m-ric HF staff commited on
Commit
0d628a0
1 Parent(s): e73d501

Make functional

Browse files
Files changed (3) hide show
  1. app.py +90 -106
  2. example/titanic.csv +892 -0
  3. figures/blank.txt +0 -0
app.py CHANGED
@@ -1,137 +1,121 @@
1
  import os
 
2
  import gradio as gr
3
  from transformers import ReactCodeAgent, HfEngine, Tool
 
4
 
5
  from gradio_agentchatbot import (
6
  AgentChatbot,
7
  stream_from_transformers_agent,
8
  ChatMessage,
 
9
  )
10
- from dotenv import load_dotenv
11
  from huggingface_hub import login
12
- from transformers.agents.default_tools import (
13
- BASE_PYTHON_TOOLS,
14
- LIST_SAFE_MODULES,
15
- evaluate_python_code,
16
- )
17
 
18
- # to load SerpAPI key
19
- load_dotenv()
20
  login(os.getenv("HUGGINGFACEHUB_API_TOKEN"))
21
 
22
-
23
- llm_engine = HfEngine(model="meta-llama/Meta-Llama-3-70B-Instruct")
24
-
25
- authorized_imports = ["numpy"]
26
 
27
  agent = ReactCodeAgent(
28
- llm_engine=llm_engine,
29
  tools=[],
30
- additional_authorized_imports=authorized_imports,
 
31
  max_iterations=10,
32
  )
33
 
34
- class FinalAnswerToolWithVerification(Tool):
35
- name = "final_answer"
36
- description = "Provides a final answer to the given problem"
37
- inputs = {
38
- "answer": {"type": "text", "description": "The final answer to the problem"}
39
- }
40
- output_type = "any"
41
-
42
- def forward(self, answer):
43
- if "def test" not in answer:
44
- raise Exception(
45
- "I can only accept from you a code snippet answer that defines test functions in python, anything else will not work. PLEASE PROVIDE ME A FULL CODE SNIPPET CONTAINING THE DEFINITION OF THE TESTS."
46
- )
47
- return answer
48
-
49
- final_answer_tool = FinalAnswerToolWithVerification()
50
-
51
- agent._toolbox.update_tool(final_answer_tool)
52
-
53
- function = """import numpy as np
54
- def moving_average(x, w):
55
- return np.convolve(x, np.ones(w), 'valid') / w"""
56
-
57
- task = """I will give you a basic function that I've created.
58
- Now I want you to generate a set of unit tests for these functions, check that they run, and give them to me.
59
- Please follow these steps in order:
60
- 1. Define and run the function given o you, so that it gets defined in your interpreter.
61
- 2. Generate one test function as a python blob, with assert statements
62
- 3. Run the test function in a code snippet and make sure the tests pass
63
- 4. Return to me the complete TEST function (not the original function) as a string code snippet.
64
- ---
65
- Example:
66
- Here is your function:
67
- ```py
68
- def get_even_numbers(numbers):
69
- even_numbers = []
70
- for number in numbers:
71
- if number % 2 == 0:
72
- even_numbers.append(number)
73
- return even_numbers
74
- ```
75
- Now generate test functions for me!
76
- Thought: Let's re-define the given function and generate a test.
77
- Code:
78
- ```py
79
- def get_even_numbers(numbers):
80
- even_numbers = []
81
- for number in numbers:
82
- if number % 2 == 0:
83
- even_numbers.append(number)
84
- return even_numbers
85
- def test_get_even_numbers():
86
- assert get_even_numbers([1, 2, 3, 4, 5]) == [2, 4]
87
- print("No error found!")
88
- test_get_even_numbers()
89
- ```
90
- Observation: "No error found!"
91
- Thought: the interpreter ran tests with no error. So we can return the function IN A TEXT SNIPPET.
92
- Code:
93
- ```py
94
- fianl_answer_snippet = \"\"\"
95
- def test_get_even_numbers():
96
- assert get_even_numbers([1, 2, 3, 4, 5]) == [2, 4]
97
- print("No error found!")
98
- \"\"\"
99
- final_answer(final_answer_snippet)
100
- ```
101
- ---
102
- Now proceed!
103
- Here is your function:
104
- ```py
105
- <<function>>
106
- ```
107
- Now generate test functions for me!
108
- """
109
 
