, extra line can be supressed + The extra newline can be suppressed: + print('Hello', end=' ') +print('My name is', 'Jake') + +##user input +name = input('enter name') +print('your name is',name) + +##pass statement +Sometimes you need to specify an empty code block. The keyword pass is used for it. +if a > b: + pass +else: + print('Computer says false') + +## numbers test +float +int +booleans + +## operators +x + y Add +x - y Subtract +x * y Multiply +x / y Divide (produces a float) +x // y Floor Divide (produces an integer) +x % y Modulo (remainder) +x ** y Power +x << n Bit shift left +x >> n Bit shift right +x & y Bit-wise AND +x | y Bit-wise OR +x ^ y Bit-wise XOR +~x Bit-wise NOT +abs(x) Absolute value + +## comparison +x < y Less than +x <= y Less than or equal +x > y Greater than +x >= y Greater than or equal +x == y Equal to +x != y Not equal to + +## Converting Numbers +a = int(x) # Convert x to integer +b = float(x) # Convert x to float + +>> solve dave's mortagage + +''' +principal = 500000.0 +rate = 0.05 +overperiod = 30 +payment = 2684.11 +total_paid = 0.0 +interest = 0.0 +month = 1 +extraPaid = 1000 +forMonths = 12 +while principal > 0: + if forMonths > 1: + principal = principal - extraPaid + forMonths -=1 + principal = principal * (1 +rate/12 ) - payment + total_paid = total_paid + payment + print ('month - principal', month, principal) + month +=1 + +print('total paid', total_paid) +print('hello') + + +'''######### 1.4 Strings ########## +# strings are array of chars +# Strings are “immutable” or read-only. Once created, the value can’t be changed. +# but string variable can be reassigned. (something like const pointer and point to constant in C) +# 'in' is a operator in python can be applied in strings +# strings can be read forward and backward (-2) +''' +## raw strings +rs = r'c:\newdata\test' +rs1 = 'c:\newdata\test' +print(rs) +print(rs1) + +'reverse string' +name = "prakash" +count = len(name) +print(count/2) +i =0 +name1 = '' +while i < round(len(name)): + name1 = name1 + name[count-i-1] + i +=1 + +print(name) +print(name1) +name = 'zyxmo' +name1 ='' +for x in reversed(name): + name1 +=x +print(name1) + + +## byte string, unicode etc. +bstr = b'hello' +len(bstr) +bstr1 = 'hello' +len(bstr1) +money = 1001.212 +## formatted string printing +print(f'{name:10s} {money:5.2f}') + +## excercises +symbols = 'AAPL,IBM,MSFT,YHOO,SCO' +symbols[0] +symbols += ',GOOG' +print(symbols) + +# using in operator +'IBM' in symbols +'BM' in symbols + +## using string methods +''' +dir() produces a list of all operations that can appear after the (.). +Use the help() command to get more information about a specific operation: + +''' +dir(symbols) +''' +['__add__', '__class__', '__contains__', '__delattr__', '__dir__', '__doc__', '__eq__', '__format__', +'__ge__', '__getattribute__', '__getitem__', '__getnewargs__', '__getstate__', '__gt__', '__hash__', +'__init__', '__init_subclass__', '__iter__', '__le__', '__len__', '__lt__', '__mod__', '__mul__', '__ne__', +'__new__', '__reduce__', '__reduce_ex__', '__repr__', '__rmod__', '__rmul__', '__setattr__', '__sizeof__', +'__str__', '__subclasshook__', 'capitalize', 'casefold', 'center', 'count', 'encode', 'endswith', 'expandtabs', + 'find', 'format', 'format_map', 'index', 'isalnum', 'isalpha', 'isascii', 'isdecimal', 'isdigit', 'isidentifier', + 'islower', 'isnumeric', 'isprintable', 'isspace', 'istitle', 'isupper', 'join', 'ljust', 'lower', 'lstrip', + 'maketrans', 'partition', 'removeprefix', 'removesuffix', 'replace', 'rfind', 'rindex', 'rjust', 'rpartition', + 'rsplit', 'rstrip', 'split', 'splitlines', 'startswith', 'strip', 'swapcase', 'title', 'translate', 'upper', + 'zfill'] +''' +help(name.upper) +symbols.lower() +symbols.find('IB') +symbols[5:15] + +## format string f-strings +''' +Sometimes you want to create a string and embed the values of variables into it. +''' +#examples +tshare ='xyx corp' +price=999.903 +sym = 'xy' +f'{tshare} with range{sym} amount {price:0.2f}' +print("hello" f'{tshare}') +## Exercise 1.18: Regular Expressions +''' +use pythong re module for regular expressions +import re +more info: https://docs.python.org/library/re.html +''' +text = 'Today is 08/06/2023. Tomorrow is 08/07/2023.' + # Find all occurrences of a date +import re +re.findall(r'\d+/\d+/\d+', text) +['3/27/2018', '3/28/2018'] +# Replace all occurrences of a date with replacement text +re.sub(r'(\d+)/(\d+)/(\d+)', r'\3-\1-\2', text) +text + +'''######### 1.5 Lists [ ] ########## +Python’s primary type for holding an ordered collection of values. +Use square brackets [ ] to define a list literal: +Index stats from 0 and Negative indices count from the end. +You can change any item in a list. +# list can have heterogenous itmes +''' +names = ['tim', 'tom','bib', 'bob'] +dir(names) +## Sometimes lists are created by other methods. For example, a string can be split into a list using the split() method +line = 'jab tab kab kab' +listline = line.split() +listline +## list operations +names.append('alice') +names.insert(2,'malroy') +miscNames = ['jack', 'jill'] +names = names + miscNames +names[4] = 'Mills' +len(names) +names.remove('tom') +'jack' in names # using in operator +'bob' not in names # using not in operator +# replication; +it = [1,2,3,4] +it = it *3 #here list is replicted three times +# list iteration +for name in names: + print(name) + +# removing from list using remove('item') or del names[1] +# Lists can be sorted “in-place”. +names.sort() + +#Use sorted() if you’d like to make a new list instead: +t = sorted(names) + +## taking list of string and join them into a string, with seperatation char +ts = ','.join(names) +ts +type(ts) +type(names) +tx1 = ' '.join(names) +tp1 = list(ts.split(',')) +## list of list and +tx = ['test1',names,it] +tx[1][2] + +'''######### 1.6 File Management ########## +open file should be closed +''' +## ##1>> Open a file and read data and write to bar.txt +import os +import pathlib +tp = os.getcwd() +# tp2 = pathlib.Path(__file__).parent.resolve() ## __file__ it does not work in interactive mode; so run in file mode +f = open( tp+r"\Work\Data\foo.txt",'rt') +g = open(tp+r'\work\data\bar.txt', 'w+') + +data = f.read() #read everything into list +type(data) +print(data) +xdata = data.split() +type(xdata) +print(xdata) +print(';'.join(xdata)) +g.write(data) +g.write('------------end -----------') +g.seek(0) +line = g.readline() +print(line) +while line: + print(line) + line = g.readline() +f.close() +g.close() + +## ##2>> another way read a line and write a line +f = open( tp+r"\Work\Data\foo.txt",'rt') +g = open(tp+r'\work\data\bar.txt', 'w+') + +for dat in f: + print(dat) + g.write(dat) +g.write('------------end2 -----------') +g.seek(0) +for d in g: + print(d) +f.close() +g.close() + +## ##3>> another way to open and close file without using close() method +## like C++ idiom -- +with open( tp+r"\Work\Data\foo.txt",'rt') as f, open(tp+r'\work\data\bar.txt', 'w+') as g: + for line in f: + g.write(line) + g.seek(0) + for line in g: + print(line) + print("-- done file operation---") + +## Redirect the print function to out +with open( tp+r"\Work\Data\foo.txt",'rt') as f, open(tp+r'\work\data\bar.txt', 'w+') as out: + for line in f: + print(line,file=out) + ## skip one line in between + next(f) + print("$$$$ output to console is set to file", file=out) + out.seek(0) + for line in out: + print(line) + + +'''######### 1.7 Functions ########## +Use functions for code you want to reuse. Here is a function definition: +''' +# sum count of n numbers +def sumcount(n): + total =0 + while n>0: + total +=n + n -=1 + return total + +sum = sumcount(10) +print(sum) + +## python specific standard libraries +import math +import urllib.request + +u = urllib.request.urlopen('https://google.com') +data = u.read() +## Errors and Exceptions +## catching and handling exceptions +## try -except (line try catch block) +## raising excpetion using +raise RuntimeError('What a bluff') + +import os +xpath = os.getcwd() +xpath += r'\work\data\foo.txt' +with open(xpath,'rt') as f: + try: + for line in f: + print(line) + except ValueError: + print('Error in reading line') + +## Exercise 1.29: Defining a function +## Exercise 1.30: modify pocst.py into a function + + diff --git a/Work/02_WorkingWithData.py b/Work/02_WorkingWithData.py new file mode 100644 index 000000000..acd9c7762 --- /dev/null +++ b/Work/02_WorkingWithData.py @@ -0,0 +1,480 @@ +''' +# Chap 2: Working with Data +https://dabeaz-course.github.io/practical-python/Notes/02_Working_with_data/00_Overview.html +2.1 Datatypes and Data Structures +2.2 Containers +2.3 Formatted Output +2.4 Sequences +2.5 Collections module +2.6 List comprehensions +2.7 Object model + +''' + ##### 2.1 Datatypes and Data structures + ##### + +## none type: None is often used as a placeholder for optional or missing value. It evaluates as False in conditionals. +email_addr = None + + ## Tuples ()- collection of values grouped together. represent simple records or structures. + ## A good analogy: A tuple is like a single row in a database table. + ## Contents are ordered but can not be modified. It is read only + +s = ('GOOG', 100,440.23) +s1 = 'YAHO',88,212.12 # is also tuple type and bracket is optional +s2 = () # an empty tuple +print(s[2]) + + # Tuple packing -- like swift programming lang; related items are packed together in a single entity. + # this is then passed to function or returned from function. +s = ('Id',22,'F') # id, age and gender can be packed together +print(s) + +# Tuple unpacking -- tuple elements can be unpacked to use it elsewhere +id,age,gender = s +print(id,age,gender) + + ## Dictionaries { } -- key value mapping + ## +s = { 'id':'Id11', + 'age':22, + 'Gender': 'F' + } + +print(s['id']) + +# excercise using tuple, reading csv file +import os +import csv + +fpath = os.getcwd() +fpath += r'\work\data\portfolio.csv' +with open(fpath,'rt') as f: + rows =csv.reader(f) + hdr =next(rows) + print(hdr) + r = next(rows) + print(r) + (a,b,c) = next(rows) + print(a,b,c) + for row in rows: + (a,b,c) = row + print((a,b,c)) + print("---" + row[0],row[1]) + +# iterate throught dict items +dict1 = s +items = dict1.items() +print(items) +for i in dict1: + print(i, dict1[i]) + + +''' +###### 2.2 Containers +============== +Lists. Ordered data. +Dictionaries. Unordered data. +Sets. Unordered collection of unique items. +''' +# list of tuples +portfolio = [ + ('GOOG', 100, 490.1), + ('IBM', 50, 91.3), + ('CAT', 150, 83.44) +] +# list of dictionaries +portfolio2 = [ + {'name': 'GOOG', 'shares' :100, 'price':490.1}, + {'name': 'IBM', 'shares' :50, 'price':90.1}, + {'name': 'CAT', 'shares' :150, 'price':49.1}, +] +x1 = [] +x1.append("one") +len(x1) +print(x1) +#dict + +priceList = [] # list +priceDict = {} #dict +def prices_ex(): + import os + import csv + fpath = os.getcwd() + fpath += r'\work\data\prices.csv' + with open(fpath,'rt') as f: + for line in f: + xm = line.split(',') + if len(xm) >=2: + priceList.append([xm[0],float(xm[1])]) + priceDict[xm[0]] = float(xm[1]) + print(priceList) + print(priceDict) +prices_ex() +for d in priceDict: + print(d,priceDict.get(d)) + +print(priceDict.get('IBM',0.0)) + +## Sets {} -Sets are collection of unordered ---unique--- items. +## Sets are useful for membership tests. +## Sets are also useful for duplicate elimination. +tech_books = {'abc', 'def', 'ghi','ghi'} +tech_stock = set([123,423,121]) +tech_stock +123 in tech_stock + +''' + ####### 2.3 Formatting +f-string -- The part {expression:format} is replaced. +Format codes (after the : inside the {}) are similar to C printf(). Common codes include: +d Decimal integer +b Binary integer +x Hexadecimal integer +f Float as [-]m.dddddd +e Float as [-]m.dddddde+-xx +g Float, but selective use of E notation +s String +c Character (from integer) +''' +name = 'ibm' +shares = 100 +price =91.11777 +xf1 = f'{name:>10s}{shares:>10d} {price:>10.2f}' +print(xf1) + +s = { #dict + 'name': 'IBM', + 'shares': 100, + 'price': 91.1 +} +'{name:>10s} {shares:10d} {price:10.2f}'.format_map(s) +## using format method + +## C-Style formatting +print('price of apple in fruticana is %d cent' %99) ##note there is no ' ,' and there is % to fetch value +print('price of %s in fruticana is %f %s' %('apple', 99.9, 'cent')) + +## f format doc https://docs.python.org/3/library/string.html#format-specification-mini-language +value = 4323.1004 +print(f'{value:0.4f}') +print(f'{value:2.2f}') +print(f'{value:12.2f}') +print(f'{value:>12.2f}') +print(f'{value:<12.2f}') +print(f'{value:$^12.2f}') +print(f'{value:$>12.2f}') + +''' +2.4 Sequences: Python has three Seq data types - + String '' + List [] + Tuple () + > All sequences are ordered, indexed by integers, and have a length. + > Sequences can be replicated: s * n. + > Sequences of the same type can be concatenated: s + t. + > Slicing of a sequence - s[start:end] +''' + +## Exercise 2.13: Counting +### range(): looping over sequence +for i in range(10,20): + print(i) + +for n in range(10,0,-1): # Count 10 ... 1 + print(n, end=' ') + +for i in range(0,10,1): # Count 10 ... 1 + print(i, end=' ') + +### enumerating over sequence --> enumerates into tuple +names = ['aa','bx','dfds','zee'] +for i,val in enumerate(names): + print(i,val) + +for i in enumerate(names): + print(i) + print(type(i)) + #type(i) + lst=list(i) + print(lst, type(lst)) + tu = tuple(i) + print(tu, type(tu)) + dct = {} + dct[i[0]] = i[1] + print(dct, type(dct)) + +### zip() function +# combines multiple sequences and makes an iterator that combines them +names = ['aa','bx','dfds','zee'] +price = [22.22,43.53,6436.77,45.34] + +shares = zip(names,price) # cobines and results in iterator +shares_list = list(zip(names,price)) #converts zip list iterator to list +for col,val in shares: + print(col,val) + +# Exercise 2.15: A practical enumerate() example +''' +Recall that the file Data/missing.csv contains data for a stock portfolio, but has some rows with missing data. +Using enumerate(), modify your pcost.py program so that it prints a line number with the warning message when it +encounters bad input. +''' +import os +import csv +workdir = os.getcwd() +workdir += r'\work\data' +with open(workdir+r'\missing.csv','rt') as f: + rows = csv.reader(f) + for i,row in enumerate(rows): + try: + for val in row: + if len(val) <= 0: + raise ValueError + print(i, ' ', row, ' ') + except ValueError: + print(f'## Row {i}: Bad row:{row}') + +##Exercise 2.16: Using the zip() function +''' +''' +import os +import csv +workdir = os.getcwd() +workdir += r'\work\data' +holding =[] +zholding=[] +hdr = ['name','shares', 'price','current price', 'purchase cost', 'current cost','gain/loss'] +with open(workdir +r'\portfolio.csv','rt') as f, open(workdir +r'\prices.csv','rt') as g: + rows = csv.reader(f) + header = next(rows) + for i,row in enumerate(rows): + print(f'i={i} " " {row}') + g.seek(0) + prices = csv.reader(g) + for item in prices: + # print(item) + #strx = item.split(',') + # print("strx =", strx) + if row[0] == item[0]: + #print('******match', row[0] ,item[0]) + status = row + cur_price = float(item[1]) + pur_cost = float(row[1])* float(row[2]) + cur_cost = float(row[1])* float(cur_price) + gain_loss = cur_cost - pur_cost + temp = [cur_price,pur_cost,cur_cost,gain_loss] + status += temp + print('--> in') + zst = list(zip(hdr, status)) + zholding.append(zst) + holding.append(status) + break + + +print("#------------Report -----------------#\n") +print(hdr) +for i, share in enumerate(holding): + print( f'{i} {share}\n') + +print("#------------Report2 -----------------#\n") +print(hdr) +for i, share in enumerate(zholding): + print( f'{i} {share}\n') + + +## Exercise 2.17: Inverting a dictionary using zip() +##Note-- When used in comparisons, tuples are compared element-by-element starting with the first item. +## -- zip() is often used in situations like this where you need to pair up data from different places. +## -- Also, be aware that zip() stops once the shortest input sequence is exhausted. + +prices = { + 'GO':55, + 'MS':33, + 'fb':66 +} + +# to get list of value key +price_list = list(zip(prices.values(),prices.keys())) +price_list +v,k = price_list[0] +print(sorted(price_list)) +a = [1, 2, 3, 4] +b = ['w', 'x', 'y', 'z'] +c = [0.2, 0.4, 0.6] +list(zip(a, b, c)) + + +'''## ##''' +## 2.5 collections module ## +'''## ##''' + +# tabulate total shares of each stock + +portfolio = [ + ('GOOG', 100, 490.1), + ('GOOG', 120, 390.1), + ('IBM', 50, 91.3), + ('CAT', 150, 83.44), + ('GE', 150, 83.44), + ('GE', 100, 76.44), + ('GOOG', 67, 290.1) +] + +# use counter() object from collections module +from collections import Counter +total_shares = Counter() +for name,shares,price in portfolio: + total_shares[name] +=shares + +total_shares['GE'] + +# using defaultdict + + +'''## +## 2.6 List Comprehensions ## +[ for in if ] +#A common task is processing items in a list. This section introduces list comprehensions, a powerful tool for doing just that. +'''## + +# A list comprehension creates a new list by applying an operation to each element of a sequence +#Creating new lists +a = [1,2,3,4,5 , -10,22,12,6] +b = [2*x for x in a] +b + +nameX = [nm.upper() for nm in names] +nameX + +#Filtering +xt = [print(x) for x in a if x>0] +xt + +## first run report.py program in bash/powershell mode and then try + + +## set comprehennsion +## using { } bracket for this +xt = { print(s) for s in zholding} +xt = { print(s) for s in holding} +xt + + +'''## +## 2.6 Objects ## + +'''## +# Assignment +# assignment operations never make a copy of the value being assigned. +# All assignments are merely ****reference copies**** (shallow copy or copy by reference or * assignment) (or pointer copies if you prefer). +# to check the two assigned values; use "is" or "==" to compare eg: a is b or a == b +## shallow copy +a = [2,3,4] +b =a +b +a.append(5) +a +b +b.append(0) +a +b +c = b +b[1] == a[1] +# Reassigning values +# Reassigning a value never overwrites the memory used by the previous value. +a = [9,9,9,9] +a +b +a is b # compares not the value by the pointer/reference address + +id(a) == id(b) +id(a) +id(b) +id(c) + +## deep copy +# use copy module +import copy +a = [2,4,[55,66]] +b = a +a +b +a == b +a[2].append(99) +a +b + +b = copy.deepcopy(a) +a +b +a == b +a[2].append(100) +a +b +a[2] == b[2] + +## Type Checking for an object -- isinstance() +a = [2,3,4] +type(a) +isinstance(a, list) +''' +Everything is an object +Numbers, strings, lists, functions, exceptions, classes, instances, etc. are all objects. +It means that all objects that can be named can be passed around as data, placed in containers, etc., +without any restrictions. There are no special kinds of objects. Sometimes it is said that all objects are “first-class”. +''' +import math +import os +items = [abs, math, copy, os, ValueError, 1, "strd", {"age":23}, (32,4)] +items + +''' +Exercise 2.24: First-class Data +''' +import os +import csv +workdir = os.getcwd() +workdir += r'\work' +types =[str,int,float] +with open(workdir+r'\data\portfolio.csv') as f: + rows = csv.reader(f) + hdr = next(rows) + shareValue =0 + for row in rows: + r = zip(types,row) + print(list(r)) + shareValue += types[1](row[1])*types[2](row[2]) + print(f'total share value = {shareValue}') + +##2 -- more useful to pase data; use types and then use zip. new thing is using "fun" function type +types =[str,int,float] +with open(workdir+r'\data\portfolio.csv','rt') as f: + rows = csv.reader(f) + hdr = next(rows) + shareValue =0 + shareValue2 =0 + allData = [] + dataDict = [] + for row in rows: + converted = [] + for fun, val in zip(types,row): #In the loop, the func variable is one of the type conversion functions + converted.append(fun(val)) # this can also be done wtih - { name: func(val) for name, func, val in zip(headers, types, row) } + shareValue2 += converted[1]*converted[2] + d= dict(zip(hdr,converted)) + dataDict.append(d) + allData.append(converted) + shareValue += types[1](row[1])*types[2](row[2]) + print(f'total share value = {shareValue} {shareValue2}') + +for x in allData: + print(x) + +##2 - using list comprehension to do similar +f = open(workdir+r'\data\dowstocks.csv','rt') +rows =csv.reader(f) +hdr = next(rows) +types = [str, float, str, str, float, float, float, float, int] +for row in rows: + convertedX= [fun(val) for fun,val in zip(types,row)] +f.close() \ No newline at end of file diff --git a/Work/03_FunctionModules.py b/Work/03_FunctionModules.py new file mode 100644 index 000000000..4c1b94c1e --- /dev/null +++ b/Work/03_FunctionModules.py @@ -0,0 +1,151 @@ +''' +# Chapter 3: Program Organization - practice +# Dated:2023/10/06 +3.1 Functions and Script Writing +3.2 More Detail on Functions +3.3 Exception Handling +3.4 Modules +3.5 Main module +3.6 Design Discussion about Embracing Flexibility +''' + +''' +3.1 Scripting +''' + +#functions + +def square_root(num): + ''' + About square root + ''' + return num*num +square_root(44) + +## to try... writing report.py program as a consolidated one + +''' +3.2 More on Functions +''' +# default arguments +# If no return value is given or return is missing, None is returned. +# multiple reutrn value as tuple + +#note:: function can't modify global variable outside +# to modify a global vairbale it has to prefix with global keyword inside its scope +name = 'Dave' +def spam(): + global name + name = 'Guido' # Changes the global name above + +# argument passing - pass by value ; pass by ref +## Key point: Functions don’t receive a copy of the input arguments. +## Reminder: Variable assignment never overwrites memory. The name is merely bound to a new value. + + +# fileparse.py +#Reading CSV Files +# Exercise 3.3 + +## 3.3 Exception Handling -- +## Error Checking + +# raising an error +code = ['dfd2','32df','ffss','ggd'] +cd ='ffs2s' +if cd not in code: + raise LookupError(f'{cd} no there in list') +else: + print("found") +# to catch an exception use try-except +# Exceptions propagate to the first matching except## +def foo(nm): + try: + code.append('adfs') + code[2] = '1233' + print(code) + except NameError as e: + print(e) + +foo(cd) +# Catching Multiple Errors +''' +try: + ... +except (IOError,LookupError,RuntimeError) as e: + ... +''' +# Catching All Errors -To catch any exception, use Exception like this: +''' +try: + ... +except Exception: # DANGER. See below + print('An error occurred') +''' + +### finally statement +''' +It specifies code that must run regardless of whether or not an exception occurs. +finally: + lock.release() # this will ALWAYS be executed. With and without exception. + +with statement +In modern code, try-finally is often replaced with the with statement. +with open(filename) as f: +with defines a usage context for a resource. When execution leaves that context, resources are released. +with only works with certain objects that have been specifically programmed to support it. +''' + +##todo excercise- 3.9 and 3.10 + + + + ### 3.4 Modules + ### +''' + ** any python file is a module; module names is tied to file name + +import fileparse +import report +import os +import csv +workdir = os.getcwd +workdir += r'\work' + +recs = fileparse.parse_csv(workdir+r'\data\portfolio.csv') +''' +##### Namespaces +''' +A module is a collection of named values and is sometimes said to be a namespace. The names are all of the global variables +and functions defined in the source file. After importing, the module name is used as a prefix. Hence the namespace. +''' + + +## import as statement +#You can change the name of a module as you import it: -- like an alias +''' +Specifically, import always executes the entire file and modules are still isolated environments. + +The import module as statement is only changing the name locally. The from math import cos, sin statement still loads +the entire math module behind the scenes. It’s merely copying the cos and sin names from the module into the local space +after it’s done. Each module loads and executes only once. Note: Repeated imports just return a reference to the previously loaded module. +''' +import fileparse as fi +import math as m +fi.parse_csv() + +def rectangle(r,theta): + x = r*m.cos(theta) + y = r*m.sin(theta) + return x,y + +#from module import +#This picks selected symbols out of a module and makes them available locally. +# +from math import sin,cos + +#locating modules +import sys +sys.path +#sys.path.append(workdir) +sys.modules.keys \ No newline at end of file diff --git a/Work/04_cCassesObjects.py b/Work/04_cCassesObjects.py new file mode 100644 index 000000000..7659b9794 --- /dev/null +++ b/Work/04_cCassesObjects.py @@ -0,0 +1,217 @@ +''' +# 4.0 Class & Object +4.1 Introducing Classes +4.2 Inheritance +4.3 Special Methods +4.4 Defining new Exception +''' +# class statement +# The object is always passed as the first argument. It is merely Python programming style to call this argument self +class Player: + def __init__(self, x, y): # like c++ constructor + self.x = x + self.y = y + self.health = 100 + ''' + def __init__(self): # check about default constructor + self.x =0 + self.y=0 + ''' + def move(self, dx, dy): # self is the instance or similar to this pointer in c++ + self.x += dx + self.y += dy + + def damage(self, pts): + self.health -= pts + +a = Player(2,4) +b = a +print(a.x) +print(b.x) +a.x = 19 +print(a.x) +print(b.x) +c = Player() +print(c.x) + +## class scoping +#Classes do not define a scope of names.; use "self" to call any instance method otherwise global method is called. + +''' +Set excercise path to lookup python module + +#locating modules +import sys +import os + +excdir = os.getcwd() +excdir += r'\work\Excercise\4.1\' +sys.path +sys.path.append(excdir) +''' +#import stock +import sys +import os + +excdir = os.getcwd() +excdir += r'\work' +sys.path +sys.path.append(excdir) + +from stock import Stock + +a = Stock('goo',11,22.22) +b = Stock('uuu',66,77.23) + +#------------------------------------------- +# importing Tlogs module and printing.... +import Work.meslog as meslog +dataDir = os.getcwd() +dataDir += r'\work\Data\meslogs.txt' +mylogs = meslog.ReadMesLogs(dataDir) + + +for log in mylogs: + #print(log.Id) + #str(log) + for sec in log.sections: + #print(sec.z,sec.x,sec.y,sec.d) + print(str(sec)) + print('---------------') + + +#---------------------------------- + +stc = [a,b] +stc +for s in stc: + print(s.name,s.price) + +for i,s in enumerate(stc): + #print(i,s.name) + print(s) + +##Exercise 4.2: Adding some Methods +# add few more methods....cost, sell, buy + +a.shares +a.cost() +a.sell(10) +a.buy(10,22.22) + +# Exercise 4.3: Creating a list of instances +import fileparse +import os + +workdir = os.getcwd() +workdir += r'\work' +#with open(workdir+r'\data\portfolio.csv','rt') as f: +portDict = fileparse.parse_csv2(workdir+'\data\portfolio.csv') + +stocks1 =[] +for d in portDict: + #s =Stock(d['name'],int(d['shares']),float(d['price'])) + stocks1.append(Stock(d['name'],int(d['shares']),float(d['price']))) + +stocks2=[Stock(d['name'],int(d['shares']),float(d['price'])) for d in portDict] + + +for st in stocks2: + print(st.name,st.shares,st.price) + +sumval =sum([s.cost() for s in stocks2]) +print(sumval) +#Exercise 4.4: Using your class +# inside report.py + + + +''' + ########### 4.2 inheritance + class Parent: + + + class Child(Parent): + >>> with Inheritance + Extending : With inheritance, you are taking an existing class and: + Adding new methods + Redefining some of the existing methods + Adding new attributes to instances + + >>> method overriding can be done + using "super" to call the base class method + + class Stock: + ... + def cost(self): + return self.shares * self.price + ... + class MyStock(Stock): + def cost(self): + # Check the call to `super` + actual_cost = super().cost() ## using super ... + return 1.25 * actual_cost + + >>> if __init__ is redifined in derived class, it is essential to initialize parent + call the __init__() method on the super which is the way to call the base version as shown previously. + >>> object as base class - if a class has no parent, object can be used as a base class. "object" is the parent of all objects in Python + >>> Multiple inheritance + class Mother: + ... + class Father: + ... + class child (Mother, Father): +''' + +''' +Exercise 4.5: An Extensibility Problem +source file tableformat.py +abstract class; only declaration for extensibility +Exercise 4.7: Polymorphism in Action + +''' + +from stock import Stock,MyStock + +ms = MyStock(20,120,2) +print(ms.cost()) + +s2 = ms.cost +s2 +s2() + +''' + 4.3 Special Methods + ------------------- + Classes may define special methods which are treated special way by the python interpreter. + Special methods are always preceded by __; eg: __init(self): +''' +from datetime import date +d = date(2024,11,12) +print(d) + +str("str") +str(d) +repr(d) # __repr__ + +#todo:: try using special function str and __len__; __getitem__() + +# lookup and bound methods +lg1 = meslog.TSec(2,3,4,5) +lg1 +lg1() + +## Attribute Access +''' +property getter and setter +''' + + ###### 4.4 Defining Exceptions + +class NetworkError(Exception): + pass + +class AuthenticationError(NetworkError): + pass + + diff --git a/Work/05_InsidePyObjects.py b/Work/05_InsidePyObjects.py new file mode 100644 index 000000000..6995dbc86 --- /dev/null +++ b/Work/05_InsidePyObjects.py @@ -0,0 +1,91 @@ +''' +### 5. Inner workings of Python Objects #### + +''' + +##### 5.1 Dictionaries Revisited +''' +Dicts and Modules +Within a module, a dictionary holds all of the global variables and functions. +''' +#import meslog +import sys +import os + +excdir = os.getcwd() +excdir += r'\work' +sys.path +sys.path.append(excdir) +import Work.meslog as meslog + +xs =meslog.TSec(1,2,3,4) +xs.__dict__ + +''' +### Dicts and Objects +User defined objects also use dictionaries for both instance data and classes. In fact, the entire object system is mostly +an extra layer that’s put on top of dictionaries. + +A dictionary holds the instance data, __dict__. +''' +import stock + +s1 = stock.Stock('gg',12,45) + +s1.__dict__ + +''' +#### 5.2 Classes and Encapsulation +''' +# public vs private variable +# any attribute with leading _ is private in python but only as style. In python everything is visible. +class person: + def __init__(self) -> None: + self._name=0 + +# one can defie accessor methods as like c++, C#; and raise a typeerror exception... + +## defining Properties @property +class XStock: + def __init__(self,nm,sh,pr): + self.name=nm + self.shares=sh + self.price = pr + @property + def shares(self): + return self._shares # note -- property uses private name with _ + @shares.setter + def shares(self,value): + if not isinstance(value,int): + raise TypeError('expected int') + self.shares = value + + +s1 = XStock('gg',12,343.1) +s1.name +s1.shares +s1.gox =20 +s1.gox + +## using __slots__ to fix set of attributes belonging to an object; without this, attribute can be added to an object at run time + +class YStock: + __slots__ =('name','_shares','price') + def __init__(self,nm,sh,pr): + self.name=nm + self._shares=sh + self.price = pr + @property + def shares(self): + return self._shares # note -- property uses private name with _ + @shares.setter + def shares(self,value): + if not isinstance(value,int): + raise TypeError('expected int') + self.shares = value + +s2 = YStock('gg',12,343.1) +s2.name +s2.shares +#s2.gox =20 # uncomment - it should fail bocz of slots +s2.gox \ No newline at end of file diff --git a/Work/06_Generators.py b/Work/06_Generators.py new file mode 100644 index 000000000..49b355051 --- /dev/null +++ b/Work/06_Generators.py @@ -0,0 +1,117 @@ +''' +6. Generators +6.1 Iteration Protocol +6.2 Customizing Iteration with Generators +6.3 Producer/Consumer Problems and Workflows +6.4 Generator Expressions +''' +## 6.1 Iteration Protocol + +a = 'hello' +for c in a: # Loop over characters in a + print(c) + +b = { 'name': 'Dave', 'password':'foo'} +for k in b: # Loop over keys in dictionary + print(k) +for k,v in b.items(): # Loop over keys and values in dictionary + print(k,v) + + +## using hash function + #https://stackoverflow.com/questions/4567089/hash-function-that-produces-short-hashes +import hashlib +import base64 +plaintext1 ="long_namexyz_1234567892" +hash_result1 = hashlib.sha256(plaintext1.encode()).digest()[:16] +hash_result1 +hash_result2 = hashlib.shake_256(plaintext1.encode()).hexdigest(4) +hash_result2 +#encoded_result = base64.b64decode(hash_result1).decode('UTF-8') #base64.b64encode(hash_result1).decode("utf-8") +#encoded_result + +''' +6.2 Customizing Iteration ---- GENERATORS ----- using yield + +## Generators -A generator is a function that defines iteration +## A generator is any function that uses the yield statement. Calling a generator function creates a generator object. +## It does not immediately execute the function. +''' +def countdown(n): + while n > 0: + yield n + n -= 1 + +for x in countdown(10): + print(x, end=' ') + +y = countdown(5) + + +for i in y: + print(i) + +# Exercise 6.4: A Simple Generator filematch check + +def quickLines(filename): + print(filename) + for line in open(filename,'r'): + print(line, end=' ') + + +def filematch(filename,substr): + with open(filename,'r') as f: + for line in f: + if substr in line: + yield line + + +import os +import pathlib + +workdir = os.getcwd() +datadir = workdir + r'\work\data' +quickLines(datadir+r'\portfolio.csv') + +print('\n ----\n') + + +for x in filematch(datadir+r'\portfolio.csv','IBM'): + print(x) + +######## +####### 6.3 Producers, Consumers and Pipelines +######## producer → processing → processing → consumer + +## Generator Pipelines + +## Exercise 6.8: Setting up a simple pipeline +## producer → processing → processing → consumer +def filematch(lines,substr): + for line in lines: + if substr in line: + yield line + + +from follow import follow +import os +import time + +datadir = os.getcwd() + r'\work\data' +stocklogFile = datadir + r'\stocklog.csv' +lines = follow(stocklogFile) #processing + +ibm = filematch(lines,'IBM') #processing + +for line in ibm: #consumer + print(line) + + +##Exercise 6.9: Setting up a more complex pipeline +from follow import follow +import csv + +lines = follow(stocklogFile) + +for row in csv.reader(lines): + print(row) \ No newline at end of file diff --git a/Work/07_AdvPython.py b/Work/07_AdvPython.py new file mode 100644 index 000000000..a373052c9 --- /dev/null +++ b/Work/07_AdvPython.py @@ -0,0 +1,161 @@ +''' +7.1 Variable argument functions +7.2 Anonymous functions and lambda +7.3 Returning function and closures +7.4 Function decorators +7.5 Static and class methods +''' + +##7.1 Variable argument functions + +###Positional variable arguments (*args) +### +def f(x,*args): + print('x ={%d}'%x) + for a in args: + print(a) +f(1,2,3,4,5) + +### Keyword variable arguments (**kwargs) +### +def f2(x,**kwargs): + print('x ={%d}'%x) + for a in kwargs: + print(a) + +f2(4,mode='fast',flag=False,hdr="what") + +### Passing Tuples and Dicts +### +nums=(1,2,3,4) +nums2=(11,22,33,44) +f(0,nums,nums2) + + +d1 ={ + 'x':2, + 'y':2.2, + 'z':99 +} + +f(12,d1) + +#average of nums +def avg(*args): + av = sum(args)/len(args) + print(f'average=%d'%av) + +avg(1,2,3,4,5) + +'''scratch code test 15 min code +read meslog.txt +''' +def read_meslog(filename): + sections=[] + print(filename) + sections = [] + logs = [] + with open(filename,'r+') as f: + hdr =f.readline() + hdr = hdr.split() + print(hdr) + print(hdr[0]) + print(hdr[1]) + print(hdr[2]) + if hdr[0] != '.' and hdr[1] != '.'and hdr[2] != '.': + id,lno,nsecs=str(hdr[0]),int(hdr[1]),int(hdr[2]) + #print(f'id=%s , sections=%d'%(id,secs)) + i =0 + while i < nsecs: + line =f.readline() + line = line.split() + xs =XSec(line[0],line[1],line[2],line[3]) + print('\t',line) + sections.append(xs) + i +=1 + lgs = XLog(hdr[0],sections) + logs.append(lgs) + return logs + + +## 2nd card; use a quick class + +class XSec: + def __init__(self,z,x,y,d): + #instance data + self.z=z + self.x =x + self.y=y + self.d =d #dia + #special methods + def __str__(self): + return f'{self.z} {self.x} {self.y} {self.d} ' + +class XLog: + def __init__(self,lid,xs) -> None: + self.logId = lid + self.secs =xs + + +import os +import sys +data_dir = os.getcwd() +data_dir += r'\work\data' +mesfile_path= data_dir + r'\meslogs1.txt' +mesfile_path +xlogs = read_meslog(mesfile_path) + +print("\n\n") + +for lg in xlogs: + print(lg.logId) + for x in lg.secs: + print(x) + +x1 = [1,3,4] + + +### 7.2 Anonymous Functions and Lambda + +import queue +q1 =queue.Queue() +q1.put(11) +q1.put(12) +q1.put(13) +while( q1.qsize() !=0): + print(q1.get()) + + +## +excdir = os.getcwd() +excdir += r'\work' +sys.path +sys.path.append(excdir) + +from stock import Stock + +slist = [] +slist.append(Stock('DAA',22,1111)) +slist.append(Stock('CAB',122,1211)) +slist.append(Stock('CC',222,5353)) +slist.append(Stock('AC',222,5353)) +for s in slist: + print(s.name) + +## sorting using lambda function +slist.sort(key=lambda a:a.name) +for s in slist: + print(s.name) + +## dict + lambda function + +mdict =[{'name': 'AA', 'price': 32.2, 'shares': 100}, + {'name': 'IBM', 'price': 91.1, 'shares': 50}, + {'name': 'CAT', 'price': 83.44, 'shares': 150}, + {'name': 'MSFT', 'price': 51.23, 'shares': 200}, + {'name': 'GE', 'price': 40.37, 'shares': 95}, + {'name': 'MSFT', 'price': 65.1, 'shares': 50}, + {'name': 'IBM', 'price': 70.44, 'shares': 100}] + +mdict.sort(key=lambda a:a['name']) +mdict \ No newline at end of file diff --git a/Work/0Scratch.py b/Work/0Scratch.py new file mode 100644 index 000000000..cc944e613 --- /dev/null +++ b/Work/0Scratch.py @@ -0,0 +1,28 @@ +#this is scratch page to be cleaned each time +print ('#this is scratch page to be cleaned each time') + +# read an xls file and print columns.... + +import csv +import os + +workdir = os.getcwd() +datadir = workdir + r'\Work\Data' +portFile = datadir+r'\portfolio.csv' +print(portFile) + +with open(portFile,'r') as f: + rows = csv.reader(f) + hdr = next(rows) + print(hdr) + print("------------------------") + for row in rows: + print(row) + +priceFile = datadir + r'\prices.csv' +g = open(priceFile,'r') + +print("========================\n") +for line in g: + print(line) + diff --git a/Work/Data/1idata.txt b/Work/Data/1idata.txt new file mode 100644 index 000000000..944a75276 --- /dev/null +++ b/Work/Data/1idata.txt @@ -0,0 +1,7 @@ +#header for the test file +with open(datadir+r'\1idata.txt','rt') as ifs, open(datadir+r'\1odata.txt','w+') as ofs: + for line in ifs: + print(line) + next(ifs) + ofs.write(line) +# End header for the test file diff --git a/Work/Data/1odata.txt b/Work/Data/1odata.txt new file mode 100644 index 000000000..e69de29bb diff --git a/Work/Data/bar.txt b/Work/Data/bar.txt new file mode 100644 index 000000000..481f703d3 --- /dev/null +++ b/Work/Data/bar.txt @@ -0,0 +1,10 @@ +# this is foo.txt file + +Why learning python seems so straightforward. Is this becuase I already know C based languages or is it the way python language is? + +What about writing a very large application like simulation? What about integrating with OS based frameworks? What about rich UI design? + +What about design patterns in python? + +Is there a proven application like C++, .Net in python which exists? + diff --git a/Work/Data/foo.txt b/Work/Data/foo.txt new file mode 100644 index 000000000..cd5c191f6 --- /dev/null +++ b/Work/Data/foo.txt @@ -0,0 +1,9 @@ +# this is foo.txt file + +Why learning python seems so straightforward. Is this becuase I already know C based languages or is it the way python language is? +I still wonder that till now, things have been quite simple and when I start writing long complex programs I may realize the issues. +What about writing a very large application like simulation? What about integrating with OS based frameworks? What about rich UI design? +What about platform SDK integration? What about code management? +What about design patterns in python? +What about working on a single file with other team members? +Is there a proven application like C++, .Net in python which exists? diff --git a/Work/Data/meslogs.txt b/Work/Data/meslogs.txt new file mode 100644 index 000000000..629949edb --- /dev/null +++ b/Work/Data/meslogs.txt @@ -0,0 +1,422 @@ + D06L1601 1 52 1.000000 . . . 0.000 + 0.000 -0.131 -9.861 8.219 0.051 88.000 + 0.173 -0.165 -9.882 8.222 0.099 92.300 + 0.498 -0.153 -9.691 8.258 0.074 76.000 + 0.822 -0.127 -9.487 8.244 0.066 62.200 + 1.147 -0.102 -9.487 8.361 0.066 70.300 + 1.472 -0.165 -9.742 8.417 0.140 59.100 + 1.797 -0.280 -9.576 8.283 0.148 54.100 + 2.122 -0.369 -9.551 8.219 0.140 50.900 + 2.446 -0.420 -9.665 8.316 0.148 63.800 + 2.771 -0.331 -9.793 8.262 0.263 62.000 + 3.096 -0.280 -9.983 8.208 0.181 62.000 + 3.421 -0.318 -9.983 8.154 0.115 63.900 + 3.746 -0.369 -9.945 8.381 0.066 62.800 + 4.071 -0.471 -10.085 8.197 0.115 60.600 + 4.395 -0.636 -10.187 7.913 0.197 224.100 + 4.720 -0.699 -10.365 7.819 0.115 214.700 + 5.045 -0.674 -10.543 7.675 0.074 214.800 + 5.370 -0.687 -10.492 7.592 0.082 210.600 + 5.694 -0.432 -10.161 7.498 0.090 208.800 + 6.019 -0.331 -10.161 7.454 0.066 202.900 + 6.344 -0.420 -10.390 7.460 0.057 216.200 + 6.669 -0.318 -10.454 7.407 0.066 197.200 + 6.994 -0.343 -10.149 7.363 0.066 183.200 + 7.319 -0.369 -10.034 7.369 0.074 188.800 + 7.643 -0.369 -10.314 7.475 0.099 208.000 + 7.968 -0.318 -10.161 7.522 0.066 202.400 + 8.293 -0.267 -10.072 7.508 0.099 190.700 + 8.618 -0.331 -10.085 7.594 0.049 176.500 + 8.942 -0.356 -10.149 7.850 0.082 167.600 + 9.267 -0.394 -10.060 7.887 0.205 190.100 + 9.592 -0.585 -9.869 7.503 0.246 194.400 + 9.917 -0.674 -9.831 7.439 0.214 193.300 + 10.242 -0.547 -9.716 7.295 0.255 204.800 + 10.567 -0.496 -9.818 7.102 0.131 194.900 + 10.891 -0.598 -9.805 6.988 0.090 206.800 + 11.216 -0.941 -9.920 6.844 0.099 224.500 + 11.541 -0.661 -9.932 6.840 0.041 161.000 + 11.866 -0.674 -9.983 6.837 0.016 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8.070 0.115 82.400 + 9.793 1.412 -10.009 8.238 0.115 79.600 + 10.118 1.501 -9.983 8.066 0.172 77.700 + 10.443 1.641 -10.072 7.914 0.163 88.300 + 10.768 1.857 -10.123 7.873 0.144 99.600 + 11.093 2.048 -10.161 7.781 0.144 98.800 + 11.418 2.238 -10.098 7.709 0.115 102.200 + 11.742 2.454 -10.149 7.747 0.086 88.500 + 12.067 2.658 -10.123 7.735 0.105 88.300 + 12.392 2.849 -9.767 7.663 0.182 82.400 + 12.717 3.039 -9.602 7.681 0.230 77.000 + 13.042 3.218 -9.602 7.659 0.211 81.700 + 13.366 3.256 -9.576 7.717 0.182 74.200 + 13.691 3.319 -9.602 7.756 0.134 75.900 + 14.016 3.307 -9.678 7.654 0.134 79.900 + 14.341 3.383 -9.678 7.612 0.124 78.900 + 14.666 3.421 -9.627 7.680 0.077 74.400 + 14.990 3.497 -9.475 7.708 0.067 80.200 + 15.315 3.574 -9.144 7.696 0.086 76.900 + 15.640 3.625 -8.839 7.874 0.134 83.500 + 15.965 3.650 -8.699 7.852 0.220 83.300 + 16.350 3.936 -8.457 7.625 0.120 -88.200 + D08L1601 1 52 1.000000 . . . 0.000 + 0.000 -0.131 -9.861 10.219 0.068 88.000 + 0.173 -0.165 -9.882 10.222 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b/Work/Data/prices.csv @@ -27,5 +27,4 @@ "UTX",52.61 "VZ",29.26 "WMT",49.74 -"XOM",69.35 - +"XOM",69.35 \ No newline at end of file diff --git a/Work/Data/stocklog.csv b/Work/Data/stocklog.csv new file mode 100644 index 000000000..78a92e661 --- /dev/null +++ b/Work/Data/stocklog.csv @@ -0,0 +1,3819 @@ +"AA",39.31,"6/11/2007","09:30.00",-0.35,39.67,39.31,39.31,75600 +"AIG",71.26,"6/11/2007","09:30.00",-0.27,71.29,71.26,71.26,73400 +"AXP",62.38,"6/11/2007","09:30.00",-0.66,62.79,62.38,62.38,834350 +"BA",98.31,"6/11/2007","09:30.00",0.12,98.25,98.31,98.31,37450 +"C",52.99,"6/11/2007","09:30.00",-0.34,53.20,52.99,52.99,82500 +"CAT",77.99,"6/11/2007","09:30.00",-0.53,78.32,77.99,77.99,169282 +"DD",50.60,"6/11/2007","09:30.00",-0.53,51.13,50.60,50.60,9750 +"DIS",34.04,"6/11/2007","09:30.00",-0.16,34.28,34.04,34.04,105100 +"GE",37.12,"6/11/2007","09:30.00",-0.20,37.07,37.12,37.12,175900 +"GM",31.50,"6/11/2007","09:30.00",0.50,31.00,31.50,31.50,177454 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+"HON",56.99,"6/11/2007","11:14.27",-0.39,57.25,57.33,56.99,926904 +"MCD",51.50,"6/11/2007","11:14.28",0.09,51.47,51.61,50.80,1681700 +"BA",98.05,"6/11/2007","11:14.31",-0.14,98.25,98.73,97.85,772108 +"C",53.22,"6/11/2007","11:14.31",-0.11,53.20,53.22,52.89,2740468 +"MMM",85.58,"6/11/2007","11:14.33",-0.36,85.94,85.78,85.45,689541 +"XOM",82.99,"6/11/2007","11:14.40",0.31,82.68,83.09,82.41,3712479 +"CAT",78.69,"6/11/2007","11:14.41",0.17,78.32,78.88,77.99,1032494 +"DD",50.70,"6/11/2007","11:14.46",-0.43,51.13,51.18,50.60,1313944 +"IBM",103.26,"6/11/2007","11:14.46",0.19,102.87,103.60,102.77,1585589 +"JNJ",62.54,"6/11/2007","11:14.46",0.41,62.89,62.75,62.08,2588582 +"MO",70.18,"6/11/2007","11:14.46",-0.12,70.25,70.30,69.85,2445348 +"MRK",50.51,"6/11/2007","11:14.46",0.37,50.30,50.58,49.66,3492638 +"MSFT",30.04,"6/11/2007","11:14.46",-0.01,30.05,30.22,29.95,15842275 +"MCD",51.49,"6/11/2007","11:14.50",0.08,51.47,51.61,50.80,1707422 +"BA",98.04,"6/11/2007","11:14.51",-0.15,98.25,98.73,97.85,773274 +"MMM",85.57,"6/11/2007","11:14.51",-0.37,85.94,85.78,85.45,690913 +"JPM",50.33,"6/11/2007","11:14.56",-0.08,50.41,50.50,50.13,2356370 +"HON",56.98,"6/11/2007","11:14.58",-0.40,57.25,57.33,56.98,931330 +"CAT",78.68,"6/11/2007","11:14.59",0.16,78.32,78.88,77.99,1035788 +"XOM",82.98,"6/11/2007","11:15.03",0.30,82.68,83.09,82.41,3723266 +"AIG",71.43,"6/11/2007","11:15.04",-0.10,71.29,71.50,71.26,1271588 +"BA",98.03,"6/11/2007","11:15.11",-0.16,98.25,98.73,97.85,774441 +"PG",62.96,"6/11/2007","11:15.11",-0.11,62.80,63.10,62.61,2017571 +"T",39.97,"6/11/2007","11:15.12",-0.29,40.20,40.19,39.87,3914503 +"AXP",63.01,"6/11/2007","11:15.16",-0.03,62.79,63.11,62.38,1612797 +"CAT",78.67,"6/11/2007","11:15.16",0.15,78.32,78.88,77.99,1038899 +"IBM",103.25,"6/11/2007","11:15.16",0.18,102.87,103.60,102.77,1589769 +"MMM",85.56,"6/11/2007","11:15.19",-0.38,85.94,85.78,85.45,692576 +"AA",39.48,"6/11/2007","11:15.23",-0.18,39.67,40.15,39.31,1286420 +"HPQ",46.04,"6/11/2007","11:15.23",0.34,45.80,46.26,45.59,3244720 +"XOM",82.97,"6/11/2007","11:15.26",0.29,82.68,83.09,82.41,3734053 +"HON",56.97,"6/11/2007","11:15.29",-0.41,57.25,57.33,56.97,935756 +"BA",98.02,"6/11/2007","11:15.31",-0.17,98.25,98.73,97.85,775608 +"C",53.23,"6/11/2007","11:15.31",-0.10,53.20,53.23,52.89,2776148 +"CAT",78.66,"6/11/2007","11:15.34",0.14,78.32,78.88,77.99,1042193 +"JNJ",62.55,"6/11/2007","11:15.36",0.42,62.89,62.75,62.08,2615365 +"MO",70.17,"6/11/2007","11:15.36",-0.13,70.25,70.30,69.85,2459340 +"MRK",50.52,"6/11/2007","11:15.36",0.38,50.30,50.58,49.66,3527071 +"UTX",69.80,"6/11/2007","11:15.37",-0.43,69.85,70.06,69.60,699285 +"JPM",50.32,"6/11/2007","11:15.39",-0.09,50.41,50.50,50.13,2367005 +"AIG",71.42,"6/11/2007","11:15.42",-0.11,71.29,71.50,71.26,1274881 +"GM",31.09,"6/11/2007","11:15.46",0.09,31.00,31.50,31.09,5268162 +"IBM",103.24,"6/11/2007","11:15.46",0.17,102.87,103.60,102.77,1593949 +"XOM",82.96,"6/11/2007","11:15.49",0.28,82.68,83.09,82.41,3744840 +"BA",98.01,"6/11/2007","11:15.51",-0.18,98.25,98.73,97.85,776774 +"MCD",51.48,"6/11/2007","11:15.51",0.07,51.47,51.61,50.80,1735059 +"CAT",78.65,"6/11/2007","11:15.52",0.13,78.32,78.88,77.99,1045487 +"MMM",85.55,"6/11/2007","11:15.55",-0.39,85.94,85.78,85.45,694426 +"AXP",63.02,"6/11/2007","11:16.19",-0.02,62.79,63.11,62.38,1617682 +"CAT",78.66,"6/11/2007","11:16.22",0.14,78.32,78.88,77.99,1050493 +"AIG",71.41,"6/11/2007","11:16.25",-0.12,71.29,71.50,71.26,1280264 +"GE",37.36,"6/11/2007","11:16.26",0.04,37.07,37.41,37.12,7669895 +"BA",98.02,"6/11/2007","11:16.31",-0.17,98.25,98.73,97.85,779263 +"MMM",85.54,"6/11/2007","11:16.31",-0.40,85.94,85.78,85.45,696276 +"XOM",82.95,"6/11/2007","11:16.31",0.27,82.68,83.09,82.41,3763443 +"MRK",50.51,"6/11/2007","11:16.38",0.37,50.30,50.58,49.66,3553935 +"UTX",69.79,"6/11/2007","11:16.49",-0.44,69.85,70.06,69.60,702565 +"DD",50.69,"6/11/2007","11:16.51",-0.44,51.13,51.18,50.60,1351862 +"HPQ",46.03,"6/11/2007","11:16.51",0.33,45.80,46.26,45.59,3271544 +"IBM",103.25,"6/11/2007","11:16.51",0.18,102.87,103.60,102.77,1602648 +"JNJ",62.56,"6/11/2007","11:16.51",0.43,62.89,62.75,62.08,2641515 +"MO",70.18,"6/11/2007","11:16.51",-0.12,70.25,70.30,69.85,2474794 +"AXP",63.03,"6/11/2007","11:16.57",-0.01,62.79,63.11,62.38,1620608 diff --git a/Work/DataStruct.py b/Work/DataStruct.py new file mode 100644 index 000000000..a13cdb2db --- /dev/null +++ b/Work/DataStruct.py @@ -0,0 +1,54 @@ +''' +Write implementaton for +queue +stack +binary tree +''' +class TStack: + def __init__(self,tp,size): + self.top = tp + self.size =tp + self.Max=size + self.items =[] + def IsEmpty(self): + if(self.top ==-1): + return True + else: + return False + def IsFull(self): + if(self.top == self.Max): + return True + else: + return False + def Push(self,e): + self.top= self.top+1 + self.items.append(e) + def Pop(self): + x = self.items.pop(self.top) + self.top = self.top-1 + return x + +st =TStack(-1,10) +st.Push(5) +st.Push(15) +st.Push(125) +st.Pop() +st.Push(51) +st.Push(152) +st.Push(0) +while(not st.IsEmpty()): + x1 = st.Pop() + print(x1) + +class TQueue: + def __init__(self,sz): + self.front=-1 + self.back = -1 + self.len =sz + self.items=[] + def insert(self,e): + +## dfs implementation for a simple graph -- with stack +## bfs implementation -- with queue +## + diff --git a/Work/Misc/0.1Scratch-IO.py b/Work/Misc/0.1Scratch-IO.py new file mode 100644 index 000000000..a020cb35f --- /dev/null +++ b/Work/Misc/0.1Scratch-IO.py @@ -0,0 +1,39 @@ +#test code +import os +import sys +import time +import random +import string +import math +import re +import json + +wdir = os.getcwd() +wdir = wdir +r'\work\data' +fooFile = wdir +r'\foo.txt' +print(wdir) +# Open the file in read mode +with open(fooFile, 'r') as file: + # Read the contents of the file + file_contents = file.read() + print(file_contents) +# Print the contents of the file + +portFile = wdir + r'\portfolio.dat' +print("\n========================\n") +# Open the file in read mode +with open(portFile,'r') as file: + for line in file: + # Print each line + print(line.strip()) + +#read file using csv reader +print("\n============xxxx============\n") + +import csv +with open(portFile,'r') as cfile: + rows = csv.reader(cfile) + for row in rows: + print(row) +#read file using pandas +#import pandas as pd \ No newline at end of file diff --git a/Work/Misc/HelloShar.py b/Work/Misc/HelloShar.py new file mode 100644 index 000000000..e69de29bb diff --git a/Work/Misc/MultiProcessing1.py b/Work/Misc/MultiProcessing1.py new file mode 100644 index 000000000..a431bf8cf --- /dev/null +++ b/Work/Misc/MultiProcessing1.py @@ -0,0 +1,3 @@ +''' +https://docs.python.org/3/library/multiprocessing.html +''' \ No newline at end of file diff --git a/Work/Misc/Win32PyService.py b/Work/Misc/Win32PyService.py new file mode 100644 index 000000000..77a8e2657 --- /dev/null +++ b/Work/Misc/Win32PyService.py @@ -0,0 +1,3 @@ +''' +https://pypi.org/project/pywinservicemanager/1.0.2/ +''' \ No newline at end of file diff --git a/Work/README.md b/Work/README.md deleted file mode 100644 index 47f27b9d8..000000000 --- a/Work/README.md +++ /dev/null @@ -1,8 +0,0 @@ -# Work Area - -Do all of your coding work here, in the `Work/` directory. A number of starting -files have been given (`bounce.py`, `mortgage.py`, `pcost.py`, etc.) along with -their corresponding exercise number. - -Many of the programs you write reference files found in the `Data/` directory. -That is also located here. diff --git a/Work/XDelete.py b/Work/XDelete.py new file mode 100644 index 000000000..170a91f29 --- /dev/null +++ b/Work/XDelete.py @@ -0,0 +1,10 @@ +from flask import Flask + +app = Flask(__name__) + +@app.route('/') +def home(): + return "Hello, Flask!" + +if __name__ == '__main__': + app.run(debug=True) \ No newline at end of file diff --git a/Work/bounce.py b/Work/bounce.py index 3660ddd82..dc1397037 100644 --- a/Work/bounce.py +++ b/Work/bounce.py @@ -1,3 +1,12 @@ # bounce.py # # Exercise 1.5 + +height = 100 +max_bounce = 10 +count =1 + +while count <=max_bounce : + height = height*3/5 + print(round(height)) + count = count+1 diff --git a/Work/fileparse.py b/Work/fileparse.py index 1d499e733..4e98f1ae7 100644 --- a/Work/fileparse.py +++ b/Work/fileparse.py @@ -1,3 +1,88 @@ # fileparse.py -# +#Reading CSV Files # Exercise 3.3 + +import os +import csv + +def parse_csv(filename): + ''' + Parse a csv file ito a list of records + ''' + records = [] + with open(filename,'rt+') as f: + rows = csv.reader(f) + headers = next(rows) + for row in rows: + rec = dict(zip(headers,row)) + records.append(rec) + print(rec) + return records +workdir = os.getcwd() +workdir += r'\work' + + +def parse_csv2(filename, select=None): + records = [] + with open(filename,'rt+') as g: + rows = csv.reader(g) + header = next(rows) + if select: + indices = [header.index(colname) for colname in select] + header = select + else: + indices = [] + #hdr2 = [header2[0],header2[1]] + for row in rows: + if not row: + continue + if indices: + row = [row[index] for index in indices] #dict(zip(select,row)) + rec = dict(zip(header,row)) + records.append(rec) + return records + +'''' +method callers +''' +recs = parse_csv(workdir+r'\data\portfolio.csv') +recs2 = parse_csv2(workdir+r'\data\portfolio.csv',['name','shares']) +print() +print("-------------\n") +for r in recs2: + print(r) + +''' + 3.5 Main Module + Python has no main function or method. Instead, there is a main module. The main module is the source file that runs first. + __main__ check + It is standard practice for modules that run as a main script to use this convention: + + Main programs vs. library imports + Any Python file can either run as main or as a library import: + + bash % python3 prog.py # Running as main + + import prog # Running as library import + +''' + +''' + Python Program Template -- order +''' +# prog.py +# Import statements (libraries) + +# Functions +def spam(): + ... + +def blah(): + ... + +# Main function +def main(): + ... + +if __name__ == '__main__': + main() diff --git a/Work/follow.py b/Work/follow.py new file mode 100644 index 000000000..a6506afbe --- /dev/null +++ b/Work/follow.py @@ -0,0 +1,35 @@ +''' +## Exercise 6.5: Monitoring a streaming data source +## Iterator Generator (yield) example +''' +### --> first run stocksim.py in a seperate window and then run below program +import os +import time +def follow(filename): + f = open(filename) + f.seek(0,os.SEEK_END) + while True: + line = f.readline() + if line == '': + time.sleep(0.1) + continue + yield line + +print("\n###################\n") +datadir = os.getcwd() + r'\work\data' +stocklogFile = datadir + r'\stocklog.csv' + +''' + for line in follow(stocklogFile): + fields = line.split(',') + name = fields[0].strip('"') + price = float(fields[1]) + prev = float(fields[5]) + change = float(fields[4]) + if change < 0: + print(f'{name:>10s} {price:>10.2f} {prev:>10.2f} {change:>10.2f}') + #print(line) + +''' + + diff --git a/Work/meslog.py b/Work/meslog.py new file mode 100644 index 000000000..f07b987dd --- /dev/null +++ b/Work/meslog.py @@ -0,0 +1,63 @@ +''' +# log class +''' +class TSec: + def __init__(self,z,x,y,d): + #instance data + self.z=z + self.x =x + self.y=y + self.d =d #dia + #special methods + def __str__(self): + return f'{self.z} {self.x} {self.y} {self.d} ' + +class TLog: + def __init__(self,id,seg,sz,xs): + self.Id=id + self.segNum=seg + self.size=sz + self.sections=xs + #using special method __str__ + def __str__(self): + return f'{self.Id}\t{self.segNum}\t{self.size}\t\n' + +def ReadMesLogs(mesfile): + ''' + reads mes file and returns log list + ''' + logs = [] # list of logs + print(mesfile) + with open(mesfile, 'r') as f: + for line in f: + #hdr = f.readline() + strs = line.split() + if len(strs) >=4 and strs[0] != '.' and strs[1] != '.' and strs[2] != '.' and strs[3] != '.': + id,seg,nsec,wgt = strs[0],int(strs[1]),int(strs[2]),float(strs[3]) + i=0 + secs = [] + while i < nsec: # read all section for the log + line = f.readline() + line = line.split() + xs = TSec(float(line[0]),float(line[1]),float(line[2]),float(line[3])) + secs.append(xs) + i +=1 + #complete a log and append to logs + logs.append(TLog(id,seg,nsec,secs)) + return logs + +# Main function +def main(): + import os + dataDir = os.getcwd() + dataDir += r'\work\Data\meslogs.txt' + mylogs = ReadMesLogs(dataDir) + for log in mylogs: + print(log.Id) + for sec in log.sections: + print(sec.z,sec.x,sec.y,sec.d) + print('######') + + +if __name__ == '__main__': + main() \ No newline at end of file diff --git a/Work/mortgage.py b/Work/mortgage.py index d527314e3..aaa364f2c 100644 --- a/Work/mortgage.py +++ b/Work/mortgage.py @@ -1,3 +1,25 @@ # mortgage.py # # Exercise 1.7 + +principal = 500000.0 +rate = 0.05 +overperiod = 30 +payment = 2684.11 +total_paid = 0.0 +interest = 0.0 +month = 1 +extraPaid = 1000 +forMonths = 12 +while principal > 0: + if forMonths > 1: + principal = principal - extraPaid + forMonths -=1 + principal = principal * (1 +rate/12 ) - payment + total_paid = total_paid + payment + print ('month - principal', month, principal) + month +=1 + +#print('total paid', total_paid) +# using f-string for printing +print(f'total paid {total_paid:0.2f}') diff --git a/Work/pcost.py b/Work/pcost.py index e68aa20b4..5b1f80a48 100644 --- a/Work/pcost.py +++ b/Work/pcost.py @@ -1,3 +1,62 @@ # pcost.py # # Exercise 1.27 +''' +The columns in portfolio.csv correspond to the stock name, number of shares, +and purchase price of a single stock holding. Write a program called pcost.py +that opens this file, reads all lines, and calculates how much it cost to purchase +all of the shares in the portfolio. +''' +import os +fpath = os.getcwd() +fpath += r'\Work\Data\portfolio.csv' +f = open(fpath,'rt') +total_cost = 0 +next(f) +for line in f: + data_list = line.split(',') + cost = int(data_list[1]) *float(data_list[2]) + total_cost += cost +f.close() +print(f'total cost of bying the shares is {total_cost}') + +''' +## Exercise 1.28: Other kinds of “files” +What if you wanted to read a non-text file such as a gzip-compressed datafile? +The builtin open() function won’t help you here, but Python has a library module gzip +that can read gzip compressed files. +''' +import gzip +import os +fpath = os.getcwd() +fpath += r'\work\data\portfolio.csv.gz' +total_cost = 0 +with gzip.open(fpath,'rt') as f: + next(f) + for line in f: + data_list = line.split(',') + + cost = int(data_list[1]) * float(data_list[2]) + total_cost += cost +print("Total cost of buying all shares = {}", total_cost) + +## above script into a method + +def portfolio_cost(filename): + total_cost = 0 + with gzip.open(fpath,'rt') as f: + next(f) + for line in f: + data_list = line.split(',') + + cost = int(data_list[1]) * float(data_list[2]) + total_cost += cost + return total_cost + +import gzip +import os +fpath = os.getcwd() +fpath += r'\work\data\portfolio.csv.gz' +total_cost = 0 +tcost = portfolio_cost(fpath) +print('## Total cost for the shares {0:4f}',tcost) \ No newline at end of file diff --git a/Work/pcost2.py b/Work/pcost2.py new file mode 100644 index 000000000..9e3e6488a --- /dev/null +++ b/Work/pcost2.py @@ -0,0 +1,30 @@ +# pcost.py +# +# Exercise 1.27 +''' +The columns in portfolio.csv correspond to the stock name, number of shares, +and purchase price of a single stock holding. Write a program called pcost.py +that opens this file, reads all lines, and calculates how much it cost to purchase +all of the shares in the portfolio. +''' +## above script into a method +import gzip +import os +def portfolio_cost(filename): + total_cost = 0 + with gzip.open(fpath,'rt') as f: + next(f) + for line in f: + data_list = line.split(',') + + cost = int(data_list[1]) * float(data_list[2]) + total_cost += cost + return total_cost + + +fpath = os.getcwd() +fpath += r'\work\data\portfolio.csv.gz' +total_cost = 0 +tcost = portfolio_cost(fpath) +print('## Total cost for the shares {0:4f}',tcost) + diff --git a/Work/portfolio.py b/Work/portfolio.py new file mode 100644 index 000000000..b2dd60343 --- /dev/null +++ b/Work/portfolio.py @@ -0,0 +1,15 @@ +# # + +class Portfolio: + def __init__(self,holdings) -> None: + self.holdings = holdings + + def __iter__(self): + return self.holdings.__iter__() + def __len__(self): + return len(self.holdings) + def __contains__(self,name): + return any([s.name==name for s in self.holdings]) + @property + def total_cost(self): + return sum([s.cost for s in self.holdings]) diff --git a/Work/report.py b/Work/report.py index 47d5da7b1..7e5535b65 100644 --- a/Work/report.py +++ b/Work/report.py @@ -1,3 +1,318 @@ +''' +https://dabeaz-course.github.io/practical-python/Notes/02_Working_with_data/02_Containers.html +https://gto76.github.io/python-cheatsheet/#dictionary # report.py -# -# Exercise 2.4 + + +# Exercise 2.4 A list of tuples +define a function read_portfolio(filename) that opens a given portfolio file and reads it +into a list of tuples. +''' +def read_portfolio_2_4(fname): + ''' + # Exercise 2.4 A list of tuples + return tuples + ''' + dataTup =() + dataList = [] + try: + with open(fname, 'rt') as f: + hdr = f.readline() #ignore hdr + for line in f: + #print (line) + dataTup = line.split(',') + if len(dataTup) > 2: + dataList.append(tuple([dataTup[0], int(dataTup[1]), float(dataTup[2])])) + except FileExistsError: + print('fiile not found') + return dataList + +## Exercise 2.5: List of Dictionaries +## reading portfolio.csv +def read_portfolio_2_5(fname): + ''' + ## Exercise 2.5: List of Dictionaries + return list + ''' + dataTup =() + dataList = [] + try: + with open(fname, 'rt') as f: + hdr = f.readline() #ignore hdr + temp = hdr.split(',') + for line in f: + #print (line) + dataTup = line.split(',') + if len(dataTup) > 2: + #dataList.append(dataTup[0], int(dataTup[1]), float(dataTup[2])) + dataList.append(dict({'name':dataTup[0], 'shares':dataTup[1], 'price':dataTup[2]})) + except FileExistsError: + print('fiile not found') + return dataList + +## Exercise 4.4: reading portfolio.csv and ret stock objects +import sys +import os +excdir = os.getcwd() +excdir += r'\work' +sys.path +sys.path.append(excdir) + +import stock +def read_portfolio_4_4_x(fname): + ''' + ## Exercise 4.4: reading portfolio.csv and ret stock objects + return stock object + ''' + stockList = [] + try: + with open(fname, 'rt') as f: + hdr = f.readline() #ignore hdr + temp = hdr.split(',') + for line in f: + #print (line) + dataTup = line.split(',') + if len(dataTup) > 2: + st = stock.Stock(dataTup[0], int(dataTup[1]), float(dataTup[2])) + stockList.append(st) + except FileExistsError: + print('fiile not found') + return stockList + +def read_portfolio_4_4(fname): + ''' + ## Exercise 4.4: reading portfolio.csv and ret stock objects + return stock object - using for loop enumerator + ''' + try: + with open(fname, 'rt+') as f: + hdr = f.readline() #ignore hdr + sl = [stock.Stock(s.split(',')[0], int(s.split(',')[1]), float(s.split(',')[2])) for s in f] + except FileExistsError: + print('fiile not found') + return sl + +## Exercise 6.2: Supporting Iteration + +import sys +import os +import fileparse +from stock import Stock +from portfolio import Portfolio +excdir = os.getcwd() +excdir += r'\work' +sys.path +sys.path.append(excdir) + +def read_portfolio_6_2(filename): + ''' + ''' + portdicts = fileparse.parse_csv2(filename, ['name','shares', 'price']) + portfolio = [ Stock(d['name'],d['shares'],d['price']) for d in portdicts] + return Portfolio(portfolio) + + +## calling above methods +import os +import csv +import fileparse + +workDir = os.getcwd() +portFile = workDir + r'\work\data\portfolio.csv' +priceFile =workDir + r'\work\data\prices.csv' +mylist1 = read_portfolio_2_4(portFile) +mylist2 = read_portfolio_2_5(portFile) +mystocks = read_portfolio_4_4_x(portFile) +mystocks = read_portfolio_4_4(portFile) +mystocksX = read_portfolio_6_2(portFile) + +print(mylist1) +print("-------------------------------") +print(mylist2) +print("-------------------------------") +for ms in mystocks: + print(ms.name,ms.shares,ms.price) + +## try ... +tDict = {} +i =0 +for k in mylist2: # read each dict from the list + k.keys() + k.values() + k.items() + k.get('name') + xd = dict(zip(k.keys(),k.values())) + tDict[i] = xd + i +=1 + +print(tDict) + +## Exercise 2.6: Dictionaries as a container +## Write a function read_prices(filename) that reads a set of prices such as this into a +## dictionary where the keys of the dictionary are the stock names and the values in the dictionary are the stock prices. + +def read_prices_2_6(fname): + ''' + ## Exercise 2.6: Dictionaries as a container + return dictionary + ''' + import csv + dict1 ={} + try: + with open(fname,'rt') as f: + rows = csv.reader(f) + #hdr = next(rows) + #print(hdr) + for row in rows: + #print(row) + if(len(row) >= 2): + dict1[row[0]] = float(row[1]) + except FileNotFoundError: + print('File not found -- {}',fname) + return dict1 + +dt = read_prices_2_6(priceFile) +print(dt) + +''' +##Exercise 2.7: Finding out if you can retire +Tie all of this work together by adding a few additional statements to your report.py program that computes gain/loss. +These statements should take the list of stocks in Exercise 2.5 and the dictionary of prices in Exercise 2.6 and compute +the current value of the portfolio along with the gain/loss. +''' +def make_report_data(portfolioFile,pricesFile): + ''' + ##Exercise 2.7: Finding out if you can retire + return list: gain_loss + ''' + pol = read_portfolio_2_4(portfolioFile) + prd = read_prices_2_6(pricesFile) + gain_loss = [] + for tu in pol: # for each tuple in the list + strx = str(tu[0]).replace("\"","") + if strx in prd.keys(): + val = prd.get(strx) + pur_price = int(tu[1]) * float(tu[2]) + cur_price = int(tu[1]) * float(val) + if pur_price < cur_price: + st = 'gain' + else: + st = 'loss' + val = cur_price - pur_price + tux = (tu[0],tu[1],tu[2], val,st) + gain_loss.append(tux) + # total loss/gain print + tot =0 + for a in gain_loss: + tot = tot + float(a[3]) + print(a) + print(f'Total loss/gain = {tot:0.4f}') + + + +## Excercise 4.4 gain_loss using stocks class +def make_report_data_4_4(portfolioFile,pricesFile): + ''' + ## Excercise 4.4 gain_loss using stocks class + return list: gain_loss + ''' + pol = read_portfolio_4_4(portfolioFile) # gets stocks objects + prd = read_prices_2_6(pricesFile) + gain_loss = [] + for st in pol: + strx = str(st.name).replace("\"","") + if strx in prd.keys(): + cur_price = prd.get(strx) + pur_cost = st.shares*st.price # int(tu[1]) * float(tu[2]) + cur_cost = st.shares* float(cur_price) + if pur_cost < cur_cost: + status = 'gain' + else: + status = 'loss' + cost_diff = cur_cost - pur_cost + tux = (strx,st.shares,st.price, cur_price,cost_diff, status) + gain_loss.append(tux) + # total loss/gain print + tot =0 + for a in gain_loss: + tot = tot + float(a[4]) + print(a) + print(f'Total loss/gain = {tot:0.4f}') + +make_report_data_4_4(portFile,priceFile) ## using stocks class + +make_report_data(portFile,priceFile) + + +## Exercise 2.8: How to format numbers +##Exercise 2.11: Adding some headers +## Exercise 2.12: Formatting Challenge +def print_report_2_12(port_list, prices_dict): + ''' + ## print formatted report + ## Exercise 2.8: How to format numbers + ##Exercise 2.11: Adding some headers + ## Exercise 2.12: Formatting Challenge + ''' + port_status = [] + for tu in port_list: # for each tuple as row + strx = str(tu[0].replace("\"","")) + if strx in prices_dict.keys(): + val = prices_dict.get(strx) + purchase_price = int(tu[1]* float(tu[2])) + market_price = int(tu[1]* float(val)) + val = market_price - purchase_price + tux = (tu[0],tu[1],tu[2], val) + port_status.append(tux) + #port_status.append(tuple(tu[0],tu[1],tu[1],val)) + ## print this in a formatted order + hdr = ('Name' , 'Shares' , 'Price', 'Change') + hdr2 = f'{hdr[0]:>10s}{hdr[1]:>10s}{hdr[2]:>10s}{hdr[3]:>10s}' + #print(f'Name Shares Price Change') + print(hdr2) + print(('-'*10 + ' ')*len(hdr)) + + for x in port_status: + print('%10s %10d $%10.2f %10.2f' %(x)) + + '''for name,share,price,change in port_status: + print(f'{name:10s} {share:10d}, {price:$>.2f}, {change:>10.2f}') + ''' + return port_status + +#### +import tableformat +def print_report_4_5(reportdata, formatter): + ''' + ''' + formatter.headings(['Name','Shares''Price','Change']) + for name, shares,price,change in reportdata: + rowdata = [name, str(shares), f'{price:0.2f}',f'{change:.2f}'] + formatter.row(rowdata) + + +def portfolio_report_2(portFile, priceFile): + ''' + chap2-Make a stock report given portfolio and price data files. + ''' + pol = read_portfolio_2_4(portFile) + prd = read_prices_2_6(priceFile) + print_report_2_12(pol,prd) + +def portfolio_report_4_5(portFile,priceFile): + ''' + chap4-Make a stock report given portfolio and price data files. + ''' + pol = read_portfolio_4_4(portFile) + prd = read_prices_2_6(priceFile) + report = print_report_4_5(pol,prd) + formatter = tableformat.TableFormatter() + print_report_4_5(report,formatter) + +portfolio_report_2(portFile,priceFile) +portfolio_report_4_5(portFile,priceFile) + + + + + diff --git a/Work/stock.py b/Work/stock.py new file mode 100644 index 000000000..ce8c1aaa5 --- /dev/null +++ b/Work/stock.py @@ -0,0 +1,25 @@ +''' +Exercise 4.1: Objects as Data Structures +Exercise 4.2: Adding some Methods +''' + +class Stock: + def __init__(self,name,shares,price): + self.name = name + self.shares = shares + self.price = price + def cost(self): + return self.shares* self.price + def sell(self,quantity): + self.shares -= quantity + def buy(self,quantity,price): + self.price = (quantity*price + self.shares*self.price)/(quantity+self.shares) + self.shares +=quantity + +# using inheritance +class MyStock (Stock): + def __init__(self,name,shares,price,factor): + super().