├── .chainlit
└── config.toml
├── .gitignore
├── README.md
├── assets
└── git_page.png
├── chainlit.md
├── data
└── real_world
│ ├── flight_1k.csv
│ ├── flight_1k_cleaned.csv
│ └── flight_1k_withgt.csv
├── ground_truth_extraction.py
├── llm_cache.csv
├── llm_cache.json
├── main.py
└── requirements.txt
/.chainlit/config.toml:
--------------------------------------------------------------------------------
1 | [project]
2 | # Whether to enable telemetry (default: true). No personal data is collected.
3 | enable_telemetry = true
4 |
5 | # List of environment variables to be provided by each user to use the app.
6 | user_env = []
7 |
8 | # Duration (in seconds) during which the session is saved when the connection is lost
9 | session_timeout = 3600
10 |
11 | # Enable third parties caching (e.g LangChain cache)
12 | cache = false
13 |
14 | # Follow symlink for asset mount (see https://github.com/Chainlit/chainlit/issues/317)
15 | # follow_symlink = false
16 |
17 | [features]
18 | # Show the prompt playground
19 | prompt_playground = true
20 |
21 | # Process and display HTML in messages. This can be a security risk (see https://stackoverflow.com/questions/19603097/why-is-it-dangerous-to-render-user-generated-html-or-javascript)
22 | unsafe_allow_html = true
23 |
24 | # Process and display mathematical expressions. This can clash with "$" characters in messages.
25 | latex = false
26 |
27 | # Authorize users to upload files with messages
28 | multi_modal = false
29 |
30 | # Allows user to use speech to text
31 | [features.speech_to_text]
32 | enabled = false
33 | # See all languages here https://github.com/JamesBrill/react-speech-recognition/blob/HEAD/docs/API.md#language-string
34 | # language = "en-US"
35 |
36 | [UI]
37 | # Name of the app and chatbot.
38 | name = "CleanAgent"
39 |
40 | # Show the readme while the thread is empty.
41 | show_readme_as_default = false
42 |
43 | # Description of the app and chatbot. This is used for HTML tags.
44 | # description = ""
45 |
46 | # Large size content are by default collapsed for a cleaner ui
47 | default_collapse_content = true
48 |
49 | # The default value for the expand messages settings.
50 | default_expand_messages = false
51 |
52 | # Hide the chain of thought details from the user in the UI.
53 | hide_cot = false
54 |
55 | # Link to your github repo. This will add a github button in the UI's header.
56 | # github = ""
57 |
58 | # Specify a CSS file that can be used to customize the user interface.
59 | # The CSS file can be served from the public directory or via an external link.
60 | # custom_css = "../assets/test.css"
61 |
62 | # Override default MUI light theme. (Check theme.ts)
63 | [UI.theme.light]
64 | #background = "#FAFAFA"
65 | #paper = "#FFFFFF"
66 |
67 | [UI.theme.light.primary]
68 | #main = "#F80061"
69 | #dark = "#980039"
70 | #light = "#FFE7EB"
71 |
72 | # Override default MUI dark theme. (Check theme.ts)
73 | [UI.theme.dark]
74 | #background = "#FAFAFA"
75 | #paper = "#FFFFFF"
76 |
77 | [UI.theme.dark.primary]
78 | #main = "#F80061"
79 | #dark = "#980039"
80 | #light = "#FFE7EB"
81 |
82 |
83 | [meta]
84 | generated_by = "1.0.101"
85 |
--------------------------------------------------------------------------------
/.gitignore:
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1 | # Byte-compiled / optimized / DLL files
2 | __pycache__/
3 | *.py[cod]
4 | *$py.class
5 |
6 | # C extensions
7 | *.so
8 |
9 | # Distribution / packaging
10 | .Python
11 | #09 refactore data , ouput and wandb ignore
12 | clean-agent/coding
13 |
14 | #
15 | build/
16 | develop-eggs/
17 | dist/
18 | downloads/
19 | eggs/
20 | .eggs/
21 | lib/
22 | lib64/
23 | parts/
24 | sdist/
25 | var/
26 | wheels/
27 | share/python-wheels/
28 | *.egg-info/
29 | .installed.cfg
30 | *.egg
31 | MANIFEST
32 |
33 | # PyInstaller
34 | # Usually these files are written by a python script from a template
35 | # before PyInstaller builds the exe, so as to inject date/other infos into it.
36 | *.manifest
37 | *.spec
38 |
39 | # Installer logs
40 | pip-log.txt
41 | pip-delete-this-directory.txt
42 |
43 | # Unit test / coverage reports
44 | htmlcov/
45 | .tox/
46 | .nox/
47 | .coverage
48 | .coverage.*
49 | .cache
50 | nosetests.xml
51 | coverage.xml
52 | *.cover
53 | *.py,cover
54 | .hypothesis/
55 | .pytest_cache/
56 | cover/
57 |
58 | # Translations
59 | *.mo
60 | *.pot
61 |
62 | # Django stuff:
63 | *.log
64 | local_settings.py
65 | db.sqlite3
66 | db.sqlite3-journal
67 |
68 | # Flask stuff:
69 | instance/
70 | .webassets-cache
71 |
72 | # Scrapy stuff:
73 | .scrapy
74 |
75 | # Sphinx documentation
76 | docs/_build/
77 |
78 | # PyBuilder
79 | .pybuilder/
80 | target/
81 |
82 | # Jupyter Notebook
83 | .ipynb_checkpoints
84 | # vscode ignore
85 | .vscode/
86 |
87 | # IPython
88 | profile_default/
89 | ipython_config.py
90 |
91 | # Poetry
92 | .dist/
93 |
94 | # pyenv
95 | # For a library or package, you might want to ignore these files since the code is
96 | # intended to run in multiple environments; otherwise, check them in:
97 | # .python-version
98 |
99 | # pipenv
100 | # According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
101 | # However, in case of collaboration, if having platform-specific dependencies or dependencies
102 | # having no cross-platform support, pipenv may install dependencies that don't work, or not
103 | # install all needed dependencies.
104 | #Pipfile.lock
105 |
106 | # poetry
107 | # Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
108 | # This is especially recommended for binary packages to ensure reproducibility, and is more
109 | # commonly ignored for libraries.
110 | # https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
111 | #poetry.lock
112 |
113 | # pdm
114 | # Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
115 | #pdm.lock
116 | # pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it
117 | # in version control.
118 | # https://pdm.fming.dev/#use-with-ide
119 | .pdm.toml
120 |
121 | # PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm
122 | __pypackages__/
123 |
124 | # Celery stuff
125 | celerybeat-schedule
126 | celerybeat.pid
127 |
128 | # SageMath parsed files
129 | *.sage.py
130 |
131 | # Environments
132 | .env
133 | .venv
134 | env/
135 | venv/
136 | ENV/
137 | env.bak/
138 | venv.bak/
139 |
140 | # Spyder project settings
141 | .spyderproject
142 | .spyproject
143 |
144 | # Rope project settings
145 | .ropeproject
146 |
147 | # mkdocs documentation
148 | /site
149 |
150 | # mypy
151 | .mypy_cache/
152 | .dmypy.json
153 | dmypy.json
154 |
155 | # Pyre type checker
156 | .pyre/
157 |
158 | # pytype static type analyzer
159 | .pytype/
160 |
161 | # Cython debug symbols
162 | cython_debug/
163 |
164 | # PyCharm
165 | # JetBrains specific template is maintained in a separate JetBrains.gitignore that can
166 | # be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
167 | # and can be added to the global gitignore or merged into this file. For a more nuclear
168 | # option (not recommended) you can uncomment the following to ignore the entire idea folder.
169 | .idea/
170 | .files/
171 | .cache/
172 | __pycache__/
173 | .DS_Store
--------------------------------------------------------------------------------
/README.md:
--------------------------------------------------------------------------------
1 | # CleanAgent: Automatically Standardize Your Data with LLM-based Agents
2 | ### Introduction
3 | **`CleanAgent`** is a tool that automates the data standardization process with LLM-based Agents. You only need to upload the table that needs to be standardized, and **`CleanAgent`** will get your hands free, standardize your data automatically and return the standardized table to you.
4 | Our demo paper **CleanAgent: Automating Data Standardization with LLM-based Agents** will be published in the future.
5 |
6 | If you think this small project is interesting or helpful to you, please considering give us a star :star2: :star2: :star2: ! :smiley:
7 |
8 | ### Usage
9 | Please use **`CleanAgent`** with the following commands:
10 | ```shell
11 | git clone https://github.com/sfu-db/CleanAgent
12 | cd CleanAgent
13 | conda create -n cleanagent python=3.10.6
14 | conda activate cleanagent
15 | export OPENAI_API_KEY="Your_Openai_API_Key"
16 | pip install -r requirements.txt
17 | chainlit run main.py
18 | ```
19 | Then you can see the web UI of **`CleanAgent`** on `http://localhost:8000`
20 |
21 | ### Demonstration
22 | You also can watch the following 4-mins demo to learn how to use **`CleanAgent`**:
23 |
24 |
25 |
26 | ### Citation
27 | If you think **`CleanAgent`** is useful for you, please considering to cite our **`CleanAgent`**:
28 | ```bibtex
29 | @article{qi2024cleanagent,
30 | title={CleanAgent: Automating data standardization with LLM-based agents},
31 | author={Qi, Danrui and Miao, Zhengjie and Wang, Jiannan},
32 | journal={arXiv preprint arXiv:2403.08291},
33 | year={2024}
34 | }
35 | ```
36 |
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/assets/git_page.png:
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https://raw.githubusercontent.com/sfu-db/CleanAgent/66c10c2c1d141e7d63946f80a3f660e072d5bbe0/assets/git_page.png
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/chainlit.md:
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https://raw.githubusercontent.com/sfu-db/CleanAgent/66c10c2c1d141e7d63946f80a3f660e072d5bbe0/chainlit.md
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/data/real_world/flight_1k.csv:
--------------------------------------------------------------------------------
1 | src,flight,scheduled_dept,actual_dept,dept_gate,scheduled_arrival,actual_arrival,arrival_gate
2 | flylouisville,2012-01-01-UA-858-PVG-SFO,,2012-01-01 01:36 PM,D77,,2012-01-01 08:18 AM,G96
3 | weather,2011-12-08-UA-2906-PHL-MCO,2011-12-08 03:50 PM,,,2011-12-08 06:23 PM,,
4 | allegiantair,2011-12-11-AA-59-JFK-SFO,7:10 AM- Dec 11,7:37 AM- Dec 11,Terminal 8 - 46,10:45 AM- Dec 11,10:25 AM- Dec 11,Terminal 2 - 58B
5 | flightaware,2011-12-02-UA-382-IAD-LAX,2011-12-02 12:40PM EST,2011-12-02 12:54PM EST, C17 ,2011-12-02 03:09PM PST,2011-12-02 03:17PM PST, 75B
6 | orbitz,2011-12-27-UA-257-JFK-SFO,2:30pDec 27,2:26pDec 27, 10,6:14pDec 27,5:18pDec 27, 84
7 | flightaware,2011-12-09-AA-3842-MSP-ORD,2011-12-09 06:00AM CST,2011-12-09 06:21AM CST, E14 ,2011-12-09 07:15AM CST,2011-12-09 07:21AM CST, H5
8 | wunderground,2011-12-29-AA-4277-CVG-JFK,2011-12-29 12:10PM EST,2011-12-29 12:29PM EST, 1 ,2011-12-29 01:51PM EST,2011-12-29 01:58PM EST, 31D
9 | flightstats,2011-12-07-AA-4330-CVG-ORD,2011-12-07 3:35 PM,2011-12-07 3:47 PM,,2011-12-07 4:00 PM,2011-12-07 3:41 PM,
10 | allegiantair,2011-12-03-UA-2830-MCO-CLT,3:27 PM- Dec 03,3:33 PM- Dec 03,,5:05 PM- Dec 03,4:51 PM- Dec 03,
11 | gofox,2012-01-02-UA-248-PHX-ORD,12:52 PMJan 02,,,5:25 PMJan 02,,
12 | ord,2011-12-31-UA-843-LAX-ORD,2011-12-31 2:18 PM,,73,2011-12-31 8:23 PM,,C23
13 | wunderground,2011-12-27-AA-616-DFW-DTW,2011-12-27 09:05AM CST,2011-12-27 09:18AM CST, A19 ,2011-12-27 12:27PM EST,2011-12-27 12:28PM EST, D32
14 | flightaware,2011-12-09-UA-382-IAD-LAX,2011-12-09 12:30PM EST,2011-12-09 02:35PM EST, C11 ,2011-12-09 02:35PM PST,2011-12-09 04:36PM PST, 77
15 | panynj,2011-12-09-AA-1279-DFW-PHX,1:00 PM- Dec 09,1:16 PM- Dec 09,A22,2:35 PM- Dec 09,2:28 PM- Dec 09,Terminal 3
16 | usatoday,2011-12-24-AA-1007-MIA-PHX,,5:06 PMDec 24,,,7:31 PMDec 24,
17 | flightexplorer,2011-12-20-AA-4277-CVG-JFK,,12/20/2011 12:19PM EST,,,12/20/2011 1:32PM EST,
18 | gofox,2011-12-25-UA-828-SFO-ORD,11:13 PMDec 25,,,5:15 AMDec 26,,
19 | flylouisville,2011-12-05-UA-2704-DTW-PHX,,2011-12-05 11:07 AM,D14,,2011-12-05 02:00 PM,A6
20 | flytecomm,2011-12-17-UA-257-JFK-SFO,,12/17/11 3:37 PM (-05:00),,,12/17/11 6:09 PM (-08:00),
21 | allegiantair,2011-12-17-AA-2525-DFW-MIA,7:25 AM- Dec 17,7:37 AM- Dec 17,D30,11:10 AM- Dec 17,11:02 AM- Dec 17,Terminal D - D44
22 | flightstats,2011-12-27-AA-400-DFW-JFK,2011-12-27 10:40 AM,2011-12-27 10:43 AM,,2011-12-27 2:59 PM,2011-12-27 3:04 PM,
23 | boston,2011-12-25-AA-3786-IAH-ORD,4:00 PM- Dec 25,4:15 PM- Dec 25,,6:40 PM- Dec 25,6:15 PM- Dec 25,
24 | flylouisville,2011-12-25-AA-404-MIA-MCO,06:45 AM Sun 25-Dec-2011,06:44 AM Sun 25-Dec-2011,E5,07:45 AM Sun 25-Dec-2011,07:46 AM Sun 25-Dec-2011,16
25 | boston,2011-12-03-AA-3979-CVG-ORD,7:30 AM- Dec 03,7:38 AM- Dec 03,,8:00 AM- Dec 03,7:29 AM- Dec 03,
26 | panynj,2011-12-30-UA-3515-IAD-MSP,,8:35 AMDec 30,,,9:55 AMDec 30,
27 | businesstravellogue,2011-12-07-AA-3804-PHL-ORD,02:35 PM Wed 07-Dec-2011,03:13 PM Wed 07-Dec-2011,7,04:05 PM Wed 07-Dec-2011,04:10 PM Wed 07-Dec-2011,H1A
28 | flylouisville,2011-12-13-AA-1664-MIA-ATL,10:15 AM Tue 13-Dec-2011,10:17 AM Tue 13-Dec-2011,D46,12:10 PM Tue 13-Dec-2011,12:08 PM Tue 13-Dec-2011,T11
29 | boston,2011-12-05-AA-271-MIA-LAX,11:35 AM- Dec 05,11:54 AM- Dec 05,,2:25 PM- Dec 05,2:07 PM- Dec 05,
30 | airtravelcenter,2011-12-20-UA-37-EDI-EWR,12/20/11 9:05 AM (-00:00),,,12/20/11 11:53 AM (-05:00),,
31 | flytecomm,2011-12-22-AA-1886-BOS-MIA,,12/22/11 10:58 AM (-05:00),,,12/22/11 2:10 PM (-05:00),
32 | airtravelcenter,2012-01-03-UA-3050-PHX-CLT,,1/3/12 11:32 AM (-07:00),,,1/3/12 5:06 PM (-05:00),
33 | flightarrival,2012-01-03-AA-1221-MCO-ORD,2012-01-03 08:00 PM,,,2012-01-03 09:50 PM,,
34 | foxbusiness,2011-12-24-AA-4307-ORD-DTW,6:45 PM- Dec 24,7:08 PM- Dec 24,Terminal 3,9:10 PM- Dec 24,9:00 PM- Dec 24,Terminal N
35 | flightaware,2011-12-04-UA-664-ORD-PHL,2011-12-04 01:20PM CST,2011-12-04 01:37PM CST, C29 ,2011-12-04 04:08PM EST,2011-12-04 04:10PM EST, D9
36 | wunderground,2011-12-05-AA-431-MIA-SFO,2011-12-05 08:35AM EST,2011-12-05 08:52AM EST, D3 ,2011-12-05 11:20AM PST,2011-12-05 11:07AM PST, 57
37 | gofox,2011-12-29-UA-3515-IAD-MSP,,8:28 AMDec 29,,,9:53 AMDec 29,
38 | businesstravellogue,2011-12-12-AA-3756-ORD-SLC,12:15 PM Mon 12-Dec-2011,12:07 PM Mon 12-Dec-2011,H3A,02:45 PM Mon 12-Dec-2011,02:33 PM Mon 12-Dec-2011,A3
39 | businesstravellogue,2012-01-03-AA-415-BOS-ORD,,2012-01-03 08:34 AM,B33,,2012-01-03 09:56 AM,K18
40 | flightaware,2011-12-29-UA-3925-IAD-ORF,2011-12-29 08:42AM EST,2011-12-29 08:52AM EST, A1A ,2011-12-29 09:35AM EST,2011-12-29 09:45AM EST,
41 | flightwise,2011-12-19-AA-446-DFW-PHL,2011-12-19 11:50AM CST,2011-12-19 12:04PM CST, D40 ,2011-12-19 03:40PM EST,2011-12-19 03:46PM EST, A9
42 | usatoday,2011-12-30-AA-4277-CVG-JFK,12:10 PM- Dec 30,12:12 PM- Dec 30,,2:15 PM- Dec 30,1:45 PM- Dec 30,
43 | flightview,2011-12-03-AA-2050-ORD-MIA,10:40 AM- Dec 03,11:25 AM- Dec 03,K9,2:45 PM- Dec 03,3:12 PM- Dec 03,Terminal D - D2
44 | flightview,2011-12-11-UA-2704-DTW-PHX,,11:26 AMDec 11,,,1:19 PMDec 11,
45 | flights,2012-01-01-UA-3050-PHX-CLT,11:05 AM Sun 01-Jan-2012,11:21 AM Sun 01-Jan-2012,A24,04:57 PM Sun 01-Jan-2012,05:29 PM Sun 01-Jan-2012,B5
46 | myrateplan,2011-12-02-AA-4277-CVG-JFK,,12/2/11 12:22 PM (-05:00),,,12/2/11 1:51 PM (-05:00),
47 | aa,2011-12-03-AA-1007-MIA-PHX,12/03/2011 04:55 PM,12/03/2011 05:11 PM,D36,12/03/2011 08:05 PM,12/03/2011 08:07 PM,4
48 | airtravelcenter,2011-12-22-AA-1886-BOS-MIA,,12/22/11 10:58 AM (-05:00),,,12/22/11 2:10 PM (-05:00),
49 | myrateplan,2011-12-04-UA-2830-MCO-CLT,,12/4/11 3:40 PM (-05:00),,,12/4/11 4:55 PM (-05:00),
50 | quicktrip,2011-12-07-UA-382-IAD-LAX,2011-12-07 12:30 PM,2011-12-07 12:44 PM,,2011-12-07 3:19 PM,2011-12-07 3:06 PM,
51 | usatoday,2011-12-10-AA-204-LAX-MCO,2011-12-10 11:25 PM,2011-12-10 11:38 PM,,2011-12-10 06:55 AM,2011-12-10 06:38 AM,
52 | flytecomm,2012-01-02-AA-649-ORD-SNA,,1/2/12 1:32 PM (-06:00),,,1/2/12 3:18 PM (-08:00),
53 | ua,2011-12-20-UA-248-PHX-ORD,Tue- Dec 20 12:46 PM,Tue- Dec 20 12:46 PM,3,Tue- Dec 20 5:07 PM,Tue- Dec 20 5:13 PM,C29
54 | wunderground,2011-12-14-UA-257-JFK-SFO,2011-12-14 02:30PM EST,2011-12-14 02:38PM EST, 9 ,2011-12-14 05:50PM PST,2011-12-14 05:12PM PST, 80
55 | foxbusiness,2011-12-22-AA-2312-DFW-DTW,8:25 PMDec 22,,,11:50 PMDec 22,,
56 | flightaware,2011-12-27-UA-3099-PHX-PHL,2011-12-27 11:55AM MST,2011-12-27 12:15PM MST,,2011-12-27 05:47PM EST,2011-12-27 06:18PM EST,
57 | aa,2011-12-25-AA-1917-JFK-MCO,December 25- 2011 02:55 PM ,December 25- 2011 02:55 PM , 43,December 25- 2011 05:55 PM ,December 25- 2011 05:37 PM , 16
58 | flytecomm,2011-12-14-AA-3823-LAX-DEN,12/14/11 9:00 PM (-08:00),,,12/15/11 12:15 AM (-07:00),,
59 | airtravelcenter,2011-12-03-AA-415-BOS-ORD,,12/3/11 8:47 AM (-05:00),,,12/3/11 10:09 AM (-06:00),
60 | panynj,2012-01-02-AA-466-IAH-MIA,6:00 AM- Jan 02,6:05 AM- Jan 02,A27,9:20 AM- Jan 02,9:09 AM- Jan 02,Terminal D - D45
61 | myrateplan,2012-01-02-UA-2708-EWR-CLT,,1/2/12 3:07 PM (-05:00),,,1/2/12 4:49 PM (-05:00),
62 | panynj,2011-12-03-UA-938-DEN-ORD,,4:31 PMDec 03,,,7:24 PMDec 03,
63 | travelocity,2011-12-30-UA-2906-PHL-MCO,Dec 30 - 3:50pm,Dec 30 - Contact Airline,Not provided by airline,Dec 30 - 6:23pm,Dec 30 - Contact Airline,Not provided by airline
64 | orbitz,2012-01-02-AA-484-DFW-MIA,4:15pJan 2,4:14pJan 2, D21,7:55pJan 2,7:46pJan 2, D50
65 | myrateplan,2011-12-24-AA-643-MIA-ORD,,12/24/11 7:32 AM (-05:00),,,12/24/11 9:21 AM (-06:00),
66 | myrateplan,2011-12-05-UA-2726-FLL-PHL,,12/5/11 4:02 PM (-05:00),,,12/5/11 6:07 PM (-05:00),
67 | quicktrip,2011-12-08-AA-85-JFK-SFO,2011-12-08 3:05 PM,2011-12-08 3:12 PM,,2011-12-08 6:30 PM,2011-12-08 6:35 PM,
68 | panynj,2011-12-30-AA-3468-CVG-MIA,7:00 AM- Dec 30,7:00 AM- Dec 30,Terminal 2,9:55 AM- Dec 30,9:15 AM- Dec 30,Terminal D - D60
69 | usatoday,2011-12-22-UA-2945-PHL-CLT,12:00 PM- Dec 22,12:14 PM- Dec 22,,1:45 PM- Dec 22,1:35 PM- Dec 22,
70 | flightview,2011-12-19-AA-3979-CVG-ORD,7:30 AM- Dec 19,7:34 AM- Dec 19,Terminal 2,8:00 AM- Dec 19,7:28 AM- Dec 19,G10
71 | businesstravellogue,2011-12-31-AA-3809-PHX-LAX,06:00 AM Sat 31-Dec-2011,07:00 AM Sat 31-Dec-2011,2,06:40 AM Sat 31-Dec-2011,07:30 AM Sat 31-Dec-2011,44F
72 | panynj,2011-12-27-UA-62-IAH-EWR,,2:48 PMDec 27,,,6:45 PMDec 27,
73 | helloflight,2011-12-04-AA-1007-MIA-PHX,,12/4/11 5:12 PM (-05:00),,,12/4/11 7:46 PM (-07:00),
74 | flightarrival,2011-12-07-AA-1221-MCO-ORD,8:00 PM- Dec 07,8:08 PM- Dec 07,,9:50 PM- Dec 07,9:33 PM- Dec 07,
75 | boston,2011-12-20-AA-1640-MIA-MCO,6:30 PM- Dec 20,Not Available,,7:25 PM- Dec 20,Not Available,
76 | ua,2012-01-01-UA-37-EWR-MCO,Sun- Jan 1 1:29 PM,Sun- Jan 1 1:30 PM Delayed,C135,Sun- Jan 1 4:22 PM,Sun- Jan 1 4:15 PM,39
77 | helloflight,2011-12-08-AA-271-MIA-LAX,,12/8/11 11:45 AM (-05:00),,,12/8/11 2:08 PM (-08:00),
78 | panynj,2011-12-22-UA-858-PVG-SFO,,1:45 PMDec 22,,,8:02 AMDec 22,
79 | flylouisville,2011-12-30-AA-4198-ORD-CLE,10:40 AM Fri 30-Dec-2011,10:35 AM Fri 30-Dec-2011,H2,12:55 PM Fri 30-Dec-2011,01:17 PM Fri 30-Dec-2011,A3
80 | aa,2012-01-02-AA-4330-CVG-ORD,January 2- 2012 03:35 PM ,January 2- 2012 04:05 PM , 5,January 2- 2012 04:00 PM ,January 2- 2012 04:35 PM , G10
81 | myrateplan,2012-01-02-AA-4344-ORD-DTW,,1/2/12 12:29 PM (-06:00),,,1/2/12 2:13 PM (-05:00),
82 | foxbusiness,2011-12-26-UA-843-LAX-ORD,,2:35 PMDec 26,,,8:13 PMDec 26,
83 | world-flight-tracker,2012-01-03-AA-3979-CVG-ORD,2012-01-03 7:30 AM,2012-01-03 7:33 AM,,2012-01-03 8:00 AM,2012-01-03 8:20 AM,
84 | world-flight-tracker,2011-12-27-AA-3-JFK-LAX,2011-12-27 12:00 PM,2011-12-27 11:56 AM,,2011-12-27 3:15 PM,2011-12-27 2:49 PM,
85 | travelocity,2011-12-10-AA-518-MIA-JFK,Dec 10 - 6:30am,Dec 10 - 6:43am,D1,Dec 10 - 9:15am,Dec 10 - 9:03am,38/8
86 | businesstravellogue,2011-12-16-UA-843-LAX-ORD,,2011-12-16 02:27 PM,73,,2011-12-16 08:17 PM,C15
87 | quicktrip,2011-12-29-UA-2704-DTW-PHX,2011-12-29 11:15 AM,2011-12-29 11:14 AM,,2011-12-29 1:40 PM,2011-12-29 1:52 PM,
88 | foxbusiness,2011-12-18-UA-6273-YYC-SFO,,8:30 AMDec 18,,,10:05 AMDec 18,
89 | ifly,2011-12-11-UA-414-LAX-SFO,2011-12-11 6:00 AM,2011-12-11 6:00 AM,,2011-12-11 7:23 AM,2011-12-11 7:20 AM,
90 | world-flight-tracker,2011-12-25-UA-3050-PHX-CLT,2011-12-25 11:05 AM,2011-12-25 11:00 AM,,2011-12-25 4:57 PM,2011-12-25 4:48 PM,
91 | orbitz,2012-01-01-AA-1434-DFW-MCO,7:15aJan 1,7:09aJan 1, C7,10:35aJan 1,10:32aJan 1, 15
92 | panynj,2011-12-27-UA-2945-PHL-CLT,12:00 PM- Dec 27,12:54 PM- Dec 27,,1:45 PM- Dec 27,2:14 PM- Dec 27,
93 | myrateplan,2011-12-24-UA-3099-PHX-PHL,,12/24/11 11:58 AM (-07:00),,,12/24/11 5:41 PM (-05:00),
94 | panynj,2011-12-17-UA-62-IAH-EWR,,2:47 PMDec 17,,,6:41 PMDec 17,
95 | helloflight,2011-12-07-AA-400-DFW-JFK,,12/7/11 10:53 AM (-06:00),,,12/7/11 2:33 PM (-05:00),
96 | weather,2011-12-13-UA-2708-EWR-CLT,2011-12-13 02:55 PM,,,2011-12-13 04:53 PM,,
97 | businesstravellogue,2011-12-04-UA-233-LAX-JFK,04:20 PM Sun 04-Dec-2011,,,12:29 AM Mon 05-Dec-2011,,
98 | orbitz,2011-12-08-AA-1886-BOS-MIA,10:45aDec 8,10:45aDec 8, B31,2:20pDec 8,2:19pDec 8, D23
99 | gofox,2011-12-09-UA-37-EWR-MCO,,1:59 PMDec 09,,,4:30 PMDec 09,
100 | allegiantair,2011-12-07-AA-3468-CVG-MIA,7:00 AM- Dec 07,7:25 AM- Dec 07,Terminal 2,9:55 AM- Dec 07,9:47 AM- Dec 07,Terminal D - D60
101 | flylouisville,2011-12-29-AA-484-DFW-MIA,04:15 PM Thu 29-Dec-2011,04:15 PM Thu 29-Dec-2011,D28,07:55 PM Thu 29-Dec-2011,08:12 PM Thu 29-Dec-2011,D5
102 | usatoday,2011-12-01-AA-3756-ORD-SLC,12:15 PM- Dec 01,12:42 PM- Dec 01,,2:45 PM- Dec 01,2:52 PM- Dec 01,
103 | panynj,2011-12-13-AA-1886-BOS-MIA,,10:58 AMDec 13,,,1:48 PMDec 13,
104 | usatoday,2011-12-04-AA-789-ORD-DEN,1:05 PM- Dec 04,1:15 PM- Dec 04,,2:35 PM- Dec 04,2:37 PM- Dec 04,
105 | wunderground,2011-12-01-AA-446-DFW-PHL,2011-12-01 11:50AM CST,2011-12-01 12:13PM CST, D16 ,2011-12-01 03:33PM EST,2011-12-01 03:59PM EST, A9
106 | flights,2011-12-01-AA-3-JFK-LAX,12:00 PM Thu 01-Dec-2011,12:11 PM Thu 01-Dec-2011,C44,03:15 PM Thu 01-Dec-2011,03:16 PM Thu 01-Dec-2011,48B
107 | flightwise,2011-12-14-AA-85-JFK-SFO,2011-12-14 03:05PM EST,2011-12-14 04:10PM EST, 41 ,2011-12-14 06:21PM PST,2011-12-14 07:00PM PST, 58B
108 | boston,2011-12-09-UA-2704-DTW-PHX,,11:44 AMDec 09,,,1:40 PMDec 09,
109 | gofox,2011-12-24-UA-2726-FLL-PHL,4:00 PM- Dec 24,4:05 PM- Dec 24,,6:46 PM- Dec 24,6:46 PM- Dec 24,
110 | myrateplan,2011-12-14-AA-2312-DFW-DTW,12/14/11 8:25 PM (-06:00),,,12/14/11 11:50 PM (-05:00),,
111 | wunderground,2011-12-22-UA-397-JFK-SFO,2011-12-22 08:25AM EST,2011-12-22 08:33AM EST, 7 ,2011-12-22 11:47AM PST,2011-12-22 11:42AM PST, 85
112 | myrateplan,2011-12-11-AA-2312-DFW-DTW,,12/11/11 8:30 PM (-06:00),,,12/11/11 11:35 PM (-05:00),
113 | flightstats,2011-12-15-UA-233-LAX-JFK,2011-12-15 4:25 PM,2011-12-15 4:29 PM (Estimated runway),,2011-12-15 12:44 AM,2011-12-15 11:56 PM (Estimated runway),
114 | travelocity,2011-12-02-AA-643-MIA-ORD,Dec 02 - 7:10am,Dec 02 - 7:10am,D11,Dec 02 - 9:35am,Dec 02 - 9:23am,K13/T3
115 | mytripandmore,2011-12-09-AA-466-IAH-MIA,Dec 09 - 6:00am,Dec 09 - 6:05am,A27,Dec 09 - 9:20am,Dec 09 - 9:16am,D45
116 | panynj,2012-01-01-AA-3468-CVG-MIA,7:00 AM- Jan 01,7:06 AM- Jan 01,Terminal 2,9:55 AM- Jan 01,9:39 AM- Jan 01,Terminal D - D60
117 | flights,2011-12-25-UA-62-IAH-EWR,,2011-12-25 02:27 PM,40,,2011-12-25 06:23 PM,94
118 | boston,2011-12-18-AA-3809-PHX-LAX,6:00 AM- Dec 18,6:08 AM- Dec 18,,6:40 AM- Dec 18,6:08 AM- Dec 18,
119 | foxbusiness,2011-12-16-AA-271-MIA-LAX,11:35 AM- Dec 16,11:56 AM- Dec 16,D47,2:25 PM- Dec 16,2:10 PM- Dec 16,Terminal 4 - 48B
120 | ifly,2011-12-30-AA-3804-PHL-ORD,2011-12-30 2:35 PM,2011-12-30 3:20 PM,,2011-12-30 4:05 PM,2011-12-30 4:21 PM,
121 | airtravelcenter,2011-12-24-UA-3050-PHX-CLT,12/24/11 11:05 AM (-07:00),,,12/24/11 4:57 PM (-05:00),,
122 | airtravelcenter,2011-12-24-AA-2312-DFW-DTW,,12/24/11 7:59 PM (-06:00),,,12/24/11 10:52 PM (-05:00),
123 | helloflight,2011-12-19-AA-446-DFW-PHL,,12/19/11 12:03 PM (-06:00),,,12/19/11 3:32 PM (-05:00),
124 | flightstats,2011-12-08-UA-3050-PHX-CLT,2011-12-08 11:05 AM,2011-12-08 11:04 AM,,2011-12-08 4:57 PM,2011-12-08 4:43 PM,
125 | flightexplorer,2011-12-18-AA-3859-IAH-ORD,,12/18/2011 7:27AM CST,,,12/18/2011 9:36AM CST,
126 | gofox,2011-12-27-AA-85-JFK-SFO,3:05 PM- Dec 27,3:37 PM- Dec 27,,6:30 PM- Dec 27,6:22 PM- Dec 27,
127 | orbitz,2011-12-08-AA-400-DFW-JFK,10:40aDec 8,10:50aDec 8, D17,2:59pDec 8,2:54pDec 8, 38
128 | orbitz,2011-12-02-AA-2268-PHX-ORD,7:15aDec 2,7:08aDec 2, 6,11:35aDec 2,11:08aDec 2, H15
129 | myrateplan,2011-12-17-UA-3373-IAD-PHL,12/17/11 8:30 AM (-05:00),,,12/17/11 9:25 AM (-05:00),,
130 | weather,2011-12-02-AA-2268-PHX-ORD,2011-12-02 07:15 AM,2011-12-02 07:21 AM,,2011-12-02 11:35 AM,2011-12-02 11:03 AM,
131 | flylouisville,2012-01-01-AA-1917-JFK-MCO,02:55 PM Sun 01-Jan-2012,03:00 PM Sun 01-Jan-2012,C45,05:55 PM Sun 01-Jan-2012,05:51 PM Sun 01-Jan-2012,16
132 | flightaware,2011-12-20-AA-4307-ORD-DTW,2011-12-20 06:45PM CST,2011-12-20 07:05PM CST, H3A ,2011-12-20 08:49PM EST,2011-12-20 08:56PM EST, D28
133 | boston,2011-12-01-UA-1500-IAH-GUA,,9:43 AMDec 01,,,12:10 PMDec 01,
134 | quicktrip,2011-12-07-AA-4277-CVG-JFK,2011-12-07 12:10 PM,2011-12-07 12:16 PM,,2011-12-07 2:15 PM,2011-12-07 1:58 PM,
135 | travelocity,2011-12-02-UA-858-PVG-SFO,Dec 02 - Not Available,Dec 02 - 1:51pm,75,Dec 02 - Not Available,Dec 02 - 8:06am,97
136 | quicktrip,2011-12-12-AA-222-LAX-BOS,2011-12-12 7:10 AM,2011-12-12 7:04 AM,,2011-12-12 3:30 PM,2011-12-12 3:07 PM,
137 | panynj,2011-12-31-AA-431-MIA-SFO,8:35 AM- Dec 31,9:03 AM- Dec 31,E9,11:50 AM- Dec 31,11:52 AM- Dec 31,Terminal 2 - 57
138 | airtravelcenter,2011-12-14-UA-664-ORD-PHL,,12/14/11 1:48 PM (-06:00),,,12/14/11 4:13 PM (-05:00),
139 | mco,2011-12-27-AA-1640-MIA-MCO,,,,2011-12-27 Tue 19:25,2011-12-27 Tue 19:26,14?