 
 
110
 
111
- def interact_with_agent(prompt):
112
- full_prompt = task.replace("<<function>>", prompt)
113
- messages = []
114
- messages.append(ChatMessage(role="user", content=full_prompt))
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
115
  yield messages
116
- for msg in stream_from_transformers_agent(agent, full_prompt):
 
 
117
  messages.append(msg)
 
 
 
 
 
 
 
 
 
 
118
  yield messages
119
  yield messages
120
 
121
 
122
  with gr.Blocks(theme="soft") as demo:
123
- gr.Markdown("""### Python test generator
124
- Write your function in the left textbox, and the agent on the right will generate tests for you!""")
125
- with gr.Row():
126
- with gr.Column():
127
- text_input = gr.Textbox(
128
- lines=1, label="Your function to test", value=function
129
- )
130
- submit = gr.Button("Generate tests!")
131
- with gr.Column():
132
- chatbot = AgentChatbot(label="Agent")
133
-
134
- submit.click(interact_with_agent, [text_input], [chatbot])
 
 
 
 
135
 
136
  if __name__ == "__main__":
137
  demo.launch()
 
1
  import os
2
+ import shutil
3
  import gradio as gr
4
  from transformers import ReactCodeAgent, HfEngine, Tool
5
+ import pandas as pd
6
 
7
  from gradio_agentchatbot import (
8
  AgentChatbot,
9
  stream_from_transformers_agent,
10
  ChatMessage,
11
+ ChatFileMessage,
12
  )
 
13
  from huggingface_hub import login
14
+ from gradio.data_classes import FileData
 
 
 
 
15
 
 
 
16
  login(os.getenv("HUGGINGFACEHUB_API_TOKEN"))
17
 
18
+ llm_engine = HfEngine("meta-llama/Meta-Llama-3-70B-Instruct")
 
 
 
19
 
20
  agent = ReactCodeAgent(
 
21
  tools=[],
22
+ llm_engine=llm_engine,
23
+ additional_authorized_imports=["numpy", "pandas", "matplotlib.pyplot", "seaborn"],
24
  max_iterations=10,
25
  )
26
 
27
+ base_prompt = """You are an expert data analyst.
28
+ Please load the source file with pandas and analyze its content (you cannot use 'os' module).
29
+ According to the features you have, begin by finding which feature should be the target.
30
+ Then list 3 interesting questions that could be asked on this data, for instance about specific correlations with target variable.
31
+ Then answer these questions one by one, by finding the relevant numbers.
32
+ Meanwhile, plot some figures using matplotlib/seaborn and save them to the (already existing) folder './figures/': take care to clear each figure with plt.clf() before doing another plot.
33
+
34
+ In your final answer: summarize these correlations and trends
35
+ After each number derive real worlds insights, for instance: "Correlation between is_december and boredness is 1.3453, which suggest people are more bored in winter".
36
+ Your final answer should be a long string with at least 3 numbered and detailed parts.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
37
 