__init__(name,shares,price) + self.factor = factor + def cost(self): + return self.factor* super().cost() diff --git a/Work/tableformat.py b/Work/tableformat.py new file mode 100644 index 000000000..ab4119151 --- /dev/null +++ b/Work/tableformat.py @@ -0,0 +1,31 @@ +# tableformat.py +''' +class which does nothign and provides template is known as abstract class (also in c++) +''' +class TableFormatter: # is an abstract class + def headings(self, headers): + ''' + Emit the table headings. + ''' + raise NotImplementedError() + + def row(self, rowdata): + ''' + Emit a single row of table data. + ''' + raise NotImplementedError() + +class TextTableFormatter(TableFormatter): + ''' + Emit a table in text fromat + ''' + def headings(self, headers): + for h in headers: + print(f'{h:>10s}', end= ' ') + print() + print(('-'*10 + ' ')*len(headers)) + #return super().headings(headers) + def row(self,rowdata): + for d in rowdata: + print(f'{d:>10s}', end= ' ') + print() diff --git a/Work/ticker.py b/Work/ticker.py new file mode 100644 index 000000000..ae1b66feb --- /dev/null +++ b/Work/ticker.py @@ -0,0 +1,61 @@ +#ticker.py +import sys +import os + +excdir = os.getcwd() +excdir += r'\work' +sys.path +sys.path.append(excdir) + +from follow import follow +import csv +from report import read_portfolio_6_2 + + + +def select_columns(rows, indices): + for row in rows: + yield[ row[index] for index in indices] + + +def convert_types(rows, types): + for row in rows: + yield [func(val) for func, val in zip(types, row)] + +def make_dicts(rows, headers): + for row in rows: + yield dict(zip(headers, row)) + +def parse_stock_data(lines): + rows = csv.reader(lines) + rows = select_columns(rows, [0,1,4]) + rows = convert_types(rows, [str, float, float]) + rows = make_dicts(rows, ['name', 'price', 'change']) + return rows + +def filter_symbols(rows, names): + for row in rows: + if row['name'] in names: + yield row + +''' TODO: -- ticker method +''' +def ticker(portfile, logfile): + import report + portfolio = report.read_portfolio_2_6(portfile) + rows = parse_stock_data(follow(logfile)) + rows = filter_symbols(rows, portfolio) + for row in rows: + print(row) + +ticker('data/portfolio.csv','data/stocklog.csv') + +if __name__ == '__main__': + lines = follow('work\data\stocklog.csv') + rows = parse_stock_data(lines) + for row in rows: + print(row) + +## 6.4 more generators + +i \ No newline at end of file diff --git a/Work/xscratch.py b/Work/xscratch.py new file mode 100644 index 000000000..65e68359b --- /dev/null +++ b/Work/xscratch.py @@ -0,0 +1,69 @@ +import os +import sys +import csv +#ask for input file path to show +#input file path and +# read text, csv file and output data +# + +dpath = os.getcwd() +dpath += r'\work\data' +print(dpath) + +# print("enter .txt file name to read and print") +# tfile =input() +# dpath1 = dpath+'\\'+tfile +# print(dpath1) + +# with open(dpath1,'r') as f: +# data =f.read() +# print(data) + +# playing with class and stuff +class XMesSec: + # def __init__(self) -> None: + # pass + def __init_subclass__(self,z,x,y,d) -> None: + self.z = z + self.x=x + self.y=y + +class XMesLog: + def __init__(self,logid,seg, size, msec) -> None: + self.logid =logid + self.seg = seg + self.size = size + self.sections = msec + +#reading and storing logs and printing + +def ReadMesLogs(mesfile): + print("reading mes file f{mesfile} ---\n") + logs =[] + with open(mesfile, 'r') as f: + header =f.readline() + hdr = header.split() + logname = hdr[0] + seg = hdr[1] + size = hdr[2] + print(header) + sec =[] + for line in f: + xd = line.split() + s1 = XMesSec(xd[0],xd[1],xd[2]) + print('\n') + print("--------done---------\n") + + +print("enter .csv file name to read and print") +tfile =input() +dpath2 = dpath+'\\'+tfile +print(dpath2) + +# with open(dpath2,'r') as f: +# lines =csv.reader(f) +# for line in lines: +# print(line) + +ReadMesLogs(dpath2) +print("here!!") \ No newline at end of file diff --git a/numpy/1Basics.py b/numpy/1Basics.py new file mode 100644 index 000000000..8c510500e --- /dev/null +++ b/numpy/1Basics.py @@ -0,0 +1,40 @@ +#learning numpy basics +import numpy as np +# Create a 1D array +arr = np.array([1,2,3,4,5]) + +print("1D Array:", arr) +# Create a 2D array +arr2d = np.array([[1, 2, 3], [4, 5, 6]]) +print("2D Array:\n", arr2d) +# Create a 3D array +arr3d = np.array([[[1, 2], [3, 4]], [[5, 6], [7, 8]]]) +print("3D Array:\n", arr3d) +#operations +print("Shape of arr:", arr.shape) +print("Shape of arr2d:", arr2d.shape) +print("Shape of arr3d:", arr3d.shape) +#arithmetic operations +arr_sum = arr + 10 +print("Array after adding 10:", arr_sum) +arr_product = arr * 2 +print("Array after multiplying by 2:", arr_product) +arr_mean = np.mean(arr) +print("Mean of arr:", arr_mean) +arr_std = np.std(arr) +print("Standard deviation of arr:", arr_std) +# Indexing and slicing +print("First element of arr:", arr[0]) +print("First row of arr2d:", arr2d[0]) +#2d array arithmetic +arr2d_sum = arr2d + 10 +print("2D Array after adding 10:\n", arr2d_sum) +arr2d_product = arr2d * 2 +print("2D Array after multiplying by 2:\n", arr2d_product) +# Indexing and slicing in 2D array + +matrix = np.arange(1,13).reshape(3, 4) +print("First row of arr2d:", matrix) +#slicing matrix +sub_matrix= matrix[1:,1:3] +print("Sub-matrix (from 2nd row and 2nd to 3rd column):\n", sub_matrix) diff --git a/requirement.txt b/requirement.txt new file mode 100644 index 000000000..ebc44e476 Binary files /dev/null and b/requirement.txt differ diff --git a/scratch/Data/dowstocks.csv b/scratch/Data/dowstocks.csv new file mode 100644 index 000000000..58dc6c74f --- /dev/null +++ b/scratch/Data/dowstocks.csv @@ -0,0 +1,2341 @@ +name,price,date,time,change,open,high,low,volume +"AA",39.48,"6/11/2007","9:36am",-0.18,39.67,39.69,39.45,181800 +"AIG",71.38,"6/11/2007","9:36am",-0.15,71.29,71.60,71.15,195500 +"AXP",62.58,"6/11/2007","9:36am",-0.46,62.79,63.00,62.57,935000 +"BA",98.31,"6/11/2007","9:36am",+0.12,98.25,98.58,98.19,104800 +"C",53.08,"6/11/2007","9:36am",-0.25,53.20,53.25,53.03,360900 +"CAT",78.29,"6/11/2007","9:36am",-0.23,78.32,78.33,78.06,225400 +"DD",50.75,"6/11/2007","9:36am",-0.38,51.13,51.14,50.69,96900 +"DIS",34.20,"6/11/2007","9:35am",0.00,34.28,34.30,34.12,191000 +"GE",37.23,"6/11/2007","9:36am",-0.09,37.07,37.27,37.05,694300 +"GM",31.44,"6/11/2007","9:36am",+0.44,31.00,31.62,30.90,715429 +"HD",37.67,"6/11/2007","9:35am",-0.28,37.78,37.83,37.62,218369 +"HON",57.12,"6/11/2007","9:35am",-0.26,57.25,57.33,57.11,131100 +"HPQ",45.81,"6/11/2007","9:36am",+0.11,45.80,45.85,45.46,303200 +"IBM",102.86,"6/11/2007","9:35am",-0.21,102.87,102.99,102.50,151700 +"INTC",21.84,"6/11/2007","9:40am",+0.01,21.70,21.85,21.69,2927268 +"JNJ",62.25,"6/11/2007","9:35am",+0.12,62.89,62.89,62.15,343500 +"JPM",50.35,"6/11/2007","9:36am",-0.06,50.41,50.49,50.27,351100 +"KO",51.65,"6/11/2007","9:35am",-0.02,51.67,51.73,51.54,3981400 +"MCD",51.11,"6/11/2007","9:35am",-0.30,51.47,51.47,51.00,169100 +"MMM",85.60,"6/11/2007","9:35am",-0.34,85.94,85.98,85.50,190800 +"MO",70.09,"6/11/2007","9:36am",-0.21,70.25,70.30,70.04,471200 +"MRK",50.21,"6/11/2007","9:36am",+0.07,50.30,50.46,50.04,1453300 +"MSFT",30.08,"6/11/2007","9:41am",+0.03,30.05,30.09,29.93,6166010 +"PFE",26.40,"6/11/2007","9:36am",-0.12,26.50,26.50,26.34,835600 +"PG",62.79,"6/11/2007","9:35am",-0.28,62.80,62.87,62.75,256000 +"T",40.03,"6/11/2007","9:35am",-0.23,40.20,40.25,39.89,691400 +"UTX",69.81,"6/11/2007","9:36am",-0.42,69.85,70.20,69.51,153900 +"VZ",42.92,"6/11/2007","9:35am",-0.15,42.95,43.00,42.89,221000 +"WMT",49.78,"6/11/2007","9:36am",-0.30,49.90,50.00,49.76,676200 +"XOM",82.50,"6/11/2007","9:36am",-0.18,82.68,82.84,82.41,481200 +"AA",39.59,"6/11/2007","9:40am",-0.07,39.67,39.69,39.43,252600 +"AIG",71.46,"6/11/2007","9:40am",-0.07,71.29,71.60,71.15,276900 +"AXP",62.71,"6/11/2007","9:40am",-0.33,62.79,63.00,62.42,1002100 +"BA",98.31,"6/11/2007","9:40am",+0.12,98.25,98.58,98.17,149700 +"C",53.14,"6/11/2007","9:40am",-0.19,53.20,53.25,53.02,546500 +"CAT",78.49,"6/11/2007","9:40am",-0.03,78.32,78.49,78.06,262812 +"DD",50.85,"6/11/2007","9:40am",-0.28,51.13,51.14,50.69,155000 +"DIS",34.36,"6/11/2007","9:40am",+0.16,34.28,34.38,34.12,276900 +"GE",37.30,"6/11/2007","9:40am",-0.02,37.07,37.32,37.05,1039900 +"GM",31.40,"6/11/2007","9:40am",+0.40,31.00,31.62,30.90,1074079 +"HD",37.72,"6/11/2007","9:40am",-0.23,37.78,37.83,37.62,321769 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+"UTX",69.80,"6/11/2007","12:20pm",-0.43,69.85,70.20,69.51,935600 +"VZ",43.24,"6/11/2007","12:20pm",+0.17,42.95,43.34,42.89,3608620 +"WMT",49.87,"6/11/2007","12:21pm",-0.21,49.90,50.00,49.55,4485833 +"XOM",83.39,"6/11/2007","12:21pm",+0.71,82.68,83.48,82.35,5559000 +"AA",39.49,"6/11/2007","12:26pm",-0.17,39.67,40.18,39.43,1856980 +"AIG",71.73,"6/11/2007","12:26pm",+0.20,71.29,71.74,71.15,1875942 +"AXP",62.90,"6/11/2007","12:26pm",-0.14,62.79,63.19,62.42,1944730 +"BA",97.75,"6/11/2007","12:26pm",-0.44,98.25,98.79,97.74,1241700 +"C",53.55,"6/11/2007","12:26pm",+0.22,53.20,53.65,52.81,4736994 +"CAT",78.87,"6/11/2007","12:25pm",+0.35,78.32,78.99,78.06,1347152 +"DD",50.70,"6/11/2007","12:26pm",-0.43,51.13,51.21,50.59,1812800 +"DIS",34.20,"6/11/2007","12:26pm",0.00,34.28,34.44,34.12,2667150 +"GE",37.41,"6/11/2007","12:26pm",+0.09,37.07,37.49,37.05,10594701 +"GM",31.27,"6/11/2007","12:26pm",+0.27,31.00,31.62,30.90,6554401 +"HD",37.73,"6/11/2007","12:26pm",-0.22,37.78,37.83,37.62,5061669 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+"T",40.12,"6/11/2007","12:26pm",-0.14,40.20,40.25,39.89,5959900 +"UTX",69.80,"6/11/2007","12:26pm",-0.43,69.85,70.20,69.51,946900 +"VZ",43.23,"6/11/2007","12:26pm",+0.16,42.95,43.34,42.89,3648320 +"WMT",49.90,"6/11/2007","12:26pm",-0.18,49.90,50.00,49.55,4562633 +"XOM",83.43,"6/11/2007","12:26pm",+0.75,82.68,83.48,82.35,5652500 +"AA",39.50,"6/11/2007","12:30pm",-0.16,39.67,40.18,39.43,1898080 +"AIG",71.74,"6/11/2007","12:31pm",+0.21,71.29,71.74,71.15,1905942 +"AXP",62.9008,"6/11/2007","12:31pm",-0.1392,62.79,63.19,62.42,1968730 +"BA",97.67,"6/11/2007","12:30pm",-0.52,98.25,98.79,97.63,1294900 +"C",53.57,"6/11/2007","12:31pm",+0.24,53.20,53.65,52.81,4767094 +"CAT",78.89,"6/11/2007","12:31pm",+0.37,78.32,78.99,78.06,1360152 +"DD",50.73,"6/11/2007","12:31pm",-0.40,51.13,51.21,50.59,1833000 +"DIS",34.195,"6/11/2007","12:31pm",-0.005,34.28,34.44,34.12,2687550 +"GE",37.41,"6/11/2007","12:31pm",+0.09,37.07,37.49,37.05,10633601 +"GM",31.25,"6/11/2007","12:31pm",+0.25,31.00,31.62,30.90,6609301 +"HD",37.74,"6/11/2007","12:30pm",-0.21,37.78,37.83,37.62,5089969 +"HON",56.95,"6/11/2007","12:31pm",-0.43,57.25,57.40,56.91,1741042 +"HPQ",46.02,"6/11/2007","12:30pm",+0.32,45.80,46.29,45.46,4453056 +"IBM",103.67,"6/11/2007","12:31pm",+0.60,102.87,103.71,102.50,2226700 +"INTC",21.96,"6/11/2007","12:36pm",+0.13,21.70,22.02,21.69,20005174 +"JNJ",62.60,"6/11/2007","12:31pm",+0.47,62.89,62.89,62.15,3584438 +"JPM",50.60,"6/11/2007","12:31pm",+0.19,50.41,50.62,50.05,3513000 +"KO",51.56,"6/11/2007","12:30pm",-0.11,51.67,51.82,51.32,5620842 +"MCD",51.34,"6/11/2007","12:31pm",-0.07,51.47,51.62,50.98,2442514 +"MMM",85.28,"6/11/2007","12:30pm",-0.66,85.94,85.98,85.28,1017900 +"MO",70.24,"6/11/2007","12:30pm",-0.06,70.25,70.50,69.76,4185257 +"MRK",50.84,"6/11/2007","12:31pm",+0.70,50.30,50.87,50.04,4848100 +"MSFT",30.14,"6/11/2007","12:36pm",+0.09,30.05,30.25,29.93,20198736 +"PFE",26.39,"6/11/2007","12:31pm",-0.13,26.50,26.53,26.31,10293432 +"PG",63.00,"6/11/2007","12:31pm",-0.07,62.80,63.12,62.75,2745846 +"T",40.07,"6/11/2007","12:31pm",-0.19,40.20,40.25,39.89,6112900 +"UTX",69.81,"6/11/2007","12:31pm",-0.42,69.85,70.20,69.51,958400 +"VZ",43.27,"6/11/2007","12:31pm",+0.20,42.95,43.34,42.89,3693720 +"WMT",49.92,"6/11/2007","12:31pm",-0.16,49.90,50.00,49.55,4676833 +"XOM",83.46,"6/11/2007","12:31pm",+0.78,82.68,83.48,82.35,5711300 +"AA",39.47,"6/11/2007","12:35pm",-0.19,39.67,40.18,39.43,1938380 +"AIG",71.705,"6/11/2007","12:35pm",+0.175,71.29,71.76,71.15,1958142 +"AXP",62.91,"6/11/2007","12:36pm",-0.13,62.79,63.19,62.42,1982630 +"BA",97.65,"6/11/2007","12:35pm",-0.54,98.25,98.79,97.61,1324100 +"C",53.56,"6/11/2007","12:36pm",+0.23,53.20,53.65,52.81,4843994 +"CAT",78.82,"6/11/2007","12:36pm",+0.30,78.32,78.99,78.06,1381852 +"DD",50.70,"6/11/2007","12:36pm",-0.43,51.13,51.21,50.59,1854300 +"DIS",34.19,"6/11/2007","12:36pm",-0.01,34.28,34.44,34.12,2871150 +"GE",37.41,"6/11/2007","12:36pm",+0.09,37.07,37.49,37.05,10703601 +"GM",31.28,"6/11/2007","12:36pm",+0.28,31.00,31.62,30.90,6667301 +"HD",37.74,"6/11/2007","12:35pm",-0.21,37.78,37.83,37.62,5127869 +"HON",56.93,"6/11/2007","12:36pm",-0.45,57.25,57.40,56.91,1772242 +"HPQ",46.01,"6/11/2007","12:35pm",+0.31,45.80,46.29,45.46,4478756 +"IBM",103.70,"6/11/2007","12:36pm",+0.63,102.87,103.73,102.50,2253600 +"INTC",21.96,"6/11/2007","12:41pm",+0.13,21.70,22.02,21.69,20062818 +"JNJ",62.59,"6/11/2007","12:36pm",+0.46,62.89,62.89,62.15,3609538 +"JPM",50.60,"6/11/2007","12:36pm",+0.19,50.41,50.62,50.05,3631000 +"KO",51.58,"6/11/2007","12:36pm",-0.09,51.67,51.82,51.32,5643442 +"MCD",51.37,"6/11/2007","12:36pm",-0.04,51.47,51.62,50.98,2479114 +"MMM",85.34,"6/11/2007","12:36pm",-0.60,85.94,85.98,85.28,1032100 +"MO",70.32,"6/11/2007","12:36pm",+0.02,70.25,70.50,69.76,4255057 +"MRK",50.90,"6/11/2007","12:36pm",+0.76,50.30,50.91,50.04,4953900 +"MSFT",30.13,"6/11/2007","12:41pm",+0.08,30.05,30.25,29.93,20258588 +"PFE",26.41,"6/11/2007","12:36pm",-0.11,26.50,26.53,26.31,10510182 +"PG",63.03,"6/11/2007","12:36pm",-0.04,62.80,63.12,62.75,2776446 +"T",40.08,"6/11/2007","12:36pm",-0.18,40.20,40.25,39.89,6259175 +"UTX",69.81,"6/11/2007","12:35pm",-0.42,69.85,70.20,69.51,964300 +"VZ",43.28,"6/11/2007","12:36pm",+0.21,42.95,43.34,42.89,3720320 +"WMT",49.94,"6/11/2007","12:36pm",-0.14,49.90,50.00,49.55,4837533 +"XOM",83.45,"6/11/2007","12:36pm",+0.77,82.68,83.50,82.35,5799000 +"AA",39.48,"6/11/2007","12:41pm",-0.18,39.67,40.18,39.43,1988580 +"AIG",71.70,"6/11/2007","12:40pm",+0.17,71.29,71.76,71.15,2020642 +"AXP",62.91,"6/11/2007","12:41pm",-0.13,62.79,63.19,62.42,1993830 +"BA",97.73,"6/11/2007","12:40pm",-0.46,98.25,98.79,97.59,1344400 +"C",53.52,"6/11/2007","12:41pm",+0.19,53.20,53.65,52.81,5118094 +"CAT",78.88,"6/11/2007","12:41pm",+0.36,78.32,78.99,78.06,1400252 +"DD",50.73,"6/11/2007","12:41pm",-0.40,51.13,51.21,50.59,1866700 +"DIS",34.181,"6/11/2007","12:41pm",-0.019,34.28,34.44,34.12,2913850 +"GE",37.42,"6/11/2007","12:41pm",+0.10,37.07,37.49,37.05,10856501 +"GM",31.32,"6/11/2007","12:41pm",+0.32,31.00,31.62,30.90,6784901 +"HD",37.75,"6/11/2007","12:41pm",-0.20,37.78,37.83,37.62,5186969 +"HON",56.96,"6/11/2007","12:41pm",-0.42,57.25,57.40,56.91,1802642 +"HPQ",46.01,"6/11/2007","12:41pm",+0.31,45.80,46.29,45.46,4507656 +"IBM",103.74,"6/11/2007","12:40pm",+0.67,102.87,103.76,102.50,2288300 +"INTC",21.96,"6/11/2007","12:46pm",+0.13,21.70,22.02,21.69,20169300 +"JNJ",62.62,"6/11/2007","12:41pm",+0.49,62.89,62.89,62.15,3651538 +"JPM",50.55,"6/11/2007","12:41pm",+0.14,50.41,50.62,50.05,3814700 +"KO",51.56,"6/11/2007","12:40pm",-0.11,51.67,51.82,51.32,5678742 +"MCD",51.40,"6/11/2007","12:41pm",-0.01,51.47,51.62,50.98,2510514 +"MMM",85.33,"6/11/2007","12:40pm",-0.61,85.94,85.98,85.28,1043700 +"MO",70.35,"6/11/2007","12:41pm",+0.05,70.25,70.50,69.76,4300857 +"MRK",51.06,"6/11/2007","12:41pm",+0.92,50.30,51.07,50.04,5195700 +"MSFT",30.13,"6/11/2007","12:46pm",+0.08,30.05,30.25,29.93,20422172 +"PFE",26.41,"6/11/2007","12:41pm",-0.11,26.50,26.53,26.31,10595782 +"PG",63.05,"6/11/2007","12:41pm",-0.02,62.80,63.12,62.75,2806346 +"T",40.06,"6/11/2007","12:41pm",-0.20,40.20,40.25,39.89,6338875 +"UTX",69.81,"6/11/2007","12:41pm",-0.42,69.85,70.20,69.51,968100 +"VZ",43.28,"6/11/2007","12:41pm",+0.21,42.95,43.34,42.89,3802620 +"WMT",49.92,"6/11/2007","12:41pm",-0.16,49.90,50.00,49.55,4964533 +"XOM",83.55,"6/11/2007","12:41pm",+0.87,82.68,83.57,82.35,5902800 +"AA",39.48,"6/11/2007","12:46pm",-0.18,39.67,40.18,39.43,2011580 +"AIG",71.68,"6/11/2007","12:45pm",+0.15,71.29,71.76,71.15,2066242 +"AXP",62.93,"6/11/2007","12:46pm",-0.11,62.79,63.19,62.42,2001530 +"BA",97.68,"6/11/2007","12:46pm",-0.51,98.25,98.79,97.59,1387800 +"C",53.54,"6/11/2007","12:46pm",+0.21,53.20,53.65,52.81,5168294 +"CAT",78.87,"6/11/2007","12:46pm",+0.35,78.32,78.99,78.06,1416552 +"DD",50.70,"6/11/2007","12:46pm",-0.43,51.13,51.21,50.59,1884900 +"DIS",34.20,"6/11/2007","12:46pm",0.00,34.28,34.44,34.12,2958150 +"GE",37.40,"6/11/2007","12:46pm",+0.08,37.07,37.49,37.05,10931901 +"GM",31.29,"6/11/2007","12:46pm",+0.29,31.00,31.62,30.90,6930401 +"HD",37.75,"6/11/2007","12:46pm",-0.20,37.78,37.83,37.62,5233269 +"HON",56.99,"6/11/2007","12:46pm",-0.39,57.25,57.40,56.91,1827642 +"HPQ",46.01,"6/11/2007","12:46pm",+0.31,45.80,46.29,45.46,4557656 +"IBM",103.75,"6/11/2007","12:46pm",+0.68,102.87,103.78,102.50,2310700 +"INTC",22.00,"6/11/2007","12:51pm",+0.17,21.70,22.02,21.69,20568860 +"JNJ",62.59,"6/11/2007","12:46pm",+0.46,62.89,62.89,62.15,3702738 +"JPM",50.57,"6/11/2007","12:46pm",+0.16,50.41,50.62,50.05,3902300 +"KO",51.58,"6/11/2007","12:46pm",-0.09,51.67,51.82,51.32,5707242 +"MCD",51.44,"6/11/2007","12:46pm",+0.03,51.47,51.62,50.98,2534014 +"MMM",85.33,"6/11/2007","12:45pm",-0.61,85.94,85.98,85.28,1051300 +"MO",70.32,"6/11/2007","12:46pm",+0.02,70.25,70.50,69.76,4330057 +"MRK",50.97,"6/11/2007","12:46pm",+0.83,50.30,51.07,50.04,5430200 +"MSFT",30.13,"6/11/2007","12:51pm",+0.08,30.05,30.25,29.93,20730214 +"PFE",26.43,"6/11/2007","12:46pm",-0.09,26.50,26.53,26.31,10698282 +"PG",63.05,"6/11/2007","12:46pm",-0.02,62.80,63.12,62.75,2909046 +"T",40.06,"6/11/2007","12:46pm",-0.20,40.20,40.25,39.89,6387575 +"UTX",69.81,"6/11/2007","12:46pm",-0.42,69.85,70.20,69.51,976200 +"VZ",43.28,"6/11/2007","12:46pm",+0.21,42.95,43.34,42.89,3826420 +"WMT",49.95,"6/11/2007","12:46pm",-0.13,49.90,50.00,49.55,5329433 +"XOM",83.58,"6/11/2007","12:46pm",+0.90,82.68,83.59,82.35,5965700 +"AA",39.48,"6/11/2007","12:51pm",-0.18,39.67,40.18,39.43,2052980 +"AIG",71.67,"6/11/2007","12:51pm",+0.14,71.29,71.76,71.15,2109942 +"AXP",62.90,"6/11/2007","12:50pm",-0.14,62.79,63.19,62.42,2024830 +"BA",97.78,"6/11/2007","12:51pm",-0.41,98.25,98.79,97.59,1430600 +"C",53.56,"6/11/2007","12:51pm",+0.23,53.20,53.65,52.81,5509594 +"CAT",79.00,"6/11/2007","12:50pm",+0.48,78.32,79.00,78.06,1448852 +"DD",50.71,"6/11/2007","12:51pm",-0.42,51.13,51.21,50.59,1916300 +"DIS",34.192,"6/11/2007","12:50pm",-0.008,34.28,34.44,34.12,3022750 +"GE",37.41,"6/11/2007","12:51pm",+0.09,37.07,37.49,37.05,11159401 +"GM",31.38,"6/11/2007","12:51pm",+0.38,31.00,31.62,30.90,7135301 +"HD",37.76,"6/11/2007","12:51pm",-0.19,37.78,37.83,37.62,5362369 +"HON",57.05,"6/11/2007","12:51pm",-0.33,57.25,57.40,56.91,1871542 +"HPQ",46.03,"6/11/2007","12:51pm",+0.33,45.80,46.29,45.46,4684356 +"IBM",103.87,"6/11/2007","12:51pm",+0.80,102.87,103.89,102.50,2362500 +"INTC",22.00,"6/11/2007","12:56pm",+0.17,21.70,22.02,21.69,20977118 +"JNJ",62.58,"6/11/2007","12:51pm",+0.45,62.89,62.89,62.15,3790288 +"JPM",50.60,"6/11/2007","12:51pm",+0.19,50.41,50.63,50.05,3966000 +"KO",51.59,"6/11/2007","12:51pm",-0.08,51.67,51.82,51.32,5755942 +"MCD",51.42,"6/11/2007","12:50pm",+0.01,51.47,51.62,50.98,2580014 +"MMM",85.36,"6/11/2007","12:50pm",-0.58,85.94,85.98,85.28,1063300 +"MO",70.37,"6/11/2007","12:51pm",+0.07,70.25,70.50,69.76,4395657 +"MRK",50.97,"6/11/2007","12:51pm",+0.83,50.30,51.07,50.04,5527700 +"MSFT",30.17,"6/11/2007","12:56pm",+0.12,30.05,30.25,29.93,21243952 +"PFE",26.43,"6/11/2007","12:51pm",-0.09,26.50,26.53,26.31,10870382 +"PG",63.04,"6/11/2007","12:51pm",-0.03,62.80,63.12,62.75,3002346 +"T",40.01,"6/11/2007","12:51pm",-0.25,40.20,40.25,39.89,6578675 +"UTX",69.88,"6/11/2007","12:50pm",-0.35,69.85,70.20,69.51,986100 +"VZ",43.30,"6/11/2007","12:51pm",+0.23,42.95,43.34,42.89,3880620 +"WMT",49.9786,"6/11/2007","12:51pm",-0.1014,49.90,50.00,49.55,5399333 +"XOM",83.67,"6/11/2007","12:51pm",+0.99,82.68,83.67,82.35,6065100 +"AA",39.50,"6/11/2007","12:56pm",-0.16,39.67,40.18,39.43,2111680 +"AIG",71.68,"6/11/2007","12:56pm",+0.15,71.29,71.76,71.15,2166942 +"AXP",63.00,"6/11/2007","12:56pm",-0.04,62.79,63.19,62.42,2038530 +"BA",97.71,"6/11/2007","12:56pm",-0.48,98.25,98.79,97.59,1475700 +"C",53.5614,"6/11/2007","12:56pm",+0.2314,53.20,53.65,52.81,5665694 +"CAT",79.14,"6/11/2007","12:56pm",+0.62,78.32,79.14,78.06,1510252 +"DD",50.79,"6/11/2007","12:56pm",-0.34,51.13,51.21,50.59,1934600 +"DIS",34.20,"6/11/2007","12:56pm",0.00,34.28,34.44,34.12,3112050 +"GE",37.47,"6/11/2007","12:56pm",+0.15,37.07,37.49,37.05,11425501 +"GM",31.37,"6/11/2007","12:56pm",+0.37,31.00,31.62,30.90,7225026 +"HD",37.77,"6/11/2007","12:56pm",-0.18,37.78,37.83,37.62,5433169 +"HON",57.11,"6/11/2007","12:56pm",-0.27,57.25,57.40,56.91,1911042 +"HPQ",46.07,"6/11/2007","12:55pm",+0.37,45.80,46.29,45.46,4729356 +"IBM",103.97,"6/11/2007","12:56pm",+0.90,102.87,104.00,102.50,2444600 +"INTC",22.00,"6/11/2007","1:01pm",+0.17,21.70,22.02,21.69,21559788 +"JNJ",62.59,"6/11/2007","12:56pm",+0.46,62.89,62.89,62.15,3837538 +"JPM",50.65,"6/11/2007","12:56pm",+0.24,50.41,50.65,50.05,4042900 +"KO",51.67,"6/11/2007","12:56pm",0.00,51.67,51.82,51.32,5793842 +"MCD",51.44,"6/11/2007","12:56pm",+0.03,51.47,51.62,50.98,2635114 +"MMM",85.46,"6/11/2007","12:55pm",-0.48,85.94,85.98,85.28,1082400 +"MO",70.35,"6/11/2007","12:56pm",+0.05,70.25,70.50,69.76,4427157 +"MRK",50.96,"6/11/2007","12:56pm",+0.82,50.30,51.07,50.04,5634400 +"MSFT",30.14,"6/11/2007","1:01pm",+0.09,30.05,30.25,29.93,21696948 +"PFE",26.45,"6/11/2007","12:56pm",-0.07,26.50,26.53,26.31,11036032 +"PG",63.08,"6/11/2007","12:56pm",+0.01,62.80,63.12,62.75,3066446 +"T",40.04,"6/11/2007","12:56pm",-0.22,40.20,40.25,39.89,6709275 +"UTX",69.92,"6/11/2007","12:56pm",-0.31,69.85,70.20,69.51,1008800 +"VZ",43.32,"6/11/2007","12:56pm",+0.25,42.95,43.34,42.89,3928820 +"WMT",50.01,"6/11/2007","12:56pm",-0.07,49.90,50.04,49.55,5568433 +"XOM",83.66,"6/11/2007","12:56pm",+0.98,82.68,83.72,82.35,6158700 +"AA",39.51,"6/11/2007","1:01pm",-0.15,39.67,40.18,39.43,2207380 +"AIG",71.64,"6/11/2007","1:01pm",+0.11,71.29,71.76,71.15,2223342 +"AXP",62.96,"6/11/2007","1:01pm",-0.08,62.79,63.19,62.42,2056230 +"BA",97.65,"6/11/2007","1:01pm",-0.54,98.25,98.79,97.59,1502900 +"C",53.58,"6/11/2007","1:01pm",+0.25,53.20,53.65,52.81,5805794 +"CAT",79.07,"6/11/2007","1:00pm",+0.55,78.32,79.14,78.06,1532652 +"DD",50.7784,"6/11/2007","1:01pm",-0.3516,51.13,51.21,50.59,1957300 +"DIS",34.20,"6/11/2007","1:01pm",0.00,34.28,34.44,34.12,3159250 +"GE",37.48,"6/11/2007","1:01pm",+0.16,37.07,37.49,37.05,11769301 +"GM",31.34,"6/11/2007","1:01pm",+0.34,31.00,31.62,30.90,7327251 +"HD",37.75,"6/11/2007","1:01pm",-0.20,37.78,37.83,37.62,5482469 +"HON",56.98,"6/11/2007","1:01pm",-0.40,57.25,57.40,56.91,1964142 +"HPQ",46.05,"6/11/2007","1:01pm",+0.35,45.80,46.29,45.46,4778356 +"IBM",103.79,"6/11/2007","1:01pm",+0.72,102.87,104.00,102.50,2477300 +"INTC",22.01,"6/11/2007","1:06pm",+0.18,21.70,22.02,21.69,21974040 +"JNJ",62.55,"6/11/2007","1:01pm",+0.42,62.89,62.89,62.15,4653538 +"JPM",50.64,"6/11/2007","1:01pm",+0.23,50.41,50.66,50.05,4113700 +"KO",51.61,"6/11/2007","1:01pm",-0.06,51.67,51.82,51.32,5829142 +"MCD",51.40,"6/11/2007","1:01pm",-0.01,51.47,51.62,50.98,2668014 +"MMM",85.38,"6/11/2007","1:00pm",-0.56,85.94,85.98,85.28,1091500 +"MO",70.29,"6/11/2007","1:01pm",-0.01,70.25,70.50,69.76,4483057 +"MRK",50.95,"6/11/2007","1:01pm",+0.81,50.30,51.07,50.04,5728600 +"MSFT",30.14,"6/11/2007","1:06pm",+0.09,30.05,30.25,29.93,21878754 +"PFE",26.44,"6/11/2007","1:01pm",-0.08,26.50,26.53,26.31,11232332 +"PG",63.01,"6/11/2007","1:01pm",-0.06,62.80,63.12,62.75,3117846 +"T",40.03,"6/11/2007","1:01pm",-0.23,40.20,40.25,39.89,6799375 +"UTX",69.90,"6/11/2007","1:00pm",-0.33,69.85,70.20,69.51,1060200 +"VZ",43.25,"6/11/2007","1:01pm",+0.18,42.95,43.34,42.89,4008920 +"WMT",50.01,"6/11/2007","1:01pm",-0.07,49.90,50.04,49.55,5777993 +"XOM",83.57,"6/11/2007","1:01pm",+0.89,82.68,83.72,82.35,6284800 +"AA",39.52,"6/11/2007","1:06pm",-0.14,39.67,40.18,39.43,2284880 +"AIG",71.69,"6/11/2007","1:06pm",+0.16,71.29,71.76,71.15,2274642 +"AXP",62.95,"6/11/2007","1:06pm",-0.09,62.79,63.19,62.42,2065330 +"BA",97.65,"6/11/2007","1:06pm",-0.54,98.25,98.79,97.59,1513500 +"C",53.57,"6/11/2007","1:06pm",+0.24,53.20,53.65,52.81,5889294 +"CAT",79.07,"6/11/2007","1:05pm",+0.55,78.32,79.14,78.06,1549052 +"DD",50.79,"6/11/2007","1:06pm",-0.34,51.13,51.21,50.59,1978300 +"DIS",34.195,"6/11/2007","1:06pm",-0.005,34.28,34.44,34.12,3179550 +"GE",37.48,"6/11/2007","1:06pm",+0.16,37.07,37.49,37.05,11921001 +"GM",31.34,"6/11/2007","1:06pm",+0.34,31.00,31.62,30.90,7418551 +"HD",37.75,"6/11/2007","1:06pm",-0.20,37.78,37.83,37.62,5559869 +"HON",56.99,"6/11/2007","1:06pm",-0.39,57.25,57.40,56.91,2007542 +"HPQ",46.0627,"6/11/2007","1:05pm",+0.3627,45.80,46.29,45.46,4829456 +"IBM",103.76,"6/11/2007","1:05pm",+0.69,102.87,104.00,102.50,2503900 +"INTC",22.04,"6/11/2007","1:11pm",+0.21,21.70,22.05,21.69,22780160 +"JNJ",62.58,"6/11/2007","1:06pm",+0.45,62.89,62.89,62.15,4682578 +"JPM",50.649,"6/11/2007","1:06pm",+0.239,50.41,50.66,50.05,4156000 +"KO",51.68,"6/11/2007","1:06pm",+0.01,51.67,51.82,51.32,5958742 +"MCD",51.38,"6/11/2007","1:06pm",-0.03,51.47,51.62,50.98,2710414 +"MMM",85.40,"6/11/2007","1:05pm",-0.54,85.94,85.98,85.28,1115800 +"MO",70.29,"6/11/2007","1:06pm",-0.01,70.25,70.50,69.76,4510357 +"MRK",50.95,"6/11/2007","1:06pm",+0.81,50.30,51.07,50.04,5784900 +"MSFT",30.16,"6/11/2007","1:11pm",+0.11,30.05,30.25,29.93,22141974 +"PFE",26.50,"6/11/2007","1:06pm",-0.02,26.50,26.53,26.31,11587539 +"PG",63.07,"6/11/2007","1:06pm",0.00,62.80,63.12,62.75,3192946 +"T",40.13,"6/11/2007","1:06pm",-0.13,40.20,40.25,39.89,6957775 +"UTX",69.91,"6/11/2007","1:06pm",-0.32,69.85,70.20,69.51,1075500 +"VZ",43.2716,"6/11/2007","1:05pm",+0.2016,42.95,43.34,42.89,4057020 +"WMT",50.07,"6/11/2007","1:06pm",-0.01,49.90,50.08,49.55,5985207 +"XOM",83.53,"6/11/2007","1:06pm",+0.85,82.68,83.72,82.35,6388600 +"AA",39.53,"6/11/2007","1:11pm",-0.13,39.67,40.18,39.43,2319180 +"AIG",71.74,"6/11/2007","1:11pm",+0.21,71.29,71.76,71.15,2359542 +"AXP",63.12,"6/11/2007","1:11pm",+0.08,62.79,63.19,62.42,2086730 +"BA",97.75,"6/11/2007","1:11pm",-0.44,98.25,98.79,97.59,1556900 +"C",53.67,"6/11/2007","1:11pm",+0.34,53.20,53.69,52.81,6010594 +"CAT",79.17,"6/11/2007","1:11pm",+0.65,78.32,79.19,78.06,1577652 +"DD",50.79,"6/11/2007","1:11pm",-0.34,51.13,51.21,50.59,2054300 +"DIS",34.22,"6/11/2007","1:11pm",+0.02,34.28,34.44,34.12,3245950 +"GE",37.53,"6/11/2007","1:11pm",+0.21,37.07,37.53,37.05,12200301 +"GM",31.42,"6/11/2007","1:11pm",+0.42,31.00,31.62,30.90,7518551 +"HD",37.78,"6/11/2007","1:11pm",-0.17,37.78,37.83,37.62,5639569 +"HON",57.13,"6/11/2007","1:11pm",-0.25,57.25,57.40,56.91,2042642 +"HPQ",46.12,"6/11/2007","1:11pm",+0.42,45.80,46.29,45.46,5833149 +"IBM",103.86,"6/11/2007","1:11pm",+0.79,102.87,104.00,102.50,2536300 +"INTC",22.05,"6/11/2007","1:16pm",+0.22,21.70,22.07,21.69,23218578 +"JNJ",62.65,"6/11/2007","1:11pm",+0.52,62.89,62.89,62.15,4727878 +"JPM",50.69,"6/11/2007","1:11pm",+0.28,50.41,50.695,50.05,4239700 +"KO",51.74,"6/11/2007","1:11pm",+0.07,51.67,51.82,51.32,6054742 +"MCD",51.44,"6/11/2007","1:11pm",+0.03,51.47,51.62,50.98,2762114 +"MMM",85.53,"6/11/2007","1:11pm",-0.41,85.94,85.98,85.28,1145200 +"MO",70.41,"6/11/2007","1:11pm",+0.11,70.25,70.50,69.76,4563257 +"MRK",51.12,"6/11/2007","1:11pm",+0.98,50.30,51.13,50.04,5899900 +"MSFT",30.17,"6/11/2007","1:16pm",+0.12,30.05,30.25,29.93,22399100 +"PFE",26.5275,"6/11/2007","1:11pm",+0.0075,26.50,26.53,26.31,12044278 +"PG",63.0995,"6/11/2007","1:11pm",+0.0295,62.80,63.12,62.75,3229446 +"T",40.19,"6/11/2007","1:11pm",-0.07,40.20,40.25,39.89,7073875 +"UTX",69.97,"6/11/2007","1:11pm",-0.26,69.85,70.20,69.51,1092400 +"VZ",43.34,"6/11/2007","1:10pm",+0.27,42.95,43.34,42.88,4847820 +"WMT",50.08,"6/11/2007","1:11pm",0.00,49.90,50.12,49.55,6200407 +"XOM",83.66,"6/11/2007","1:11pm",+0.98,82.68,83.72,82.35,6490400 +"AA",39.56,"6/11/2007","1:16pm",-0.10,39.67,40.18,39.43,2433580 +"AIG",71.80,"6/11/2007","1:16pm",+0.27,71.29,71.83,71.15,2440996 +"AXP",63.20,"6/11/2007","1:15pm",+0.16,62.79,63.21,62.42,2110030 +"BA",97.85,"6/11/2007","1:16pm",-0.34,98.25,98.79,97.59,1590400 +"C",53.679,"6/11/2007","1:16pm",+0.349,53.20,53.71,52.81,6103294 +"CAT",79.35,"6/11/2007","1:16pm",+0.83,78.32,79.39,78.06,1651052 +"DD",50.85,"6/11/2007","1:16pm",-0.28,51.13,51.21,50.59,2111497 +"DIS",34.21,"6/11/2007","1:15pm",+0.01,34.28,34.44,34.12,3343750 +"GE",37.535,"6/11/2007","1:16pm",+0.215,37.07,37.54,37.05,12385801 +"GM",31.45,"6/11/2007","1:16pm",+0.45,31.00,31.62,30.90,7588451 +"HD",37.77,"6/11/2007","1:16pm",-0.18,37.78,37.83,37.62,5820967 +"HON",57.11,"6/11/2007","1:16pm",-0.27,57.25,57.40,56.91,2057642 +"HPQ",46.12,"6/11/2007","1:16pm",+0.42,45.80,46.29,45.46,5922449 +"IBM",103.83,"6/11/2007","1:16pm",+0.76,102.87,104.00,102.50,2579600 +"INTC",22.06,"6/11/2007","1:21pm",+0.23,21.70,22.08,21.69,23707494 +"JNJ",62.64,"6/11/2007","1:16pm",+0.51,62.89,62.89,62.15,4771978 +"JPM",50.75,"6/11/2007","1:16pm",+0.34,50.41,50.78,50.05,4349600 +"KO",51.73,"6/11/2007","1:16pm",+0.06,51.67,51.82,51.32,6085542 +"MCD",51.47,"6/11/2007","1:16pm",+0.06,51.47,51.62,50.98,2786414 +"MMM",85.56,"6/11/2007","1:16pm",-0.38,85.94,85.98,85.28,1180100 +"MO",70.37,"6/11/2007","1:16pm",+0.07,70.25,70.50,69.76,4636857 +"MRK",51.15,"6/11/2007","1:16pm",+1.01,50.30,51.16,50.04,6009400 +"MSFT",30.14,"6/11/2007","1:21pm",+0.09,30.05,30.25,29.93,23011740 +"PFE",26.51,"6/11/2007","1:16pm",-0.01,26.50,26.54,26.31,12225128 +"PG",63.10,"6/11/2007","1:16pm",+0.03,62.80,63.12,62.75,3329546 +"T",40.22,"6/11/2007","1:16pm",-0.04,40.20,40.26,39.89,7235875 +"UTX",69.95,"6/11/2007","1:16pm",-0.28,69.85,70.20,69.51,1122100 +"VZ",43.37,"6/11/2007","1:16pm",+0.30,42.95,43.38,42.88,4953820 +"WMT",50.04,"6/11/2007","1:16pm",-0.04,49.90,50.12,49.55,6345707 +"XOM",83.58,"6/11/2007","1:16pm",+0.90,82.68,83.72,82.35,6598900 +"AA",39.58,"6/11/2007","1:21pm",-0.08,39.67,40.18,39.43,2500980 +"AIG",71.90,"6/11/2007","1:21pm",+0.37,71.29,71.89,71.15,2494796 +"AXP",63.22,"6/11/2007","1:21pm",+0.18,62.79,63.25,62.42,2135530 +"BA",97.81,"6/11/2007","1:20pm",-0.38,98.25,98.79,97.59,1608700 +"C",53.76,"6/11/2007","1:21pm",+0.43,53.20,53.77,52.81,6249294 +"CAT",79.45,"6/11/2007","1:21pm",+0.93,78.32,79.45,78.06,1689152 +"DD",50.89,"6/11/2007","1:21pm",-0.24,51.13,51.21,50.59,2132297 +"DIS",34.23,"6/11/2007","1:20pm",+0.03,34.28,34.44,34.12,3370250 +"GE",37.53,"6/11/2007","1:21pm",+0.21,37.07,37.56,37.05,12700001 +"GM",31.43,"6/11/2007","1:21pm",+0.43,31.00,31.62,30.90,7705751 +"HD",37.76,"6/11/2007","1:21pm",-0.19,37.78,37.83,37.62,5879467 +"HON",57.17,"6/11/2007","1:21pm",-0.21,57.25,57.40,56.91,2107242 +"HPQ",46.17,"6/11/2007","1:21pm",+0.47,45.80,46.29,45.46,5961749 +"IBM",103.81,"6/11/2007","1:21pm",+0.74,102.87,104.00,102.50,2608100 +"INTC",22.04,"6/11/2007","1:26pm",+0.21,21.70,22.08,21.69,24314782 +"JNJ",62.66,"6/11/2007","1:21pm",+0.53,62.89,62.89,62.15,4802578 +"JPM",50.83,"6/11/2007","1:21pm",+0.42,50.41,50.84,50.05,4419800 +"KO",51.79,"6/11/2007","1:21pm",+0.12,51.67,51.82,51.32,6135742 +"MCD",51.48,"6/11/2007","1:21pm",+0.07,51.47,51.62,50.98,2853314 +"MMM",85.64,"6/11/2007","1:21pm",-0.30,85.94,85.98,85.28,1258800 +"MO",70.41,"6/11/2007","1:21pm",+0.11,70.25,70.50,69.76,4723085 +"MRK",51.22,"6/11/2007","1:21pm",+1.08,50.30,51.23,50.04,6148300 +"MSFT",30.1301,"6/11/2007","1:25pm",+0.0801,30.05,30.25,29.93,23292696 +"PFE",26.50,"6/11/2007","1:21pm",-0.02,26.50,26.54,26.31,12653153 +"PG",63.10,"6/11/2007","1:21pm",+0.03,62.80,63.12,62.75,3736946 +"T",40.28,"6/11/2007","1:21pm",+0.02,40.20,40.29,39.89,7365200 +"UTX",70.02,"6/11/2007","1:21pm",-0.21,69.85,70.20,69.51,1158800 +"VZ",43.43,"6/11/2007","1:21pm",+0.36,42.95,43.44,42.88,5053620 +"WMT",50.02,"6/11/2007","1:21pm",-0.06,49.90,50.12,49.55,6585307 +"XOM",83.66,"6/11/2007","1:21pm",+0.98,82.68,83.72,82.35,6705800 +"AA",39.52,"6/11/2007","1:26pm",-0.14,39.67,40.18,39.43,2540480 +"AIG",71.85,"6/11/2007","1:26pm",+0.32,71.29,71.90,71.15,2549996 +"AXP",63.18,"6/11/2007","1:26pm",+0.14,62.79,63.26,62.42,2157330 +"BA",97.71,"6/11/2007","1:26pm",-0.48,98.25,98.79,97.59,1636600 +"C",53.72,"6/11/2007","1:26pm",+0.39,53.20,53.77,52.81,6427294 +"CAT",79.20,"6/11/2007","1:26pm",+0.68,78.32,79.46,78.06,1768752 +"DD",50.86,"6/11/2007","1:26pm",-0.27,51.13,51.21,50.59,2150397 +"DIS",34.22,"6/11/2007","1:26pm",+0.02,34.28,34.44,34.12,3496150 +"GE",37.50,"6/11/2007","1:26pm",+0.18,37.07,37.56,37.05,12934301 +"GM",31.40,"6/11/2007","1:26pm",+0.40,31.00,31.62,30.90,7805351 +"HD",37.75,"6/11/2007","1:26pm",-0.20,37.78,37.83,37.62,5995967 +"HON",57.20,"6/11/2007","1:26pm",-0.18,57.25,57.40,56.91,2149442 +"HPQ",46.14,"6/11/2007","1:26pm",+0.44,45.80,46.29,45.46,6019149 +"IBM",103.70,"6/11/2007","1:26pm",+0.63,102.87,104.00,102.50,2638000 +"INTC",22.04,"6/11/2007","1:31pm",+0.21,21.70,22.08,21.69,24406300 +"JNJ",62.63,"6/11/2007","1:26pm",+0.50,62.89,62.89,62.15,4835178 +"JPM",50.81,"6/11/2007","1:26pm",+0.40,50.41,50.84,50.05,4480900 +"KO",51.78,"6/11/2007","1:26pm",+0.11,51.67,51.85,51.32,6233852 +"MCD",51.44,"6/11/2007","1:26pm",+0.03,51.47,51.62,50.98,2881414 +"MMM",85.62,"6/11/2007","1:26pm",-0.32,85.94,85.98,85.28,1282500 +"MO",70.36,"6/11/2007","1:26pm",+0.06,70.25,70.50,69.76,4767885 +"MRK",51.23,"6/11/2007","1:26pm",+1.09,50.30,51.27,50.04,6334000 +"MSFT",30.12,"6/11/2007","1:31pm",+0.07,30.05,30.25,29.93,23578844 +"PFE",26.50,"6/11/2007","1:26pm",-0.02,26.50,26.54,26.31,14778927 +"PG",63.09,"6/11/2007","1:26pm",+0.02,62.80,63.12,62.75,3928946 +"T",40.31,"6/11/2007","1:26pm",+0.05,40.20,40.33,39.89,7505100 +"UTX",69.98,"6/11/2007","1:26pm",-0.25,69.85,70.20,69.51,1210900 +"VZ",43.40,"6/11/2007","1:26pm",+0.33,42.95,43.45,42.88,5123120 +"WMT",49.96,"6/11/2007","1:26pm",-0.12,49.90,50.12,49.55,6687607 +"XOM",83.57,"6/11/2007","1:26pm",+0.89,82.68,83.72,82.35,6797200 +"AA",39.53,"6/11/2007","1:31pm",-0.13,39.67,40.18,39.43,2572580 +"AIG",71.85,"6/11/2007","1:31pm",+0.32,71.29,71.90,71.15,2602596 +"AXP",63.26,"6/11/2007","1:31pm",+0.22,62.79,63.26,62.42,2172130 +"BA",97.82,"6/11/2007","1:31pm",-0.37,98.25,98.79,97.59,1659000 +"C",53.74,"6/11/2007","1:31pm",+0.41,53.20,53.77,52.81,6462694 +"CAT",79.20,"6/11/2007","1:31pm",+0.68,78.32,79.46,78.06,1829052 +"DD",50.85,"6/11/2007","1:31pm",-0.28,51.13,51.21,50.59,2171097 +"DIS",34.24,"6/11/2007","1:31pm",+0.04,34.28,34.44,34.12,3579950 +"GE",37.52,"6/11/2007","1:31pm",+0.20,37.07,37.56,37.05,13012501 +"GM",31.42,"6/11/2007","1:31pm",+0.42,31.00,31.62,30.90,7927151 +"HD",37.76,"6/11/2007","1:31pm",-0.19,37.78,37.83,37.62,6189667 +"HON",57.21,"6/11/2007","1:31pm",-0.17,57.25,57.40,56.91,2172142 +"HPQ",46.14,"6/11/2007","1:31pm",+0.44,45.80,46.29,45.46,6057949 +"IBM",103.63,"6/11/2007","1:31pm",+0.56,102.87,104.00,102.50,2660504 +"INTC",22.04,"6/11/2007","1:36pm",+0.21,21.70,22.08,21.69,24689632 +"JNJ",62.61,"6/11/2007","1:31pm",+0.48,62.89,62.89,62.15,4868578 +"JPM",50.80,"6/11/2007","1:31pm",+0.39,50.41,50.84,50.05,4526800 +"KO",51.75,"6/11/2007","1:31pm",+0.08,51.67,51.85,51.32,6294152 +"MCD",51.43,"6/11/2007","1:31pm",+0.02,51.47,51.62,50.98,2901114 +"MMM",85.59,"6/11/2007","1:31pm",-0.35,85.94,85.98,85.28,1297000 +"MO",70.34,"6/11/2007","1:31pm",+0.04,70.25,70.50,69.76,4818885 +"MRK",51.24,"6/11/2007","1:31pm",+1.10,50.30,51.27,50.04,6438900 +"MSFT",30.125,"6/11/2007","1:36pm",+0.075,30.05,30.25,29.93,23983122 +"PFE",26.51,"6/11/2007","1:31pm",-0.01,26.50,26.54,26.31,14886127 +"PG",63.08,"6/11/2007","1:31pm",+0.01,62.80,63.13,62.75,3971046 +"T",40.31,"6/11/2007","1:31pm",+0.05,40.20,40.33,39.89,7610100 +"UTX",70.05,"6/11/2007","1:31pm",-0.18,69.85,70.20,69.51,1239200 +"VZ",43.39,"6/11/2007","1:31pm",+0.32,42.95,43.45,42.88,5198120 +"WMT",50.00,"6/11/2007","1:31pm",-0.08,49.90,50.12,49.55,6808307 +"XOM",83.60,"6/11/2007","1:31pm",+0.92,82.68,83.72,82.35,6858500 +"AA",39.54,"6/11/2007","1:36pm",-0.12,39.67,40.18,39.43,2615380 +"AIG",71.90,"6/11/2007","1:36pm",+0.37,71.29,71.90,71.15,2648396 +"AXP",63.27,"6/11/2007","1:36pm",+0.23,62.79,63.28,62.42,2187930 +"BA",97.88,"6/11/2007","1:36pm",-0.31,98.25,98.79,97.59,1700700 +"C",53.73,"6/11/2007","1:36pm",+0.40,53.20,53.77,52.81,6558794 +"CAT",79.20,"6/11/2007","1:36pm",+0.68,78.32,79.46,78.06,1869352 +"DD",50.89,"6/11/2007","1:36pm",-0.24,51.13,51.21,50.59,2184797 +"DIS",34.22,"6/11/2007","1:36pm",+0.02,34.28,34.44,34.12,3654250 +"GE",37.51,"6/11/2007","1:36pm",+0.19,37.07,37.56,37.05,13175301 +"GM",31.45,"6/11/2007","1:36pm",+0.45,31.00,31.62,30.90,8227251 +"HD",37.76,"6/11/2007","1:36pm",-0.19,37.78,37.83,37.62,6273567 +"HON",57.24,"6/11/2007","1:36pm",-0.14,57.25,57.40,56.91,2203642 +"HPQ",46.17,"6/11/2007","1:36pm",+0.47,45.80,46.29,45.46,6121849 +"IBM",103.59,"6/11/2007","1:36pm",+0.52,102.87,104.00,102.50,2702104 +"INTC",22.02,"6/11/2007","1:41pm",+0.19,21.70,22.08,21.69,25010946 +"JNJ",62.60,"6/11/2007","1:36pm",+0.47,62.89,62.89,62.15,4923778 +"JPM",50.77,"6/11/2007","1:36pm",+0.36,50.41,50.84,50.05,4660900 +"KO",51.79,"6/11/2007","1:36pm",+0.12,51.67,51.85,51.32,6365852 +"MCD",51.42,"6/11/2007","1:36pm",+0.01,51.47,51.62,50.98,2935214 +"MMM",85.57,"6/11/2007","1:36pm",-0.37,85.94,85.98,85.28,1313500 +"MO",70.37,"6/11/2007","1:36pm",+0.07,70.25,70.50,69.76,4877785 +"MRK",51.24,"6/11/2007","1:36pm",+1.10,50.30,51.28,50.04,6515500 +"MSFT",30.12,"6/11/2007","1:41pm",+0.07,30.05,30.25,29.93,24255316 +"PFE",26.491,"6/11/2007","1:36pm",-0.029,26.50,26.54,26.31,15109927 +"PG",63.12,"6/11/2007","1:36pm",+0.05,62.80,63.13,62.75,4002446 +"T",40.30,"6/11/2007","1:36pm",+0.04,40.20,40.33,39.89,7712400 +"UTX",70.10,"6/11/2007","1:36pm",-0.13,69.85,70.20,69.51,1247400 +"VZ",43.40,"6/11/2007","1:36pm",+0.33,42.95,43.45,42.88,5341720 +"WMT",49.95,"6/11/2007","1:36pm",-0.13,49.90,50.12,49.55,6914407 +"XOM",83.56,"6/11/2007","1:36pm",+0.88,82.68,83.72,82.35,6917800 +"AA",39.53,"6/11/2007","1:41pm",-0.13,39.67,40.18,39.43,2647380 +"AIG",71.87,"6/11/2007","1:41pm",+0.34,71.29,71.90,71.15,2686796 +"AXP",63.28,"6/11/2007","1:41pm",+0.24,62.79,63.32,62.42,2205330 +"BA",97.82,"6/11/2007","1:41pm",-0.37,98.25,98.79,97.59,1725200 +"C",53.67,"6/11/2007","1:41pm",+0.34,53.20,53.77,52.81,6740594 +"CAT",79.11,"6/11/2007","1:41pm",+0.59,78.32,79.46,78.06,1880652 +"DD",50.861,"6/11/2007","1:41pm",-0.269,51.13,51.21,50.59,2199797 +"DIS",34.21,"6/11/2007","1:41pm",+0.01,34.28,34.44,34.12,3734350 +"GE",37.52,"6/11/2007","1:41pm",+0.20,37.07,37.56,37.05,13566001 +"GM",31.47,"6/11/2007","1:41pm",+0.47,31.00,31.62,30.90,8330251 +"HD",37.75,"6/11/2007","1:41pm",-0.20,37.78,37.83,37.62,6627167 +"HON",57.17,"6/11/2007","1:41pm",-0.21,57.25,57.40,56.91,2246142 +"HPQ",46.14,"6/11/2007","1:41pm",+0.44,45.80,46.29,45.46,6190049 +"IBM",103.54,"6/11/2007","1:41pm",+0.47,102.87,104.00,102.50,2715404 +"INTC",22.02,"6/11/2007","1:46pm",+0.19,21.70,22.08,21.69,25285316 +"JNJ",62.54,"6/11/2007","1:41pm",+0.41,62.89,62.89,62.15,5098378 +"JPM",50.77,"6/11/2007","1:41pm",+0.36,50.41,50.84,50.05,5025900 +"KO",51.725,"6/11/2007","1:41pm",+0.055,51.67,51.85,51.32,6390552 +"MCD",51.391,"6/11/2007","1:41pm",-0.019,51.47,51.62,50.98,2972614 +"MMM",85.58,"6/11/2007","1:41pm",-0.36,85.94,85.98,85.28,1337300 +"MO",70.29,"6/11/2007","1:41pm",-0.01,70.25,70.50,69.76,4907285 +"MRK",51.21,"6/11/2007","1:41pm",+1.07,50.30,51.28,50.04,6587800 +"MSFT",30.13,"6/11/2007","1:46pm",+0.08,30.05,30.25,29.93,24497374 +"PFE",26.49,"6/11/2007","1:41pm",-0.03,26.50,26.54,26.31,15538627 +"PG",63.13,"6/11/2007","1:41pm",+0.06,62.80,63.14,62.75,4048446 +"T",40.31,"6/11/2007","1:41pm",+0.05,40.20,40.34,39.89,7832500 +"UTX",70.07,"6/11/2007","1:41pm",-0.16,69.85,70.20,69.51,1264700 +"VZ",43.38,"6/11/2007","1:41pm",+0.31,42.95,43.45,42.88,5395220 +"WMT",49.90,"6/11/2007","1:41pm",-0.18,49.90,50.12,49.55,7009107 +"XOM",83.53,"6/11/2007","1:41pm",+0.85,82.68,83.72,82.35,7007700 +"AA",39.55,"6/11/2007","1:46pm",-0.11,39.67,40.18,39.43,2672280 +"AIG",71.88,"6/11/2007","1:46pm",+0.35,71.29,71.90,71.15,2724196 +"AXP",63.28,"6/11/2007","1:46pm",+0.24,62.79,63.32,62.42,2214330 +"BA",97.98,"6/11/2007","1:46pm",-0.21,98.25,98.79,97.59,1773500 +"C",53.61,"6/11/2007","1:46pm",+0.28,53.20,53.77,52.81,6867594 +"CAT",79.07,"6/11/2007","1:46pm",+0.55,78.32,79.46,78.06,1923652 +"DD",50.86,"6/11/2007","1:46pm",-0.27,51.13,51.21,50.59,2221297 +"DIS",34.201,"6/11/2007","1:46pm",+0.001,34.28,34.44,34.12,3795650 +"GE",37.52,"6/11/2007","1:46pm",+0.20,37.07,37.56,37.05,13711301 +"GM",31.50,"6/11/2007","1:46pm",+0.50,31.00,31.62,30.90,8678851 +"HD",37.77,"6/11/2007","1:46pm",-0.18,37.78,37.83,37.62,6687867 +"HON",57.162,"6/11/2007","1:46pm",-0.218,57.25,57.40,56.91,2293142 +"HPQ",46.13,"6/11/2007","1:46pm",+0.43,45.80,46.29,45.46,6259749 +"IBM",103.57,"6/11/2007","1:46pm",+0.50,102.87,104.00,102.50,2740104 +"INTC",22.02,"6/11/2007","1:51pm",+0.19,21.70,22.08,21.69,25632092 +"JNJ",62.54,"6/11/2007","1:46pm",+0.41,62.89,62.89,62.15,5147978 +"JPM",50.80,"6/11/2007","1:46pm",+0.39,50.41,50.84,50.05,5114400 +"KO",51.75,"6/11/2007","1:46pm",+0.08,51.67,51.85,51.32,6441352 +"MCD",51.40,"6/11/2007","1:46pm",-0.01,51.47,51.62,50.98,3049814 +"MMM",85.59,"6/11/2007","1:46pm",-0.35,85.94,85.98,85.28,1347600 +"MO",70.28,"6/11/2007","1:46pm",-0.02,70.25,70.50,69.76,4959585 +"MRK",51.18,"6/11/2007","1:46pm",+1.04,50.30,51.28,50.04,6651700 +"MSFT",30.11,"6/11/2007","1:51pm",+0.06,30.05,30.25,29.93,24742128 +"PFE",26.44,"6/11/2007","1:46pm",-0.08,26.50,26.54,26.31,15813727 +"PG",63.12,"6/11/2007","1:46pm",+0.05,62.80,63.14,62.75,4099546 +"T",40.3073,"6/11/2007","1:46pm",+0.0473,40.20,40.34,39.89,7901800 +"UTX",70.10,"6/11/2007","1:46pm",-0.13,69.85,70.20,69.51,1284300 +"VZ",43.42,"6/11/2007","1:46pm",+0.35,42.95,43.45,42.88,5473215 +"WMT",49.94,"6/11/2007","1:46pm",-0.14,49.90,50.12,49.55,7155307 +"XOM",83.66,"6/11/2007","1:46pm",+0.98,82.68,83.72,82.35,7157900 +"AA",39.55,"6/11/2007","1:51pm",-0.11,39.67,40.18,39.43,2705680 +"AIG",71.84,"6/11/2007","1:51pm",+0.31,71.29,71.90,71.15,2760896 +"AXP",63.245,"6/11/2007","1:51pm",+0.205,62.79,63.32,62.42,2226930 +"BA",97.96,"6/11/2007","1:51pm",-0.23,98.25,98.79,97.59,1793700 +"C",53.63,"6/11/2007","1:51pm",+0.30,53.20,53.77,52.81,6926294 +"CAT",79.04,"6/11/2007","1:51pm",+0.52,78.32,79.46,78.06,1958652 +"DD",50.83,"6/11/2007","1:51pm",-0.30,51.13,51.21,50.59,2232897 +"DIS",34.20,"6/11/2007","1:50pm",0.00,34.28,34.44,34.12,3823150 +"GE",37.52,"6/11/2007","1:51pm",+0.20,37.07,37.56,37.05,13797801 +"GM",31.47,"6/11/2007","1:51pm",+0.47,31.00,31.62,30.90,8801851 +"HD",37.77,"6/11/2007","1:51pm",-0.18,37.78,37.83,37.62,6761167 +"HON",57.13,"6/11/2007","1:51pm",-0.25,57.25,57.40,56.91,2327542 +"HPQ",46.12,"6/11/2007","1:51pm",+0.42,45.80,46.29,45.46,6316649 +"IBM",103.55,"6/11/2007","1:51pm",+0.48,102.87,104.00,102.50,2777904 +"INTC",22.03,"6/11/2007","1:56pm",+0.20,21.70,22.08,21.69,26065954 +"JNJ",62.53,"6/11/2007","1:51pm",+0.40,62.89,62.89,62.15,5210478 +"JPM",50.81,"6/11/2007","1:51pm",+0.40,50.41,50.84,50.05,5222100 +"KO",51.75,"6/11/2007","1:51pm",+0.08,51.67,51.85,51.32,6558652 +"MCD",51.39,"6/11/2007","1:51pm",-0.02,51.47,51.62,50.98,3074814 +"MMM",85.548,"6/11/2007","1:51pm",-0.392,85.94,85.98,85.28,1372000 +"MO",70.27,"6/11/2007","1:50pm",-0.03,70.25,70.50,69.76,4986985 +"MRK",51.16,"6/11/2007","1:51pm",+1.02,50.30,51.28,50.04,6821600 +"MSFT",30.13,"6/11/2007","1:56pm",+0.08,30.05,30.25,29.93,24970772 +"PFE",26.448,"6/11/2007","1:51pm",-0.072,26.50,26.54,26.31,16248877 +"PG",63.13,"6/11/2007","1:51pm",+0.06,62.80,63.14,62.75,4157646 +"T",40.31,"6/11/2007","1:51pm",+0.05,40.20,40.34,39.89,8018500 +"UTX",70.15,"6/11/2007","1:51pm",-0.08,69.85,70.20,69.51,1321400 +"VZ",43.44,"6/11/2007","1:51pm",+0.37,42.95,43.45,42.88,5538015 +"WMT",49.86,"6/11/2007","1:51pm",-0.22,49.90,50.12,49.55,7285407 +"XOM",83.56,"6/11/2007","1:51pm",+0.88,82.68,83.72,82.35,7364600 +"AA",39.53,"6/11/2007","1:56pm",-0.13,39.67,40.18,39.43,2721380 +"AIG",71.7918,"6/11/2007","1:56pm",+0.2618,71.29,71.90,71.15,2817696 +"AXP",63.20,"6/11/2007","1:56pm",+0.16,62.79,63.32,62.42,2237230 +"BA",97.89,"6/11/2007","1:56pm",-0.30,98.25,98.79,97.59,1808600 +"C",53.60,"6/11/2007","1:56pm",+0.27,53.20,53.77,52.81,7078394 +"CAT",79.02,"6/11/2007","1:56pm",+0.50,78.32,79.46,78.06,1980452 +"DD",50.83,"6/11/2007","1:56pm",-0.30,51.13,51.21,50.59,2245697 +"DIS",34.195,"6/11/2007","1:56pm",-0.005,34.28,34.44,34.12,3863950 +"GE",37.52,"6/11/2007","1:56pm",+0.20,37.07,37.56,37.05,13986001 +"GM",31.49,"6/11/2007","1:56pm",+0.49,31.00,31.62,30.90,8849851 +"HD",37.75,"6/11/2007","1:56pm",-0.20,37.78,37.83,37.62,6819267 +"HON",57.11,"6/11/2007","1:56pm",-0.27,57.25,57.40,56.91,2354542 +"HPQ",46.122,"6/11/2007","1:56pm",+0.422,45.80,46.29,45.46,6380249 +"IBM",103.53,"6/11/2007","1:56pm",+0.46,102.87,104.00,102.50,2802904 +"INTC",22.01,"6/11/2007","2:01pm",+0.18,21.70,22.08,21.69,26445260 +"JNJ",62.52,"6/11/2007","1:56pm",+0.39,62.89,62.89,62.15,5265678 +"JPM",50.77,"6/11/2007","1:56pm",+0.36,50.41,50.84,50.05,5291300 +"KO",51.7619,"6/11/2007","1:56pm",+0.0919,51.67,51.85,51.32,6606152 +"MCD",51.36,"6/11/2007","1:56pm",-0.05,51.47,51.62,50.98,3110114 +"MMM",85.53,"6/11/2007","1:56pm",-0.41,85.94,85.98,85.28,1402100 +"MO",70.27,"6/11/2007","1:56pm",-0.03,70.25,70.50,69.76,5016285 +"MRK",51.11,"6/11/2007","1:56pm",+0.97,50.30,51.28,50.04,6899000 +"MSFT",30.12,"6/11/2007","2:01pm",+0.07,30.05,30.25,29.93,25277544 +"PFE",26.44,"6/11/2007","1:56pm",-0.08,26.50,26.54,26.31,16455677 +"PG",63.13,"6/11/2007","1:56pm",+0.06,62.80,63.15,62.75,4256946 +"T",40.28,"6/11/2007","1:56pm",+0.02,40.20,40.34,39.89,8132800 +"UTX",70.154,"6/11/2007","1:56pm",-0.076,69.85,70.20,69.51,1344300 +"VZ",43.47,"6/11/2007","1:56pm",+0.40,42.95,43.47,42.88,5621815 +"WMT",49.88,"6/11/2007","1:56pm",-0.20,49.90,50.12,49.55,7420907 +"XOM",83.52,"6/11/2007","1:56pm",+0.84,82.68,83.72,82.35,7459300 +"AA",39.491,"6/11/2007","2:01pm",-0.169,39.67,40.18,39.43,2763280 +"AIG",71.77,"6/11/2007","2:01pm",+0.24,71.29,71.90,71.15,2879896 +"AXP",63.17,"6/11/2007","2:01pm",+0.13,62.79,63.32,62.42,2261630 +"BA",97.83,"6/11/2007","2:01pm",-0.36,98.25,98.79,97.59,1833100 +"C",53.55,"6/11/2007","2:01pm",+0.22,53.20,53.77,52.81,7307094 +"CAT",79.00,"6/11/2007","2:01pm",+0.48,78.32,79.46,78.06,2025552 +"DD",50.85,"6/11/2007","2:01pm",-0.28,51.13,51.21,50.59,2277197 +"DIS",34.20,"6/11/2007","2:01pm",0.00,34.28,34.44,34.12,3931450 +"GE",37.51,"6/11/2007","2:01pm",+0.19,37.07,37.56,37.05,14260601 +"GM",31.50,"6/11/2007","2:01pm",+0.50,31.00,31.62,30.90,8948751 +"HD",37.75,"6/11/2007","2:01pm",-0.20,37.78,37.83,37.62,7227367 +"HON",57.13,"6/11/2007","2:01pm",-0.25,57.25,57.40,56.91,2422142 +"HPQ",46.08,"6/11/2007","2:01pm",+0.38,45.80,46.29,45.46,6426249 +"IBM",103.51,"6/11/2007","2:01pm",+0.44,102.87,104.00,102.50,2839204 +"INTC",22.02,"6/11/2007","2:06pm",+0.19,21.70,22.08,21.69,26751104 +"JNJ",62.50,"6/11/2007","2:01pm",+0.37,62.89,62.89,62.15,5350858 +"JPM",50.70,"6/11/2007","2:01pm",+0.29,50.41,50.84,50.05,5396400 +"KO",51.76,"6/11/2007","2:01pm",+0.09,51.67,51.85,51.32,6660752 +"MCD",51.3727,"6/11/2007","2:01pm",-0.0373,51.47,51.62,50.98,3168414 +"MMM",85.58,"6/11/2007","2:01pm",-0.36,85.94,85.98,85.28,1440600 +"MO",70.24,"6/11/2007","2:01pm",-0.06,70.25,70.50,69.76,5077085 +"MRK",51.09,"6/11/2007","2:01pm",+0.95,50.30,51.28,50.04,6995800 +"MSFT",30.12,"6/11/2007","2:06pm",+0.07,30.05,30.25,29.93,25466984 +"PFE",26.44,"6/11/2007","2:01pm",-0.08,26.50,26.54,26.31,16750477 +"PG",63.12,"6/11/2007","2:01pm",+0.05,62.80,63.15,62.75,4334646 +"T",40.27,"6/11/2007","2:01pm",+0.01,40.20,40.34,39.89,8457200 +"UTX",70.11,"6/11/2007","2:01pm",-0.12,69.85,70.20,69.51,1362600 +"VZ",43.46,"6/11/2007","2:01pm",+0.39,42.95,43.47,42.88,5698015 +"WMT",49.79,"6/11/2007","2:01pm",-0.29,49.90,50.12,49.55,7569507 +"XOM",83.43,"6/11/2007","2:01pm",+0.75,82.68,83.72,82.35,7716900 +"AA",39.50,"6/11/2007","2:06pm",-0.16,39.67,40.18,39.43,2841280 +"AIG",71.85,"6/11/2007","2:06pm",+0.32,71.29,71.90,71.15,2945096 +"AXP",63.23,"6/11/2007","2:06pm",+0.19,62.79,63.32,62.42,2280130 +"BA",97.92,"6/11/2007","2:06pm",-0.27,98.25,98.79,97.59,1847000 +"C",53.56,"6/11/2007","2:06pm",+0.23,53.20,53.77,52.81,7466394 +"CAT",79.11,"6/11/2007","2:06pm",+0.59,78.32,79.46,78.06,2048252 +"DD",50.86,"6/11/2007","2:06pm",-0.27,51.13,51.21,50.59,2309597 +"DIS",34.19,"6/11/2007","2:06pm",-0.01,34.28,34.44,34.12,3986950 +"GE",37.51,"6/11/2007","2:06pm",+0.19,37.07,37.56,37.05,14444801 +"GM",31.50,"6/11/2007","2:06pm",+0.50,31.00,31.62,30.90,9108451 +"HD",37.75,"6/11/2007","2:06pm",-0.20,37.78,37.83,37.62,7407867 +"HON",57.11,"6/11/2007","2:06pm",-0.27,57.25,57.40,56.91,2462942 +"HPQ",46.08,"6/11/2007","2:06pm",+0.38,45.80,46.29,45.46,6509849 +"IBM",103.54,"6/11/2007","2:06pm",+0.47,102.87,104.00,102.50,2861904 +"INTC",22.03,"6/11/2007","2:11pm",+0.20,21.70,22.08,21.69,26974348 +"JNJ",62.50,"6/11/2007","2:06pm",+0.37,62.89,62.89,62.15,5513358 +"JPM",50.65,"6/11/2007","2:06pm",+0.24,50.41,50.84,50.05,5565600 +"KO",51.77,"6/11/2007","2:06pm",+0.10,51.67,51.85,51.32,6687652 +"MCD",51.41,"6/11/2007","2:06pm",0.00,51.47,51.62,50.98,3209614 +"MMM",85.53,"6/11/2007","2:06pm",-0.41,85.94,85.98,85.28,1470200 +"MO",70.29,"6/11/2007","2:06pm",-0.01,70.25,70.50,69.76,5107185 +"MRK",51.05,"6/11/2007","2:06pm",+0.91,50.30,51.28,50.04,7162100 +"MSFT",30.13,"6/11/2007","2:11pm",+0.08,30.05,30.25,29.93,25965886 +"PFE",26.44,"6/11/2007","2:06pm",-0.08,26.50,26.54,26.31,17179996 +"PG",63.14,"6/11/2007","2:06pm",+0.07,62.80,63.15,62.75,4427046 +"T",40.26,"6/11/2007","2:06pm",0.00,40.20,40.34,39.89,8620800 +"UTX",70.12,"6/11/2007","2:06pm",-0.11,69.85,70.20,69.51,1386800 +"VZ",43.44,"6/11/2007","2:06pm",+0.37,42.95,43.47,42.88,5829840 +"WMT",49.83,"6/11/2007","2:06pm",-0.25,49.90,50.12,49.55,7695307 +"XOM",83.44,"6/11/2007","2:06pm",+0.76,82.68,83.72,82.35,7916100 +"AA",39.53,"6/11/2007","2:11pm",-0.13,39.67,40.18,39.43,2880880 +"AIG",71.98,"6/11/2007","2:11pm",+0.45,71.29,71.99,71.15,3103496 +"AXP",63.38,"6/11/2007","2:11pm",+0.34,62.79,63.39,62.42,2308630 +"BA",97.93,"6/11/2007","2:11pm",-0.26,98.25,98.79,97.59,1881100 +"C",53.72,"6/11/2007","2:11pm",+0.39,53.20,53.77,52.81,7588294 +"CAT",79.19,"6/11/2007","2:11pm",+0.67,78.32,79.46,78.06,2131352 +"DD",50.90,"6/11/2007","2:11pm",-0.23,51.13,51.21,50.59,2340097 +"DIS",34.21,"6/11/2007","2:11pm",+0.01,34.28,34.44,34.12,4058750 +"GE",37.57,"6/11/2007","2:11pm",+0.25,37.07,37.57,37.05,14734801 +"GM",31.57,"6/11/2007","2:11pm",+0.57,31.00,31.62,30.90,9594251 +"HD",37.76,"6/11/2007","2:11pm",-0.19,37.78,37.83,37.62,7474967 +"HON",57.19,"6/11/2007","2:11pm",-0.19,57.25,57.40,56.91,2592542 +"HPQ",46.15,"6/11/2007","2:11pm",+0.45,45.80,46.29,45.46,6633249 +"IBM",103.59,"6/11/2007","2:11pm",+0.52,102.87,104.00,102.50,2884504 +"INTC",22.01,"6/11/2007","2:16pm",+0.18,21.70,22.08,21.69,27482520 +"JNJ",62.53,"6/11/2007","2:11pm",+0.40,62.89,62.89,62.15,5618158 +"JPM",50.74,"6/11/2007","2:11pm",+0.33,50.41,50.84,50.05,5728500 +"KO",51.79,"6/11/2007","2:11pm",+0.12,51.67,51.85,51.32,6761552 +"MCD",51.50,"6/11/2007","2:11pm",+0.09,51.47,51.62,50.98,3260114 +"MMM",85.57,"6/11/2007","2:11pm",-0.37,85.94,85.98,85.28,1508200 +"MO",70.34,"6/11/2007","2:11pm",+0.04,70.25,70.50,69.76,5156485 +"MRK",51.21,"6/11/2007","2:11pm",+1.07,50.30,51.28,50.04,7355400 +"MSFT",30.16,"6/11/2007","2:16pm",+0.11,30.05,30.25,29.93,26411778 +"PFE",26.48,"6/11/2007","2:11pm",-0.04,26.50,26.54,26.31,17302396 +"PG",63.1819,"6/11/2007","2:11pm",+0.1119,62.80,63.19,62.75,4533846 +"T",40.25,"6/11/2007","2:11pm",-0.01,40.20,40.34,39.89,8839900 +"UTX",70.20,"6/11/2007","2:11pm",-0.03,69.85,70.20,69.51,1410200 +"VZ",43.49,"6/11/2007","2:11pm",+0.42,42.95,43.49,42.88,5904936 +"WMT",49.882,"6/11/2007","2:11pm",-0.198,49.90,50.12,49.55,7831607 +"XOM",83.51,"6/11/2007","2:11pm",+0.83,82.68,83.72,82.35,8147200 +"AA",39.49,"6/11/2007","2:16pm",-0.17,39.67,40.18,39.43,2953380 +"AIG",71.90,"6/11/2007","2:16pm",+0.37,71.29,72.03,71.15,3208796 +"AXP",63.31,"6/11/2007","2:16pm",+0.27,62.79,63.42,62.42,2337730 +"BA",97.92,"6/11/2007","2:16pm",-0.27,98.25,98.79,97.59,1921100 +"C",53.65,"6/11/2007","2:16pm",+0.32,53.20,53.77,52.81,7685194 +"CAT",79.08,"6/11/2007","2:16pm",+0.56,78.32,79.46,78.06,2163952 +"DD",50.86,"6/11/2007","2:16pm",-0.27,51.13,51.21,50.59,2355597 +"DIS",34.20,"6/11/2007","2:16pm",0.00,34.28,34.44,34.12,4227650 +"GE",37.54,"6/11/2007","2:16pm",+0.22,37.07,37.61,37.05,15329801 +"GM",31.63,"6/11/2007","2:16pm",+0.63,31.00,31.64,30.90,9900251 +"HD",37.75,"6/11/2007","2:16pm",-0.20,37.78,37.83,37.62,7614667 +"HON",57.16,"6/11/2007","2:16pm",-0.22,57.25,57.40,56.91,2626742 +"HPQ",46.14,"6/11/2007","2:16pm",+0.44,45.80,46.29,45.46,6705149 +"IBM",103.48,"6/11/2007","2:16pm",+0.41,102.87,104.00,102.50,2932004 +"INTC",22.01,"6/11/2007","2:21pm",+0.18,21.70,22.08,21.69,27617028 +"JNJ",62.49,"6/11/2007","2:16pm",+0.36,62.89,62.89,62.15,5748158 +"JPM",50.71,"6/11/2007","2:16pm",+0.30,50.41,50.84,50.05,5968400 +"KO",51.75,"6/11/2007","2:16pm",+0.08,51.67,51.85,51.32,6798052 +"MCD",51.40,"6/11/2007","2:16pm",-0.01,51.47,51.62,50.98,3310514 +"MMM",85.53,"6/11/2007","2:16pm",-0.41,85.94,85.98,85.28,1531600 +"MO",70.33,"6/11/2007","2:16pm",+0.03,70.25,70.50,69.76,5204085 +"MRK",51.17,"6/11/2007","2:16pm",+1.03,50.30,51.28,50.04,7421000 +"MSFT",30.18,"6/11/2007","2:21pm",+0.13,30.05,30.25,29.93,26830224 +"PFE",26.46,"6/11/2007","2:16pm",-0.06,26.50,26.54,26.31,17549496 +"PG",63.18,"6/11/2007","2:16pm",+0.11,62.80,63.20,62.75,4586346 +"T",40.30,"6/11/2007","2:16pm",+0.04,40.20,40.34,39.89,9022910 +"UTX",70.192,"6/11/2007","2:16pm",-0.038,69.85,70.25,69.51,1444200 +"VZ",43.52,"6/11/2007","2:16pm",+0.45,42.95,43.535,42.88,6098036 +"WMT",49.85,"6/11/2007","2:16pm",-0.23,49.90,50.12,49.55,7900607 +"XOM",83.37,"6/11/2007","2:16pm",+0.69,82.68,83.85,82.35,8845100 +"AA",39.46,"6/11/2007","2:21pm",-0.20,39.67,40.18,39.43,3029880 +"AIG",71.92,"6/11/2007","2:21pm",+0.39,71.29,72.03,71.15,3245196 +"AXP",63.35,"6/11/2007","2:21pm",+0.31,62.79,63.42,62.42,2353430 +"BA",97.97,"6/11/2007","2:21pm",-0.22,98.25,98.79,97.59,1944500 +"C",53.69,"6/11/2007","2:21pm",+0.36,53.20,53.77,52.81,7757194 +"CAT",79.12,"6/11/2007","2:21pm",+0.60,78.32,79.46,78.06,2214452 +"DD",50.899,"6/11/2007","2:21pm",-0.231,51.13,51.21,50.59,2373297 +"DIS",34.23,"6/11/2007","2:21pm",+0.03,34.28,34.44,34.12,4262150 +"GE",37.52,"6/11/2007","2:21pm",+0.20,37.07,37.61,37.05,15596301 +"GM",31.68,"6/11/2007","2:21pm",+0.68,31.00,31.69,30.90,10286001 +"HD",37.7618,"6/11/2007","2:21pm",-0.1882,37.78,37.83,37.62,7739967 +"HON",57.28,"6/11/2007","2:21pm",-0.10,57.25,57.40,56.91,2699742 +"HPQ",46.16,"6/11/2007","2:21pm",+0.46,45.80,46.29,45.46,6773849 +"IBM",103.47,"6/11/2007","2:21pm",+0.40,102.87,104.00,102.50,2958304 +"INTC",22.008,"6/11/2007","2:26pm",+0.178,21.70,22.08,21.69,28003456 +"JNJ",62.53,"6/11/2007","2:21pm",+0.40,62.89,62.89,62.15,5814358 +"JPM",50.721,"6/11/2007","2:21pm",+0.311,50.41,50.84,50.05,6057700 +"KO",51.77,"6/11/2007","2:21pm",+0.10,51.67,51.85,51.32,6832552 +"MCD",51.37,"6/11/2007","2:21pm",-0.04,51.47,51.62,50.98,3514114 +"MMM",85.58,"6/11/2007","2:21pm",-0.36,85.94,85.98,85.28,1584600 +"MO",70.39,"6/11/2007","2:21pm",+0.09,70.25,70.50,69.76,5237185 +"MRK",51.25,"6/11/2007","2:21pm",+1.11,50.30,51.28,50.04,7541700 +"MSFT",30.18,"6/11/2007","2:26pm",+0.13,30.05,30.25,29.93,27263748 +"PFE",26.45,"6/11/2007","2:21pm",-0.07,26.50,26.54,26.31,17743896 +"PG",63.17,"6/11/2007","2:21pm",+0.10,62.80,63.20,62.75,4649246 +"T",40.36,"6/11/2007","2:21pm",+0.10,40.20,40.37,39.89,9204010 +"UTX",70.20,"6/11/2007","2:21pm",-0.03,69.85,70.25,69.51,1518400 +"VZ",43.57,"6/11/2007","2:21pm",+0.50,42.95,43.58,42.88,6405057 +"WMT",49.84,"6/11/2007","2:21pm",-0.24,49.90,50.12,49.55,7979707 +"XOM",83.46,"6/11/2007","2:21pm",+0.78,82.68,83.85,82.35,9131100 +"AA",39.46,"6/11/2007","2:26pm",-0.20,39.67,40.18,39.43,3106580 +"AIG",71.92,"6/11/2007","2:26pm",+0.39,71.29,72.03,71.15,3332596 +"AXP",63.34,"6/11/2007","2:26pm",+0.30,62.79,63.42,62.42,2372530 +"BA",97.92,"6/11/2007","2:26pm",-0.27,98.25,98.79,97.59,1972600 +"C",53.68,"6/11/2007","2:26pm",+0.35,53.20,53.77,52.81,7862194 +"CAT",79.06,"6/11/2007","2:26pm",+0.54,78.32,79.46,78.06,2621452 +"DD",50.85,"6/11/2007","2:26pm",-0.28,51.13,51.21,50.59,2400597 +"DIS",34.21,"6/11/2007","2:26pm",+0.01,34.28,34.44,34.12,4329650 +"GE",37.48,"6/11/2007","2:26pm",+0.16,37.07,37.61,37.05,15908401 +"GM",31.76,"6/11/2007","2:26pm",+0.76,31.00,31.77,30.90,10673201 +"HD",37.76,"6/11/2007","2:26pm",-0.19,37.78,37.83,37.62,7797367 +"HON",57.23,"6/11/2007","2:26pm",-0.15,57.25,57.40,56.91,2798642 +"HPQ",46.16,"6/11/2007","2:26pm",+0.46,45.80,46.29,45.46,6850349 +"IBM",103.52,"6/11/2007","2:26pm",+0.45,102.87,104.00,102.50,2994204 +"INTC",22.01,"6/11/2007","2:31pm",+0.18,21.70,22.08,21.69,28166784 +"JNJ",62.52,"6/11/2007","2:26pm",+0.39,62.89,62.89,62.15,5858958 +"JPM",50.72,"6/11/2007","2:26pm",+0.31,50.41,50.84,50.05,6141900 +"KO",51.80,"6/11/2007","2:26pm",+0.13,51.67,51.85,51.32,6873652 +"MCD",51.37,"6/11/2007","2:26pm",-0.04,51.47,51.62,50.98,3549714 +"MMM",85.55,"6/11/2007","2:26pm",-0.39,85.94,85.98,85.28,1616200 +"MO",70.3611,"6/11/2007","2:26pm",+0.0611,70.25,70.50,69.76,5288885 +"MRK",51.26,"6/11/2007","2:26pm",+1.12,50.30,51.28,50.04,7641900 +"MSFT",30.18,"6/11/2007","2:31pm",+0.13,30.05,30.25,29.93,27477918 +"PFE",26.45,"6/11/2007","2:26pm",-0.07,26.50,26.54,26.31,17889796 +"PG",63.13,"6/11/2007","2:26pm",+0.06,62.80,63.20,62.75,4759446 +"T",40.43,"6/11/2007","2:26pm",+0.17,40.20,40.47,39.89,9441710 +"UTX",70.15,"6/11/2007","2:26pm",-0.08,69.85,70.25,69.51,1552400 +"VZ",43.58,"6/11/2007","2:26pm",+0.51,42.95,43.61,42.88,6495057 +"WMT",49.82,"6/11/2007","2:26pm",-0.26,49.90,50.12,49.55,8014807 +"XOM",83.40,"6/11/2007","2:26pm",+0.72,82.68,83.85,82.35,9250000 +"AA",39.43,"6/11/2007","2:31pm",-0.23,39.67,40.18,39.42,3146680 +"AIG",71.88,"6/11/2007","2:31pm",+0.35,71.29,72.03,71.15,3377696 +"AXP",63.30,"6/11/2007","2:31pm",+0.26,62.79,63.42,62.42,2396630 +"BA",97.83,"6/11/2007","2:31pm",-0.36,98.25,98.79,97.59,1992300 +"C",53.64,"6/11/2007","2:31pm",+0.31,53.20,53.77,52.81,7963894 +"CAT",79.00,"6/11/2007","2:31pm",+0.48,78.32,79.46,78.06,2657252 +"DD",50.85,"6/11/2007","2:31pm",-0.28,51.13,51.21,50.59,2419197 +"DIS",34.20,"6/11/2007","2:31pm",0.00,34.28,34.44,34.12,4416950 +"GE",37.48,"6/11/2007","2:31pm",+0.16,37.07,37.61,37.05,16180901 +"GM",31.74,"6/11/2007","2:31pm",+0.74,31.00,31.77,30.90,10859101 +"HD",37.76,"6/11/2007","2:31pm",-0.19,37.78,37.83,37.62,8074667 +"HON",57.20,"6/11/2007","2:31pm",-0.18,57.25,57.40,56.91,2836642 +"HPQ",46.15,"6/11/2007","2:31pm",+0.45,45.80,46.29,45.46,6906449 +"IBM",103.46,"6/11/2007","2:31pm",+0.39,102.87,104.00,102.50,3014104 +"INTC",22.01,"6/11/2007","2:36pm",+0.18,21.70,22.08,21.69,28623660 +"JNJ",62.48,"6/11/2007","2:31pm",+0.35,62.89,62.89,62.15,5916458 +"JPM",50.68,"6/11/2007","2:31pm",+0.27,50.41,50.84,50.05,6212400 +"KO",51.75,"6/11/2007","2:31pm",+0.08,51.67,51.85,51.32,6921352 +"MCD",51.31,"6/11/2007","2:31pm",-0.10,51.47,51.62,50.98,3570814 +"MMM",85.56,"6/11/2007","2:31pm",-0.38,85.94,85.98,85.28,1632000 +"MO",70.34,"6/11/2007","2:31pm",+0.04,70.25,70.50,69.76,5316285 +"MRK",51.25,"6/11/2007","2:31pm",+1.11,50.30,51.35,50.04,7816300 +"MSFT",30.18,"6/11/2007","2:36pm",+0.13,30.05,30.25,29.93,27776860 +"PFE",26.43,"6/11/2007","2:31pm",-0.09,26.50,26.54,26.31,18072696 +"PG",63.09,"6/11/2007","2:31pm",+0.02,62.80,63.20,62.75,4849346 +"T",40.37,"6/11/2007","2:31pm",+0.11,40.20,40.47,39.89,9632910 +"UTX",70.15,"6/11/2007","2:31pm",-0.08,69.85,70.25,69.51,1566500 +"VZ",43.53,"6/11/2007","2:31pm",+0.46,42.95,43.61,42.88,6607457 +"WMT",49.77,"6/11/2007","2:31pm",-0.31,49.90,50.12,49.55,8080507 +"XOM",83.35,"6/11/2007","2:31pm",+0.67,82.68,83.85,82.35,9365400 +"AA",39.39,"6/11/2007","2:36pm",-0.27,39.67,40.18,39.38,3233280 +"AIG",71.87,"6/11/2007","2:36pm",+0.34,71.29,72.03,71.15,3455896 +"AXP",63.22,"6/11/2007","2:36pm",+0.18,62.79,63.42,62.42,2427730 +"BA",97.77,"6/11/2007","2:36pm",-0.42,98.25,98.79,97.59,2005500 +"C",53.63,"6/11/2007","2:36pm",+0.30,53.20,53.77,52.81,8024794 +"CAT",79.01,"6/11/2007","2:36pm",+0.49,78.32,79.46,78.06,2680952 +"DD",50.83,"6/11/2007","2:36pm",-0.30,51.13,51.21,50.59,2435997 +"DIS",34.19,"6/11/2007","2:36pm",-0.01,34.28,34.44,34.12,4466950 +"GE",37.44,"6/11/2007","2:36pm",+0.12,37.07,37.61,37.05,16472401 +"GM",31.70,"6/11/2007","2:36pm",+0.70,31.00,31.79,30.90,11121251 +"HD",37.75,"6/11/2007","2:36pm",-0.20,37.78,37.83,37.62,8123767 +"HON",57.16,"6/11/2007","2:36pm",-0.22,57.25,57.40,56.91,2882942 +"HPQ",46.15,"6/11/2007","2:36pm",+0.45,45.80,46.29,45.46,6971049 +"IBM",103.42,"6/11/2007","2:36pm",+0.35,102.87,104.00,102.50,3050204 +"INTC",22.0203,"6/11/2007","2:41pm",+0.1903,21.70,22.08,21.69,28975326 +"JNJ",62.48,"6/11/2007","2:36pm",+0.35,62.89,62.89,62.15,5985258 +"JPM",50.67,"6/11/2007","2:36pm",+0.26,50.41,50.84,50.05,6275300 +"KO",51.75,"6/11/2007","2:36pm",+0.08,51.67,51.85,51.32,7031052 +"MCD",51.33,"6/11/2007","2:36pm",-0.08,51.47,51.62,50.98,3605014 +"MMM",85.47,"6/11/2007","2:36pm",-0.47,85.94,85.98,85.28,1656600 +"MO",70.33,"6/11/2007","2:36pm",+0.03,70.25,70.50,69.76,5350885 +"MRK",51.20,"6/11/2007","2:36pm",+1.06,50.30,51.35,50.04,7984900 +"MSFT",30.18,"6/11/2007","2:41pm",+0.13,30.05,30.25,29.93,30696744 +"PFE",26.44,"6/11/2007","2:36pm",-0.08,26.50,26.54,26.31,18273796 +"PG",63.09,"6/11/2007","2:36pm",+0.02,62.80,63.20,62.75,4902446 +"T",40.29,"6/11/2007","2:36pm",+0.03,40.20,40.47,39.89,9901810 +"UTX",70.11,"6/11/2007","2:36pm",-0.12,69.85,70.25,69.51,1589000 +"VZ",43.50,"6/11/2007","2:36pm",+0.43,42.95,43.61,42.88,6714857 +"WMT",49.76,"6/11/2007","2:36pm",-0.32,49.90,50.12,49.55,8135107 +"XOM",83.33,"6/11/2007","2:36pm",+0.65,82.68,83.85,82.35,9480100 +"AA",39.39,"6/11/2007","2:41pm",-0.27,39.67,40.18,39.34,3314380 +"AIG",71.89,"6/11/2007","2:41pm",+0.36,71.29,72.03,71.15,3656596 +"AXP",63.23,"6/11/2007","2:41pm",+0.19,62.79,63.42,62.42,2445430 +"BA",97.74,"6/11/2007","2:41pm",-0.45,98.25,98.79,97.59,2031200 +"C",53.68,"6/11/2007","2:41pm",+0.35,53.20,53.77,52.81,8087994 +"CAT",79.04,"6/11/2007","2:41pm",+0.52,78.32,79.46,78.06,2712552 +"DD",50.81,"6/11/2007","2:41pm",-0.32,51.13,51.21,50.59,2447897 +"DIS",34.19,"6/11/2007","2:41pm",-0.01,34.28,34.44,34.12,4526150 +"GE",37.47,"6/11/2007","2:41pm",+0.15,37.07,37.61,37.05,16819600 +"GM",31.65,"6/11/2007","2:41pm",+0.65,31.00,31.79,30.90,11306951 +"HD",37.76,"6/11/2007","2:41pm",-0.19,37.78,37.83,37.62,8189567 +"HON",57.13,"6/11/2007","2:41pm",-0.25,57.25,57.40,56.91,2913842 +"HPQ",46.13,"6/11/2007","2:41pm",+0.43,45.80,46.29,45.46,7057949 +"IBM",103.44,"6/11/2007","2:41pm",+0.37,102.87,104.00,102.50,3087004 +"INTC",22.02,"6/11/2007","2:46pm",+0.19,21.70,22.08,21.69,29252326 +"JNJ",62.48,"6/11/2007","2:41pm",+0.35,62.89,62.89,62.15,6046058 +"JPM",50.71,"6/11/2007","2:41pm",+0.30,50.41,50.84,50.05,6338800 +"KO",51.76,"6/11/2007","2:41pm",+0.09,51.67,51.85,51.32,7064552 +"MCD",51.29,"6/11/2007","2:41pm",-0.12,51.47,51.62,50.98,3648414 +"MMM",85.50,"6/11/2007","2:41pm",-0.44,85.94,85.98,85.28,1687900 +"MO",70.34,"6/11/2007","2:41pm",+0.04,70.25,70.50,69.76,5406985 +"MRK",51.18,"6/11/2007","2:41pm",+1.04,50.30,51.35,50.04,8103700 +"MSFT",30.22,"6/11/2007","2:46pm",+0.17,30.05,30.25,29.93,31209364 +"PFE",26.43,"6/11/2007","2:41pm",-0.09,26.50,26.54,26.31,18438496 +"PG",63.11,"6/11/2007","2:41pm",+0.04,62.80,63.20,62.75,4959446 +"T",40.27,"6/11/2007","2:41pm",+0.01,40.20,40.47,39.89,10050710 +"UTX",70.11,"6/11/2007","2:41pm",-0.12,69.85,70.25,69.51,1626700 +"VZ",43.50,"6/11/2007","2:41pm",+0.43,42.95,43.61,42.88,6863457 +"WMT",49.79,"6/11/2007","2:41pm",-0.29,49.90,50.12,49.55,8245307 +"XOM",83.37,"6/11/2007","2:41pm",+0.69,82.68,83.85,82.35,9563400 +"AA",39.33,"6/11/2007","2:46pm",-0.33,39.67,40.18,39.30,3399080 +"AIG",71.86,"6/11/2007","2:46pm",+0.33,71.29,72.03,71.15,3740596 +"AXP",63.20,"6/11/2007","2:46pm",+0.16,62.79,63.42,62.42,2463030 +"BA",97.78,"6/11/2007","2:46pm",-0.41,98.25,98.79,97.59,2065200 +"C",53.67,"6/11/2007","2:46pm",+0.34,53.20,53.77,52.81,8200694 +"CAT",79.00,"6/11/2007","2:46pm",+0.48,78.32,79.46,78.06,2725452 +"DD",50.80,"6/11/2007","2:46pm",-0.33,51.13,51.21,50.59,2457797 +"DIS",34.20,"6/11/2007","2:46pm",0.00,34.28,34.44,34.12,4601150 +"GE",37.48,"6/11/2007","2:46pm",+0.16,37.07,37.61,37.05,17056300 +"GM",31.65,"6/11/2007","2:46pm",+0.65,31.00,31.79,30.90,11359851 +"HD",37.75,"6/11/2007","2:46pm",-0.20,37.78,37.83,37.62,8424967 +"HON",57.18,"6/11/2007","2:46pm",-0.20,57.25,57.40,56.91,2949842 +"HPQ",46.13,"6/11/2007","2:46pm",+0.43,45.80,46.29,45.46,7195349 +"IBM",103.49,"6/11/2007","2:46pm",+0.42,102.87,104.00,102.50,3126604 +"INTC",22.02,"6/11/2007","2:51pm",+0.19,21.70,22.08,21.69,29404310 +"JNJ",62.485,"6/11/2007","2:46pm",+0.355,62.89,62.89,62.15,6102358 +"JPM",50.70,"6/11/2007","2:46pm",+0.29,50.41,50.84,50.05,6395400 +"KO",51.73,"6/11/2007","2:46pm",+0.06,51.67,51.85,51.32,7104652 +"MCD",51.32,"6/11/2007","2:46pm",-0.09,51.47,51.62,50.98,3708627 +"MMM",85.50,"6/11/2007","2:46pm",-0.44,85.94,85.98,85.28,1710200 +"MO",70.28,"6/11/2007","2:46pm",-0.02,70.25,70.50,69.76,5450985 +"MRK",51.19,"6/11/2007","2:46pm",+1.05,50.30,51.35,50.04,8188500 +"MSFT",30.16,"6/11/2007","2:51pm",+0.11,30.05,30.25,29.93,31914788 +"PFE",26.435,"6/11/2007","2:46pm",-0.085,26.50,26.54,26.31,18623136 +"PG",63.11,"6/11/2007","2:46pm",+0.04,62.80,63.20,62.75,5034546 +"T",40.29,"6/11/2007","2:46pm",+0.03,40.20,40.47,39.89,10311910 +"UTX",70.19,"6/11/2007","2:46pm",-0.04,69.85,70.25,69.51,1662900 +"VZ",43.52,"6/11/2007","2:46pm",+0.45,42.95,43.61,42.88,6914257 +"WMT",49.76,"6/11/2007","2:46pm",-0.32,49.90,50.12,49.55,8356278 +"XOM",83.30,"6/11/2007","2:46pm",+0.62,82.68,83.85,82.35,9689200 +"AA",39.33,"6/11/2007","2:51pm",-0.33,39.67,40.18,39.30,3443580 +"AIG",71.85,"6/11/2007","2:51pm",+0.32,71.29,72.03,71.15,3833496 +"AXP",63.26,"6/11/2007","2:51pm",+0.22,62.79,63.42,62.42,2483430 +"BA",97.66,"6/11/2007","2:51pm",-0.53,98.25,98.79,97.59,2085200 +"C",53.68,"6/11/2007","2:51pm",+0.35,53.20,53.77,52.81,8317394 +"CAT",78.99,"6/11/2007","2:51pm",+0.47,78.32,79.46,78.06,2746952 +"DD",50.80,"6/11/2007","2:51pm",-0.33,51.13,51.21,50.59,2480397 +"DIS",34.18,"6/11/2007","2:51pm",-0.02,34.28,34.44,34.12,4641650 +"GE",37.48,"6/11/2007","2:51pm",+0.16,37.07,37.61,37.05,17252900 +"GM",31.62,"6/11/2007","2:51pm",+0.62,31.00,31.79,30.90,11456251 +"HD",37.741,"6/11/2007","2:51pm",-0.209,37.78,37.83,37.62,8530067 +"HON",57.17,"6/11/2007","2:51pm",-0.21,57.25,57.40,56.91,2989342 +"HPQ",46.08,"6/11/2007","2:51pm",+0.38,45.80,46.29,45.46,7295183 +"IBM",103.49,"6/11/2007","2:51pm",+0.42,102.87,104.00,102.50,3205604 +"INTC",22.03,"6/11/2007","2:56pm",+0.20,21.70,22.08,21.69,29768528 +"JNJ",62.45,"6/11/2007","2:51pm",+0.32,62.89,62.89,62.15,6158558 +"JPM",50.71,"6/11/2007","2:51pm",+0.30,50.41,50.84,50.05,6486400 +"KO",51.76,"6/11/2007","2:51pm",+0.09,51.67,51.85,51.32,7135652 +"MCD",51.30,"6/11/2007","2:51pm",-0.11,51.47,51.62,50.98,3729927 +"MMM",85.48,"6/11/2007","2:51pm",-0.46,85.94,85.98,85.28,1732900 +"MO",70.21,"6/11/2007","2:51pm",-0.09,70.25,70.50,69.76,5501285 +"MRK",51.09,"6/11/2007","2:51pm",+0.95,50.30,51.35,50.04,8318900 +"MSFT",30.16,"6/11/2007","2:56pm",+0.11,30.05,30.25,29.93,32355638 +"PFE",26.43,"6/11/2007","2:51pm",-0.09,26.50,26.54,26.31,18879636 +"PG",63.16,"6/11/2007","2:51pm",+0.09,62.80,63.20,62.75,5127246 +"T",40.21,"6/11/2007","2:51pm",-0.05,40.20,40.47,39.89,10570410 +"UTX",70.15,"6/11/2007","2:51pm",-0.08,69.85,70.25,69.51,1681200 +"VZ",43.49,"6/11/2007","2:51pm",+0.42,42.95,43.61,42.88,6963457 +"WMT",49.755,"6/11/2007","2:51pm",-0.325,49.90,50.12,49.55,8428278 +"XOM",83.24,"6/11/2007","2:51pm",+0.56,82.68,83.85,82.35,9787800 +"AA",39.32,"6/11/2007","2:56pm",-0.34,39.67,40.18,39.30,3480480 +"AIG",71.86,"6/11/2007","2:56pm",+0.33,71.29,72.03,71.15,3935896 +"AXP",63.31,"6/11/2007","2:56pm",+0.27,62.79,63.42,62.42,2509230 +"BA",97.78,"6/11/2007","2:56pm",-0.41,98.25,98.79,97.59,2114200 +"C",53.70,"6/11/2007","2:56pm",+0.37,53.20,53.77,52.81,8402494 +"CAT",79.08,"6/11/2007","2:56pm",+0.56,78.32,79.46,78.06,2766652 +"DD",50.84,"6/11/2007","2:56pm",-0.29,51.13,51.21,50.59,2498497 +"DIS",34.20,"6/11/2007","2:56pm",0.00,34.28,34.44,34.12,4680250 +"GE",37.53,"6/11/2007","2:56pm",+0.21,37.07,37.61,37.05,17452700 +"GM",31.682,"6/11/2007","2:56pm",+0.682,31.00,31.79,30.90,11603351 +"HD",37.76,"6/11/2007","2:56pm",-0.19,37.78,37.83,37.62,8595367 +"HON",57.23,"6/11/2007","2:56pm",-0.15,57.25,57.40,56.91,3114842 +"HPQ",46.091,"6/11/2007","2:56pm",+0.391,45.80,46.29,45.46,7387583 +"IBM",103.53,"6/11/2007","2:56pm",+0.46,102.87,104.00,102.50,3228704 +"INTC",22.02,"6/11/2007","3:01pm",+0.19,21.70,22.08,21.69,30262880 +"JNJ",62.53,"6/11/2007","2:56pm",+0.40,62.89,62.89,62.15,6280508 +"JPM",50.71,"6/11/2007","2:56pm",+0.30,50.41,50.84,50.05,6635200 +"KO",51.82,"6/11/2007","2:56pm",+0.15,51.67,51.85,51.32,7174352 +"MCD",51.35,"6/11/2007","2:56pm",-0.06,51.47,51.62,50.98,3766527 +"MMM",85.51,"6/11/2007","2:56pm",-0.43,85.94,85.98,85.28,1757600 +"MO",70.30,"6/11/2007","2:56pm",0.00,70.25,70.50,69.76,5597885 +"MRK",51.15,"6/11/2007","2:56pm",+1.01,50.30,51.35,50.04,8391000 +"MSFT",30.16,"6/11/2007","3:01pm",+0.11,30.05,30.25,29.93,32950134 +"PFE",26.43,"6/11/2007","2:56pm",-0.09,26.50,26.54,26.31,19031536 +"PG",63.12,"6/11/2007","2:56pm",+0.05,62.80,63.21,62.75,5284846 +"T",40.26,"6/11/2007","2:56pm",0.00,40.20,40.47,39.89,10708610 +"UTX",70.21,"6/11/2007","2:56pm",-0.02,69.85,70.27,69.51,1705800 +"VZ",43.53,"6/11/2007","2:56pm",+0.46,42.95,43.61,42.88,7015557 +"WMT",49.85,"6/11/2007","2:56pm",-0.23,49.90,50.12,49.55,8513478 +"XOM",83.315,"6/11/2007","2:56pm",+0.635,82.68,83.85,82.35,9892200 +"AA",39.308,"6/11/2007","3:01pm",-0.352,39.67,40.18,39.30,3525080 +"AIG",71.88,"6/11/2007","3:01pm",+0.35,71.29,72.03,71.15,4037796 +"AXP",63.33,"6/11/2007","3:01pm",+0.29,62.79,63.42,62.42,2525030 +"BA",97.69,"6/11/2007","3:01pm",-0.50,98.25,98.79,97.59,2139700 +"C",53.6917,"6/11/2007","3:01pm",+0.3617,53.20,53.77,52.81,8489294 +"CAT",79.06,"6/11/2007","3:01pm",+0.54,78.32,79.46,78.06,2812752 +"DD",50.82,"6/11/2007","3:01pm",-0.31,51.13,51.21,50.59,2531197 +"DIS",34.20,"6/11/2007","3:01pm",0.00,34.28,34.44,34.12,4838550 +"GE",37.56,"6/11/2007","3:01pm",+0.24,37.07,37.61,37.05,17708200 +"GM",31.71,"6/11/2007","3:01pm",+0.71,31.00,31.79,30.90,11810951 +"HD",37.75,"6/11/2007","3:01pm",-0.20,37.78,37.83,37.62,8889067 +"HON",57.16,"6/11/2007","3:01pm",-0.22,57.25,57.40,56.91,3138242 +"HPQ",46.09,"6/11/2007","3:01pm",+0.39,45.80,46.29,45.46,7434383 +"IBM",103.49,"6/11/2007","3:01pm",+0.42,102.87,104.00,102.50,3267604 +"INTC",22.01,"6/11/2007","3:06pm",+0.18,21.70,22.08,21.69,30788464 +"JNJ",62.53,"6/11/2007","3:01pm",+0.40,62.89,62.89,62.15,6335808 +"JPM",50.68,"6/11/2007","3:01pm",+0.27,50.41,50.84,50.05,6741800 +"KO",51.81,"6/11/2007","3:01pm",+0.14,51.67,51.85,51.32,7223752 +"MCD",51.28,"6/11/2007","3:01pm",-0.13,51.47,51.62,50.98,3825627 +"MMM",85.47,"6/11/2007","3:01pm",-0.47,85.94,85.98,85.28,1780900 +"MO",70.26,"6/11/2007","3:01pm",-0.04,70.25,70.50,69.76,5686085 +"MRK",51.14,"6/11/2007","3:01pm",+1.00,50.30,51.35,50.04,8454600 +"MSFT",30.16,"6/11/2007","3:06pm",+0.11,30.05,30.25,29.93,33439226 +"PFE",26.42,"6/11/2007","3:01pm",-0.10,26.50,26.54,26.31,19178536 +"PG",63.09,"6/11/2007","3:01pm",+0.02,62.80,63.21,62.75,5381146 +"T",40.26,"6/11/2007","3:01pm",0.00,40.20,40.47,39.89,10923510 +"UTX",70.21,"6/11/2007","3:01pm",-0.02,69.85,70.27,69.51,1741900 +"VZ",43.54,"6/11/2007","3:01pm",+0.47,42.95,43.61,42.88,7071957 +"WMT",49.7901,"6/11/2007","3:01pm",-0.2899,49.90,50.12,49.55,8630878 +"XOM",83.29,"6/11/2007","3:01pm",+0.61,82.68,83.85,82.35,9962400 +"AA",39.33,"6/11/2007","3:06pm",-0.33,39.67,40.18,39.25,3559780 +"AIG",71.87,"6/11/2007","3:06pm",+0.34,71.29,72.03,71.15,4096696 +"AXP",63.30,"6/11/2007","3:06pm",+0.26,62.79,63.42,62.42,2545430 +"BA",97.70,"6/11/2007","3:06pm",-0.49,98.25,98.79,97.58,2170600 +"C",53.66,"6/11/2007","3:06pm",+0.33,53.20,53.77,52.81,8668794 +"CAT",79.0221,"6/11/2007","3:06pm",+0.5021,78.32,79.46,78.06,2871952 +"DD",50.84,"6/11/2007","3:06pm",-0.29,51.13,51.21,50.59,2564597 +"DIS",34.20,"6/11/2007","3:06pm",0.00,34.28,34.44,34.12,4903050 +"GE",37.54,"6/11/2007","3:06pm",+0.22,37.07,37.61,37.05,17946600 +"GM",31.76,"6/11/2007","3:06pm",+0.76,31.00,31.79,30.90,11923751 +"HD",37.76,"6/11/2007","3:06pm",-0.19,37.78,37.83,37.62,9002967 +"HON",57.17,"6/11/2007","3:06pm",-0.21,57.25,57.40,56.91,3177742 +"HPQ",46.10,"6/11/2007","3:06pm",+0.40,45.80,46.29,45.46,7517183 +"IBM",103.49,"6/11/2007","3:06pm",+0.42,102.87,104.00,102.50,3306904 +"INTC",22.03,"6/11/2007","3:11pm",+0.20,21.70,22.08,21.69,31162120 +"JNJ",62.50,"6/11/2007","3:06pm",+0.37,62.89,62.89,62.15,6420308 +"JPM",50.65,"6/11/2007","3:06pm",+0.24,50.41,50.84,50.05,6851800 +"KO",51.80,"6/11/2007","3:06pm",+0.13,51.67,51.85,51.32,7265152 +"MCD",51.29,"6/11/2007","3:06pm",-0.12,51.47,51.62,50.98,3892827 +"MMM",85.55,"6/11/2007","3:06pm",-0.39,85.94,85.98,85.28,1819600 +"MO",70.23,"6/11/2007","3:06pm",-0.07,70.25,70.50,69.76,5764585 +"MRK",51.12,"6/11/2007","3:06pm",+0.98,50.30,51.35,50.04,8577100 +"MSFT",30.16,"6/11/2007","3:11pm",+0.11,30.05,30.25,29.93,34219296 +"PFE",26.41,"6/11/2007","3:06pm",-0.11,26.50,26.54,26.31,19446136 +"PG",63.07,"6/11/2007","3:06pm",0.00,62.80,63.21,62.75,5533446 +"T",40.23,"6/11/2007","3:06pm",-0.03,40.20,40.47,39.89,11134010 +"UTX",70.22,"6/11/2007","3:06pm",-0.01,69.85,70.27,69.51,1781800 +"VZ",43.54,"6/11/2007","3:06pm",+0.47,42.95,43.61,42.88,7163857 +"WMT",49.795,"6/11/2007","3:06pm",-0.285,49.90,50.12,49.55,8740778 +"XOM",83.31,"6/11/2007","3:06pm",+0.63,82.68,83.85,82.35,10075100 +"AA",39.37,"6/11/2007","3:11pm",-0.29,39.67,40.18,39.25,3601080 +"AIG",71.86,"6/11/2007","3:11pm",+0.33,71.29,72.03,71.15,4171396 +"AXP",63.28,"6/11/2007","3:11pm",+0.24,62.79,63.42,62.42,2572030 +"BA",97.70,"6/11/2007","3:11pm",-0.49,98.25,98.79,97.58,2202300 +"C",53.60,"6/11/2007","3:11pm",+0.27,53.20,53.77,52.81,8910394 +"CAT",79.10,"6/11/2007","3:11pm",+0.58,78.32,79.46,78.06,2926952 +"DD",50.84,"6/11/2007","3:11pm",-0.29,51.13,51.21,50.59,2592497 +"DIS",34.195,"6/11/2007","3:11pm",-0.005,34.28,34.44,34.12,5006550 +"GE",37.56,"6/11/2007","3:11pm",+0.24,37.07,37.61,37.05,18148100 +"GM",31.81,"6/11/2007","3:11pm",+0.81,31.00,31.82,30.90,12211151 +"HD",37.74,"6/11/2007","3:11pm",-0.21,37.78,37.83,37.62,9075667 +"HON",57.24,"6/11/2007","3:11pm",-0.14,57.25,57.40,56.91,3219242 +"HPQ",46.12,"6/11/2007","3:11pm",+0.42,45.80,46.29,45.46,7596783 +"IBM",103.52,"6/11/2007","3:11pm",+0.45,102.87,104.00,102.50,3347004 +"INTC",22.03,"6/11/2007","3:16pm",+0.20,21.70,22.08,21.69,31499736 +"JNJ",62.48,"6/11/2007","3:11pm",+0.35,62.89,62.89,62.15,6626708 +"JPM",50.64,"6/11/2007","3:11pm",+0.23,50.41,50.84,50.05,6957100 +"KO",51.80,"6/11/2007","3:11pm",+0.13,51.67,51.85,51.32,7305952 +"MCD",51.28,"6/11/2007","3:11pm",-0.13,51.47,51.62,50.98,3951227 +"MMM",85.52,"6/11/2007","3:11pm",-0.42,85.94,85.98,85.28,1844000 +"MO",70.26,"6/11/2007","3:11pm",-0.04,70.25,70.50,69.76,5802685 +"MRK",51.19,"6/11/2007","3:11pm",+1.05,50.30,51.35,50.04,8710500 +"MSFT",30.14,"6/11/2007","3:16pm",+0.09,30.05,30.25,29.93,35084560 +"PFE",26.42,"6/11/2007","3:11pm",-0.10,26.50,26.54,26.31,19904950 +"PG",63.08,"6/11/2007","3:11pm",+0.01,62.80,63.21,62.75,5640146 +"T",40.25,"6/11/2007","3:11pm",-0.01,40.20,40.47,39.89,11272135 +"UTX",70.21,"6/11/2007","3:11pm",-0.02,69.85,70.27,69.51,1802900 +"VZ",43.56,"6/11/2007","3:11pm",+0.49,42.95,43.61,42.88,7294957 +"WMT",49.83,"6/11/2007","3:11pm",-0.25,49.90,50.12,49.55,8885778 +"XOM",83.3328,"6/11/2007","3:11pm",+0.6528,82.68,83.85,82.35,10226000 +"AA",39.36,"6/11/2007","3:16pm",-0.30,39.67,40.18,39.25,3628080 +"AIG",71.86,"6/11/2007","3:16pm",+0.33,71.29,72.03,71.15,4253196 +"AXP",63.27,"6/11/2007","3:16pm",+0.23,62.79,63.42,62.42,2599530 +"BA",97.62,"6/11/2007","3:16pm",-0.57,98.25,98.79,97.58,2240000 +"C",53.63,"6/11/2007","3:16pm",+0.30,53.20,53.77,52.81,9064594 +"CAT",79.1263,"6/11/2007","3:16pm",+0.6063,78.32,79.46,78.06,2961952 +"DD",50.84,"6/11/2007","3:16pm",-0.29,51.13,51.21,50.59,2614197 +"DIS",34.19,"6/11/2007","3:16pm",-0.01,34.28,34.44,34.12,5055750 +"GE",37.58,"6/11/2007","3:16pm",+0.26,37.07,37.61,37.05,18410300 +"GM",31.79,"6/11/2007","3:16pm",+0.79,31.00,31.82,30.90,12429251 +"HD",37.73,"6/11/2007","3:16pm",-0.22,37.78,37.83,37.62,9252867 +"HON",57.22,"6/11/2007","3:16pm",-0.16,57.25,57.40,56.91,3267342 +"HPQ",46.13,"6/11/2007","3:16pm",+0.43,45.80,46.29,45.46,7732283 +"IBM",103.52,"6/11/2007","3:16pm",+0.45,102.87,104.00,102.50,3390804 +"INTC",22.03,"6/11/2007","3:21pm",+0.20,21.70,22.08,21.69,31747072 +"JNJ",62.46,"6/11/2007","3:16pm",+0.33,62.89,62.89,62.15,6718808 +"JPM",50.66,"6/11/2007","3:16pm",+0.25,50.41,50.84,50.05,7077000 +"KO",51.81,"6/11/2007","3:16pm",+0.14,51.67,51.85,51.32,7356152 +"MCD",51.28,"6/11/2007","3:16pm",-0.13,51.47,51.62,50.98,4004827 +"MMM",85.50,"6/11/2007","3:16pm",-0.44,85.94,85.98,85.28,1863700 +"MO",70.24,"6/11/2007","3:16pm",-0.06,70.25,70.50,69.76,5895585 +"MRK",51.17,"6/11/2007","3:16pm",+1.03,50.30,51.35,50.04,8885200 +"MSFT",30.18,"6/11/2007","3:21pm",+0.13,30.05,30.25,29.93,35482676 +"PFE",26.41,"6/11/2007","3:16pm",-0.11,26.50,26.54,26.31,20145150 +"PG",63.07,"6/11/2007","3:16pm",0.00,62.80,63.21,62.75,5824046 +"T",40.24,"6/11/2007","3:16pm",-0.02,40.20,40.47,39.89,11393435 +"UTX",70.20,"6/11/2007","3:16pm",-0.03,69.85,70.27,69.51,1819800 +"VZ",43.56,"6/11/2007","3:16pm",+0.49,42.95,43.61,42.88,7465357 +"WMT",49.79,"6/11/2007","3:16pm",-0.29,49.90,50.12,49.55,9009578 +"XOM",83.29,"6/11/2007","3:16pm",+0.61,82.68,83.85,82.35,10323500 +"AA",39.41,"6/11/2007","3:21pm",-0.25,39.67,40.18,39.25,3683980 +"AIG",71.87,"6/11/2007","3:21pm",+0.34,71.29,72.03,71.15,4342596 +"AXP",63.28,"6/11/2007","3:21pm",+0.24,62.79,63.42,62.42,2631030 +"BA",97.79,"6/11/2007","3:21pm",-0.40,98.25,98.79,97.58,2283500 +"C",53.67,"6/11/2007","3:21pm",+0.34,53.20,53.77,52.81,9345794 +"CAT",79.18,"6/11/2007","3:21pm",+0.66,78.32,79.46,78.06,3018652 +"DD",50.85,"6/11/2007","3:21pm",-0.28,51.13,51.21,50.59,2681597 +"DIS",34.189,"6/11/2007","3:21pm",-0.011,34.28,34.44,34.12,5129050 +"GE",37.59,"6/11/2007","3:21pm",+0.27,37.07,37.61,37.05,18759500 +"GM",31.83,"6/11/2007","3:21pm",+0.83,31.00,31.84,30.90,12621451 +"HD",37.74,"6/11/2007","3:21pm",-0.21,37.78,37.83,37.62,9337467 +"HON",57.25,"6/11/2007","3:21pm",-0.13,57.25,57.40,56.91,3305486 +"HPQ",46.15,"6/11/2007","3:21pm",+0.45,45.80,46.29,45.46,7875783 +"IBM",103.58,"6/11/2007","3:21pm",+0.51,102.87,104.00,102.50,3430404 +"INTC",22.03,"6/11/2007","3:26pm",+0.20,21.70,22.08,21.69,32604206 +"JNJ",62.44,"6/11/2007","3:21pm",+0.31,62.89,62.89,62.15,6819808 +"JPM",50.68,"6/11/2007","3:21pm",+0.27,50.41,50.84,50.05,7182200 +"KO",51.80,"6/11/2007","3:21pm",+0.13,51.67,51.85,51.32,7430852 +"MCD",51.288,"6/11/2007","3:21pm",-0.122,51.47,51.62,50.98,4044427 +"MMM",85.54,"6/11/2007","3:21pm",-0.40,85.94,85.98,85.28,1903500 +"MO",70.28,"6/11/2007","3:21pm",-0.02,70.25,70.50,69.76,5949185 +"MRK",51.13,"6/11/2007","3:21pm",+0.99,50.30,51.35,50.04,9078900 +"MSFT",30.15,"6/11/2007","3:26pm",+0.10,30.05,30.25,29.93,36214532 +"PFE",26.44,"6/11/2007","3:21pm",-0.08,26.50,26.54,26.31,20502150 +"PG",63.10,"6/11/2007","3:21pm",+0.03,62.80,63.21,62.75,5930246 +"T",40.26,"6/11/2007","3:21pm",0.00,40.20,40.47,39.89,11546235 +"UTX",70.28,"6/11/2007","3:21pm",+0.05,69.85,70.27,69.51,1852300 +"VZ",43.58,"6/11/2007","3:21pm",+0.51,42.95,43.61,42.88,7563557 +"WMT",49.82,"6/11/2007","3:21pm",-0.26,49.90,50.12,49.55,9134278 +"XOM",83.37,"6/11/2007","3:21pm",+0.69,82.68,83.85,82.35,10394600 +"AA",39.36,"6/11/2007","3:26pm",-0.30,39.67,40.18,39.25,3734180 +"AIG",71.85,"6/11/2007","3:26pm",+0.32,71.29,72.03,71.15,4412096 +"AXP",63.26,"6/11/2007","3:26pm",+0.22,62.79,63.42,62.42,2656530 +"BA",97.75,"6/11/2007","3:26pm",-0.44,98.25,98.79,97.58,2318700 +"C",53.65,"6/11/2007","3:26pm",+0.32,53.20,53.77,52.81,9469794 +"CAT",79.14,"6/11/2007","3:26pm",+0.62,78.32,79.46,78.06,3063152 +"DD",50.85,"6/11/2007","3:26pm",-0.28,51.13,51.21,50.59,2734497 +"DIS",34.20,"6/11/2007","3:26pm",0.00,34.28,34.44,34.12,5218750 +"GE",37.61,"6/11/2007","3:26pm",+0.29,37.07,37.61,37.05,19343000 +"GM",31.88,"6/11/2007","3:26pm",+0.88,31.00,31.90,30.90,12954222 +"HD",37.7382,"6/11/2007","3:26pm",-0.2118,37.78,37.83,37.62,9712367 +"HON",57.23,"6/11/2007","3:26pm",-0.15,57.25,57.40,56.91,3354186 +"HPQ",46.15,"6/11/2007","3:26pm",+0.45,45.80,46.29,45.46,7964983 +"IBM",103.48,"6/11/2007","3:26pm",+0.41,102.87,104.00,102.50,3487304 +"INTC",22.05,"6/11/2007","3:31pm",+0.22,21.70,22.08,21.69,33024848 +"JNJ",62.38,"6/11/2007","3:26pm",+0.25,62.89,62.89,62.15,6981631 +"JPM",50.65,"6/11/2007","3:26pm",+0.24,50.41,50.84,50.05,7366500 +"KO",51.78,"6/11/2007","3:26pm",+0.11,51.67,51.85,51.32,7479252 +"MCD",51.21,"6/11/2007","3:26pm",-0.20,51.47,51.62,50.98,4117427 +"MMM",85.55,"6/11/2007","3:26pm",-0.39,85.94,85.98,85.28,1925800 +"MO",70.2525,"6/11/2007","3:26pm",-0.0475,70.25,70.50,69.76,6009485 +"MRK",51.09,"6/11/2007","3:26pm",+0.95,50.30,51.35,50.04,9266600 +"MSFT",30.165,"6/11/2007","3:31pm",+0.115,30.05,30.25,29.93,36431612 +"PFE",26.40,"6/11/2007","3:26pm",-0.12,26.50,26.54,26.31,20767150 +"PG",63.08,"6/11/2007","3:26pm",+0.01,62.80,63.21,62.75,5987546 +"T",40.25,"6/11/2007","3:26pm",-0.01,40.20,40.47,39.88,13610435 +"UTX",70.25,"6/11/2007","3:26pm",+0.02,69.85,70.30,69.51,1883100 +"VZ",43.58,"6/11/2007","3:26pm",+0.51,42.95,43.61,42.88,7711757 +"WMT",49.80,"6/11/2007","3:26pm",-0.28,49.90,50.12,49.55,9419178 +"XOM",83.2854,"6/11/2007","3:26pm",+0.6054,82.68,83.85,82.35,10509700 +"AA",39.37,"6/11/2007","3:31pm",-0.29,39.67,40.18,39.25,3767480 +"AIG",71.84,"6/11/2007","3:31pm",+0.31,71.29,72.03,71.15,4469996 +"AXP",63.27,"6/11/2007","3:31pm",+0.23,62.79,63.42,62.42,2681730 +"BA",97.66,"6/11/2007","3:31pm",-0.53,98.25,98.79,97.58,2347600 +"C",53.63,"6/11/2007","3:31pm",+0.30,53.20,53.77,52.81,9570094 +"CAT",79.15,"6/11/2007","3:31pm",+0.63,78.32,79.46,78.06,3108752 +"DD",50.83,"6/11/2007","3:31pm",-0.30,51.13,51.21,50.59,2758297 +"DIS",34.20,"6/11/2007","3:31pm",0.00,34.28,34.44,34.12,5359050 +"GE",37.61,"6/11/2007","3:31pm",+0.29,37.07,37.61,37.05,19495200 +"GM",31.83,"6/11/2007","3:31pm",+0.83,31.00,31.90,30.90,13338922 +"HD",37.7275,"6/11/2007","3:31pm",-0.2225,37.78,37.83,37.62,9833219 +"HON",57.23,"6/11/2007","3:31pm",-0.15,57.25,57.40,56.91,3411886 +"HPQ",46.16,"6/11/2007","3:31pm",+0.46,45.80,46.29,45.46,8108883 +"IBM",103.48,"6/11/2007","3:31pm",+0.41,102.87,104.00,102.50,3582104 +"INTC",22.02,"6/11/2007","3:36pm",+0.19,21.70,22.08,21.69,33811596 +"JNJ",62.38,"6/11/2007","3:31pm",+0.25,62.89,62.89,62.15,7072531 +"JPM",50.6225,"6/11/2007","3:31pm",+0.2125,50.41,50.84,50.05,7423100 +"KO",51.78,"6/11/2007","3:31pm",+0.11,51.67,51.85,51.32,7527052 +"MCD",51.17,"6/11/2007","3:31pm",-0.24,51.47,51.62,50.98,4207427 +"MMM",85.50,"6/11/2007","3:31pm",-0.44,85.94,85.98,85.28,1954000 +"MO",70.26,"6/11/2007","3:31pm",-0.04,70.25,70.50,69.76,6068285 +"MRK",51.15,"6/11/2007","3:31pm",+1.01,50.30,51.35,50.04,9411500 +"MSFT",30.14,"6/11/2007","3:36pm",+0.09,30.05,30.25,29.93,37331996 +"PFE",26.40,"6/11/2007","3:31pm",-0.12,26.50,26.54,26.31,21355550 +"PG",63.11,"6/11/2007","3:31pm",+0.04,62.80,63.21,62.75,6055546 +"T",40.24,"6/11/2007","3:31pm",-0.02,40.20,40.47,39.88,13730535 +"UTX",70.26,"6/11/2007","3:31pm",+0.03,69.85,70.30,69.51,1985400 +"VZ",43.58,"6/11/2007","3:31pm",+0.51,42.95,43.61,42.88,7833157 +"WMT",49.80,"6/11/2007","3:31pm",-0.28,49.90,50.12,49.55,9490578 +"XOM",83.275,"6/11/2007","3:31pm",+0.595,82.68,83.85,82.35,10612200 +"AA",39.30,"6/11/2007","3:36pm",-0.36,39.67,40.18,39.25,3811480 +"AIG",71.77,"6/11/2007","3:36pm",+0.24,71.29,72.03,71.15,4581496 +"AXP",63.155,"6/11/2007","3:36pm",+0.115,62.79,63.42,62.42,2721130 +"BA",97.56,"6/11/2007","3:36pm",-0.63,98.25,98.79,97.55,2383000 +"C",53.54,"6/11/2007","3:36pm",+0.21,53.20,53.77,52.81,11390094 +"CAT",79.04,"6/11/2007","3:36pm",+0.52,78.32,79.46,78.06,3145152 +"DD",50.76,"6/11/2007","3:36pm",-0.37,51.13,51.21,50.59,2813297 +"DIS",34.18,"6/11/2007","3:36pm",-0.02,34.28,34.44,34.12,5431250 +"GE",37.58,"6/11/2007","3:36pm",+0.26,37.07,37.61,37.05,19977600 +"GM",31.79,"6/11/2007","3:36pm",+0.79,31.00,31.90,30.90,13573622 +"HD",37.72,"6/11/2007","3:36pm",-0.23,37.78,37.83,37.62,10373519 +"HON",57.18,"6/11/2007","3:36pm",-0.20,57.25,57.40,56.91,3490736 +"HPQ",46.10,"6/11/2007","3:36pm",+0.40,45.80,46.29,45.46,8224783 +"IBM",103.36,"6/11/2007","3:36pm",+0.29,102.87,104.00,102.50,3667004 +"INTC",22.02,"6/11/2007","3:41pm",+0.19,21.70,22.08,21.69,34379072 +"JNJ",62.33,"6/11/2007","3:36pm",+0.20,62.89,62.89,62.15,7231131 +"JPM",50.58,"6/11/2007","3:36pm",+0.17,50.41,50.84,50.05,7580900 +"KO",51.73,"6/11/2007","3:36pm",+0.06,51.67,51.85,51.32,7588352 +"MCD",51.17,"6/11/2007","3:36pm",-0.24,51.47,51.62,50.98,4327427 +"MMM",85.42,"6/11/2007","3:36pm",-0.52,85.94,85.98,85.28,1997700 +"MO",70.24,"6/11/2007","3:36pm",-0.06,70.25,70.50,69.76,6182685 +"MRK",51.15,"6/11/2007","3:36pm",+1.01,50.30,51.35,50.04,9552400 +"MSFT",30.11,"6/11/2007","3:41pm",+0.06,30.05,30.25,29.93,37726620 +"PFE",26.41,"6/11/2007","3:36pm",-0.11,26.50,26.54,26.31,21924450 +"PG",63.0627,"6/11/2007","3:36pm",-0.0073,62.80,63.21,62.75,6121146 +"T",40.23,"6/11/2007","3:36pm",-0.03,40.20,40.47,39.88,13995835 +"UTX",70.17,"6/11/2007","3:36pm",-0.06,69.85,70.30,69.51,2031100 +"VZ",43.55,"6/11/2007","3:36pm",+0.48,42.95,43.61,42.88,7990757 +"WMT",49.811,"6/11/2007","3:36pm",-0.269,49.90,50.12,49.55,9655678 +"XOM",83.17,"6/11/2007","3:36pm",+0.49,82.68,83.85,82.35,10797200 +"AA",39.28,"6/11/2007","3:41pm",-0.38,39.67,40.18,39.25,3906080 +"AIG",71.73,"6/11/2007","3:41pm",+0.20,71.29,72.03,71.15,4691496 +"AXP",63.15,"6/11/2007","3:41pm",+0.11,62.79,63.42,62.42,2766030 +"BA",97.50,"6/11/2007","3:41pm",-0.69,98.25,98.79,97.48,2453500 +"C",53.51,"6/11/2007","3:41pm",+0.18,53.20,53.77,52.81,11535394 +"CAT",78.98,"6/11/2007","3:41pm",+0.46,78.32,79.46,78.06,3172952 +"DD",50.73,"6/11/2007","3:41pm",-0.40,51.13,51.21,50.59,2869897 +"DIS",34.18,"6/11/2007","3:41pm",-0.02,34.28,34.44,34.12,5648050 +"GE",37.58,"6/11/2007","3:41pm",+0.26,37.07,37.61,37.05,20658300 +"GM",31.73,"6/11/2007","3:41pm",+0.73,31.00,31.90,30.90,13983822 +"HD",37.72,"6/11/2007","3:41pm",-0.23,37.78,37.83,37.62,10596819 +"HON",57.16,"6/11/2007","3:41pm",-0.22,57.25,57.40,56.91,3548036 +"HPQ",46.072,"6/11/2007","3:41pm",+0.372,45.80,46.29,45.46,8398683 +"IBM",103.38,"6/11/2007","3:41pm",+0.31,102.87,104.00,102.50,3741504 +"INTC",21.992,"6/11/2007","3:46pm",+0.162,21.70,22.08,21.69,35566072 +"JNJ",62.29,"6/11/2007","3:41pm",+0.16,62.89,62.89,62.15,7444481 +"JPM",50.59,"6/11/2007","3:41pm",+0.18,50.41,50.84,50.05,7794800 +"KO",51.74,"6/11/2007","3:41pm",+0.07,51.67,51.85,51.32,7758670 +"MCD",51.25,"6/11/2007","3:41pm",-0.16,51.47,51.62,50.98,4427195 +"MMM",85.50,"6/11/2007","3:41pm",-0.44,85.94,85.98,85.28,2066900 +"MO",70.25,"6/11/2007","3:41pm",-0.05,70.25,70.50,69.76,6272385 +"MRK",51.14,"6/11/2007","3:41pm",+1.00,50.30,51.35,50.04,9785300 +"MSFT",30.08,"6/11/2007","3:46pm",+0.03,30.05,30.25,29.93,38740488 +"PFE",26.43,"6/11/2007","3:41pm",-0.09,26.50,26.54,26.31,22573150 +"PG",63.06,"6/11/2007","3:41pm",-0.01,62.80,63.21,62.75,6204746 +"T",40.25,"6/11/2007","3:41pm",-0.01,40.20,40.47,39.88,14297535 +"UTX",70.12,"6/11/2007","3:41pm",-0.11,69.85,70.30,69.51,2068500 +"VZ",43.56,"6/11/2007","3:41pm",+0.49,42.95,43.61,42.88,8283057 +"WMT",49.85,"6/11/2007","3:41pm",-0.23,49.90,50.12,49.55,9905878 +"XOM",83.1801,"6/11/2007","3:41pm",+0.5001,82.68,83.85,82.35,10980200 +"AA",39.28,"6/11/2007","3:46pm",-0.38,39.67,40.18,39.21,4013480 +"AIG",71.74,"6/11/2007","3:46pm",+0.21,71.29,72.03,71.15,4893496 +"AXP",63.13,"6/11/2007","3:46pm",+0.09,62.79,63.42,62.42,2811230 +"BA",97.50,"6/11/2007","3:46pm",-0.69,98.25,98.79,97.44,2545100 +"C",53.47,"6/11/2007","3:46pm",+0.14,53.20,53.77,52.81,11812294 +"CAT",78.98,"6/11/2007","3:46pm",+0.46,78.32,79.46,78.06,3228752 +"DD",50.78,"6/11/2007","3:46pm",-0.35,51.13,51.21,50.59,2971197 +"DIS",34.17,"6/11/2007","3:46pm",-0.03,34.28,34.44,34.12,5764350 +"GE",37.53,"6/11/2007","3:46pm",+0.21,37.07,37.6202,37.05,21261200 +"GM",31.74,"6/11/2007","3:46pm",+0.74,31.00,31.90,30.90,14221022 +"HD",37.69,"6/11/2007","3:46pm",-0.26,37.78,37.83,37.62,10829419 +"HON",57.13,"6/11/2007","3:46pm",-0.25,57.25,57.40,56.91,3612436 +"HPQ",46.06,"6/11/2007","3:46pm",+0.36,45.80,46.29,45.46,8528683 +"IBM",103.37,"6/11/2007","3:46pm",+0.30,102.87,104.00,102.50,3846604 +"INTC",21.97,"6/11/2007","3:51pm",+0.14,21.70,22.08,21.69,37733764 +"JNJ",62.28,"6/11/2007","3:46pm",+0.15,62.89,62.89,62.15,7592281 +"JPM",50.57,"6/11/2007","3:46pm",+0.16,50.41,50.84,50.05,7987300 +"KO",51.71,"6/11/2007","3:46pm",+0.04,51.67,51.85,51.32,7854570 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+"MCD",51.26,"6/11/2007","3:51pm",-0.15,51.47,51.62,50.98,5379392 +"MMM",85.26,"6/11/2007","3:51pm",-0.68,85.94,85.98,85.28,2179200 +"MO",70.22,"6/11/2007","3:51pm",-0.08,70.25,70.50,69.76,6468485 +"MRK",51.09,"6/11/2007","3:51pm",+0.95,50.30,51.35,50.04,10126700 +"MSFT",30.04,"6/11/2007","3:56pm",-0.01,30.05,30.25,29.93,45401260 +"PFE",26.36,"6/11/2007","3:51pm",-0.16,26.50,26.54,26.31,23619450 +"PG",63.01,"6/11/2007","3:51pm",-0.06,62.80,63.21,62.75,6447846 +"T",40.14,"6/11/2007","3:51pm",-0.12,40.20,40.47,39.88,15842235 +"UTX",70.19,"6/11/2007","3:51pm",-0.04,69.85,70.30,69.51,2300500 +"VZ",43.51,"6/11/2007","3:51pm",+0.44,42.95,43.61,42.88,8663757 +"WMT",49.81,"6/11/2007","3:51pm",-0.27,49.90,50.12,49.55,10280178 +"XOM",82.99,"6/11/2007","3:51pm",+0.31,82.68,83.85,82.35,11476800 +"AA",39.29,"6/11/2007","3:56pm",-0.37,39.67,40.18,39.21,4279480 +"AIG",71.63,"6/11/2007","3:56pm",+0.10,71.29,72.03,71.15,5259629 +"AXP",63.06,"6/11/2007","3:56pm",+0.02,62.79,63.42,62.42,2932030 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8.255 0.144 76.300 + 5.571 -0.420 -9.487 8.333 0.211 74.200 + 5.896 -0.216 -9.436 8.261 0.211 78.200 + 6.221 -0.051 -9.424 8.089 0.163 88.500 + 6.545 0.076 -9.411 8.067 0.211 95.900 + 6.870 0.267 -9.513 8.055 0.182 89.200 + 7.195 0.407 -9.729 7.933 0.105 92.600 + 7.520 0.521 -9.818 8.061 0.086 107.400 + 7.845 0.687 -9.907 8.110 0.134 83.800 + 8.170 0.852 -10.098 8.068 0.105 75.900 + 8.494 0.979 -10.199 8.066 0.115 71.300 + 8.819 1.081 -10.199 8.114 0.144 72.600 + 9.144 1.119 -10.225 8.122 0.182 79.400 + 9.469 1.335 -10.072 8.070 0.115 82.400 + 9.793 1.412 -10.009 8.238 0.115 79.600 + 10.118 1.501 -9.983 8.066 0.172 77.700 + 10.443 1.641 -10.072 7.914 0.163 88.300 + 10.768 1.857 -10.123 7.873 0.144 99.600 + 11.093 2.048 -10.161 7.781 0.144 98.800 + 11.418 2.238 -10.098 7.709 0.115 102.200 + 11.742 2.454 -10.149 7.747 0.086 88.500 + 12.067 2.658 -10.123 7.735 0.105 88.300 + 12.392 2.849 -9.767 7.663 0.182 82.400 + 12.717 3.039 -9.602 7.681 0.230 77.000 + 13.042 3.218 -9.602 7.659 0.211 81.700 + 13.366 3.256 -9.576 7.717 0.182 74.200 + 13.691 3.319 -9.602 7.756 0.134 75.900 + 14.016 3.307 -9.678 7.654 0.134 79.900 + 14.341 3.383 -9.678 7.612 0.124 78.900 + 14.666 3.421 -9.627 7.680 0.077 74.400 + 14.990 3.497 -9.475 7.708 0.067 80.200 + 15.315 3.574 -9.144 7.696 0.086 76.900 + 15.640 3.625 -8.839 7.874 0.134 83.500 + 15.965 3.650 -8.699 7.852 0.220 83.300 + 16.350 3.936 -8.457 7.625 0.120 -88.200 + D07L161A 1 51 1.000000 . . . 0.000 + 0.000 -2.306 -9.636 8.486 0.166 71.900 + 0.374 -2.378 -9.767 8.473 0.220 71.400 + 0.699 -2.442 -9.729 8.561 0.230 75.300 + 1.024 -2.378 -9.691 8.559 0.278 65.400 + 1.349 -2.124 -9.589 8.497 0.287 56.600 + 1.673 -2.073 -9.831 8.476 0.258 64.200 + 1.998 -1.997 -9.945 8.524 0.201 63.600 + 2.323 -1.780 -9.945 8.582 0.086 69.800 + 2.648 -1.641 -9.932 8.560 0.124 64.000 + 2.973 -1.628 -9.767 8.528 0.163 76.500 + 3.297 -1.424 -9.627 8.596 0.201 68.700 + 3.622 -1.183 -9.614 8.594 0.306 69.600 + 3.947 -1.119 -9.653 8.452 0.211 63.900 + 4.272 -0.967 -9.691 8.370 0.172 71.500 + 4.597 -0.827 -9.716 8.299 0.163 80.900 + 4.922 -0.699 -9.640 8.227 0.144 82.200 + 5.246 -0.598 -9.513 8.255 0.144 76.300 + 5.571 -0.420 -9.487 8.333 0.211 74.200 + 5.896 -0.216 -9.436 8.261 0.211 78.200 + 6.221 -0.051 -9.424 8.089 0.163 88.500 + 6.545 0.076 -9.411 8.067 0.211 95.900 + 6.870 0.267 -9.513 8.055 0.182 89.200 + 7.195 0.407 -9.729 7.933 0.105 92.600 + 7.520 0.521 -9.818 8.061 0.086 107.400 + 7.845 0.687 -9.907 8.110 0.134 83.800 + 8.170 0.852 -10.098 8.068 0.105 75.900 + 8.494 0.979 -10.199 8.066 0.115 71.300 + 8.819 1.081 -10.199 8.114 0.144 72.600 + 9.144 1.119 -10.225 8.122 0.182 79.400 + 9.469 1.335 -10.072 8.070 0.115 82.400 + 9.793 1.412 -10.009 8.238 0.115 79.600 + 10.118 1.501 -9.983 8.066 0.172 77.700 + 10.443 1.641 -10.072 7.914 0.163 88.300 + 10.768 1.857 -10.123 7.873 0.144 99.600 + 11.093 2.048 -10.161 7.781 0.144 98.800 + 11.418 2.238 -10.098 7.709 0.115 102.200 + 11.742 2.454 -10.149 7.747 0.086 88.500 + 12.067 2.658 -10.123 7.735 0.105 88.300 + 12.392 2.849 -9.767 7.663 0.182 82.400 + 12.717 3.039 -9.602 7.681 0.230 77.000 + 13.042 3.218 -9.602 7.659 0.211 81.700 + 13.366 3.256 -9.576 7.717 0.182 74.200 + 13.691 3.319 -9.602 7.756 0.134 75.900 + 14.016 3.307 -9.678 7.654 0.134 79.900 + 14.341 3.383 -9.678 7.612 0.124 78.900 + 14.666 3.421 -9.627 7.680 0.077 74.400 + 14.990 3.497 -9.475 7.708 0.067 80.200 + 15.315 3.574 -9.144 7.696 0.086 76.900 + 15.640 3.625 -8.839 7.874 0.134 83.500 + 15.965 3.650 -8.699 7.852 0.220 83.300 + 16.350 3.936 -8.457 7.625 0.120 -88.200 + D08L1601 1 52 1.000000 . . . 0.000 + 0.000 -0.131 -9.861 10.219 0.068 88.000 + 0.173 -0.165 -9.882 10.222 0.131 92.300 + 0.498 -0.153 -9.691 10.258 0.098 76.000 + 0.822 -0.127 -9.487 10.244 0.087 62.200 + 1.147 -0.102 -9.487 10.361 0.087 70.300 + 1.472 -0.165 -9.742 10.417 0.186 59.100 + 1.797 -0.280 -9.576 10.283 0.197 54.100 + 2.122 -0.369 -9.551 10.219 0.186 50.900 + 2.446 -0.420 -9.665 10.316 0.197 63.800 + 2.771 -0.331 -9.793 10.262 0.350 62.000 + 3.096 -0.280 -9.983 10.208 0.240 62.000 + 3.421 -0.318 -9.983 10.154 0.153 63.900 + 3.746 -0.369 -9.945 10.381 0.087 62.800 + 4.071 -0.471 -10.085 10.197 0.153 60.600 + 4.395 -0.636 -10.187 9.913 0.262 224.100 + 4.720 -0.699 -10.365 9.819 0.153 214.700 + 5.045 -0.674 -10.543 9.675 0.098 214.800 + 5.370 -0.687 -10.492 9.592 0.109 210.600 + 5.694 -0.432 -10.161 9.498 0.120 208.800 + 6.019 -0.331 -10.161 9.454 0.087 202.900 + 6.344 -0.420 -10.390 9.460 0.077 216.200 + 6.669 -0.318 -10.454 9.407 0.087 197.200 + 6.994 -0.343 -10.149 9.363 0.087 183.200 + 7.319 -0.369 -10.034 9.369 0.098 188.800 + 7.643 -0.369 -10.314 9.475 0.131 208.000 + 7.968 -0.318 -10.161 9.522 0.087 202.400 + 8.293 -0.267 -10.072 9.508 0.131 190.700 + 8.618 -0.331 -10.085 9.594 0.066 176.500 + 8.942 -0.356 -10.149 9.850 0.109 167.600 + 9.267 -0.394 -10.060 9.887 0.273 190.100 + 9.592 -0.585 -9.869 9.503 0.328 194.400 + 9.917 -0.674 -9.831 9.439 0.284 193.300 + 10.242 -0.547 -9.716 9.295 0.339 204.800 + 10.567 -0.496 -9.818 9.102 0.175 194.900 + 10.891 -0.598 -9.805 8.988 0.120 206.800 + 11.216 -0.941 -9.920 8.844 0.131 224.500 + 11.541 -0.661 -9.932 8.840 0.055 161.000 + 11.866 -0.674 -9.983 8.837 0.022 173.800 + 12.191 -0.687 -9.983 8.833 0.022 80.600 + 12.515 -0.636 -10.047 8.829 0.044 108.800 + 12.840 -0.801 -10.314 8.975 0.033 112.800 + 13.165 -0.814 -10.454 8.782 0.098 131.200 + 13.490 -0.649 -10.390 8.688 0.033 190.200 + 13.815 -0.420 -10.365 8.584 0.044 105.700 + 14.139 -0.560 -10.441 8.690 0.011 197.400 + 14.464 -0.687 -10.416 9.036 0.284 68.600 + 14.789 -0.839 -10.238 8.993 0.273 61.600 + 15.114 -0.954 -10.263 8.649 0.066 80.500 + 15.439 -0.814 -10.390 8.385 0.077 70.200 + 15.763 -0.967 -10.416 8.271 0.022 85.600 + 16.088 -1.259 -10.441 8.118 0.033 204.100 + 16.350 -1.290 -10.400 8.042 0.050 21.700 + D08L161A 1 52 1.000000 . . . 