140 | travelocity,2011-12-31-AA-3809-PHX-LAX,Dec 31 - 6:00am,Dec 31 - 7:00am,2,Dec 31 - 6:40am,Dec 31 - 7:30am,44F/T4
141 | usatoday,2011-12-20-AA-3468-CVG-MIA,7:00 AM- Dec 20,7:10 AM- Dec 20,,9:55 AM- Dec 20,9:22 AM- Dec 20,
142 | myrateplan,2011-12-18-AA-3842-MSP-ORD,,12/18/11 6:17 AM (-06:00),,,12/18/11 7:11 AM (-06:00),
143 | gofox,2011-12-26-AA-3859-IAH-ORD,7:10 AM- Dec 26,7:19 AM- Dec 26,,9:40 AM- Dec 26,9:09 AM- Dec 26,
144 | myrateplan,2011-12-05-UA-1500-IAH-GUA,12/5/11 8:55 AM (-06:00),,,12/5/11 11:45 AM (-06:00),,
145 | panynj,2011-12-28-UA-2515-DFW-CLT,,8:03 AMDec 28,,,10:55 AMDec 28,
146 | usatoday,2011-12-17-AA-1664-MIA-ATL,2011-12-17 10:15 AM,2011-12-17 10:27 AM,,2011-12-17 12:10 PM,2011-12-17 11:52 AM,
147 | allegiantair,2011-12-25-AA-415-BOS-ORD,,8:46 AMDec 25,,,10:08 AMDec 25,
148 | flytecomm,2011-12-19-AA-59-JFK-SFO,,12/19/11 7:42 AM (-05:00),,,12/19/11 10:22 AM (-08:00),
149 | flightstats,2011-12-12-UA-3373-IAD-PHL,2011-12-12 8:29 AM,2011-12-12 8:40 AM,,2011-12-12 9:24 AM,2011-12-12 10:11 AM,
150 | quicktrip,2011-12-20-AA-1165-JFK-MIA,2011-12-20 6:59 AM,2011-12-20 7:05 AM,,2011-12-20 10:34 AM,2011-12-20 10:13 AM,
151 | flights,2011-12-30-AA-518-MIA-JFK,06:30 AM Fri 30-Dec-2011,06:27 AM Fri 30-Dec-2011,D11,09:15 AM Fri 30-Dec-2011,09:14 AM Fri 30-Dec-2011,B8
152 | airtravelcenter,2012-01-02-AA-446-DFW-PHL,,1/2/12 11:59 AM (-06:00),,,1/2/12 3:50 PM (-05:00),
153 | businesstravellogue,2011-12-13-AA-4344-ORD-DTW,,2011-12-13 11:38 AM,G1B,,2011-12-13 01:45 PM,D28
154 | panynj,2011-12-09-UA-5487-SFO-MRY,10:39 AM- Dec 09,10:59 AM- Dec 09,,11:19 AM- Dec 09,11:26 AM- Dec 09,
155 | flylouisville,2011-12-14-AA-2312-DFW-DTW,08:25 PM Wed 14-Dec-2011,,C14,11:50 PM Wed 14-Dec-2011,,D32
156 | allegiantair,2011-12-17-AA-466-IAH-MIA,6:00 AM- Dec 17,6:14 AM- Dec 17,A27,9:20 AM- Dec 17,9:16 AM- Dec 17,Terminal D - D4
157 | world-flight-tracker,2011-12-18-UA-3050-PHX-CLT,2011-12-18 11:05 AM,2011-12-18 11:05 AM,,2011-12-18 4:57 PM,2011-12-18 5:01 PM,
158 | quicktrip,2011-12-28-UA-2945-PHL-CLT,2011-12-28 12:00 PM,2011-12-28 11:58 AM,,2011-12-28 1:45 PM,2011-12-28 1:31 PM,
159 | flightwise,2011-12-30-UA-2726-FLL-PHL,2011-12-30 04:00PM EST,2011-12-30 04:13PM EST,,2011-12-30 06:15PM EST,2011-12-30 06:17PM EST,
160 | sfo,2011-12-13-UA-397-JFK-SFO,,,,2011-12-13 11:55 AM,,85
161 | flightview,2011-12-29-UA-2906-PHL-MCO,3:50 PM- Dec 29,3:56 PM- Dec 29,B13,6:23 PM- Dec 29,5:59 PM- Dec 29,58
162 | flytecomm,2011-12-14-AA-85-JFK-SFO,,12/14/11 4:10 PM (-05:00),,,12/14/11 7:00 PM (-08:00),
163 | businesstravellogue,2011-12-24-AA-1544-SAN-ORD,,2011-12-24 11:19 AM,27,,2011-12-24 05:16 PM,H6
164 | flylouisville,2011-12-02-AA-4344-ORD-DTW,,2011-12-02 11:53 AM,G1A,,2011-12-02 01:51 PM,D28
165 | myrateplan,2011-12-31-UA-414-LAX-SFO,,12/31/11 6:18 AM (-08:00),,,12/31/11 7:06 AM (-08:00),
166 | gofox,2011-12-11-UA-257-JFK-SFO,2:30 PM- Dec 11,2:54 PM- Dec 11,,6:10 PM- Dec 11,5:38 PM- Dec 11,
167 | quicktrip,2011-12-09-UA-2704-DTW-PHX,2011-12-09 11:15 AM,2011-12-09 11:12 AM,,2011-12-09 1:40 PM,2011-12-09 1:43 PM,
168 | usatoday,2011-12-16-AA-1165-JFK-MIA,2011-12-16 06:59 AM,2011-12-16 07:59 AM,,2011-12-16 10:34 AM,2011-12-16 10:40 AM,
169 | weather,2011-12-07-UA-397-JFK-SFO,2011-12-07 08:00 AM,2011-12-07 08:20 AM,,2011-12-07 11:55 AM,2011-12-07 11:10 AM,
170 | boston,2012-01-01-AA-3842-MSP-ORD,6:00 AM- Jan 01,6:19 AM- Jan 01,,7:30 AM- Jan 01,7:18 AM- Jan 01,
171 | travelocity,2011-12-10-AA-415-BOS-ORD,Dec 10 - 8:35am,Dec 10 - 8:30am,B31,Dec 10 - 10:40am,Dec 10 - 10:11am,K18/T3
172 | wunderground,2011-12-22-AA-222-LAX-BOS,2011-12-22 07:10AM PST,2011-12-22 08:17AM PST, 47A ,2011-12-22 02:46PM EST,2011-12-22 03:52PM EST, B35
173 | flightstats,2011-12-28-UA-854-SFO-IAH,2011-12-28 7:35 AM,2011-12-28 7:33 AM,,2011-12-28 1:30 PM,2011-12-28 1:13 PM,
174 | foxbusiness,2011-12-19-AA-222-LAX-BOS,7:10 AM- Dec 19,7:22 AM- Dec 19,Terminal 4 - 48A,3:30 PM- Dec 19,3:18 PM- Dec 19,Terminal B - B32
175 | flightaware,2011-12-16-AA-3979-CVG-ORD,2011-12-16 07:30AM EST,2011-12-16 08:08AM EST, 3 ,2011-12-16 07:48AM CST,2011-12-16 07:55AM CST, G5
176 | weather,2011-12-25-UA-233-LAX-JFK,2011-12-25 04:25 PM,,,2011-12-25 12:44 AM,,
177 | allegiantair,2012-01-03-AA-4277-CVG-JFK,12:10 PM- Jan 03,12:32 PM- Jan 03,Terminal 2,2:15 PM- Jan 03,2:19 PM- Jan 03,Terminal 8 - 31C
178 | panynj,2011-12-28-AA-616-DFW-DTW,9:05 AM- Dec 28,9:28 AM- Dec 28,C16,12:35 PM- Dec 28,12:35 PM- Dec 28,Terminal N
179 | helloflight,2012-01-03-UA-854-SFO-IAH,,1/3/12 7:57 AM (-08:00),,,1/3/12 1:16 PM (-06:00),
180 | flightview,2011-12-07-UA-6273-YYC-SFO,,8:03 AMDec 07,,,9:42 AMDec 07,
181 | boston,2011-12-31-UA-5487-SFO-MRY,,12:10 PMDec 31,,,12:34 PMDec 31,
182 | flightstats,2011-12-30-UA-843-LAX-ORD,2011-12-30 2:10 PM,2011-12-30 3:45 PM,,2011-12-30 8:12 PM,2011-12-30 9:33 PM,
183 | allegiantair,2011-12-03-UA-5487-SFO-MRY,,10:45 AMDec 03,,,11:09 AMDec 03,
184 | flylouisville,2011-12-07-AA-3979-CVG-ORD,07:30 AM Wed 07-Dec-2011,07:56 AM Wed 07-Dec-2011,3,08:00 AM Wed 07-Dec-2011,07:49 AM Wed 07-Dec-2011,G6B
185 | allegiantair,2011-12-17-UA-5487-SFO-MRY,10:37 AM- Dec 17,10:56 AM- Dec 17,,11:24 AM- Dec 17,11:22 AM- Dec 17,
186 | allegiantair,2011-12-02-UA-257-JFK-SFO,2:30 PM- Dec 02,2:42 PM- Dec 02,9,6:15 PM- Dec 02,5:46 PM- Dec 02,Terminal I - G92
187 | ua,2011-12-16-UA-382-IAD-LAX,Fri- Dec 16 12:20 PM,Fri- Dec 16 12:19 PM On Time,C27,Fri- Dec 16 3:08 PM,Fri- Dec 16 2:38 PM,70B
188 | aa,2011-12-31-AA-3756-ORD-SLC,December 31- 2011 12:15 PM ,December 31- 2011 12:18 PM , G19,December 31- 2011 02:45 PM ,December 31- 2011 02:41 PM , A3
189 | foxbusiness,2011-12-26-UA-1500-IAH-GUA,,9:09 AMDec 26,,,11:39 AMDec 26,
190 | aa,2011-12-19-AA-1886-BOS-MIA,December 19- 2011 10:45 AM ,December 19- 2011 10:46 AM , B33,December 19- 2011 02:20 PM ,December 19- 2011 01:57 PM , D25
191 | panynj,2012-01-03-AA-3786-IAH-ORD,4:00 PM- Jan 03,4:29 PM- Jan 03,A29,6:40 PM- Jan 03,6:37 PM- Jan 03,Terminal 3
192 | flightarrival,2011-12-10-AA-1522-SFO-ORD,11:55 PM- Dec 10,Not Available,,5:50 AM- Dec 11,Not Available,
193 | ord,2011-12-10-AA-4344-ORD-DTW,2011-12-10 11:45 AM,,G19A,2011-12-10 2:00 PM,,D28
194 | businesstravellogue,2011-12-14-UA-257-JFK-SFO,02:30 PM Wed 14-Dec-2011,02:22 PM Wed 14-Dec-2011,9,06:15 PM Wed 14-Dec-2011,05:31 PM Wed 14-Dec-2011,80
195 | flightarrival,2011-12-19-AA-1221-MCO-ORD,2011-12-19 8:00 PM,2011-12-19 7:54 PM,,2011-12-19 9:50 PM,2011-12-19 9:41 PM,
196 | boston,2011-12-29-UA-3050-PHX-CLT,11:05 AM- Dec 29,11:32 AM- Dec 29,,4:57 PM- Dec 29,4:47 PM- Dec 29,
197 | gofox,2011-12-03-AA-518-MIA-JFK,6:30 AM- Dec 03,6:43 AM- Dec 03,,9:15 AM- Dec 03,9:11 AM- Dec 03,
198 | quicktrip,2011-12-20-UA-3373-IAD-PHL,2011-12-20 8:30 AM,2011-12-20 8:27 AM,,2011-12-20 9:25 AM,2011-12-20 9:36 AM,
199 | businesstravellogue,2011-12-07-UA-858-PVG-SFO,,2011-12-07 01:38 PM,D75,,2011-12-07 08:18 AM,G101
200 | gofox,2012-01-02-UA-664-ORD-PHL,,1:59 PMJan 02,,,4:43 PMJan 02,
201 | ifly,2011-12-19-AA-789-ORD-DEN,2011-12-19 1:05 PM,2011-12-19 1:04 PM,,2011-12-19 2:35 PM,2011-12-19 2:41 PM,
202 | orbitz,2011-12-24-AA-3786-IAH-ORD,4:00pDec 24,3:56pDec 24, A29,6:40pDec 24,6:02pDec 24, G10
203 | flightstats,2011-12-19-UA-3050-PHX-CLT,2011-12-19 11:05 AM,2011-12-19 11:09 AM,,2011-12-19 4:57 PM,2011-12-19 5:16 PM,
204 | flightview,2011-12-18-AA-3786-IAH-ORD,4:00 PM- Dec 18,4:15 PM- Dec 18,Terminal A,6:40 PM- Dec 18,6:23 PM- Dec 18,Terminal 3
205 | wunderground,2011-12-25-AA-4307-ORD-DTW,2011-12-25 06:45PM CST,2011-12-25 06:54PM CST, H5 ,2011-12-25 08:51PM EST,2011-12-25 08:40PM EST, D19
206 | flights,2011-12-07-AA-2268-PHX-ORD,07:15 AM Wed 07-Dec-2011,07:25 AM Wed 07-Dec-2011,6,11:35 AM Wed 07-Dec-2011,11:23 AM Wed 07-Dec-2011,H12
207 | weather,2011-12-12-UA-854-SFO-IAH,2011-12-12 07:53 AM,2011-12-12 08:11 AM,,2011-12-12 01:39 PM,2011-12-12 01:22 PM,
208 | airtravelcenter,2011-12-30-AA-1165-JFK-MIA,,12/30/11 7:14 AM (-05:00),,,12/30/11 9:54 AM (-05:00),
209 | flytecomm,2012-01-03-UA-854-SFO-IAH,,1/3/12 7:57 AM (-08:00),,,1/3/12 1:16 PM (-06:00),
210 | usatoday,2011-12-02-UA-6273-YYC-SFO,2011-12-02 07:35 AM,,,2011-12-02 09:43 AM,,
211 | flightstats,2011-12-09-AA-1279-DFW-PHX,2011-12-09 1:00 PM,2011-12-09 1:00 PM,,2011-12-09 2:35 PM,2011-12-09 2:32 PM,
212 | flightexplorer,2011-12-14-AA-3842-MSP-ORD,,12/14/2011 6:20AM CST,,,12/14/2011 7:24AM CST,
213 | helloflight,2011-12-13-AA-222-LAX-BOS,,12/13/11 7:21 AM (-08:00),,,12/13/11 2:58 PM (-05:00),
214 | flightstats,2011-12-24-AA-271-MIA-LAX,2011-12-24 11:35 AM,2011-12-24 11:34 AM,,2011-12-24 2:25 PM,2011-12-24 1:47 PM,
215 | flightstats,2011-12-26-AA-3804-PHL-ORD,2011-12-26 2:35 PM,2011-12-26 2:27 PM,,2011-12-26 4:05 PM,2011-12-26 3:36 PM,
216 | flylouisville,2011-12-27-UA-382-IAD-LAX,,2011-12-27 12:18 PM,C27,,2011-12-27 03:08 PM,75B
217 | myrateplan,2011-12-04-UA-382-IAD-LAX,,12/4/11 12:41 PM (-05:00),,,12/4/11 3:16 PM (-08:00),
218 | flightaware,2011-12-02-UA-37-EWR-MCO,2011-12-02 01:29PM EST,2011-12-02 01:55PM EST, 128 ,2011-12-02 04:07PM EST,2011-12-02 04:09PM EST, 39
219 | aa,2011-12-13-AA-4277-CVG-JFK,December 13- 2011 12:10 PM ,December 13- 2011 12:06 PM , 1,December 13- 2011 02:15 PM ,December 13- 2011 01:49 PM , 31C
220 | flylouisville,2011-12-27-AA-1165-JFK-MIA,06:59 AM Tue 27-Dec-2011,06:54 AM Tue 27-Dec-2011,C43,10:34 AM Tue 27-Dec-2011,10:01 AM Tue 27-Dec-2011,D25
221 | flightarrival,2011-12-20-AA-2525-DFW-MIA,2011-12-20 07:25 AM,2011-12-20 07:47 AM,,2011-12-20 11:10 AM,2011-12-20 11:03 AM,
222 | orbitz,2011-12-26-AA-1007-MIA-PHX,4:55pDec 26,4:50pDec 26, D30,8:05pDec 26,7:42pDec 26, 6
223 | aa,2011-12-25-AA-1007-MIA-PHX,December 25- 2011 04:55 PM ,December 25- 2011 04:46 PM , D19,December 25- 2011 08:05 PM ,December 25- 2011 07:50 PM , 6
224 | flightaware,2011-12-12-AA-484-DFW-MIA,2011-12-12 04:15PM CST,2011-12-12 04:29PM CST, D25 ,2011-12-12 07:46PM EST,2011-12-12 07:42PM EST, D5
225 | allegiantair,2011-12-10-AA-271-MIA-LAX,11:35 AM- Dec 10,11:55 AM- Dec 10,D24,2:25 PM- Dec 10,2:28 PM- Dec 10,Terminal 4 - 48B
226 | usatoday,2011-12-18-UA-2726-FLL-PHL,2011-12-18 4:00 PM,2011-12-18 3:56 PM,,2011-12-18 6:46 PM,2011-12-18 6:34 PM,
227 | flylouisville,2011-12-22-AA-271-MIA-LAX,11:35 AM Thu 22-Dec-2011,11:38 AM Thu 22-Dec-2011,D49,02:25 PM Thu 22-Dec-2011,02:31 PM Thu 22-Dec-2011,42A
228 | ord,2011-12-22-AA-3804-PHL-ORD,2011-12-22 2:35 PM,,7,2011-12-22 4:05 PM,,H2
229 | myrateplan,2011-12-20-UA-2314-ATL-PHL,,12/20/11 3:12 PM (-05:00),,,12/20/11 4:27 PM (-05:00),
230 | flytecomm,2011-12-25-AA-1917-JFK-MCO,,12/25/11 3:10 PM (-05:00),,,12/25/11 5:36 PM (-05:00),
231 | myrateplan,2011-12-10-UA-828-SFO-ORD,,12/10/11 11:27 PM (-08:00),,,12/11/11 5:06 AM (-06:00),
232 | travelocity,2011-12-09-AA-404-MIA-MCO,Dec 09 - 6:45am,Dec 09 - 7:10am,E5,Dec 09 - 7:45am,Dec 09 - 8:07am,14
233 | flightaware,2011-12-13-AA-466-IAH-MIA,2011-12-13 06:00AM CST,2011-12-13 06:14AM CST, A27 ,2011-12-13 09:11AM EST,2011-12-13 09:09AM EST, D46
234 | foxbusiness,2011-12-13-AA-466-IAH-MIA,6:00 AM- Dec 13,6:14 AM- Dec 13,A27,9:20 AM- Dec 13,9:18 AM- Dec 13,Terminal D - D46
235 | flightaware,2011-12-29-AA-1522-SFO-ORD,2011-12-29 11:55PM PST,2011-12-29 12:46AM PST, 56B ,2011-12-29 05:40AM CST,2011-12-29 06:10AM CST, K9
236 | flightexplorer,2011-12-28-AA-1522-SFO-ORD,,12/28/2011 12:12AM PST,,,12/28/2011 5:54AM CST,
237 | businesstravellogue,2011-12-16-UA-3373-IAD-PHL,,2011-12-16 08:26 AM,C20,,2011-12-16 09:19 AM,D7
238 | flightview,2011-12-19-UA-858-PVG-SFO,,1:45 PMDec 19,,,7:55 AMDec 19,
239 | gofox,2011-12-19-AA-59-JFK-SFO,7:10 AM- Dec 19,7:43 AM- Dec 19,,10:45 AM- Dec 19,10:33 AM- Dec 19,
240 | foxbusiness,2011-12-28-UA-6273-YYC-SFO,,8:10 AMDec 28,,,9:46 AMDec 28,
241 | wunderground,2011-12-31-AA-204-LAX-MCO,2011-12-31 11:25PM PST,2011-12-31 12:18AM PST, 43 ,2011-12-31 06:53AM EST,2011-12-31 07:28AM EST, 14
242 | sfo,2011-12-05-AA-431-MIA-SFO,,,,2011-12-05 11:50 AM,,57
243 | airtravelcenter,2011-12-09-UA-843-LAX-ORD,,12/9/11 2:03 PM (-08:00),,,12/9/11 7:23 PM (-06:00),
244 | boston,2011-12-18-AA-1886-BOS-MIA,,10:58 AMDec 18,,,1:43 PMDec 18,
245 | foxbusiness,2011-12-25-UA-2945-PHL-CLT,12:00 PM- Dec 25,12:09 PM- Dec 25,,1:45 PM- Dec 25,1:25 PM- Dec 25,
246 | quicktrip,2011-12-29-AA-643-MIA-ORD,2011-12-29 7:10 AM,2011-12-29 7:07 AM,,2011-12-29 9:35 AM,2011-12-29 9:19 AM,
247 | travelocity,2011-12-28-AA-3786-IAH-ORD,Dec 28 - 4:00pm,Dec 28 - 3:54pm,A29,Dec 28 - 6:40pm,Dec 28 - 6:21pm,G17/T3
248 | myrateplan,2011-12-09-AA-4277-CVG-JFK,,12/9/11 12:24 PM (-05:00),,,12/9/11 1:42 PM (-05:00),
249 | helloflight,2011-12-05-UA-397-JFK-SFO,,12/5/11 8:10 AM (-05:00),,,12/5/11 10:51 AM (-08:00),
250 | airtravelcenter,2011-12-11-UA-2708-EWR-CLT,,12/11/11 3:17 PM (-05:00),,,12/11/11 4:40 PM (-05:00),
251 | flightstats,2011-12-10-AA-1640-MIA-MCO,2011-12-10 6:30 PM,2011-12-10 6:30 PM (Estimated),,2011-12-10 7:25 PM,2011-12-10 7:25 PM (Estimated),
252 | flightaware,2011-12-09-UA-3099-PHX-PHL,2011-12-09 11:55AM MST,2011-12-09 12:12PM MST,,2011-12-09 05:48PM EST,2011-12-09 06:05PM EST,
253 | travelocity,2011-12-31-AA-222-LAX-BOS,Dec 31 - 7:10am,Dec 31 - 7:05am,47B/T4,Dec 31 - 3:30pm,Dec 31 - 3:20pm,B34
254 | foxbusiness,2012-01-01-AA-3-JFK-LAX,12:00 PM- Jan 01,12:14 PM- Jan 01,Terminal 8 - 42,3:15 PM- Jan 01,3:11 PM- Jan 01,Terminal 4 - 47B
255 | flightexplorer,2011-12-28-UA-37-EWR-MCO,,12/28/2011 1:42PM EST,,,12/28/2011 4:06PM EST,
256 | flytecomm,2011-12-26-UA-3515-IAD-MSP,,12/26/11 8:52 AM (-05:00),,,12/26/11 10:17 AM (-06:00),
257 | flylouisville,2011-12-07-UA-397-JFK-SFO,08:00 AM Wed 07-Dec-2011,08:00 AM Wed 07-Dec-2011,9,11:55 AM Wed 07-Dec-2011,11:22 AM Wed 07-Dec-2011,87
258 | ifly,2011-12-02-UA-3050-PHX-CLT,2011-12-02 11:05 AM,2011-12-02 11:02 AM,,2011-12-02 4:57 PM,2011-12-02 4:44 PM,
259 | flylouisville,2011-12-29-UA-248-PHX-ORD,,2011-12-29 12:47 PM,3,,2011-12-29 04:52 PM,B12
260 | ua,2011-12-27-UA-5487-SFO-MRY,Tue- Dec 27 10:37 AM,Tue- Dec 27 11:49 AM,78A,Tue- Dec 27 11:24 AM,Tue- Dec 27 12:33 PM,--
261 | flightstats,2011-12-19-AA-2525-DFW-MIA,2011-12-19 7:25 AM,2011-12-19 9:01 AM,,2011-12-19 11:10 AM,2011-12-19 12:41 PM,
262 | flightexplorer,2011-12-14-AA-1007-MIA-PHX,,12/14/2011 6:46PM EST,,,12/14/2011 9:21PM MST,
263 | myrateplan,2011-12-28-UA-843-LAX-ORD,,12/28/11 2:38 PM (-08:00),,,12/28/11 8:12 PM (-06:00),
264 | panynj,2011-12-07-AA-3786-IAH-ORD,4:00 PM- Dec 07,4:16 PM- Dec 07,A29,6:40 PM- Dec 07,6:25 PM- Dec 07,Terminal 3
265 | flightstats,2011-12-22-UA-2945-PHL-CLT,2011-12-22 12:00 PM,2011-12-22 12:00 PM,,2011-12-22 1:45 PM,2011-12-22 1:36 PM,
266 | flights,2011-12-02-AA-3859-IAH-ORD,07:10 AM Fri 02-Dec-2011,07:13 AM Fri 02-Dec-2011,29,09:40 AM Fri 02-Dec-2011,09:37 AM Fri 02-Dec-2011,G7
267 | airtravelcenter,2011-12-27-AA-484-DFW-MIA,,12/27/11 4:31 PM (-06:00),,,12/27/11 7:39 PM (-05:00),
268 | panynj,2011-12-11-AA-3859-IAH-ORD,7:10 AM- Dec 11,7:12 AM- Dec 11,A30,9:40 AM- Dec 11,9:16 AM- Dec 11,Terminal 3
269 | world-flight-tracker,2011-12-17-AA-643-MIA-ORD,2011-12-17 7:10 AM,2011-12-17 7:09 AM,,2011-12-17 9:35 AM,2011-12-17 9:50 AM,
270 | boston,2011-12-29-AA-404-MIA-MCO,6:45 AM- Dec 29,6:55 AM- Dec 29,,7:45 AM- Dec 29,7:33 AM- Dec 29,
271 | weather,2012-01-02-UA-3050-PHX-CLT,2012-01-02 11:05 AM,,,2012-01-02 04:57 PM,,
272 | weather,2011-12-11-AA-1522-SFO-ORD,2011-12-11 11:55 PM,2011-12-11 12:29 AM,,2011-12-11 05:50 AM,2011-12-11 06:05 AM,
273 | allegiantair,2011-12-29-UA-2314-ATL-PHL,,3:05 PMDec 29,,,5:00 PMDec 29,
274 | flylouisville,2011-12-01-UA-397-JFK-SFO,08:00 AM Thu 01-Dec-2011,08:29 AM Thu 01-Dec-2011,12,11:55 AM Thu 01-Dec-2011,11:58 AM Thu 01-Dec-2011,83
275 | wunderground,2011-12-10-UA-5487-SFO-MRY,2011-12-10 10:39AM PST,2011-12-10 10:58AM PST, 87A ,2011-12-10 11:10AM PST,2011-12-10 11:20AM PST,
276 | ua,2011-12-14-UA-3373-IAD-PHL,Wed- Dec 14 8:29 AM,Wed- Dec 14 8:32 AM,C22,Wed- Dec 14 9:24 AM,Wed- Dec 14 9:24 AM,D7
277 | wunderground,2011-12-09-AA-3063-SLC-LAX,2011-12-09 08:20PM MST,2011-12-09 08:33PM MST, A3 ,2011-12-09 09:11PM PST,2011-12-09 09:00PM PST, 44F
278 | world-flight-tracker,2011-12-07-UA-233-LAX-JFK,2011-12-07 4:25 PM,2011-12-07 4:28 PM (Estimated runway),,2011-12-07 12:29 AM,2011-12-07 12:23 AM (Estimated runway),
279 | foxbusiness,2011-12-20-AA-4277-CVG-JFK,12:10 PM- Dec 20,12:19 PM- Dec 20,Terminal 2,2:15 PM- Dec 20,1:49 PM- Dec 20,Terminal 8 - 31B
280 | businesstravellogue,2011-12-03-AA-85-JFK-SFO,03:05 PM Sat 03-Dec-2011,03:19 PM Sat 03-Dec-2011,B6,06:30 PM Sat 03-Dec-2011,06:11 PM Sat 03-Dec-2011,57
281 | flightexplorer,2011-12-28-UA-233-LAX-JFK,,12/27/2011 5:36PM PST,,,12/28/2011 1:01AM EST,
282 | allegiantair,2012-01-03-AA-466-IAH-MIA,6:00 AM- Jan 03,6:23 AM- Jan 03,A27,9:20 AM- Jan 03,9:31 AM- Jan 03,Terminal D - D19
283 | foxbusiness,2011-12-03-AA-4198-ORD-CLE,10:40 AM- Dec 03,10:58 AM- Dec 03,,12:55 PM- Dec 03,12:50 PM- Dec 03,
284 | flightstats,2011-12-10-AA-3859-IAH-ORD,2011-12-10 7:10 AM,2011-12-10 7:03 AM,,2011-12-10 9:40 AM,2011-12-10 9:26 AM,