38
+ source file = {source_file}
39
+ """
40
 
41
+ example_notes="""This data is about the Titanic wreck in 1912.
42
+ The target figure is the survival of passengers, notes by 'Survived'
43
+ pclass: A proxy for socio-economic status (SES)
44
+ 1st = Upper
45
+ 2nd = Middle
46
+ 3rd = Lower
47
+ age: Age is fractional if less than 1. If the age is estimated, is it in the form of xx.5
48
+ sibsp: The dataset defines family relations in this way...
49
+ Sibling = brother, sister, stepbrother, stepsister
50
+ Spouse = husband, wife (mistresses and fiancés were ignored)
51
+ parch: The dataset defines family relations in this way...
52
+ Parent = mother, father
53
+ Child = daughter, son, stepdaughter, stepson
54
+ Some children travelled only with a nanny, therefore parch=0 for them."""
55
+
56
+ def get_images_in_directory(directory):
57
+ image_extensions = {'.png', '.jpg', '.jpeg', '.gif', '.bmp', '.tiff'}
58
+
59
+ image_files = []
60
+ for root, dirs, files in os.walk(directory):
61
+ for file in files:
62
+ if os.path.splitext(file)[1].lower() in image_extensions:
63
+ image_files.append(os.path.join(root, file))
64
+ return image_files
65
+
66
+ def interact_with_agent(file_input, additional_notes):
67
+ shutil.rmtree("./figures")
68
+ os.makedirs("./figures")
69
+
70
+ read_file = pd.read_csv(file_input)
71
+ data_structure_notes = f"""\nStructure of the data:
72
+ - Description (output of .describe()):
73
+ {read_file.describe()}
74
+ - Columns with dtypes:
75
+ {read_file.dtypes}
76
+ """
77
+ prompt = base_prompt + data_structure_notes
78
+
79
+ if additional_notes and len(additional_notes) > 0:
80
+ prompt += "\nAdditional notes on the data:\n" + additional_notes
81
+
82
+ messages = [ChatMessage(role="user", content=prompt, thought=True)]
83
  yield messages
84
+
85
+ plot_image_paths = {}
86
+ for msg in stream_from_transformers_agent(agent, prompt.format(source_file=file_input)):
87
  messages.append(msg)
88
+ for image_path in get_images_in_directory("./figures"):
89
+ if image_path not in plot_image_paths:
90
+ image_message = ChatFileMessage(
91
+ role="assistant",
92
+ file=FileData(path=image_path, mime_type="image/png"),
93
+ content="",
94
+ thought=True,
95
+ )
96
+ plot_image_paths[image_path] = True
97
+ messages.append(image_message)
98
  yield messages
99
  yield messages
100
 
101
 
102
  with gr.Blocks(theme="soft") as demo:
103
+ gr.Markdown("""# Llama-3.1 Data analyst
104
+
105
+ Drop a `.csv` file to analyse, add notes if needed, and **Llama-3.1-70B will analyse the file content for you!**""")
106
+ file_input = gr.File(label="Your file to analyze")
107
+ text_input = gr.Textbox(
108
+ label="Additional notes to support the analysis"
109
+ )
110
+ submit = gr.Button("Run analysis!")
111
+ chatbot = AgentChatbot(label="Agent")
112
+ gr.Examples(
113
+ examples=[["./example/titanic.csv", example_notes]],
114
+ inputs=[file_input, text_input],
115
+ cache_examples=False
116
+ )
117
+
118
+ submit.click(interact_with_agent, [file_input, text_input], [chatbot])
119
 