0.000 + 0.000 -0.131 -9.861 10.219 0.068 88.000 + 0.173 -0.165 -9.882 10.222 0.131 92.300 + 0.498 -0.153 -9.691 10.258 0.098 76.000 + 0.822 -0.127 -9.487 10.244 0.087 62.200 + 1.147 -0.102 -9.487 10.361 0.087 70.300 + 1.472 -0.165 -9.742 10.417 0.186 59.100 + 1.797 -0.280 -9.576 10.283 0.197 54.100 + 2.122 -0.369 -9.551 10.219 0.186 50.900 + 2.446 -0.420 -9.665 10.316 0.197 63.800 + 2.771 -0.331 -9.793 10.262 0.350 62.000 + 3.096 -0.280 -9.983 10.208 0.240 62.000 + 3.421 -0.318 -9.983 10.154 0.153 63.900 + 3.746 -0.369 -9.945 10.381 0.087 62.800 + 4.071 -0.471 -10.085 10.197 0.153 60.600 + 4.395 -0.636 -10.187 9.913 0.262 224.100 + 4.720 -0.699 -10.365 9.819 0.153 214.700 + 5.045 -0.674 -10.543 9.675 0.098 214.800 + 5.370 -0.687 -10.492 9.592 0.109 210.600 + 5.694 -0.432 -10.161 9.498 0.120 208.800 + 6.019 -0.331 -10.161 9.454 0.087 202.900 + 6.344 -0.420 -10.390 9.460 0.077 216.200 + 6.669 -0.318 -10.454 9.407 0.087 197.200 + 6.994 -0.343 -10.149 9.363 0.087 183.200 + 7.319 -0.369 -10.034 9.369 0.098 188.800 + 7.643 -0.369 -10.314 9.475 0.131 208.000 + 7.968 -0.318 -10.161 9.522 0.087 202.400 + 8.293 -0.267 -10.072 9.508 0.131 190.700 + 8.618 -0.331 -10.085 9.594 0.066 176.500 + 8.942 -0.356 -10.149 9.850 0.109 167.600 + 9.267 -0.394 -10.060 9.887 0.273 190.100 + 9.592 -0.585 -9.869 9.503 0.328 194.400 + 9.917 -0.674 -9.831 9.439 0.284 193.300 + 10.242 -0.547 -9.716 9.295 0.339 204.800 + 10.567 -0.496 -9.818 9.102 0.175 194.900 + 10.891 -0.598 -9.805 8.988 0.120 206.800 + 11.216 -0.941 -9.920 8.844 0.131 224.500 + 11.541 -0.661 -9.932 8.840 0.055 161.000 + 11.866 -0.674 -9.983 8.837 0.022 173.800 + 12.191 -0.687 -9.983 8.833 0.022 80.600 + 12.515 -0.636 -10.047 8.829 0.044 108.800 + 12.840 -0.801 -10.314 8.975 0.033 112.800 + 13.165 -0.814 -10.454 8.782 0.098 131.200 + 13.490 -0.649 -10.390 8.688 0.033 190.200 + 13.815 -0.420 -10.365 8.584 0.044 105.700 + 14.139 -0.560 -10.441 8.690 0.011 197.400 + 14.464 -0.687 -10.416 9.036 0.284 68.600 + 14.789 -0.839 -10.238 8.993 0.273 61.600 + 15.114 -0.954 -10.263 8.649 0.066 80.500 + 15.439 -0.814 -10.390 8.385 0.077 70.200 + 15.763 -0.967 -10.416 8.271 0.022 85.600 + 16.088 -1.259 -10.441 8.118 0.033 204.100 + 16.350 -1.290 -10.400 8.042 0.050 21.700 + D11L1601 1 52 1.000000 . . . 0.000 + 0.000 -0.191 -4.768 12.781 0.790 -11.500 + 0.257 -0.064 -4.828 12.770 0.790 167.700 + 0.582 0.053 -4.903 12.756 0.760 166.000 + 0.907 0.213 -5.020 12.642 0.721 167.200 + 1.232 0.469 -5.169 12.558 0.692 166.700 + 1.557 0.608 -5.212 12.454 0.624 165.200 + 1.881 0.725 -5.297 12.370 0.653 167.200 + 2.206 0.863 -5.372 12.325 0.643 169.400 + 2.531 0.991 -5.393 12.281 0.634 168.800 + 2.856 1.098 -5.446 12.237 0.634 167.400 + 3.181 1.311 -5.489 12.153 0.585 163.900 + 3.505 1.439 -5.532 12.049 0.517 162.000 + 3.830 1.705 -5.628 11.985 0.526 162.100 + 4.155 1.823 -5.691 11.951 0.487 160.100 + 4.480 1.865 -5.766 11.906 0.448 161.000 + 4.805 1.897 -5.873 11.872 0.409 160.300 + 5.129 2.004 -5.990 11.858 0.390 158.600 + 5.454 2.078 -5.958 11.814 0.380 159.400 + 5.779 2.121 -5.979 11.790 0.351 159.500 + 6.104 2.196 -6.011 11.776 0.322 158.100 + 6.429 2.398 -6.128 11.722 0.341 155.700 + 6.754 2.398 -6.171 11.677 0.351 152.700 + 7.078 2.430 -6.192 11.633 0.351 153.700 + 7.403 2.494 -6.182 11.609 0.322 154.500 + 7.728 2.526 -6.214 11.595 0.302 154.700 + 8.053 2.579 -6.267 11.581 0.292 154.000 + 8.378 2.675 -6.278 11.567 0.283 154.800 + 8.702 2.675 -6.256 11.533 0.263 155.400 + 9.027 2.718 -6.278 11.519 0.263 155.200 + 9.352 2.728 -6.246 11.514 0.283 153.300 + 9.677 2.750 -6.256 11.470 0.244 151.000 + 10.002 2.718 -6.278 11.416 0.185 148.600 + 10.326 2.803 -6.235 11.372 0.175 146.900 + 10.651 2.824 -6.150 11.338 0.146 147.100 + 10.976 2.814 -6.107 11.304 0.117 142.400 + 11.301 2.878 -6.086 11.250 0.127 134.900 + 11.626 2.963 -6.033 11.225 0.127 126.300 + 11.950 2.888 -6.128 11.231 0.146 123.900 + 12.275 2.835 -6.235 11.217 0.224 127.900 + 12.600 2.707 -6.299 11.203 0.175 133.100 + 12.925 2.558 -6.352 11.219 0.146 137.300 + 13.250 2.515 -6.331 11.225 0.156 142.800 + 13.574 2.451 -6.352 11.171 0.175 136.400 + 13.899 2.622 -6.310 11.157 0.156 129.300 + 14.224 2.622 -6.342 11.132 0.127 132.400 + 14.549 2.633 -6.438 11.128 0.185 135.300 + 14.874 2.633 -6.491 11.124 0.195 134.100 + 15.198 2.622 -6.555 11.120 0.205 130.900 + 15.523 2.579 -6.608 11.106 0.214 130.900 + 15.848 2.537 -6.640 11.062 0.195 135.900 + 16.173 2.569 -6.821 11.058 0.166 131.300 + 16.350 2.459 -6.798 11.033 0.157 -54.600 + D11L161A 1 52 1.000000 . . . 0.000 + 0.000 -0.191 -4.768 12.781 0.790 -11.500 + 0.257 -0.064 -4.828 12.770 0.790 167.700 + 0.582 0.053 -4.903 12.756 0.760 166.000 + 0.907 0.213 -5.020 12.642 0.721 167.200 + 1.232 0.469 -5.169 12.558 0.692 166.700 + 1.557 0.608 -5.212 12.454 0.624 165.200 + 1.881 0.725 -5.297 12.370 0.653 167.200 + 2.206 0.863 -5.372 12.325 0.643 169.400 + 2.531 0.991 -5.393 12.281 0.634 168.800 + 2.856 1.098 -5.446 12.237 0.634 167.400 + 3.181 1.311 -5.489 12.153 0.585 163.900 + 3.505 1.439 -5.532 12.049 0.517 162.000 + 3.830 1.705 -5.628 11.985 0.526 162.100 + 4.155 1.823 -5.691 11.951 0.487 160.100 + 4.480 1.865 -5.766 11.906 0.448 161.000 + 4.805 1.897 -5.873 11.872 0.409 160.300 + 5.129 2.004 -5.990 11.858 0.390 158.600 + 5.454 2.078 -5.958 11.814 0.380 159.400 + 5.779 2.121 -5.979 11.790 0.351 159.500 + 6.104 2.196 -6.011 11.776 0.322 158.100 + 6.429 2.398 -6.128 11.722 0.341 155.700 + 6.754 2.398 -6.171 11.677 0.351 152.700 + 7.078 2.430 -6.192 11.633 0.351 153.700 + 7.403 2.494 -6.182 11.609 0.322 154.500 + 7.728 2.526 -6.214 11.595 0.302 154.700 + 8.053 2.579 -6.267 11.581 0.292 154.000 + 8.378 2.675 -6.278 11.567 0.283 154.800 + 8.702 2.675 -6.256 11.533 0.263 155.400 + 9.027 2.718 -6.278 11.519 0.263 155.200 + 9.352 2.728 -6.246 11.514 0.283 153.300 + 9.677 2.750 -6.256 11.470 0.244 151.000 + 10.002 2.718 -6.278 11.416 0.185 148.600 + 10.326 2.803 -6.235 11.372 0.175 146.900 + 10.651 2.824 -6.150 11.338 0.146 147.100 + 10.976 2.814 -6.107 11.304 0.117 142.400 + 11.301 2.878 -6.086 11.250 0.127 134.900 + 11.626 2.963 -6.033 11.225 0.127 126.300 + 11.950 2.888 -6.128 11.231 0.146 123.900 + 12.275 2.835 -6.235 11.217 0.224 127.900 + 12.600 2.707 -6.299 11.203 0.175 133.100 + 12.925 2.558 -6.352 11.219 0.146 137.300 + 13.250 2.515 -6.331 11.225 0.156 142.800 + 13.574 2.451 -6.352 11.171 0.175 136.400 + 13.899 2.622 -6.310 11.157 0.156 129.300 + 14.224 2.622 -6.342 11.132 0.127 132.400 + 14.549 2.633 -6.438 11.128 0.185 135.300 + 14.874 2.633 -6.491 11.124 0.195 134.100 + 15.198 2.622 -6.555 11.120 0.205 130.900 + 15.523 2.579 -6.608 11.106 0.214 130.900 + 15.848 2.537 -6.640 11.062 0.195 135.900 + 16.173 2.569 -6.821 11.058 0.166 131.300 + 16.350 2.459 -6.798 11.033 0.157 -54.600 + D13L1601 1 52 1.000000 . . . 0.000 + 0.000 0.610 -2.610 14.061 0.192 85.300 + 0.330 0.588 -2.599 14.052 0.219 81.900 + 0.655 0.695 -2.578 14.072 0.256 90.000 + 0.980 0.813 -2.514 14.093 0.347 97.200 + 1.304 0.909 -2.599 14.084 0.393 97.700 + 1.629 1.006 -2.674 14.015 0.356 94.100 + 1.954 1.070 -2.696 13.975 0.310 93.200 + 2.279 1.177 -2.771 13.946 0.301 95.000 + 2.604 1.316 -2.899 13.907 0.292 94.000 + 2.928 1.455 -2.920 13.857 0.265 91.100 + 3.253 1.583 -2.974 13.838 0.247 93.200 + 3.578 1.744 -3.070 13.789 0.247 90.000 + 3.903 1.893 -3.102 13.750 0.237 85.900 + 4.228 2.022 -3.134 13.730 0.219 84.600 + 4.552 2.171 -3.209 13.721 0.201 83.900 + 4.877 2.321 -3.230 13.682 0.210 82.400 + 5.202 2.471 -3.220 13.673 0.183 77.000 + 5.527 2.621 -3.273 13.653 0.192 82.300 + 5.852 2.824 -3.305 13.674 0.192 79.300 + 6.177 2.910 -3.220 13.665 0.192 80.900 + 6.501 2.952 -3.241 13.626 0.237 79.200 + 6.826 3.177 -3.273 13.646 0.301 83.100 + 7.151 3.209 -3.305 13.657 0.292 84.300 + 7.476 3.124 -3.402 13.648 0.219 84.900 + 7.800 3.220 -3.594 13.678 0.265 87.500 + 8.125 3.316 -3.808 13.639 0.219 87.700 + 8.450 3.423 -3.819 13.610 0.173 87.000 + 8.775 3.551 -3.915 13.561 0.164 85.200 + 9.100 3.541 -3.862 13.561 0.146 88.800 + 9.425 3.487 -3.840 13.572 0.146 83.400 + 9.749 3.616 -3.723 13.523 0.201 86.900 + 10.074 3.701 -3.594 13.514 0.219 88.100 + 10.399 3.765 -3.498 13.474 0.228 85.300 + 10.724 3.840 -3.583 13.465 0.219 83.300 + 11.048 3.936 -3.455 13.446 0.265 85.600 + 11.373 3.883 -3.295 13.406 0.292 83.600 + 11.698 3.819 -3.391 13.407 0.347 88.500 + 12.023 3.787 -3.466 13.388 0.402 91.900 + 12.348 3.755 -3.498 13.309 0.383 83.600 + 12.673 3.733 -3.530 13.309 0.429 83.600 + 12.997 3.765 -3.541 13.380 0.466 86.400 + 13.322 3.723 -3.594 13.461 0.420 88.800 + 13.647 3.594 -3.637 13.402 0.511 85.100 + 13.972 3.519 -3.637 13.382 0.603 81.600 + 14.297 3.423 -3.616 13.343 0.612 78.900 + 14.621 3.241 -3.808 13.244 0.575 81.500 + 14.946 3.198 -3.990 13.195 0.603 82.400 + 15.271 3.027 -4.033 13.135 0.603 82.400 + 15.596 2.877 -4.118 13.116 0.557 81.900 + 15.921 2.888 -4.193 13.107 0.511 85.800 + 16.245 2.813 -4.183 13.047 0.511 84.500 + 16.350 2.779 -4.200 13.042 0.519 83.100 diff --git a/scratch/Data/missing.csv b/scratch/Data/missing.csv new file mode 100644 index 000000000..43247fda6 --- /dev/null +++ b/scratch/Data/missing.csv @@ -0,0 +1,8 @@ +name,shares,price +"AA",100,32.20 +"IBM",50,91.10 +"CAT",150,83.44 +"MSFT",,51.23 +"GE",95,40.37 +"MSFT",50,65.10 +"IBM",,70.44 diff --git a/scratch/Data/portfolio.csv b/scratch/Data/portfolio.csv new file mode 100644 index 000000000..782d96c8a --- /dev/null +++ b/scratch/Data/portfolio.csv @@ -0,0 +1,8 @@ +name,shares,price +"AA",100,32.20 +"IBM",50,91.10 +"CAT",150,83.44 +"MSFT",200,51.23 +"GE",95,40.37 +"MSFT",50,65.10 +"IBM",100,70.44 \ No newline at end of file diff --git a/scratch/Data/portfolio.csv.gz b/scratch/Data/portfolio.csv.gz new file mode 100644 index 000000000..842df944e Binary files /dev/null and b/scratch/Data/portfolio.csv.gz differ diff --git a/scratch/Data/portfolio.dat b/scratch/Data/portfolio.dat new file mode 100644 index 000000000..0fb15fe44 --- /dev/null +++ b/scratch/Data/portfolio.dat @@ -0,0 +1,8 @@ +name shares price +"AA" 100 32.20 +"IBM" 50 91.10 +"CAT" 150 83.44 +"MSFT" 200 51.23 +"GE" 95 40.37 +"MSFT" 50 65.10 +"IBM" 100 70.44 diff --git a/scratch/Data/portfolio2.csv b/scratch/Data/portfolio2.csv new file mode 100644 index 000000000..8ddfa7eb0 --- /dev/null +++ b/scratch/Data/portfolio2.csv @@ -0,0 +1,5 @@ +name,shares,price +"AA",50,27.10 +"HPQ",250,43.15 +"MSFT",25,50.15 +"GE",125,52.10 diff --git a/scratch/Data/portfolioblank.csv b/scratch/Data/portfolioblank.csv new file mode 100644 index 000000000..6afe8e089 --- /dev/null +++ b/scratch/Data/portfolioblank.csv @@ -0,0 +1,16 @@ +name,shares,price + +"AA",100,32.20 + +"IBM",50,91.10 + +"CAT",150,83.44 + +"MSFT",200,51.23 + +"GE",95,40.37 + +"MSFT",50,65.10 + +"IBM",100,70.44 + diff --git a/scratch/Data/portfoliodate.csv b/scratch/Data/portfoliodate.csv new file mode 100644 index 000000000..ac84e0537 --- /dev/null +++ b/scratch/Data/portfoliodate.csv @@ -0,0 +1,8 @@ +name,date,time,shares,price +"AA","6/11/2007","9:50am",100,32.20 +"IBM","5/13/2007","4:20pm",50,91.10 +"CAT","9/23/2006","1:30pm",150,83.44 +"MSFT","5/17/2007","10:30am",200,51.23 +"GE","2/1/2006","10:45am",95,40.37 +"MSFT","10/31/2006","12:05pm",50,65.10 +"IBM","7/9/2006","3:15pm",100,70.44 diff --git a/scratch/Data/prices.csv b/scratch/Data/prices.csv new file mode 100644 index 000000000..f3ab791e6 --- /dev/null +++ b/scratch/Data/prices.csv @@ -0,0 +1,30 @@ +"AA",9.22 +"AXP",24.85 +"BA",44.85 +"BAC",11.27 +"C",3.72 +"CAT",35.46 +"CVX",66.67 +"DD",28.47 +"DIS",24.22 +"GE",13.48 +"GM",0.75 +"HD",23.16 +"HPQ",34.35 +"IBM",106.28 +"INTC",15.72 +"JNJ",55.16 +"JPM",36.90 +"KFT",26.11 +"KO",49.16 +"MCD",58.99 +"MMM",57.10 +"MRK",27.58 +"MSFT",20.89 +"PFE",15.19 +"PG",51.94 +"T",24.79 +"UTX",52.61 +"VZ",29.26 +"WMT",49.74 +"XOM",69.35 \ No newline at end of file diff --git a/scratch/Data/stocklog.csv b/scratch/Data/stocklog.csv new file mode 100644 index 000000000..78a92e661 --- /dev/null +++ b/scratch/Data/stocklog.csv @@ -0,0 +1,3819 @@ +"AA",39.31,"6/11/2007","09:30.00",-0.35,39.67,39.31,39.31,75600 +"AIG",71.26,"6/11/2007","09:30.00",-0.27,71.29,71.26,71.26,73400 +"AXP",62.38,"6/11/2007","09:30.00",-0.66,62.79,62.38,62.38,834350 +"BA",98.31,"6/11/2007","09:30.00",0.12,98.25,98.31,98.31,37450 +"C",52.99,"6/11/2007","09:30.00",-0.34,53.20,52.99,52.99,82500 +"CAT",77.99,"6/11/2007","09:30.00",-0.53,78.32,77.99,77.99,169282 +"DD",50.60,"6/11/2007","09:30.00",-0.53,51.13,50.60,50.60,9750 +"DIS",34.04,"6/11/2007","09:30.00",-0.16,34.28,34.04,34.04,105100 +"GE",37.12,"6/11/2007","09:30.00",-0.20,37.07,37.12,37.12,175900 +"GM",31.50,"6/11/2007","09:30.00",0.50,31.00,31.50,31.50,177454 +"HD",37.62,"6/11/2007","09:30.00",-0.33,37.78,37.62,37.62,114969 +"HON",57.02,"6/11/2007","09:30.00",-0.36,57.25,57.02,57.02,111800 +"HPQ",45.59,"6/11/2007","09:30.00",-0.11,45.80,45.59,45.59,121100 +"IBM",102.77,"6/11/2007","09:30.00",-0.30,102.87,102.77,102.77,73900 +"INTC",21.82,"6/11/2007","09:30.00",-0.01,21.70,21.82,21.82,1796393 +"JNJ",62.08,"6/11/2007","09:30.00",-0.05,62.89,62.08,62.08,253400 +"JPM",50.25,"6/11/2007","09:30.00",-0.16,50.41,50.25,50.25,185650 +"KO",51.63,"6/11/2007","09:30.00",-0.04,51.67,51.63,51.63,3952150 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+"MO",70.26,"6/11/2007","09:31.01",-0.04,70.25,70.30,70.26,381001 +"PFE",26.33,"6/11/2007","09:31.01",-0.19,26.50,26.33,26.31,503834 +"WMT",49.85,"6/11/2007","09:31.01",-0.23,49.90,49.87,49.85,493685 +"JNJ",62.12,"6/11/2007","09:31.02",-0.01,62.89,62.12,62.08,272020 +"MCD",50.87,"6/11/2007","09:31.03",-0.54,51.47,50.87,50.80,108506 +"MRK",49.76,"6/11/2007","09:31.05",-0.38,50.30,49.76,49.66,1290066 +"AA",39.35,"6/11/2007","09:31.06",-0.31,39.67,39.35,39.31,95069 +"DIS",34.08,"6/11/2007","09:31.06",-0.12,34.28,34.08,34.04,123997 +"T",39.91,"6/11/2007","09:31.06",-0.35,40.20,39.91,39.87,548893 +"CAT",78.05,"6/11/2007","09:31.07",-0.47,78.32,78.05,77.99,179726 +"GE",37.15,"6/11/2007","09:31.09",-0.17,37.07,37.15,37.12,275259 +"HPQ",45.64,"6/11/2007","09:31.09",-0.06,45.80,45.64,45.59,156002 +"JPM",50.27,"6/11/2007","09:31.09",-0.14,50.41,50.27,50.25,217361 +"UTX",69.73,"6/11/2007","09:31.09",-0.50,69.85,69.73,69.71,107946 +"MMM",85.71,"6/11/2007","09:31.11",-0.23,85.94,85.75,85.71,164312 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+"HPQ",46.05,"6/11/2007","11:14.08",0.35,45.80,46.26,45.59,3221945 +"BA",98.06,"6/11/2007","11:14.11",-0.13,98.25,98.73,97.85,770941 +"JPM",50.34,"6/11/2007","11:14.13",-0.07,50.41,50.50,50.13,2345735 +"MMM",85.59,"6/11/2007","11:14.14",-0.35,85.94,85.78,85.45,688092 +"IBM",103.27,"6/11/2007","11:14.16",0.20,102.87,103.60,102.77,1581409 +"XOM",83.00,"6/11/2007","11:14.17",0.32,82.68,83.09,82.41,3701692 +"INTC",21.92,"6/11/2007","11:14.21",0.09,21.70,21.97,21.82,14397791 +"CAT",78.70,"6/11/2007","11:14.23",0.18,78.32,78.88,77.99,1029200 +"GM",31.10,"6/11/2007","11:14.23",0.10,31.00,31.50,31.10,5252311 +"UTX",69.81,"6/11/2007","11:14.23",-0.42,69.85,70.06,69.60,695219 +"AIG",71.44,"6/11/2007","11:14.27",-0.09,71.29,71.50,71.26,1268381 +"HON",56.99,"6/11/2007","11:14.27",-0.39,57.25,57.33,56.99,926904 +"MCD",51.50,"6/11/2007","11:14.28",0.09,51.47,51.61,50.80,1681700 +"BA",98.05,"6/11/2007","11:14.31",-0.14,98.25,98.73,97.85,772108 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+"HON",56.98,"6/11/2007","11:14.58",-0.40,57.25,57.33,56.98,931330 +"CAT",78.68,"6/11/2007","11:14.59",0.16,78.32,78.88,77.99,1035788 +"XOM",82.98,"6/11/2007","11:15.03",0.30,82.68,83.09,82.41,3723266 +"AIG",71.43,"6/11/2007","11:15.04",-0.10,71.29,71.50,71.26,1271588 +"BA",98.03,"6/11/2007","11:15.11",-0.16,98.25,98.73,97.85,774441 +"PG",62.96,"6/11/2007","11:15.11",-0.11,62.80,63.10,62.61,2017571 +"T",39.97,"6/11/2007","11:15.12",-0.29,40.20,40.19,39.87,3914503 +"AXP",63.01,"6/11/2007","11:15.16",-0.03,62.79,63.11,62.38,1612797 +"CAT",78.67,"6/11/2007","11:15.16",0.15,78.32,78.88,77.99,1038899 +"IBM",103.25,"6/11/2007","11:15.16",0.18,102.87,103.60,102.77,1589769 +"MMM",85.56,"6/11/2007","11:15.19",-0.38,85.94,85.78,85.45,692576 +"AA",39.48,"6/11/2007","11:15.23",-0.18,39.67,40.15,39.31,1286420 +"HPQ",46.04,"6/11/2007","11:15.23",0.34,45.80,46.26,45.59,3244720 +"XOM",82.97,"6/11/2007","11:15.26",0.29,82.68,83.09,82.41,3734053 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+"MCD",51.48,"6/11/2007","11:15.51",0.07,51.47,51.61,50.80,1735059 +"CAT",78.65,"6/11/2007","11:15.52",0.13,78.32,78.88,77.99,1045487 +"MMM",85.55,"6/11/2007","11:15.55",-0.39,85.94,85.78,85.45,694426 +"AXP",63.02,"6/11/2007","11:16.19",-0.02,62.79,63.11,62.38,1617682 +"CAT",78.66,"6/11/2007","11:16.22",0.14,78.32,78.88,77.99,1050493 +"AIG",71.41,"6/11/2007","11:16.25",-0.12,71.29,71.50,71.26,1280264 +"GE",37.36,"6/11/2007","11:16.26",0.04,37.07,37.41,37.12,7669895 +"BA",98.02,"6/11/2007","11:16.31",-0.17,98.25,98.73,97.85,779263 +"MMM",85.54,"6/11/2007","11:16.31",-0.40,85.94,85.78,85.45,696276 +"XOM",82.95,"6/11/2007","11:16.31",0.27,82.68,83.09,82.41,3763443 +"MRK",50.51,"6/11/2007","11:16.38",0.37,50.30,50.58,49.66,3553935 +"UTX",69.79,"6/11/2007","11:16.49",-0.44,69.85,70.06,69.60,702565 +"DD",50.69,"6/11/2007","11:16.51",-0.44,51.13,51.18,50.60,1351862 +"HPQ",46.03,"6/11/2007","11:16.51",0.33,45.80,46.26,45.59,3271544 +"IBM",103.25,"6/11/2007","11:16.51",0.18,102.87,103.60,102.77,1602648 +"JNJ",62.56,"6/11/2007","11:16.51",0.43,62.89,62.75,62.08,2641515 +"MO",70.18,"6/11/2007","11:16.51",-0.12,70.25,70.30,69.85,2474794 +"AXP",63.03,"6/11/2007","11:16.57",-0.01,62.79,63.11,62.38,1620608 diff --git a/scratch/Polymorphism.py b/scratch/Polymorphism.py new file mode 100644 index 000000000..301fe6267 --- /dev/null +++ b/scratch/Polymorphism.py @@ -0,0 +1,59 @@ +#try polymorphism example + +print("Polymorphism Example") +class Vehicle: + def __init__(self, brand, model): + self.brand = brand + self.model = model + def __str__(self): + return f"{self.brand} {self.model}" + def move(self): + print("Move!") + + +class Car(Vehicle): + def __init__(self, brand, model): + super().__init__(brand, model) + +class Boat(Vehicle): + def __init__(self, brand, model): + super().__init__(brand, model) + def move(self): + print("Sail!") +class Airplane(Vehicle): + def __init__(self, brand,model): + super().__init__(brand, model) + def __str__(self): + return f"-->{self.brand} {self.model}" + def move(self): + print("Fly!") +v1 = Vehicle("Generic", "Model") + +car1 = Car("Toyota", "Corolla") +boat1 = Boat("Yamaha", "242X") +airplane1 = Airplane("Boeing", "747") + +#Test polymorphism + +for tt in (Car("Toyota", "Corolla"), Boat("Yamaha", "242X"), Airplane("Boeing", "747")): + print(tt) + print(tt.move()) + + + + + +#test + +class Person: + def __init__(self, name,lastname): + self.name = name + self.lastname = lastname + +p1 = Person("John", "Doe") +p2 = Person("Jane", "Smith") +# Test polymorphism +print(p1.name) +print(p2.name) + +input("Press Enter to exit") \ No newline at end of file diff --git a/scratch/ReadLogData.py b/scratch/ReadLogData.py new file mode 100644 index 000000000..8a0ca4786 --- /dev/null +++ b/scratch/ReadLogData.py @@ -0,0 +1,12 @@ +import os +import sys + + +work_dir = os.path.dirname(os.path.abspath(__file__)) +data_dir = work_dir +r'\data\' +sys.path.append(data_dir) +mes_file = data_dir + r'\meslog.txt' + +print(f"work_dir: {work_dir}") +print(f"data_dir: {data_dir}") +print(f"mes_file: {mes_file}") \ No newline at end of file diff --git a/scratch/TLog.py b/scratch/TLog.py new file mode 100644 index 000000000..0cbbe1f6b --- /dev/null +++ b/scratch/TLog.py @@ -0,0 +1,91 @@ +import os +import sys +import dotenv +import logging + +class LogSectionData: + '''Class to represent a section in the meslog file. + Attributes: + z (float): The z coordinate of the section. + x (float): The x coordinate of the section. + y (float): The y coordinate of the section. + dia (float): The diameter of the section. + ecc (float): The eccentricity of the section. + ang (float): The angle of the section. + ''' + def __init__(self, z, x,y,dia,ecc,ang): + self.z = z + self.x = x + self.y = y + self.dia = dia + self.ecc = ecc + self.ang = ang + def __str__(self): + return f"z: {self.z}, x: {self.x}, y: {self.y}, dia: {self.dia}, ecc: {self.ecc}, ang: {self.ang}" + def __repr__(self): + return f"z: {self.z}, x: {self.x}, y: {self.y}, dia: {self.dia}, ecc: {self.ecc}, ang: {self.ang}" + def __eq__(self, other): + if isinstance(other, LogSectionData): + return self.z == other.z and self.x == other.x and self.y == other.y and self.dia == other.dia and self.ecc == other.ecc and self.ang == other.ang + return False + def __iter__(self): + return iter(self.__dict__) + def __next__(self): + return next(iter(self.__dict__)) + def __copy__(self): + return LogSectionData(self.z, self.x, self.y, self.dia, self.ecc, self.ang) + def __str__(self): + return f"z: {self.z}, x: {self.x}, y: {self.y}, dia: {self.dia}, ecc: {self.ecc}, ang: {self.ang}" + def __repr__(self): + return f"z: {self.z}, x: {self.x}, y: {self.y}, dia: {self.dia}, ecc: {self.ecc}, ang: {self.ang}" + + +class TSawLog: + ''' + Class to represent a saw log. + Attributes: + mill (str): The mill where the log was processed. + species (str): The species of the log. + quality (str): The quality of the log. + log_id (str): The ID of the log. + seg_num (int): The segment number of the log. + num_sec (int): The number of sections in the log. + wgt (float): The weight of the log. + sections (list): A list of LogSectionData objects representing the sections of the log. + log_file (str): The file path of the log. + ''' + def __init__(self, mill, species,quality, log_id, seg_num, num_sec, wgt, sections, log_file=None): + self.mill = mill + self.species = species + self.quality = quality + self.log_id = log_id + self.seg_num = seg_num + self.num_sec = num_sec + self.wgt = wgt + self.log_file = log_file + self.sections = sections + self.log_file = log_file + def __init__(self, log_id, seg_num, num_sec, wgt, sections, log_file=None): + self.log_id = log_id + self.seg_num = seg_num + self.num_sec = num_sec + self.wgt = wgt + self.log_file = log_file + self.sections = sections + self.log_file = log_file + def __str__(self): + return f"mill: {self.mill}, species: {self.species}, quality: {self.quality}, log_id: {self.log_id}, seg_num: {self.seg_num}, num_sec: {self.num_sec}, wgt: {self.wgt}, sections: {self.sections}" + def __repr__(self): + return f"mill: {self.mill}, species: {self.species}, quality: {self.quality}, log_id: {self.log_id}, seg_num: {self.seg_num}, num_sec: {self.num_sec}, wgt: {self.wgt}, sections: {self.sections}" + def __eq__(self, other): + if isinstance(other, TSawLog): + return self.mill == other.mill and self.species == other.species and self.quality == other.quality and self.log_id == other.log_id and self.seg_num == other.seg_num and self.num_sec == other.num_sec and self.wgt == other.wgt and self.sections == other.sections + return False + def __iter__(self): + return iter(self.__dict__) + def __next__(self): + return next(iter(self.__dict__)) + def __copy__(self): + return TSawLog(self.mill, self.species, self.quality, self.log_id, self.seg_num, self.num_sec, self.wgt, self.sections, self.log_file) + + diff --git a/scratch/env_vars_test1.py b/scratch/env_vars_test1.py new file mode 100644 index 000000000..3277ee1b7 --- /dev/null +++ b/scratch/env_vars_test1.py @@ -0,0 +1,22 @@ +import os +import sys +import dotenv +import logging + +dv = dotenv.load_dotenv + +env1 = os.environ.get('OPENAI_API_KEY') +print(env1) +env2 = os.getenv('POSH_THEMES_PATH') +print(env2) + +# read all env variables +def read_env(): + env = {} + for key, value in os.environ.items(): + env[key] = value + return env +env = read_env() + +for key, value in env.items(): + print(f"{key}: {value}") \ No newline at end of file diff --git a/stocklog.csv b/stocklog.csv new file mode 100644 index 000000000..e69de29bb