285 | flights,2011-12-02-UA-2726-FLL-PHL,04:00 PM Fri 02-Dec-2011,03:57 PM Fri 02-Dec-2011,E3,06:46 PM Fri 02-Dec-2011,06:30 PM Fri 02-Dec-2011,B6
286 | businesstravellogue,2011-12-26-UA-233-LAX-JFK,04:25 PM Mon 26-Dec-2011,,,12:44 AM Tue 27-Dec-2011,,
287 | businesstravellogue,2011-12-02-AA-3756-ORD-SLC,12:15 PM Fri 02-Dec-2011,12:29 PM Fri 02-Dec-2011,H3A,02:45 PM Fri 02-Dec-2011,02:41 PM Fri 02-Dec-2011,A3
288 | allegiantair,2011-12-17-AA-789-ORD-DEN,1:05 PM- Dec 17,1:17 PM- Dec 17,H11B,2:35 PM- Dec 17,2:28 PM- Dec 17,A47
289 | panynj,2012-01-01-AA-649-ORD-SNA,1:30 PM- Jan 01,,K7,3:50 PM- Jan 01,,Terminal A - 7
290 | allegiantair,2011-12-08-UA-248-PHX-ORD,,1:03 PMDec 08,,,5:06 PMDec 08,
291 | gofox,2011-12-07-UA-248-PHX-ORD,,1:10 PMDec 07,,,5:09 PMDec 07,
292 | orbitz,2011-12-04-UA-414-LAX-SFO,6:13aDec 4,6:14aDec 4, 75B,7:23aDec 4,7:15aDec 4, 85
293 | mytripandmore,2011-12-22-AA-484-DFW-MIA,4:15pDec 22,4:21pDec 22, D28,7:55pDec 22,8:30pDec 22, D6
294 | myrateplan,2012-01-02-AA-3823-LAX-DEN,,1/2/12 9:11 PM (-08:00),,,1/3/12 12:00 AM (-07:00),
295 | gofox,2011-12-02-AA-484-DFW-MIA,4:15 PM- Dec 02,4:59 PM- Dec 02,,7:55 PM- Dec 02,8:19 PM- Dec 02,
296 | flightwise,2011-12-25-AA-1640-MIA-MCO,2011-12-25 06:30PM EST,2011-12-25 06:40PM EST, D44 ,2011-12-25 07:05PM EST,2011-12-25 07:15PM EST, 14
297 | panynj,2011-12-08-UA-843-LAX-ORD,,2:10 PMDec 08,,,7:39 PMDec 08,
298 | wunderground,2011-12-30-AA-59-JFK-SFO,2011-12-30 07:10AM EST,2011-12-30 07:37AM EST, 42 ,2011-12-30 10:39AM PST,2011-12-30 10:26AM PST, 57
299 | flightarrival,2011-12-10-AA-404-MIA-MCO,6:45 AM- Dec 10,7:02 AM- Dec 10,,7:45 AM- Dec 10,7:40 AM- Dec 10,
300 | weather,2011-12-03-AA-4277-CVG-JFK,2011-12-03 12:10 PM,,,2011-12-03 02:15 PM,,
301 | myrateplan,2011-12-25-UA-233-LAX-JFK,,12/25/11 4:29 PM (-08:00),,,12/26/11 12:12 AM (-05:00),
302 | flights,2011-12-29-UA-938-DEN-ORD,,2011-12-29 03:57 PM,B38,,2011-12-29 07:23 PM,C26
303 | panynj,2011-12-24-UA-2726-FLL-PHL,4:00 PM- Dec 24,4:05 PM- Dec 24,Terminal 3 - E3,6:46 PM- Dec 24,6:46 PM- Dec 24,A26
304 | businesstravellogue,2011-12-09-AA-1544-SAN-ORD,,2011-12-09 11:19 AM,27,,2011-12-09 05:12 PM,H6
305 | businesstravellogue,2011-12-12-UA-1500-IAH-GUA,,2011-12-12 09:13 AM,8,,2011-12-12 11:45 AM,15
306 | helloflight,2011-12-11-UA-1500-IAH-GUA,12/11/11 8:55 AM (-06:00),,,12/11/11 11:45 AM (-06:00),,
307 | flights,2011-12-09-UA-2704-DTW-PHX,,2011-12-09 11:12 AM,D14,,2011-12-09 01:43 PM,A6
308 | flylouisville,2011-12-18-AA-1733-ORD-PHX,07:45 PM Sun 18-Dec-2011,,H16,10:30 PM Sun 18-Dec-2011,,6
309 | travelocity,2011-12-09-AA-649-ORD-SNA,Dec 09 - 1:30pm,Dec 09 - 1:24pm,K15/T3,Dec 09 - 3:50pm,Dec 09 - 3:40pm,7
310 | mytripandmore,2011-12-29-UA-2945-PHL-CLT,Dec 29 - 12:00noon,Dec 29 - Contact Airline,Not provided by airline,Dec 29 - 1:45pm,Dec 29 - Contact Airline,Not provided by airline
311 | panynj,2011-12-03-AA-643-MIA-ORD,7:10 AM- Dec 03,7:23 AM- Dec 03,Terminal D - D3,9:35 AM- Dec 03,9:20 AM- Dec 03,K16
312 | myrateplan,2011-12-17-UA-2906-PHL-MCO,,12/17/11 3:57 PM (-05:00),,,12/17/11 6:01 PM (-05:00),
313 | flightarrival,2011-12-13-AA-3823-LAX-DEN,9:00 PM- Dec 13,Not Available,,12:15 AM- Dec 14,Not Available,
314 | weather,2011-12-07-UA-938-DEN-ORD,2011-12-07 04:16 PM,,,2011-12-07 07:35 PM,,
315 | boston,2011-12-13-AA-3823-LAX-DEN,9:00 PM- Dec 13,Not Available,,12:15 AM- Dec 14,Not Available,
316 | quicktrip,2011-12-09-UA-2906-PHL-MCO,2011-12-09 3:50 PM,2011-12-09 3:46 PM,,2011-12-09 6:23 PM,2011-12-09 6:28 PM,
317 | foxbusiness,2011-12-04-AA-4330-CVG-ORD,,3:46 PMDec 04,,,3:40 PMDec 04,
318 | flightview,2011-12-16-UA-257-JFK-SFO,2:30 PM- Dec 16,3:02 PM- Dec 16,8,6:14 PM- Dec 16,5:48 PM- Dec 16,Terminal 3 - 82
319 | wunderground,2011-12-08-AA-3063-SLC-LAX,2011-12-08 08:20PM MST,2011-12-08 08:31PM MST, A3 ,2011-12-08 09:05PM PST,2011-12-08 08:59PM PST, 44F
320 | flightexplorer,2011-12-02-AA-1544-SAN-ORD,,12/2/2011 11:42AM PST,,,12/2/2011 4:58PM CST,
321 | allegiantair,2011-12-16-AA-484-DFW-MIA,4:15 PM- Dec 16,5:16 PM- Dec 16,D18,7:55 PM- Dec 16,9:05 PM- Dec 16,Terminal D - D51
322 | flylouisville,2011-12-29-AA-643-MIA-ORD,07:10 AM Thu 29-Dec-2011,07:07 AM Thu 29-Dec-2011,D16,09:35 AM Thu 29-Dec-2011,09:19 AM Thu 29-Dec-2011,H15
323 | airtravelcenter,2011-12-16-AA-649-ORD-SNA,12/16/11 1:30 PM (-06:00),,,12/16/11 3:50 PM (-08:00),,
324 | myrateplan,2011-12-25-UA-37-EWR-MCO,12/25/11 1:29 PM (-05:00),,,12/25/11 4:22 PM (-05:00),,
325 | flytecomm,2011-12-17-AA-484-DFW-MIA,,12/17/11 4:23 PM (-06:00),,,12/17/11 7:33 PM (-05:00),
326 | flightexplorer,2011-12-19-UA-248-PHX-ORD,,12/19/2011 12:54PM MST,,,12/19/2011 4:42PM CST,
327 | mytripandmore,2011-12-13-AA-2050-ORD-MIA,10:40aDec 13,10:38aDec 13, H15,2:45pDec 13,2:20pDec 13, D11
328 | flytecomm,2011-12-11-AA-1221-MCO-ORD,,12/11/11 8:17 PM (-05:00),,,12/11/11 9:34 PM (-06:00),
329 | boston,2011-12-27-UA-37-EWR-MCO,,3:28 PMDec 27,,,5:51 PMDec 27,
330 | foxbusiness,2011-12-19-UA-938-DEN-ORD,,4:22 PMDec 19,,,7:29 PMDec 19,
331 | aa,2011-12-17-AA-404-MIA-MCO,December 17- 2011 06:45 AM ,December 17- 2011 06:40 AM , E5,December 17- 2011 07:45 AM ,December 17- 2011 07:41 AM , 15
332 | flytecomm,2011-12-19-UA-3099-PHX-PHL,,12/19/11 12:14 PM (-07:00),,,12/19/11 6:09 PM (-05:00),
333 | panynj,2011-12-11-UA-2708-EWR-CLT,,3:17 PMDec 11,,,4:41 PMDec 11,
334 | helloflight,2012-01-01-AA-484-DFW-MIA,,1/1/12 4:29 PM (-06:00),,,1/1/12 7:46 PM (-05:00),
335 | weather,2011-12-22-AA-415-BOS-ORD,2011-12-22 08:35 AM,,,2011-12-22 10:40 AM,,
336 | flylouisville,2011-12-31-AA-1279-DFW-PHX,01:00 PM Sat 31-Dec-2011,01:24 PM Sat 31-Dec-2011,A22,02:35 PM Sat 31-Dec-2011,02:48 PM Sat 31-Dec-2011,4
337 | flightstats,2011-12-25-UA-3925-IAD-ORF,2011-12-25 8:42 AM,2011-12-25 8:33 AM,,2011-12-25 9:55 AM,2011-12-25 9:31 AM,
338 | foxbusiness,2011-12-18-AA-3468-CVG-MIA,7:00 AM- Dec 18,7:17 AM- Dec 18,Terminal 2,9:55 AM- Dec 18,9:40 AM- Dec 18,Terminal D - D60
339 | wunderground,2011-12-01-UA-257-JFK-SFO,2011-12-01 02:30PM EST,2011-12-01 02:42PM EST, 9 ,2011-12-01 05:40PM PST,2011-12-01 05:27PM PST, 80
340 | panynj,2011-12-24-UA-3925-IAD-ORF,,9:00 AMDec 24,,,9:34 AMDec 24,
341 | foxbusiness,2011-12-20-AA-4344-ORD-DTW,,11:58 AMDec 20,,,1:43 PMDec 20,
342 | orbitz,2011-12-28-UA-2708-EWR-CLT,2:55pDec 28,2:49pDec 28, -,4:53pDec 28,4:36pDec 28, -
343 | world-flight-tracker,2012-01-03-AA-204-LAX-MCO,2012-01-03 11:25 PM,2012-01-03 11:25 PM (Estimated),,2012-01-03 6:55 AM,2012-01-03 6:55 AM (Estimated),
344 | ifly,2012-01-01-UA-2708-EWR-CLT,2012-01-01 2:55 PM,2012-01-01 2:49 PM,,2012-01-01 4:53 PM,2012-01-01 4:46 PM,
345 | myrateplan,2011-12-11-UA-2314-ATL-PHL,,12/11/11 3:11 PM (-05:00),,,12/11/11 4:29 PM (-05:00),
346 | flightexplorer,2011-12-14-AA-466-IAH-MIA,,12/14/2011 6:06AM CST,,,12/14/2011 9:05AM EST,
347 | wunderground,2011-12-16-UA-3925-IAD-ORF,2011-12-16 08:42AM EST,2011-12-16 09:01AM EST, A2G ,2011-12-16 09:20AM EST,2011-12-16 09:39AM EST,
348 | helloflight,2011-12-07-AA-1664-MIA-ATL,,12/7/11 10:27 AM (-05:00),,,12/7/11 11:55 AM (-05:00),
349 | mco,2011-12-11-AA-204-LAX-MCO,,,,2011-12-11 Sun 06:55,2011-12-11 Sun 06:28,14?
350 | gofox,2011-12-31-AA-2268-PHX-ORD,7:15 AM- Dec 31,7:19 AM- Dec 31,,11:35 AM- Dec 31,11:05 AM- Dec 31,
351 | flytecomm,2011-12-07-AA-222-LAX-BOS,,12/7/11 7:23 AM (-08:00),,,12/7/11 3:13 PM (-05:00),
352 | flightview,2011-12-13-UA-664-ORD-PHL,1:27 PM- Dec 13,1:49 PM- Dec 13,C24,4:25 PM- Dec 13,4:23 PM- Dec 13,D9
353 | businesstravellogue,2011-12-01-UA-257-JFK-SFO,02:30 PM Thu 01-Dec-2011,02:26 PM Thu 01-Dec-2011,9,06:15 PM Thu 01-Dec-2011,05:42 PM Thu 01-Dec-2011,80
354 | orbitz,2011-12-27-AA-3756-ORD-SLC,12:15pDec 27,12:08pDec 27, G19,2:45pDec 27,2:27pDec 27, A1
355 | myrateplan,2011-12-12-AA-1279-DFW-PHX,,12/12/11 1:16 PM (-06:00),,,12/12/11 2:28 PM (-07:00),
356 | world-flight-tracker,2011-12-09-AA-85-JFK-SFO,2011-12-09 3:05 PM,2011-12-09 3:13 PM,,2011-12-09 6:30 PM,2011-12-09 6:25 PM,
357 | wunderground,2011-12-20-AA-4198-ORD-CLE,2011-12-20 10:40AM CST,2011-12-20 10:51AM CST, G2A ,2011-12-20 12:46PM EST,2011-12-20 12:40PM EST, A1
358 | quicktrip,2012-01-03-AA-1917-JFK-MCO,2012-01-03 2:55 PM,2012-01-03 4:06 PM,,2012-01-03 5:55 PM,2012-01-03 6:58 PM,
359 | ord,2011-12-27-AA-789-ORD-DEN,2011-12-27 1:05 PM,,H11A,2011-12-27 2:35 PM,,A49
360 | weather,2011-12-09-UA-233-LAX-JFK,2011-12-09 04:25 PM,2011-12-09 04:51 PM,,2011-12-09 12:29 AM,2011-12-09 12:33 AM,
361 | flightview,2011-12-30-AA-59-JFK-SFO,7:10 AM- Dec 30,7:37 AM- Dec 30,Terminal 8 - 42,10:45 AM- Dec 30,10:43 AM- Dec 30,Terminal 2 - 57
362 | ua,2011-12-05-UA-3050-PHX-CLT,Mon- Dec 5 11:05 AM,Mon- Dec 5 11:21 AM,A11,Mon- Dec 5 4:57 PM,Mon- Dec 5 5:07 PM,B5
363 | world-flight-tracker,2012-01-02-UA-2830-MCO-CLT,2012-01-02 3:27 PM,2012-01-02 3:55 PM,,2012-01-02 5:05 PM,2012-01-02 5:27 PM,
364 | helloflight,2012-01-03-AA-4344-ORD-DTW,,1/3/12 11:52 AM (-06:00),,,1/3/12 1:34 PM (-05:00),
365 | flightview,2011-12-28-AA-3-JFK-LAX,12:00 PM- Dec 28,12:11 PM- Dec 28,Terminal 8 - 44,3:15 PM- Dec 28,2:34 PM- Dec 28,Terminal 4 - 46A
366 | gofox,2012-01-01-AA-1733-ORD-PHX,7:45 PM- Jan 01,,,10:30 PM- Jan 01,,
367 | panynj,2012-01-01-AA-2268-PHX-ORD,7:15 AM- Jan 01,7:27 AM- Jan 01,Terminal 3,11:35 AM- Jan 01,11:32 AM- Jan 01,H6
368 | boston,2011-12-04-AA-415-BOS-ORD,,8:46 AMDec 04,,,10:23 AMDec 04,
369 | flightarrival,2012-01-02-AA-2268-PHX-ORD,2012-01-02 07:15 AM,2012-01-02 07:21 AM,,2012-01-02 11:35 AM,2012-01-02 11:36 AM,
370 | foxbusiness,2012-01-02-AA-3756-ORD-SLC,12:15 PM- Jan 02,12:32 PM- Jan 02,G13,2:45 PM- Jan 02,2:26 PM- Jan 02,A3
371 | mytripandmore,2011-12-24-AA-789-ORD-DEN,1:05pDec 24,1:05pDec 24, H11B,2:35pDec 24,2:29pDec 24, A49
372 | allegiantair,2011-12-19-AA-3823-LAX-DEN,9:00 PM- Dec 19,,Terminal 4 - 44E,12:15 AM- Dec 20,,A49
373 | businesstravellogue,2011-12-13-UA-3050-PHX-CLT,11:05 AM Tue 13-Dec-2011,11:07 AM Tue 13-Dec-2011,A21,04:57 PM Tue 13-Dec-2011,04:49 PM Tue 13-Dec-2011,B5
374 | panynj,2011-12-30-UA-248-PHX-ORD,1:05 PMDec 30,,,5:28 PMDec 30,,
375 | aa,2011-12-01-AA-3804-PHL-ORD,12/01/2011 02:35 PM,12/01/2011 02:44 PM,A7,12/01/2011 04:05 PM,12/01/2011 03:43 PM,H3A
376 | flytecomm,2011-12-25-AA-2525-DFW-MIA,,12/25/11 7:43 AM (-06:00),,,12/25/11 11:00 AM (-05:00),
377 | weather,2011-12-04-AA-4344-ORD-DTW,2011-12-04 11:45 AM,,,2011-12-04 02:00 PM,,
378 | panynj,2012-01-02-AA-484-DFW-MIA,4:15 PM- Jan 02,4:26 PM- Jan 02,D21,7:55 PM- Jan 02,7:46 PM- Jan 02,Terminal D - D50
379 | flightaware,2012-01-03-AA-518-MIA-JFK,2012-01-03 06:30AM EST,2012-01-03 07:28AM EST, D1 ,2012-01-03 08:59AM EST,2012-01-03 09:37AM EST, 46
380 | airtravelcenter,2012-01-01-AA-1733-ORD-PHX,,1/1/12 8:02 PM (-06:00),,,1/1/12 10:25 PM (-07:00),
381 | boston,2011-12-14-UA-3373-IAD-PHL,,8:45 AMDec 14,,,9:18 AMDec 14,
382 | gofox,2012-01-02-AA-2312-DFW-DTW,8:25 PMJan 02,,,11:50 PMJan 02,,
383 | panynj,2011-12-31-UA-6273-YYC-SFO,,8:09 AMDec 31,,,9:35 AMDec 31,
384 | flights,2011-12-14-UA-3515-IAD-MSP,,2011-12-14 08:17 AM,D20,,2011-12-14 10:15 AM,E8
385 | flytecomm,2011-12-28-AA-446-DFW-PHL,,12/28/11 12:01 PM (-06:00),,,12/28/11 3:39 PM (-05:00),
386 | foxbusiness,2011-12-05-UA-1500-IAH-GUA,,9:40 AMDec 05,,,12:27 PMDec 05,
387 | flightarrival,2011-12-08-AA-1522-SFO-ORD,2011-12-08 11:55 PM,2011-12-08 12:05 AM,,2011-12-08 05:50 AM,2011-12-08 05:34 AM,
388 | boston,2011-12-16-AA-3979-CVG-ORD,7:30 AM- Dec 16,8:08 AM- Dec 16,,8:00 AM- Dec 16,7:56 AM- Dec 16,
389 | helloflight,2011-12-13-UA-2945-PHL-CLT,,12/13/11 12:22 PM (-05:00),,,12/13/11 1:32 PM (-05:00),
390 | flightaware,2011-12-24-UA-3099-PHX-PHL,2011-12-24 11:55AM MST,2011-12-24 11:59AM MST,,2011-12-24 05:48PM EST,2011-12-24 05:38PM EST,
391 | weather,2011-12-25-UA-2314-ATL-PHL,2011-12-25 02:55 PM,,,2011-12-25 05:00 PM,,
392 | weather,2011-12-11-AA-4307-ORD-DTW,2011-12-11 06:45 PM,,,2011-12-11 09:10 PM,,
393 | helloflight,2011-12-02-AA-415-BOS-ORD,,12/2/11 8:45 AM (-05:00),,,12/2/11 10:08 AM (-06:00),
394 | panynj,2011-12-18-UA-843-LAX-ORD,,2:17 PMDec 18,,,8:02 PMDec 18,
395 | flightwise,2011-12-16-AA-649-ORD-SNA,2011-12-16 01:30PM CST,2011-12-16 01:40PM CST, H14 ,2011-12-16 03:30PM PST,2011-12-16 03:40PM PST, 7
396 | businesstravellogue,2011-12-10-UA-37-EWR-MCO,,2011-12-10 02:01 PM,82,,2011-12-10 04:55 PM,39
397 | flightexplorer,2011-12-13-AA-3804-PHL-ORD,,12/13/2011 2:42PM EST,,,12/13/2011 3:39PM CST,
398 | flytecomm,2011-12-28-AA-4198-ORD-CLE,,12/28/11 10:54 AM (-06:00),,,12/28/11 12:37 PM (-05:00),
399 | helloflight,2011-12-27-UA-382-IAD-LAX,,12/27/11 12:33 PM (-05:00),,,12/27/11 2:30 PM (-08:00),
400 | airtravelcenter,2011-12-25-AA-4330-CVG-ORD,12/25/11 3:35 PM (-05:00),,,12/25/11 4:00 PM (-06:00),,
401 | mia,2011-12-01-AA-2050-ORD-MIA,,,,2:45P 12-01-11,2011-12-01 2:46P,
402 | orbitz,2011-12-17-AA-4307-ORD-DTW,8:05pDec 17,8:26pDec 17, G3,10:20pDec 17,10:35pDec 17, D19
403 | gofox,2011-12-07-AA-400-DFW-JFK,10:40 AM- Dec 07,10:53 AM- Dec 07,,2:59 PM- Dec 07,2:50 PM- Dec 07,
404 | businesstravellogue,2011-12-01-AA-400-DFW-JFK,,2011-12-01 11:01 AM,D18,,2011-12-01 03:04 PM,C33
405 | airtravelcenter,2011-12-04-UA-2830-MCO-CLT,,12/4/11 3:40 PM (-05:00),,,12/4/11 4:55 PM (-05:00),
406 | ifly,2011-12-07-AA-643-MIA-ORD,2011-12-07 7:10 AM,2011-12-07 7:23 AM,,2011-12-07 9:35 AM,2011-12-07 9:03 AM,
407 | flightexplorer,2011-12-11-UA-664-ORD-PHL,,12/11/2011 1:35PM CST,,,12/11/2011 4:11PM EST,
408 | helloflight,2011-12-28-AA-404-MIA-MCO,,12/28/11 6:57 AM (-05:00),,,12/28/11 7:41 AM (-05:00),
409 | wunderground,2011-12-30-AA-3468-CVG-MIA,2011-12-30 07:00AM EST,2011-12-30 07:19AM EST, 1 ,2011-12-30 09:43AM EST,2011-12-30 09:13AM EST, D60J
410 | flightstats,2011-12-28-UA-2906-PHL-MCO,2011-12-28 3:50 PM,2011-12-28 3:48 PM,,2011-12-28 6:23 PM,2011-12-28 6:16 PM,
411 | myrateplan,2011-12-08-AA-2268-PHX-ORD,,12/8/11 7:21 AM (-07:00),,,12/8/11 11:11 AM (-06:00),
412 | helloflight,2011-12-31-UA-414-LAX-SFO,,12/31/11 6:18 AM (-08:00),,,12/31/11 7:06 AM (-08:00),
413 | allegiantair,2011-12-27-UA-37-EWR-MCO,,3:28 PMDec 27,,,5:56 PMDec 27,
414 | flytecomm,2011-12-28-AA-2312-DFW-DTW,,12/28/11 8:29 PM (-06:00),,,12/28/11 11:39 PM (-05:00),
415 | panynj,2011-12-28-AA-3842-MSP-ORD,6:00 AM- Dec 28,6:19 AM- Dec 28,E14,7:30 AM- Dec 28,7:12 AM- Dec 28,H5
416 | panynj,2011-12-11-UA-3099-PHX-PHL,11:55 AM- Dec 11,12:17 PM- Dec 11,Terminal 4,6:17 PM- Dec 11,6:17 PM- Dec 11,A16
417 | flytecomm,2011-12-02-AA-271-MIA-LAX,,12/2/11 11:52 AM (-05:00),,,12/2/11 2:04 PM (-08:00),
418 | flightview,2012-01-03-AA-3-JFK-LAX,12:00 PM- Jan 03,12:12 PM- Jan 03,Terminal 8 - 6,3:15 PM- Jan 03,2:52 PM- Jan 03,Terminal 4 - 49A
419 | flightstats,2011-12-12-AA-4198-ORD-CLE,2011-12-12 10:40 AM,2011-12-12 10:34 AM,,2011-12-12 12:55 PM,2011-12-12 12:46 PM,
420 | myrateplan,2011-12-29-AA-4198-ORD-CLE,,12/29/11 10:57 AM (-06:00),,,12/29/11 12:41 PM (-05:00),
421 | ua,2011-12-20-UA-397-JFK-SFO,Tue- Dec 20 8:25 AM,Tue- Dec 20 8:22 AM,7,Tue- Dec 20 12:14 PM,Tue- Dec 20 11:11 AM,80
422 | boston,2011-12-02-AA-3859-IAH-ORD,7:10 AM- Dec 02,7:14 AM- Dec 02,,9:40 AM- Dec 02,9:20 AM- Dec 02,
423 | allegiantair,2011-12-17-AA-1165-JFK-MIA,6:59 AM- Dec 17,7:27 AM- Dec 17,Terminal 8 - 37,10:34 AM- Dec 17,10:10 AM- Dec 17,Terminal D - D1
424 | flylouisville,2011-12-29-UA-1500-IAH-GUA,,2011-12-29 08:53 AM,22,,2011-12-29 11:43 AM,HOLD
425 | flightstats,2011-12-31-AA-271-MIA-LAX,2011-12-31 11:35 AM,2011-12-31 11:48 AM,,2011-12-31 2:25 PM,2011-12-31 2:22 PM,
426 | ifly,2011-12-13-AA-271-MIA-LAX,2011-12-13 11:35 AM,2011-12-13 11:50 AM,,2011-12-13 2:25 PM,2011-12-13 2:16 PM,
427 | panynj,2012-01-01-AA-4330-CVG-ORD,,3:41 PMJan 01,,,3:36 PMJan 01,
428 | businesstravellogue,2011-12-02-AA-4277-CVG-JFK,12:10 PM Fri 02-Dec-2011,12:22 PM Fri 02-Dec-2011,1,02:15 PM Fri 02-Dec-2011,01:52 PM Fri 02-Dec-2011,C31A
429 | boston,2011-12-14-AA-204-LAX-MCO,11:25 PM- Dec 14,Not Available,,6:55 AM- Dec 15,Not Available,
430 | ua,2012-01-02-UA-843-LAX-ORD,Mon- Jan 2 2:10 PM,Mon- Jan 2 3:07 PM,73,Mon- Jan 2 8:12 PM,Mon- Jan 2 9:08 PM,C25
431 | aa,2011-12-22-AA-643-MIA-ORD,December 22- 2011 07:10 AM ,December 22- 2011 07:02 AM , D16,December 22- 2011 09:35 AM ,December 22- 2011 08:58 AM , H15
432 | helloflight,2011-12-18-UA-2314-ATL-PHL,,12/18/11 3:17 PM (-05:00),,,12/18/11 4:59 PM (-05:00),
433 | aa,2011-12-10-AA-3468-CVG-MIA,December 10- 2011 07:00 AM ,December 10- 2011 07:01 AM , 3,December 10- 2011 09:55 AM ,December 10- 2011 09:55 AM , D60D
434 | quicktrip,2011-12-08-AA-3063-SLC-LAX,2011-12-08 8:20 PM,2011-12-08 8:10 PM,,2011-12-08 9:20 PM,2011-12-08 9:03 PM,
435 | flytecomm,2011-12-29-AA-4198-ORD-CLE,,12/29/11 10:57 AM (-06:00),,,12/29/11 12:41 PM (-05:00),
436 | weather,2012-01-01-AA-3859-IAH-ORD,2012-01-01 07:10 AM,,,2012-01-01 09:40 AM,,
437 | quicktrip,2011-12-05-AA-2268-PHX-ORD,2011-12-05 7:15 AM,2011-12-05 7:20 AM,,2011-12-05 11:35 AM,2011-12-05 11:12 AM,