120
  if __name__ == "__main__":
121
  demo.launch()
example/titanic.csv ADDED
@@ -0,0 +1,892 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ PassengerId,Survived,Pclass,Name,Sex,Age,SibSp,Parch,Ticket,Fare,Cabin,Embarked
2
+ 1,0,3,"Braund, Mr. Owen Harris",male,22,1,0,A/5 21171,7.25,,S
3
+ 2,1,1,"Cumings, Mrs. John Bradley (Florence Briggs Thayer)",female,38,1,0,PC 17599,71.2833,C85,C
4
+ 3,1,3,"Heikkinen, Miss. Laina",female,26,0,0,STON/O2. 3101282,7.925,,S
5
+ 4,1,1,"Futrelle, Mrs. Jacques Heath (Lily May Peel)",female,35,1,0,113803,53.1,C123,S
6
+ 5,0,3,"Allen, Mr. William Henry",male,35,0,0,373450,8.05,,S
7
+ 6,0,3,"Moran, Mr. James",male,,0,0,330877,8.4583,,Q
8
+ 7,0,1,"McCarthy, Mr. Timothy J",male,54,0,0,17463,51.8625,E46,S
9
+ 8,0,3,"Palsson, Master. Gosta Leonard",male,2,3,1,349909,21.075,,S
10
+ 9,1,3,"Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg)",female,27,0,2,347742,11.1333,,S
11
+ 10,1,2,"Nasser, Mrs. Nicholas (Adele Achem)",female,14,1,0,237736,30.0708,,C
12
+ 11,1,3,"Sandstrom, Miss. Marguerite Rut",female,4,1,1,PP 9549,16.7,G6,S
13
+ 12,1,1,"Bonnell, Miss. Elizabeth",female,58,0,0,113783,26.55,C103,S
14
+ 13,0,3,"Saundercock, Mr. William Henry",male,20,0,0,A/5. 2151,8.05,,S
15
+ 14,0,3,"Andersson, Mr. Anders Johan",male,39,1,5,347082,31.275,,S
16
+ 15,0,3,"Vestrom, Miss. Hulda Amanda Adolfina",female,14,0,0,350406,7.8542,,S
17
+ 16,1,2,"Hewlett, Mrs. (Mary D Kingcome) ",female,55,0,0,248706,16,,S
18
+ 17,0,3,"Rice, Master. Eugene",male,2,4,1,382652,29.125,,Q
19
+ 18,1,2,"Williams, Mr. Charles Eugene",male,,0,0,244373,13,,S
20
+ 19,0,3,"Vander Planke, Mrs. Julius (Emelia Maria Vandemoortele)",female,31,1,0,345763,18,,S
21
+ 20,1,3,"Masselmani, Mrs. Fatima",female,,0,0,2649,7.225,,C
22
+ 21,0,2,"Fynney, Mr. Joseph J",male,35,0,0,239865,26,,S
23
+ 22,1,2,"Beesley, Mr. Lawrence",male,34,0,0,248698,13,D56,S
24
+ 23,1,3,"McGowan, Miss. Anna ""Annie""",female,15,0,0,330923,8.0292,,Q
25
+ 24,1,1,"Sloper, Mr. William Thompson",male,28,0,0,113788,35.5,A6,S
26
+ 25,0,3,"Palsson, Miss. Torborg Danira",female,8,3,1,349909,21.075,,S
27
+ 26,1,3,"Asplund, Mrs. Carl Oscar (Selma Augusta Emilia Johansson)",female,38,1,5,347077,31.3875,,S
28
+ 27,0,3,"Emir, Mr. Farred Chehab",male,,0,0,2631,7.225,,C
29
+ 28,0,1,"Fortune, Mr. Charles Alexander",male,19,3,2,19950,263,C23 C25 C27,S
30
+ 29,1,3,"O'Dwyer, Miss. Ellen ""Nellie""",female,,0,0,330959,7.8792,,Q
31
+ 30,0,3,"Todoroff, Mr. Lalio",male,,0,0,349216,7.8958,,S
32
+ 31,0,1,"Uruchurtu, Don. Manuel E",male,40,0,0,PC 17601,27.7208,,C
33
+ 32,1,1,"Spencer, Mrs. William Augustus (Marie Eugenie)",female,,1,0,PC 17569,146.5208,B78,C
34
+ 33,1,3,"Glynn, Miss. Mary Agatha",female,,0,0,335677,7.75,,Q
35
+ 34,0,2,"Wheadon, Mr. Edward H",male,66,0,0,C.A. 24579,10.5,,S
36
+ 35,0,1,"Meyer, Mr. Edgar Joseph",male,28,1,0,PC 17604,82.1708,,C
37
+ 36,0,1,"Holverson, Mr. Alexander Oskar",male,42,1,0,113789,52,,S
38
+ 37,1,3,"Mamee, Mr. Hanna",male,,0,0,2677,7.2292,,C
39
+ 38,0,3,"Cann, Mr. Ernest Charles",male,21,0,0,A./5. 2152,8.05,,S
40
+ 39,0,3,"Vander Planke, Miss. Augusta Maria",female,18,2,0,345764,18,,S
41
+ 40,1,3,"Nicola-Yarred, Miss. Jamila",female,14,1,0,2651,11.2417,,C
42
+ 41,0,3,"Ahlin, Mrs. Johan (Johanna Persdotter Larsson)",female,40,1,0,7546,9.475,,S
43
+ 42,0,2,"Turpin, Mrs. William John Robert (Dorothy Ann Wonnacott)",female,27,1,0,11668,21,,S
44
+ 43,0,3,"Kraeff, Mr. Theodor",male,,0,0,349253,7.8958,,C
45
+ 44,1,2,"Laroche, Miss. Simonne Marie Anne Andree",female,3,1,2,SC/Paris 2123,41.5792,,C
46
+ 45,1,3,"Devaney, Miss. Margaret Delia",female,19,0,0,330958,7.8792,,Q
47
+ 46,0,3,"Rogers, Mr. William John",male,,0,0,S.C./A.4. 23567,8.05,,S
48
+ 47,0,3,"Lennon, Mr. Denis",male,,1,0,370371,15.5,,Q
49
+ 48,1,3,"O'Driscoll, Miss. Bridget",female,,0,0,14311,7.75,,Q
50
+ 49,0,3,"Samaan, Mr. Youssef",male,,2,0,2662,21.6792,,C
51
+ 50,0,3,"Arnold-Franchi, Mrs. Josef (Josefine Franchi)",female,18,1,0,349237,17.8,,S
52
+ 51,0,3,"Panula, Master. Juha Niilo",male,7,4,1,3101295,39.6875,,S
53
+ 52,0,3,"Nosworthy, Mr. Richard Cater",male,21,0,0,A/4. 39886,7.8,,S
54
+ 53,1,1,"Harper, Mrs. Henry Sleeper (Myna Haxtun)",female,49,1,0,PC 17572,76.7292,D33,C
55
+ 54,1,2,"Faunthorpe, Mrs. Lizzie (Elizabeth Anne Wilkinson)",female,29,1,0,2926,26,,S
56
+ 55,0,1,"Ostby, Mr. Engelhart Cornelius",male,65,0,1,113509,61.9792,B30,C
57
+ 56,1,1,"Woolner, Mr. Hugh",male,,0,0,19947,35.5,C52,S
58
+ 57,1,2,"Rugg, Miss. Emily",female,21,0,0,C.A. 31026,10.5,,S
59
+ 58,0,3,"Novel, Mr. Mansouer",male,28.5,0,0,2697,7.2292,,C
60
+ 59,1,2,"West, Miss. Constance Mirium",female,5,1,2,C.A. 34651,27.75,,S
61
+ 60,0,3,"Goodwin, Master. William Frederick",male,11,5,2,CA 2144,46.9,,S
62
+ 61,0,3,"Sirayanian, Mr. Orsen",male,22,0,0,2669,7.2292,,C
63
+ 62,1,1,"Icard, Miss. Amelie",female,38,0,0,113572,80,B28,
64
+ 63,0,1,"Harris, Mr. Henry Birkhardt",male,45,1,0,36973,83.475,C83,S
65
+ 64,0,3,"Skoog, Master. Harald",male,4,3,2,347088,27.9,,S
66
+ 65,0,1,"Stewart, Mr. Albert A",male,,0,0,PC 17605,27.7208,,C
67
+ 66,1,3,"Moubarek, Master. Gerios",male,,1,1,2661,15.2458,,C
68
+ 67,1,2,"Nye, Mrs. (Elizabeth Ramell)",female,29,0,0,C.A. 29395,10.5,F33,S
69
+ 68,0,3,"Crease, Mr. Ernest James",male,19,0,0,S.P. 3464,8.1583,,S
70
+ 69,1,3,"Andersson, Miss. Erna Alexandra",female,17,4,2,3101281,7.925,,S
71
+ 70,0,3,"Kink, Mr. Vincenz",male,26,2,0,315151,8.6625,,S
72
+ 71,0,2,"Jenkin, Mr. Stephen Curnow",male,32,0,0,C.A. 33111,10.5,,S
73
+ 72,0,3,"Goodwin, Miss. Lillian Amy",female,16,5,2,CA 2144,46.9,,S
74
+ 73,0,2,"Hood, Mr. Ambrose Jr",male,21,0,0,S.O.C. 14879,73.5,,S
75
+ 74,0,3,"Chronopoulos, Mr. Apostolos",male,26,1,0,2680,14.4542,,C
76
+ 75,1,3,"Bing, Mr. Lee",male,32,0,0,1601,56.4958,,S
77