438 | panynj,2011-12-09-AA-518-MIA-JFK,6:30 AM- Dec 09,6:56 AM- Dec 09,Terminal D - D22,9:15 AM- Dec 09,9:14 AM- Dec 09,Terminal 8 - 8
439 | allegiantair,2011-12-13-AA-59-JFK-SFO,7:10 AM- Dec 13,7:38 AM- Dec 13,Terminal 8 - 40,10:45 AM- Dec 13,10:52 AM- Dec 13,Terminal 2 - 58B
440 | helloflight,2011-12-08-AA-3063-SLC-LAX,,12/8/11 8:31 PM (-07:00),,,12/8/11 8:59 PM (-08:00),
441 | flightview,2011-12-12-AA-3063-SLC-LAX,,8:37 PMDec 12,,,9:17 PMDec 12,
442 | weather,2012-01-03-UA-858-PVG-SFO,2012-01-03 01:45 PM,,,2012-01-03 08:35 AM,,
443 | boston,2011-12-26-AA-404-MIA-MCO,6:45 AM- Dec 26,7:02 AM- Dec 26,,7:45 AM- Dec 26,7:38 AM- Dec 26,
444 | flightview,2011-12-25-AA-446-DFW-PHL,11:50 AM- Dec 25,12:00 PM- Dec 25,D18,3:50 PM- Dec 25,3:26 PM- Dec 25,A9
445 | airtravelcenter,2011-12-17-AA-1886-BOS-MIA,,12/17/11 10:58 AM (-05:00),,,12/17/11 2:06 PM (-05:00),
446 | flytecomm,2011-12-28-UA-2704-DTW-PHX,,12/28/11 11:26 AM (-05:00),,,12/28/11 12:58 PM (-07:00),
447 | businesstravellogue,2011-12-05-AA-222-LAX-BOS,07:10 AM Mon 05-Dec-2011,07:13 AM Mon 05-Dec-2011,42B,03:30 PM Mon 05-Dec-2011,02:55 PM Mon 05-Dec-2011,B31
448 | panynj,2011-12-11-UA-382-IAD-LAX,,1:15 PMDec 11,,,3:33 PMDec 11,
449 | wunderground,2011-12-30-AA-271-MIA-LAX,2011-12-30 11:35AM EST,2011-12-30 12:40PM EST, D20 ,2011-12-30 02:15PM PST,2011-12-30 02:40PM PST, 46B
450 | flytecomm,2011-12-27-UA-938-DEN-ORD,,12/27/11 4:06 PM (-07:00),,,12/27/11 6:57 PM (-06:00),
451 | panynj,2011-12-07-UA-1500-IAH-GUA,10:15 AMDec 07,,,12:48 PMDec 07,,
452 | flights,2011-12-07-UA-3373-IAD-PHL,,2011-12-07 09:06 AM,C26,,2011-12-07 10:01 AM,D7
453 | flightarrival,2011-12-29-AA-400-DFW-JFK,2011-12-29 10:40 AM,2011-12-29 12:32 PM,,2011-12-29 2:59 PM,2011-12-29 4:52 PM,
454 | flights,2012-01-03-UA-3925-IAD-ORF,,2012-01-03 08:42 AM,A2,,2012-01-03 09:40 AM,
455 | mytripandmore,2011-12-31-AA-4277-CVG-JFK,12:10pDec 31,12:08pDec 31, 1,2:15pDec 31,1:58pDec 31, 32I
456 | gofox,2011-12-28-AA-204-LAX-MCO,11:25 PM- Dec 28,,,6:55 AM- Dec 29,,
457 | quicktrip,2011-12-20-UA-2945-PHL-CLT,2011-12-20 12:00 PM,2011-12-20 11:57 AM,,2011-12-20 1:45 PM,2011-12-20 1:42 PM,
458 | airtravelcenter,2011-12-17-AA-3804-PHL-ORD,,12/17/11 4:08 PM (-05:00),,,12/17/11 4:53 PM (-06:00),
459 | flightaware,2012-01-03-AA-446-DFW-PHL,2012-01-03 11:50AM CST,2012-01-03 11:57AM CST, A24 ,2012-01-03 03:51PM EST,2012-01-03 03:49PM EST, A9
460 | wunderground,2012-01-02-AA-85-JFK-SFO,2012-01-02 03:05PM EST,2012-01-02 03:25PM EST, 6 ,2012-01-02 06:10PM PST,2012-01-02 06:00PM PST, 58B
461 | orbitz,2011-12-14-AA-1917-JFK-MCO,2:55pDec 14,3:02pDec 14, 3,5:55pDec 14,5:37pDec 14, 16
462 | weather,2011-12-28-AA-484-DFW-MIA,2011-12-28 04:15 PM,,,2011-12-28 07:55 PM,,
463 | aa,2011-12-08-AA-1279-DFW-PHX,December 8- 2011 01:00 PM ,December 8- 2011 12:57 PM , A37,December 8- 2011 02:35 PM ,December 8- 2011 02:33 PM , 4
464 | foxbusiness,2011-12-20-UA-2708-EWR-CLT,,3:18 PMDec 20,,,4:44 PMDec 20,
465 | flytecomm,2011-12-03-AA-2268-PHX-ORD,,12/3/11 7:19 AM (-07:00),,,12/3/11 11:08 AM (-06:00),
466 | boston,2011-12-13-AA-59-JFK-SFO,7:10 AM- Dec 13,7:38 AM- Dec 13,,10:45 AM- Dec 13,10:48 AM- Dec 13,
467 | boston,2011-12-30-AA-2268-PHX-ORD,7:15 AM- Dec 30,7:34 AM- Dec 30,,11:35 AM- Dec 30,11:43 AM- Dec 30,
468 | flightarrival,2011-12-17-AA-404-MIA-MCO,2011-12-17 06:45 AM,2011-12-17 06:55 AM,,2011-12-17 07:45 AM,2011-12-17 07:32 AM,
469 | businesstravellogue,2011-12-30-AA-431-MIA-SFO,08:35 AM Fri 30-Dec-2011,,D40,11:50 AM Fri 30-Dec-2011,,58B
470 | airtravelcenter,2011-12-11-UA-3050-PHX-CLT,,12/11/11 11:20 AM (-07:00),,,12/11/11 4:49 PM (-05:00),
471 | boston,2011-12-19-AA-1522-SFO-ORD,11:55 PM- Dec 19,Not Available,,5:50 AM- Dec 20,Not Available,
472 | usatoday,2011-12-10-UA-62-IAH-EWR,,2:51 PMDec 10,,,6:34 PMDec 10,
473 | wunderground,2011-12-25-AA-643-MIA-ORD,2011-12-25 07:10AM EST,2011-12-25 08:45AM EST, D16 ,2011-12-25 09:15AM CST,2011-12-25 10:13AM CST, K16
474 | ifly,2011-12-04-AA-85-JFK-SFO,2011-12-04 3:05 PM,2011-12-04 3:29 PM,,2011-12-04 6:30 PM,2011-12-04 6:29 PM,
475 | gofox,2011-12-16-AA-4344-ORD-DTW,,11:57 AMDec 16,,,1:48 PMDec 16,
476 | flylouisville,2011-12-01-AA-3809-PHX-LAX,06:00 AM Thu 01-Dec-2011,06:10 AM Thu 01-Dec-2011,2,06:40 AM Thu 01-Dec-2011,06:19 AM Thu 01-Dec-2011,44F
477 | flightview,2011-12-30-UA-397-JFK-SFO,8:25 AM- Dec 30,8:43 AM- Dec 30,9,12:14 PM- Dec 30,12:14 PM- Dec 30,Terminal 3 - 82
478 | mco,2011-12-09-AA-1640-MIA-MCO,,,,2011-12-09 Fri 19:25,2011-12-09 Fri 19:20,14?
479 | weather,2012-01-03-AA-2268-PHX-ORD,2012-01-03 07:15 AM,2012-01-03 07:19 AM,,2012-01-03 11:35 AM,2012-01-03 11:21 AM,
480 | airtravelcenter,2011-12-12-UA-3373-IAD-PHL,,12/12/11 9:33 AM (-05:00),,,12/12/11 10:09 AM (-05:00),
481 | gofox,2011-12-16-AA-1434-DFW-MCO,7:15 AM- Dec 16,7:26 AM- Dec 16,,10:35 AM- Dec 16,10:29 AM- Dec 16,
482 | allegiantair,2011-12-05-AA-222-LAX-BOS,7:10 AM- Dec 05,7:14 AM- Dec 05,Terminal T4 - 42B,3:30 PM- Dec 05,2:55 PM- Dec 05,Terminal B - B31
483 | airtravelcenter,2012-01-01-AA-4307-ORD-DTW,,1/1/12 7:15 PM (-06:00),,,1/1/12 8:58 PM (-05:00),
484 | flightaware,2011-12-09-UA-233-LAX-JFK,2011-12-09 04:25PM PST,2011-12-09 04:35PM PST, 77 ,2011-12-09 12:09AM EST,2011-12-09 12:19AM EST, 4
485 | flylouisville,2011-12-12-AA-518-MIA-JFK,06:30 AM Mon 12-Dec-2011,06:45 AM Mon 12-Dec-2011,D25,09:15 AM Mon 12-Dec-2011,09:30 AM Mon 12-Dec-2011,B5
486 | flightstats,2011-12-18-AA-1279-DFW-PHX,2011-12-18 1:00 PM,2011-12-18 1:46 PM,,2011-12-18 2:35 PM,2011-12-18 3:18 PM,
487 | mytripandmore,2011-12-01-AA-1917-JFK-MCO,Dec 01 - 2:55pm,Dec 01 - 3:00pm,40/8,Dec 01 - 5:55pm,Dec 01 - 5:43pm,12
488 | gofox,2011-12-31-UA-5487-SFO-MRY,,12:10 PMDec 31,,,12:38 PMDec 31,
489 | flightarrival,2012-01-01-AA-3823-LAX-DEN,9:00 PM- Jan 01,Not Available,,12:15 AM- Jan 02,Not Available,
490 | flightview,2011-12-04-UA-5487-SFO-MRY,,10:57 AMDec 04,,,11:24 AMDec 04,
491 | helloflight,2011-12-28-AA-204-LAX-MCO,,12/28/11 11:29 PM (-08:00),,,12/29/11 6:26 AM (-05:00),
492 | flytecomm,2011-12-12-AA-415-BOS-ORD,,12/12/11 8:48 AM (-05:00),,,12/12/11 9:59 AM (-06:00),
493 | flightstats,2011-12-11-UA-2708-EWR-CLT,2011-12-11 2:55 PM,2011-12-11 2:59 PM,,2011-12-11 4:53 PM,2011-12-11 4:42 PM,
494 | flylouisville,2011-12-28-AA-643-MIA-ORD,07:10 AM Wed 28-Dec-2011,07:16 AM Wed 28-Dec-2011,D16,09:35 AM Wed 28-Dec-2011,09:17 AM Wed 28-Dec-2011,L8
495 | airtravelcenter,2012-01-01-AA-400-DFW-JFK,,1/1/12 10:51 AM (-06:00),,,1/1/12 2:41 PM (-05:00),
496 | weather,2011-12-05-UA-3050-PHX-CLT,2011-12-05 11:05 AM,,,2011-12-05 04:57 PM,,
497 | flightarrival,2011-12-25-UA-2906-PHL-MCO,3:50 PM- Dec 25,4:07 PM- Dec 25,,6:23 PM- Dec 25,6:15 PM- Dec 25,
498 | airtravelcenter,2011-12-01-UA-1500-IAH-GUA,12/1/11 8:55 AM (-06:00),,,12/1/11 11:45 AM (-06:00),,
499 | flightview,2011-12-27-AA-446-DFW-PHL,11:50 AM- Dec 27,12:14 PM- Dec 27,D34,3:50 PM- Dec 27,3:57 PM- Dec 27,A9
500 | boston,2011-12-08-UA-1500-IAH-GUA,,9:12 AMDec 08,,,11:42 AMDec 08,
501 | usatoday,2011-12-19-UA-37-EWR-MCO,2011-12-19 1:29 PM,2011-12-19 1:33 PM,,2011-12-19 4:22 PM,2011-12-19 4:07 PM,
502 | helloflight,2011-12-18-AA-466-IAH-MIA,,12/18/11 6:17 AM (-06:00),,,12/18/11 9:04 AM (-05:00),
503 | flylouisville,2011-12-25-UA-1500-IAH-GUA,,2011-12-25 08:55 AM,15,,2011-12-25 11:59 AM,15
504 | weather,2011-12-13-AA-431-MIA-SFO,2011-12-13 08:35 AM,2011-12-13 08:52 AM,,2011-12-13 11:50 AM,2011-12-13 11:21 AM,
505 | myrateplan,2011-12-20-AA-484-DFW-MIA,,12/20/11 5:07 PM (-06:00),,,12/20/11 8:27 PM (-05:00),
506 | mia,2011-12-05-AA-1165-JFK-MIA,,,,10:34A 12-05-11,2011-12-05 10:17A,
507 | quicktrip,2011-12-22-UA-37-EWR-MCO,2011-12-22 1:30 PM,2011-12-22 1:51 PM,,2011-12-22 4:23 PM,2011-12-22 4:46 PM,
508 | myrateplan,2012-01-03-UA-3925-IAD-ORF,,1/3/12 9:00 AM (-05:00),,,1/3/12 9:31 AM (-05:00),
509 | flightarrival,2011-12-12-UA-843-LAX-ORD,,2:38 PMDec 12,,,7:45 PMDec 12,
510 | flightaware,2011-12-04-AA-643-MIA-ORD,2011-12-04 07:10AM EST,2011-12-04 07:49AM EST, D2 ,2011-12-04 08:56AM CST,2011-12-04 09:29AM CST, L8
511 | flights,2011-12-01-UA-2515-DFW-CLT,,2011-12-01 07:07 AM,E36,,2011-12-01 10:47 AM,B10
512 | businesstravellogue,2011-12-17-UA-382-IAD-LAX,,2011-12-17 12:29 PM,C27,,2011-12-17 03:10 PM,70A
513 | quicktrip,2011-12-13-UA-664-ORD-PHL,2011-12-13 1:27 PM,2011-12-13 1:24 PM,,2011-12-13 4:25 PM,2011-12-13 4:23 PM,
514 | flylouisville,2011-12-24-UA-3050-PHX-CLT,11:05 AM Sat 24-Dec-2011,11:02 AM Sat 24-Dec-2011,A11,04:57 PM Sat 24-Dec-2011,04:47 PM Sat 24-Dec-2011,B3
515 | quicktrip,2011-12-15-AA-1522-SFO-ORD,2011-12-15 11:55 PM,2011-12-15 12:09 AM (Estimated runway),,2011-12-15 5:50 AM,2011-12-15 5:44 AM (Estimated runway),
516 | allegiantair,2012-01-03-AA-3804-PHL-ORD,2:35 PM- Jan 03,2:41 PM- Jan 03,A7,4:05 PM- Jan 03,3:30 PM- Jan 03,H5
517 | flylouisville,2011-12-16-AA-1544-SAN-ORD,,2011-12-16 11:16 AM,27,,2011-12-16 05:16 PM,H6
518 | aa,2011-12-12-AA-222-LAX-BOS,December 12- 2011 07:10 AM ,December 12- 2011 07:04 AM , 47B,December 12- 2011 03:30 PM ,December 12- 2011 03:07 PM , B33
519 | flightexplorer,2011-12-05-AA-616-DFW-DTW,,12/5/2011 9:18AM CST,,,12/5/2011 12:07PM EST,
520 | flights,2012-01-01-AA-1640-MIA-MCO,06:30 PM Sun 01-Jan-2012,,D5,07:25 PM Sun 01-Jan-2012,,14
521 | airtravelcenter,2011-12-17-UA-2704-DTW-PHX,12/17/11 11:15 AM (-05:00),,,12/17/11 1:40 PM (-07:00),,
522 | gofox,2011-12-03-AA-1221-MCO-ORD,8:00 PM- Dec 03,8:10 PM- Dec 03,,9:50 PM- Dec 03,9:31 PM- Dec 03,
523 | panynj,2011-12-22-AA-4198-ORD-CLE,10:40 AM- Dec 22,11:03 AM- Dec 22,,12:55 PM- Dec 22,12:54 PM- Dec 22,
524 | gofox,2011-12-20-AA-2957-DFW-CVG,7:55 AM- Dec 20,8:34 AM- Dec 20,,11:05 AM- Dec 20,11:18 AM- Dec 20,
525 | travelocity,2011-12-25-AA-1640-MIA-MCO,Dec 25 - 6:30pm,Dec 25 - Not Available,D44,Dec 25 - 7:25pm,Dec 25 - Not Available,14
526 | flytecomm,2011-12-14-AA-1221-MCO-ORD,,12/14/11 8:50 PM (-05:00),,,12/14/11 10:21 PM (-06:00),
527 | aa,2011-12-04-AA-2050-ORD-MIA,12/04/2011 10:40 AM,12/04/2011 10:49 AM,K7,12/04/2011 02:45 PM,12/04/2011 02:21 PM,D40
528 | flytecomm,2011-12-13-UA-257-JFK-SFO,,12/13/11 2:53 PM (-05:00),,,12/13/11 5:40 PM (-08:00),
529 | flightview,2011-12-14-AA-204-LAX-MCO,11:25 PM- Dec 14,,Terminal 4 - 47B,6:55 AM- Dec 15,,TBA
530 | foxbusiness,2011-12-14-AA-404-MIA-MCO,6:45 AM- Dec 14,6:57 AM- Dec 14,Terminal E - E5,7:45 AM- Dec 14,7:32 AM- Dec 14,14
531 | flightaware,2012-01-01-AA-2525-DFW-MIA,2012-01-01 12:36PM CST,2012-01-01 12:36PM CST,,2012-01-01 03:50PM EST,2012-01-01 03:46PM EST,
532 | mytripandmore,2011-12-24-UA-3099-PHX-PHL,11:55aDec 24,11:47aDec 24, -,6:17pDec 24,5:58pDec 24, -
533 | flightview,2011-12-19-AA-1007-MIA-PHX,,4:56 PMDec 19,,,7:23 PMDec 19,
534 | flights,2011-12-01-UA-3099-PHX-PHL,11:55 AM Thu 01-Dec-2011,11:43 AM Thu 01-Dec-2011,B14,06:17 PM Thu 01-Dec-2011,05:38 PM Thu 01-Dec-2011,12
535 | flylouisville,2011-12-25-AA-1917-JFK-MCO,02:55 PM Sun 25-Dec-2011,02:55 PM Sun 25-Dec-2011,C43,05:55 PM Sun 25-Dec-2011,05:37 PM Sun 25-Dec-2011,16
536 | helloflight,2011-12-30-AA-1165-JFK-MIA,,12/30/11 7:14 AM (-05:00),,,12/30/11 9:54 AM (-05:00),
537 | flightexplorer,2011-12-28-AA-3468-CVG-MIA,,12/28/2011 7:13AM EST,,,12/28/2011 9:22AM EST,
538 | flights,2011-12-10-AA-1886-BOS-MIA,,2011-12-10 10:48 AM,B31,,2011-12-10 02:17 PM,D23
539 | foxbusiness,2011-12-13-AA-1434-DFW-MCO,7:15 AM- Dec 13,7:20 AM- Dec 13,C26,10:35 AM- Dec 13,10:23 AM- Dec 13,15
540 | gofox,2011-12-12-AA-3823-LAX-DEN,9:00 PM- Dec 12,,,12:15 AM- Dec 13,,
541 | businesstravellogue,2011-12-07-AA-4277-CVG-JFK,12:10 PM Wed 07-Dec-2011,12:16 PM Wed 07-Dec-2011,1,02:15 PM Wed 07-Dec-2011,01:58 PM Wed 07-Dec-2011,C31E
542 | foxbusiness,2011-12-01-AA-3786-IAH-ORD,4:00 PM- Dec 01,4:12 PM- Dec 01,A29,6:40 PM- Dec 01,6:09 PM- Dec 01,Terminal 3
543 | flightview,2011-12-08-AA-85-JFK-SFO,3:05 PM- Dec 08,3:36 PM- Dec 08,Terminal 8 - 33,6:30 PM- Dec 08,6:35 PM- Dec 08,Terminal 2 - 56A
544 | businesstravellogue,2011-12-31-UA-2314-ATL-PHL,,2011-12-31 03:03 PM,D23,,2011-12-31 05:00 PM,C18
545 | flightstats,2011-12-19-UA-37-EWR-MCO,2011-12-19 1:29 PM,2011-12-19 1:33 PM,,2011-12-19 4:22 PM,2011-12-19 4:07 PM,
546 | weather,2011-12-14-UA-2945-PHL-CLT,2011-12-14 12:00 PM,,,2011-12-14 01:45 PM,,
547 | weather,2011-12-07-UA-37-EDI-EWR,2011-12-07 09:05 AM,,,2011-12-07 11:53 AM,,
548 | allegiantair,2011-12-11-UA-828-SFO-ORD,11:55 PM- Dec 11,,Terminal 3 - 70,5:55 AM- Dec 12,,C22
549 | myrateplan,2011-12-22-UA-2515-DFW-CLT,,12/22/11 7:16 AM (-06:00),,,12/22/11 10:11 AM (-05:00),
550 | flights,2011-12-19-UA-3099-PHX-PHL,11:55 AM Mon 19-Dec-2011,11:50 AM Mon 19-Dec-2011,A30,06:17 PM Mon 19-Dec-2011,06:13 PM Mon 19-Dec-2011,10
551 | quicktrip,2011-12-18-AA-518-MIA-JFK,2011-12-18 6:30 AM,2011-12-18 6:35 AM,,2011-12-18 9:15 AM,2011-12-18 9:19 AM,
552 | travelocity,2011-12-08-AA-1522-SFO-ORD,Dec 08 - 11:55pm,Dec 08 - Not Available,56A,Dec 09 - 5:50am,Dec 09 - Not Available,H9/T3
553 | flightexplorer,2011-12-22-UA-248-PHX-ORD,12/22/2011 12:54PM MST,,,12/22/2011 4:38PM CST,,
554 | allegiantair,2011-12-11-UA-938-DEN-ORD,,4:30 PMDec 11,,,7:30 PMDec 11,
555 | aa,2011-12-30-AA-400-DFW-JFK,December 30- 2011 10:40 AM ,December 30- 2011 11:47 AM , C6,December 30- 2011 02:59 PM ,December 30- 2011 03:55 PM , 33
556 | panynj,2011-12-09-AA-1664-MIA-ATL,10:15 AM- Dec 09,10:34 AM- Dec 09,Terminal D - D45,12:10 PM- Dec 09,12:09 PM- Dec 09,T11
557 | panynj,2012-01-01-AA-3-JFK-LAX,12:00 PM- Jan 01,12:14 PM- Jan 01,Terminal 8 - 42,3:15 PM- Jan 01,3:11 PM- Jan 01,Terminal 4 - 47B
558 | flights,2011-12-31-AA-3-JFK-LAX,12:00 PM Sat 31-Dec-2011,11:54 AM Sat 31-Dec-2011,C35,03:15 PM Sat 31-Dec-2011,02:48 PM Sat 31-Dec-2011,42A
559 | allegiantair,2011-12-17-UA-37-EDI-EWR,,9:31 AMDec 17,,,12:14 PMDec 17,
560 | boston,2011-12-22-AA-466-IAH-MIA,6:00 AM- Dec 22,6:54 AM- Dec 22,,9:20 AM- Dec 22,9:50 AM- Dec 22,
561 | weather,2011-12-01-AA-3-JFK-LAX,2011-12-01 12:00 PM,2011-12-01 12:12 PM,,2011-12-01 03:15 PM,2011-12-01 03:09 PM,
562 | businesstravellogue,2011-12-12-UA-3099-PHX-PHL,11:55 AM Mon 12-Dec-2011,11:50 AM Mon 12-Dec-2011,A13,06:17 PM Mon 12-Dec-2011,06:12 PM Mon 12-Dec-2011,12
563 | quicktrip,2011-12-20-UA-843-LAX-ORD,2011-12-20 2:10 PM,2011-12-20 2:18 PM,,2011-12-20 8:12 PM,2011-12-20 8:36 PM,
564 | flylouisville,2011-12-20-AA-4307-ORD-DTW,06:45 PM Tue 20-Dec-2011,06:38 PM Tue 20-Dec-2011,H3A,09:10 PM Tue 20-Dec-2011,09:04 PM Tue 20-Dec-2011,D28
565 | flightarrival,2011-12-29-UA-257-JFK-SFO,2:30 PM- Dec 29,2:51 PM- Dec 29,,6:14 PM- Dec 29,5:59 PM- Dec 29,
566 | world-flight-tracker,2011-12-14-UA-2830-MCO-CLT,2011-12-14 3:27 PM,2011-12-14 3:27 PM,,2011-12-14 5:05 PM,2011-12-14 5:00 PM,
567 | flightarrival,2011-12-05-UA-3099-PHX-PHL,11:55 AM- Dec 05,12:13 PM- Dec 05,,6:17 PM- Dec 05,5:47 PM- Dec 05,
568 | orbitz,2011-12-19-AA-59-JFK-SFO,7:10aDec 19,7:07aDec 19, 5,10:45aDec 19,10:33aDec 19, 58B
569 | quicktrip,2011-12-01-UA-2314-ATL-PHL,2011-12-01 2:55 PM,2011-12-01 2:46 PM,,2011-12-01 5:00 PM,2011-12-01 4:47 PM,
570 | allegiantair,2011-12-19-AA-3-JFK-LAX,12:00 PM- Dec 19,12:12 PM- Dec 19,Terminal 8 - 43,3:15 PM- Dec 19,3:16 PM- Dec 19,Terminal 4 - 47B
571 | foxbusiness,2012-01-01-AA-3823-LAX-DEN,9:00 PM- Jan 01,,Terminal 4 - 44J,12:15 AM- Jan 02,,A49
572 | phl,2011-12-07-AA-446-DFW-PHL,,,,2011-12-07 3:50 PM,,A9
573 | businesstravellogue,2011-12-11-UA-2704-DTW-PHX,,2011-12-11 11:15 AM,D14,,2011-12-11 01:20 PM,A6
574 | flightexplorer,2011-12-22-UA-233-LAX-JFK,,12/21/2011 4:46PM PST,,,12/22/2011 12:07AM EST,
575 | travelocity,2011-12-28-UA-2314-ATL-PHL,Dec 28 - 2:55pm,Dec 28 - Contact Airline,Not provided by airline,Dec 28 - 5:00pm,Dec 28 - Contact Airline,Not provided by airline
576 | panynj,2011-12-09-UA-233-LAX-JFK,4:25 PM- Dec 09,,77,12:29 AM- Dec 10,,4
577 | world-flight-tracker,2012-01-03-AA-3756-ORD-SLC,2012-01-03 12:15 PM,2012-01-03 12:11 PM,,2012-01-03 2:45 PM,2012-01-03 2:39 PM,
578 | boston,2011-12-09-UA-62-IAH-EWR,,3:16 PMDec 09,,,7:00 PMDec 09,
579 | flightarrival,2011-12-16-AA-3756-ORD-SLC,12:15 PM- Dec 16,12:29 PM- Dec 16,,2:45 PM- Dec 16,2:34 PM- Dec 16,
580 | orbitz,2012-01-02-UA-37-EWR-MCO,1:29pJan 2,2:08pJan 2, 134,4:22pJan 2,5:02pJan 2, 39
581 | flytecomm,2011-12-08-AA-1640-MIA-MCO,,12/8/11 6:48 PM (-05:00),,,12/8/11 7:26 PM (-05:00),
582 | ifly,2011-12-20-AA-4344-ORD-DTW,2011-12-20 11:45 AM,2011-12-20 11:42 AM,,2011-12-20 2:00 PM,2011-12-20 1:50 PM,
583 | flightarrival,2011-12-28-AA-1221-MCO-ORD,2011-12-28 08:00 PM,,,2011-12-28 09:50 PM,,
584 | quicktrip,2011-12-15-AA-3842-MSP-ORD,2011-12-15 6:00 AM,2011-12-15 5:59 AM,,2011-12-15 7:30 AM,2011-12-15 7:42 AM,
585 | quicktrip,2011-12-04-AA-400-DFW-JFK,2011-12-04 10:40 AM,2011-12-04 11:01 AM,,2011-12-04 2:59 PM,2011-12-04 3:02 PM,
586 | flights,2011-12-25-UA-3373-IAD-PHL,,2011-12-25 08:25 AM,C18,,2011-12-25 09:39 AM,D7
587 | allegiantair,2011-12-09-AA-3979-CVG-ORD,7:30 AM- Dec 09,7:46 AM- Dec 09,Terminal 2,8:00 AM- Dec 09,7:42 AM- Dec 09,G14
588 | myrateplan,2011-12-27-UA-5487-SFO-MRY,,12/27/11 12:06 PM (-08:00),,,12/27/11 12:25 PM (-08:00),
589 | flytecomm,2011-12-22-AA-3859-IAH-ORD,,12/22/11 7:23 AM (-06:00),,,12/22/11 9:22 AM (-06:00),
590 | panynj,2011-12-05-AA-3979-CVG-ORD,7:30 AM- Dec 05,7:48 AM- Dec 05,Terminal 2,8:00 AM- Dec 05,7:40 AM- Dec 05,G14
591 | myrateplan,2011-12-12-AA-616-DFW-DTW,,12/12/11 9:47 AM (-06:00),,,12/12/11 12:43 PM (-05:00),
592 | wunderground,2011-12-30-AA-3859-IAH-ORD,2011-12-30 07:10AM CST,2011-12-30 07:17AM CST, A29 ,2011-12-30 09:24AM CST,2011-12-30 09:20AM CST, G6A
593 | aa,2011-12-04-AA-3979-CVG-ORD,12/04/2011 07:30 AM,12/04/2011 07:32 AM,3,12/04/2011 08:00 AM,12/04/2011 07:26 AM,H1B
594 | usatoday,2011-12-30-AA-2268-PHX-ORD,7:15 AM- Dec 30,7:34 AM- Dec 30,,11:35 AM- Dec 30,11:43 AM- Dec 30,
595 | aa,2011-12-11-AA-2050-ORD-MIA,December 11- 2011 10:40 AM ,December 11- 2011 10:42 AM , K9,December 11- 2011 02:45 PM ,December 11- 2011 02:36 PM , D24
596 | flightview,2011-12-27-AA-85-JFK-SFO,3:05 PM- Dec 27,3:37 PM- Dec 27,Terminal 8 - 41,6:30 PM- Dec 27,6:22 PM- Dec 27,Terminal 2 - 58B
597 | orbitz,2011-12-24-UA-2906-PHL-MCO,3:50pDec 24,4:49pDec 24, -,6:23pDec 24,7:23pDec 24, -
598 | flights,2011-12-10-UA-3925-IAD-ORF,,2011-12-10 08:39 AM,A2,,2011-12-10 09:38 AM,
599 | quicktrip,2011-12-14-UA-382-IAD-LAX,2011-12-14 12:30 PM,2011-12-14 12:27 PM,,2011-12-14 3:19 PM,2011-12-14 3:05 PM,
600 | ord,2011-12-19-UA-248-PHX-ORD,2011-12-19 12:52 PM,,5,2011-12-19 5:13 PM,,B10
601 | quicktrip,2011-12-07-UA-414-LAX-SFO,2011-12-07 6:00 AM,2011-12-07 5:55 AM,,2011-12-07 7:23 AM,2011-12-07 7:12 AM,
602 | orbitz,2011-12-08-AA-404-MIA-MCO,6:45aDec 8,6:40aDec 8, E5,7:45aDec 8,7:35aDec 8, 16
603 | quicktrip,2011-12-27-AA-3804-PHL-ORD,2011-12-27 2:35 PM,2011-12-27 2:37 PM,,2011-12-27 4:05 PM,2011-12-27 3:55 PM,
604 | quicktrip,2011-12-26-AA-1007-MIA-PHX,2011-12-26 4:55 PM,2011-12-26 4:50 PM,,2011-12-26 8:05 PM,2011-12-26 7:42 PM,
605 | travelocity,2011-12-15-UA-3373-IAD-PHL,Dec 15 - Not Available,Dec 15 - 8:57am,A4B,Dec 15 - Not Available,Dec 15 - 9:38am,CHK
606 | gofox,2011-12-03-UA-37-EDI-EWR,,9:37 AMDec 03,,,1:17 PMDec 03,
607 | ord,2011-12-01-AA-3979-CVG-ORD,2011-12-01 7:30 AM,,1,2011-12-01 8:00 AM,,G10
608 | mia,2011-12-17-AA-1165-JFK-MIA,,,,10:34A 12-17-11,2011-12-17 10:10A,
609 | flightexplorer,2011-12-22-UA-5487-SFO-MRY,,12/22/2011 10:57AM PST,,,12/22/2011 11:15AM PST,
610 | aa,2011-12-04-AA-3756-ORD-SLC,12/04/2011 12:15 PM,12/04/2011 12:53 PM,G11,12/04/2011 02:45 PM,12/04/2011 02:57 PM,A3
611 | aa,2011-12-27-AA-3823-LAX-DEN,December 27- 2011 09:00 PM ,December 27- 2011 , 44E,December 28- 2011 12:15 AM ,December 28- 2011 , A49
612 | foxbusiness,2011-12-29-AA-431-MIA-SFO,8:35 AM- Dec 29,9:08 AM- Dec 29,D11,11:50 AM- Dec 29,12:04 PM- Dec 29,Terminal 2 - 57
613 | flytecomm,2011-12-13-UA-248-PHX-ORD,,12/13/11 2:56 PM (-07:00),,,12/13/11 6:39 PM (-06:00),
614 | flightaware,2011-12-24-AA-1007-MIA-PHX,2011-12-24 04:55PM EST,2011-12-24 05:06PM EST, D37 ,2011-12-24 07:28PM MST,2011-12-24 07:19PM MST, 6
615 | flylouisville,2011-12-08-AA-3756-ORD-SLC,12:15 PM Thu 08-Dec-2011,12:12 PM Thu 08-Dec-2011,H4,02:45 PM Thu 08-Dec-2011,02:35 PM Thu 08-Dec-2011,A3
616 | helloflight,2011-12-11-AA-4330-CVG-ORD,12/11/11 3:35 PM (-05:00),,,12/11/11 4:00 PM (-06:00),,
617 | gofox,2011-12-24-UA-2830-MCO-CLT,3:27 PM- Dec 24,3:33 PM- Dec 24,,5:05 PM- Dec 24,4:46 PM- Dec 24,
618 | flytecomm,2012-01-01-UA-3099-PHX-PHL,,1/1/12 12:03 PM (-07:00),,,1/1/12 5:53 PM (-05:00),
619 | wunderground,2011-12-22-AA-643-MIA-ORD,2011-12-22 07:10AM EST,2011-12-22 07:13AM EST, D16 ,2011-12-22 09:13AM CST,2011-12-22 08:51AM CST, H15
620 | flightwise,2011-12-28-AA-1279-DFW-PHX,2011-12-28 01:00PM CST,2011-12-28 01:22PM CST, C17 ,2011-12-28 02:22PM MST,2011-12-28 02:23PM MST, 4
621 | myrateplan,2011-12-17-AA-643-MIA-ORD,,12/17/11 7:30 AM (-05:00),,,12/17/11 9:19 AM (-06:00),
622 | helloflight,2011-12-20-UA-2830-MCO-CLT,,12/20/11 3:50 PM (-05:00),,,12/20/11 4:52 PM (-05:00),
623 | flightaware,2011-12-20-AA-466-IAH-MIA,2011-12-20 06:00AM CST,2011-12-20 06:19AM CST, A27 ,2011-12-20 09:12AM EST,2011-12-20 09:14AM EST, D12
624 | flylouisville,2011-12-14-UA-2906-PHL-MCO,03:50 PM Wed 14-Dec-2011,03:56 PM Wed 14-Dec-2011,C27,06:23 PM Wed 14-Dec-2011,06:12 PM Wed 14-Dec-2011,58
625 | panynj,2011-12-25-UA-37-EWR-MCO,,1:53 PMDec 25,,,4:50 PMDec 25,
626 | world-flight-tracker,2011-12-11-AA-1733-ORD-PHX,2011-12-11 7:45 PM,2011-12-11 7:42 PM,,2011-12-11 10:30 PM,2011-12-11 10:24 PM (Estimated),
627 | businesstravellogue,2011-12-04-AA-643-MIA-ORD,07:10 AM Sun 04-Dec-2011,07:49 AM Sun 04-Dec-2011,D2,09:35 AM Sun 04-Dec-2011,09:35 AM Sun 04-Dec-2011,L8
628 | flightstats,2011-12-19-UA-382-IAD-LAX,2011-12-19 12:20 PM,2011-12-19 1:01 PM,,2011-12-19 3:08 PM,2011-12-19 3:19 PM,
629 | flightstats,2011-12-04-AA-4198-ORD-CLE,2011-12-04 10:40 AM,2011-12-04 10:53 AM,,2011-12-04 12:55 PM,2011-12-04 12:46 PM,
630 | flightaware,2011-12-11-UA-382-IAD-LAX,2011-12-11 12:30PM EST,2011-12-11 01:15PM EST, D7 ,2011-12-11 02:45PM PST,2011-12-11 03:17PM PST, 75B
631 | helloflight,2012-01-01-AA-59-JFK-SFO,,1/1/12 7:27 AM (-05:00),,,1/1/12 10:17 AM (-08:00),
632 | flightaware,2011-12-17-AA-649-ORD-SNA,2011-12-17 01:30PM CST,2011-12-17 01:40PM CST, H12 ,2011-12-17 03:30PM PST,2011-12-17 03:40PM PST, 7
633 | boston,2011-12-19-AA-4344-ORD-DTW,,11:58 AMDec 19,,,1:43 PMDec 19,
634 | flightaware,2011-12-01-AA-271-MIA-LAX,2011-12-01 11:35AM EST,2011-12-01 11:52AM EST, D51 ,2011-12-01 01:57PM PST,2011-12-01 02:21PM PST, 46A
635 | gofox,2011-12-20-UA-2708-EWR-CLT,,3:18 PMDec 20,,,4:44 PMDec 20,
636 | businesstravellogue,2011-12-20-UA-2726-FLL-PHL,04:00 PM Tue 20-Dec-2011,04:26 PM Tue 20-Dec-2011,E3,06:46 PM Tue 20-Dec-2011,06:50 PM Tue 20-Dec-2011,C20
637 | flightview,2011-12-12-UA-2726-FLL-PHL,4:00 PM- Dec 12,4:06 PM- Dec 12,Terminal 3 - E3,6:46 PM- Dec 12,6:46 PM- Dec 12,C30
638 | businesstravellogue,2011-12-22-AA-1522-SFO-ORD,11:55 PM Thu 22-Dec-2011,,,05:50 AM Fri 23-Dec-2011,,
639 | orbitz,2011-12-29-UA-248-PHX-ORD,12:52pDec 29,12:47pDec 29, 3,5:13pDec 29,4:52pDec 29, B12
640 | weather,2012-01-01-UA-257-JFK-SFO,2012-01-01 02:30 PM,,,2012-01-01 06:14 PM,,
641 | flightstats,2011-12-27-UA-3373-IAD-PHL,2011-12-27 8:30 AM,2011-12-27 8:29 AM,,2011-12-27 9:25 AM,2011-12-27 9:24 AM,
642 | flights,2011-12-12-UA-3515-IAD-MSP,,2011-12-12 08:30 AM,D14,,2011-12-12 10:04 AM,E6
643 | quicktrip,2011-12-19-UA-828-SFO-ORD,2011-12-19 11:13 PM,2011-12-19 11:21 PM (Estimated runway),,2011-12-19 5:15 AM,2011-12-19 4:53 AM (Estimated runway),
644 | helloflight,2011-12-18-AA-4344-ORD-DTW,,12/18/11 11:59 AM (-06:00),,,12/18/11 1:43 PM (-05:00),
645 | flightview,2011-12-20-AA-1544-SAN-ORD,,11:54 AMDec 20,,,5:55 PMDec 20,
646 | boston,2011-12-25-AA-4307-ORD-DTW,6:45 PM- Dec 25,6:54 PM- Dec 25,,9:10 PM- Dec 25,8:40 PM- Dec 25,
647 | foxbusiness,2011-12-31-UA-2906-PHL-MCO,3:50 PM- Dec 31,4:37 PM- Dec 31,C20,6:23 PM- Dec 31,6:30 PM- Dec 31,58
648 | usatoday,2012-01-02-UA-938-DEN-ORD,2012-01-02 3:54 PM,2012-01-02 3:56 PM,,2012-01-02 7:17 PM,2012-01-02 7:29 PM,
649 | flytecomm,2011-12-03-UA-37-EWR-MCO,,12/3/11 1:55 PM (-05:00),,,12/3/11 1:18 PM (-05:00),
650 | flytecomm,2011-12-31-AA-643-MIA-ORD,,12/31/11 7:23 AM (-05:00),,,12/31/11 9:14 AM (-06:00),
651 | ord,2011-12-22-UA-248-PHX-ORD,2011-12-22 12:52 PM,,3,2011-12-22 5:13 PM,,B9
652 | myrateplan,2011-12-29-AA-4344-ORD-DTW,,12/29/11 11:57 AM (-06:00),,,12/29/11 1:40 PM (-05:00),
653 | flights,2011-12-12-AA-3063-SLC-LAX,,2011-12-12 08:13 PM,A3,,2011-12-12 09:20 PM,44G
654 | quicktrip,2011-12-07-AA-643-MIA-ORD,2011-12-07 7:10 AM,2011-12-07 7:23 AM,,2011-12-07 9:35 AM,2011-12-07 9:03 AM,
655 | world-flight-tracker,2011-12-27-AA-2268-PHX-ORD,2011-12-27 7:15 AM,2011-12-27 7:11 AM,,2011-12-27 11:35 AM,2011-12-27 11:19 AM,
656 | flytecomm,2011-12-31-AA-3756-ORD-SLC,,12/31/11 12:35 PM (-06:00),,,12/31/11 2:36 PM (-07:00),
657 | wunderground,2011-12-16-AA-1221-MCO-ORD,2011-12-16 08:00PM EST,2011-12-16 08:13PM EST, 15 ,2011-12-16 09:40PM CST,2011-12-16 09:35PM CST, K4
658 | travelocity,2011-12-27-UA-2704-DTW-PHX,Dec 27 - 11:15am,Dec 27 - Contact Airline,Not provided by airline,Dec 27 - 1:40pm,Dec 27 - Contact Airline,Not provided by airline
659 | quicktrip,2011-12-08-AA-789-ORD-DEN,2011-12-08 1:05 PM,2011-12-08 1:00 PM,,2011-12-08 2:35 PM,2011-12-08 2:48 PM,
660 | flytecomm,2011-12-22-UA-2726-FLL-PHL,,12/22/11 4:03 PM (-05:00),,,12/22/11 6:11 PM (-05:00),
661 | gofox,2012-01-01-UA-2704-DTW-PHX,,11:50 AMJan 01,,,1:41 PMJan 01,
662 | businesstravellogue,2011-12-29-UA-938-DEN-ORD,,2011-12-29 03:57 PM,B38,,2011-12-29 07:23 PM,C26
663 | flytecomm,2011-12-31-AA-271-MIA-LAX,,12/31/11 12:02 PM (-05:00),,,12/31/11 2:12 PM (-08:00),
664 | ord,2011-12-17-AA-3979-CVG-ORD,2011-12-17 7:30 AM,,5,2011-12-17 8:00 AM,,G12
665 | flightview,2011-12-16-AA-1733-ORD-PHX,7:45 PM- Dec 16,7:59 PM- Dec 16,,10:30 PM- Dec 16,,
666 | orbitz,2011-12-25-AA-3823-LAX-DEN,9:00pDec 25,, 44J,12:15aDec 26,, A49
667 | flytecomm,2011-12-07-UA-5487-SFO-MRY,,12/7/11 11:48 AM (-08:00),,,12/7/11 12:07 PM (-08:00),
668 | foxbusiness,2011-12-13-AA-3468-CVG-MIA,7:00 AM- Dec 13,7:11 AM- Dec 13,Terminal 2,9:55 AM- Dec 13,9:22 AM- Dec 13,Terminal D - D60
669 | flights,2011-12-09-AA-2050-ORD-MIA,10:40 AM Fri 09-Dec-2011,10:41 AM Fri 09-Dec-2011,K15,02:45 PM Fri 09-Dec-2011,02:46 PM Fri 09-Dec-2011,D1
670 | aa,2011-12-24-AA-3786-IAH-ORD,December 24- 2011 04:00 PM ,December 24- 2011 03:56 PM , A29,December 24- 2011 06:40 PM ,December 24- 2011 06:02 PM , G10
671 | foxbusiness,2011-12-20-UA-3099-PHX-PHL,11:55 AM- Dec 20,12:09 PM- Dec 20,Terminal 4,6:17 PM- Dec 20,6:17 PM- Dec 20,C29
672 | orbitz,2012-01-01-UA-3925-IAD-ORF,8:42aJan 1,8:31aJan 1, A2A,9:55aJan 1,9:18aJan 1, -
673 | flightexplorer,2011-12-12-AA-643-MIA-ORD,,12/12/2011 7:26AM EST,,,12/12/2011 9:11AM CST,
674 | flights,2012-01-03-UA-62-IAH-EWR,,2012-01-03 03:18 PM,39,,2012-01-03 08:09 PM,92
675 | flightarrival,2011-12-28-AA-204-LAX-MCO,11:25 PM- Dec 28,Not Available,,6:55 AM- Dec 29,Not Available,
676 | phl,2011-12-24-AA-3804-PHL-ORD,2011-12-24 2:35 PM,,A7,,,
677 | orbitz,2011-12-11-AA-2268-PHX-ORD,7:15aDec 11,7:12aDec 11, 6,11:35aDec 11,11:20aDec 11, H15
678 | allegiantair,2012-01-03-AA-1221-MCO-ORD,8:00 PM- Jan 03,8:13 PM- Jan 03,Terminal A - 15,9:50 PM- Jan 03,9:50 PM- Jan 03,Terminal 3
679 | quicktrip,2011-12-26-UA-2945-PHL-CLT,2011-12-26 12:00 PM,2011-12-26 11:58 AM,,2011-12-26 1:45 PM,2011-12-26 1:24 PM,
680 | flightarrival,2011-12-28-AA-3756-ORD-SLC,2011-12-28 12:15 PM,2011-12-28 12:10 PM,,2011-12-28 2:45 PM,2011-12-28 2:26 PM,
681 | ua,2011-12-19-UA-858-PVG-SFO,Mon- Dec 19 1:45 PM,Mon- Dec 19 1:38 PM,79,Mon- Dec 19 8:27 AM,Mon- Dec 19 7:55 AM,94
682 | foxbusiness,2011-12-18-AA-1664-MIA-ATL,10:15 AM- Dec 18,10:49 AM- Dec 18,Terminal D - D2,12:10 PM- Dec 18,12:20 PM- Dec 18,T11
683 | panynj,2012-01-02-UA-938-DEN-ORD,,4:13 PMJan 02,,,7:29 PMJan 02,
684 | flights,2011-12-12-UA-382-IAD-LAX,,2011-12-12 12:27 PM,C11,,2011-12-12 03:19 PM,75B
685 | world-flight-tracker,2011-12-19-AA-59-JFK-SFO,2011-12-19 7:10 AM,2011-12-19 7:07 AM,,2011-12-19 10:45 AM,2011-12-19 10:33 AM,
686 | businesstravellogue,2011-12-14-AA-1886-BOS-MIA,,2011-12-14 10:49 AM,B31,,2011-12-14 02:00 PM,D16
687 | flights,2011-12-02-AA-2268-PHX-ORD,07:15 AM Fri 02-Dec-2011,07:21 AM Fri 02-Dec-2011,6,11:35 AM Fri 02-Dec-2011,11:08 AM Fri 02-Dec-2011,H15
688 | airtravelcenter,2011-12-17-UA-37-EWR-MCO,,12/17/11 2:15 PM (-05:00),,,12/17/11 4:45 PM (-05:00),
689 | flylouisville,2011-12-19-AA-2312-DFW-DTW,2011-12-19 08:25 PM,,A34,2011-12-19 11:50 PM,,D32
690 | panynj,2011-12-26-UA-938-DEN-ORD,,3:59 PMDec 26,,,7:01 PMDec 26,
691 | orbitz,2011-12-30-AA-1917-JFK-MCO,2:55pDec 30,2:51pDec 30, 44,5:55pDec 30,5:36pDec 30, 16
692 | usatoday,2011-12-05-AA-2957-DFW-CVG,7:55 AM- Dec 05,8:31 AM- Dec 05,,11:05 AM- Dec 05,11:16 AM- Dec 05,
693 | flytecomm,2011-12-16-AA-789-ORD-DEN,,12/16/11 1:16 PM (-06:00),,,12/16/11 2:26 PM (-07:00),
694 | foxbusiness,2011-12-24-AA-271-MIA-LAX,11:35 AM- Dec 24,11:47 AM- Dec 24,D6,2:25 PM- Dec 24,1:47 PM- Dec 24,Terminal 4 - 48A
695 | foxbusiness,2011-12-07-AA-1279-DFW-PHX,1:00 PM- Dec 07,1:17 PM- Dec 07,C16,2:35 PM- Dec 07,2:30 PM- Dec 07,Terminal 3
696 | foxbusiness,2011-12-12-UA-2830-MCO-CLT,3:27 PM- Dec 12,4:05 PM- Dec 12,,5:05 PM- Dec 12,5:18 PM- Dec 12,
697 | flightview,2011-12-30-UA-3099-PHX-PHL,11:55 AM- Dec 30,12:08 PM- Dec 30,Terminal 4,6:17 PM- Dec 30,6:17 PM- Dec 30,A24
698 | gofox,2011-12-29-UA-2906-PHL-MCO,3:50 PM- Dec 29,3:56 PM- Dec 29,,6:23 PM- Dec 29,5:59 PM- Dec 29,
699 | usatoday,2011-12-13-AA-1640-MIA-MCO,6:30 PM- Dec 13,Not Available,,7:25 PM- Dec 13,Not Available,
700 | flightwise,2011-12-11-AA-1522-SFO-ORD,2011-12-11 11:55PM PST,2011-12-11 12:28AM PST, 57 ,2011-12-11 05:43AM CST,2011-12-11 06:05AM CST, K16
701 | flights,2012-01-02-AA-518-MIA-JFK,06:30 AM Mon 02-Jan-2012,06:32 AM Mon 02-Jan-2012,D40,09:15 AM Mon 02-Jan-2012,08:54 AM Mon 02-Jan-2012,C42
702 | travelocity,2011-12-09-AA-1522-SFO-ORD,Dec 09 - 11:55pm,Dec 09 - Not Available,56A,Dec 10 - 5:50am,Dec 10 - Not Available,H9/T3
703 | dfw,2011-12-28-AA-1279-DFW-PHX,2011-12-28 1:00 pm,,C17,,,
704 | flylouisville,2011-12-31-AA-3979-CVG-ORD,07:30 AM Sat 31-Dec-2011,07:24 AM Sat 31-Dec-2011,5,08:00 AM Sat 31-Dec-2011,07:31 AM Sat 31-Dec-2011,G10
705 | airtravelcenter,2011-12-20-UA-62-IAH-EWR,12/20/11 2:30 PM (-06:00),,,12/20/11 7:03 PM (-05:00),,
706 | allegiantair,2011-12-02-AA-1007-MIA-PHX,,5:28 PMDec 02,,,8:08 PMDec 02,
707 | aa,2011-12-12-AA-3979-CVG-ORD,December 12- 2011 07:30 AM ,December 12- 2011 07:30 AM , 3,December 12- 2011 08:00 AM ,December 12- 2011 08:18 AM , G8
708 | flytecomm,2011-12-31-AA-484-DFW-MIA,,12/31/11 4:34 PM (-06:00),,,12/31/11 7:52 PM (-05:00),
709 | flightaware,2011-12-10-AA-616-DFW-DTW,2011-12-10 09:05AM CST,2011-12-10 09:14AM CST, C24 ,2011-12-10 12:30PM EST,2011-12-10 12:26PM EST, D32
710 | phl,2011-12-01-UA-3373-IAD-PHL,,,,2011-12-01 9:24 AM,,D7
711 | orbitz,2012-01-02-UA-2726-FLL-PHL,4:00pJan 2,4:00pJan 2, -,6:46pJan 2,6:39pJan 2, -
712 | flightaware,2011-12-30-AA-4277-CVG-JFK,2011-12-30 12:10PM EST,2011-12-30 12:12PM EST, 1 ,2011-12-30 01:48PM EST,2011-12-30 01:44PM EST, 31A
713 | flights,2011-12-14-AA-204-LAX-MCO,11:25 PM Wed 14-Dec-2011,,,06:55 AM Thu 15-Dec-2011,,
714 | myrateplan,2012-01-02-UA-664-ORD-PHL,,1/2/12 1:58 PM (-06:00),,,1/2/12 4:39 PM (-05:00),
715 | flytecomm,2011-12-13-UA-664-ORD-PHL,,12/13/11 1:49 PM (-06:00),,,12/13/11 4:17 PM (-05:00),
716 | myrateplan,2011-12-09-AA-2312-DFW-DTW,,12/9/11 8:30 PM (-06:00),,,12/9/11 11:19 PM (-05:00),
717 | mytripandmore,2011-12-26-AA-4330-CVG-ORD,3:35pDec 26,3:28pDec 26, 5,4:00pDec 26,3:31pDec 26, G1B
718 | flightexplorer,2011-12-27-AA-3842-MSP-ORD,,12/27/2011 6:16AM CST,,,12/27/2011 7:21AM CST,
719 | weather,2011-12-08-UA-2515-DFW-CLT,2011-12-08 07:05 AM,,,2011-12-08 10:31 AM,,
720 | travelocity,2011-12-24-UA-2726-FLL-PHL,Dec 24 - 4:00pm,Dec 24 - Contact Airline,Not provided by airline,Dec 24 - 6:46pm,Dec 24 - Contact Airline,Not provided by airline
721 | foxbusiness,2011-12-27-AA-484-DFW-MIA,4:15 PM- Dec 27,4:31 PM- Dec 27,D17,7:55 PM- Dec 27,8:11 PM- Dec 27,Terminal D - D11
722 | wunderground,2011-12-17-AA-1221-MCO-ORD,2011-12-17 08:00PM EST,2011-12-17 08:05PM EST, 15 ,2011-12-17 09:43PM CST,2011-12-17 09:39PM CST, K1
723 | travelocity,2011-12-28-UA-2906-PHL-MCO,Dec 28 - 3:50pm,Dec 28 - Contact Airline,Not provided by airline,Dec 28 - 6:23pm,Dec 28 - Contact Airline,Not provided by airline
724 | flights,2011-12-12-AA-643-MIA-ORD,07:10 AM Mon 12-Dec-2011,07:06 AM Mon 12-Dec-2011,D1,09:35 AM Mon 12-Dec-2011,09:17 AM Mon 12-Dec-2011,H15
725 | foxbusiness,2011-12-13-UA-382-IAD-LAX,,12:48 PMDec 13,,,3:28 PMDec 13,
726 | myrateplan,2011-12-28-AA-3842-MSP-ORD,,12/28/11 6:18 AM (-06:00),,,12/28/11 7:10 AM (-06:00),
727 | allegiantair,2011-12-08-UA-3373-IAD-PHL,,8:53 AMDec 08,,,9:28 AMDec 08,
728 | weather,2011-12-18-AA-431-MIA-SFO,2011-12-18 08:35 AM,2011-12-18 08:47 AM,,2011-12-18 11:50 AM,2011-12-18 11:21 AM,
729 | dfw,2012-01-03-AA-2312-DFW-DTW,2012-01-03 8:25 pm,,A35,,,
730 | gofox,2011-12-26-UA-248-PHX-ORD,12:52 PMDec 26,,,5:15 PMDec 26,,
731 | foxbusiness,2011-12-22-AA-2268-PHX-ORD,7:15 AM- Dec 22,7:26 AM- Dec 22,Terminal 3,11:35 AM- Dec 22,11:16 AM- Dec 22,H11A
732 | mytripandmore,2011-12-18-AA-1007-MIA-PHX,4:55pDec 18,4:46pDec 18, D37,8:05pDec 18,7:36pDec 18, 6
733 | flightstats,2011-12-09-UA-3925-IAD-ORF,2011-12-09 8:42 AM,2011-12-09 8:39 AM,,2011-12-09 9:55 AM,2011-12-09 9:37 AM,
734 | flytecomm,2011-12-18-UA-2830-MCO-CLT,,12/18/11 3:55 PM (-05:00),,,12/18/11 5:02 PM (-05:00),
735 | gofox,2011-12-26-AA-3063-SLC-LAX,,8:24 PMDec 26,,,8:57 PMDec 26,
736 | myrateplan,2011-12-05-AA-1007-MIA-PHX,,12/5/11 5:01 PM (-05:00),,,12/5/11 7:44 PM (-07:00),