+ 76,0,3,"Moen, Mr. Sigurd Hansen",male,25,0,0,348123,7.65,F G73,S
78
+ 77,0,3,"Staneff, Mr. Ivan",male,,0,0,349208,7.8958,,S
79
+ 78,0,3,"Moutal, Mr. Rahamin Haim",male,,0,0,374746,8.05,,S
80
+ 79,1,2,"Caldwell, Master. Alden Gates",male,0.83,0,2,248738,29,,S
81
+ 80,1,3,"Dowdell, Miss. Elizabeth",female,30,0,0,364516,12.475,,S
82
+ 81,0,3,"Waelens, Mr. Achille",male,22,0,0,345767,9,,S
83
+ 82,1,3,"Sheerlinck, Mr. Jan Baptist",male,29,0,0,345779,9.5,,S
84
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701
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702
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703
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704
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705
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706
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707
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708
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710
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711
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712
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713
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714
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715
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716
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717
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718
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719
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720
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721
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722
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723
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724
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725
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726
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727
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728
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729
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730
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731
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732
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734
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735
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736
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737
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738
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740
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741
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742
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743
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744
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745
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746
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747
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748
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749
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750
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751
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752
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753
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754
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755
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756
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757
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758
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759
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760
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761
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762
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763
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764
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765
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766
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767
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768
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769
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770
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771
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772
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773
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774
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775
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776
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777
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778
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779
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780
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781
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782
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783
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784
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785
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786
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787
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788
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789
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790
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791
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792
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793
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794
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795
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796