737 | usatoday,2011-12-31-AA-616-DFW-DTW,9:05 AM- Dec 31,9:14 AM- Dec 31,,12:35 PM- Dec 31,12:24 PM- Dec 31,
738 | foxbusiness,2011-12-04-AA-4198-ORD-CLE,10:40 AM- Dec 04,10:54 AM- Dec 04,,12:55 PM- Dec 04,12:45 PM- Dec 04,
739 | airtravelcenter,2011-12-16-AA-3063-SLC-LAX,,12/16/11 8:43 PM (-07:00),,,12/16/11 9:02 PM (-08:00),
740 | airtravelcenter,2011-12-24-UA-2314-ATL-PHL,12/24/11 2:55 PM (-05:00),,,12/24/11 5:00 PM (-05:00),,
741 | dfw,2011-12-26-AA-446-DFW-PHL,2011-12-26 11:50 am,,A36,,,
742 | foxbusiness,2011-12-19-AA-1221-MCO-ORD,8:00 PM- Dec 19,8:08 PM- Dec 19,Terminal A - 15,9:50 PM- Dec 19,9:41 PM- Dec 19,Terminal 3
743 | flytecomm,2011-12-03-UA-858-PVG-SFO,,12/3/11 2:09 PM (+08:00),,,12/3/11 8:47 AM (-08:00),
744 | businesstravellogue,2011-12-18-UA-3099-PHX-PHL,11:55 AM Sun 18-Dec-2011,11:52 AM Sun 18-Dec-2011,A21,06:17 PM Sun 18-Dec-2011,06:23 PM Sun 18-Dec-2011,C24
745 | airtravelcenter,2011-12-25-UA-414-LAX-SFO,,12/25/11 7:19 AM (-08:00),,,12/25/11 8:05 AM (-08:00),
746 | foxbusiness,2011-12-02-UA-854-SFO-IAH,,8:06 AMDec 02,,,1:32 PMDec 02,
747 | mytripandmore,2011-12-30-AA-2050-ORD-MIA,Dec 30 - 10:40am,Dec 30 - 12:08pm,K15/T3,Dec 30 - 2:45pm,Dec 30 - 3:54pm,D2
748 | flightexplorer,2011-12-25-AA-2050-ORD-MIA,,12/25/2011 11:58AM CST,,,12/25/2011 3:29PM EST,
749 | weather,2011-12-27-UA-3373-IAD-PHL,2011-12-27 08:30 AM,,,2011-12-27 09:25 AM,,
750 | airtravelcenter,2011-12-22-UA-3099-PHX-PHL,,12/22/11 12:06 PM (-07:00),,,12/22/11 5:56 PM (-05:00),
751 | flights,2011-12-12-AA-1434-DFW-MCO,07:15 AM Mon 12-Dec-2011,07:12 AM Mon 12-Dec-2011,D18,10:35 AM Mon 12-Dec-2011,10:38 AM Mon 12-Dec-2011,17
752 | orbitz,2011-12-18-AA-1886-BOS-MIA,10:45aDec 18,10:42aDec 18, B35,2:20pDec 18,1:47pDec 18, D24
753 | boston,2011-12-24-UA-2945-PHL-CLT,12:00 PM- Dec 24,12:15 PM- Dec 24,,1:45 PM- Dec 24,1:36 PM- Dec 24,
754 | boston,2011-12-11-AA-1733-ORD-PHX,7:45 PM- Dec 11,7:55 PM- Dec 11,,10:30 PM- Dec 11,10:14 PM- Dec 11 (Estimated),
755 | foxbusiness,2011-12-14-UA-1500-IAH-GUA,,9:37 AMDec 14,,,12:01 PMDec 14,
756 | gofox,2012-01-03-UA-938-DEN-ORD,,4:19 PMJan 03,,,7:11 PMJan 03,
757 | wunderground,2011-12-25-AA-1640-MIA-MCO,2011-12-25 06:30PM EST,2011-12-25 06:40PM EST, D44 ,2011-12-25 07:05PM EST,2011-12-25 07:15PM EST, 14
758 | flightstats,2011-12-03-AA-431-MIA-SFO,2011-12-03 8:35 AM,2011-12-03 8:43 AM,,2011-12-03 11:50 AM,2011-12-03 11:19 AM,
759 | panynj,2011-12-03-AA-4307-ORD-DTW,8:05 PM- Dec 03,8:23 PM- Dec 03,Terminal 3,10:20 PM- Dec 03,10:05 PM- Dec 03,Terminal N
760 | aa,2011-12-20-AA-59-JFK-SFO,December 20- 2011 07:10 AM ,December 20- 2011 07:03 AM , 45,December 20- 2011 10:45 AM ,December 20- 2011 10:07 AM , 58B
761 | flights,2012-01-01-AA-1544-SAN-ORD,,2012-01-01 12:02 PM,31,,2012-01-01 06:28 PM,H8
762 | orbitz,2011-12-01-UA-2830-MCO-CLT,3:27pDec 1,3:28pDec 1, -,5:05pDec 1,5:17pDec 1, -
763 | helloflight,2012-01-03-UA-3925-IAD-ORF,,1/3/12 9:00 AM (-05:00),,,1/3/12 9:31 AM (-05:00),
764 | weather,2011-12-03-UA-858-PVG-SFO,2011-12-03 01:45 PM,,,2011-12-03 08:27 AM,,
765 | den,2011-12-13-AA-789-ORD-DEN,,,,2011-12-13 2:35 PM,,A49
766 | quicktrip,2011-12-12-AA-466-IAH-MIA,2011-12-12 6:00 AM,2011-12-12 6:09 AM,,2011-12-12 9:20 AM,2011-12-12 9:21 AM,
767 | airtravelcenter,2011-12-27-UA-37-EWR-MCO,12/27/11 1:29 PM (-05:00),,,12/27/11 4:22 PM (-05:00),,
768 | ua,2011-12-28-UA-2704-DTW-PHX,Wed- Dec 28 11:15 AM,Wed- Dec 28 11:15 AM,D14,Wed- Dec 28 1:40 PM,Wed- Dec 28 1:11 PM,A8
769 | myrateplan,2011-12-18-UA-1500-IAH-GUA,12/18/11 8:50 AM (-06:00),,,12/18/11 11:43 AM (-06:00),,
770 | travelocity,2011-12-07-AA-1886-BOS-MIA,Dec 07 - 10:45am,Dec 07 - 10:46am,B34,Dec 07 - 2:20pm,Dec 07 - 2:22pm,D8
771 | panynj,2011-12-14-AA-3468-CVG-MIA,7:00 AM- Dec 14,7:12 AM- Dec 14,Terminal 2,9:55 AM- Dec 14,9:21 AM- Dec 14,Terminal D - D60
772 | orbitz,2011-12-11-UA-2945-PHL-CLT,12:00pDec 11,12:17pDec 11, B11,1:45pDec 11,1:46pDec 11, B8
773 | orbitz,2012-01-01-UA-664-ORD-PHL,2:00pJan 1,, B7,5:03pJan 1,, D9
774 | world-flight-tracker,2011-12-07-AA-1917-JFK-MCO,2011-12-07 2:55 PM,2011-12-07 3:45 PM,,2011-12-07 5:55 PM,2011-12-07 6:37 PM,
775 | aa,2011-12-18-AA-484-DFW-MIA,December 18- 2011 04:15 PM ,December 18- 2011 04:17 PM , D17,December 18- 2011 07:55 PM ,December 18- 2011 08:09 PM , D48
776 | panynj,2011-12-27-AA-2525-DFW-MIA,7:25 AM- Dec 27,7:52 AM- Dec 27,D30,11:10 AM- Dec 27,11:11 AM- Dec 27,Terminal D - D40
777 | quicktrip,2011-12-31-AA-3-JFK-LAX,2011-12-31 12:00 PM,2011-12-31 11:54 AM,,2011-12-31 3:15 PM,2011-12-31 2:48 PM,
778 | helloflight,2011-12-01-UA-3050-PHX-CLT,,12/1/11 11:45 AM (-07:00),,,12/1/11 5:00 PM (-05:00),
779 | usatoday,2011-12-10-AA-271-MIA-LAX,11:35 AM- Dec 10,11:55 AM- Dec 10,,2:25 PM- Dec 10,2:21 PM- Dec 10,
780 | flylouisville,2011-12-05-AA-4330-CVG-ORD,,2011-12-05 04:51 PM,5,,2011-12-05 04:47 PM,G19A
781 | flightaware,2012-01-02-AA-59-JFK-SFO,2012-01-02 07:10AM EST,2012-01-02 07:43AM EST, 36 ,2012-01-02 10:20AM PST,2012-01-02 10:16AM PST, 58B
782 | allegiantair,2011-12-28-UA-2945-PHL-CLT,12:00 PM- Dec 28,12:12 PM- Dec 28,,1:45 PM- Dec 28,1:26 PM- Dec 28,
783 | myrateplan,2011-12-04-AA-2957-DFW-CVG,,12/4/11 9:01 AM (-06:00),,,12/4/11 11:44 AM (-05:00),
784 | world-flight-tracker,2011-12-09-AA-3823-LAX-DEN,2011-12-09 9:00 PM,2011-12-09 9:00 PM (Estimated),,2011-12-09 12:15 AM,2011-12-09 12:15 AM (Estimated),
785 | flightwise,2011-12-30-AA-1733-ORD-PHX,2011-12-30 07:45PM CST,2011-12-30 08:21PM CST, H16 ,2011-12-30 10:17PM MST,2011-12-30 10:31PM MST, 6
786 | boston,2011-12-29-AA-400-DFW-JFK,10:40 AM- Dec 29,12:45 PM- Dec 29,,2:59 PM- Dec 29,4:42 PM- Dec 29,
787 | panynj,2011-12-14-UA-3515-IAD-MSP,,8:35 AMDec 14,,,10:15 AMDec 14,
788 | flightview,2011-12-27-AA-2312-DFW-DTW,8:25 PMDec 27,,,11:50 PMDec 27,,
789 | phl,2011-12-30-UA-664-ORD-PHL,,,,2011-12-30 4:38 PM,,D9
790 | aa,2011-12-12-AA-616-DFW-DTW,December 12- 2011 09:05 AM ,December 12- 2011 09:35 AM , C14,December 12- 2011 12:35 PM ,December 12- 2011 01:00 PM , D32
791 | gofox,2011-12-11-UA-2726-FLL-PHL,4:00 PM- Dec 11,4:10 PM- Dec 11,,6:46 PM- Dec 11,6:46 PM- Dec 11,
792 | boston,2011-12-01-AA-3756-ORD-SLC,12:15 PM- Dec 01,12:42 PM- Dec 01,,2:45 PM- Dec 01,2:52 PM- Dec 01,
793 | myrateplan,2011-12-10-UA-37-EWR-MCO,,12/10/11 1:55 PM (-05:00),,,12/10/11 4:22 PM (-05:00),
794 | flightstats,2011-12-25-AA-1434-DFW-MCO,2011-12-25 7:15 AM,2011-12-25 7:15 AM,,2011-12-25 10:35 AM,2011-12-25 10:52 AM,
795 | businesstravellogue,2011-12-31-AA-3859-IAH-ORD,07:10 AM Sat 31-Dec-2011,07:06 AM Sat 31-Dec-2011,29,09:40 AM Sat 31-Dec-2011,09:21 AM Sat 31-Dec-2011,G13
796 | panynj,2011-12-08-AA-1221-MCO-ORD,8:00 PM- Dec 08,8:09 PM- Dec 08,Terminal A - 16,9:50 PM- Dec 08,9:21 PM- Dec 08,Terminal 3
797 | airtravelcenter,2011-12-25-AA-3468-CVG-MIA,,12/25/11 7:22 AM (-05:00),,,12/25/11 9:45 AM (-05:00),
798 | flightstats,2011-12-19-UA-2906-PHL-MCO,2011-12-19 3:50 PM,2011-12-19 4:20 PM,,2011-12-19 6:23 PM,2011-12-19 6:31 PM,
799 | flightstats,2011-12-20-UA-257-JFK-SFO,2011-12-20 2:30 PM,2011-12-20 2:25 PM,,2011-12-20 6:14 PM,2011-12-20 5:10 PM,
800 | gofox,2011-12-31-UA-843-LAX-ORD,,2:52 PMDec 31,,,8:26 PMDec 31,
801 | travelocity,2011-12-07-UA-3373-IAD-PHL,Dec 07 - Not Available,Dec 07 - 9:21am,C26,Dec 07 - Not Available,Dec 07 - 10:01am,D7
802 | quicktrip,2011-12-10-UA-854-SFO-IAH,2011-12-10 7:55 AM,2011-12-10 7:53 AM,,2011-12-10 1:41 PM,2011-12-10 1:25 PM,
803 | helloflight,2011-12-16-AA-415-BOS-ORD,,12/16/11 8:56 AM (-05:00),,,12/16/11 10:28 AM (-06:00),
804 | weather,2011-12-17-UA-257-JFK-SFO,2011-12-17 02:30 PM,,,2011-12-17 06:14 PM,,
805 | gofox,2011-12-01-AA-1664-MIA-ATL,10:15 AM- Dec 01,10:19 AM- Dec 01,,12:10 PM- Dec 01,11:50 AM- Dec 01,
806 | flytecomm,2011-12-02-AA-1664-MIA-ATL,,12/2/11 10:39 AM (-05:00),,,12/2/11 12:13 PM (-05:00),
807 | quicktrip,2011-12-25-UA-62-IAH-EWR,2011-12-25 2:30 PM,2011-12-25 2:27 PM,,2011-12-25 7:03 PM,2011-12-25 6:23 PM,
808 | allegiantair,2011-12-18-AA-59-JFK-SFO,7:10 AM- Dec 18,8:38 AM- Dec 18,Terminal 8 - 44,10:45 AM- Dec 18,4:33 AM- Dec 18,Terminal 2 - 58B
809 | ua,2011-12-10-UA-2830-MCO-CLT,Sat- Dec 10 3:27 PM,Sat- Dec 10 3:51 PM,58,Sat- Dec 10 5:05 PM,Sat- Dec 10 5:25 PM,D3
810 | flightexplorer,2011-12-10-UA-938-DEN-ORD,,12/10/2011 4:35PM MST,,,12/10/2011 7:30PM CST,
811 | quicktrip,2011-12-04-AA-4198-ORD-CLE,2011-12-04 10:40 AM,2011-12-04 10:53 AM,,2011-12-04 12:55 PM,2011-12-04 12:46 PM,
812 | businesstravellogue,2011-12-05-AA-3756-ORD-SLC,12:15 PM Mon 05-Dec-2011,12:29 PM Mon 05-Dec-2011,G9,02:45 PM Mon 05-Dec-2011,02:31 PM Mon 05-Dec-2011,A3
813 | ord,2011-12-12-AA-643-MIA-ORD,2011-12-12 7:10 AM,,D1,2011-12-12 9:35 AM,,H15
814 | flightaware,2011-12-03-UA-382-IAD-LAX,2011-12-03 12:30PM EST,2011-12-03 12:46PM EST, C17 ,2011-12-03 02:50PM PST,2011-12-03 02:56PM PST, 75B
815 | flightview,2011-12-27-AA-1544-SAN-ORD,,11:44 AMDec 27,,,5:32 PMDec 27,
816 | travelocity,2011-12-09-UA-664-ORD-PHL,Dec 09 - Not Available,Dec 09 - 2:23pm,C11,Dec 09 - Not Available,Dec 09 - 5:10pm,D9
817 | flightaware,2011-12-22-UA-233-LAX-JFK,2011-12-22 04:25PM PST,2011-12-22 04:30PM PST, 73 ,2011-12-22 11:56PM EST,2011-12-22 12:01AM EST, 6
818 | panynj,2011-12-25-AA-518-MIA-JFK,6:30 AM- Dec 25,7:15 AM- Dec 25,Terminal D - D23,9:15 AM- Dec 25,9:31 AM- Dec 25,Terminal 8 - 8
819 | allegiantair,2011-12-05-UA-938-DEN-ORD,,4:33 PMDec 05,,,7:40 PMDec 05,
820 | panynj,2011-12-03-AA-1007-MIA-PHX,,5:12 PMDec 03,,,8:01 PMDec 03,
821 | airtravelcenter,2011-12-03-AA-1664-MIA-ATL,,12/3/11 10:36 AM (-05:00),,,12/3/11 12:08 PM (-05:00),
822 | helloflight,2011-12-22-UA-843-LAX-ORD,12/22/11 2:10 PM (-08:00),,,12/22/11 8:12 PM (-06:00),,
823 | panynj,2011-12-25-UA-2314-ATL-PHL,,3:02 PMDec 25,,,5:00 PMDec 25,
824 | usatoday,2011-12-18-AA-1007-MIA-PHX,,5:01 PMDec 18,,,7:29 PMDec 18,
825 | wunderground,2011-12-09-AA-222-LAX-BOS,2011-12-09 07:10AM PST,2011-12-09 07:26AM PST, 41 ,2011-12-09 03:10PM EST,2011-12-09 03:13PM EST, B28
826 | allegiantair,2011-12-11-AA-1917-JFK-MCO,2:55 PM- Dec 11,3:21 PM- Dec 11,Terminal 8 - 46,5:55 PM- Dec 11,5:43 PM- Dec 11,16
827 | myrateplan,2011-12-25-AA-1434-DFW-MCO,,12/25/11 7:31 AM (-06:00),,,12/25/11 10:45 AM (-05:00),
828 | travelocity,2011-12-15-AA-643-MIA-ORD,Dec 15 - 7:10am,Dec 15 - 7:08am,D3,Dec 15 - 9:35am,Dec 15 - 9:18am,H15/T3
829 | flights,2011-12-01-AA-3809-PHX-LAX,06:00 AM Thu 01-Dec-2011,06:10 AM Thu 01-Dec-2011,2,06:40 AM Thu 01-Dec-2011,06:19 AM Thu 01-Dec-2011,44F
830 | orbitz,2011-12-01-UA-858-PVG-SFO,1:45pDec 1,1:32pDec 1, 75,8:27aDec 1,8:02aDec 1, 100
831 | flightexplorer,2011-12-16-AA-1279-DFW-PHX,,12/16/2011 1:25PM CST,,,12/16/2011 2:32PM MST,
832 | myrateplan,2011-12-09-UA-2515-DFW-CLT,,12/9/11 7:31 AM (-06:00),,,12/9/11 10:27 AM (-05:00),
833 | weather,2011-12-14-AA-2312-DFW-DTW,2011-12-14 08:25 PM,2011-12-14 08:35 PM,,2011-12-14 11:50 PM,2011-12-14 11:29 PM,
834 | mytripandmore,2011-12-01-UA-2515-DFW-CLT,7:05aDec 1,7:07aDec 1, E36,10:31aDec 1,10:47aDec 1, B10
835 | panynj,2011-12-04-AA-2050-ORD-MIA,10:40 AM- Dec 04,10:50 AM- Dec 04,K7,2:45 PM- Dec 04,2:21 PM- Dec 04,Terminal D - D40
836 | airtravelcenter,2011-12-26-UA-233-LAX-JFK,,12/26/11 4:29 PM (-08:00),,,12/27/11 12:12 AM (-05:00),
837 | helloflight,2011-12-16-UA-2945-PHL-CLT,,12/16/11 12:14 PM (-05:00),,,12/16/11 1:32 PM (-05:00),
838 | foxbusiness,2011-12-09-AA-3804-PHL-ORD,2:35 PM- Dec 09,2:42 PM- Dec 09,A7,4:05 PM- Dec 09,3:45 PM- Dec 09,H5
839 | quicktrip,2012-01-01-AA-1522-SFO-ORD,2012-01-01 11:55 PM,2012-01-01 12:10 AM (Estimated runway),,2012-01-01 5:50 AM,2012-01-01 5:53 AM (Estimated runway),
840 | helloflight,2011-12-14-UA-1500-IAH-GUA,12/14/11 8:55 AM (-06:00),,,12/14/11 11:45 AM (-06:00),,
841 | aa,2011-12-17-AA-2525-DFW-MIA,December 17- 2011 07:25 AM ,December 17- 2011 07:19 AM , D30,December 17- 2011 11:10 AM ,December 17- 2011 11:02 AM , D44
842 | helloflight,2011-12-29-AA-1733-ORD-PHX,,12/29/11 7:57 PM (-06:00),,,12/29/11 10:13 PM (-07:00),
843 | flightview,2011-12-28-UA-397-JFK-SFO,8:25 AM- Dec 28,8:34 AM- Dec 28,8,12:14 PM- Dec 28,11:19 AM- Dec 28,Terminal 3 - 85
844 | flightexplorer,2012-01-02-AA-643-MIA-ORD,,1/2/2012 12:03PM EST,,,1/2/2012 1:43PM CST,
845 | flights,2011-12-22-AA-85-JFK-SFO,03:05 PM Thu 22-Dec-2011,03:36 PM Thu 22-Dec-2011,C38,06:30 PM Thu 22-Dec-2011,07:15 PM Thu 22-Dec-2011,58B
846 | usatoday,2011-12-01-UA-664-ORD-PHL,2011-12-01 01:33 PM,,,2011-12-01 04:31 PM,,
847 | airtravelcenter,2011-12-30-UA-3925-IAD-ORF,,12/30/11 9:43 AM (-05:00),,,12/30/11 10:12 AM (-05:00),
848 | helloflight,2011-12-29-AA-271-MIA-LAX,,12/29/11 11:52 AM (-05:00),,,12/29/11 2:16 PM (-08:00),
849 | flightstats,2011-12-13-UA-257-JFK-SFO,2011-12-13 2:30 PM,2011-12-13 2:28 PM,,2011-12-13 6:15 PM,2011-12-13 5:50 PM,
850 | weather,2011-12-18-AA-484-DFW-MIA,2011-12-18 04:15 PM,,,2011-12-18 07:55 PM,,
851 | flightaware,2011-12-11-UA-257-JFK-SFO,2011-12-11 02:30PM EST,2011-12-11 02:53PM EST, 7 ,2011-12-11 05:29PM PST,2011-12-11 05:31PM PST, 81
852 | panynj,2011-12-14-AA-1007-MIA-PHX,,6:46 PMDec 14,,,9:26 PMDec 14,
853 | travelocity,2011-12-01-AA-2525-DFW-MIA,Dec 01 - 7:25am,Dec 01 - 7:22am,C4/C,Dec 01 - 11:10am,Dec 01 - 11:06am,D1
854 | flytecomm,2011-12-02-AA-3804-PHL-ORD,,12/2/11 2:42 PM (-05:00),,,12/2/11 3:36 PM (-06:00),
855 | boston,2011-12-24-AA-431-MIA-SFO,8:35 AM- Dec 24,10:08 AM- Dec 24,,11:50 AM- Dec 24,12:28 PM- Dec 24 (Estimated),
856 | flightstats,2011-12-19-AA-1279-DFW-PHX,2011-12-19 1:00 PM,2011-12-19 1:09 PM,,2011-12-19 2:35 PM,2011-12-19 2:48 PM,
857 | flightarrival,2011-12-28-AA-59-JFK-SFO,7:10 AM- Dec 28,7:40 AM- Dec 28,,10:45 AM- Dec 28,10:18 AM- Dec 28,
858 | usatoday,2012-01-01-UA-854-SFO-IAH,2012-01-01 7:35 AM,2012-01-01 7:31 AM,,2012-01-01 1:30 PM,2012-01-01 1:16 PM,
859 | ifly,2011-12-14-UA-2515-DFW-CLT,2011-12-14 7:05 AM,2011-12-14 7:03 AM,,2011-12-14 10:31 AM,2011-12-14 10:19 AM,
860 | dfw,2011-12-18-AA-1279-DFW-PHX,2011-12-18 1:00 pm,,D22,,,
861 | usatoday,2011-12-24-UA-37-EWR-MCO,,1:56 PMDec 24,,,4:11 PMDec 24,
862 | ua,2011-12-19-UA-3925-IAD-ORF,Mon- Dec 19 8:42 AM,Mon- Dec 19 8:47 AM,A2G,Mon- Dec 19 9:55 AM,Mon- Dec 19 9:46 AM,--
863 | aa,2011-12-09-AA-2050-ORD-MIA,December 9- 2011 10:40 AM ,December 9- 2011 10:41 AM , K15,December 9- 2011 02:45 PM ,December 9- 2011 02:46 PM , D1
864 | myrateplan,2012-01-01-AA-3756-ORD-SLC,,1/1/12 12:23 PM (-06:00),,,1/1/12 2:23 PM (-07:00),
865 | aa,2011-12-25-AA-404-MIA-MCO,December 25- 2011 06:45 AM ,December 25- 2011 06:44 AM , E5,December 25- 2011 07:45 AM ,December 25- 2011 07:46 AM , 16
866 | flightaware,2012-01-02-AA-1917-JFK-MCO,2012-01-02 02:55PM EST,2012-01-02 03:47PM EST, 7 ,2012-01-02 05:56PM EST,2012-01-02 06:21PM EST, 16
867 | ua,2011-12-01-UA-3099-PHX-PHL,Thu- Dec 1 11:55 AM,Thu- Dec 1 11:55 AM,B14,Thu- Dec 1 6:17 PM,Thu- Dec 1 5:38 PM,A12
868 | wunderground,2011-12-12-AA-484-DFW-MIA,2011-12-12 04:15PM CST,2011-12-12 04:29PM CST, D25 ,2011-12-12 07:46PM EST,2011-12-12 07:42PM EST, D5
869 | quicktrip,2011-12-16-AA-222-LAX-BOS,2011-12-16 7:10 AM,2011-12-16 7:08 AM,,2011-12-16 3:30 PM,2011-12-16 3:29 PM,
870 | flightview,2011-12-20-AA-271-MIA-LAX,11:35 AM- Dec 20,12:01 PM- Dec 20,D24,2:25 PM- Dec 20,2:10 PM- Dec 20,Terminal 4 - 45
871 | airtravelcenter,2011-12-25-UA-1500-IAH-GUA,,12/25/11 9:25 AM (-06:00),,,12/25/11 11:50 AM (-06:00),
872 | mytripandmore,2011-12-19-AA-1917-JFK-MCO,Dec 19 - 2:55pm,Dec 19 - 2:54pm,46/8,Dec 19 - 5:55pm,Dec 19 - 5:40pm,16
873 | travelocity,2011-12-16-AA-3809-PHX-LAX,Dec 16 - 6:00am,Dec 16 - 6:00am,2,Dec 16 - 6:40am,Dec 16 - 6:17am,44I/T4
874 | weather,2011-12-27-AA-484-DFW-MIA,2011-12-27 04:15 PM,,,2011-12-27 07:55 PM,,
875 | flightstats,2011-12-01-AA-431-MIA-SFO,2011-12-01 8:35 AM,2011-12-01 8:51 AM,,2011-12-01 11:50 AM,2011-12-01 11:44 AM,
876 | businesstravellogue,2011-12-27-AA-1221-MCO-ORD,08:00 PM Tue 27-Dec-2011,07:54 PM Tue 27-Dec-2011,15,09:50 PM Tue 27-Dec-2011,09:45 PM Tue 27-Dec-2011,K5
877 | airtravelcenter,2011-12-14-AA-1733-ORD-PHX,,12/14/11 8:40 PM (-06:00),,,12/14/11 11:04 PM (-07:00),
878 | flightwise,2011-12-20-AA-1165-JFK-MIA,2011-12-20 06:59AM EST,2011-12-20 07:28AM EST, 6 ,2011-12-20 10:09AM EST,2011-12-20 10:04AM EST, D25
879 | weather,2011-12-09-AA-3786-IAH-ORD,2011-12-09 04:00 PM,,,2011-12-09 06:40 PM,,
880 | flightaware,2011-12-13-AA-271-MIA-LAX,2011-12-13 11:35AM EST,2011-12-13 12:08PM EST, D32 ,2011-12-13 02:08PM PST,2011-12-13 02:06PM PST, 46A
881 | ifly,2011-12-29-UA-3050-PHX-CLT,2011-12-29 11:05 AM,2011-12-29 11:07 AM,,2011-12-29 4:57 PM,2011-12-29 4:54 PM,
882 | panynj,2011-12-16-UA-2945-PHL-CLT,12:00 PM- Dec 16,12:15 PM- Dec 16,,1:45 PM- Dec 16,1:30 PM- Dec 16,
883 | flytecomm,2011-12-01-AA-1434-DFW-MCO,,12/1/11 7:22 AM (-06:00),,,12/1/11 10:34 AM (-05:00),
884 | flylouisville,2011-12-14-AA-2957-DFW-CVG,07:55 AM Wed 14-Dec-2011,07:53 AM Wed 14-Dec-2011,B23,11:05 AM Wed 14-Dec-2011,10:57 AM Wed 14-Dec-2011,3
885 | airtravelcenter,2011-12-09-AA-643-MIA-ORD,,12/9/11 7:27 AM (-05:00),,,12/9/11 9:15 AM (-06:00),
886 | orbitz,2011-12-12-AA-518-MIA-JFK,6:30aDec 12,6:45aDec 12, D25,9:15aDec 12,9:30aDec 12, 5
887 | myrateplan,2011-12-22-AA-3842-MSP-ORD,,12/22/11 6:17 AM (-06:00),,,12/22/11 7:18 AM (-06:00),
888 | flightexplorer,2012-01-01-AA-1221-MCO-ORD,,1/1/2012 8:12PM EST,,,1/1/2012 9:41PM CST,
889 | wunderground,2011-12-20-AA-3979-CVG-ORD,2011-12-20 07:30AM EST,2011-12-20 07:35AM EST, 3 ,2011-12-20 07:46AM CST,2011-12-20 07:22AM CST, H3B
890 | panynj,2012-01-03-AA-3809-PHX-LAX,6:00 AM- Jan 03,6:23 AM- Jan 03,Terminal 3 - 2,6:40 AM- Jan 03,6:25 AM- Jan 03,Terminal 4 - 44J
891 | gofox,2011-12-01-AA-2050-ORD-MIA,10:40 AM- Dec 01,11:06 AM- Dec 01,,2:45 PM- Dec 01,2:46 PM- Dec 01,
892 | flytecomm,2012-01-02-UA-3373-IAD-PHL,,1/2/12 8:47 AM (-05:00),,,1/2/12 9:22 AM (-05:00),
893 | aa,2011-12-18-AA-2312-DFW-DTW,December 18- 2011 08:25 PM ,December 18- 2011 , C28,December 18- 2011 11:50 PM ,December 18- 2011 , D32
894 | usatoday,2011-12-31-AA-1007-MIA-PHX,,5:00 PMDec 31,,,7:32 PMDec 31,
895 | weather,2011-12-25-AA-59-JFK-SFO,2011-12-25 07:10 AM,2011-12-25 07:24 AM,,2011-12-25 10:45 AM,2011-12-25 09:55 AM,
896 | aa,2011-12-30-AA-1917-JFK-MCO,December 30- 2011 02:55 PM ,December 30- 2011 02:51 PM , 44,December 30- 2011 05:55 PM ,December 30- 2011 05:36 PM , 16
897 | helloflight,2011-12-28-AA-2525-DFW-MIA,,12/28/11 7:39 AM (-06:00),,,12/28/11 10:36 AM (-05:00),
898 | helloflight,2012-01-02-UA-37-EWR-MCO,1/2/12 1:29 PM (-05:00),,,1/2/12 4:22 PM (-05:00),,
899 | ord,2012-01-02-UA-248-PHX-ORD,2012-01-02 12:52 PM,,3,2012-01-02 5:13 PM,,C22
900 | businesstravellogue,2011-12-27-UA-382-IAD-LAX,,2011-12-27 12:18 PM,C27,,2011-12-27 03:08 PM,75B
901 | travelocity,2011-12-01-UA-2906-PHL-MCO,Dec 01 - 3:50pm,Dec 01 - Contact Airline,Not provided by airline,Dec 01 - 6:23pm,Dec 01 - Contact Airline,Not provided by airline
902 | flightview,2011-12-09-AA-3859-IAH-ORD,7:10 AM- Dec 09,7:17 AM- Dec 09,A25,9:40 AM- Dec 09,9:12 AM- Dec 09,Terminal 3
903 | flytecomm,2011-12-16-UA-1500-IAH-GUA,,12/16/11 9:43 AM (-06:00),,,12/16/11 12:02 PM (-06:00),
904 | boston,2011-12-31-UA-2726-FLL-PHL,4:00 PM- Dec 31,4:07 PM- Dec 31,,6:46 PM- Dec 31,6:20 PM- Dec 31,
905 | myrateplan,2011-12-09-AA-415-BOS-ORD,,12/9/11 8:44 AM (-05:00),,,12/9/11 10:14 AM (-06:00),
906 | flightview,2011-12-26-AA-4307-ORD-DTW,6:45 PM- Dec 26,7:54 PM- Dec 26,Terminal 3,9:10 PM- Dec 26,9:43 PM- Dec 26,Terminal N
907 | world-flight-tracker,2011-12-24-AA-3-JFK-LAX,2011-12-24 12:00 PM,2011-12-24 11:53 AM,,2011-12-24 3:15 PM,2011-12-24 2:29 PM,
908 | travelocity,2011-12-17-AA-3842-MSP-ORD,Dec 17 - 6:00am,Dec 17 - 6:00am,E14,Dec 17 - 7:30am,Dec 17 - 7:45am,H1A/T3
909 | airtravelcenter,2012-01-02-UA-382-IAD-LAX,,1/2/12 12:37 PM (-05:00),,,1/2/12 2:25 PM (-08:00),
910 | allegiantair,2011-12-18-AA-4198-ORD-CLE,10:40 AM- Dec 18,10:55 AM- Dec 18,,12:55 PM- Dec 18,12:48 PM- Dec 18,
911 | boston,2011-12-08-UA-5487-SFO-MRY,10:39 AM- Dec 08,10:47 AM- Dec 08,,11:19 AM- Dec 08,11:10 AM- Dec 08,
912 | ord,2011-12-24-UA-843-LAX-ORD,2011-12-24 2:18 PM,,75A,2011-12-24 8:20 PM,,C15
913 | businesstravellogue,2011-12-10-UA-257-JFK-SFO,02:30 PM Sat 10-Dec-2011,03:39 PM Sat 10-Dec-2011,9,06:07 PM Sat 10-Dec-2011,06:39 PM Sat 10-Dec-2011,83
914 | ifly,2011-12-29-UA-3373-IAD-PHL,2011-12-29 8:30 AM,2011-12-29 10:00 AM,,2011-12-29 9:25 AM,2011-12-29 10:57 AM,
915 | gofox,2011-12-17-UA-2906-PHL-MCO,3:50 PM- Dec 17,3:58 PM- Dec 17,,6:23 PM- Dec 17,6:14 PM- Dec 17,
916 | orbitz,2011-12-28-AA-649-ORD-SNA,1:30pDec 28,, K8,3:50pDec 28,, 7
917 | gofox,2011-12-09-UA-664-ORD-PHL,1:33 PM- Dec 09,2:24 PM- Dec 09,,4:31 PM- Dec 09,5:10 PM- Dec 09,
918 | flylouisville,2011-12-12-AA-3823-LAX-DEN,09:00 PM Mon 12-Dec-2011,,,12:15 AM Tue 13-Dec-2011,,
919 | allegiantair,2011-12-10-AA-3842-MSP-ORD,6:00 AM- Dec 10,6:17 AM- Dec 10,E14,7:30 AM- Dec 10,7:11 AM- Dec 10,H4
920 | foxbusiness,2011-12-19-AA-4277-CVG-JFK,12:10 PM- Dec 19,12:30 PM- Dec 19,Terminal 2,2:15 PM- Dec 19,2:09 PM- Dec 19,Terminal 8 - 31B
921 | ua,2011-12-12-UA-1500-IAH-GUA,Mon- Dec 12 8:55 AM,Mon- Dec 12 9:13 AM Delayed,E8,Mon- Dec 12 11:45 AM,Mon- Dec 12 11:45 AM,15
922 | helloflight,2011-12-05-UA-3925-IAD-ORF,,12/5/11 9:03 AM (-05:00),,,12/5/11 9:41 AM (-05:00),
923 | orbitz,2011-12-10-AA-3063-SLC-LAX,8:20pDec 10,8:13pDec 10, A3,9:08pDec 10,, 44F
924 | panynj,2011-12-27-AA-4344-ORD-DTW,,12:06 PMDec 27,,,2:05 PMDec 27,
925 | airtravelcenter,2011-12-05-AA-2268-PHX-ORD,,12/5/11 7:19 AM (-07:00),,,12/5/11 11:11 AM (-06:00),
926 | gofox,2011-12-17-AA-404-MIA-MCO,6:45 AM- Dec 17,6:55 AM- Dec 17,,7:45 AM- Dec 17,7:33 AM- Dec 17,
927 | panynj,2011-12-10-AA-643-MIA-ORD,7:10 AM- Dec 10,7:27 AM- Dec 10,Terminal D - D40,9:35 AM- Dec 10,9:14 AM- Dec 10,H15
928 | flightview,2011-12-09-AA-431-MIA-SFO,8:35 AM- Dec 09,8:41 AM- Dec 09,D16,11:50 AM- Dec 09,11:19 AM- Dec 09,Terminal 2 - 57
929 | travelocity,2011-12-02-AA-1279-DFW-PHX,Dec 02 - 1:00pm,Dec 02 - 1:05pm,C2/C,Dec 02 - 2:35pm,Dec 02 - 2:51pm,4/3
930 | travelocity,2011-12-03-AA-3786-IAH-ORD,Dec 03 - 4:00pm,Dec 03 - 3:57pm,A29,Dec 03 - 6:40pm,Dec 03 - 6:09pm,G9/T3
931 | ifly,2011-12-13-AA-59-JFK-SFO,2011-12-13 7:10 AM,2011-12-13 7:08 AM,,2011-12-13 10:45 AM,2011-12-13 10:52 AM,
932 | mytripandmore,2011-12-16-UA-382-IAD-LAX,12:33pDec 16,12:32pDec 16, C27,2:08pDec 16,, -
933 | allegiantair,2011-12-13-AA-271-MIA-LAX,11:35 AM- Dec 13,12:08 PM- Dec 13,D32,2:25 PM- Dec 13,2:16 PM- Dec 13,Terminal 4 - 46A
934 | aa,2012-01-02-AA-1917-JFK-MCO,January 2- 2012 02:55 PM ,January 2- 2012 03:03 PM , 7,January 2- 2012 05:55 PM ,January 2- 2012 06:30 PM , 16
935 | world-flight-tracker,2011-12-15-AA-3842-MSP-ORD,2011-12-15 6:00 AM,2011-12-15 5:59 AM,,2011-12-15 7:30 AM,2011-12-15 7:42 AM,
936 | foxbusiness,2012-01-03-AA-3979-CVG-ORD,7:30 AM- Jan 03,8:04 AM- Jan 03,Terminal 2,8:00 AM- Jan 03,8:05 AM- Jan 03,H2
937 | flightview,2011-12-08-AA-1640-MIA-MCO,6:30 PM- Dec 08,,,7:25 PM- Dec 08,,
938 | flylouisville,2011-12-19-AA-1640-MIA-MCO,06:30 PM Mon 19-Dec-2011,,D42,07:25 PM Mon 19-Dec-2011,,14
939 | gofox,2011-12-22-AA-3979-CVG-ORD,7:30 AM- Dec 22,7:42 AM- Dec 22,,8:00 AM- Dec 22,7:47 AM- Dec 22,
940 | flightstats,2011-12-08-UA-854-SFO-IAH,2011-12-08 7:53 AM,2011-12-08 7:49 AM,,2011-12-08 1:39 PM,2011-12-08 1:17 PM,
941 | foxbusiness,2012-01-03-AA-415-BOS-ORD,,8:49 AMJan 03,,,9:53 AMJan 03,
942 | flylouisville,2011-12-20-UA-248-PHX-ORD,2011-12-20 12:46 PM,,3,2011-12-20 05:07 PM,,C29
943 | boston,2011-12-07-AA-3756-ORD-SLC,12:15 PM- Dec 07,12:30 PM- Dec 07,,2:45 PM- Dec 07,2:41 PM- Dec 07,
944 | orbitz,2011-12-10-AA-415-BOS-ORD,8:35aDec 10,8:30aDec 10, B31,10:40aDec 10,10:11aDec 10, K18
945 | flightview,2011-12-11-AA-1886-BOS-MIA,,11:00 AMDec 11,,,2:03 PMDec 11,
946 | boston,2011-12-25-UA-2708-EWR-CLT,,3:08 PMDec 25,,,4:40 PMDec 25,
947 | travelocity,2011-12-20-AA-1279-DFW-PHX,Dec 20 - 1:00pm,Dec 20 - 1:05pm,C2/C,Dec 20 - 2:35pm,Dec 20 - 2:32pm,4/3
948 | panynj,2011-12-30-UA-6273-YYC-SFO,,8:19 AMDec 30,,,10:11 AMDec 30,
949 | quicktrip,2011-12-02-AA-484-DFW-MIA,2011-12-02 4:15 PM,2011-12-02 4:59 PM,,2011-12-02 7:55 PM,2011-12-02 8:19 PM,
950 | flylouisville,2012-01-02-AA-4277-CVG-JFK,12:10 PM Mon 02-Jan-2012,12:03 PM Mon 02-Jan-2012,1,02:15 PM Mon 02-Jan-2012,02:32 PM Mon 02-Jan-2012,C32H
951 | usatoday,2012-01-03-AA-222-LAX-BOS,2012-01-03 7:10 AM,2012-01-03 7:09 AM,,2012-01-03 3:30 PM,2012-01-03 3:32 PM,
952 | allegiantair,2011-12-25-AA-2050-ORD-MIA,10:40 AM- Dec 25,11:58 AM- Dec 25,K16,2:45 PM- Dec 25,3:33 PM- Dec 25,Terminal D - D14
953 | quicktrip,2011-12-15-AA-1434-DFW-MCO,2011-12-15 7:15 AM,2011-12-15 7:20 AM,,2011-12-15 10:35 AM,2011-12-15 10:43 AM,
954 | aa,2012-01-01-AA-3979-CVG-ORD,January 1- 2012 07:30 AM ,January 1- 2012 07:20 AM , 1,January 1- 2012 08:00 AM ,January 1- 2012 07:36 AM , H2
955 | ua,2011-12-09-UA-248-PHX-ORD,Fri- Dec 9 12:57 PM,Fri- Dec 9 12:57 PM On Time,3,Fri- Dec 9 5:15 PM,Fri- Dec 9 5:28 PM,B5
956 | gofox,2011-12-08-AA-2050-ORD-MIA,10:40 AM- Dec 08,10:51 AM- Dec 08,,2:45 PM- Dec 08,2:32 PM- Dec 08,
957 | flights,2011-12-10-UA-2704-DTW-PHX,,2011-12-10 11:12 AM,D14,,2011-12-10 01:32 PM,A17
958 | boston,2012-01-03-UA-1500-IAH-GUA,9:30 AM- Jan 03,9:55 AM- Jan 03,,12:21 PM- Jan 03,12:27 PM- Jan 03 (Estimated),
959 | flights,2011-12-29-UA-2314-ATL-PHL,,2011-12-29 02:49 PM,D23,,2011-12-29 04:42 PM,C17
960 | flightview,2011-12-14-UA-2726-FLL-PHL,4:00 PM- Dec 14,4:08 PM- Dec 14,Terminal 3 - E1,6:46 PM- Dec 14,6:46 PM- Dec 14,B6
961 | airtravelcenter,2011-12-13-AA-484-DFW-MIA,,12/13/11 4:52 PM (-06:00),,,12/13/11 8:09 PM (-05:00),
962 | quicktrip,2011-12-11-AA-2050-ORD-MIA,2011-12-11 10:40 AM,2011-12-11 10:42 AM,,2011-12-11 2:45 PM,2011-12-11 2:36 PM,
963 | world-flight-tracker,2011-12-11-UA-233-LAX-JFK,2011-12-11 4:20 PM,2011-12-11 4:22 PM (Estimated runway),,2011-12-11 12:29 AM,2011-12-11 12:03 AM (Estimated runway),
964 | ifly,2011-12-29-AA-1664-MIA-ATL,2011-12-29 10:15 AM,2011-12-29 10:15 AM,,2011-12-29 12:10 PM,2011-12-29 12:13 PM,
965 | gofox,2011-12-28-AA-3823-LAX-DEN,9:00 PM- Dec 28,,,12:15 AM- Dec 29,,
966 | flytecomm,2011-12-30-AA-3842-MSP-ORD,,12/30/11 6:10 AM (-06:00),,,12/30/11 7:07 AM (-06:00),
967 | flylouisville,2011-12-16-AA-3468-CVG-MIA,07:00 AM Fri 16-Dec-2011,07:01 AM Fri 16-Dec-2011,1,09:55 AM Fri 16-Dec-2011,09:41 AM Fri 16-Dec-2011,D55
968 | orbitz,2011-12-13-UA-1500-IAH-GUA,8:55aDec 13,9:18aDec 13, E3,12:29pDec 13,, 15
969 | flightwise,2011-12-03-AA-518-MIA-JFK,2011-12-03 06:30AM EST,2011-12-03 06:42AM EST, D16 ,2011-12-03 08:55AM EST,2011-12-03 08:53AM EST, 12
970 | flytecomm,2011-12-19-AA-3823-LAX-DEN,,12/19/11 9:10 PM (-08:00),,,12/19/11 11:58 PM (-07:00),
971 | panynj,2011-12-18-AA-431-MIA-SFO,8:35 AM- Dec 18,8:47 AM- Dec 18,D40,11:50 AM- Dec 18,11:24 AM- Dec 18,Terminal 2 - 57
972 | flights,2011-12-30-AA-59-JFK-SFO,07:10 AM Fri 30-Dec-2011,07:08 AM Fri 30-Dec-2011,C42,10:45 AM Fri 30-Dec-2011,10:43 AM Fri 30-Dec-2011,57
973 | flightstats,2011-12-04-AA-59-JFK-SFO,2011-12-04 7:10 AM,2011-12-04 7:33 AM,,2011-12-04 10:45 AM,2011-12-04 10:37 AM,
974 | panynj,2011-12-05-UA-3515-IAD-MSP,,8:25 AMDec 05,,,9:51 AMDec 05,
975 | flytecomm,2011-12-09-AA-1221-MCO-ORD,,12/9/11 8:14 PM (-05:00),,,12/9/11 9:30 PM (-06:00),
976 | flightstats,2011-12-04-AA-222-LAX-BOS,2011-12-04 7:10 AM,2011-12-04 7:23 AM,,2011-12-04 3:30 PM,2011-12-04 3:08 PM,
977 | flights,2011-12-04-UA-2830-MCO-CLT,03:27 PM Sun 04-Dec-2011,03:28 PM Sun 04-Dec-2011,56,05:05 PM Sun 04-Dec-2011,04:56 PM Sun 04-Dec-2011,B10
978 | flights,2012-01-01-UA-62-IAH-EWR,,2012-01-01 02:35 PM,39,,2012-01-01 07:06 PM,128
979 | quicktrip,2011-12-15-AA-466-IAH-MIA,2011-12-15 6:00 AM,2011-12-15 6:01 AM,,2011-12-15 9:20 AM,2011-12-15 9:17 AM,
980 | flightview,2011-12-17-UA-3925-IAD-ORF,,8:55 AMDec 17,,,9:33 AMDec 17,
981 | mytripandmore,2011-12-24-AA-59-JFK-SFO,7:10aDec 24,7:03aDec 24, 46,10:45aDec 24,10:14aDec 24, 58B
982 | flightarrival,2011-12-19-UA-2708-EWR-CLT,2011-12-19 2:55 PM,2011-12-19 2:53 PM,,2011-12-19 4:53 PM,2011-12-19 4:31 PM,
983 | flights,2011-12-26-AA-1640-MIA-MCO,06:30 PM Mon 26-Dec-2011,,D49,07:25 PM Mon 26-Dec-2011,,14
984 | weather,2012-01-02-AA-616-DFW-DTW,2012-01-02 09:05 AM,2012-01-02 09:15 AM,,2012-01-02 12:35 PM,2012-01-02 12:23 PM,
985 | myrateplan,2011-12-01-AA-4307-ORD-DTW,,12/1/11 6:56 PM (-06:00),,,12/1/11 8:38 PM (-05:00),
986 | businesstravellogue,2011-12-20-AA-518-MIA-JFK,06:30 AM Tue 20-Dec-2011,06:27 AM Tue 20-Dec-2011,D11,09:15 AM Tue 20-Dec-2011,09:13 AM Tue 20-Dec-2011,B12
987 | allegiantair,2011-12-17-UA-2314-ATL-PHL,,3:32 PMDec 17,,,5:00 PMDec 17,
988 | flightexplorer,2011-12-12-AA-222-LAX-BOS,,12/12/2011 7:26AM PST,,,12/12/2011 3:05PM EST,
989 | travelocity,2011-12-22-AA-466-IAH-MIA,Dec 22 - 6:00am,Dec 22 - 6:44am,A27,Dec 22 - 9:20am,Dec 22 - 9:58am,D32
990 | flylouisville,2011-12-04-AA-1165-JFK-MIA,06:59 AM Sun 04-Dec-2011,07:20 AM Sun 04-Dec-2011,C36,10:34 AM Sun 04-Dec-2011,09:55 AM Sun 04-Dec-2011,D2
991 | wunderground,2011-12-08-AA-3823-LAX-DEN,2011-12-08 09:55PM PST,2011-12-08 09:55PM PST, 44F ,2011-12-08 12:42AM MST,2011-12-08 12:44AM MST, A49
992 | flightarrival,2011-12-18-AA-446-DFW-PHL,11:50 AM- Dec 18,12:12 PM- Dec 18,,3:50 PM- Dec 18,3:59 PM- Dec 18,
993 | flightview,2011-12-17-AA-446-DFW-PHL,11:50 AM- Dec 17,12:18 PM- Dec 17,C37,3:50 PM- Dec 17,3:56 PM- Dec 17,A9
994 | allegiantair,2011-12-10-AA-446-DFW-PHL,11:50 AM- Dec 10,12:08 PM- Dec 10,D18,3:50 PM- Dec 10,4:00 PM- Dec 10,A9
995 | foxbusiness,2011-12-16-UA-858-PVG-SFO,,1:45 PMDec 16,,,8:11 AMDec 16,
996 | flightstats,2011-12-03-AA-3809-PHX-LAX,2011-12-03 6:00 AM,2011-12-03 6:07 AM,,2011-12-03 6:40 AM,2011-12-03 6:18 AM,
997 | myrateplan,2011-12-02-AA-518-MIA-JFK,,12/2/11 6:55 AM (-05:00),,,12/2/11 9:20 AM (-05:00),
998 | flightexplorer,2012-01-03-AA-484-DFW-MIA,,1/3/2012 4:34PM CST,,,1/3/2012 7:43PM EST,
999 | flytecomm,2011-12-07-AA-4277-CVG-JFK,,12/7/11 12:16 PM (-05:00),,,12/7/11 1:33 PM (-05:00),
1000 | aa,2011-12-05-AA-518-MIA-JFK,12/05/2011 06:30 AM,12/05/2011 06:50 AM,D24,12/05/2011 09:15 AM,12/05/2011 09:20 AM,33
1001 | quicktrip,2011-12-26-AA-3786-IAH-ORD,2011-12-26 4:00 PM,2011-12-26 4:05 PM,,2011-12-26 6:40 PM,2011-12-26 6:36 PM,
1002 |
--------------------------------------------------------------------------------
/ground_truth_extraction.py:
--------------------------------------------------------------------------------
1 | import pandas as pd
2 | import openai
3 | import time
4 | import json
5 | from tqdm import tqdm
6 |
7 | # 配置区
8 | csv_file = 'data/real_world/flight_1k.csv' # 改成你的文件名
9 | columns_to_convert = ['scheduled_dept','actual_dept', 'scheduled_arrival','actual_arrival'] # 改成你的4列名
10 | output_file = 'data/real_world/flight_1k_withgt.csv'
11 | cache_file = 'llm_cache.json'
12 |
13 | # openai>=1.0 新版用法
14 | client = openai.OpenAI(YOUR_API_KEY)
15 | model_name = 'gpt-3.5-turbo' # 或 'gpt-4o'
16 |
17 | # 读取缓存
18 | try:
19 | with open(cache_file, 'r', encoding='utf-8') as f:
20 | cache = json.load(f)
21 | print(f'加载缓存成功,已有 {len(cache)} 条缓存记录')
22 | except FileNotFoundError:
23 | cache = {}
24 | print('未找到缓存文件,创建新的缓存')
25 |
26 | # 定义调用 LLM 转换函数
27 | def convert_with_llm(text):
28 | if pd.isna(text) or str(text).strip() == '':
29 | return ''
30 |
31 | text_str = str(text).strip()
32 |
33 | # 查缓存
34 | if text_str in cache:
35 | return cache[text_str]
36 |
37 | # 构造 prompt
38 | prompt = f"""
39 | 请将以下日期时间转换为标准格式:YYYY-MM-DD hh:mm:ss 。
40 |
41 | 转换规则:
42 | 1. 如果原文中没有出现年份,请使用年份 2000,日期设为 2000-01-01。
43 | 2. 如果原文是三段斜杠分隔的格式(例如 12/10/11),请按 "月/日/年" (MM/DD/YY) 理解,其中年份为 2 位数字时,请补全为 4 位年份(例如 11 → 2011)。
44 | 3. 只返回转换后的结果,不要添加解释或其它内容。
45 |
46 | 日期时间原文:{text_str}
47 | """
48 |
49 |
50 | try:
51 | response = client.chat.completions.create(
52 | model=model_name,
53 | messages=[
54 | {"role": "user", "content": prompt}
55 | ],
56 | temperature=0
57 | )
58 | result = response.choices[0].message.content.strip()
59 |
60 | # 存入缓存
61 | cache[text_str] = result
62 | return result
63 |
64 | except Exception as e:
65 | print(f'转换失败: {text_str} -> {e}')
66 | return ''
67 |
68 | # 读取 CSV
69 | df = pd.read_csv(csv_file)
70 |
71 | # 遍历列
72 | for col in columns_to_convert:
73 | print(f'\n=== 开始转换列: {col} ===')
74 | converted_values = []
75 |
76 | for value in tqdm(df[col], desc=f'转换 {col}'):
77 | converted = convert_with_llm(value)
78 | converted_values.append(converted)
79 | time.sleep(0.5) # 防止 API 超速率,0.3-0.5 秒比较稳
80 |
81 | # 写入新列
82 | df[col + '_converted'] = converted_values
83 |
84 | # 保存缓存
85 | with open(cache_file, 'w', encoding='utf-8') as f:
86 | json.dump(cache, f, ensure_ascii=False, indent=2)
87 |
88 | # 保存最终结果
89 | df.to_csv(output_file, index=False)
90 | print(f'\n全部转换完成,结果保存为 {output_file}')
91 |
--------------------------------------------------------------------------------
/main.py:
--------------------------------------------------------------------------------
1 | import chainlit as cl
2 | from chainlit.input_widget import Select, Switch, Slider
3 | from autogen import AssistantAgent, UserProxyAgent, GroupChat, GroupChatManager, ConversableAgent
4 | from autogen.agentchat.contrib.retrieve_user_proxy_agent import RetrieveUserProxyAgent
5 | from autogen.agentchat.contrib.retrieve_assistant_agent import RetrieveAssistantAgent
6 | from decouple import config
7 | import chromadb
8 | import pandas as pd
9 | import numpy as np
10 | import matplotlib.pyplot as plt
11 |
12 | import os
13 |
14 | os.environ["AUTOGEN_USE_DOCKER"] = "False"
15 |
16 | df = pd.DataFrame({})
17 | upload_path = ""
18 | CLEANED_DATA_STROAGE_DIR = "cleaned_data_folder"
19 |
20 | CANDIDATE_COLUMN_TYPES = "email, phone, date, country, IP Address"
21 | termination_notice = '\n\nIf you think all the conversations complete the task correctly and smoothly, then ONLY output TERMINATE ' \
22 | 'to indicate the conversation is finished and this is your last message.'