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797
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798
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799
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800
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801
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802
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803
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804
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805
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806
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807
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808
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809
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810
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811
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812
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813
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814
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815
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816
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817
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818
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819
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820
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821
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822
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823
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824
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825
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826
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827
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828
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829
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830
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831
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832
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833
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834
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835
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836
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837
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838
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839
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840
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841
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842
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843
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844
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845
+ 844,0,3,"Lemberopolous, Mr. Peter L",male,34.5,0,0,2683,6.4375,,C
846
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847
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848
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849
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850
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851
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852
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853
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854
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855
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856
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857
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858
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859
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860
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861
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862
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863
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864
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865
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866
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867
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868
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869
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870
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871
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872
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873
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874
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875
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876
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877
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878
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879
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880
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881
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882
+ 881,1,2,"Shelley, Mrs. William (Imanita Parrish Hall)",female,25,0,1,230433,26,,S
883
+ 882,0,3,"Markun, Mr. Johann",male,33,0,0,349257,7.8958,,S
884
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885
+ 884,0,2,"Banfield, Mr. Frederick James",male,28,0,0,C.A./SOTON 34068,10.5,,S
886
+ 885,0,3,"Sutehall, Mr. Henry Jr",male,25,0,0,SOTON/OQ 392076,7.05,,S
887
+ 886,0,3,"Rice, Mrs. William (Margaret Norton)",female,39,0,5,382652,29.125,,Q
888
+ 887,0,2,"Montvila, Rev. Juozas",male,27,0,0,211536,13,,S
889
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890
+ 889,0,3,"Johnston, Miss. Catherine Helen ""Carrie""",female,,1,2,W./C. 6607,23.45,,S
891
+ 890,1,1,"Behr, Mr. Karl Howell",male,26,0,0,111369,30,C148,C
892
+ 891,0,3,"Dooley, Mr. Patrick",male,32,0,0,370376,7.75,,Q
figures/blank.txt ADDED
File without changes