23 |
24 | COL_ANNOTATOR_SYSTEM_MESSAGE = """You are an expert column type annotator.
25 | Please solve the column type annotation task following the instruction. Please ALWAYS show the column annotation result!!! Please ONLY return the column annotation result adding a sentence "Please using corresponding clean functions and write code to clean the column"!!!
26 | Classify the columns of a given table with only one of the following classes that are seperated with comma: {candidate_column_types}.
27 | 1. Look at the input given to you and make a table out of it.
28 | 2. Look at the cell values in detail.
29 | 3. For each column, select a class that best represents the meaning of all cells in the column.
30 | 4. Answer with the selected class for each columns with the format **columnName: class**. If you cannot confidently classify a column based on the provided data, output "I do not know" for that column.
31 | NOTE THAT You MUST provide exactly one classification for EVERY column — no column should be left unclassified.
32 | Sample rows of the given table is shown as follows: {df}.\n
33 | """
34 | # COL_ANNOTATOR_SYSTEM_MESSAGE = """You are an expert in column type annotation.
35 | # Please solve the column type annotation task following the instruction strictly,
36 | # Classify the columns of a given table with only one of the following classes that are seperated with comma: {candidate_column_types}.
37 | # 1. Read the provided input and interpret it as a table.
38 | # 2. Carefully examine the cell values in each column.
39 | # 3. You MUST provide exactly one classification for EVERY column — no column should be left unclassified.
40 | # 4. If you cannot confidently classify a column based on the provided data, output "I do not know" for that column.
41 | # 5. Only output the column annotation results in this exact format **columnName: class** WITHOUT ANY EXPLANATION.
42 | # 6. After the annotation results, append this exact sentence: "Please use corresponding clean functions and write code to clean the column."
43 | # 7. If the overall question cannot be answered based on the provided data, respond with "I do not know".
44 |
45 | # Classification:
46 | # Classify each column into one and only one of the following classes (separated by commas): {candidate_column_types}
47 |
48 | # Sample Data:
49 | # {df}
50 | # """
51 | PROBLEM = """Use dataprep library to clean the table {path}.\n
52 | Please follow the three steps:\n
53 | 1. Use column annotator to annotate the type of each column within the five types: {candidate_column_types}. \n
54 | 2. Pick up corresponding clean functions and write code to clean the column.\n
55 | 3. store the cleaned dataframe as csv file named as 'cleaned_data.csv'\n"""
56 |
57 | CONFIG_LIST = [{
58 | 'model': 'gpt-4o-2024-08-06',
59 | 'api_key': config("OPENAI_API_KEY")
60 | }]
61 |
62 | LLM_CONFIG = {
63 | "timeout": 60,
64 | "cache_seed": 42,
65 | "config_list": CONFIG_LIST,
66 | "temperature": 0,
67 | }
68 |
69 | TERMINATION_MESSAGE = lambda x: isinstance(x, dict) and "TERMINATE" == str(x.get("content", ""))[-9:].upper()
70 |
71 | EXTRA_REQUIREMENT = "####IMPORTANT NOTICE###\n{extra_requirement}\n\n"
72 |
73 | @cl.set_chat_profiles
74 | async def set_chat_profile():
75 | return [
76 | cl.ChatProfile(
77 | name="Data Standardization Agent",
78 | markdown_description="Your automatic data standardization is just a few messages away!",
79 | ),
80 | ]
81 |
82 |
83 | @cl.on_chat_start
84 | async def on_chat_start():
85 |
86 | chat_profile = cl.user_session.get("chat_profile")
87 | files = None
88 |
89 | # Wait for the user to upload a file
90 | while files == None:
91 | files = await cl.AskFileMessage(
92 | content="Let's begin with uploading a CSV file that need to be cleaned!", accept={"text/plain": [".csv"]}
93 | ).send()
94 |
95 | text_file = files[0]
96 |
97 | try:
98 | data = pd.read_csv(text_file.path)
99 | global upload_path
100 | upload_path = text_file.path
101 | global df
102 | df = data
103 | return_content = f"`{text_file.name}` uploaded, it contains {df.shape[0]} rows and {df.shape[1]} columns!"
104 | except:
105 | return_content = f"Error file type! Please upload CSV files."
106 |
107 | await cl.Message(content=return_content).send()
108 |
109 | actions_show_table = [
110 | cl.Action(name="Show Uploaded Table", value="example_value", description="Click me!")
111 | ]
112 |
113 | await cl.Message(content="Click this action button to show the uploaded table:", actions=actions_show_table).send()
114 |
115 |
116 | actions_start_standardization = [
117 | cl.Action(name="Start Standardization", value="example_value", description="Click me!")
118 | ]
119 |
120 | await cl.Message(content=f"Start automatic data stardardization with this action button:", actions=actions_start_standardization).send()
121 |
122 | @cl.action_callback("Start Standardization")
123 | async def on_action(action: cl.Action):
124 | print("The user clicked on the action button!")
125 | message = PROBLEM.format(path=upload_path, candidate_column_types=CANDIDATE_COLUMN_TYPES)
126 | await start_chat(message=message)
127 |
128 | await cl.Message(content=f"Data Standardization Completed!").send()
129 |
130 | actions_show_uploaded_table= [
131 | cl.Action(name="Show Uploaded Table", value="example_value", description="Click me!")
132 | ]
133 |
134 | await cl.Message(content=f"Click this action button to show the uploaded table:", actions=actions_show_uploaded_table).send()
135 |
136 | actions_show_cleaned_table= [
137 | cl.Action(name="Show Cleaned Table", value="example_value", description="Click me!")
138 | ]
139 |
140 | await cl.Message(content=f"Click this action button to show the cleaned table:", actions=actions_show_cleaned_table).send()
141 |
142 | return "Data Standardization Completed!"
143 |
144 | @cl.action_callback("Show Uploaded Table")
145 | async def on_action(action: cl.Action):
146 | print("The user clicked on the show table button!")
147 | await cl.Message(content=f"The Uploaded Table is shown as follows:\n\n {df.to_html()}").send()
148 | return ""
149 |
150 | @cl.action_callback("Show Cleaned Table")
151 | async def on_action(action: cl.Action):
152 | print("The user clicked on the show cleaned table button!")
153 | cleaned_df = pd.read_csv(f"{CLEANED_DATA_STROAGE_DIR}/cleaned_data.csv")
154 | elements = [
155 | cl.File(
156 | name="cleaned_data.csv",
157 | path=f"{CLEANED_DATA_STROAGE_DIR}/cleaned_data.csv",
158 | display="inline",
159 | ),
160 | ]
161 | await cl.Message(content=f"The Cleaned Table is shown as follows: \n\n {cleaned_df.to_html()} \n\n").send()
162 | await cl.Message(content=f"You can download the cleaned data by clicking the following file: \n\n", elements=elements).send()
163 | return ""
164 |
165 | @cl.on_message
166 | async def recieve_user_requirement(message: cl.Message):
167 | content = message.content
168 | message_in = PROBLEM.format(path=upload_path, candidate_column_types=CANDIDATE_COLUMN_TYPES)
169 | message_in += EXTRA_REQUIREMENT.format(extra_requirement=content)
170 | await start_chat(message=message_in, have_extra_requirement=True, extra_require=EXTRA_REQUIREMENT.format(extra_requirement=content) )
171 |
172 | await cl.Message(content=f"Data Standardization Completed!").send()
173 | actions_show_uploaded_table= [
174 | cl.Action(name="Show Uploaded Table", value="example_value", description="Click me!")
175 | ]
176 |
177 | await cl.Message(content=f"Click this action button to show the uploaded table:", actions=actions_show_uploaded_table).send()
178 | actions_show_cleaned_table= [
179 | cl.Action(name="Show Cleaned Table", value="example_value", description="Click me!")
180 | ]
181 | await cl.Message(content=f"Click this action button to show the cleaned table:", actions=actions_show_cleaned_table).send()
182 |
183 | return "Data Standardization Completed!"
184 |
185 | def chat_new_message(self, message, sender):
186 | cl.run_sync(
187 | cl.Message(
188 | content="",
189 | author=sender.name,
190 | ).send()
191 | )
192 | content = message
193 | cl.run_sync(
194 | cl.Message(
195 | content=content,
196 | author=sender.name,
197 | ).send()
198 | )
199 |
200 | async def start_chat(message, is_test=False, have_extra_requirement=False, extra_require=""):
201 | if not is_test:
202 | ConversableAgent._print_received_message = chat_new_message
203 |
204 | # df = pd.DataFrame({"Name":
205 | # ["Abby", "Scott", "Scott", "Scott2", np.nan, "NULL"],
206 | # "AGE":
207 | # [12, 33, 33, 56, np.nan, "NULL"],
208 | # "weight__":
209 | # [32.5, 47.1, 47.1, 55.2, np.nan, "NULL"],
210 | # "Admission Date":
211 | # ["2020-01-01", "2020-01-15", "2020-01-15",
212 | # "2020-09-01", pd.NaT, "NULL"],
213 | # "email_address":
214 | # ["abby@gmail.com","scott@gmail.com", "scott@gmail.com", "test@abc.com", np.nan, "NULL"],
215 | # "Country of Birth":
216 | # ["CA","Canada", "Canada", "NULL", np.nan, "NULL"],
217 | # "Contact (Numbers)":
218 | # ["1-789-456-0123","1-123-456-7890","1-123-456-7890","1-456-123-7890", np.nan, "NULL" ],
219 |
220 | # })
221 | config_list = CONFIG_LIST
222 |
223 | llm_config = LLM_CONFIG
224 |
225 | user_proxy = UserProxyAgent(
226 | name="User_Proxy",
227 | is_termination_msg=TERMINATION_MESSAGE,
228 | human_input_mode="NEVER",
229 | system_message="A human admin.\n" + termination_notice,
230 | default_auto_reply=PROBLEM.format(path=upload_path, candidate_column_types=CANDIDATE_COLUMN_TYPES),
231 | code_execution_config=False,
232 | )
233 |
234 | # knowledge_retriever = RetrieveUserProxyAgent(
235 | # name="Knowledge_Retriever",
236 | # is_termination_msg=TERMINATION_MESSAGE,
237 | # system_message="Assistant who has extra content retrieval power for solving difficult problems. ",
238 | # human_input_mode="NEVER",
239 | # max_consecutive_auto_reply=50,
240 | # retrieve_config={
241 | # "task": "code",
242 | # "docs_path": ["https://raw.githubusercontent.com/sfu-db/dataprep/develop/docs/source/user_guide/clean/clean_date.ipynb",
243 | # "https://raw.githubusercontent.com/sfu-db/dataprep/develop/docs/source/user_guide/clean/clean_email.ipynb",
244 | # "https://raw.githubusercontent.com/sfu-db/dataprep/develop/docs/source/user_guide/clean/clean_address.ipynb",
245 | # "https://raw.githubusercontent.com/sfu-db/dataprep/develop/docs/source/user_guide/clean/clean_phone.ipynb",
246 | # "https://raw.githubusercontent.com/sfu-db/dataprep/develop/docs/source/user_guide/clean/clean_country.ipynb"],
247 | # "chunk_token_size": 1000,
248 | # "model": config_list[0]["model"],
249 | # "client": chromadb.PersistentClient(path="/tmp/chromadb"),
250 | # "collection_name": "groupchat",
251 | # "get_or_create": True,
252 | # },
253 | # default_auto_reply="Successfully retrieve corresponding knowledge from Dataprep.Clean documentation.",
254 | # code_execution_config=False, # we don't want to execute code in this case.
255 | # )
256 |
257 | if have_extra_requirement:
258 | col_annotator = AssistantAgent(
259 | name="Column_Type_Annotator",
260 | is_termination_msg=TERMINATION_MESSAGE,
261 | system_message=COL_ANNOTATOR_SYSTEM_MESSAGE.format(candidate_column_types=CANDIDATE_COLUMN_TYPES, df=df.head().to_markdown()),
262 | llm_config=llm_config,
263 | )
264 |
265 | coder = AssistantAgent(
266 | name="Python_Programmer",
267 | is_termination_msg=TERMINATION_MESSAGE,
268 | # system_message=f"""You are a senior python engineer who is responsible for writing python code to clean the input dataframe.
269 | # You can use the following libraries: pandas, numpy, re, datetime, dataprep, and any other libraries you want. Note that the dataprep library takes the first priority.
270 | # The dataprep library is used to clean the data. You can find the documentation of dataprep library here: https://sfu-db.github.io/dataprep/.
271 | # Please only output the code.
272 |
273 | # #### Detailed Instructions:
274 | # - imports pandas and Dataprep.Clean
275 | # - uses **df = clean_** for all columns with available types
276 | # - if a type is not supported by Dataprep, fall back to a popular PyPI package; if none, use regex-based cleaning
277 | # - saves the cleaned result to cleaned_data.csv in the current working directory
278 | # - applies the following standardization rules:
279 | # #### Standardization Rules:
280 | # - date → YYYY-MM-DD hh:mm:ss
281 | # - address → Apt apartment_number, house_number, street_name, city, state_abbreviation, country, zipcode
282 | # (skip missing parts silently)
283 | # - phone_number → E.164 format
284 | # - location → (lat,lon)
285 | # - ip → plain IP without subnet mask
286 | # - temperatures → float value with Celsius unit (e.g., 36.5°C)
287 |
288 | # #### Available Dataprep functions (partial):
289 | # clean_email, clean_phone, clean_url, clean_date, clean_lat_long, clean_ip, clean_address, clean_country, clean_text, clean_headers
290 | # (Companion validators: validate_email, validate_phone, ...)
291 |
292 | # # Function Purpose Key Parameters / Notes
293 | # # ------------------------- --------------------------------------- -----------------------------------------------
294 | # # clean_email(df, col_name) Standardize email addresses. remove_whitespace; errors ('coerce', 'ignore'); inplace (True, False).
295 | # # clean_phone(df, col_name) Clean & format North‑American numbers. output_format ('nanp', 'national', 'e164'); errors ('coerce', 'ignore'); inplace (True, False).
296 | # # clean_url(df, col_name) Normalize URLs and extract components. split adds scheme/netloc/path/query_params; inplace (True, False)
297 | # # clean_date(df, col_name) Parse and standardize date/time strings. output_format ('YYYY-MM-DD', 'YYYY-MM-DD hh:mm:ss'); inplace (True, False).
298 | # # clean_lat_long(df, col_name) Clean geographic coordinate pairs. output_format ('dd', 'ddh', 'dm', 'dms'); errors ('coerce', 'ignore'); inplace (True, False)
299 | # # clean_ip(df, col_name) Validate & format IPv4/IPv6 addresses. output_format ('compressed', 'full', 'binary', 'hexa', 'integer', 'packed'); errors ('coerce', 'ignore'); inplace (True, False)
300 | # # clean_address(df, col_name) Clean US street addresses. output_format ('USER can define the output format, such as **apartment, house_number, street_name, city, state_abbr, country, zipcode**'); uses usaddress; errors ('coerce', 'ignore'); inplace (True, False)
301 | # # clean_country(df, col_name) Standardize country names / ISO codes. output_format ('name', 'official', 'alpha-2', 'alpha-3', 'numeric'); errors ('coerce', 'ignore'); inplace (True, False)
302 | # # clean_text(df, col_name) General text cleaning pipeline. defaule pipeline, no parameters are needed.
303 | # # clean_headers(df, col_name) Standardize DataFrame column names. case ('kebab', 'camel', 'pascal', 'const', 'sentence', 'title', 'lower', 'upper').
304 | # # ... ... ...
305 |
306 | # Note that each clean function output a DataFrame combining original columns and cleaned columns, please uses **df = clean_** for all columns with available types.
307 | # Return only the Python script. No extra explanations.\n"""+ extra_require + termination_notice,
308 | system_message=f"""You are a senior python engineer who is responsible for writing python code to clean the input dataframe.
309 | You can use the following libraries: pandas, numpy, re, datetime, dataprep, and any other libraries you want. Note that the dataprep library takes the first priority.
310 | The dataprep library is used to clean the data. You can find the documentation of dataprep library here: https://sfu-db.github.io/dataprep/.
311 | Please only output the code.\n"""+ extra_require + termination_notice,
312 | llm_config=llm_config,
313 | )
314 | # coder = RetrieveAssistantAgent(
315 | # name="Python_Code_Generator",
316 | # system_message=f"""You are a senior python engineer who is responsible for writing python code to clean the input dataframe.
317 | # You can use the following libraries: pandas, numpy, re, datetime, dataprep, and any other libraries you want. Note that the dataprep library takes the first priority.
318 | # The dataprep library is used to clean the data. You can find the documentation of dataprep library here: https://sfu-db.github.io/dataprep/.
319 | # Please only output the code.\n"""+ extra_require + termination_notice,
320 | # llm_config={
321 | # "timeout": 600,
322 | # "cache_seed": 42,
323 | # "config_list": config_list,
324 | # },
325 | # )
326 | else:
327 | print(df.columns)
328 | print(COL_ANNOTATOR_SYSTEM_MESSAGE.format(candidate_column_types=CANDIDATE_COLUMN_TYPES, df=df.head().to_markdown()))
329 | # import pdb
330 | # pdb.set_trace()
331 |
332 | col_annotator = AssistantAgent(
333 | name="Column_Type_Annotator",
334 | is_termination_msg=TERMINATION_MESSAGE,
335 | system_message=COL_ANNOTATOR_SYSTEM_MESSAGE.format(candidate_column_types=CANDIDATE_COLUMN_TYPES, df=df.head().to_markdown()),
336 | llm_config=llm_config,
337 | )
338 |
339 | coder = AssistantAgent(
340 | name="Python_Programmer",
341 | is_termination_msg=TERMINATION_MESSAGE,
342 | # system_message=f"""You are a senior python engineer who is responsible for writing python code to clean the input dataframe.
343 | # You can use the following libraries: pandas, numpy, re, datetime, dataprep, and any other libraries you want. Note that the dataprep library takes the first priority.
344 | # The dataprep library is used to clean the data. You can find the documentation of dataprep library here: https://sfu-db.github.io/dataprep/.
345 | # Please only output the code.
346 |
347 | # #### Detailed Instructions:
348 | # - imports pandas and Dataprep.Clean
349 | # - uses **df = clean_** for all columns with available types
350 | # - if a type is not supported by Dataprep, fall back to a popular PyPI package; if none, use regex-based cleaning
351 | # - saves the cleaned result to cleaned_data.csv in the current working directory
352 | # - applies the following standardization rules:
353 | # #### Standardization Rules:
354 | # - date → YYYY-MM-DD hh:mm:ss
355 | # - address → Apt apartment_number, house_number, street_name, city, state_abbreviation, country, zipcode
356 | # (skip missing parts silently)
357 | # - phone_number → E.164 format
358 | # - location → (lat,lon)
359 | # - ip → plain IP without subnet mask
360 | # - temperatures → float value with Celsius unit (e.g., 36.5°C)
361 |
362 | # #### Available Dataprep functions (partial):
363 | # clean_email, clean_phone, clean_url, clean_date, clean_lat_long, clean_ip, clean_address, clean_country, clean_text, clean_headers
364 | # (Companion validators: validate_email, validate_phone, ...)
365 |
366 | # # Function Purpose Key Parameters / Notes
367 | # # ------------------------- --------------------------------------- -----------------------------------------------
368 | # # clean_email(df, col_name) Standardize email addresses. remove_whitespace; errors ('coerce', 'ignore'); inplace (True, False).
369 | # # clean_phone(df, col_name) Clean & format North‑American numbers. output_format ('nanp', 'national', 'e164'); errors ('coerce', 'ignore'); inplace (True, False).
370 | # # clean_url(df, col_name) Normalize URLs and extract components. split adds scheme/netloc/path/query_params; inplace (True, False)
371 | # # clean_date(df, col_name) Parse and standardize date/time strings. output_format ('YYYY-MM-DD', 'YYYY-MM-DD hh:mm:ss'); inplace (True, False).
372 | # # clean_lat_long(df, col_name) Clean geographic coordinate pairs. output_format ('dd', 'ddh', 'dm', 'dms'); errors ('coerce', 'ignore'); inplace (True, False)
373 | # # clean_ip(df, col_name) Validate & format IPv4/IPv6 addresses. output_format ('compressed', 'full', 'binary', 'hexa', 'integer', 'packed'); errors ('coerce', 'ignore'); inplace (True, False)
374 | # # clean_address(df, col_name) Clean US street addresses. output_format ('USER can define the output format, such as **apartment, house_number, street_name, city, state_abbr, country, zipcode**'); uses usaddress; errors ('coerce', 'ignore'); inplace (True, False)
375 | # # clean_country(df, col_name) Standardize country names / ISO codes. output_format ('name', 'official', 'alpha-2', 'alpha-3', 'numeric'); errors ('coerce', 'ignore'); inplace (True, False)
376 | # # clean_text(df, col_name) General text cleaning pipeline. defaule pipeline, no parameters are needed.
377 | # # clean_headers(df, col_name) Standardize DataFrame column names. case ('kebab', 'camel', 'pascal', 'const', 'sentence', 'title', 'lower', 'upper').
378 | # # ... ... ...
379 |
380 | # Note that each clean function output a DataFrame combining original columns and cleaned columns, please uses **df = clean_** for all columns with available types.
381 | # Return only the Python script. No extra explanations."""+ termination_notice,
382 | system_message=f"""You are a senior python engineer who is responsible for writing python code to clean the input dataframe.
383 | You can use the following libraries: pandas, numpy, re, datetime, dataprep, and any other libraries you want. Note that the dataprep library takes the first priority.
384 | The dataprep library is used to clean the data. You can find the documentation of dataprep library here: https://sfu-db.github.io/dataprep/.
385 | Please only output the code.""" + termination_notice,
386 | llm_config=llm_config,
387 | # code_execution_config={"last_n_messages": 3, "work_dir": CLEANED_DATA_STROAGE_DIR},
388 | )
389 |
390 | # coder = RetrieveAssistantAgent(
391 | # name="Python_Code_Generator",
392 | # system_message=f"""You are a senior python engineer who is responsible for writing python code to clean the input dataframe.
393 | # You can use the following libraries: pandas, numpy, re, datetime, dataprep, and any other libraries you want. Note that the dataprep library takes the first priority.
394 | # The dataprep library is used to clean the data. You can find the documentation of dataprep library here: https://sfu-db.github.io/dataprep/.
395 | # Please only output the code.\n"""+ termination_notice,
396 | # llm_config={
397 | # "timeout": 600,
398 | # "cache_seed": 42,
399 | # "config_list": config_list,
400 | # },
401 | # )
402 |
403 | executor = UserProxyAgent(
404 | name="Code_Executor",
405 | system_message="Executor. Execute the code written by the engineer and report the result.",
406 | human_input_mode="NEVER",
407 | code_execution_config={"last_n_messages": 3, "work_dir": CLEANED_DATA_STROAGE_DIR},
408 | )
409 |
410 | groupchat = GroupChat(
411 | agents=[col_annotator, coder, executor],
412 | messages=[],
413 | max_round=50,
414 | speaker_selection_method="round_robin",
415 | allow_repeat_speaker=False,
416 | )
417 | manager = GroupChatManager(groupchat=groupchat, llm_config=llm_config)
418 |
419 | user_proxy.initiate_chat(manager, message=message)
420 |
421 | return user_proxy, manager
422 |
423 |
424 | if __name__ == "__main__":
425 | # upload_path = "/Users/danruiqi/Desktop/Danrui/Research/CleanAgent/CleanAgent-main/clean-agent/origin_data.csv"
426 | message = PROBLEM.format(path=upload_path, candidate_column_types=CANDIDATE_COLUMN_TYPES)
427 | start_chat(message=message)
428 |
--------------------------------------------------------------------------------
/requirements.txt:
--------------------------------------------------------------------------------
1 | chainlit==1.0.101
2 | pyautogen
3 | python-decouple
4 | ipython
5 | autogen[retrievechat]
6 | pandas
7 | matplotlib
8 | tabulate
--------------------------------------------------------------------------------